{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "42ba9241",
   "metadata": {},
   "source": [
    "(sec:visualization_4)=\n",
    "# Seaborn 시각화 라이브러리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1b876d66",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5577e014",
   "metadata": {},
   "outputs": [],
   "source": [
    "PREVIOUS_MAX_ROWS = pd.options.display.max_rows\n",
    "pd.options.display.max_rows = 20\n",
    "pd.options.display.max_colwidth = 80\n",
    "pd.options.display.max_columns = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c6a19241",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(12345)\n",
    "np.set_printoptions(precision=4, suppress=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d7b1b908",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3731a61b",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rc(\"figure\", figsize=(10, 6))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1740c08e",
   "metadata": {},
   "source": [
    "## seaborn 라이브러리 불러오기"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ba425750",
   "metadata": {},
   "source": [
    "seaborn 라이브러리는 matplotlib을 바탕으로 멋진 통계 관련 그래프를 그리는 API(도구)를 제공한다.\n",
    "활용법 설명을 위해 서빙 팁(tip) 데이터를 계속 활용한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c4f77096",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "4d370915",
   "metadata": {},
   "source": [
    "**서빙 팁 데이터**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a2e9939b",
   "metadata": {},
   "source": [
    "서빙 팁 데이터는 어떤 식당에서 일주일 동안 올린 수입 내역을 담고 있으며,\n",
    "seabon 라이브러리도 제공한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "659fffaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "tips"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0ed8016b",
   "metadata": {},
   "source": [
    "총 244개의 데이터 샘플을 담고 있으며, 열별 라벨(특성)이 의미하는 바는 다음과 같다.\n",
    "\n",
    "- `total_bill`: 총 수입\n",
    "- `tip`: 서빙 팁 수입\n",
    "- `smoker`: 테이블 손님 흡연 여부 \n",
    "- `day`: 요일\n",
    "- `time`: 시간대(점심/저녁)\n",
    "- `size`: 테이블 손님 수"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6f23b8c0",
   "metadata": {},
   "source": [
    "손님의 성별 정보를 담고 있는 `sex` 열은 삭제한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe34b496",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip smoker   day    time  size\n",
       "0         16.99  1.01     No   Sun  Dinner     2\n",
       "1         10.34  1.66     No   Sun  Dinner     3\n",
       "2         21.01  3.50     No   Sun  Dinner     3\n",
       "3         23.68  3.31     No   Sun  Dinner     2\n",
       "4         24.59  3.61     No   Sun  Dinner     4\n",
       "..          ...   ...    ...   ...     ...   ...\n",
       "239       29.03  5.92     No   Sat  Dinner     3\n",
       "240       27.18  2.00    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75     No   Sat  Dinner     2\n",
       "243       18.78  3.00     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 6 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.drop('sex', axis=1, inplace=True)\n",
    "\n",
    "tips"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b92b38d9",
   "metadata": {},
   "source": [
    "요일별로 총 순수수입에서 서빙 팁이 차지하는 비율을 특성으로 추가하자.\n",
    "\n",
    "- 팁 비율: 총 순수수입 $=$ 총 수입 $-$ 팁"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f3349445",
   "metadata": {},
   "outputs": [
    {
     "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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>tip_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.063204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.191244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.199886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.162494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "      <td>0.172069</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip smoker  day    time  size   tip_pct\n",
       "0       16.99  1.01     No  Sun  Dinner     2  0.063204\n",
       "1       10.34  1.66     No  Sun  Dinner     3  0.191244\n",
       "2       21.01  3.50     No  Sun  Dinner     3  0.199886\n",
       "3       23.68  3.31     No  Sun  Dinner     2  0.162494\n",
       "4       24.59  3.61     No  Sun  Dinner     4  0.172069"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips[\"tip_pct\"] = tips[\"tip\"] / (tips[\"total_bill\"] - tips[\"tip\"])\n",
    "tips.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "65c561a9",
   "metadata": {},
   "source": [
    "## 막대 그래프"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "53ad1c92",
   "metadata": {},
   "source": [
    "**`seaborn.barplot()` 함수**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e2bd4c20",
   "metadata": {},
   "source": [
    "요일별 서빙 팁의 비율의 평균값(mean)은 다음과 같다.\n",
    "막대 끝에 위치한 검정 직선 기본적으로 신뢰도 95%의 신뢰구간을 표시하는 오차 막대(error bar)이다.\n",
    "\n",
    "참고: 축에 사용될 값들은 열 특성이름을 이용하여 지정한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8ff5fd5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"tip_pct\", y=\"day\", data=tips, orient=\"h\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "47b15227",
   "metadata": {},
   "source": [
    "`errorbar` 옵션을 조절하면 신뢰구간을 표준편차로 바꾸거나 아무 것도 표시하지 않도록 할 수 있다.\n",
    "\n",
    "- `errorbar='sd'` 옵션: 신뢰 구간 대신에 표준 편차(standard deviation) 표시.\n",
    "- `errorbar=None` 옵션: 검정 막대 표시하지 않음."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bab7c02d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='tip_pct', y='day', data=tips, orient='h', errorbar='sd')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d35b7e88",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='tip_pct', y='day', data=tips, orient='h', errorbar=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "d37ec217",
   "metadata": {},
   "source": [
    "* `hue='time'`: 시간대를 추가 기준으로 사용하면 다음 결과가 보인다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e7c658f6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"tip_pct\", y=\"day\", hue=\"time\", data=tips, orient=\"h\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "51b3d832",
   "metadata": {},
   "source": [
    "참고: 목요일 저녁 막대에 신뢰구간이 표시되지 않는 이유는 단 한 번의 파티만 있었기 때문이다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ccd784c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "day_thur = tips['day']=='Thur'\n",
    "time_dinner = tips['time']=='Dinner'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e5c6b51e",
   "metadata": {},
   "outputs": [
    {
     "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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>tip_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>0.190114</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill  tip smoker   day    time  size   tip_pct\n",
       "243       18.78  3.0     No  Thur  Dinner     2  0.190114"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips[day_thur & time_dinner]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f97f6d1a",
   "metadata": {},
   "source": [
    "## 그래프 스타일 설정"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "335aecde",
   "metadata": {},
   "source": [
    "자주 사용되는 Seaborn 그래프 스타일을 지정하는 함수는 다음 세 가지다.\n",
    "\n",
    "- `sns.set_style()`\n",
    "- `sns.set_context()`\n",
    "- `sns.set_palette()`\n",
    "\n",
    "여기서는 `sns.set_style()`과 `sns.set_palette()`를 자세히 살펴 본다."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "00630b54",
   "metadata": {},
   "source": [
    "### 그래프 기본 설정"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6dbfcca5",
   "metadata": {},
   "source": [
    "`set_style()` 함수가 그래프의 기본 설정을 담당한다.\n",
    "\n",
    "- 참고: [Seaborn Styling, Part 1: Figure Style and Scale](https://www.codecademy.com/article/seaborn-design-i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ab141abc",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "34a9264b",
   "metadata": {},
   "source": [
    "지정된 설정은 모든 그래프에 영향을 준다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fb557c94",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='day'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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df2t5IQUAACWipqYmIqIxpvhwWZZFQ0NDVFZWJkVnt27dGr/WO0pIAQBAiSgrK4s+ffpE7969o6GhodjjlLx8Ph/PP/987Lvvvs1+dqmysvJjPRO1lZACAIASk8vlWuSX/Y4un89HRESXLl3a/OvlzSYAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgEQVxR6glFT22CvKC/XFHgMAOrTKnvsUewSAj01IbaPHCTMil8sVewwA6PCyQj7Kyv3MBdovp/ZtI5/PF3sE2lA+n4/Fixdb907EmndO1r00iSigvRNSdGobN24s9gi0MWveOVl3AFqakAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREKKTq26urrYI9DGrHnnZN07J+sOtKaKYg9QSnK5XLFHoA3lcrkYPHhwscegDVnzzsm6d07WvW3lC4XIlfv3eToXIbWNy+5ZEC+ueKfYYwAAtBt79/5kfHfc54o9BrQ5IbWNV1e9G88ve6vYYwAAACXOc7AAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQKKKYg8AAHQs5ZveieqlT0Vu09vFHoU28MZzuRj35F3FHqNRfX19VFVVFXuMDqtfv34xderU2HPPPYs9StEJKQCgRVW//mRUrl1e7DFoI4WIWLnx3WKPQRtZuXJlzJo1K6644opij1J0Tu0DAABI5BkpAKBFbdzz0Ain9nUaFblc9Nq1uthjNHJqX+vq379/TJkypdhjlAQhBQC0qEKXT8b6fb9Y7DFoI4P+T/e485+OK/YYERGRz+dj0aJFUVtbG7lcrtjj0ME5tQ8AACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIFFFsQdojrq6uli1alVUVDQdd8iQIXHrrbc2uWz58uUxatSo+NWvfhV9+/ZtyzEBAIBOol2EVETEjBkzYsyYMR95vb59+8bChQvbYCIAAKCzaven9o0fPz4uuOCCOPLII2PEiBGxZMmSGDhwYCxdurTYowEAAB1Uu3lG6sMsWLAg7rnnnqiuro533313h/czfL+a6Nt9lxacDABIsXZTfaxeu6nYY5Bg796fLPYIUBTtJqRmzJgRl19+eZPLHn/88YiI+PznPx+77757RMTHCqnJR9dGLpfb8SEBgI8lK+SjrNzP4vYmXyhErrzdn+gESdpNSE2bNu0DXyPVu3fvFrmP1XOmRX7VCy2yLwAgTWXPfaLnmJktsq98Pt94ur9/JG19IorOqN2E1IcpKytrkf00rH4l8iuea5F9AQDFtXHjxmKPAHRg/vkAAAAgkZACAABI1C5O7XvkkUc+cNtPfvKTJp/vsccesWTJktYeCQAA6MQ8IwUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAIkqij0AALRXf9uQi7tf2jmWb/DjtCWU5dZE7tFxLba/+vr6qKqqarH9dXb9+vWLqVOnxp577lnsUaAk+M4PADvozpd2jj+v2anYY3QghYgNK4s9BB9g5cqVMWvWrLjiiiuKPQqUBKf2AQAAJPKMFADsoFP2XRd3vxyxfL0fpy2hLFcZuV16tdj+nNrXsvr37x9Tpkwp9hhQMnznB4Ad1KdrPv75wHeKPUaHUVnzqehzxl0tsq98Ph+LFi2K2trayOVyLbJPgG05tQ8AACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAElUUe4BSUtljrygv1Bd7DADolCp77lPsEQCaTUhto8cJMyKXyxV7DADotLJCPsrK/SwGSp9T+7aRz+eLPQJtKJ/Px+LFi617J2LNOyfr3r6IKKC9SAqp119/vbXmgKLYuHFjsUegjVnzzsm6A9DSkkLq2GOPjfHjx8f9998fmzZtaq2ZAAAASlpSSD322GNx5JFHxi233BJHHHFEXHzxxbFw4cLWmg0AAKAkJYVUjx49YuLEiTFnzpy4/fbbY9ddd40LLrggjj322PjRj34Ub731VmvNCQAAUDJ26M0mtmzZEsuXL4/ly5fH6tWro7q6Ov7nf/4njjnmmPiP//iPlp4RAACgpCS9/fmiRYvi/vvvj//6r/+KsrKyOP744+OOO+6IQYMGRUTEQw89FN/5znfipJNOapVhAQAASkFSSJ1yyilx+OGHx4wZM6Kuri4qKyubbP/Upz4VdXV1LTogAABAqUkKqXnz5kXv3r0/cPsee+wRM2fO/NhDAQAAlLKkkOrWrVv84he/iJUrV0ahUIiIiIaGhnjhhRfihhtuaJUBAQAASk1SSF100UUxf/782G233aKhoSG6du0aL774Ypx44omtNB4AAEDpSQqp+fPnx9133x1vvfVW3H333XHllVfGrbfeGn/84x9baz4AAICSk/T254VCIfbZZ5/YZ5994rnnnouI996A4umnn26V4QAAAEpRUkjV1NTE66+/Ht27d4/Vq1fHhg0bIsuyWL9+fWvNBwAAUHKSTu07/vjjY9y4cXHvvffGiBEj4qyzzoqddtopDjjggNaaDwAAoOQkhdQZZ5wRe+65Z+yyyy5x8cUXxw9+8INYt25dXHLJJa01HwAAQMlpVkiNHz8+ysrKGj+/++67m2y/6KKL4vbbb2/ZyQAAAEpUs14jNXz48Dj00EOjb9++sXjx4vjUpz4VI0eOjIMPPjiWLFkSe++9d2vPCQAAUDKa9YzUP/7jP0ZExLhx4+KHP/xhHHLIIY3bRo4cGRdffHHrTAcAAFCCkt6177nnnouDDz64yWUDBw6MV155pSVnAgAAKGlJITVgwID48Y9/3OSyG2+8MQYNGtSSMwEAAJS0pHftu+iii+LrX/96/OQnP4mamppYvnx5FAqFuOWWW1prPgAAgJKTFFKHHHJIPPjgg/Hoo4/GypUro6amJurq6mKXXXZprfkAAABKTlJIRUR069YtTjzxxFYYBQAAoH1Ieo0UAAAAQgoAACCZkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEjUIUNq8+bNsWLFimKPAQAAdFAlGVLvvPNOTJ8+Pb7whS9EbW1tHHHEEfHtb3+72XE0bty4WLBgQStPCQAAdFYlGVLnnnturFmzJu69995YtGhRzJ49O+rr62PChAmxZcuWj7z9mjVr2mBKAACgsyrJkHrmmWfi6KOPjl69ekVERM+ePeOiiy6Kgw8+ON599914+eWX48wzz4wRI0bEQQcdFF/60pdi3rx5ERExceLEWL58eUybNi0uvfTSYj4MAACggyrJkBo1alRMmzYtpk+fHnPnzo1ly5ZFr169YubMmdG9e/c4++yzY//994+HHnoonn766TjiiCNi+vTpERFx6623Rt++fWPGjBlxySWXFPeBUPKqq6uLPQJtzJp3TtYdgJZWUewB3s93v/vdGD58eMydOzcuueSSWLt2bfTr1y/OPvvsOOGEE+Kmm26K3XffPbIsi2XLlsWuu+4aK1eu/Nj3m8vlWmB62otcLheDBw8u9hi0IWveOVn3tpEV8lFW7uco0HmUZEiVl5fH6NGjY/To0ZFlWbz88stx//33x/nnnx+9evWKdevWxZQpU2LVqlUxYMCA6N69e2RZ9rHvd/WcaZFf9UILPAIA6Dwqe+4TPcfMLPYYAG2q5EJq/vz5cc4558S8efOiW7duUVZWFvvuu2+cd9558dvf/jaeeeaZuP7662PWrFlRV1cXEREPPPBAPPjggx/7vhtWvxL5Fc997P0AAAAdW8m9RurTn/509OjRIy688MJYsmRJNDQ0xLp162LOnDnxyiuvxBe/+MXI5/ON57u/9NJLcd1110VERH19fUREVFVVxdq1a4v2GAAAgI6t5EKqS5cucdddd0WvXr3irLPOimHDhsWIESNizpw5cdttt8WgQYPi/PPPj29961sxdOjQ+MY3vhEnn3xyVFZWxgsvvHda3tixY+Pqq6+Ob37zm0V+NAAAQEdUcqf2RUT07t37Q9+6fNKkSTFp0qQml5166qmNH59++ulx+umnt9p8AABA51Zyz0gBAACUOiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkqij2AADAR/vbhlzc/dLOsXxD6f3oLsutidyj44o9xnbq6+ujqqoq+vXrF1OnTo0999yz2CMBHUjpfTcGALZz50s7x5/X7FTsMT5AIWLDymIP8YFWrlwZs2bNiiuuuKLYowAdiFP7AAAAEnlGCgDagVP2XRd3vxyxfH3p/eguy1VGbpdexR5jO1tP7evfv39MmTKl2OMAHUzpfTcGALbTp2s+/vnAd4o9xvuqrPlU9DnjrmKP0UQ+n49FixZFbW1t5HK5Yo8DdEBO7QMAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABIJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACARBXFHqCUVPbYK8oL9cUeAwDalcqe+xR7BIA2J6S20eOEGZHL5Yo9BgC0O1khH2XlfoYCnYdT+7aRz+eLPQJtKJ/Px+LFi617J2LNOyfr3jZEFNDZCCk6tY0bNxZ7BNqYNe+crDsALU1IAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAoopiDxAR8c4778TVV18d8+bNi3feeSd23nnnOPzww+Pcc8+NmpqaYo8HAADQREk8I3XuuefGmjVr4t57741FixbF7Nmzo76+PiZMmBBbtmwp9ngAAABNlERIPfPMM3H00UdHr169IiKiZ8+ecdFFF8XBBx8c7777btTV1cV9993XeP0nnngiBg4cGBERS5cujYEDB8Y999wTdXV1MXTo0JgwYUKsWLGiKI8FAADo+EoipEaNGhXTpk2L6dOnx9y5c2PZsmXRq1evmDlzZnTv3r1Z+3j00Udj9uzZ8cADD8Sbb74Z119/fStPTUdQXV1d7BFoY9a8c7LunZN1B1pTSbxG6rvf/W4MHz485s6dG5dcckmsXbs2+vXrF2effXaccMIJzdrH5MmTY9ddd42IiLq6uli4cGHyHLlcLvk2tF+5XC4GDx5c7DFoQ9a8c7LunZN1f09WyEdZud9voDWUREiVl5fH6NGjY/To0ZFlWbz88stx//33x/nnn994ut9H6dmzZ+PHFRUVkWVZ8hyr50yL/KoXkm8HAFBqKnvuEz3HzCz2GNBhFT2k5s+fH+ecc07MmzcvunXrFmVlZbHvvvvGeeedF7/97W9j8eLFUV5eHg0NDY23WbNmTavM0rD6lciveK5V9g0AAHQcRX+N1Kc//eno0aNHXHjhhbFkyZJoaGiIdevWxZw5c+KVV16JESNGxIABA+Lhhx+OTZs2xapVq+L2228v9tgAAEAnVvSQ6tKlS9x1113Rq1evOOuss2LYsGExYsSImDNnTtx2220xYMCA+OY3vxnr16+Pww8/PP7hH/6h2a+bAgAAaA1l2Y68mKiDyefzsWjRoqhZeHXkl/9PsccBAPjYKms+FX3O+Hmxx2hTW3+nq62t9SZinURrrHlz91n0Z6QAAADaGyEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkqij2AABAafrbhlzc/dLOsXyDXxfao7Lcmsg9Oq7YY7S5+vr6qKqqKvYYJOjXr19MnTo19txzz2KPksR3RgDgfd350s7x5zU7FXsMdlghYsPKYg8BH2nlypUxa9asuOKKK4o9ShKn9gEAACTyjBQA8L5O2Xdd3P1yxPL1fl1oj8pylZHbpVexx2hzTu1rf/r37x9Tpkwp9hjJfGcEAN5Xn675+OcD3yn2GOygyppPRZ8z7ir2GG0qn8/HokWLora2NnK5XLHHoYNzah8AAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJhBQAAEAiIQUAAJBISAEAACQSUgAAAImEFAAAQCIhBQAAkEhIAQAAJKoo9gClpLLHXlFeqC/2GAAAH1tlz32KPQJ0aEJqGz1OmBG5XK7YYwAAtIiskI+ycr/bQGtwat828vl8sUegDeXz+Vi8eLF170Sseedk3Tsn6/4eEQWtR0jRqW3cuLHYI9DGrHnnZN07J+sOtCYhBQAAkEhIAQAAJBJSAAAAiYQUAABAIiEFAACQSEgBAAAkElIAAACJKoo9QCnIsiwi3vvjfZ39D/d1JlvX2pp3Hta8c7LunZN175yse+fTGmu+dV9bG+GDlGUfdY1OoL6+Pp599tlijwEAAJSIAw88MKqqqj5wu5CKiEKhEFu2bIny8vIoKysr9jgAAECRZFkWhUIhKioqorz8g18JJaQAAAASebMJAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBEQgoAACCRkAIAAEgkpAAAABJ12JBavXp1TJkyJYYNGxbDhw+P733ve7Fly5b3ve5jjz0Wxx9/fNTW1saxxx4b8+bNa7L95ptvjs9//vNRW1sb48ePj7/85S9t8RDYAS217oVCIYYMGRK1tbUxZMiQxv82bNjQVg+FZkpZ860eeOCBOOqoo7a73LHefrTUujvW25eUdb/77rtj5MiRMWTIkBg5cmTceeedTbY73tuPllp3x3v70tx1LxQKce2118YXvvCFGDJkSBx//PExd+7cJtdpteM966C+9rWvZeedd162YcOG7LXXXstGjRqV3Xzzzdtd769//Wt24IEHZg899FDW0NCQ/epXv8oOOuigbMWKFVmWZdl9992Xfe5zn8teeOGFbNOmTdn3v//9bNSoUVmhUGjrh0QztNS6L1myJPu7v/u7bPPmzW39EEjU3DXPsiyrr6/PfvjDH2aDBw/OjjzyyCbbHOvtS0utu2O9fWnuuj/00EPZsGHDsoULF2aFQiH7wx/+kA0bNiz79a9/nWWZ4729aal1d7y3L81d99tvvz2rq6vLXn311SzLsuyRRx7JBg0a1Ph5ax7vHTKkXnnllWz//fdv/KU4y7LsV7/6VTZixIjtrnvVVVdlEyZMaHLZpEmTsmuuuSbLsiz76le/mt1www2N2+rr67MhQ4Zkv/vd71ppenZUS677vffem40ZM6Z1B+ZjS1nzLHvvm/KkSZOyq6++ertfqB3r7UdLrrtjvf1IWfc77rgju+mmm5pcNnXq1Oyyyy7Lsszx3p605Lo73tuPlHXP5/PZ+vXrsyzLss2bN2f33ntvNmTIkGzlypVZlrXu8d4hT+178cUXo1u3brH77rs3XjZgwIBYvnx5vPvuu02u+9JLL8X+++/f5LJ99903nn/++ffdXllZGXvttVfjdkpHS677s88+G5s3b46TTz45DjvssDjllFPiD3/4Q+s/CJKkrHlExL/8y7/Ej370o+jXr9922xzr7UdLrrtjvf1IWfdTTjklzjjjjMbPV69eHU899VQccMABEeF4b09act0d7+1HyrqXl5dH165d47//+7/j4IMPju985zvxjW98I3r37h0RrXu8d8iQWr9+fVRXVze5bOvn/+95sO933S5dujRe76O2Uzpact27dOkSBx10UFx//fXx6KOPRl1dXUyaNClef/31VnwEpEpZ84iImpqapH051ktTS667Y739SF33rVatWhWTJ0+OAw44II477rgP3JfjvTS15Lo73tuPHVn3Qw89NJ599tm47bbb4l//9V8bXyfVmsd7hwyprl27xsaNG5tctvXzT3ziE00ur66ujk2bNjW5bNOmTY3X+6jtlI6WXPcLLrggLr/88th9992jS5cuMWnSpOjbt2889thjrfgISJWy5h/Fsd5+tOS6O9bbjx1Z90WLFsXYsWNj7733jhtuuCEqKioiwvHenrTkujve248dWfeqqqqoqKiIz3zmMzF69Oj45S9/GRGte7x3yJDab7/94u23344333yz8bKXX345ampqYpdddmly3f333z9efPHFJpe99NJLsd9++zXua9vtDQ0N8corr2x3WhjF15LrfvXVV8fixYubbK+vr4+ddtqplaZnR6SseXP25VhvH1py3R3r7Ufqut97771x2mmnxamnnhpXXnllVFVVNdmX4719aMl1d7y3HynrPnPmzJg5c2aTy+rr66Nbt26N+2qt471DhtRee+0VQ4cOjcsvvzzWrVsXr7/+elx//fUxduzY7a57wgknxJNPPhlz586NLVu2xNy5c+PJJ5+M0aNHR0TEySefHHfccUc8//zzsXnz5rjyyiujZ8+eMWzYsLZ+WHyEllz3F154Ib73ve/FqlWror6+PmbNmhXr1q2Lo48+uq0fFh8iZc0/imO9/WjJdXestx8p6/7AAw/E9OnT49prr42JEydut93x3n605Lo73tuPlHUfNmxY/PSnP42nnnoqCoVCPPLIIzF37tz48pe/HBGtfLx/7LerKFGrVq3Kzj777OzQQw/NDjvssGzmzJnZli1bsizLstra2uz+++9vvO7jjz+enXDCCVltbW02atSo7NFHH23cVigUsltuuSWrq6vLamtrs/Hjx2d/+ctf2vzx0Dwtte5r1qzJLrjgguwzn/lM47o/99xzbf54+Ggpa77VL37xi+3evc2x3r601Lo71tuX5q77cccdlw0aNCirra1t8t/FF1+cZZnjvb1pqXV3vLcvKd/n77nnnuyYY47JDjnkkGzMmDHZ448/3ritNY/3sizLso+fYwAAAJ1Hhzy1DwAAoDUJKQAAgERCCgAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACoF3bvHlzrFixothjNFq7dm289dZbxR4DgFYmpABo18aNGxcLFiyIp59+OoYMGVLsceLoo4+OF198sdhjANDKhBQA7dqaNWsiImLYsGGxcOHCIk/zv/MA0LEJKQDarYkTJ8by5ctj2rRpcdxxx8XAgQMjImLp0qUxcODA+MlPfhKHH354DB06NL71rW/FunXrmrXf8ePHx8yZM2PMmDFRW1sbY8aMiaeffrpx+5///OcYP358DBkyJI444oi45pprIsuyGDlyZERETJ48OW6++eaWf8AAlAwhBUC7deutt0bfvn1jxowZcfHFF2+3/cEHH4xf/vKX8etf/zpeffXVmDFjRrP3/bOf/SzOP//8ePLJJ+Poo4+Os846K9asWRNvv/12TJw4MYYPHx5PPPFE3HXXXXHffffFz372s3jggQciIuLmm2+OyZMnt9jjBKD0CCkAOqwLL7wwunfvHr169Ypzzjknfv3rX0d9fX2zbnvyySfHYYcdFlVVVfH1r389qqurY968eTFv3rzYaaedYurUqVFVVRX9+vWL2267LUaMGNG6DwaAklJR7AEAoLX079+/8eM+ffpEfX19vP3229G7d++PvO1ee+3V+HFZWVnU1NTEqlWroqysLPr06RNlZWWN2/fZZ58WnRuA0ucZKQA6rJUrVzZ+vHTp0qiuro7ddtst+baFQiGWL18effr0iZqamvjb3/4WWZY1bv/Nb34Ts2fPbrG5ASh9QgqAdq2qqirWrl37vtuuvPLKWLduXaxcuTL+7d/+LUaPHh2VlZXN2u8999wTf/rTn6K+vj6uu+66yLIsjjzyyBgxYkRs2bIlbrzxxqivr4/XXnstLr/88ti8efNHzgNAx+HUPgDatbFjx8bVV18du+6663bb+vXrF8cdd1xs3Lgxjj/++PjWt77V7P0eeuihcemll8ZLL70UgwcPjltvvTV22WWXiIi45ZZb4vvf/37cdtttUV1dHaecckp85StfiYiIr3zlK3HeeefFaaedFueee27LPEgASk5Ztu25CQDQASxdujSOOuqoePjhh2OPPfZIvv348ePj0EMPjbPPPrsVpgOgI3BqHwAAQCKn9gHQqXzve9+Le++99wO3n3nmmW04DQDtlVP7AAAAEjm1DwAAIJGQAgAASCSkAAAAEgkpAACAREIKAAAgkZACAABIJKQAAAASCSkAAIBE/z8v41Q+6MyRIQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=\"tip_pct\", y=\"day\", hue=\"time\", data=tips, orient=\"h\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "96afeefe",
   "metadata": {},
   "source": [
    "### 히스토그램과 밀도그래프"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "d66dd45c",
   "metadata": {},
   "source": [
    "아래 pandas의 `plot()` 함수를 이용하여 히스토그램을 그리는 것을 보여준다.\n",
    "사용되는 데이트는 요일별 팁의 비율이며 최고 2.5% 정도에 다다른다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a7b5223f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.452380952380953"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.tip_pct.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f410a941",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips[\"tip_pct\"].plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "69399982",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"darkgrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1ab9125b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips[\"tip_pct\"].plot.hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "53b7defe",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"dark\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ab87ffe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZfpgGAAByk3MU7dy5MxYtWhSvvPJKDBo0KFasWBEXXnhh1NXVxZQpU/pjRgao0cMOiQ+7szF8eGnO++75sDtad3UIIwAACi7nKLr++uujoqIifvazn8Wpp54aRx99dCxYsCD+9m//Nn7+85/3x4wMUMNLS6I4UxSX12+M5u1tvd6vfMywuOVrUyKTKRJFAAAUXM5RtH79+nj88cejtLQ0ioqKIiLi4osvjrq6upxf/MMPP4yLLrooxo0bFzfccENERGzatCl++MMfRnNzc4wcOTK+/e1vx5w5c3L+2eRP8/a22LLt3UKPAQAA+yXnD4MMGjQoOjs7IyIim/3f/8vf3t4eZWVlOb/4bbfdFi+++OLex62trbFgwYKYPXt2NDQ0xJIlS2Lp0qWxefPmnH82AABAb+QcRTNmzIiampp44403oqioKHbu3BnXXnttnHbaaTn9nOeffz7WrFkTX/nKV/ZuW7NmTYwYMSLmzZsXJSUlMW3atKiqqorly5fnOiYAAECv5BxF3/ve92Lo0KHx1a9+Nd59992YPn16vP/++3HllVf2+mfs3LkzrrnmmvjRj34UpaX/9yH9pqamqKio6LG2vLw8Ghsbcx0TAACgV3L+TFFZWVnceuut0dLSEm+//XaMHTs2xowZ0+v9u7u7o6amJubPnx/HHHNMj+fa29t7RFJExJAhQ6KjoyPXMQEAAHol5yhqaGjo8fjNN9+MN998MyIiTjzxxM/c/6c//WkMHjw4vv71r3/iudLS0njvvfd6bOvs7NyvzysBAAD0Rs5RtK+YyWQy8bnPfS6eeOKJz9z/gQceiO3bt8cJJ5wQEbH3pg2PP/54XHXVVfEf//EfPdY3NzfH+PHjcx0TAACgV3KOoo9/vqelpSVuv/32GDduXK/2X716dY/H3//+9yMi4oYbboj/+Z//iZtuuimWLVsW8+bNi5deeilWrVoVd9xxR65jAgAA9ErON1r4uFGjRkVNTU380z/90+88zMiRI6Ouri5Wr14dlZWVUVtbG7W1tTF16tTf+WcDAADsS87vFO1La2trfPDBB/u170df2vqRiRMnRn19fV+MBQAA8JlyjqLFixf3eNzV1RUvvfRSnHzyyX02FAAAQL78zu8UHXLIIfH1r3895s6d2xfzAAAA5FXOUbR06dL+mAMAAKAgco6i2267rVfrvvOd7+Q8DAAAQL7lHEVNTU2xZs2aOOaYY+KLX/xi/PrXv45f/OIXceyxx+79ktWioqI+HxQAAKA/5BxFmUwmFi9eHH/2Z3+2d9sDDzwQ69atix//+Md9ORsAAEC/y/l7ip566qmYN29ej23nnntuPP/88302FAAAQL7kHEWjRo2KhoaGHtueeeaZGDt2bJ8NBQAAkC85Xz53ySWXxIIFC2LWrFnx+c9/PrZu3Rrr1q2Lv//7v++P+QAAAPpVzlE0Z86cGDduXDz44IPx6quvxpFHHhn19fUxYcKE/pgPAACgX+3Xl7eefPLJcfLJJ0dLS0uMGjWqr2cCAADIm5w/U9TV1RU333xzHH/88TFjxozYunVrVFdXx/bt2/tjPgAAgH6VcxTddtttsX79+rjlllti0KBBcdhhh8XYsWNjyZIl/TEfAABAv8r58rlVq1bFz3/+8zjiiCOiqKgohg4dGkuXLo2ZM2f2x3wAAAD9Kud3ijo6OvZ+jiibzUZExJAhQyKTyflHAQAAFFzOJTN58uS47bbbIiKiqKgoIiLuueeemDhxYt9OBgAAkAc5Xz539dVXx0UXXRQrV66M9vb2OPvss6O9vT1+9rOf9cd8AAAA/SrnKDr88MPj4YcfjieffDJ+9atfxdixY+P000+PYcOG9cd8AAAA/SrnKDr33HPjwQcfjLPOOqs/5gEAAMir/bo7wvvvv9/XcwAAABREzu8UVVZWxpw5c+LUU0+NMWPG9HjuO9/5Tp8NBgAAkA85R9Hbb78dRx55ZLz++uvx+uuv793+0Z3oAAAADiS9jqK/+Iu/iLvvvjvuueeeiIjo7OyMIUOG9NtgAAAA+dDrzxRt3Lixx+NTTz21z4cBAADIt/260UJERDab7cs5AAAACmK/o8hniAAAgIPBfkcRAADAwaDXN1rYs2dP3H///Xsfd3V19XgcETF79uw+GgsAACA/eh1Fhx9+eNx66617H48cObLH46KiIlEEAAAccHodRf/+7//en3MAAAAUhM8UAQAASRNFAABA0kQRAACQtF5/poj8ymSKIpPJ7bugios1LgAA5EoUDUCZTFH83oihUSJyAACg34miASiTKYqS4kxcXr8xmre39Xq/0yeMjppZx/TjZAAAcPARRQNY8/a22LLt3V6vP3p0WT9OAwAAByfXZwEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJC0gkTR888/H3PmzInjjjsuTjnllLjuuuuis7MzIiI2bdoUc+bMiSlTpsSMGTPivvvuK8SIAABAIvIeRS0tLXHJJZfEn/zJn8SLL74YK1eujBdeeCH+4R/+IVpbW2PBggUxe/bsaGhoiCVLlsTSpUtj8+bN+R4TAABIREm+X3DUqFHx3HPPxbBhwyKbzcauXbvigw8+iFGjRsWaNWtixIgRMW/evIiImDZtWlRVVcXy5ctj0qRJ+R4VAABIQEEunxs2bFhERJx22mlRVVUVo0ePjgsuuCCampqioqKix9ry8vJobGwsxJgAAEACCnqjhTVr1sTTTz8dmUwmLrvssmhvb4/S0tIea4YMGRIdHR0FmhAAADjYFTSKhgwZEkcccUTU1NTEM888E6WlpXtvuPCRzs7OKCsrK9CEAADAwS7vUfSLX/wivvrVr8bu3bv3btu9e3cMGjQoysvLo6mpqcf65ubmGD9+fL7HBAAAEpH3KJowYUJ0dnbGj370o9i9e3f86le/ihtvvDEuvPDCmDVrVuzYsSOWLVsWXV1dsX79+li1alVUV1fne0wAACAReb/7XFlZWdx1111x/fXXxymnnBKHHnpoVFVVxaJFi2Lw4MFRV1cXS5YsiVtvvTVGjRoVtbW1MXXq1HyPCQAAJCLvURTxv3eUq6ur2+dzEydOjPr6+jxPBAAApKqgN1oAAAAoNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0goSRY2NjTF//vw46aST4pRTTomrrroqWlpaIiJi06ZNMWfOnJgyZUrMmDEj7rvvvkKMCAAAJCLvUdTZ2RkXX3xxTJkyJZ599tl46KGHYteuXXH11VdHa2trLFiwIGbPnh0NDQ2xZMmSWLp0aWzevDnfYwIAAInIexRt27YtjjnmmFi0aFEMHjw4Ro4cGXPnzo2GhoZYs2ZNjBgxIubNmxclJSUxbdq0qKqqiuXLl+d7TAAAIBF5j6Kjjjoq7rrrriguLt677bHHHosvfelL0dTUFBUVFT3Wl5eXR2NjY77HBAAAElHQGy1ks9m4+eabY926dXHNNddEe3t7lJaW9lgzZMiQ6OjoKNCEAADAwa6kUC/c1tYWixcvji1btsS9994bEyZMiNLS0njvvfd6rOvs7IyysrICTQkAABzsCvJO0VtvvRXV1dXR1tYWK1asiAkTJkREREVFRTQ1NfVY29zcHOPHjy/EmAAAQALyHkWtra3xjW98I4477ri4++67Y9SoUXufmzlzZuzYsSOWLVsWXV1dsX79+li1alVUV1fne0wAACAReb987t/+7d9i27Zt8eijj8bq1at7PLdx48aoq6uLJUuWxK233hqjRo2K2tramDp1ar7HBAAAEpH3KJo/f37Mnz//U5+fOHFi1NfX53EiAAAgZQW9+xwAAEChiSIAACBpoggAAEiaKAIAAJImigAAgKSJIgAAIGmiCAAASJooAgAAkiaKAACApIkiAAAgaaIIAABImigCAACSJooAAICkiSIAACBpoggAAEiaKAIAAJImigAAgKSJIgAAIGmiCAAASJooAgAAkiaKAACApJUUegDSVVy8f03e3Z2N7u5sH08DAECqRBF5N3rYIfFhdzaGDy/dr/33fNgdrbs6hBEAAH1CFJF3w0tLojhTFJfXb4zm7W057Vs+Zljc8rUpkckUiSIAAPqEKKJgmre3xZZt7xZ6DAAAEudGCwAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkLSSQg9wsMtkiiKTKcppn+JirQoAAPkiivpRJlMUvzdiaJSIHAAAGLBEUT/KZIqipDgTl9dvjObtbb3e7/QJo6Nm1jH9OBkAAPARUZQHzdvbYsu2d3u9/ujRZf04DQAA8P9zXRcAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkLSCRlFLS0vMnDkzNmzYsHfbpk2bYs6cOTFlypSYMWNG3HfffQWcEAAAONgVLIpeeumlmDt3brz11lt7t7W2tsaCBQti9uzZ0dDQEEuWLImlS5fG5s2bCzUmAABwkCtIFK1cuTKuvPLKuOKKK3psX7NmTYwYMSLmzZsXJSUlMW3atKiqqorly5cXYkwAACABBYmi6dOnx9q1a+Pss8/usb2pqSkqKip6bCsvL4/GxsZ8jgcAACSkpBAvOnr06H1ub29vj9LS0h7bhgwZEh0dHfkYCwAASNCAuvtcaWlpdHZ29tjW2dkZZWVlBZoIAAA42A2oKKqoqIimpqYe25qbm2P8+PEFmggAADjYDagomjlzZuzYsSOWLVsWXV1dsX79+li1alVUV1cXejQAAOAgNaCiaOTIkVFXVxerV6+OysrKqK2tjdra2pg6dWqhRwMAAA5SBbnRwv/vtdde6/F44sSJUV9fX6BpAACA1Ayod4oAAADyTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSSgo9AOyP4uLce767Oxvd3dl+mAYAgAOZKOKAMnrYIfFhdzaGDy/Ned89H3ZH664OYQQAQA+iiAPK8NKSKM4UxeX1G6N5e1uv9ysfMyxu+dqUyGSKRBEAAD2IIg5IzdvbYsu2dws9BgAABwE3WgAAAJImigAAgKS5fI6kuGsdAAAfJ4pIgrvWAQDwaUQRSXDXOgAAPo0oIinuWgcAwMe50QIAAJA0UQQAACRNFAEAAEkTRQAAQNJEEQAAkDRRBAAAJE0UAQAASfM9RdBPMpmiyGSKct6vuzt7UH9RrN8LABwY9vdvdsSB93dbFEE/yGSK4vdGDI2S4tzfjN3zYXe07uo4oE4kveX3AgAHht/lb3bEgfd3WxRBP8hkiqKkOBOX12+M5u1tvd6vfMywuOVrUyKTKTpgTiK58HsBgAPD/v7Njjgw/26LIuhHzdvbYsu2dws9xoDj9wIAB4ZU/mYPyBst7Ny5MxYuXBgnnHBCVFZWxpIlS2LPnj2FHgsAADgIDcgo+u53vxtDhw6NZ555JlasWBHPP/98LFu2rNBjAQAAB6EBd/ncm2++GS+88EI8/fTTUVpaGkceeWQsXLgwbrrpprj44ot7/XOK9u9GGf3iS58fHqWDi3u9/ujRw+w3QF7zqMPLIiKiOMcPGX60Pl+vFxGRze7fcZ/P/Q6k38vvsq/97DfQX9N+ae5XiNe034G73/7+zY74v7/bEYX/b/Levn5RNpsdUJ9+evzxx+Oaa66JDRs27N322muvxXnnnRcNDQ0xfPjwAk4HAAAcbAbc5XPt7e1RWlraY9tHjzs6OgoxEgAAcBAbcFE0dOjQeP/993ts++hxWVnZvnYBAADYbwMuisaPHx+7du2KHTt27N32y1/+MsaOHRuHHnpoAScDAAAORgMuir7whS/E8ccfH9dff320tbXF1q1b44477ogLL7yw0KMBAAAHoQF3o4WIiB07dsTf/M3fxIYNGyKTycTs2bPjyiuvjOLi3O58AQAA8FkGZBQBAADky4C7fA4AACCfRBEAAJA0UQQAACRNFAEAAEkTRfuwc+fOWLhwYZxwwglRWVkZS5YsiT179uxz7VNPPRVVVVUxefLkOOuss2LdunV5npaBKpfj6OKLL46JEyfGlClT9v57+umn8zwxA1lLS0vMnDkzNmzY8KlrnI/4LL05jpyP2JfGxsaYP39+nHTSSXHKKafEVVddFS0tLftc61zEp8nlOMr7uSjLJ/zpn/5p9nvf+162o6Mj+9Zbb2XPOeec7D/+4z9+Yt3rr7+enThxYnbt2rXZrq6u7MMPP5ydNGlS9te//nUBpmag6e1xlM1ms5WVldkNGzbkeUIOFC+++GL2zDPPzFZUVGTXr1+/zzXOR3yW3hxH2azzEZ/0/vvvZ0855ZTsLbfckv3ggw+yLS0t2W9+85vZSy655BNrnYv4NLkcR9ls/s9F3in6mDfffDNeeOGFqKmpidLS0jjyyCNj4cKFsXz58k+sXblyZZxwwglx5plnRklJSZx99tlx4oknxr/8y78UYHIGklyOo61bt0Zra2sce+yxBZiUgW7lypVx5ZVXxhVXXPGZ65yP+DS9PY6cj9iXbdu2xTHHHBOLFi2KwYMHx8iRI2Pu3LnR0NDwibXORXyaXI6jQpyLRNHHNDU1xYgRI+KII47Yu+3oo4+Obdu2xbvvvttjbXNzc1RUVPTYVl5eHo2NjXmZlYErl+Po5ZdfjrKysrjiiiti6tSpce6558aKFSvyPTID1PTp02Pt2rVx9tln/9Z1zkf8Nr09jpyP2Jejjjoq7rrrriguLt677bHHHosvfelLn1jrXMSnyeU4KsS5qKRff/oBqL29PUpLS3ts++hxR0dHDB8+/LeuHTJkSHR0dPT/oAxouRxHu3fvjsmTJ8cVV1wR48ePjw0bNsSll14aZWVlcdZZZ+V1bgae0aNH92qd8xG/TW+PI+cjPks2m40f//jHsW7durj33ns/8bxzEb3xWcdRIc5Fouhjhg4dGu+//36PbR89Lisr67G9tLQ0Ojs7e2zr7Oz8xDrSk8txNHv27Jg9e/bex9OnT4/Zs2fHo48+6j9C6DXnI/qC8xG/TVtbWyxevDi2bNkS9957b0yYMOETa5yL+Cy9OY4KcS5y+dzHjB8/Pnbt2hU7duzYu+2Xv/xljB07Ng499NAeaysqKqKpqanHtubm5hg/fnxeZmXgyuU4WrFiRTz66KM9tu3evTsOOeSQvMzKwcH5iL7gfMSneeutt6K6ujra2tpixYoV+/wP2QjnIn673h5HhTgXiaKP+cIXvhDHH398XH/99dHW1hZbt26NO+64Iy688MJPrD3vvPPihRdeiEceeST27NkTjzzySLzwwgtx/vnnF2ByBpJcjqO2tra47rrr4tVXX43u7u548skn46GHHoq5c+cWYHIOVM5H9AXnI/altbU1vvGNb8Rxxx0Xd999d4waNepT1zoX8WlyOY4Kci7K233uDiC/+c1vspdeemn2pJNOyk6dOjV7ww03ZPfs2ZPNZrPZyZMnZx944IG9a59++unseeedl508eXL2nHPOyT755JOFGpsBprfHUXd3d/b222/PnnHGGdlJkyZlzznnnOyjjz5ayNEZoD5+K2XnI/bHbzuOnI/Yl7q6umxFRUX2D/7gD7KTJ0/u8S+bdS6id3I5jgpxLirKZrPZ/ksuAACAgc3lcwAAQNJEEQAAkDRRBAAAJE0UAQAASRNFAABA0kQRAACQNFEEAAAkTRQBAABJE0UAAEDSRBEAAJA0UQQAACTt/wHrbiVVtZuilwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips[\"tip_pct\"].plot.hist(bins=50)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "fb4ab300",
   "metadata": {},
   "source": [
    "### 색상 스타일 설정"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6958ed8e",
   "metadata": {},
   "source": [
    "`sns.set_palette()` 함수가 색상 스타일을 지정한다.\n",
    "\n",
    "- 참고: [Seaborn Styling, Part 2: Color](https://www.codecademy.com/article/seaborn-design-ii)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dc39d769",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette(\"Greys_r\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "604065bb",
   "metadata": {},
   "source": [
    "지정된 설정은 모든 그래프에 영향을 준다."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "400fcedc",
   "metadata": {},
   "source": [
    "**연속 확률 밀도 함수**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "234fc3c5",
   "metadata": {},
   "source": [
    "`pandas.plot.density()` 함수는 히스토그램에 대한 추정 연속 확률 밀도 함수의 그래프를 그린다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5e6023eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "tips[\"tip_pct\"].plot.density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "69a766ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_palette('pastel')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c45d4d0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "tips[\"tip_pct\"].plot.density()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3eaa2d69",
   "metadata": {},
   "source": [
    "### seabon 그래프 속성 초기화"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "80c1599f",
   "metadata": {},
   "source": [
    "아래 명령문은 seaborn 그래프 속성을 초기화한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6a0d6400",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "60a10991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      -0.204708\n",
       "1       0.478943\n",
       "2      -0.519439\n",
       "3      -0.555730\n",
       "4       1.965781\n",
       "         ...    \n",
       "395    10.262203\n",
       "396     8.604772\n",
       "397    12.671299\n",
       "398     9.697922\n",
       "399    10.885876\n",
       "Length: 400, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comp1 = np.random.standard_normal(200)\n",
    "comp2 = 10 + 2 * np.random.standard_normal(200)\n",
    "\n",
    "values = pd.Series(np.concatenate([comp1, comp2]))\n",
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f7382f96",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Count'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "sns.histplot(values, bins=100, color=\"black\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "fb731941",
   "metadata": {},
   "source": [
    "seaborn 라이브러리를 이용하여 히스토그램과 밀도그래프를 함께 그릴 수도 있다.\n",
    "이를 위해 `seaborn.histplot()` 또는 `seaborn.displot()` 함수를 `kde=True` (커널 밀도 추정) 옵션과 함께 사용한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4a4e20bd",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Count'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "sns.histplot(values, bins=100, kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "eef726d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1dc381d7310>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(values, bins=100, kde=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "025ae265",
   "metadata": {},
   "source": [
    "`height`와 `aspect` 옵션을 이용하면 적절한 크기와 비율로 맞출 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d0e28b56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1dc35d5dff0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 850x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(12345)\n",
    "\n",
    "comp1 = np.random.normal(0, 1, size=200)\n",
    "comp2 = np.random.normal(10, 2, size=200)\n",
    "\n",
    "values = pd.Series(np.concatenate([comp1, comp2]))\n",
    "\n",
    "sns.displot(values, bins=100, color='k', kde=True, height=5, aspect=1.7)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "dcd1de2d",
   "metadata": {},
   "source": [
    "**예제: 서빙 팁 비율의 히스토그램과 밀도 그래프**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "13808d96",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = tips['tip_pct']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "64ce01a9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='tip_pct', ylabel='Count'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data, kde=True)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "cda1ef56",
   "metadata": {},
   "source": [
    "### 산점도"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b256320e",
   "metadata": {},
   "source": [
    "산점도는 두 변수간의 관계를 좌표상의 점으로 표시하여 나타내는 그래프다.\n",
    "산점도의 활용을 살펴보기 위해 1959년부터 2009년까지 미국의 거시경제지표를 담고 있는 데이터를 사용하며,\n",
    "`statsmodels` 모듈에서 불러온다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3ad76531",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "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>year</th>\n",
       "      <th>quarter</th>\n",
       "      <th>realgdp</th>\n",
       "      <th>realcons</th>\n",
       "      <th>realinv</th>\n",
       "      <th>realgovt</th>\n",
       "      <th>realdpi</th>\n",
       "      <th>cpi</th>\n",
       "      <th>m1</th>\n",
       "      <th>tbilrate</th>\n",
       "      <th>unemp</th>\n",
       "      <th>pop</th>\n",
       "      <th>infl</th>\n",
       "      <th>realint</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2710.349</td>\n",
       "      <td>1707.4</td>\n",
       "      <td>286.898</td>\n",
       "      <td>470.045</td>\n",
       "      <td>1886.9</td>\n",
       "      <td>28.980</td>\n",
       "      <td>139.7</td>\n",
       "      <td>2.82</td>\n",
       "      <td>5.8</td>\n",
       "      <td>177.146</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2778.801</td>\n",
       "      <td>1733.7</td>\n",
       "      <td>310.859</td>\n",
       "      <td>481.301</td>\n",
       "      <td>1919.7</td>\n",
       "      <td>29.150</td>\n",
       "      <td>141.7</td>\n",
       "      <td>3.08</td>\n",
       "      <td>5.1</td>\n",
       "      <td>177.830</td>\n",
       "      <td>2.34</td>\n",
       "      <td>0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2775.488</td>\n",
       "      <td>1751.8</td>\n",
       "      <td>289.226</td>\n",
       "      <td>491.260</td>\n",
       "      <td>1916.4</td>\n",
       "      <td>29.350</td>\n",
       "      <td>140.5</td>\n",
       "      <td>3.82</td>\n",
       "      <td>5.3</td>\n",
       "      <td>178.657</td>\n",
       "      <td>2.74</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1959.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2785.204</td>\n",
       "      <td>1753.7</td>\n",
       "      <td>299.356</td>\n",
       "      <td>484.052</td>\n",
       "      <td>1931.3</td>\n",
       "      <td>29.370</td>\n",
       "      <td>140.0</td>\n",
       "      <td>4.33</td>\n",
       "      <td>5.6</td>\n",
       "      <td>179.386</td>\n",
       "      <td>0.27</td>\n",
       "      <td>4.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1960.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2847.699</td>\n",
       "      <td>1770.5</td>\n",
       "      <td>331.722</td>\n",
       "      <td>462.199</td>\n",
       "      <td>1955.5</td>\n",
       "      <td>29.540</td>\n",
       "      <td>139.6</td>\n",
       "      <td>3.50</td>\n",
       "      <td>5.2</td>\n",
       "      <td>180.007</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>13324.600</td>\n",
       "      <td>9267.7</td>\n",
       "      <td>1990.693</td>\n",
       "      <td>991.551</td>\n",
       "      <td>9838.3</td>\n",
       "      <td>216.889</td>\n",
       "      <td>1474.7</td>\n",
       "      <td>1.17</td>\n",
       "      <td>6.0</td>\n",
       "      <td>305.270</td>\n",
       "      <td>-3.16</td>\n",
       "      <td>4.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13141.920</td>\n",
       "      <td>9195.3</td>\n",
       "      <td>1857.661</td>\n",
       "      <td>1007.273</td>\n",
       "      <td>9920.4</td>\n",
       "      <td>212.174</td>\n",
       "      <td>1576.5</td>\n",
       "      <td>0.12</td>\n",
       "      <td>6.9</td>\n",
       "      <td>305.952</td>\n",
       "      <td>-8.79</td>\n",
       "      <td>8.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12925.410</td>\n",
       "      <td>9209.2</td>\n",
       "      <td>1558.494</td>\n",
       "      <td>996.287</td>\n",
       "      <td>9926.4</td>\n",
       "      <td>212.671</td>\n",
       "      <td>1592.8</td>\n",
       "      <td>0.22</td>\n",
       "      <td>8.1</td>\n",
       "      <td>306.547</td>\n",
       "      <td>0.94</td>\n",
       "      <td>-0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>12901.504</td>\n",
       "      <td>9189.0</td>\n",
       "      <td>1456.678</td>\n",
       "      <td>1023.528</td>\n",
       "      <td>10077.5</td>\n",
       "      <td>214.469</td>\n",
       "      <td>1653.6</td>\n",
       "      <td>0.18</td>\n",
       "      <td>9.2</td>\n",
       "      <td>307.226</td>\n",
       "      <td>3.37</td>\n",
       "      <td>-3.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12990.341</td>\n",
       "      <td>9256.0</td>\n",
       "      <td>1486.398</td>\n",
       "      <td>1044.088</td>\n",
       "      <td>10040.6</td>\n",
       "      <td>216.385</td>\n",
       "      <td>1673.9</td>\n",
       "      <td>0.12</td>\n",
       "      <td>9.6</td>\n",
       "      <td>308.013</td>\n",
       "      <td>3.56</td>\n",
       "      <td>-3.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       year  quarter    realgdp  realcons   realinv  realgovt  realdpi  \\\n",
       "0    1959.0      1.0   2710.349    1707.4   286.898   470.045   1886.9   \n",
       "1    1959.0      2.0   2778.801    1733.7   310.859   481.301   1919.7   \n",
       "2    1959.0      3.0   2775.488    1751.8   289.226   491.260   1916.4   \n",
       "3    1959.0      4.0   2785.204    1753.7   299.356   484.052   1931.3   \n",
       "4    1960.0      1.0   2847.699    1770.5   331.722   462.199   1955.5   \n",
       "..      ...      ...        ...       ...       ...       ...      ...   \n",
       "198  2008.0      3.0  13324.600    9267.7  1990.693   991.551   9838.3   \n",
       "199  2008.0      4.0  13141.920    9195.3  1857.661  1007.273   9920.4   \n",
       "200  2009.0      1.0  12925.410    9209.2  1558.494   996.287   9926.4   \n",
       "201  2009.0      2.0  12901.504    9189.0  1456.678  1023.528  10077.5   \n",
       "202  2009.0      3.0  12990.341    9256.0  1486.398  1044.088  10040.6   \n",
       "\n",
       "         cpi      m1  tbilrate  unemp      pop  infl  realint  \n",
       "0     28.980   139.7      2.82    5.8  177.146  0.00     0.00  \n",
       "1     29.150   141.7      3.08    5.1  177.830  2.34     0.74  \n",
       "2     29.350   140.5      3.82    5.3  178.657  2.74     1.09  \n",
       "3     29.370   140.0      4.33    5.6  179.386  0.27     4.06  \n",
       "4     29.540   139.6      3.50    5.2  180.007  2.31     1.19  \n",
       "..       ...     ...       ...    ...      ...   ...      ...  \n",
       "198  216.889  1474.7      1.17    6.0  305.270 -3.16     4.33  \n",
       "199  212.174  1576.5      0.12    6.9  305.952 -8.79     8.91  \n",
       "200  212.671  1592.8      0.22    8.1  306.547  0.94    -0.71  \n",
       "201  214.469  1653.6      0.18    9.2  307.226  3.37    -3.19  \n",
       "202  216.385  1673.9      0.12    9.6  308.013  3.56    -3.44  \n",
       "\n",
       "[203 rows x 14 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "\n",
    "macro = sm.datasets.macrodata.load_pandas().data\n",
    "macro"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b6c5a0ae",
   "metadata": {},
   "source": [
    "포함된 14개의 경제지표는 다음과 같다.\n",
    "\n",
    "| 지표 | 설명 |\n",
    "| :--- | :--- |\n",
    "| year | 1959년 1분기 - 2009년 3분기 |\n",
    "| quarter | 1 - 4분기|\n",
    "| realgdp | 실질 국내총생산 (단위: 억 달러) |\n",
    "| realcons | 실질 총민간 소비지출 (단위: 억 달러) |\n",
    "| realinv | 실질 총민간 국내투자 (단위: 억 달러) |\n",
    "| realgovt | 실질 연방 정부 소비지출 및 국내투자 (단위: 억 달러) |\n",
    "| realdpi | 실질 가처분 소득 (단위: 억 달러) |\n",
    "| cpi | 소비자 물가지수 |\n",
    "| m1 | M1 통화지표 | \n",
    "| tbilrate | 3개월 만기 국채 수익률|\n",
    "| unemp | 실업률 | \n",
    "| pop | 인구 |\n",
    "| infl | 물가상승률 |\n",
    "| realint | 실질 이자율 |"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "12ea6070",
   "metadata": {},
   "source": [
    "이중에 네 개의 지표만 이용해서 산점도를 설명한다.\n",
    "\n",
    "- cpi: 분기별 소비자 물가지수\n",
    "- m1: M1 통화지수\n",
    "- tbilrate: 3개월 만기 국채 수익률\n",
    "- unemp: 실업률"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "52d6d924",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>cpi</th>\n",
       "      <th>m1</th>\n",
       "      <th>tbilrate</th>\n",
       "      <th>unemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>28.980</td>\n",
       "      <td>139.7</td>\n",
       "      <td>2.82</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>29.150</td>\n",
       "      <td>141.7</td>\n",
       "      <td>3.08</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29.350</td>\n",
       "      <td>140.5</td>\n",
       "      <td>3.82</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>29.370</td>\n",
       "      <td>140.0</td>\n",
       "      <td>4.33</td>\n",
       "      <td>5.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29.540</td>\n",
       "      <td>139.6</td>\n",
       "      <td>3.50</td>\n",
       "      <td>5.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>216.889</td>\n",
       "      <td>1474.7</td>\n",
       "      <td>1.17</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>212.174</td>\n",
       "      <td>1576.5</td>\n",
       "      <td>0.12</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>212.671</td>\n",
       "      <td>1592.8</td>\n",
       "      <td>0.22</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>214.469</td>\n",
       "      <td>1653.6</td>\n",
       "      <td>0.18</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>216.385</td>\n",
       "      <td>1673.9</td>\n",
       "      <td>0.12</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>203 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         cpi      m1  tbilrate  unemp\n",
       "0     28.980   139.7      2.82    5.8\n",
       "1     29.150   141.7      3.08    5.1\n",
       "2     29.350   140.5      3.82    5.3\n",
       "3     29.370   140.0      4.33    5.6\n",
       "4     29.540   139.6      3.50    5.2\n",
       "..       ...     ...       ...    ...\n",
       "198  216.889  1474.7      1.17    6.0\n",
       "199  212.174  1576.5      0.12    6.9\n",
       "200  212.671  1592.8      0.22    8.1\n",
       "201  214.469  1653.6      0.18    9.2\n",
       "202  216.385  1673.9      0.12    9.6\n",
       "\n",
       "[203 rows x 4 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = macro[['cpi', 'm1', 'tbilrate', 'unemp']]\n",
    "data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6f0e5467",
   "metadata": {},
   "source": [
    "시간의 흐름에 따른 변화량을 살펴보려 한다. \n",
    "사용된 데이터의 척도(scale)을 맞추기 위해 로그값을 취한 후 분기별 변화량을 측정한다.\n",
    "\n",
    "- `np.log()` 함수: 어레이/데이터프레임의 항목별로 적용되는 유니버설 함수\n",
    "- `diff()` 메서드: 열별로 이전 행의 항목값과의 차이를 계산함. \n",
    "    0번 행이거나 결측치가 사용되었을 경우 결측치로 처리됨.\n",
    "    `axis=1`로 지정하면 열별 차이를 계산함.\n",
    "- `dropna()` 메서드: 결측치가 포함된 행 삭제.\n",
    "    `axis=1`로 지정하면 결측치가 포함된 열 삭제.\n",
    "    \n",
    "0번 행은 무조건 결측치가 포함되기에 삭제된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "14a30383",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cpi</th>\n",
       "      <th>m1</th>\n",
       "      <th>tbilrate</th>\n",
       "      <th>unemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.005849</td>\n",
       "      <td>0.014215</td>\n",
       "      <td>0.088193</td>\n",
       "      <td>-0.128617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.006838</td>\n",
       "      <td>-0.008505</td>\n",
       "      <td>0.215321</td>\n",
       "      <td>0.038466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000681</td>\n",
       "      <td>-0.003565</td>\n",
       "      <td>0.125317</td>\n",
       "      <td>0.055060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.005772</td>\n",
       "      <td>-0.002861</td>\n",
       "      <td>-0.212805</td>\n",
       "      <td>-0.074108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000338</td>\n",
       "      <td>0.004289</td>\n",
       "      <td>-0.266946</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>-0.007904</td>\n",
       "      <td>0.045361</td>\n",
       "      <td>-0.396881</td>\n",
       "      <td>0.105361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>-0.021979</td>\n",
       "      <td>0.066753</td>\n",
       "      <td>-2.277267</td>\n",
       "      <td>0.139762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>0.002340</td>\n",
       "      <td>0.010286</td>\n",
       "      <td>0.606136</td>\n",
       "      <td>0.160343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>0.008419</td>\n",
       "      <td>0.037461</td>\n",
       "      <td>-0.200671</td>\n",
       "      <td>0.127339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>0.008894</td>\n",
       "      <td>0.012202</td>\n",
       "      <td>-0.405465</td>\n",
       "      <td>0.042560</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>202 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          cpi        m1  tbilrate     unemp\n",
       "1    0.005849  0.014215  0.088193 -0.128617\n",
       "2    0.006838 -0.008505  0.215321  0.038466\n",
       "3    0.000681 -0.003565  0.125317  0.055060\n",
       "4    0.005772 -0.002861 -0.212805 -0.074108\n",
       "5    0.000338  0.004289 -0.266946  0.000000\n",
       "..        ...       ...       ...       ...\n",
       "198 -0.007904  0.045361 -0.396881  0.105361\n",
       "199 -0.021979  0.066753 -2.277267  0.139762\n",
       "200  0.002340  0.010286  0.606136  0.160343\n",
       "201  0.008419  0.037461 -0.200671  0.127339\n",
       "202  0.008894  0.012202 -0.405465  0.042560\n",
       "\n",
       "[202 rows x 4 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trans_data = np.log(data).diff().dropna()\n",
    "trans_data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f64c641a",
   "metadata": {},
   "source": [
    "**산점도와 선형회귀 곡선**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e2b8bdee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Changes in log(m1) versus log(unemp)')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "ax = sns.regplot(x=\"m1\", y=\"unemp\", data=trans_data)\n",
    "ax.set_title(\"Changes in log(m1) versus log(unemp)\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a709e263",
   "metadata": {},
   "source": [
    "사실 `m1` 데이터와 `unemp` 데이터 사이의 선형관계가 많이 있어보이지는 않는다. \n",
    "실제로 두 특성 사이의 피어슨 상관계수는 0.15 정도로 매우 작다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "424b6fc0",
   "metadata": {},
   "outputs": [
    {
     "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>cpi</th>\n",
       "      <th>m1</th>\n",
       "      <th>tbilrate</th>\n",
       "      <th>unemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>cpi</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.050535</td>\n",
       "      <td>0.329456</td>\n",
       "      <td>0.019750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>m1</th>\n",
       "      <td>-0.050535</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.360278</td>\n",
       "      <td>0.150729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tbilrate</th>\n",
       "      <td>0.329456</td>\n",
       "      <td>-0.360278</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.371491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unemp</th>\n",
       "      <td>0.019750</td>\n",
       "      <td>0.150729</td>\n",
       "      <td>-0.371491</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               cpi        m1  tbilrate     unemp\n",
       "cpi       1.000000 -0.050535  0.329456  0.019750\n",
       "m1       -0.050535  1.000000 -0.360278  0.150729\n",
       "tbilrate  0.329456 -0.360278  1.000000 -0.371491\n",
       "unemp     0.019750  0.150729 -0.371491  1.000000"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation = trans_data.corr()\n",
    "correlation"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5af03b26",
   "metadata": {},
   "source": [
    "`seaborn.heatmap()` 함수를 이용하여 선형관계를 색으로 표현할 수 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "90be23e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(correlation)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c0a8ae05",
   "metadata": {},
   "source": [
    "참고: 선형회귀 직선을 보이지 않으려면 `fit_reg=False` 옵션을 사용한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9b3c52b4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Changes in log m1 versus log unemp')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x='m1', y='unemp', data=trans_data, fit_reg=False)\n",
    "plt.title('Changes in log %s versus log %s' % ('m1', 'unemp'))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "bed718ee",
   "metadata": {},
   "source": [
    "`seaborn.regplot()` 함수의 보다 다양한 기능은 [공식문서](https://seaborn.pydata.org/generated/seaborn.regplot.html)를 참고한다."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "29a222c1",
   "metadata": {},
   "source": [
    "**산점도 행렬**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "4d6321f8",
   "metadata": {},
   "source": [
    "상관계수와 히트맵의 경우처럼 가능한 모든 산점도를 한꺼번에 그릴 수 있다.\n",
    "예를 들어 4개의 열 특성이 주어지면 4x4 모양의 격자를 산점도로 채운 그림이 그려진다.\n",
    "대각선 상에는 해당 데이터의 도수분포도를 보여주는 히스토그램이 기본으로 입력된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d7d73acc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1dc410f7dc0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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pl4jjmI9//OO8733v4+bNmwB86EMf4r/5b/4b3vzmN/PWt76V/+P/+D/4X//X/5XPfvazT/luLRaL5XR5Ui/PaXGWZYuRZRVTz5IocFlvhryOJs+rWRVfq1hbLJaj0qz53F1vMBznlJVCSoHvOuglobtPmuuO2xPZcv6c5bsKPYc7a3WysqJW8/GkKYR3FBk1rVJ+EWSu5Wy4FG/wox/9KGVZ8ou/+IukacoLL7zA5z//eXzf59VXX+Xd7343n/rUp3j/+9+PEILPfvazvPTSS3zwgx8kCALe+9738rGPfWx2vo985CMEQcCv/dqvcf/+fd74xjfyd//u3+Xd7373U7xLi8ViOX2eZAUPXEm9G+1pMTJvja+UJslKykqducLruQ6tmv9Uw+IsFsvlplKa3jBlODY51c2ajyMFvuccONfth/U2Xh7O+l05UtCaFC/roY8cajz1gB9nHALnKo8tx+NSKNeO4/Diiy/y4osv7tl37949/viP/3hh2+rqKi+//PK+55NS8hM/8RP8xE/8xGlfqsVisVwoDmMld6Tgzlp9qcBOi2rfRUDoXd4quRaL5WqSFhXbg5R6PWQwymY5sdM5a7+57iCst/HycBne1XHHoZXHlwNrarNYLJYrzGHzxBwpaEQenUZAI/JmHuvdghxM3prZfnmqd1sslqvP4zlL79r+eM5aNtc9idPKt7WcPZflXR11HFp5fHl4+uYbi8VisRya3SFhzfqTW3Yc10p+mMIwjcg71n1YLBbLaTOds5wlob9KK7YGKb4rjxVOe9x51HL+nOW7qpQmjnNKBHGcHznn+rhYeXx5sMq1xWKxXBKWhYQN4pwgerKCPbWSHwVbxMdisVwm9puTlIatfkLoFzRrZh48TjjtceZRy9PhLN7VVAYjoFDC9L3WnEtYtpXHlwerXFssFsslYP+QMM1GL6Yduqde6OQ4hWFssRWLxXJeTOebrDT9hiutiNOS+pxSJYRRrItSUQ/F3N+acNrL3KPacn5MZXBRKvKqokKQpgW+45zLOFomb4WAvFBUSpOXapb2YHm6WOXaYrFYLgEHhYRpBb1RxnCUn2qhk6MWhrHFViwWy3kxnW+SvKQ3yKiUwncl0hGM0xIvMAp2XiiK0hQ1C/3FOcuG01oOS5KVs7GGgFIJxnEOGrqt4MzH0W55PI3GmI5t33XI8srK2wuALWhmsVgsl4CDQr601mxsxade6OQohWFssRWLxXJezHsRp4o1QF4qilLje4LeMEUpPfHmSbqtALlk1WvDaS2HIds11qZUymzPjtiS66jMy2MhYGvnsWI9HdtW3l4MrOfaYrFYLgEHhWineYViuTCd98wcJ2T7sIVhLkOxFRuybrFcXua/X6NEK9J877xTVYpmPaIWBaArosDFd52lijXY9BbL4agqdaCMq87ISLN7LN5cqdEfZYR+QT0UhL67MLYvirw9Llfh27PKtcVisVwCDgrRVloR+S5aL1ewy0qdKGT7MIVhLnqxFRuybrFcXnZ/v2lesTPK8b3lGnNZaTNnarM4z/LKprdYToTvSjxXUizxUHuuxHdPPxh4v7EYBM6sMN8ynra8PS5X5duzYeEWi8VyCdg/RFuw1omQB1h2hRRLQ7aLUvHdB0P6o4xRUpwolOywxc8qpRklxan85mGxIesWy+Vl2ffrSEGlFMNxgVgy9bmOIMlKRlnBOC2IQpckK4nTkulpbHrL1eE85IrrSFbbEd4uJdpzzfbdMvCk13TQWByNC/Zxos+u9bJxlb4967m2WCyWS8KyEO1m3afdjtjcGlNVe//GkRIBewRWPpc/JoRZIJzEQnyY4mdPyyp9GULWLRbLcpZ9v75nvIhaK5RiQcF2HMlwnJEUiprn8MqDIUrBaidEK02pNGvNkHbdv5TpLZZFzkuuRIGL50hudCMqBUHgUfMljgQpFiMgTuOaDhqLjgNZrvCX5Dosi8a4DFylb+/ymTYsFovlGjMN0e40AhqRhyMFnuuw3tm/8JjaZfFVioXCLFOL8HEsxFPr/DDOqUfeHov59BqAp2aVvugh6xaLZX+WfZ9aw2o7wvckUeTO5j4TuivIC023GbI9MEWfKqXY6qcmpNYT9IcZ/XG+x6No54rLxXl6Ow9b4PO0rungIqbQbQaHKjZ6WbhK397lM21YLBaLZQ9R4O5beKzclSO2uwjQYljk4S3Ey6zzAkG7HiAEC9dgFrEHW6UD/2y818fp122xWC4G+32fUsCNbkQUeDiOnPW57u1k1FseUgjK6rEiUylFVpSMBsWsGFotdBc8inauuFw8DW9nVWnyskK6DnlZ4YiziX540liLApeVVnjpi39NuUrfnlWuLRaL5YqwX+Gx3SHb85Zzz5X4nmS+FtphLMT7Wec1xpN9Z62+IOSfplX6qP26LRbLxeGg71cKyWornM01/VFGFlZIKfZUb/YcwcNeMis8tTti585a3c4Vl4zzlCtTmafR1EOPVjNkgKaqHo8fR4pTu6bDjMXDFBu9LFylb+/ymAEsFovFcmSmbS1C3yEvTH7idCE6LcSyu8j4YSzEh7HOH+WcZ2mVPkq/bovFcrE4yvc7P484u+aUUrGQIiOkIE5LhrFJaxmlhZ0rLgHzhcLyUp1bYa/DyrzTknXXbSxepfu9PGYAi8VisRyJ3WHbYSBJckUYuKy6ksiXexYmh7UQH9U6/7St0oft122xWC4eh/1+p/MMQOg7uI6YFXrUGoJJMSmlNXlekhUKpRRSSvx+QuA5dq64wOyWaUJAb5jSrPt7WmEdRa4cprfyYWXeacq66zYWr8r9WuXaYrFYriC7w7aVhkfbpriPIyXths+jXkq3FTKVW0exEB/VOj+1Su9XQfU8hOdVCqGzWK4bh/l+p/PM9iBFCNOmcGM7RiloNTx6gwyBIPAkD3sxRTGnAGnwHMm99YadKy4gy1KRtIZuK6Q3SOk2Q6ZOz6PIlcNW9j6szDttWXfdxuJVuF+rXFssFssVZD6ETQjY6hvFGkwIm1Kmmm5ZKm50oyNbiI9jnb8qVmmLxXJxCT2Hu+sNHN/F0YpuI0ADWmkcIam05tv3dxYUa9eVIDQbvZhuM6BV85/eDViWsl9YthSw1gmJAg/flUeSK0+q7D1fO+QoMs/KuuuNVa4tFovlCjIfwpYXaqZYT6mURkrwpVmMLLMUHxQqd1zr/DKr9PR3AHCdM23LZbFYrh6756pa5DH1OUohZnNXGLj8yav9PYp1uxGgNRSlYpwWVrm+gDypNZXvSjqNYGH7k8K9j1LZe17mzbOfzHsaHtjDhLdbzh6rXFssFssVZD6EbZmy+qRK3ocJlTsN6/z87ziOpBKS8ThlpRUuhORZLBbLMnbPVXmpiNOCe7faJElOVamFuWulFbI9yFBaI4XAc8ViUUdtlZGLyFFTkQ4jw45aO2Qq87Kyolbz8aQmcJ0LocAeNrzdcvbYauEWi8VyBZkv7LPXoi4J/ce21d2LkieFys0r61PrfKcRzKz000quprf1/l7o/X9H7/md02S+2uyTrtFisVxcpnNFUSritGRnXPCol5CXikf9hGkL4unclZcK6QhcRxJ4DpG/2IbQkZJaZP1OF5F5mbab3WHZh5VhV6W38lFk9rK/HSUF/WFGb5haeXgK2BnEYrFYriDzIWzCM223psXMuq1gofDL7vzoo4TKzXNUy/lxf+ckWOu+xXJ1SLKSJC/pDTIqpUjzilGc43kOvu8ROGJWsLGoFN++P8B1JEor+oMcx4HVdkhZahwpWeuENMLLXUzpqnKUVKTDypaj1g6Zyg8EFEowGKageery4zRkto0cOz2scm2xWCxXlPmw7Vrg0RtmuI58YkXVo4bKwdEKwxx0Hq01RanIi4phkp9qzthxrtFisRzM08zzzEo1U6zhcR/rSml6w5R6WEcKMSvqGPouvie50a3hCEmSl8Rpxa2VGpHvcnO1ZueAC8xhU5EOK8OOorDPyw9nIe3q6cuP05XZ+szu57rkhFvl2mKxWK4gu4XYSitkpRUeSrA9KRROSMEoKRbOcxzL+e7fUVpzf2vMYJhSVaaieVnqU/MKPA1PucVylXnakSBVpaiUQggoSo3SGoTAkQKlJsq2FLOijvXQzHe+K7m5UiPOS9K0JAxduo0A75KEAV9nDlMo7Cjh3vMKe1Yqqkrhu5KyVFSOnMnIqfwwY00xivNJNNjTlx/HCW8/b3n4tOeK8+RSzCJKKV5++WXe9a538fa3v50PfehDfOc739n3+F6vx8///M/zwgsv8MILL/C3/tbfIo7jhfP9xm/8Bv/hf/gf8hf/4l/kR3/0R/mt3/qt87gVi8ViOXPSouL1zTGbOwn9UcbmTsLrm2OKSi3kR+9nMT4ot61SmuE433PuOC8PvKZllvP53xECNvsJVWU8T9O88MPkjB2W41j3LRbLck6S53la+K7EcSS9YUZ/mJJkJTujnP4ow3MfK0aV0ntqTZRKMY4L8rIiTUu2Bymvb45Ji+rMr9tythwlP9tsE7iuJE4K4rRYkG3T8VBWCqVho5fwqJ/QG2Y86ids9BKUfrry46j3C+crDy/CXHGeXArl+nOf+xxf+tKX+OQnP8mXv/xlhBB85CMfIc/zpcd/9KMf5ZVXXuGLX/wiL7/8Mr/7u7/LSy+9NNv/3/63/y2//uu/zn/5X/6X/NN/+k/54Ac/yEsvvcT/8r/8L+d1SxaLxXImnIYQm4bK7RbWAlMIaLfQrZRiNC7YxwgOLLecz/9OXijKiWIthVjIC59a0U/KVSleY7FcBA7j+TprpDTVvqeFywRQjzxcKXEcMVOufddZmFOUYiGc/LESfjUX+9eN/WTYfqlQh5GbUgq2dpI9bS2LUrG1kyCfYnjzUe8XzlceXoS54jy58GHheZ7zhS98gRdffJEf+ZEfAeAzn/kM73rXu/id3/kdfvRHf3Th+G9+85v83u/9Hv/8n/9z3vSmNwHwiU98gg9/+MP83M/9HDdv3uRLX/oSH/rQh/iP/qP/CIBnn32W3//93+d//B//R/7qX/2r53uDFovFcoqcVqjXstw2pTXbg3Tp8Y4DWa7wl1jP97Ocz//OxqTib7Pp0wwdtF5c3J6GFf2oxWssFsv+XIRIEA0UhWatFVIqE5kopcR1BDgOtdClHnj4nsPD7Xj27af543nScyW+97hq+NMO8bWcDkdpFXkYualhXwOyUmYsPk2O2hrzPOXhRZgrzpMLb6b/1re+xXg85od/+Idn21qtFm95y1v42te+tuf4r3/966yvr88Ua4Af+qEfQgjBN77xDZRS/Mqv/Arve9/79vztzs7OmdyDxWKxnBenKcR2t9lSB3hztIZuMziS5Xz+d5o1j2bdp1ULlnoATsOKfhzrvsViWc5FiATRStNtBSgt0FojhJgY5gR31xvUA49G5OG7cuHbn3qmPVey2o7YZcu7cov968puGbbfHH8YuTkda8vkR7cVoC9AtMNh73d67HJ5KE5dHl6EueI8ufBm+gcPHgBw+/bthe03btzg/v37e45/+PDhnmN936fT6XD//n2klLzzne9c2P/qq6/yz/7ZP+M/+U/+kxNdq+seb3BMqw46V2xwHYbTuHelQIh9JgFxwD5MnufT/Kiv87s/D5Z9k1ftme++H993Drw333eOPVc96dz1mseNlRrjtEBVGukI6uHBAn5Ks+4zmoSGLRP2zbp/KsK+4RqL/HGu8ShctXF2Whx37B0F++zP5xk06z6DOF8aQn2a3+xB+L5DFLgEqw5JXs6+6VroUw89PFfMxtz8tx+GOfXIW/BY7z7veYzVi8BZ3udl+RYPIzeB2VjLCoUfuPiOIPAkUopLOWbmvwkNtFshKw0fccp++Kc5VzyNMXjhleskSQCjIM8TBMFST3OSJHuOnR6fZdme7Y8ePeInf/InWV1d5ad+6qeOfZ1SCrrd+rH/HqDVik7095eZk9z7Zj/BdfevNHjQPseRdDtP/7lf53d/Vjzpm7xqz3x6P41mSIlALzHECwl3bjbxDvgmDmLZucuqIs5K0FCvB7QbAWurjWOdP4h8Nnox9XqwcM03ujWatb3z+klYO9Wz7c9VG2cn4TTk5FGwz/7sn8H0m52fE87qm13G/JzU2bVPaUUYhZTaKJCNyMNzHdaAoqz47sPhmcyTl4nz+ibP61ssysp0sijVwjt/EoeRm8DeY5qLx1zWMXMe8vBpzxXnKQ8uvHIdhiFgcq+n/wbIsowo2vugwjBcWugsyzJqtdrCtj/7sz/jJ3/yJymKgn/4D/8h7Xb72NeplGYwiJ984BIcR9JqRQwGCdU1C0U6jXuvFJTl/tU9D9pXVYpeb3ys3z0Nruu7Pw9hvt83edWe+bL7iRzBo+FiUR5HCtY7EaPh8pzpwzJ/7iyv6A0zpIS1TsR3X9+Z/c5x8rUcR/LszSavPxwyiDMkglrkkiU5ZVac6LrPm8s2zp7mN3naXLZnfxac5zNoh3sjQcqsoHdO3+yy+a6qNK7v8GBzhAAi38Vz5cLcdJbz5GlwFb7J8xyHSVbyqL/8fR5GHh1mPEyPAUG9HjAeZ4C+MGNmGZXSh4rUOo939TTmitO8r8N+kxdeuZ6GeG9sbPDss8/Otm9sbPD888/vOf7WrVt85StfWdiW5zn9fp+bN2/Otn3jG9/gp37qp1hfX+cf/sN/uCeU/DiU5cleWlWpE5/jsnKSe9dC7il+9Hgn++/D5IlehGd+nd/9WXLQM71qz3z+fjxHcrNbW1rY5KT3PD33KC14mCV0Gr4JrVSaCk1VwYOtmDtr9WOFeaV5RX+Ykk/an8RpQW8nu7S9MK/aODsp5/ks7LM/v2dQm2txpZWmPMf8093zXak09zdHiMxlHOdUlZrlxVaVns1NZzlPXibO417PehxWSvNgK95b7fsI8ugw42F6TFZW1Go+ntQErnNhx8xxekuf9bt6WnPFecqDC58c8Pzzz9NoNPjqV7862zYYDPjDP/xDfvAHf3DP8S+88AIPHjxY6IM9/dt3vOMdAPzBH/wBH/7wh/ne7/1e/tE/+kenolhbLBbLReIohU2Oc25HCHxX4Ll7cxaP21qjUpqNXrwnL8u2x7FYLAcxne+aNZ/BKCfOFiPWKqXoDTKKcnFuOst50nJ+nFarp8OMB0cKWjWf9W6NVu3s6wocl+vWW/oiceE9177v84EPfIBPf/rTrKyscPfuXX71V3+VW7du8Z73vIeqqtje3qbZbBKGIW9/+9t5xzvewc/+7M/yS7/0S8RxzMc//nHe9773cfPmTcqy5G/8jb/B6uoqv/Irv0Ke5zx69AgAx3FYWVl5yndssVgsF5/TqkpeKb3gcXK95WLJtsexWCxPIslK8l2pYEJAUWrysqQ/zmg3A45XFcJyUZmXN0pNW61pHCkIffdaVn8/rbaclqNz4ZVrgI9+9KOUZckv/uIvkqYpL7zwAp///OfxfZ9XX32Vd7/73XzqU5/i/e9/P0IIPvvZz/LSSy/xwQ9+kCAIeO9738vHPvYxwHitp17tv/JX/srC79y9e5d/8S/+xbnfn8VisVw2TqO1xu6QtTgtEa5DzV/+t9dxgWSxWA5PWakFT6LSmt4wm4WDlqWiUw+oh+6lTDOxLGcqb/LSRCgshkEXdJrBfn96ZbluvaUvEpdCuXYchxdffJEXX3xxz7579+7xx3/8xwvbVldXefnll5ee6x3veMee4y0Wi8VyNEwumlxqGXekfGIBmWUha9IRlJVms5+w1g73hJtftV6YFovldHEdie9JXMf0u+7PKdYAgefgOPColxy7LoTl4hEFLgKxR7EGkNLU7mifQ2u4i8R16y19kbBP1mKxWCxHxpGC9W60pCe1nGw/eBGzLGQt8l2EhLLS5MXivsMo7BaL5XoTBS5SSNY6EZXWC3mlge9yZ62B1sevC2G5mDhS0Kr77BJHeK5ktR1RVtfvfU8N4Muw8vRssU/WYrFYrgnz+c3zlVCX7c9LheNIAnfvcVNCz+HOWv3Ac+7HspA0KQXdZkg8zqmUZpoNdliF3WKxWOqRx/YwpVP3KVcihuMSx4WVZoQQj3Ny+24GcOg5y3KxEQLW2hGjpKAoFd6kz7WYvNrTCoOulCaOc0oEcZzPqoUvO+44svG0mBrA96sWbsf82WGVa4vFYrkGPKklx3R/qRQPNmOyssJzJKvtkHro7du6Y1pd9ajsF5JWDz1udE1fUt+VT2VRYrFYLhaHUVTm5zjPkezEOQ96CSvNEIFmMM4YxjmVUkhhOh2UpXpiayLL5UBp2JiTcWlu6nh0W8FMluzmqArwdIwhoFCCwTAFzZ7xc5wWWGfBSQzgluNjlWuLxWK5ROxeDDTr/qH+Zr+WHJv9hHrk86ifICS88mDAKC5mxwzGOW+404IeS3MUj2udPyhn23Mlq63QLgAslmvEfnPJYRSVpTUcJi0Dd0Ypa+2QrFBs9RM0sNqOZsrWtDWRzcG+vFRKE6cFUsK8g3ragu3WSm1PGPRB48pz5J6xCCZXX2lFVcEozilKhSMXc/jnx6IQkBdqUrncyNvbq+c7zo5rALccH6tcWywWy1PgOErpssXAIM4JoscK9rLz7teSQ2m4vzXGcRKyvGSUFDzqJ7QbPlVpchWLsmJjO+HeDWdP6444K3mwFZOXFY4U+J5EisNZ5/cLWRMS1js2ZM1iuU7sp+istkO2dtKF7UpBnOaMkpy76w3qoccoLSZeadN+CQloSacZsLWTMkwqesOUwTgn9BzKhmJrkNKq+/iutK2JLjlTmbfajtjaSSjKeSMLtHYVM9ttjJkqwamqyDYqfFei5ipqOtKEmBeVYmsnQWmo1xTjOEMKY6xJspIocNkapPRHGa4jGIyLhbHruZJ66NG9htXLd/O0w+bPEqtcWywWyzlznJCx/b3Pmo1eTDt09z1vEOw9pxCw1TeLEM2kD2xRUZaKnVFu8hUrs7jIy4o0Lxdy1uKs5I++vU1WPO4pOy0ec1gv0O6QNd93uHOzyWiYLlT4tVgsV5eDImte3RgRzLXm291qyVQHdxgnBf1RNjuuLDWtSfRL4EnGSU6cFqhKM64KvvtgyDM36wig2wyR0rYmusxM350UcKMbzXmLjdFX7BJF8wZnpR/LQiGgN8xoRj53bzSYirBKKR5sj0nz0nir50LMi9Io3M3IozfMGKcFaVawOUipKqPYu46YHftge7xH2b9uXJSw+bPCVgu3WCyWc+SghaTZrpf+3X7eZwCtYJTk+553NC7Y/ad5oWbWfdcxVvppZdGyVMzrtnIS6vY4jFLz6sZoQbGGx4sMpQ9fmXUastZpBLRqPp57+QWrxWI5PAfNbVlRzToHKMWeVksa2OjFjJJioXWfQtMbppSV4sFWQpZV6EkhsyyvKErFxnaM0po0N3OVbU10eZl/d1obQ2/oO3iuROu973aqjAvBgqe7KDVlqciKiq2dZEEpT/KKNN/HAKM197fHVMr0WS8VFIVCKcVgnC+MTa25dpXL5znuGugyYWcSi8ViOUcOWkge1B7mSV6VYVLse17H2fv3UwHmSEkz8vEcCQJ8z4gFPVkNSCkJPIfAc2Z5Z0lW7lGspxSlIi+U9QJZLJZDcdBcMc1hBaMY757jlDJGQoFGzbfd8hyjxOQVQoBG40hwHIEQAs8VxsBYTT2ctjXRZeaobaemyva8kRmYhYJLKWaybP48eh+9TyPQ2mjiuz3lSqmZvHSkJPTday0fj7sGukxY5dpisVjOkScJ1f32P8mrItk/xExr6DaDhcWHIwWOlHRbAZ4rWG2HaAUrrWiyOBBIKWnVfULf4d6NxiyMrazUgSFt817u6f8fTcI2R0lxJSzTFovldDhobgt9F999XLRsHs818xRAUWm6rRDPNeeSUtCs+zhCsNqO2BkXxFlFLfCoRe5sttTaKOK2NdHlY16uJFnJajvco2Dv13bqcUHNxTElJ3Iv8PaOOc8RdFv+0t+IIhdvEvqtNXRbIa77+Dg1MeB0WwFSXu8oieOugS4T1kxnsVgs58iThOp++w+qri0k1CKXOC2W/OXjv19phbP8ZikFvuugMYuH0Hd4w50WG9sJz9xs0WkECASh73BrtUZtzvLvOsb67sjl3nLffezlvuq5VRaL5WQ8sXPApKjZvII0re9QzS3E5/NttRC0GiGqDPnmv93EdQVKCUDjOw6+b1ozrXcivudWC9+9vsrOZeSgAnhK6ScWyZoW1CweLY650HeQ0p95nuf/th56OI4gcF3yqiIMPVxpxtNuQk9yoxMRZxVKa1p1n07dKNbXPUriuGugy8T1fbsWi8XyFDhoIXmQ0N2vurYjBTe6NbIkp7eTHXje3S05fM9ZOF/oOzx3q0mrbhYX+y1OosDFc40VfncOZOAZZXx3S5J5bOsbi8UyZf+57bERLlirM0p9XNdBoPE9E6LreBLPlShlvNzTfFvHkQS+JFGCtU6EBnZGGVWlKKsKUcCzN1rcW29YxfqScZBc2dpJDy1XQs9EZJWVCdt2pDAh25P2XVLyeJxNxiKYtlueJ2k1QwZo0Oypaq81rLQj9E6CUiwo1tc9SuK4a6DLxOW/A4vFYrlEPGkheZDQ3V1de9rnulnzKbNi3/OutsOlLS+Wne8w7TDm78HtyEkupCaYLFZqc7nZe3t9muqttvWNxWKZ8qS5yJGCds0nmDMITueVVj1AC43jMMuJdaSgUfMYjTJudCO0hnrkUk4qPdcCjzfdbS1E5FguB4fJ2T2sXPFdybO3mgty05eSWyu1fY3MN1dqDOIcrTVR4NKqmXZutMM9rSlvr9aphR7yAGP1deMka6DLgp1VLBaL5Zw5rlIL7PE+z//NsvNKKWYW9eliVCNYa4e06/6yn1jKsp6UT7qHslILbU6mTEM6r0JulcViOR3m57b9euBO57jBOOfB9hitjccaIMsV3WZAFLg06z5ami4Im/2EwAVHeuRlhevISX7u5V/EX0fmK33vNtpqffSc3aPI42k4OgJavkeSlSRpSavhMxjlgMmvLkqF1nDvRu3UDDhXqS/0SdZAp81ZPFerXFssFstTYLeSfBbnrZTm9U3THmS3ktsbpNzo1lB6sTjZsnzog/Km97uHSmmysmKjF5tQTUdQTPpmT1t2rbXDU79/i8VyuTlMnYZRUuwJH/WlJM0rVib9rSsBm/0EjaY3LtjYjmfVn9uNmDfcaZNXiprvXmpF5bphWkfub7R9Us7ufsrUk+TxfDj6fJ9rpRV/8kp/1i+9Fj4el1s7KcEppD9dxdolZ7UGOgpn9Vytcm251niupNin6r/vCqp92g1ZLJeB+bDs3QsRKTSvbgzxPYf1TsS0AOrufOj98tuUVrz+aEy7GRC4i9beqcDaiXM2+ylKKTzPeIuEhlJBWWl6oxw1qSweBa4VSBbLNecwdRrmw4KVYpaW4khBFLhsDVLzN2g8RzLOFhXreuTxqJ9SVJpxXHBzpYbnXm5F5SJSKU0c55QI4jgncJ1TMWD4nkNvkC7IMzBG294g5d56Y9+/TYuKzX4yGUOPx8xa58nvfr9w9LwwOdtpXi4o1nD0MPVlnKR2yVXydp82Z1kTxq5lLNeaolT8nf/h60v3/fxf+0GsmLVcZqbhcbt7eYJRcLOiwnHEnkXBdEEwXaj2R9ms2IuUzLwGeaHojzM8R87yredzIrUyVVIH45yiUKYNV6UYJRVlpYizgnbNZ6Ud4TmSW6s1uuf6hCwWy0ViqsDsVppN6LeaKQoAeakWCiq6ruBhP0FpTSP0qBBsbI1Muy7hkBUl9dAzxaociaoUSV6S5iVSunuMilYpOT7z4dOFEgyGKWhOxYCRFxXNuk859+61hqrSRIGgP8pYbe0N+6+U5uF2zEYv3uPxrpTm3nrjwHc8H45elIpRnFOUatYbe78WkydNfzpujvlJvbJX/Rs4zdz93Vjl2mKxWK4oriMRAtJckeUKhFmASgRam3ZcsHxREOclvWHGOC0YxiaXzJEFq52Q3iAlySqjNFcK35UMgWGc84Y77ZnAcqTAdQTdZoBCs7EdI6VkOM4BTRa6bOQJSa64s1bj0U7C+tr+XgeLxXK1KSu1R2kGM/d0W8Fsoa8UC8d4jmAQFwzHOYHvUnkOOBJHSvrDFOmYEFThSPJK4WJ6Y6d5NUtXmS6oXVdeuRDc82S/8OnT6hJRTmTOeicizUvSsiJJSjxPkGQl24OULK/2vK9xWuxRrMEoyhu9mG4zoFXbvw7JNBx9OMoYpSUagUDTjFw07HtPJ20tdZy+0Cf1yl7FMPTdnGW/batcWywWyxVFSsH9rYStHfM/MK1FVts1apFLMBGSu4WsUjAaF5PWIY/3VUqxvZOSZhW9UUpZaRq4CGE8B1lR8bAXE7gOUrLQC9sRkjitiALTazYKXYbjnKyo6A0zPFeYnLlOjaqsyPPqSlrLLRbL/ggp9ijWYOae3iDj5kqNKHApK7VwTKlACsHWMCP0Ch72YhM+vJMS+C55XPHszQbjtKAsFWWlcT1BkklGSU4UOPiuJCsVveHy37ftAw/HWXoEYVFZVRhZBcyMxSbyYO/7GqfFHsV6SlEqxmlxoHLtew79Uca//tMtxmmB57oUZUmr5vOGO208d6/SOW0tdRIv8HH6Qp/kHVyXFppn2W/bKtcWi8VyhZgX4ve3Y0DjOgLXlZSlMqHcw5S1dpu8MB6babXdKWWlCHxTedWf9JGdLkqSvORRPyFOC1xXEieSOC1pNwIERgCXSqBK44Gq11yqUrE9yNF60k87NIuNfFLToJr0GdXAv/mzLW52Qspy6v2+WtZyi8WyPwKQEpY5jaQ0+x1pomF2xtlsXnIEbA9SAlcyjAtcxyEMJOFEsVnvhpRK021HjBJT4TnPNbmrGIxzpBDc7Naodint89j2gYfjpB7BJymiU2V1s58yTgtGk8gqd1LQbFo1fM/70uYcniMoFSilkFLiShPFMN2/H3FW8uev7VApReg5CEfgCIe8rHi4PeLGSrRw/FR2FZU6kRf4OH2hT/IOxmlxLb6Bs+y3bZVri8ViuSQsW3TMT+LzoVxFqbi/OUZpTaseEAYu47Sc5KZVpLmataORcwZaR0q6TY9xarwBWsNqO2Jrx+RYp3lFXipcV9Ju+JSlBjQ7o4xuMyDwHP5/395mHJtKgZ4naUU+t9Zq7MQm7C7NCzb7puiQBopSoyb5cDdW6+SFYrqWumrWcovFsj9K6dl8s6wStJqksESBy41uNGktCGleIaRAaUEt8KjXPOK0RClI0hwBNCKPQVzw+taYuu+SFiWhJ1FK0xumRIFDFDmzSJxl2PaBT+YkHsHDhiObNpPMxgOYXGjPXZQR8++rFrn4nsNGLzayUGmEFNRD1xT1dKA/yvb1LJsieApHQlaCLkqEkAQOk2J5grVJi8npOQDub40X6gf4njySXDtOX+iTvANV7TP4J1yVb+As+21b5dpisVguAfstOqZFwHaHclWTKtyvbw55qKBZM5ZmKUxYeLPucaMT0az5exT2JCtnyrX5G7i5EtEfFkgBtcAly0vi9HGpfSkFgefwb1/pUeaKqqoYxQUIQZwWCDTP3myQpJPtmFDONCvxXUleKuK0NH1Ds5L6kgJrV8FabrFY9sd1JFIwU5x39zCeKgVR4CKFxHHgwVbMMM7Z2klxpKA3zBjEOUWlidOc0Hd59laTb78+IK8Uz91oEKcV0hHkpeKVjSE3ujW0ht6OqTOx2o5YtrY+af7sdeC4HsHDhiMnWYnWmhvdiNB3GYyzmQc6zSryQuG55j25jpwZpYtCkZWm/kgyJ9/ywqQt3VqNGIxyKqXxXYdbq4s9qouqJCtKHmwlZGWF67iUVUngOtxajSjKvTKqN8y4vzVeaijiCHLtqH2hT+KVlc7BSuVV+gbOqt+2Va4tFovlgnPgoqNvioDNh3IJYUIoH/Vj8kLjSCgrcKVpoTUYp9xaMf1Al/Wa3C2YlYZH2wk7o5y8rGjXA3bGOc2aT5qVhIHLKM55oDR//O0+vu8QBQ43V+uMkhxHSrKiohb5VFVGs+HRH2WkWYHvStZWQqpK0ah5oAVxWhJNKpNPOWko4XkxvQ4AXGffCrIWi2UvUeDiOnKhVdJUsZ5XChwpWG2H/OGfb7M9SHEdwUorYHsnw3EkG/2EwHdIs5Ki0GwOE9pNn3FSkOaKtKxYq4UMk5wsq6hHHmWladddhnHB1k7CjW604ME+aajodWHeI7i4/WCP4GHzhKeyQGuohyZCoVKKaefUSmm8ye+ZuiNjkqxklJYMxzmeJ4xsigtcR6DQuJ7kuw9jBI9feG+Y8he+Z2WmYAeey0YvJSsqk58wISsqNnopgbe7DZfmwfZ4aQG16fg6ihf4KH2hj+uVLcoKrTV5qRHo2bc3//dX7Rs4i37bl+IJKaX47Gc/y2/91m8xGAz4gR/4AT7+8Y/z3HPPLT2+1+vxyU9+kn/5L/8lAO9973v52Mc+Rq1W23Ps1772NX78x3+cP/qjPzrTe7BYLJb9FMAnKYYHLzo0o6SYhXJN22SBqYQ7SkxhsjDwQAjKCtTEI+Tvk+81L5iVVrMe2b7rEIUuArixUiNJS+6t19nop4SBi1KaRiMArUALxmlBbeIJz0qFFILbq3XT+kYIhnGJ40A98BACdsb5LNxvd3uw0wglPGvmr8NxJJWQjMcpK63Q5oxbLIegmNRf2J6vBO5KbnRre5QCpUxhxFbdx3EEQgqyvGQYZ7iTcN/AdZACRuOSG92I/jhnYztGaahK0w5wpRkyigturkTkZUWr4REn5YIH9DRCRa8TU49gVlbUaj6e1E/sc33YPOF5WSAldFsBw3FOXiqUUpg6I5KVVsijfjKrEN4f5Tzqx5RKs9oKaNZ98rzEQTBOckLfQQgxy8VWSvHqxog33W1P0qcE9cgjy0vmr1QK0ztd7ro342Fffi/FpP7JWXqBj+qVTbKS7XjIziADNNuDDCmZRXEc5hu4KEbup82lUK4/97nP8aUvfYlPfepT3Lx5k1/91V/lIx/5CP/b//a/4ft7K/t99KMfJcsyvvjFLzIYDPiFX/gFXnrpJf723/7bC8d99atf5ad/+qcnH6PFYrGcHfspgK2GPwlF218xfOKio1RIRyAEM0VYa02n6aOUaZE1SoyXWKPpNEKysuLhdryvAjoVzFuDlNAvqIcCz3XYHqST6t/G2uu4LmAqfY/Tgp1BOrP9+67kzffaZpGhjBX89qoR9r7n8NrGGIRGa+Ntj3yHtU7IaJwteHwdKfE9h1FSLDVMXITKpvtfh7Y54xbLIZh+K44UszZLU+81GrxdikhZKZQyBRsBmnWP1x4pEIIodBlNFORWzWMY51SVwpESrSDOCjwX0KZCeVFVPOqls3SUqYeuEXnXWkk4CY4UtGo+3W6NHnpWpHI/DpsnvDuyynUkZWWUOiFMMbxq0mZtqlhrDaVSpJkpnJkVmqrK6Q0zpAClNcO4oNP0qUojezxPEoX+zGOulOINt9uAKfplrsGlHnq84XZ7jy5RVmqhY8ZuNOLMvcCH9cpWSvOon1CvhwALrc6yvOTueoN66F379l2H5cIHzud5zhe+8AV+5md+hh/5kR/h+eef5zOf+QwPHz7kd37nd/Yc/81vfpPf+73f41Of+hRvfetbeec738knPvEJ/sk/+Sc8fPgQgLIs+eQnP8mHPvQhnnnmmfO+JYvFcs1YpngJAVlR8sff6RHnZlHw+PhpdVEj5J+46HAl9dCjqpiFoEkpqUrNasvn3o0GzbrHaifizlqDdt0ndJ09v7MbRwp8V9KsedRCF88VdFuBWaBiir8MY6Ns90cmV7HTCmcRc3mpGMQ5UeBSCz269WAm7FeaIXfWa6y1I1ZaIWvtiO99trPQTsX81xggHm7HbO4k9EcZmzsJr2+OSYvqUKGE58FFuQ6L5bIy/w1JCbXQnc09Gr3nG5qmtYCZT8dxQbPm0W0EVJUm9ByTCqMUNd/Fcx2U1txcqxH5LloLQt8lyxVSCvScm7FSpgZEs+YbI6JVrM+cqdIMph1knJYM44I4LRFziug0ssqR0hiUd4xsrYfeRAk04+VhLyYvTNu13jBjFBcMk5w0L/jTV/tkRWXOLWEnzkiyip1RPjPWFIWiN0hnxu1G5KG14vnnunz/m9b4d57t8P1vWuP557porfYosdMorKnMnMeRkrVJQdGLwDQNY57pN2jqG4gneqwPMnJft/SoC69cf+tb32I8HvPDP/zDs22tVou3vOUtfO1rX9tz/Ne//nXW19d505veNNv2Qz/0Qwgh+MY3vgFAHMf8m3/zb/jCF77ABz7wgbO/CYvFcq3ZrXgpDRu9hNc3Yx5sjXltY8RGL2Fe/swrZLsXHWleMRgX9Ec5RaUIvEnudN2bHedKY3lXWhD6DmiBQCOFIPAkvidnvzNOC0ZJQX+UMUqKBUG4W7H3XRNuV5Wm6EurFhIGLr4rqSqN0grfl6R5SZqXjJOSWuTxlu9ZXVh8TAsSea4k9B08VyKFoNsMaTd92s2Abivk5kptj2d/et2PesmJ276cFhflOiyWy8pRvyHfc/BdB8+RKASB76A0lEpTVqarQRi6jNKSjX7MKM541I9J89IYHGs+3XZILXTI8mohTcaRcpb7bTkfpkrz1ItqjLe5Ka4pTMrAlGlkVRR4hL5LpxGw3olwpZwp5UlakuQVg3FuQr0FuI6RNabIJqx3Q5r1gMB18T1JnFakk64YZQV5ZfLzAbqNkNurdbb6CRu9hHGq2OglbPUTbq/W6TbChfuZyu2pF7jTCGjWfDqNgFsrNdr1/XtqH4Vpatgy+X1YTiq/rHF5kQsfFv7gwQMAbt++vbD9xo0b3L9/f8/xDx8+3HOs7/t0Op3Z8a1Wiy996UsA/M//8/98FpdtsVgsM+YF03zodllpslLh5EbwKAW3Vh8X0Zn+3XTR8dqjEb2hWSAWhWmHlRcRf/bagJW6R813F8Ipv+eWz9Yg48HW2PSldgRlpWjUalSKSTgcvPZotBCeNh/KtazqaFFWuK4gCn06TY/toWmrpbSmLBQr7YjaJIRsrRNxc6XGrdXFXK3dBVeUhofbMWHkE0hJUVQMKk0V6QOFdn7CUMPT4iStTywWy9G+oWkIqkKzsZPwcDuhrCrW2hFCQD3ySeKC7VGB50rWV+vkpaJR82nXQ5SqTMEyNA+2clp1nyQtkZFH4Dl0WwFSWqPYeeM5ksBzWGkFuwra7U2vmY+sAhMp1VvI1ReMkhylpsU8QQqT3vTsjRZZUVEpTaT1pLMF1COX3jAjLyrqoYfrCIbjgk69wnNM3/RmzccvKlzXJXAh8BzCJWkDi4Xd1KyGyGnm759WKPZJ5Zc1Li9y4ZXrJDHVBnfnVgdBwM7OztLjl+VhB0FAlmVnc5ETXPd4iydnMmida7j4Oo17VwqE2GeSEgfse8J+Ic5+QXyd3/15sOybfBrP3Ped2e8VpVEkK6Un3t0K35XE2vy73fSphx5KacqJRVo6Jnwxilw2d1LqkY9TN3nOAsGjfsxwKFnrREhH0Gr4aG0K/qR5xc2VGklRcaMTTrYptocpd9Zq3N+MqUfenuexPUi5u97AlYJm3WdzJ0EKMfN41yOXeuSTFpr1lYi0qHDigmbNJ/JdIt+hVfdRShP4DhqN65q2KOPUFGCTjuDujQZxVvD6xphmLWC1G5Glj63g28MUz5F7isVMCXzH5F5qbUIAlcadLMikMNd+HqF3zbrPIM5nXoNpBIEjTVTBeV3HRee4cvIo2Hn1Yj6D3d/+7hzO3d/QPPPfUKU0j3YSkqLk4VZMFLo8c6NOb5ST5hVvvNvhwVaMu27adDmu5MHGCN93qBQEnmRnVPD8cxFpWrDWjri9VkdogetKVjsRZWVChms1j3FWoBVLr/kqcJbf5FHHYRznaCDcJxc5Kytatcdr/KlsVUqzM8pBPP4tKU3f6a2dBN93qSFYaWm6LZ/7j8ZGpjkS6QQIIZBCoCtoNwK01niuxPcdBEYethsmReCNdztsTsLFXSdgrRUSBc6eawNouCZff79xP/9NIE0R8sOOtUpptgfpwj1Pmcrvw47VZt1nNPEu7w1hf7L8ml/j7Lf/POb+ZTyNufDCK9dhaMIs8jyf/RsgyzKiKFp6fJ7ne7ZnWba0WvhpIaWg262f6Byt1t77uS6c5N43+wmuu7+F7qB9B+13HEm3cz7v5Dq/+7PiSd/keT7zRjOkRKAVjOKcMCwZZxVh6NEsNfWaNzPypKWi4UiSvKDtuVRCUCno91OUFriei5ASx5H4riDJK17bGBL4HlHNww88BuOMtXZEkpd4vkfXd1lzBBvbKUJOle4CTUKzEbDejnCdvd9BPrHoj7IS6TjkpUJqWF9rsNmLSQuzCK6U8Ti88V6bLKtoNgLSzBQTCnyJ47jsJCVRLWCUlmglYHJfZV4RBh4315uz33Xrj68lyUqKqqJVC5Y+29VOSLOo+Lff7VFOCtHkaHKl+b5nu6ytnGxePgpB5LPRi9FzRvpGM+BGt0azdjohgJeZ05CTR8HOqxfnGQzjnO1evPDt76Tlnm9j2TckJKy0AkBQloreOGOUVRS5Iqs0SsH2MCPNKjzX4U++2+dRP+HZ200G4xwm6SZFqVGuxnMdwkCTV4o7t5q40oSFCwGRK+mNc5OTLaA3ynm0k9FthtRDb+k1X2bO65s87DgsERRqfyWuNimQNiWIPPpxyXCYooTpijEzbDqC9RWHflyQlQqFqZyZVxrf9yh2cuqepCgVN1brPNoes1UkCMe0jqxHHmudOmHNox4FaAGFhte3x1STtl9FWfH69phnb7Wo1YKFa5tnbcm2+W+iqBSPtowHOvAdPMfBj0ueu9Wk0wyX/LVpFTYtQLYMx3fp7vO3y5h+e/X6Y1krJIca7/NrnN0ICXduNvGesBY/a85zLjy0cv3666+zvr6O53m8/vrrTzz+zp07J7qwKdMQ742NDZ599tnZ9o2NDZ5//vk9x9+6dYuvfOUrC9vyPKff73Pz5s1TuaZlKKUZDOJj/a3jSFqtiMEgobpmoROnce+VgnKSE7OMg/YdtL+qFL3e+FjXdFiu67s/D2G+3zf5tJ555AgeDROyvKK3kxAnBY4U3OiG7IweV8fOM4dX7w+4vV5nOEpnf98bZDzojQFBXlQmBLsyoeUgkaIgdE2RlJon2eyN8FwXz4FmzeO798eUZclmP5mFUoc7Dq3Ip+bKPREcQsArDzKS1PzWlKEUPKzG+J5cCMnWwP2NESutkJ1BSpqXeK6kXQ8ZjlJ8CX+wOWKtE+1pT7JRmJA7z3Wo1wPG48ehfUJAkpTmQ9+FIwXN0OHB1pjIlSSqnHkHItfhwcYQR+ulXoJlnoEn7T8M7dB4KTTQbkXoUlFmBb2sONJ5zpun+U2eNtd1Xp3nIj2DSmleezRa6pEeDfd62Kbf0NSbV+Sab/3ZFmiotOK1jTGlUnRbAduDhP4wM+kuocfrj4ZoYbyxWV4Bmp1hTh66pv1SzScrFK6Ahu/SrnlUlWYclyilebQ9Zq0T4TR9pBD0Y/Ps4nHOjW6ElGLpNZ8FV+GbPOo4jOOcwTDdd78nNb1JP4okK3nUTygqRX+QsT0w0VXTInjr3YjNXozvgHQcpOtRlQpVGePyjW5IpRS+KygK8/41RmkdxTm10KMVudzsBuhS4TiCP/nONpUyHS4cV1KVCiHgT76zzVozwOVw+c7z34QQJiUqLxX9YYbW0G0GSCnY2BzyF55bob6k4nd/mDEY7R+R62gFT1j/LhzvSJ692eThoxFFUc1k4JPk11RuFmnJMDHpZ1MZP638PzrgnZ41pzkXHvabPLRy/e53v5svf/nLfP/3fz//wX/wHxwcagun1jf6+eefp9Fo8NWvfnWmXA8GA/7wD/9waTGyF154gU9/+tN85zvfmfXB/upXvwrAO97xjlO5pv14UpuBJ1FV6sTnuKyc5N61kAtVPhd3sv++J+zX+uTv9LBc53d/lhz0TM/7mXuO5Ga3xjgt6I/SSe6XqVDbafgUpUZKMfu3VppqIqiVMoI0zUwIuVKKYVwghGAY56y0ayacTGv6owyByT9z3ZKyVMSJREpNlpdIKQhciZCCRs1jnJZ8+/6Qu+v1BaGYlYqdYc7uqT7LNYNxzhvutMgLNVOCI8+hjDzWOhHDcUY9DHEl5HmF50qU1iRZRX+UEbjOJI/OnFMrzTgvaNanSrBaEILrnWhSqGUxr2ylFRInBXlhFhCh58BkDaK1Ji8qhuOcRuQ9MTftNNuI1HwX15V0myG93th+23Oc57Ow8+rFeAajuW90N1XF7Budp+a7pEXFw62YB9sxWWEKU5VKEXguj3pjeoOEKPQpigpnkjriTnJw46SkXffx3BauOyJJK8pKsbGd8OytBkp7hIEkjk2LwpVmQKk0Sms6zYB23XQomF0nME4KaqG77zVfVs5jfBx2HAauY4wouzpr5IVpsTaIc/K8QkjBcJzPcnlvdkMEGqUUnuuw0gzJsoo0M7nTVakplcJ3JVlp5ML3PtthcyfFd10ebA4JfImnHO6u1tgJPIpK8Wev9rndrXFztYZAgtD0hqlJL/A9srzAkbDWCUmzkvKQba+2BilbOymOFDiuJC8qesNs9oySrCT0HeJK8dqjMc/dai415jxJWTzqu/Vch3roUk5CuPUkPW0/dstNpSDOK7rNgChwZy3snvYcBOc7Fx5auf7lX/7lWduqX/7lX36icn1a+L7PBz7wAT796U+zsrLC3bt3+dVf/VVu3brFe97zHqqqYnt7m2azSRiGvP3tb+cd73gHP/uzP8sv/dIvEccxH//4x3nf+953pp5ri8VimadSpnXM7r7MrZrPG261+ZPX+rO2WVpDFDistiPyomL37JrmJY4j8ByJkMYYXVWmfUylTIXuZuQReoLeOGMwLpBAGHrkeWVaakQeZaUIpnlPQlDkFePELA48V+I6gtV2hBSQF+bvdtuelDYLmKJUe3rRrrZDsqJCCGM0KCpzX1Hkm9ZZWYnSGoH5velv+Z6cLZK01hSlIi8qHGnar7Tqvik4tOR59p9QhbSsFP1xzrfvDygrZQS+7yLl44rjN1dqF6JXtsVyFTlOsaNKaR5uxWwNU4ZxzmBc4DjGWJfmBY3IZ2ec43qKZs0nzgqKStGqme15rvj26wPqNZc8r6iFniniKAVKQbvpMxiXtOo+mzspRWE8k/1RTi1wZ7Uldl/TYe/JcjyWFbrc6ieUlZ7Mx6bWSCPyGCXFTIa4jsB1BIU2RTuTrJzV6XCl5MZayM44Q0phCtWVilFSUlWayjEdM4YpeFIyjE3Nk6KsKJWpGF5V4HmT9lrCGFumyEl9nqI62EtcKU1vlLGxnZCXFaMkx5ECrQVZWRm5Vyq00rhuReA5xrBQVrNe2/MsKzb6+DnKM++hvaz9lpTgS0maV6y0Lk6rsfPm0E/+r/7Vvzr79/vf//4zuZj9+OhHP0pZlvziL/4iaZrywgsv8PnPfx7f93n11Vd597vfzac+9Sne//73I4Tgs5/9LC+99BIf/OAHCYKA9773vXzsYx8712u2WCwXm2n7it3K2mnwJC9oq+5ze7U+6y35uCIq+JO8JNNyy+zPJopuPfKIQpcsN+kKUpqCZvXIY60bUSrNxnaMFKa9lSsFYd1nGOds7SR40gFhQtqM8ipp1D1cx3jDCy3Y2km42a1Rjzy2duY97OY+5MSwKoWY9cGcp9sKGMUFaV6h0KRZyasPh/SGGUlaUFaaGyshRanY2klMxV4Nt1bqjNOCh70xO4OUojD5k45j8tFCz1nqKTqo6KDS8PrWmFFc8GDLPLOpR3m1HZr2YZMe3U9qI3JVvFQWy3lzmErEu42RaVHxYDsmyUsGccEoyRDCtBDMcoUMNNuDhPWViFdHQ1zHoVXzebA1IvAknUbAg+0YjcAVEoHme263GcY59dBDCqiHDsO4oCjMt+9P5hitTSqKNim6M+blg63+f3ZM22yN04LXHo2ohR6DUT6TPUWpeNhLqAcOWzsJt1YjxklJEDhUlSbwBWWlcTDG4WbdoygrmFQLd51pf/OKfFJQVAOOgHbD41E/JvBMtNNKM8B1jJzMsorRuODGSh09OZfSPkLAaJyj5nTr3eNZSsHrj0b8f6/uUJSm7dv2MGWlFdKqBwxGuSnINolWc10HpTJak0Jiy4w5uw0Rj7efXjXygzhM+63rKjePbdbY2Njg7//9v883vvENdnZ2WF1d5Z3vfCf/2X/2n9FqtU7zGnEchxdffJEXX3xxz7579+7xx3/8xwvbVldXefnllw917ve///3nbiywWCxPl2Gc89qj0UKo4nFDgHezzJprti96Qdc6i0JRa3MNN7oh97fGbPbT2b40r0jzktV2xForJHAlWzUfx4Ub3Yi1To1xkqOUJs4UzZqp3KkxSnQUeRh/sSLPodSKNDU5VIHvcGO9aSp7ayiKilFaoJQJI08nYd2tum9C86RpPeIt8ew4UhL5Ln/+2pBxWpgWXQKoFK1mSFEolFZs7aSstcI5D4ODkIJiYvAYxdP8LjEJnZPcW5LjWClNpTV5qRHohVBzIaA/SMly85tTylLRG5pwvLV2hJTGM3AQZaX2jUSwWCwH8yQPm5SC1zfHC6GlmzsJpVJIYaJz8lKjdUlRmTZ93kQRzrKSN97t8t3XB2gN/XE+KWwmcV3JVj9htR2yM87NvL8xwpGCm0HEnfUmw3GO7zooramHLlII4zFEo5TGccTsOkP/cSuls/YKXnccKdAYA+lOnDNKcgLfxZ8Yek03DZCO5lvf6ZOkJoLJ9yRxVvLsrRYNzxQ3+879IVHoopSmP8wYpyU3V02Fb9+T+L7L3bQkK42iPU4K3EjiVsq0cetG1HwXiaBR89nqxWSVxnEkVaUIHMFqp0YUuFTKpE29tj0mz0uUBjSkmQllz8tqVqukVLC1k1IL3FlbSd8VOI7EdUBNFFTXkfsac6aGiKchm2z7rf051uzwR3/0R/z4j/84eZ7z7/67/y53795lc3OTX//1X+c3f/M3+cf/+B+fWkEzi8ViOU0qpdnuxXuK65xWCPBhrbnz1vlxWoAW1CJ3JkjlpC9nUWpA4DqS0DfbG5FPklVUStFs+Yyzkt4ww3MlaVYS+Q6JqKgqhe87kCkaoUtWVriOZjAyyqTrSho1jzgruLVWY6ufstFLaDd8NvsJSkNalAzHBUorbnRrlGXFvfUWO4MMpxPiSkmalwgBq+2IP/x2j41+TF5U7IyySRVeAUJy71aDwTCnKBTFJI9ca8FaJ2RrJ+HPXh/QaUfUI2+WS1aUio1eTLcZLLQ5WYwO0GwPMqRkFiZYVeA6DikVcldrkbJUM4NFLXTxXefAXCylWVj8w+kZYyyWy8JxDUwHedhW2yFbO+nC9mnEzs4oo9XwqaqKLJ+kf0x6E686Esd1SBJzPV4o6Y9S2vUQKUxu9tZOShS4DOKcZ2+2aIQu7VqA0prVdgRa8crGEM91cCUMxwU3VkwkTVEpuq2QJCtQilnf6/PyCl530qLiwVbMdx4MSLKKcZIjhKRd91nthASeg+sIvn1/gO+ZdlmuI9geZlQVbPYS1p4L8X1jnHn90ZhGzZ1UC68QSDwXAt+kIj17s8krG0MG4xw5KRrquZI7a3WG45zbK3WTKiAgr4zhhYkBJgcQJuXg/taY7z4csbmTMIxNikG95jFKSpCamu9SFMpUIw8cesOc3iin1QhJMiOXG5EHGjxP0m35FKU60JjjSPFUPMQn7Y19lTmWcv0rv/Ir3Llzh9/4jd9gfX19tv3hw4d8+MMf5m//7b/Nr/3ar53aRVosFstpMU4L0w5mCacRynQYa+50kZpMlOKpMp0VJQ8LheuantWb/QSlTHg02uHBVkIUeASeUYoH45yi0rRrPhO5T7peN+HupaJVC9gaJBSF8VuvdkLKSrO+WmM4ynGl6fPeqvts9VPGWWH+VlUM43ySn6hNER+lTWh2O0Jpjec5gKAojXXfkZJ/82db/Mlr/UnRH5M73WoE7IwykqzCdyTdZkBWVGR5Rei7rHZMePY4LckmBciiXV7xojQ5cVPlend0gO/KWf53lpfcXW9QVKaCKYArzUJlGv4JJnfchOSbENIsr5YaRQSCOC327LP52JbrxEkL/u3nYVtmjKyUZloaYmeY02n4jBOTaqIxRZekI+g2fIqJp7DMK3KlebA5xvcduo2QG50aWV7yqB/z6sMh3VbIzjg1vY/7CUlestIKGMYl9ZqP50hGcUHgO3QaAZ1mwLNRA40p7GQjVs6HSmk2+wmDsSnwNa3xpLViZ2zk0mo7wPNc0lwR+C5o48muKpM+lRcVg3FBkpoQ7JVWQL3mohTUI4eiUmRFyf3NhLKsyIuK1U7EvUZAPfBo1Dx2RhnDJOc5t8XWTko99KZR26RZiZASrRT1yEMAvUFKqU3Bs2GcE/oOWzsp26OMnVFKf1hwa6VGs+aR5RXdVkC77lEPXbTWvO2NqwzTEq0UjpSTb0DQbQaHHnPnGWH1tHO+LzLHuvM/+IM/4NOf/vSCYg1w8+ZNfvqnf5pf/MVfPJWLs1gsltNGVbsS6XZx0lCmJ1lrp15QpRUbvYSiNIK02wpMJdOiYjDOTK7xZGExrWjfiDxGcU4eOMRxQYXm0daYWuTTrru06wFFqcnLIVlW8qevZRSloiwrOu2AYZJT8z2ytKTd9KlKTei7JFmF6wjipMRzhQn/RiCEIJ70qw4DhzRXrLQdmBQ1e7g1ZrUdEgYu330wMu04CsVIFTRrPkppkiynFrrkZUU2abkFmJxwRxBOQrn1ZNWiNWSFCc9bQD9+Z7sX5PP56dNwwsCVk2IxMExK6qHPdpEiMEaIafjnejcyyvk+nrVG5LEzXt7u5LrnlVmuB4dNdXkSyzxs++WSFpWmVQsYxBl5obh7o85gnKOBVj1kFOdoIfAdwSgu6I1zHKGRwqT95EXFaisgCn0TpSRASNNyq9XQKC0YxiVZobi5WqcqFYM0RynFKDYGu3bdx/ccG51yzkwNz2ht0o9KNQvB1lqR5CXoEImm2wxo1DzKUqG0RteNouv7DuPUGIvzsiLwHbZ2zDz+YGtMpxmS5ibqyZECKSV//voOzXpApx6Q5iVh4FCLAkplumIMk4y0MBEUge/gOA7VpIjZOCmJs2mNFFOVvDfIKJUmT0vK0njIx1lBVig6DY/eIKNe80mzyuxLC3wp0NIhilzCSVeNwyipldLsjHM2d9KFFKmzjLB62jnfF5ljKdfdbpfhcLh0X1VVhOHhm5ZbLBbLeSIdsaxl8oyThjIdZM2d94IWpZpVC6+UojfIWO8YgRRPcgb3XLs0imJDwOYgJZuEl6WFZmeY8KY7kpV2yIOtEaHvMUorXFdQCzxakc+jnQRVh52x+a3+yHgBAs/hmZsNSqVo1Hz+9JU+GiatbQQUelbALElNCDiBSzYJ0cwn1yEmdc6ryoTMOY6gKDSNyCVJy8fF0KQg9CXtRjjLkQ49ZyaM1a6QfUdKatFjcTW/IM9L8+zmn7frOtxbr+O7ksE4n+W5Ba5ESod20+PuWoN7642ZEr+fZ20Y5we+7+ucV2a5Hpxm4aLdnjWxZAEe+i6OLIjTnPVONKsU3awHFKVis5eQZIUxFCrN5k6C5zh4rkPlasqkRFUl34kLfuD5dd5wuz1rrbnejXi0NcaTgvubY3zPGA3XWiFKKxNe7ErqkU9Z2eiUp8E0uquo9CxtYFodvKoUrhR02wFaabqtwCjTrqSsTAHNMHB5bXNsDNWjYlbb47nbTbJcEWcl9ahiYzumWfNp1k0hvBvdGoM45/97tcettQZpWnBrtca9VdPbOC0URaHwHIFGIoTpoew5giSvUJMiZ8YYLhilJZ4jSMsKITFKr+swTkvaeMRZRb0Gnido1sJJhw0jO+O4pN7xQAvUpMXmfp7o+ZZ10+902o2DM46wepo53xeZYynXf/2v/3U+/elP88wzz/ADP/ADs+1/+qd/yq/92q/x0z/906d2gRaLxXKa1EOPnXR5+6bTCGXabc2d9ujUCJqRMyueNc35FoKJt7mkP85oRib0Wan5cDjjzQUYpQUPtkZkuWkTUlaK9W6NUWyq69670aQWeQghKLTplw2mnQgadsY5o6QwxWEcSVqaliXbOyme67A1SGjWfYZjUyAtSRSuZ647zSuioGKUFPiugzfpl10p06NbTBT1rKhM+Hk3IkmNN7yzXp+Ft7WbAUVRLbT58iah3cO0RMx5qR0pWeuENMLHi/epAUQp9ijWYBYx24MUx3FoNwK+82BAUVYkmII37YbHSivc4x1f5lmzeWWW685pFS5aFlo+rRQ+vxiX0uQ4F5UiLSripDSVnauKstSUZUWWK4qqMCG2WUVnNSDNK/rjHN+TNCMfJUx9ilGSAZJW6PPd+ztoIE5LkrykrLRJgXEEd1drs1xeb1LI7LpHpzyNQo5CmqitODWyabUZUmlY6yi0FjRCl5VmSKvmE6dbM9nouYJa5PNvv9ujqNSkGnxOWWk8V/Col1APPULfwXPFJLKqBGGitKb90lfaIa2ahysUSsH9Xsz31duzHtmjvKQqQQIKyF1ohAKEUZ5dV9AbmN7uSgvSrKTdCKhFvqkU7prf81zBrZUa7bpLo2bSp+YN7mlRUg89tgfp7Nns9kRPo0rGu1KX5rtxnPUYflo53xeZY60if/u3f5ssy/jABz7A7du3uXHjBv1+n1deeQWlFL/+67/Or//6rwMmn+8rX/nKqV60xWKxHBdHCm50a4yGKfNtKU8zlGlqzR2Mcx5sj9HaeGM2d9JZ1e9p+HJ/mM2KaZWlsYzXay5VqSkrRVmZnELPNR7trKiI4xKkwJWQF5qdUU7om5DyolKzKrcOkE6U+VJBuxGwPcpQCjxHsj0wCnW36fKdB0PurNYJXJetcUIUupNQa3AdiALfhK4lJUla4NQFeVoSp2aBG3gOSVay1g3Z7KU0Ip/eTkpRVbhuSD3wcBxT9VtpzcO4RKAJfNNap1KabjOkXlegFGVpFtz10OPmam3hvUyjA+I036NYe65p15NkJVmpCDzJm++1TEVxYe4brdneSWlG3hPft80rs1x3TsPAtF9o+VRpYy41BMw8/T23G9zfjEnzik4rIC0U//bPt5ES1lcifM8hyxV3bzQQYpKrLUyYuOdIuq2QB1tjHmzH1COPbjMir4xnuqiMlxoJaM04zhhELjc6Ea4jFzoPXNfolJPk2U+VcgBcZ08B0YN+czjOKauKoqooUqNkt+r+pJf1pJXipIfym5/p8Cev9GcKtlFoNTe6EWlW0W54bA0y8lKZyAY0vuOw1o54uJ2a6CxHsNoN+c79IVluxoUjjZxYa7uoSlNVEEUutdDj1YcjRmmB67iUVUkj9LjVqc1qj7QbAUlurscREscxOfudeoDvS1zHrEHSvAJhjMSBJ7nRjcgLIwu9SYpYkpULrTp3p2JMo0qWPd+iVOSFqYlyXcfw0+JYq4J79+5x7969hW1FUfC2t70N17ULDYvFcrFp1nzurjcmQvzsLPKjpFhQvpyJRX57J2G1E9IfZWS5wnUwPTiloFIKTzvc6EaM0pLtQUqj5qIn53NdgUKTZxX1yKUWmvBsR4ArzaKx0whxpKl4WyqTHx24EscR1H2XduQb73GlQGs2ejGeK0jKijQr6bRCar7pARtN+lhnk5ZcozjHdSUrrYC8qEizCkeYRU+z5tMfZdy72SBOCsLAoeUH3FursdapoZTmX//pFu2GT1Vp4qxgGOe0Gz5lqfFch2fvtAkcAXr/AkLT6IBRshiyPQ2FM4sQTZqWs0gBgXnGU89AXlaHsubbvDLLdec0DEwHhZZrrVlphUhh+vkKKegNM/7o2z2GcclGb2wiYxA0Gx7xpPhh4DsEvoNGoxUEnsuttTqV0gSenPRGftxGq1QVo4mhMgoc2s2AstS4jkAK0+JLKWZzCJjIorxUB4blXkVOkmc/r5Q7jqQSkvHY9HQ+SCmfFjJLspLA97i5UjOF57KKwThntRWy1gkXjK3tms/b3rRGf1J8TEjjT05z40UWQvDMTZ9HvZh65NKu+QSOpD8suLNapzdKaUQur2/FpJkpsiklxHFBoSoi3+XGSo0gcEBotvomRL1R9yd90ANQmkf9lL/4vWuM4hLPkdxZrZs2kErTafoM4wLHNTLad+cisxyo1zySrJop0ZWCh1umx3vom+c1lW1SLEZTTJXm/d5FpTQeNsLqvDmWJvypT32Kz33uc3zjG9/g85//PABf/epX+S/+i/+C//w//8/5iZ/4idO8RovFYjl1zjqUadliMvRdhMjZ6CeUSuM5kmGRkWRG4Q88E2rdaYa06wFxVjKKc8pSmZ6flam+vdlLTX5WqXEck0fu+5Ja6NCqe8RxQS3yKDXsDDPyUiNlRZZpwsghcBw2JsJbYCppj9OCFdchTUu01jTqPt1WiNKatW4ECnrDFL1SM4sDDbXAJS80WVHRbQaMEvCciCh0eX1zTKPmc6Nbox56JFnJn72+YxR60UCg6Q1zPFcSpxW3Vkyf0NB3GY9TbnZrBy5iQ8/h7npjIax0at0XE0260hohjIff5LI9xpHi0NZ8m1dmuc6choHpSd+aUnqiZJQM04JvfXubvDSFnpqRh5CSOC3ZHmTcu9EgSQv6g4xnb7V4w50Wm72URzsx48QoJI3Q4856g8EooypNgSnPdYyBMQpwpERXmlvrIXLS/nC1FbDWDZnejtLQ20npNk2o+vw9X/UiZ8fNs99fKddPVMoH45z7W+OZAVQI6DRC7tzw0Fqz3olYa+0db74rudExhSnjpGSj1LNK20z+Uw89E7LtSDrNgJ1xjlJwoxvhuS47w5yiGSIE+J6pFVKXLvW6R6vukmUV5cQI9Cev9RmOc3OBWtOs+9xeazBOlQnD1sbb/rY3dtncSchLhZQSrTSthpGJSmnecCfi1YdDHm4nsxSlKHDIS01RKYK5MTYf5q314+9pqjRP6xTsfu6OFDbC6ilwrKf9G7/xG/y9v/f3+PEf//HZtueee473ve99/J2/83eIooj/+D/+j0/tIi0Wi+Wysd9islImj6usJl7iZogQglrosNaNZtWzFUYwdpshAo2QwoSHew7NusdoXKC1Js0UQeCa1jGNgMhzCFoOf/baDqHv8sbbbQZJbjzBrmk1IwQ0GwFuKgAT6l3zPZTSrLQCdsYFm70UKQSdVsB4lBMGpg2JwOSIe46gqmClFaC1xvcdnmtHeK7DOM3x3am3SNEbpmzumNYqYBT+MHQoy8q0+pooqlJO8xz1obzKJn/OnS0otDYL4q1+gtZmgTgYZXie6adblkbBnoaOH8Wab/PKLNeZkxqYjtJFoTcqTJEyVxL5HuNJay53omtUE7eyIwXffTDkmVtN0IJGzWejF5MVCiQ83BojpOTuzQZR4NBphES+S3+c0YhcXGEiheqRj+9KBAJ/cp1CGMW6WfdnijVcnxZ8x82zP4lS/mD7sWINzPqNx0nBjW5E4DoHPnPXMd0dAt+d9UV3HUGpTHuuRuSx2jQh277rEASmo0RVwVo3okQzHhdUlem41az5eI5gMC5Y74AqNN+9P6BV8yZyTyCEpiwV370/4C+8oYuQgnFi2r8VhcL3HVzp0Gn4tBsB3UZA6DsEvuThdmIMPnP3lOaK/jDj7npjT2TWfJj39HuaRpWAotsKGI5z8lKhlML3HGqhO0tDs5wfx1Kuf/M3f5Of/dmf5cMf/vBs261bt/ibf/NvsrKywj/4B//AKtcWi+Vas2wxmeamYna3GdCs+aSZmlXrFgKqUqEnFuyqUlSV8Uxv7WRopemPjRd7pRnQbQakmWk/0moErLd92vVwVhW3FroEvovnSJoNH4FZEG3tmCrj48RU4/Vdl1urJuzNEYKtnQzXEdRCkz+22jSFgnqDlNCXFJXGdYVp+SEEvWFKWSq6zZC7NwSeU1GPJq1RJgXHsqJaWDQJAcNRYbzxSs2qjs9zGK/ysuJxW/0EpUxBpFbdJ0lLiqJiaydlrRWCEJPwOmvNt1iOwkkMTIfpolBUxjvXH+fsjIxiEfgFnWZg0kx8l9UW1HyXWmB6GwshqIcurisYJwWP+jGhJ6kFLt8Z5ShM278HmyOeuamphx4OkCSmT3HoSQJPcnOlRqf+2KuYl2rBYz3PdShydtw8+5Mo5XqftOypUvmka4oCF9eRvOFOiz9/fUCpKvojIzNrgcfdZ+tkpcKpFKHv0BukjJOCdjPAcwTP3Wrw6sYIFLQbPlqZ8dWqe2z2E5qNgKjm8mg7ISurWc514Dqsr0SmEKc2EV5FMUk/yitqoUtcKbZ3TGi875k6I0VpvNMrrZCiNDKwUhqlNNIRS7+XSmnCOU/0vAx0HSgrY5gWApq1YGZQtpwvx1pZPHz4kLe+9a1L973tbW/j7/29v3eii7JYLJbLzrLF5FSB9D1Jp+mRFf6C0jnd70iJ7xoB+srGaCao2w2fnVHO9jDj1mqDN99rkuYld240J0XA1Ow8WpviXc2aWQAKARu9hBvdGmVVEaceQtRJc5O/uNqJGI0zxmlhFPdcE/oapU27k61+ikbgObC5Y7zaRaVRlQl5k1LMwtbitEAgSHMTpqYmi+DpvU+bTeeFyQVXu6oFw+FzxOY9asMkn3mzp4viN9xpsbWTUlSKZt0nClyksPnSFst5clBoeSPyGMQZWzsJRakm6TOmpVGWV8RpRRi4pFmJ73m86Zk2vZ3MzCtAmlfsjFJ6g5z1dkReKcZJTrcVMohzNvsJd9br/PmDAQ3f4y1vXMGZtGQ0BbICbnQibqzUZuHe/VG2VLGectULRB03z/4kSvl+oc0AGvFEY+j8GPt3nu3w2qMxoWeKbd5YiXClZDBKSPKKeujSGwoatYDAdxiOchwl8aTE9yX10HTciHyJmHjQJw5iHEcQChchBa50Z9sDXxJnBbXQoyiNPA4Dl82dBKVNV437m2OShmn/5UhJtxXguQJvUq/KVEkvZm3GdnfD8F1nj+wKPYebKzW+fX9ALXRp1h7LQM2Tw/Etp8+xlOtnnnmG/+v/+r945zvfuWffV7/6VW7dunXiC7NYLJbLzLLFpCPFrDDJtHDOdEE53T/N6StLRVkposClmIR5VaWmU/fRCFoNn24jQMiAZi1gMEwWfnv+v2B6dA7jAqU03VZI4JZUWtOu+4ySgrKskI6kVfMnYWsOaJMHV4s8bq3WcFzJOClIcuMl7g1SpJS06v6kpdg0bI1JzngBmN6froRa6NKqB6RZiesIionCHXiOUbrnrv8oXuWpR62sFFlYLewLfYfbq8aI0Kj5dOqBzZe2WJ4CB/WSzws1mwdDT7DSCtgeZGhtWm9FTVOTotMK8KQpGJXmJf1RNmm1JEFoqsoY8oR0uHuzhtiANDM9iMtS0Vjx0YAjoVUPaNY9QtcUN5vPo77uLfiOm2d/EqV82oJtt0LpSMlaOzzUnD0dY1uDlFbdp9sUj4uUpeUkLcvU45i2W8uzinYjIM7LyRg02z130jay1DhSIrRgpR1SKUVWGKOyUqYjxUo7RCtMWy9gvRNSVbA1TGnUQlz3sRdbIBjGBa2Gj7vLguN7clJ1XOBP2lOarh2awHO4d6Oxp4UkmCrpvicX5OiU6xBpcdE4lnL9n/6n/ym//Mu/TFmW/JW/8ldYXV1le3ubr3zlK/yDf/AP+Bt/42+c9nVaLBbLpWP3YrLbCmcVygGkYNZ+QyO4uRLRCE17qMqRaEybkG4zICtMfrKUwlQwbUfUIm+WWzaP70kCzyH0zRSfl4qtfjqr9J0XFa4rEUrNFixmm0MYuESBy/YgoSihVfeolKZZ83jz3Q710EMrzSgtaEyKsIm5Nc+0OqkQzAqOKa2JAgfHgYfbxghQVia/WynNnbXG4+q8EtY7x/Mq77fglRPFvlMP7ALDYnmK7NdLfj4tpCg1b7jbQoghw7gg8F0TPtsMefZWkzg1Rrupp1MIRaA8RvEQIQVZUfGoH9NtBNxdr5Nkim7Lx5WCWmDO1Qg9bq/W8SaVm/WutBTbgu94efb7K+WCldb+CvL0efsuCwrltB1ju+4f+rqniuk0amvKdIwFnoNg8TrSrGSlHRB6LlWlWG2HOIKZYt1tBdQjl8g3aVRFaWSVVuC54LsutcjDdQS+55ic61LTH5oe1b4n6bYiwHSqEAJGsWYwSWGaKsxaw41ubdaabiq7pkaNZYo1nF4vesvpcKzZ4a/9tb/GgwcP+O//+/+eL37xi7PtjuPwwQ9+0FYLt1gsV5ppwa3DLDh2LyYDz1lYeEx7YO+uQOtIwVo7pDdIqZSateSYCnopIXAlrVpEMqmELSah1hrBMzebJKlZoPQGGUKY/q7tRjBRZDW+Z6rn1kIPKSHyHFxH8KgXU5SmCIzAVPJVynixu62AWuiigFFckGQlUgoaoUuloVSKojTFyeYLjk299GutkFJNFhGdiFtrZiFRVqb4y52bTUaTPO6jYhfEFsvlIwpcfHex+nZVat54p0lRmTnzRifi5kqNOC2IJ8dMPZ07w4wkz4lCB8d1aOIhhSZOKnbGOYFvWhkWlSm82G74rHeimWINew1ztgWf4Th59vNKOUCnE9KpuXsMGLt/Z/q8wdQMMduP97yn77MoNcPEGLT15DUKAd12wGCcz4zTjhQmP1kbuddphRR5RV0az7fnmlDxaT63EIoo9EnSHG+S5x24Et9zKCuNIx1wFYHv4AiJBgajnJWmT1GatK165DNOcnqDjPVOhJSP79dz5JGMGtc90uKiceyVxs///M/zkz/5k/yrf/Wv6Pf7tFotvv/7v59ut3ua12exWCwXivkenlOO0p7lKN6Adt3n1kqNcVrMrPjTELepshj4Dp3II44zXn8UA4Jm5BOnBa5jwsTaDR/PlXiOIJ8orRrY7CfUQmNt1whGaclqO2IwKoiCWSMTfNeh2wpMP1mMcSFOCtK8nOWV/fmDIZHvApqxMNVMq0oTBA6jscJxFr30a+2Qdt1fuG930i7nuNgFscVy+XCk4NZqjd4wJSsep3UoJVhrB0S+O8sZTaSYhPc+ng/D0KP3ah8pJKNJteQ8r2jUPHqDlLe8ocE4yU3F5ropBjnvAdzP8GZb8B2fqVLuupJuM6TXG1MeoFzD6T5v33PoxzmvPRxRTarNl0qT5hX31ptEnsOb73Z4fXNEUpRs9VMU2vTlVoLvvD7gDXda+K5cUHgHvsv3PdMhzksc16EqQ2q+O7vWJCtZaQX0hynDcc5gXCCEIPRNrnQ5l7XkOWImE6PA5ErP3+9RjBrLDMtKmSKqQoDSevbNnISjOBauMycy4zebTd71rned1rVYLBbLhWb/Hp5Ha89yWG+AIwU3V2sHKotJVrI1znltY0SWG8ldFKYtB8AwLqmFLlrDysR7XFam3YdGMxjn3Fuv8bCXUBQmZ3q1HQJGIHuO5Ea3NvPylJXGdSRCQLsRkGQlm/0YpY1yjBbU6x4bvYTNSYEzgCxXdJsBqy33VATyfkLeLogtlstHLXD5C9+zwqsbI7KiminOnmvmOoDtYcbWIGWcFqA1RaUJvJLtUUZeKYajnFbDQyca5TiMkoIwdHnt0RjPFXzvMx2akc9wXBB67oKn8LCRR5az5TSed1pU3N8cs91PGcaZqTTuGiNzo+bN2mE6Djxzs8G3Hwx55mYDR8qZEl44ms1+xlve0KUZebPxMTXetmo+rWZkap1oZmOorBQ7o4xmzcf3HKQUaEzaQW+Q0K37lPpxO0g9+XcUOHvu+6gRcvOG5bxU9AamKN9qO2J7kLIzyk/Uo/2kjoXrhI2Rs1gslkNy3B6eJ+EgZbFSmkf9BOm6lNVjr0Cl1CzUTGtmvTGnOd5JViKAUVoQ1F3S3CjUWzspnisZjAs6TY/QdVlph0jmvUXGIz21uBeVwnUEUhhPULPuM45NxddKPf5tX0rSvDow7+6wPEnI2wWxxXL5qAUub7rb3jPXFZXi1Y0RD7ZjKqXQQJwWtBs+eWkKNZalSZ0pSsWjXjorWna71aBR96j5DqM4N3UgJgUTd3sKzwPr+Tsd9nuOUwN4b5QxinM6zRC0kYmB55jWkpO2Xs2aZ3L6J0qu1ppp4ITrCECRFxXOXL73VB5nZUWt5uNJvdB/Oy9NYT4hTDHNG90ag3FOkpfkqULBrKjpfOux3WHbx1Fkp9c2SgsebiestIKZAm+e2fF7tJ+WY+FJv3FVvg2rXFssFssheVpFQ/ZTFo2yr9FLfrdSijQvCX13IRzPCFoBQjBOStREARYS2vWQcZJNqnxrQt8hzkrqoalY7rmSJHfoDbJZEZZK6Vm+pBAwSHLiuJj1754WOJte00kNEOch5C0Wy9Nh91w3/d5Naoz55gUmZLYqodnwiDOfsizZ3EmpSoizwhgBtSbNCwpVUYQeEhilJY4ApMCZFJ86r/niunv+jqs87f470/YxXfocy1JRKTWTxXleoTFK7zgp8VxTzGyaHpWXxosthJGN84VDA88hL6s91+NIQavm0+3W6KEX6oM4jlwIz54WJI0Kl7Hr0qr51CN3QbHenZZwEhnnSIEjBL5r+l3u7h1+XBl81o6Fq/ZtWOXaYrFYDslFKxoyXUA4+/xupUy10bVmyDiZW5xKwc7I5CY+2BpQVopGzeP1R2PKSnNnrU6pFHGmGPZM7vYbb7dYbUdUlVrwjE+FvAb6wwzXkaSTQjaxlKy0g6XXfFyeRvSAxWJ5Oky/92pXvu60KKMrBVpp1jo1Nnqp2S5MsbOy1Liu5M9fG3B7rUGpKu7dajIYZqx3azzajgk8hzc/06FdO3w16uNw3Y2CSVbyYCs+svK0W+lSCnrDlG4rZP5xTZ9jbTL3T2VxqWCcFOhJNbPBOGc4LljrhvRHUJQlvWFGFLokaYmau75YmkJlRyFw5Z52YkJAI/S4uVIj9Pcq1rvTEk4q487CCXCWjoWr+G1Y5dpisVgOyUWrRj1dQIS+qfJd7TKySynIC4UU0Gr4s8rfmzspnWbAt+8PFoTicJwjHcFmP+H7nutQVQqtmfSNFaAf9+EsSuMZr0cuvivZ6CcoBUHkzpRrx4E4KQlck984f83HxbYcsViuDzMD4j6LayGMh1FLuLVSA8wclxclRaXZ6MW4rqRSFUlasjPKadY8XAlFZTyVf/JKn7e9aW3fNkenwXU2ChZlxaP+0ZWnZUpXmpdkRcXWpJ7HvKJaKUU1GS/NyMd1HXZ20plirYE8V/ieQFfGu+04ksCXbO2kBJ5caNAV+BJ9xEJgUWDadbkdudBObFo/4OZKjbyoDvTen1TGnYUT4CwdC1fx27C12S0Wi+WQTIuGOFLu2v50qlFPBbMQ5ro81ywGhBAmhDstcV1Jf5TRmxQ00dqEqjVrPoG/SwRI0xas0mqSwz3pBqo1WV6S5iVamwIp3iQkXGtoNQIcKWnVfXxXmKrfnmS1HZIVFems3YlZTFRKM0oK+qOMUVLs8UodxEWLHrBYLKfH7rlBTOZU09N677cthak0nqVGYUmLiih0EY7k2Vstar5DtxGgKs3t1Tq9YUoUehRzNSqyoqI/ys70vq6zUfCgOX6qPC1jmdI1PU9RmuKbu5lW9/ZcMy5877FMFlLi+4I3P9PmuxsjXt+MedRL6DQCHGmM0b7n4PsOUejyxjsdinL/61vGdI3guZJaaPL6a+Hjwny+K2lEHp1GQGOuUNo8u2WYUhCnJcO4IE7L2TexH1MnwG6EMOfKSnVkubvfOc09n8yxcBW/Deu5tlwKHM8hL5dPBOJyRYtYLjkXqRq1IwXrnYhBVvKoZ6qAVwoqrai04N563VQAn1jPhQcPtsfUQuNdfu52i+1+SlZWSEcihCBOCjrNgO2dlLVONPstKeVMGE8Lo0WBh+9Kkqzi+57pTH5fs9KOiJOcJDOu9GkhtPVuRFGpfXOrGofwHF206AGLxXI6LMu7dB058/7tDrf1XGm81sDttTquK+mNMmqhBwK2+wndTp1m6IEw54iTwuTUCoFSCjmpEL0st/Y0uc5Gwfmc5KX791Gelm2fl7Pz9TymuI6cVc32HMlzt5qkky4aK60aQpe8uhlTFAoVmLSB+1sxniORUuJ5DmHgcG+9PuuLfVTl7qRrhHkZN636PT/mh+OcwHP2Dadf1pJSaejtpDTrPsNxxpCj5TSfZZvLq/ht2FWI5VKQl5q/8z98fem+n/9rP3jOV2O57pxXNerDFIDxPQeZV9QjD39StVQBcZrz/73SpxF5s9A5b2I1n1bwHo5y2g2fQVLgCMFaKyLOSpKspNMMSLMC1zVtt1y5uLCRQrI6qfztOgVZUZpe2pP9YSskLybKdiuk0whI8pKH2wkCvbSK6WEUY9vL2mK5PBy2iNV+eZfTv0Mbr+R6J5r17r21UsdxBNuDlHro8mpekmYl/aHxevu+g1KKcZpxe63JH//5JndvteiNMpK0RCuNkIJ66HL3ZvNMn8N1Ngq6TzCa7qc8LdtuIhhM/ZDd42j6HB0puLNWJ/AdtgcSRwp8TzJOSnbGimLi8Q5cZ9Ihw+G1jSEIwUorZBxDnBS8+V4HccD1HcRJ1ghTGfdwK54p1lqbdIdW3WMwzqkqzb0bjX3l3W4Ff6OX0G2GzDufj5rTfBSjwVGK113Fb+NSXLFSis9+9rP81m/9FoPBgB/4gR/g4x//OM8999zS43u9Hp/85Cf5l//yXwLw3ve+l4997GPUarXZMf/7//6/83f/7t/llVde4Xu+53t48cUX+ct/+S+fy/1YLBbLkzhs9cxRkjNKClT1OLcryUu2dlJTBXySRSalqRw6UAVrnZDAdwhDj1JpqlIxykrazYC8qhDCIXAlWV6x1qkRBpKi0IS+u3AdU2G5TDhO+3eG0ij0D7djhnE+C7+ctiOZyttKKcZpwdohns1Fih6wWCzLOUoF4GkIsFLsyVWV0hjopBCT7z2afe/T+aSsFLXQY5SW+J4DWcE4LfFdiXAd0ryk2QgZJQVaQZoVs9/WWjOKC6rO4XNrj8p1NgpOw5931wSBg5WnZXJFSui2AobjfMFAu/s5OlKw2grJ8mqmnIa+S3+UA0bhF9Lk7PdHCWWlCUM5S2FK84r7mzHP3mzsub5KaeI4p0QQx/lCK67TIvQcuq2AvKxIy4okKRFoBmMz3odxQbPus9IM9j3HVMEfJQW+t1/R06PlNB/GaHDUyt9X8du4FL72z33uc3zpS1/ik5/8JF/+8pcRQvCRj3yEPM+XHv/Rj36UV155hS9+8Yu8/PLL/O7v/i4vvfTSbP//8//8P7z44ov82I/9GL/927/Nv/fv/Xv89b/+1/nTP/3T87oli8Vi2ZcnVc+chmenRcX9rZidYc5wkqf4qG8WCkmmGIwLxmlBnBaM4pzeMGOUFqRlRW+QEXoO25Nc7FbDBw1vuNXi7d+7SqcZsN6tsdYJudGp8b3PdFhpBay1I+6s1ReE5EG56NP+2bsr/halYmsnWUjrUNXhc8CmQv6g3DWLxfJ0OOwcNqWsTAjso35Cf5TNDHGP+smkXZJe+r1PvYqV0qaWROThuIJW5Jsij0rzqBeT5iX3bjRo14MFxTrwHe6sNegNzNx4lkyNgmvtiE5j+Vx6FfFcZ9JZ4mi1SvaTK5Hv8he+Z4XV1sHPcfffG8Xcx3Md2o3AFD/TUBSm4GdvmDEY5/QGKY/6Ca9tjkAsRmylRcXrm2O2dozc3NpJeX1zTFqcflqBmqRTxbExIs/XCaiUMq3nDpE3fZ45zUf97qdctW/jwnuu8zznC1/4Ai+++CI/8iM/AsBnPvMZ3vWud/E7v/M7/OiP/ujC8d/85jf5vd/7Pf75P//nvOlNbwLgE5/4BB/+8If5uZ/7OW7evMl/99/9d7znPe/hAx/4AAD/9X/9X/PNb36Tv//3/z6f+MQnzvcGLRaLZReHqZ4ZBS6PeglSCEwd1Mf7x0k+KT6mENMGnoDSRqG9s1qfhVdGocvmTorvSG6t1qgFplXI1HvUaQSz8O+D2M+bPH8vu88xLUrjTcIGpWMVZIvlKnDUCsBCioXc0vlje4OMmyu13acBHns3HWm8k8OkIElKtNYzT1k9dLnRqdEIXRqRy0rTpyjNvBP6DkqZ34mT8sxbcp1XStFFIwrcY0UbnTRKafffr8iQ0HMn/1+TF5p66LHRi4l8h1rgGmVTCELf4fVHY250aviTAp5TxXG+/eVZtYxynWnF8eXfkUAfyut8njnNJ6n8fZW+jQvvuf7Wt77FeDzmh3/4h2fbWq0Wb3nLW/ja17625/ivf/3rrK+vzxRrgB/6oR9CCME3vvENlFL8v//v/7twPoC/9Jf+El//+vKcXovFYjlPDmNpngox35M4u5TSolKEvkvgOyyku2lBPTKLBymhFrqsNkNWGgFR4JgQykmP2FroHlqxnrLMmzx/L8sq/k4t2Y6U1MOrIVgtluvOUb1lApD7rEilhP1moKl3MgpclNKTbgngeQ7dRkhVaWqBQ1FWlJPuBr7rUA9NjYoFPUAcPnLGcnSOG2100iil+b9v1Xxur9Vp1nzaDY9GzSUtShCaRs0DTARE6EscYeTTNPXgMIrjaRIF7r4Fez1X4nvyUF7ns6z0vZurWPn7OFx4z/WDBw8AuH379sL2GzducP/+/T3HP3z4cM+xvu/T6XS4f/8+g8GAOI65devWoc53FJ5UtGE/phYw5xJWxDsph713pUxuzFLEMfc9Yb8QZ1+l8Dq/+/Ng2Td5GZ657zsHXp/vOybH2pFIIVnv+GRpwbSZTKX1xFNQo1KP+3QqrYlTU3js8XOA1XZIb5ihhXi8fVKJPPBPFpY1fy/zv6Um3nTfc/A9EzboT0LALvK7OSyXYZw9DY4rJ4+CffZP/xkcZg6bHwtSCG6s1NicpLVMcR3BWidCCrHv2Gm4RkGQjqBQijBwyHNFUWpCz6HTCihLRbvlMxiWLLss1xE06/65jM+Lxlne89Meh8uYjpdxWtCqBbM87GpS4M51BO1GMCuEVlV69owey8fF/045zWfpArfXG8QTL/ts+9w3sfs72u88t1Zrk17jj8+zW8afxrs66nd/HjyNMXjhleskSQCjIM8TBAE7OztLj9997PT4LMtI03Tf82XZ8fscSinoduvH/nuAVit68kFXlCfd+2Y/wXX3X+Qfd99B+x1H0u2czzu5zu/+rHjSN3mRn3mjGVIiZq1A5hES7txsmj6V4rGw+J67HdK8oqoUWVkReM6squiUUilW2pKo5oEUVJXGcQTdjk+3ExGFHrXAxZ1UFfee8O0c9166HVOVHA3P3mrSbgQLv3WR381RuUr3clJOQ04eBfvsn94zOMwctjC/uA6VkLSb0WwecxwTti2EoNMJ6TbDA3/T8V2UEGz3U8pKUSpFVSmKCtpNSasW0G3VGIwW50XHEdxYibh3q30qc95l4ry+yYv4Lc6KZzqS3/+3j0xLyomB2ZGStU6I1tDuROYZTcboPPX644JihxmjR6XRDBGOJEn3fhNLv6MJRVkxSgrKUuG6kvVmyPpaY2HbfjL+JO/qyN/9OXKeY/DCK9dhaAZqnuezfwNkWUYU7X1QYRguLXSWZRm1Wo0gCGbn271/2fkOi1KawSA+1t86jqTVihgMElNg4Rpx2HuvFJQH9KE87r6D9leVotcbH/i3J+W6vvvzEOb7fZOX5ZlHjuDRcLmleTQ0hUzG4xQQ1OsBcZw/7oUpQWhFM3TIC0WpNK4UBL7Lw62YUZzNp2kjhWC9E7LWDHDQUFaM/v/s3XuQbNdd2PvvWvvdr5mex5kjHVlCtnEUK2CQkR+Uje/FUFe3CBXHqZBb4IoDBhOILWOMEhw7sWUUBNjgKtk4cRLbUFQqTpnkwq3EFIWhKqYICNs4+N6yJQcMto50zpk58+iefuzn2veP3d3TPdPzfvX0/D5VKkndu3v23r33Wuu311q/tXlyCVr2OhYrz2ltFg89L8pvcxAX7VjO8548aRft3J+GSTgH+5Vhw/rl2fC2JstI4gRLK2ZL9r71cWZy8swQRSlxmhGlOWGYYPKcrq0JbM09d9RQxiaMskG56HsWNc/esU/nbRruyUm4DvczU3KYr7l044w0K4aFW1rRakd4jsa3FOvr7ZFr1NKactmj3Y4Gy4Id5Bo9ipKtaacRxuQj98S4+wiK4eu79VIHnl0EfmPq+JP6rQ5z35+Fk7wGD3pPTnxw3R/ivby8zN133z14fXl5mfvuu2/H9levXuUzn/nMyGtxHLOxscHS0hKzs7OUSiWWl5dHtlleXt4xVPyw0vR4P1qWmWN/x0W137HnSpPnu8yHyjnae/u8n+fH/00P6jL/9qdpr3M66efcsTRL9dLYRC79/Z6r+aw1i8oq6/XSWLpYCxboJTwDtzcnOzdQK3usb4YkQ5WMtjVKFd+bn0LW7YMcy7BJ/20OY5qO5SSc5bmQc3++5+Cw9/1czR+7HM9czSc3OekBMiMvzgREYcrXbjSxbBuT51gaFmd9yoFLYzNmaa5EnGQH2qfL4CyOe5LvRQ3cfbXGXzyzQZob0jQnBTzH4t47Z9AwUucOX6OZKTKOH+YaPazD3EeZybm52tmZGDCDm6udAyVdO+5vddj7/qyc5TU48cH1fffdR6VS4cknnxwE181mky9/+cuDbN/DHnzwQT7wgQ/w9a9/fbAO9pNPPgnAAw88gFKKBx54gD/90z/l7//9vz/43JNPPslLX/rSMzgiIYQ4mP2yZ/qOxbXFCpZrY/XGYQ1nUt2eZTXLc9Is5Eo9IE7MYC52sV7owTKPntaxbJeZXNaxFuKCO8x9fxLr1zuWplpxuWupimVZgMFWxTzaPC+CoTjJpiYrsTgZMyWXb3nBAhutiDjNcG2L2YqHu21+cP8ajdKMUsnF0fmprHO93UHvo37SNaXYUccfdk3rs9jfaTXxwbXrurzhDW/gAx/4AHNzc1y7do33v//9XL16le/93u8lyzLW1taoVqv4vs9LXvISHnjgAd7+9rfz3ve+l06nw3ve8x5e97rXsbS0BMAP//AP8+Y3v5kXv/jFfNd3fRf/+T//Z77yla/wr/7VvzrnoxWTxLE1yS7JH11bkZ3CuoZCHJalVTHPK812PJXdXsH1s57meXF999/pD96YlEye3Sjd8fS9vybqRV33Ugixv+M0ysMkY2W9WCe7E6WUSx5RFFOv+gwPUJuUck5MFtfWXDlAnh1LK2oll3q9xDr5RPXIp5nB5LC60SUZ2i/H1szPBHLtn5GJD64BHn74YdI05d3vfjdhGPLggw/ysY99DNd1uX79Oq997Wt5/PHHef3rX49Sig9/+MM8+uijvPGNb8TzPB566CHe+c53Dr7vVa96FT//8z/PRz7yET74wQ/ywhe+kH/zb/7NyPJdQiSp4Zf/w/jl2d7xQ9+BNPHFRXOW610eVZJmvfliO9e7PY21RIUQF9/IGsRD5UOa5aw2ulypB4MAexLKOSFOg9aK1cZoYA1Fe3a10WVh5mQTronxLkRwbVkWjzzyCI888siO9+666y6efvrpkdfm5+d54okn9vzO173udbzuda87yd0UQoiJ1l/vctxanSe93uVRtbrJSCKUYWc5rE0IcXEMr0HsuzbtcGvYWZIa4sQUSxBOSDknxGnIgV2W4qY3PVycAXl8J4QQl4SlFYv1YMfanP0h15PQI7zfEDsZ1iaE2G64XNAa6lWP4VWT+hmeJ6WcE+I05CanXvPG1vH1mkd+CgnXxE7y+E4IIS6Rk0gadJpse/KHrgshJsv2csFzLeollxVyksQwV/OZr/kTU84JcRpsS+PaxYohYZwOEpr5ro3WUn+eFQmuxcSwHIs4Hf9UTUl9KMSJmeRMnpXAwdKKbEy+QBnSKYQYZ9yUF9uyKPsOeEhgLS6F/n0AhpI/WldK/Xl25CyLiRGn+Z4JxIQQozKT0+nEpCg6nfhMlgQ5bY5tsTgb7Jot/KIfnxDi5PWnvPSTmilVzMOOkoy5qiRxEidnkuvd7ffB1utSf54lCa6FEOIC6i87g4LEKJqbIeRMxXJVgWdP9NB1IcTk6U95abZjVja6BFrjWJpmO6LdTaaibBTn6yLUu5M+9esykMH3QghxwQwvOzP6uum9fvGTlvSHrs9WvMFQcSGE2E+rmxD4NrWSh+6VG9NUNorzcZHqXak/z5cE10IIccEMLzuzXX+5KiGEuGykbBSnRa4tcVASXAshxAWz33JUslyVEOIykrJRnBa5tsRBSXAthBAXzH7LachyG0KIy0jKRnFa5NoSByVXghBCXDBby23sJMttCCEuKykbxWmRa0sclATXQghxwfSX29he0ctyG0KIy2yrbFTbXpeyURyP1LvioOQxixBCXED95TaiNKNUcnF0PlHrbQohxHnwHYtrixUs18bKi3mwshSROAlS74qDkOBaCCEuKEsraiWXer3EOjlpKglVhBDC0op61Yc0k3JRnCipd8V+ZFi4EEIIIYQQQghxTBJcCyGEEEIIIYQQxyTBtRBCCCGEEEIIcUwSXAshhBBCCCGEEMckCc2EEEKIA8hMTjdKSTODbWnJQCzEIck9JMRky0xOq5vIPXoMElwLIYQQ+wiTjJX1LpnZygzbX9/Ud6xz3DMhLga5h4SYbJudmGdXWsRJNnhN7tHDk2HhQgghxB4yk+8ICorXTe/1/Jz2TIiLQe4hISZbZnKW1zs77kW5Rw9PgmshhBBiD90o3REU9GXG0I3SM94jIS4WuYeEmGztMCHfZcluuUcPR4JrIYQQYg9ptkuL44DvC3HZyT0kxGQz2d4903KPHpwE10IIIcQebGvvqnK/94W47OQeEmKyaWvvpGVyjx7cxJ+pKIp49NFHeeUrX8m3f/u38/DDD7O6urrnZ65fv86P//iP88ADD/Cd3/mdvP/97yfLsrHb/vZv/zbf/d3ffRq7LoQQYgoU2VLHV5eWLrKpCiF2J/eQEJOt7DuoXaJCuUcPZ+KD6/e+97380R/9ER/60If49V//dZ555hne9ra37bp9kiS86U1vQinFJz/5Sd73vvfxm7/5m/zqr/7qjm0//elP8653ves0d18IIcQFZ2nFYj3YERz0s6jKMiVC7E3uISEmm6UVV+qlHfei3KOHN9GPIW7dusVv/dZv8dGPfpTv+I7vAOBXfuVXeOihh/if//N/8m3f9m07PvO7v/u7PPfcc3zqU5+iVqvxohe9iNXVVX7pl36Jf/yP/zGu69JqtXjve9/L7/zO7/DCF76Qzc3NMz4yIYQQF4nvWNy5UJY1eoU4IrmHhJhs1ZLLtcUKm+1Y7tFjmOie6y984QsAvPzlLx+8du+997K0tMTnPve5sZ/5/Oc/z/3330+tVhu89opXvIJWq8VTTz0FFMPGG40Gv/mbv8n3fM/3nOIRCCGEmBaWVlQCh9mKRyVwpMEhxCHJPSTEZJN79Pgmvue6Xq/jed7I61euXOHGjRtjP3Pz5k2uXr26Y3uA5557jm/91m/lvvvu49/9u38HwGc+85kT21/bPtqzCquXJMC6hMkCho9dGYNSu9zEipN/7xifVepkkjtc5t/+LIy7J6ftnE/T8RzmWDKT0w4TTJajLUXZn6xGwDT9LifpqPXkYci5vzznYLdy4LIc/0k4zXtyGn+H4ppLSdc7RGGK71oTVfcc1TT+VnA+x3WuwfX169d57Wtfu+v7b3vb23Bdd8frnucRRdHYz4RhONJr3d8e2PUzJ0FrRb1ePtZ31GrBCe3NxVOrBcQbXWzb2nWb03jvqJ+1LE199uR+r8v825+W/e7JaTvn03Q8+x3LZidmbb1DbhQoRWagEaZcqZeolnbWGedpmn6X4zqJevIw5NxP9zk4SDkwzcd/Es7qnpyW32HrmoOwFQMQmcmse45qWn6r7c7yuM41uF5aWuLTn/70ru//9//+34njeMfrURQRBONPku/7Oz7TD6pLpdIx9nZvxuQ0m50jfdayNLVaQLPZJbtk68htP/Y0HZ/VHTiV94762SwzrK+39/zeg7isv/1ZVOa73ZPTds6n6XgOciyZyXl2pUVmdq7J2doMubZYmYhehIv2u5znPXnSLtq5Pw3Tfg72Kweet1Rjrl660Mc/DffkNF2Hw9ecpTXlske7HZEZM1F1z1FN02817CSP66D35LkG147j8IIXvGDX959++mk2NjaI43ikB3t5eXnH0O++q1ev8tWvfnXkteXlZaAI5k9Tmh7vRyuCy+m5oA8jywx5Dnm+yyL2p/HeMT6b58f/vYdd5t/+NO11TqftnE/T8ex1LK1uQpzs9tALNtsxlcA5zd07lGn6XU7CWZ4LOffTew72LQc6EXP10tQe/0k6i/MzDb/DuGsuM4YsMxNZ9xzVNPxW45zlcU30wPqXvvSlGGMGic0Avva1r3Hr1q1B9vDtHnzwQb785S/TarUGr/3xH/8x5XKZ++6779T3WQghxOlJ93nyvN/7QoiLb7/73GR7PFQX4gik7hEHNdHB9dLSEt/3fd/Hu9/9bp588km+9KUv8Y53vIOXvexlg2W44jhmZWVlMBT8e77ne1hcXOSnfuqneOqpp/jMZz7DBz/4QX7kR35k7PxtIYQQF8d+iQRPItGgEGKy7Xefa+viDs8Vk0nqHnFQE38l/NzP/RyvfOUrectb3sKb3vQmnv/85/PEE08M3v/iF7/Iq171Kr74xS8CRfKyf//v/z3GGH7gB36ARx99lB/8wR/kJ3/yJ8/rEIQQQpyQYs3N8VWXpYs1OYUQ022/cqDsX/zhuWKySN0jDmrir4RSqcRjjz3GY489Nvb9l7/85Tz99NMjr91zzz18/OMfP9D3v/Wtb+Wtb33rsfdTCCHE6bO0YrEesLLeJTNm6HXNYj240AllhBAHI+WAOGvD19zo63LNiVETH1wLIYQQw3zH4s6FMt0oJc0MtqV7vQrSuBHispByQJy1/jUXpRmlkoujczx7Ota5FidHgmshhBAXjqXVVGRmFUIcnZQD4qxZWlErudTrJdbJpzKztjieiZ9zLYQQQgghhBBCTDrpuRbiCBxbk6Tj33NtRbbL+ptCCCGEEEKI6STBtRBHkKSGX/4Pnx/73jt+6Duwznh/hBBCCCGEEOdLhoULIYQQQgghhBDHJMG1EEIIIYQQQghxTBJcCyGEEEIIIYQQxyTBtRBCCCGEEEIIcUwSXAshhBBCCCGEEMckwbUQQgghhBBCCHFMElwLIYQQQgghhBDHJMG1EEIIIYQQQghxTPZ574AQYn+WYxGn+a7vu7YiS7Iz3CMhhBBCCCHEMAmuhbgA4jTnl//D53d9/x0/9B1YZ7g/QgghhBBCiFEyLFwIIYQQQgghhDgmCa6FEEIIIYQQQohjkuBaCCGEEEIIIYQ4JplzLcQZ2p6YzBi4vdElM+C4NnFixn5OqbPaQyGEEEIIIcRRSHAtxBnanphMKYVtW6Rpxk//4Et3TVr2jh/6jrPaRSGEEEIIIcQRyLBwIYQQQgghhBDimCS4FkIIIYQQQgghjmnig+soinj00Ud55Stfybd/+7fz8MMPs7q6uudnrl+/zo//+I/zwAMP8J3f+Z28//3vJ8uywfthGPLLv/zLfPd3fzff/u3fzutf/3p+//d//7QPRQghhBBCCCHElJr44Pq9730vf/RHf8SHPvQhfv3Xf51nnnmGt73tbbtunyQJb3rTm1BK8clPfpL3ve99/OZv/ia/+qu/Otjmscce47/+1//Ko48+ym/91m/xf/wf/wdvectbePLJJ8/ikIQQQgghhBBCTJmJTmh269Ytfuu3fouPfvSjfMd3FAmdfuVXfoWHHnqI//k//yff9m3ftuMzv/u7v8tzzz3Hpz71KWq1Gi960YtYXV3ll37pl/jH//gfk2UZv/Vbv8Xjjz/Oq1/9agB+/Md/nD/+4z/mP//n/8zLX/7yszzES2evbNnTkhHbsTVJOv690zrGvf6mayuyJBv/phBCCCGEEOJETHRw/YUvfAFgJOC99957WVpa4nOf+9zY4Przn/88999/P7VabfDaK17xClqtFk899RQvetGL+Df/5t/wt/7W39rx2UajcfIHIUbsly17GiSpOfOs3/v9TetU/qoQQgghhBCib6KD61u3blGv1/E8b+T1K1eucOPGjbGfuXnzJlevXt2xPcBzzz3Ht37rt/KqV71q5P0///M/50/+5E9417vedaz9te2jjbK3LD3y72lmTBFQD6ihf6tt7w07jfdO63sP895JHP8+7ysF9iW4tsYZd09O2/02TccjxzL9jlpPHoacezkHl/34D+M078lp/R2m8bim8ZjgfI7rXIPr69ev89rXvnbX99/2trfhuu6O1z3PI4qisZ8Jw3Ck17q/PTD2M1/72tf4J//kn/C3/tbf4h/8g39wmN0fobWiXi8f+fMAtVpwrM9fBLc3utj2zn5U2ypeG/feYJtTeO88/uZpHP9e71uWpj47/dfWdvvdk9N2v03T8cixTKeTqCcPQ869nIPLfvz7Oat7clp/h2k8rmk8Jjjb4zrX4HppaYlPf/rTu77/3//7fyeO4x2vR1FEEIw/Sb7v7/hMP6gulUojr//Zn/0ZP/mTP8ni4iL/9t/+27GB/EEZk9Nsdo70WcvS1GoBzWaXLDNH3oeLIDOQpkPzf1URWKa9bO4j721zGu+dx988jePf6/0sM6yvt/f87Fk7i8p8t3ty2u63aToeOZbzc5735Em7aOf+NFz2czANxz8N9+Q0/A7jTONxTeMxwcke10HvyXMNrh3H4QUveMGu7z/99NNsbGwQx/FI4Lu8vLxj6Hff1atX+epXvzry2vLyMlAE832/93u/xzve8Q6+5Vu+hX/9r//1jt7uo0jT4/1oWWaO/R2TLleaPN9KaKb646Lz4p/h90Y/eArvndb3HuK9Ezn+fd7P8+NfmxfVXsc9bffbNB2PHMv0OstzIedezsFlP/6DOIvzM62/wzQe1zQeE5ztcU30wPqXvvSlGGMGic2gGMZ969atQfbw7R588EG+/OUv02q1Bq/98R//MeVymfvuuw+AP/iDP+Cnfuqn+N/+t/+NT3ziEycSWAshhBCTJDM5rW7CRiui1U3IzB4P6CbARdtfIYQQu7usZfpEB9dLS0t83/d9H+9+97t58skn+dKXvsQ73vEOXvaylw0yhcdxzMrKymAo+Pd8z/ewuLjIT/3UT/HUU0/xmc98hg9+8IP8yI/8CK7r0mg0+Gf/7J9x//338653vYtGo8HKygorKytsbGyc38EKIYQQJyRMMp673eZ2o8tGK+J2o8tzt9uEE7os30XbXyGEELu7zGX6RAfXAD/3cz/HK1/5St7ylrfwpje9iec///k88cQTg/e/+MUv8qpXvYovfvGLQJG87N//+3+PMYYf+IEf4NFHH+UHf/AH+cmf/EkAPvvZz9JsNvnzP/9zvuu7votXvepVg3/e+ta3nssxCiGEECclMzkr610yY7a9bnqvT1bvwUXbXyGEELu77GX6RC/FBUUSsscee4zHHnts7Psvf/nLefrpp0deu+eee/j4xz8+dvvv//7v5/u///tPfD+FEEKISdCN0h2Nmr7MGLpRSiVwznivdnfR9lcIIcTuLnuZPvHBtbh4LMciTsc/ldprqWZxOhxbk6Tj33MdTZyMLwCP/J6tyC7BsB8hJlW6T0bU/d4/axdtf4UQQuzuspfpElyLExenOb/8Hz4/9r13/ND4RHTi9CSp2fP3OI339l6RWwhxmmxr7xlf+71/1i7a/gohhNjdZS/Tp/vohBBCiEsm8GwsPb56t7Qm8CbrufpF218hhBC7u+xlugTXQgghxBSxtGKxHuxo3Fha916frPk5F21/hRBC7O6yl+nT/ehACCGEuIR8x+LOhTLdKCXNDLale70Jk9mouWj7K4QQYneXuUyX4PqMjUv2ZQzc3uj2nvCc7CT/vZKL7ZV4aq/P7fdZIYQQ58/S6kJlZL1o+yuEEGJ3l7VMl+D6jI1L9qWUwrYt3vYPvu3Ex+nvl1xst8RTe31uv88KIYQQQgghxGUjc66FEEIIIYQQQohjkuBaCCGEEEIIIYQ4JhkWfkK0VszNlffdbm0zwrbHD6jWlmZuNjjR/drr71m2Zq46/u/t9bljfVYx9j3L0ru+t9fnjvXeaX3vEd471vGf8b7u995e18ZZ2u+erNXOfx9P0jQdjxzLdDpoPXlS5NzLObjsx7+fs7onp/V3mMbjmsZjgrM9LpXn+e5Zq4QQQgghhBBCCLEvGRYuhBBCCCGEEEIckwTXQgghhBBCCCHEMUlwLYQQQgghhBBCHJME10IIIYQQQgghxDFJcC2EEEIIIYQQQhyTBNdCCCGEEEIIIcQxSXAthBBCCCGEEEIckwTXQgghhBBCCCHEMdnnvQPTIssMa2vtI31Wa8XcXJm1tTbG5Ce8Z5PtMh87XN7jX1ysnvrf2O2enLZzPk3HI8dyfs7znjxpF+3cn4bLfg6m4fin4Z6cht9hnGk8rmk8JjjZ4zroPSk91xNAa4VSCq3Vee/KmbvMxw5y/Odh2s75NB2PHIs4CXLu5Rxc9uOfFNP6O0zjcU3jMcH5HJcE10IIIYQQQgghxDFJcC2EEEIIIYQQQhyTBNdCCCGEEEIIIcQxSXAthBBCCCGEEEIck2QLPyOZyelGKWlmsC1N4NlYU5Y0QAghhDgqqSeFEGJ6XNYyXYLrMxAmGSvrXTJjBq9ZWrNYD/Ad6xz3TAghhDh/Uk8KIcT0uMxlugwLP2WZyXdcXMXrpvf69KwlJ4QQQhyW1JNCCDE9LnuZLsH1KetG6Y6Lqy8zhm6UnvEeCSGEEJND6kkhhJgel71Ml+D6lKXZ+IvroO8LIYQQ00zqSSGEmB6XvUyX4PqU2dbep3i/94UQQohpJvWkEEJMj8tepk/30U2AIjPe+NNs6SJznhBCCHFZST0phBDT47KX6RJcnzJLKxbrwY6LrJ8x7zKkpBdCCCF2I/WkEEJMj8tepk/3o4MJ4TsWdy6UL+Vab0IIIcR+pJ4UQojpcZnLdAmuz4ilFZXAOe/dEEIIISaS1JNCCDE9LmuZLsPChRBCCCGEEEKIY5LgWgghhBBCCCGEOCYJroUQQgghhBBCiGOS4FoIIYQQQgghhDimCxFcG2N44oknePWrX81LXvISfuRHfoSvf/3ru26/vr7OO97xDh588EEefPBB/sW/+Bd0Op2Rbb70pS/xQz/0Q3zrt34rr3nNa3jiiScwxpz2oQghhBBCCCGEmEIXIrj+yEc+wic/+Ukee+wx/tN/+k8opfixH/sx4jgeu/3DDz/MM888w6/92q/xxBNP8Ed/9Ec8+uijg/f/6q/+in/4D/8hd999N7/927/Nz/7sz/KJT3yCj33sY2d1SEIIIYQQQgghpsjEL8UVxzEf//jHeeSRR3jNa14DwAc/+EFe/epX83u/93t83/d938j2X/ziF/nTP/1TPv3pT/OCF7wAgPe973386I/+KD/90z/N0tISH/3oR3nhC1/Iz//8z6OU4t577+V//a//xZ/92Z+d+fEJIYQQQgghhLj4Jr7n+qmnnqLdbvOKV7xi8FqtVuPFL34xn/vc53Zs//nPf57FxcVBYA3wspe9DKUUX/jCFwD4wz/8Q/723/7bKLW1kPnDDz/Mv/7X//oUj0QIIYQQQgghxLSa+J7rmzdvAnDHHXeMvH7lyhVu3LixY/tbt27t2NZ1XWZnZ7lx4watVovbt29TrVb55//8n/PZz36WWq3G6173Ot70pjdhWdaR99W2j/aswrL0yL8vk8t87CDHf9rG3ZPTds6n6XjkWKbfUevJw5BzL+fgsh//YZzmPTmtv8M0Htc0HhOcz3FNfHDd7XaBIkAe5nkejUZj7Pbbt+1vH0URrVYLgF/8xV/kH/7Df8i/+3f/jq985Sv8q3/1r+h2u7ztbW870n5qrajXy0f6bF+tFhzr8xfZZT52kOM/Dfvdk9N2zqfpeORYptNJ1JOHIedezsFlP/79nNU9Oa2/wzQe1zQeE5ztcU18cO37PlDMve7/N0AURQTBzhPl+/7YRGdRFFEqlXAcB4Dv/M7v5C1veQsAf/Nv/k3W1tb41V/9VR5++OGR4eIHZUxOs9nZf8MxLEtTqwU0m12y7HJlLL/Mxw6X9/jPojLf7Z6ctnM+Tccjx3J+zvOePGkX7dyfhst+Dqbh+KfhnpyG32GcaTyuaTwmONnjOug9OfHBdX+I9/LyMnfffffg9eXlZe67774d21+9epXPfOYzI6/FcczGxgZLS0vMzs7ieR4vetGLRrb55m/+ZjqdDmtra8zPzx9pX9P0eD9alpljf8dFdZmPHeT4T8te53Tazvk0HY8cy/Q6y3Mh517OwWU//oM4i/Mzrb/DNB7XNB4TnO1xTfzA+vvuu49KpcKTTz45eK3ZbPLlL3+Z7/iO79ix/YMPPsjNmzdH1sHuf/aBBx7AsiweeOAB/vzP/3zkc08//TS1Wo3Z2dnTORAhhBBCCCGEEFNr4oNr13V5wxvewAc+8AF+//d/n6eeeoq3v/3tXL16le/93u8lyzJWVlYIwxCAl7zkJTzwwAO8/e1v50tf+hJ/8id/wnve8x5e97rXsbS0BMBP/MRP8Id/+Id86EMf4hvf+Aa/8zu/w7/9t/+WN77xjcdKaCaEEEIIIYQQ4nKa+GHhUCyTlaYp7373uwnDkAcffJCPfexjuK7L9evXee1rX8vjjz/O61//epRSfPjDH+bRRx/ljW98I57n8dBDD/HOd75z8H0vf/nL+ehHP8oHP/hBPvrRj7K4uMib3/xmfvRHf/Qcj1IIIYQQQgghxEV1IYJry7J45JFHeOSRR3a8d9ddd/H000+PvDY/P88TTzyx53e++tWv5tWvfvWJ7qcQQgghhBBCiMtp4oeFCyGEEEIIIYQQk06CayGEEEIIIYQQ4pgkuBZCCCGEEEIIIY5JgmshhBBCCCGEEOKYLkRCMyGEECdnZibAdQ9W/MdxSqPRPeU9EkIIIYS4+CS4FkKIS8Z1bX72Q5/F5Pme22ml+IW3ftcZ7ZUQQgghxMUmwbUQQlxCJs/ZJ7bGsM8GQgghhBBiQOZcCyGEEEIIIYQQxyTBtRBCCCGEEEIIcUwSXAshhBBCCCGEEMckwbUQQgghhBBCCHFMElwLIYQQQgghhBDHJNnChQAyk9ONUtLMYFuawLOxtDrv3RJCCCHEESRpRrMTE8eZ1OtiQNp74rRJcC0uvTDJWFnvkhkzeM3SmsV6gO9Y57hnQgghhDisbpSy1tmk0QjJsqJul3pdSHtPnAUJrsWllpl8R0FbvG5YWe9y50JZnmiKC2NmJsB1pVgXQlxemclZ2ehSLvvbXpd6/TKT9p44K9IKE5daN0p3FLR9mTF0o5RK4JzxXglxNK5r87Mf+iwmz3fdxtKKx9/yXWe4V0IIcXaKen18GSj1+uUl7T1xViS4Fpdamo0vaA/6vhCTxuQ5e8TWewbeQghx0Um9LsaR60KcFckWLi4129r7FtjvfSGEEEJMDqnXxThyXYizIleSuNSKLJHjbwNLF1kkhRBCCHEx7JX9Wer1y0vae+KsSHAtLjVLKxbrwY4Ct589UpJbCCGEEBeHpRWLswFKb39d6vXLTNp74qzIYxpx6fmOxZ0LZVn3UAghhJgCgWezWPV5jlzWuRYD0t4TZ0GCayEonmhKlkghhBBiOji2Ra3kkrqSqEpskfaeOG0SXIuxMpPLkz0hhBBCnBhpWwgx2TKT0+omco8egwTXYocwyVhZ746sB9ifk+I71jnu2eFIJS6EEEJMhtNoW0g9Ly6SSb9eNzsxz660iJNs8NpFbP+fNwmuxYjM5Dsqv+J1w8p6lzsXyhNVEOxmWh4QCCGEEBfdabQt9qrnK7bk6xWTZdLbpZnJWVvvkJl82+sXq/0/CaT0ESO6Ubqj8uvLjKEbpWe8R4e3XyW+veAQQgghxOk56baF1PPiIrkI12s7TMh3SU9wUdr/k0KCazEizfZO/LHf+5NgGh4QCCGEENPipNsW+9Xz7TA51PcJcZouQrvUZHsH+Beh/T8pJLgWI2xr70tiv/cnwTQ8IBBCCCGmxUm3Lfarx/cLFIQ4SxehXaqtvYd8X4T2/6SQMyVGFMkVxl8Wli6SL0y6aXhAIIQQQkyLk25b7FeP7xcoCHGWLkK7tOw7qF1246K0/yfF+f+aYqJYWrFYD3ZUgv2kCxchmcE0PCAQQgghpsVJty32q+fLvqxjLCbHRWiXWlpxpV7acS9epPb/pDj/X1NMHN+xuHOhPNHLBeylX4nvlpXxohyHEEIIMS1Osm0h9by4SC7K9VotuVxbrLDZji9k+39SSHAtxrK0ohJc3Ce/2ytxrRU5EEYpaWqksBBCCCHO2HHaFuPWCL7IHQHiYspMTqcTk6LodGI82zrQNXdROq4uevt/ElyI4NoYw4c//GE+9alP0Ww2eelLX8p73vMe7rnnnrHbr6+v89hjj/HZz34WgIceeoh3vvOdlEqlHdvGcczf+3t/j/vvv59f+IVfONXjEGerX0BM+tqCQgghhNjdnmtaSyAgzkj/OkRBYhTNzRByDtyelMD1crgQc64/8pGP8MlPfpLHHnuM//Sf/hNKKX7sx36MOI7Hbv/www/zzDPP8Gu/9ms88cQT/NEf/RGPPvro2G1/6Zd+ia9+9aunufviHF2EtQWFEEIIMZ7U42ISyHUoDmrig+s4jvn4xz/OW9/6Vl7zmtdw33338cEPfpBbt27xe7/3ezu2/+IXv8if/umf8vjjj3P//ffzyle+kve973389m//Nrdu3RrZ9g//8A/5nd/5Hb75m7/5rA5HnLGLsLagEEIIIcaTelxMArkOxUFNfHD91FNP0W63ecUrXjF4rVar8eIXv5jPfe5zO7b//Oc/z+LiIi94wQsGr73sZS9DKcUXvvCFwWtra2u8853v5Od+7ueo1+unexDi3FyEtQWFEEIIMZ7U42ISyHUoDmri51zfvHkTgDvuuGPk9StXrnDjxo0d29+6dWvHtq7rMjs7O7L9u971Lv73//1/57u/+7v5xCc+cSL7attHe1Zh9da3syZgnbuzdtrH7rrWnt/tutaRf7eTcJl/+7Mw7redtnO+/XiU2js5Sv/t/bYb3vas7pFp+m2m6VhO0llcS3Lup+scHKUen6bjP22neU9O0+8wfB32l9UaXl7rvNuTxzVNv9Ww8ziuiQ+uu90uUATIwzzPo9FojN1++7b97aMoAuCTn/wkf/mXf8kv//Ivn9h+aq2o18vH+o5aLTihvbl4TuvYK1WfFEU+5oGi0nDnUhXHPv+kZv3jT9KMVjchTQ22rakEzkTs30W03z05bfdb/3hs2yLfY+pXvy2w33awFVwft2w7rGn6babpWI7rJOrJw5BzPx3n4CD1ODBSdwa9pFHTcPyn6azuyWn4HfrXYZJkdKKU9c0Qy1KUSi6OY01Me/K4puG3Gucsj2vig2vf94Fi7nX/vwGiKCIIdp4o3/fHJjqLoohSqcTXvvY13v/+9/Oxj31sbPbwozImp9nsHOmzlqWp1QKazS7ZJRtWchbHHliKlc3RZBOWVizOBrQ2w1P5mwc1fPytTszKxvj9DLyJv1UP5Swq893uyWm734aPp1YLSNPsQMH1ftvBVnC9vt4+mZ3dxzT9NhftWM7znjxpF+3cn4ZpOwd71eMrt1s76k7Hsfima7PkaXZhj38a7slpuw61MTxzo0GS5gSBS7cb49iKF941e+7tyeOatt+q7ySP66D35MS32PtDvJeXl7n77rsHry8vL3Pfffft2P7q1at85jOfGXktjmM2NjZYWlri05/+NO12mx/+4R8evB+GIX/2Z3/G7/7u7/Lf/tt/48477zzSvqbp8X60LDPH/o6L6jSP3bE0CzMBG62IOM1wbYvZiodj6Yk533GScXO1szMLZQY3VzvcuVDesRbiuDU/J229xPO21+87bfdbv9LI83zPoLn/3n7bDTvr8zRNv800HctJOMtzIef+4p+D4XquHDgoioCwX+cBPHe7PTbR1PJ6hxnfJj9CFufLVL+exfVx0a9DKK6J9WZEveqRGfA8h5KrsTSsNyMC93SukbO+Fg/7W12Ue+Usr8GJD67vu+8+KpUKTz755CC4bjabfPnLX+YNb3jDju0ffPBBPvCBD/D1r399sA72k08+CcADDzzAK1/5Sr7/+79/5DM/8zM/w9WrV/mZn/kZrly5cspHJM7a9vUx09QQxdlErXPdDpN9s1AOr40oa3cLIYSYZgep51rd3evO3BR1a8k9XFNX6lcxznC2cMfWVEouJitGRmT5znbaSZj0a3HS9++8THxw7boub3jDG/jABz7A3Nwc165d4/3vfz9Xr17le7/3e8myjLW1NarVKr7v85KXvIQHHniAt7/97bz3ve+l0+nwnve8h9e97nUsLS0BMDs7O/I3fN+nXC4PgnExPfZbl3Bcj/B5MNneT9aHs1BelGMSQgghjuKg9dx+GZr3q1uP+nfF5XPW2cIn/Vqc9P07TxMfXAM8/PDDpGnKu9/9bsIw5MEHH+RjH/sYruty/fp1Xvva1/L444/z+te/HqUUH/7wh3n00Ud54xvfiOd5PPTQQ7zzne8878MQpywzOe0woR0mkCtKgY0x0OjEhGEKCgLPJnBttB7fI3xetLV3AWQPZTk8yFqLk3BMQgghxLCDDiHtRilJagjjlMzkWFrh9+ruJDWsNkNcWxOnBq0his1gO9fZqi/3q1vH/V2pX6fbUYcx2/tkm97v/f3+9vb3TJ5jckOSjl7beT4Z16LcK7u7EMG1ZVk88sgjPPLIIzveu+uuu3j66adHXpufn+eJJ5448Pf/xm/8xrH3UZyvMMm4tdZheb1D0ptT4ToWcWJY3ugMFnS3bU296jM/4+PaemLWJSz7DpbWYwsqS+uRhGay1qIQQoiL5jBDSDtx2ktSNrxtQrnk0O4kxGmG71pkGfz1zQa+Z9MPjxxbc2WuhNJF3XqYOddSv0634wxjLgLhg7XTDvu3gR3vbXZikswQRtngNcfWzM8EaHX+16LcK7ubrsXMxKWUmZzbG92RwNqxFOvNLrfWOzRbMf2qNU0N65shG5sRxhzsSeNZsLRisR6MrJlYvK57r289VT2Jp6dCCCHEWdlvCOlwpu/M5LTaO+dSp5nhmZubmNxgaYVSsLbZxbEtmq14sLpBkhrWmyFzNe/Qw1Klfp1eh7kGxzlMO+0wf/v2Rpdb2xLaGgPrzZhbax2codEXSWpYbXRR6vyvRblXdncheq6FGKc/hGazk9DqxgynPk4NdGNDmmagFXFq8OziRk9TQxhnpJmZqCWufMfizoXyvsOVjvv0VAghhDhLhxlC2o1SLKvopUuGsvtGSUaSZpAXw2PjpBgya1uKWtnFc20cS2NpRTlwyLKcdicmjrMDD/+V+nV6HfQa3Gvodr+dFqVZsb61zvFsa9/raq+/3Z8CUfK3rq0wTrEsRZYV7dlhSWrIMs79WpR7ZXeX98jFhTY8vGazk7DaDOlGCfMzPmmaY4whz4sCsl71dwxP0VpRrx7+qfZps7Tad45K/+npbsOLJu2YhBBCXG6HGUKaZoY8h/mZgNVGdxBgG5PjOJr6jNebd7r1QF2pYtnNaqlXfyr4xs1NMGawTOFBhv9K/Tq9DnINHmTYuKUVtZJLvV5infxAyzvt9bczk+/oNc9MjlJQK7s7lsy0tKZSds79WpR7ZXcSXIsLZ/vwGksrtFIkiWG1EbJQ80mNQvXGiIVJxtX5ErbWGGPQWnOlHlzop2oH7eUWQgghztthhpD2/1sruFIPiJMioVO1ZAijBKtXt2+v7/r/rxTc3uhyZaEy8v5BsxhL/Tqd9rsGtVanlv16r79taYXZ5Vq2LcX8rE82lNTMd+1DLy93WuReGW8yfh0hDmH78BrftfFdC9vWJIkhNWBrCFxN27bwbAuNIs9zlFLYlsJzrAsdXMPBermFEEKI83aYIaTD2+Z5MTzcAVzbIk6yQcZk19GDoeOW1vi9gCNODMZAybPpdOKRv3XQLMZSv06f/a7BHE4t+/VefzvwbFw7J2eri9p3bSydoDX4jia3t4LzSRtyLffKTpd3trm4sHYO8YbZqke96mPbRe90kuXUawH33jHD3Iw3SHRiac1MxcNzrF6QXgzHaXUTNloRrW6yb1ILIYQQQhzcYZNBVQKHbpTSCVP68Yhja174vFm0Kr6jP3TccyzqNY/+V+cU074A2mHCZicZ+Z7LnMX4MutfgwpFJ0wH14WieH2/rPLHuW72uv4XZgOW5ksj72kNC7M+V+qlkWHhpz3kOkkzmp1Y2sPHNDmPPoQ4oHHDa1xbs1QvUSu7lEsOnmVRCoo1rbtxSqebkhpD2lsTs78edmZybEuTD5VeB12WQQghhBAHc5AhpMNzXku+TZwYUpOzUPWZKbtFL5nvjHzHXYsV4iQb/H+WF1PHbq51aLXioTnXCfWad6mzGAuwLIVja3RvmLVl9Ydgn2726/2u/3HvAWc25Lobpax1Nmk0wkPlKRA7SXAtLpzdhtdoDRXfoV7xMCbHUgpLK2ZKLhXf4bnbbZTaSipuDNzeCNG6mNfVf/0k5tcIIYQQYtReQ0i351PpDwkHaHcTZsrurpmc3aFhs3FqaHVjbMfZ9v2GzXaMe7V2SkcnJtnw9dWfagBFj/TKepeludKBpi5kJqfTiUlRdDrxgbKFb33P7tf/bu+dxZDrzOSsbHQpl/1tr0t7+CgkuBYXzm4ZCoteaMVaMxzatnjqlqZmR4EZxsXc7cwUc7Scocr5uPNrhBBCCHFw+y2V1GzHvaGqu2dyBoiTjHrNpxOPfpdja+o1v5i3bUvv9WWz3/UVJ9m+2a/7IytQkBhFczOEnAvfu9ufJjmOtIcPT4LrS2ivNfwmzW77un14jdKKzXY8MidGqSKA/satFtWSPdJr3f/u4f/eXmzIvCwhhBDibOxV52oNz95uYffWse4nNTO54bmVNjNVD88u2ghpZsiynJmyiyaHPEerrc9I3X45HWQprkrgsDRXYqMVEacZrm0xW/FwbT3o+TZ5sc50qxP3kulxKr27Z9lWP8xSeWJ/ElxfMgdZw29S7Levw0NoWt1k5OY3OaxubK2P2eraZJlhfiZAD5KbqaHv3VlgybwsIYQQ4mzsVueaHG4sd+jGKb5btFMcWzNXC1hrFvV8GKeUfHuQpHR9M6JcMrQ7EVoVic/6D9elbr+cDjKnenu7M00NUZwNRkAmmWG10cXk7Li+TrJ396zb6qc93/yykbN1iWyfz7T1uum9PjlZAQ+7r9t7rFcbW4E1FIWSMcXr/czhxVIHxVIerrMzg+MkLXUghBBCTLN+PpVhg/o8M3hDQUWaGb723MZgOFpm8kEelfVmNDLsO0nNoO6Xuv3yGnd99Vla4zrWnu3OtBdYD7ctYev6Oqne3fNoq+/VKy73zOHJ2bpE9ptvMklzKg67r8NP1eLE7Cj8HEsR1DzWm9FgfnV/qYPdsoVP6lB5Ic6Konhyv7hY3XfbJM1w7P2fqMdxSqPRPYG9E0JMk3H5VPprVs9WPFrdrTWrkzSnG6ZUAnfw2X4eFYDAd8mGvjtJi6G8S4tSt19Wu+Xr6bf54iTbs9252Ul2tC37ktQQ7/LeYZ1HW93SisXZgG6Wb3td2sNHIcH1JXKR5lQcdl+HM4hvf6pnaY3v2mgNi7MBgWcTeNa5LHUgxIWiwLY1P/uhz2Ly3Z+WW1rx+Fu+a9/ttFL8wlu/6zT2VAgxBbbnU+lG2aC3cTjo6Jczxhhsy8J3bdphMvgerTWLswEr5CSJKVYOqXoTN/1NnK29lsPaiNI9P5v3Rj7slk3cOqGh0+fVVg88m8Wqz3PkxHEm7eFjkOD6ErlIcyoOu6/DTyQtPfpEsl7z6I8E0hqqJYdK4OxIFlEtuVKICDGGyXP2iJm3Grr7bcfkTD0RQkym4XwqtpUQJUXQU++NPsuMQffmdzm2xWy1qOOH629bK2zLouw7JFYxJztOUlpdCRjEePu1O33HGlyDw/rtTO+EMtCfZ1vdsS1qJZfUnZzOtotIgutLZLf1oWHy5lQcZV/7TyTbYZHcLM8Z9Fhv/+xFSuwmhBBCXEbDbQHXLnqji+HfObZV/P9oHpUErRnkUYnijNVGiNZQDmxux12p6y+xvdp++7U7ZyseUZxhz2riLMP3HWyd41oWjn1ybeiL1FYX401OV6U4df3e3e0JHSZxTsVR99XSilrJ5d47Z6iW3B2B9WI9ALgwid2EEEKIy2p7W0BrKPk2sxWP+58/N9KL18+jcqVe6i25lbG+GaH1aLZwqesvp/0ShQF7tjtdu/i3Y2vKvkO96lP2HRz7ZNvQF6mtLsaTxx+XzF7zTSbNcfZ1r8+2usmFSewmhBBCXGZ71ecV39nxOkCUZhgU8zM+lmbHdBWp6y+fgyYK26vd2b8WozSjVHJxdI5nWyfehr5IbXWxkwTXl9DwfKZJd5x93e2zFymxmxBCCHHZ7Vaf7/Z6reSSolhvdMl2qdOlrr9cDtr226/d2R8hWa+XWCcnPaEs4eP+zkVpq4tRElyLU7c9cdh5P307r2QR486D3IBCCCHEyejXs1mek+TQbMcoduZfgclK4ipO30VK6ntcw+1NpRUKML08BefdBr8MpG0vTtV5Jw4bF9DulyzCdSxa3eREHwbsdh6uzpeopBnNTixLHwghhLhwJuUBer+e7cYpjVZMueyx2uxiWxa0Yuo1l5Jnk2VFL2WaGVrdROrcC+qw191w20+pYg31zORYWg3ahtNguL0Zp4b15lbeAa3ON3nvpJQVp206riQxkfZLHnHnQvlUL8BOlHJztUOcZlha4ToarYpCpb9s1/Zgt1ZxubXWOdGHAXudh1trHVpxRqsVDYaunVXBd1kKOSGEEKfjvB+g9/Xr2SQ1bLZjcnLiJMXkcGu1Qw6sbHSYq/lUA4daxWOjFZ3b/orj2eu6cyw9tm3TTxR2a63D8nqHJN1qcy3MKpLMYOn9r4HM5HQ6MSmKTic+lTnXRzXc3jSGwdJ1mYHVRpcr9WCkDX6W+z0pZcVZkOBanJqDJI/w3NO5oTpRylf+eo0oyQavObZmfibg1mqHes2jWnKIU4NlaTy76LHeHlj39/U4BdFu50EpuLXe4cq2oUhnUfBdpkJOCCHEyTvIA/Szarz369koSVne6ACKVpixutHBdSzuulKmE6Y02zGea2FpyDIGy3p1o5RvuqOGe0JrFYvTs1+HBTnkbGWwG27bOJaGHMq+M+i17k8Z6LcN9xo+3W87oSAxiuZmCDkT03Yabm8W1/bWOUpSQ5wYHFufeUK/SSorzoIE1+LUnFfisMzkXF9ujQTWUBQsN1c7eI4mTjOcXiVqaU25HhAn2alkEd/tOOPEkGY5WZazvUg+zYLvshVyQgghTt5Bsy+fhTQzvQfWXZLEYNmaZjvC5DndMGG10aUcuIRxxu2NLrWKS6MZD/Z/k2LO7Z2L5YkIksTu9uqwWF7vUPYdSv5WeDPctulGKTn5yPvAYPj09rbhcNA83HayhjpFJqntNNzeHLfUXGZynDHbnrZJKivOgjyiE6fmvJJHdKN0R2ANxVIca82QODUjhU6/YIz2yfh41IJot+Ps74NljRbGxkAnTNloR71lw052Lc6DFHLb97PVTdhonc7+CCGEuHgmaeUN29LEicGYnNRAN8qIU0NucjIDSZpDnqOUIkkN641oRz0Yp5msf30B7NVhkWxr3w3aU62I5263WWtFdMKU4Z9+dPj0zrZh/7XDtp3Ow3B7c1ygP/zaWSZwm6Sy4ixIz7U4NfslDjup5BHb5w5HqRlbqERJhjEGY3a+nxlDkmV0wnTHUKG+wxZE/f2K0mLui2WNrrVpaYVWipJn0+nEwNbT08wUQ3fS1Jz4cO3DFHIyfFwIIcQ4p/0A/TB5QQLPJkkNrU5CqxOTmqIuzXNDreQQJRlZXvRuxlneGyKbobXCcyyUKurkaexFmzb7dVhoreiEKWGa0e2mKAUbrYhmO8KxLTpRikZRLTt4joWBQRvH0mpbsjNDO0yKpd0uQIA43O72XRtLJ4Njc2yN62jy/GTb4AdxmTK1gwTX4hT1k0fsFpydxPCZccGfMYCCNM2J063K0/QKXtexBgVMX5wa0k5CO0xIUoNjqSKLaGDj29ahM0lu36/UGNY3Y+o1n/5hB56NY+sikymjT0+HC8GTHnJ00EJOho8LIYTYzWk+QD/og93RJYcAFIYc17GpBA5JmqKVIk6K+aZhlJCkOVfnAjphAkBHa+Zq/qDOnYQgSexut+uuCIwVzVaMyXPWNyO0ytnsJniOTWpyoihlZa1DybdohTH1qleMagACz8K2Ncu9xHh9aWZw75wZtI2UovcgJyZJDZYuOk4mIUAcbneDoV7zRrKF9wPrk2qDH9RZdbZNiuk6GjFxfMcazHM56azUuwV/hpwbt9sEnk0rzEhTQ0drPNci8G0WZoORwLof1M7VPOZnAjZaIbfWOsW8LUtTChwWah5l36FWdvfd93H75dqaetUnTQ1X6sHgPJg8p5sVO9NPPtFPvDa8jyf5NP2ghdxlmyMjhBDi4E7rAfpBH+yGScat1Q7tMCHNchqdCM9RzM/4bLZjZqsut24n3GqH3DlXwrU1aaapVx1WN7r4nk0cZ1gWuI4my0DryQiSxO52u+5Kvo1qKkxutkYqKkU7zOiEGWXf5uZal5JvEUYZrsMgsO5GKXctVri9MRpYQxE4r6x3WZoroZRieb2DyaFcMrQ7EVrBlXppYgLE4XZ3lBpmKi4mz8EoSoFNxXfOvGPkLDrbJslkXAliqllaHSgIO+zSUOOCP2NgdSOkWnbIUgZPJU2eE3g2S/USMDqfKoxTtC4qVwCT5ZR9l9TNCaMEBWx2Ev7i2Q3umC+zMLv3kOjdglKtwdUa29KD8+HZFotVn+fIUWp02M52J/U0/aCF3EUYAiWEEOL8nPQD9MzkrDZD2mEyWEJz3IPmwLN5dqXF7Y2QzBjyPGe9EVKteDx7o4GtNNrWlAOb2arHHQslwthwx0KFamCxsh5SK7uossLWECcZYZxSLbkTEySJ3Y277rI850rdsNro0gmL+c8mzzEmp1512ewm5Lmh3TVcmSthaUW95hK4NpudeDBycZilNb5rkxlDGBd/qz86ss+YyWsPWVph25r1za3cAkpBdyMlKmeUXPvMl189zc62SXPgEuRzn/vcob74wQcfPPTOiMur21uT+jBze8cVZoOlBwwszAYoGMyhdh1NOXBYa4RESTaYV63U1nCZJDXEqcGxFa3NGK0VeQ55npNmOVFvqNpeQ6IPG5Q6tkWt5GKynDQ1YwNrGH2aftw1qg9SyF22OTJCCCEO76AP0PfTHwq+0YrY7OUh6Y/kGq7e0szQ7CQ8u9weTP3yewFxFGeUPYfZqgdKM1vxUBiyrIiHKp4FBmYqHlopjMnp5z9ViqnsRZtWw9ddZnKWNzrEScZczafkO2xshhggSTLa3QTfK7YtHp6oYs69Uji2ZqbiD665re/X1GveIPdO/4HPXM2nHSbkeY7nWJR7PcGTNJpv++gPk8Nqr1fe2tAszgY49tnnzzmpsmLSHTi4/smf/ElarRZQBBpKjS98+u995StfOZk9FFMvSTNWNg4/t3d4/ks/+USa5TiWIslyFEXF3L+No8QQJRGeq1FqK/nF0lyZZjvq/c28t085nqNZaYSQR7iOjW0V7/eD0t0KiKMGpQcdrn1SScb2K+Qu2xwZIYQQ52NkmaNefa9UkfX7udtt7pgvYVvFw26Tw83VNhutcPD5NMvRWuM5ipX1DuubEbWKR6MVofKcq4tlGq0Y39NoVQwdn6v6vbwmxQP4pbnSyLJLl6GHbRr020SbnZiNVtGWs7TGc2064VZCL9tSlAOHRjsmTjKUVqw2iuzh8zMBV+dLrG6Euya1JVfEqWFjMyLJDI6TkyQpcZIxW/VOtPf6uNff8AhKpbYC6+K7TW/Epi35c07JgVvH/8//8//wwz/8w2xsbPCLv/iLBEFwmvslLpG9lnfaa25v4NnkueKZW5tEvayfAFGSsjRXGgwnUwrCxLC6ETJXcwF7JOjuhAkKRU4+KGAsS/EXz7YIo4xyYBMnGZZVPN1cbXSZq3q7Hs9Rg9KDDNc+yyRjl22OjBBCiPMxHAwUI8pi1jdD0nQri7NtKRZmSnTChHxoepfrWkXgVPJYa4RFrzVFMJWmGZ5jcXs95Op8qVhRJEpptGKuzpUwBhyKeq3sF60CWSXj/Bw2qBxuEw1nxy7+UTiWxVwtoNmOqAYO11fauI5GKcVMxQWKEYvrzZA75+eJY7Nr2833bP76ZpP1zRCTQ+DndMMY3eusWZorncgxnsT1Nxzo95co274Pxb8lf85pOHBwfccdd/Cxj32M17/+9fzJn/wJ/+yf/bPT3C9xiURxNlgWY9wcq92eBkZJxmqjy2Y3HlTAUMwz6Sep6A+F2ewkhHGKUjmbnWRkmFmaGWbKHq1ugnKK5GO3GxFhlOF79mBqjVIQRgmuXTy93M1xgtL9hmufdZKxyzRHRgghxMk6aLC0vZ7PjNm2FrHBKItunKC1je9aOI7G0powTrh+q1WsYW0MaWpYrAdcmStDDq1OgmWB72rKnstGllPyHaK4SCB6Xg+wxaijBJXDbSKtGWTHLl7LixVatOKb7qyR9DpJulGKIgcUjq3QSlMtF0tt7dV2i+KMVq+9qYdGIKapodWNt6fzOdIxntT1t30a4XbD33Ea88Uv+8iPQ43rvHbtGv/0n/5THn30Uf7RP/pHLC0tndZ+jTDG8OEPf5hPfepTNJtNXvrSl/Ke97yHe+65Z+z26+vrPPbYY3z2s58F4KGHHuKd73wnpVJp8H0f//jH+dSnPsWtW7e4du0a/+gf/SP+/t//+2dyPGJLN0pZ2YyLYeHZ1lp8w8HvuGHUmcl5bqVNsxPjuzbGLoaE2ZbCsoq5VUlq2OzEpFkxVWG26mPr4vXVRpcr9a2M3EoxCCItS9MeBKnFBratmat6RImhG2W0w4SNlt610DhOULrXcO3zSDJ2WebIiNOnKBoii4vVPber18sAxHFKo9E9gz0TQpy0wwRLtqUxpsib0olS4sRQ6wU8xuTUysWKHe0wIU4Mnqu5tljh5nqHKC6C5TjNaIcZ8zM+WZbT7sbMVj1sS5MaQ63iYWvNC2ZmSDND4NvMlr1zfYAtCkcJKjNTdJZsdpLBMG7XLuYTF/l3cmbKHncvVVlthJgsx3ctPMciy/LBOtf94d9pZqgEzq5tt/XNkJlKcU0ON7UcRzNTcenExX4Uy8IpFGBMPviOfrs1Tkc7koaP8aSuv+ERlNvPWz9JW99J58+RkR9HyBb++te/nvvvvx/f909jf8b6yEc+wic/+Ukef/xxlpaWeP/738+P/diP8V//63/Fdd0d2z/88MNEUcSv/dqv0Ww2ede73sWjjz7KL/7iLwLw0Y9+lE984hM8+uij3H///fzJn/wJjz76KLZt83f/7t89s+O67DKTs7LRxfMdtFL0coqMBL9ajR9G3WjHLG90aQ0loNBaF9k/UZQCB7Si0U4G61vfXu/gOJr5Gb/XU148tYaicOkHkWlmuLZQxuQ5m60EFLiOYq0ZFethpzk3Vzvc3ugyPxPgWOMLjdMISiXJmLjQVPGg6mc/9NliaZDtbyuFbVukaYYCfuGt33X2+yiEOLbDBku6F7xESUbcW0O4X6cHJYta2emt0VvkVFlb7XJztcPaZsjKehfPtbi2WEZrReA5eK7GsS08W5E4Gh9FluakeUqSFOv/zpa9HXW0rJJxPg4bVPYDuDBOB4nILJ1Qr3m4tqbkF+3Gasmh5Nl4C2VWm2FvXeox86nZaj/t2nbLFWmas1DzyZXCcWySwELlxSSFW6tdokpx/Q6vLa1VUbe1woTGZjT4uuGOpP4xntT1NzyCUjnF3yqOfTRJ20nnz5GRH4VDt8SVUtx3333MzMycxv7sEMcxH//4x3nrW9/Ka17zGu677z4++MEPcuvWLX7v935vx/Zf/OIX+dM//VMef/xx7r//fl75ylfyvve9j9/+7d/m1q1bAHzyk5/kR37kR/g//8//k7vvvpsf+IEf4O/8nb/Db/7mb57JMYlCUZjm2JZFvephDZV0SVpk9xw3jDozObcbIcM59fpzrtrdBFTxxDAMU1xbD55Ual0ULstrITkQpRlK7SxcbEvj2JqK7zA/41Mru7S7GbZtYetiqazhHnCTm15hcoAxQcfUfxo5jiQZExeFyfNeFv7d/xkXfAshLoaDBEtb/5+z2gip13wcu0g4BsUow26UMlfdGmXm2BbdKGG10SXNipU9fLeYvtVsJ1QDF9sqyhDfK4axWVph2RrbAsdSZMaw2Y6xLU2rm7DRiga5X+QB9vk4TFA5HMC5jh50kmSmCGr7l91wm8jSivmaz2zFo+TvDKwtrXEda8f1MKwUFO2v1OQkqRn8g4L1ZoxtF6Mv+sPS+21ErWF5vcPqRjgy5bH/fr8t2+8p38thrr/+CMr5WsA3Xa2xMBOwOBvg2v2HCCefP+cw9/00O1JLvNFo8MQTT/Bnf/ZnNJvNHe8rpfjMZz5z7J0DeOqpp2i327ziFa8YvFar1Xjxi1/M5z73Ob7v+75vZPvPf/7zLC4u8oIXvGDw2ste9jKUUnzhC1/goYce4hd+4Re49957xx6XODvDhaXnWiNDeSytmKl6gzkow0N0TJ6jyLE1gzlXa80ucVJ8XytMiBKfhVpAnJreUguKwLe5tdohzTJsS6GVIooyXvi82ZHCJfBstCqeKK42uuTkOLYmTwwl3+LOxYAwKv7WVg84ZzJcTJKMCSGEmHSHCZb6DXKt4Eo9IEnNYMisrYskpSWraK6mpqjT0zTHshSuY1HyLTRFwrOZqkucGNKs6KFsdVMa7YhKyeHG7WL02tJciWrJ4+vLm+RDS3UW9b4vq2Scg8MElcMBXJ4zaKslqRlkwq6W3B1ton776dZqh3aYDNqaZd+hVnG5tbb3crCV3nZ//VyTLM8HCc18x8J1LUquTZxmvYfHxVRF8pxOmA4SikVJhu9ujXIcHkW5NQT9ZK6/4bZz4NnMVDziJDvVedAy8qNwpFLiX/yLf8Hv//7v8+pXv5r77rvvpPdpxM2bN4EiodqwK1eucOPGjR3b37p1a8e2rusyOzvLjRs30Frzyle+cuT969ev89/+23/j//q//q9j7attH+2JptUfinLJnoi6roUVFYPBLa3BAcfZGuYfeBZJZnrLdG097uuGKb5noS3NHQtl/vJ6gyQD1XsU6dkWWmn+8kaDsucSxQmWrXBsi7lZn3YnoeTbzM/6eLZFu5swWymyizY6EY1mTJgW+3XHYolnbnV6T9M1tqNY2YgGc7oAcqUGv91hr4Gj/PYVuygU22GCyXK0pQbrLIpR436Pabvfth/Pbssk9vXf3m+7w2x7YtuprX+r3v8ctVw9b9N2nZ2Us/g95dyf/zlwXWvPv+261si1YNu6FxTn2Fpz52KZlfUuaa+etSxN1gsK1jcjUPSGuVqAohunqFRxuxFS8m2uLZZpdlLKvkspcHrBjUJTLMt5+7kmSudUfBert8RXveazvNFlqV5ifTMcaXdYWrE4G+C50zdn9DTvyYNeh9WyS7MTk5l8sLxqkhpSY/BsCzQorYZWdNn6Pgu4Y6FcXD8mZ7bssjRXGtsmsjKD42msVJOlBsvWOL5mtREWgXGvTRW4NihYa4ZcW6xgaYUyOdXAYXE2oBOl2K6No8FzLJQq9m9lvUujE+M6FnmeorTC8xw818I2OWG481zkqnhIVC27WFpxdb60o9172OuvG6W7fsesN361m5MoMw5735+F8ygLjxRc/4//8T/4p//0n/LGN77xpPdnh263SGazfW6153lje5q73e7Yedie5xFF0Y7XV1ZWePOb38z8/Dw/8RM/ceT91FoNkvAcVa12uZY3q1R9UjbJDZTLoze70rA4X+LGaodyedv8fiui1Um4585Zbq61qc+UqGUGk+c4TpHULEoMea6IkoxbvfX9tFZcqZe4ulDmnjtqVAKXMM7IMsN6J6YTJnzlr9dodzO0ohdQw/OWqmhLYXLodIshLe2wyCppTE6t4hN4NrOzPvXq0XIR1GoBSZrR6iakqcG2NZXAwbF3L0gXhv77sJ+9DPa7J6ftfusfj21b7DWiuj8cbr/tDrPtSW9nW9YgED9uuXrepu06O46TqCcPQ879+Z2Don5X5GM6qpSGO5eqgzqqmxk2VzuDB9YxOVamuPuOWTKTUwlsKqVifeJumFFuReRKU1GwstHB9Sy0glaYkmY5UVwEZp6rWW1ENNshea6wLMVM2WV5vctsLcC2IM1hsxVjWRZh0mWxHrDeSbjn2iw5TH2delb35EGuQy9weXZlk+W1bm94djGMemHGZybOMSrlSr3ErG2Rqd0Dpfld2mJJmnGruUGjnZJloJQmyeDWakijHTFfC1CqGNrdijPqVb/ouHBt6lWf9c2QajWgUnK53YyI4hRvNqDsW6y3EtbaEa5vM6M1q81wMJoyzzt4js1iPWBuVhft06H7Yqbqc88dNaqlInapA4sLlSO36ZI0Y62zubPtDHSznMWqP/Jd/fZjlBrWN0MqJffI1/ph7vuzdpZl4ZGC63K5PHZY9WnoJ06L43gkiVoURWPX2vZ9nziOd7weRdEgW3jf1772Nd785jeTJAm/8Ru/cax55MbkNJudI33WsjS1WkCzuZUx+7IouxbtOKO1GQ2GwVhaMT8T8PVnGyyvdQZPEfvrWBuT02pFeJbCszWerch0kZAMBY3NGM9RNFohlcCl7FvEqWazHZOlGWGUkJuMv3xmjTTLcWxFsmx45mYLZWny3lAarRRZVgzxubNeohWmRFEymAsauMVT1DSxaacpsyWb9fX2oY6//9vfXNnk1mp77FPG/YYB7fWEclKHsJ1FZb7bPTlt99vw8dRqAWmaHSjA3W+7w2x7YtupIrBOs2zQiX3Ye2pSXLTr7DzvyZN20c79aZiEcxBYipXN8XVTazMEiqGrN1datFrRjjwLnU7EHQtlqr5PuxPTbBa5VqwcoqhY6zqOM+I4Q9tFEqqyb1HybJbXO5gcnl1pEcUGpeDqfJkbt9t0woQozZiruCxvhNSrHlqlRTI0V0GWQZZxbbGCrRWkGa3NjLM2DffkYa7DzOR0OjFpknJzpYUxRWB5/eYmN263eOGdMyyvbHLPHTO026MjC/q93SbPsZUhi9MdPdcb7Yi/vr4xGA0BoBU02gm3m110b55+/zLstGOu1AOs3ECasbEZsdYM+dr1DaLE4HkOUZRQKdn4rkOrE1MtOdy83SJM+qMyFbmxaHUikiTlb9w9i+NadOMUk+W4jmax5pFGCetRsuOc2HDo66/ZiWk0wl3ff46cWi+QH24/WlpTLntcv9lkvuoduf14kPv+LJ1kWXjQe/JIZ+6HfuiH+MQnPsFLX/pSyuXTvfn7Q7yXl5e5++67B68vLy+PHZJ+9erVHfO94zhmY2NjZOmwL3zhC/zET/wEi4uL/MZv/MaOoeRHsbXW8tFkmTn2d1w0nq2Zr5d4rldJ2pZGa8XyWqe33FUx2sBzLEqBjaIIaOs1r1hiixwF2FoVQ8sV5BhWmwmdMMHWikYr7lWaFibPCVybm7c7JKnBthXP3S56tlebEVAs11Gvuqw2QtrdFL8Vc22hjFZF5d1sx8WamyZnYSYgNzBX98lNTnqEpGZJmnFrtU2cjBaeWQY3Vzt7ZlfMTJG5fEdmxgN89jLY636atvutX2nkvWRhu+m/t992h9n2pLbrDwUnh7y3DN5F/42m7To7rrM8F3Luz/ccOJZmqV4au6xRf59a3YQsNcxU3KH1iXtyje/Y5KZoH/TLuLkZnzg13O6NSmu2Iq4ulJiteYMsvZ0wY7MTk+c5aZZxbaHCV7+xxmYnYabikQPdMGGm7NJsF0t2mcyQJBn4DnGSsdmOL8WyW2dxfRzkOmx1E5LYsN6IyI1BAVFsaHcT8tzg2ZqZklvMjZ/1abbiYj30nCK5rCnWuV5Z77LWiEbWju5GKbc2OsSJKRLSZjm2rXj2doc0Mayud7GUouwXc5MVkAHtbsJ8zSdNDZnJ+Ytn1umG6WCda5PnbDQjatViulOa5ViWJlAKpcFzNOQwX/XJckMUZzi2xncsLK+Y06052d9g+F7Z7f3UNbu2H5MkO1b78SD3/Xk4y7LwSMH1G97wBv7v//v/5jWveQ3Pf/7zdyzLpZTi13/9109kB++77z4qlQpPPvnkILhuNpt8+ctf5g1veMOO7R988EE+8IEP8PWvf32wDvaTTz4JwAMPPADAl770JX70R3+UF7/4xXzkIx85s8znYjzHtqiV3MHN/tzt9sjafLatWN7okK1CveqhekO2771zBtfWpJkpMoO6NmutkEYrxpgc1yqeYBtTNNQzkzM/E5BmOXme4dqa240QKJYAubVW9JA1WgnVwOF5S1XanSZJUgTS/YRrMxWPzBjumC9RDdxjJ4UYl5Wyb791DWVNTiGEEJNqvyUp+wmOtq9PPFguqVe1Die00gquLZaYrbk4z2muzAZEScr6RtGbmQPtMGW+5tPuplyZDWi0i/WQ/V5vXLMdkWY5y+tdrs6V8WyLKE5xbGuwBvBlSb40KdKsSEYW93Le5DAIrAGiOCP1IU4zmq2YpbkSYZzy7EqLsu+MLK/VX/ppfsZntREWmcQbESvr/aR2AbfWusRxsWqM51jk5KSpodGKqFc98rzoEe/34HaTlCgef01EccbCrI+lNAszPmubxbJfnW4x7zrwHe5aqFDybQLPOrWEYnDw5HCn2X48jaVoL5IjBdf/8l/+S/7qr/6Ke++9F8/zyLd1QWz//+NwXZc3vOENfOADH2Bubo5r167x/ve/n6tXr/K93/u9ZFnG2toa1WoV3/d5yUtewgMPPMDb3/523vve99LpdHjPe97D6173OpaWlkjTlJ/5mZ9hfn6eX/iFXyCOY1ZWVgCwLIu5ubkT23dxeMM3u+toAs/i5lqHJBnNtGgMbLZj5md8FmaCIsEJRaWrUASeReDZtLoplobMFEG8VsWTRkdbpAYsbdHcNrwIYLO3HEOlVBQOrq3RmsHaiZbWXJkdnzBjN9uzngeejc3+Tyy3L0Ex/B2SmVEIIcRFNRI0D9Wx29/fnkU5z6Hs2QSBzbPLLWytyCnyOZgc0jSi5DnUa0W+layb4DoaYwxl36fZjrBtXQwZBzY6MVdmAuZm/K3cEJc4Id55sC1NZvLBFMA4NYPAGop2l+l1vGTGECcZWqmR4cvGMHhA49iaVpgQ9JKA+b6N1hqlFO2wlzXbtsiMYWm+hFIK0+vdTNKcwLO4OrfVe5umhlq5yNWTU4ycdGyNsi2qgYOiWFf7xmoLTTEyE0Brja0Va5tdFuv1wZDs03LQjOPSfjw9Rwqu/+AP/oCf/umf5s1vfvNJ789YDz/8MGma8u53v5swDHnwwQf52Mc+huu6XL9+nde+9rU8/vjjvP71r0cpxYc//GEeffRR3vjGN+J5Hg899BDvfOc7gaLX+utf/zoA3/M93zPyd65du8Yf/MEfnMkxifGGb+Y8h1Lgkudb84FMf15IyWF5vb/OpcZzNVkG1bLHwmxAnGbcWGkTJRmWpaiVPSqBw2zFQ+uigElSQw402hGWpfAci2hoaHYnSpir+NiuRusiyUX/s8NLPGQmpxUmRbIzlVP2nR3Zu8MkG7t81tX5EkF5fObGvn4FP+474qSYk7RbjC+NAyGEEJPqoIHAuGUo8xzmqj5fe7ZBM057o9SgXvGoBC7/71+tcs+VCtrSBL7NHfNlNpoRrU5MmhosS5FmGUmaUSu53LFQLuZYb/vb4mwEno3nWHiORUdrcrPVHnOdYtqf61iDZdqG24vGFKMAV5td8rzoidZakaSGq/MlXFtTcm0W6j7PrbRZWe/SbMfkvc/eeaXMPYtlUlOsrz5b9Zkpu9TKW4Gwa1v4nqYdxrS6xdBwkxkqgY1lO1ydL9PtpoSRIUmzIlO4bVEruyjF4Po8bQddslXWdD89Ryo5XNflW77lW056X3ZlWRaPPPIIjzzyyI737rrrLp5++umR1+bn53niiSfGftcDDzywY3sxObbfzLnJqVc9kjTH5Dm1sks1cFnfDImSjG6cAnZR8AKNzQjfs4iTjGtXqqw2usS9nuFa2aXk2dx1pcJqIySMU8Io6QXVFteuVFnf7BZDj1LIshzPt7j/3nmytFjiYaFX4PYLpzDJeHalxe2NcFCIObbmSr3E0lxpMN9neyEHvWFLG12+ebYo7LIx+Sr6Ffxu32FbmvVmyMKsv2MOqzQOhBBCTLLtgUC/51EpuDo3mtPHdyzuXCgPRm9preiEKRXfJjNFhvCS69AMY9rdhErgYDkKk2U8d7uNpTRplpOYjJJvk2U5lcBjbjbAsRSqF/psD0LE2bC04q4rFTY7MbWy28u2neI6mrlagFKwMBsM2jr99mKcGjY2I243uoORgB2tqZYdFIr1ZsRczS/WwI5S2t0UxymWjLKtIhluHGesbUa9QLhIorswO3oN1EouzVbCWjPC5OC5mijOiJMMx7Ko3O3Q7qbM94aFGwOWtfWwpl7zyI+Ql+cwhkc31iouiqJTatww9JNcU1uMOtKZe93rXsd//I//kZe//OXFIulCnJDtN7uli/UnLa0gKxIlbLQjlte7GFP0Wrc6CU5vqYLcGGylma14REnG3UsV8t73zNd87l6qkmYGz7OI04w0z9nYDEkNxElGveZTch26ccLibMDz76yR9RJZWBo6vQQoUBRit1Y7I4E1FGtvLq93sLTijvnyPvNacqLEsDgb7EgsMVzBF/Oyd36H1sX6kFm2lYl5+2eFEEKISdUPmhvtmNuNEMfWuI6m0Y5odZNBYioYncvZ6iZYtkZbFlkKeS+YaazHhHHG3IxNFGVYlsWVmQDXsVhvRWx2YqI4x3Mt5qoez7+jSrOd4Hk2C1V/JAgZN51L6tWDGWT/RtHpxHi2te+5K3k2f/Ob5ri52mFuxi96l/McjeLqQmmwisRwx8Nmu/i9h6fYGVOsme45isRkPLOyidaKMDaDkY5zVQ+lFW5v+Lal9SAH0F1XKoPX+6I0w3MttFIjme21UviexfJaF8ixLcVSPRh0CllaMVfzcWx1qr3Bu42QHL5/hu3ew13sr1znR3ek4LpSqfA//sf/4Lu/+7v51m/91h0Zw5VS/PzP//yJ7KC4XLbf7EWPtKLZjqhVXFrdmFvrXTbbCfWq18v6WAS0t9a7lD2L+ozHZjserJMLRW/ybNXrLTlQPB1fXuuSpbA0X6bZjrF0kagsM4bnXalga4v1RkRqzOBJqWNryr5DverRjVLa4figN0mLZBD9SnkvUZyRZIZqySFODZal8ezRSnyv73BtTbXs4fWSu0kDQAghxEXT7ia4tgLUoM7tJ6Yal7k4zQy5ySn7FnquRJplrG2GxElGmmVFcBen5CajVnaIkoxyqUh8lZucmbLL3XdU2NiM8T0bzxmtOw8brIgt/XOHgsQompsh5Bzo3JU8m3uuVulGKZ04pdVOsKyt1SaGOw+6UUq95tONR5dsdBxNreTQDhO+9lwT8mJoeauTopRiad6nErjFtdILym1b4/s2i7MBnTAh3taW6nSL5b3uuVolTLLesHAX37FIs2J6YL3q4tjFtEPbKq5lKALzPC/aaK1ucuJttD1HSO5y/8DoaBCA2Vmf2ZJ96j3s0+5IwfV/+S//hVqtBsD/9//9fzveV0oa9eLohm/2KDUs1cG1FXEvyYQx4NjguRZxmqNUUeiGcbF2ru8ZFmYC0qzf46zwXM1mOxkMHw/jlJxijWvP8ZgJXFphQk6RKC2KU1LLcHsjwbb1YGmGJDXcXGtTK7uD799NZvJBsLsbk+fcWuuQJelg6QRLa8rbep33e9rp9XruhRBCiIvmKJmLbasIYuZnfNYaIavNBFtboIr2wULN58btNkpDFKV807UaJc9mfTMky4rkaV/56w3max61ilM8TE9yFusBjqWPFKxMm6P03A8HetZQ2+Uw564/QqESOMxX/V33Ic0MWsEd80WCWWMMWmssBeubMSY3pGmGbRfJzFDQ7sZ0QhvftamWXexeorSZqkfZtWm0o6H9GHqYorbae2XfoVzyaHcisqxYX1ur4qHQ/EzAaqNYJq7Yx5xmK+HqfDBYXvakH9IcJ/N3/1zbtqZe9Vlfbx9pWVmx5cgJzYQ4TYOhX93iieViPSBODN24mH/T6iZ0ugmWLobZNNtFIWpbijBK6IQp9ZqH38sSmaajAepwUGxyw5V6QD33Wd0IiyzlrsXN1U7vs6NLM+R5UZD15+rsdQxbFcHOeS1KwXoz5Hl3eHSSrdfHVUAyN+Zym5kJcN29f+N6vbzn+0IIMamOkrm4nwBrsxMzU/bJUbS7KbYN7W6xTrXSxXBx7ShWGyENFK6rsW1Nu5tQq3iUA4csLZbz7Ne/tYp76Ze5PGrP/Ukv8bTXsk79dp1tKWxLkeSKPM9pRRnGGDpRymxvqL8GLF2sKtMJM+aqFNMGfIVtWWSpQQeM5K8Zbo+VfWfQK72dZ1uDzhut4EqvzZqkOa1usbLNcHPxpB/SSObvySItcjHR+gVCnhdDssGm1SmG1MRJRmpyOmGMMUXW7GuLZVYbEVAkC6sELoFrUau4hL1hL8COwiwzOXFSLPvg2NbI6AvbUqRZTidK8R0bx7ZIM0O15FL2HTY7O4eGO71h3f0nrOPmtWQZVAIX29pZSW2vgA6a/VFMJ9e1+dkPfXZknlefUgrbtsiN4ef/yavPYe+EEOJ49hudpXq5R7b3XvYTYG12E5LUsL4ZUi25VHyX9VZMWeW9EW02S/USpcDm1u0OttashxGqm1D1bcqBM7JGcqeb7rk/0x6sHHWYMZxdoJeZnCzPixGM5CzMBtzeKHqMjSlGNfquRZIqcpOTAZWSQ04xxLuYemjh9EYn2lrTbBfXUT+Pj1Jb7bGy73ClXmJ5vcNwx65ja5bmSuQG8l5SvH6bNUmL5Hy2VSSt3b6O+0k9pJHM35NFgmsxkfpDkbpxSidM8V0brYs5M/0nh/Wqh1aarl3MocmyjFY7puRrGpsxca+A9BxNq51gyAcJKnzXxtJFUJwDzXZMoxXTCbeGgQe+Q5ymbLSKZTvSzMOZsVhrhszPFMkeluZLpMaMzRY+nGlye5ZT29JEqaETJrudgh0V0Ljv2G2I1nkkYZHEL6fL5PmOjPB9ec7YwFsIIS6CvUZnpalhrVGsEGJphetotCoeLPcTYD2z0sJ3ih7pODG0OjGzFZcoscgyw2zNI04ynvrLNRYXAiolm3rNY67mUXIddsxmVHuXp9MerByn9/ksAr1OlHJ9uUWUFNMB290E21YszAakqSHsLcPabEWsNaPBvOoszakFDldmSyzOlpib8agGDq044f/96ipRvPVQxXNt7r2zhtvLZ2NpxdJcCcdWbPQSrVXLDrNll7laALDjgYRSxTDxKDGsN6NtnSMJlbJz6OB6XFtLRjdOFjnbYuIMD0VSCtphwmYnoV7zcG09mM9iTDFnyuRFgoiZigs53G6E3N4ISVPDZifhjvly8fQyMVQrbm+tbMVMxS2C6naEW3bRWg0Ca60gz3MUGltrHN9ipuJiWwo9lDXcdyy+6WqNhdlgz3WuYczQpm5Ch92Nq4D2Gh417vxtfe50k7BI4hchhBBHtdvorDQt6vfO0Mgzp9cO6Pegljybe6/WigDI1jz19Q3WmiEmV+RZhusWo9HiJOO+F8xxc7XN8lpIox3RaEZcmSsxV/VG9qfsO6RpfmmDleP0Pp92oNeJUr7y12tESYZSkKQ5KLCxCaOUa4sVfNdmeb1Du5MwU/FotLYCbJMraiWXF/Tm4Mep4St/vT4SWANEccpfPdfkRc+bHbTHoiTjuZUOrTDB9RziKKHTSSkHLjMld0cHiMlzbm+EOwJrKB5StNoJ89WDZ+beq60loxsnx3SXDuLC2T4UaTg5xHozYnE2QGu4Y75MyXeI4qxY3kArkrRIUNYPrAFyisJwkFwsVCRZ3lvGy6JcdqiWHNIsJwhcOr1hZ/1hZN0o7a2FqHAsPajU02zrya2lFTOlomA9jMCzaXbiHa8rVQwZj1IDh8wqeZyhXEd1Hn9TCCHExbLf6KbtyUzTLGN5rUuzk+DYWxnEk9Sw2uhypR6M9KB6tsVmFlMtF8mZwjjDUsXUmWduNAnKDl4zLHKo1Hy0UiSpIU0NzXZCybd7S38Wq4K4jnVpg5Xj9D4PPygZff345y4zOTdXO0WPNbCxuRU0N7UmrfkszRWjFBdmAzKTs7zeoV71iiAcmJ/1ufdqEVgDbLSiImePrUeW84IiwA7jtJiKmBr+4pkN4jQj8GzKJZc2OXGa8RfPbPAtL1jA3ZZcNjM5N7PO2AcNjq2xLAbX8H73x0HaWktzJTZaEXGa4doWsxVvx5JihznXMhrxaCS4FhNl3FCk4eQQgV/c3JalB4XYZjchyYpCM07zQeGoVLGNMTnNMMZ1NN0kIzfFENrMZJgcFmcCgt5Da9fWrDeL5bcarQjXtaiUHHzXwnetXoVcbHvceUOWVizOBnSz4eRqsN4IqZZdNtsRmxyuB/ikE4kcxHn8TSGEEBfHQUc3Wb0RZOubEWGccmutMzJdq9+0T1JDnBjSrBgC/I2bmzRaxdDxKMoIPItrV6pcv9mk2YmxHQtHa+LUkJkimej8jE+S5kVCM1N8n+/agwDQ0gefijVtjtv73H9QEqUZpZKLo/MDrXO9n26UEqdFj/VwYA3F2tbdOOV2IxyMLLxrsUK96tEOE8gVpcCmsm1kYZwWQ8u393BDsTxX/zdfbRbX1zhRkrHRirgyWwwPHw5MS55N4Fl0o63P9jtq8pzBNbzf/bFfW6vZjml1t3IApakhirMjjSCU0YjHI8G1mCi7Bax5Dpal2dgMB4V6P/CcrbisN8PBMHKAku/iezaOo7AcTdXR3F7v4jgWnl2snQ0QJxnP3W5x99UKeV4E13O95Tt818Z1imHhShX7troRDnrPxz25PeyTvsCzWaz6PEdOHGcsr3epV/1BYpXiOw/eA3yaiUR2OzbJUimEEGI3hxndNLxtZnJ0f8mlbat29LfVWrGy3iVODbfWQ9phwu1GF6UUrU7CtcUy3AYUuFbxQL7TLZbiNLni3juqzM34OJamErhc2dazepCpWNPoJJKoWroYfl2vl1gn39ErfBT9uc/JUEeK61qQ02sDKizNyMjCWsmltsfIQtcugkUFgx7u/tJajq0o+cXvH6fjA+u+/vv9wDSMMza7MZ2wmDJ4x1yZJDWDvAH967h/De93f+zVllIKbq618Rx7R9K0w44glNGIxyfBtZgo/YDVmNGsioFns9roUva3KjljoBPGNLqwMOsXw7uynKX5MjfXu3TChHZYLNdVLblEaYrbsXFrW0+/HVsRxhlxYnrZyCFJM2xbUfJdLEuNPG3MjCGMU6old8eT2+EEG/1CzbH3f9Ln2Ba1kstGFg2WctjuoD3Ap5VIZK+nmJKlUgghxG4OM7ppeFtLKzzHoqM1tq0ghzg1uLaFrYugKAeiNOOvn2uy0QmLedJZTpYbNjYjojgDcm6tdJiteXi2xUI9oN1NqJSK/CizZQ+toVramSvlMjtMEtWzYlu6SGjXTxbr2aw1u8RJcc3ESU41sKmV3AM9FIlTQ5bn5LnC5MV61a1ugqU1Jc8eDK2GrSB8N65tDQLTRifmmZubJGnWS5qbsLzW4du++Uovp0/xGUtrcjjQ/bFXW6q/7Fezvb2dVuQrOswIwna4cwWccfsjdifBtZgogWeTmSIBhFY5qSmG+rRCi9zk+K6NMdDqJqw2u+Q5eI6FNePR6abMVD3COCPPMhrtIjlFlBscpxgObul8x5rV87WAnNF5LY6tmZsphvekWXdkXUOl2PHktp9gI4wzoiTDmBzXtrgyF8A6Z9brfBqJRPZ7irk0V5IslUIIIcY6TN02/N+uUwRSczM+z9zaJIqLxFGOpZiteQSBTaMds9YM0boIqjdaRUDdbMeEccb8TMC1xRJX5wNs12J5rUO17DI34zNb9ZifLUaKnVVdddHmsU5az33g2WiluVIPiJKUlfXOILB2bIvF2YA4NaxvRszV9k4U1ujE/MUzG0RJRidKefqZdXSec9dSldWNLrWyy4vuuWMwZ3m24uE5FmGcFQ+BUMRRimNpfLcIwrtRShgX0xTaYUJucpze9MJumHJ9ZZN776iSZVsdFMPLxI7Tvyf2at+hFO1uMlgKrC8zRZby+ZmAygHPscn2zpR/WqMRL9q9sRdp9YqJY1sax1HcWuuS9ApNpYuEYjNVj2Yr5najOxgS1NGaWtWlWnK5sdpmtlpUvibvEMYpWlloBZ3EkGZAXjzhsy2FpYthYvOzPpYqht2UfIdulAyeLPbne/d70ZfmSiM90f0EG+0wpdku1twG6FD0nN97Z+3Mep1PYz3s/Xod4iSTLJVCCCHGOkzdNvzfeQ4LswF/cX0D37XQvVFssxUPk+d848YmtqNYWe+w2UmJEkOrUyy7aWmNY+fYtiJKDQuzJRqbEfP1Eo6luGuhTK3iYUyOMXClfvCMzUcl81iPr9/Gub3RLeZSd1MCL8e2NLWKi1bFObUtvWe7q5+cLEoy0qzoQLgy45OaYj7/t7xgHvKcZ2+1mKv4uHaRw+eeO2r8+f9aoRtnBLmiGyYErsXfuKeOa2s6YcJGK2K1EZLnxTraK2tt0qxYc3utGRN4IS+8c4Za2S2Ge+8zXL5/T+zVvnMdxY3MjAxn35o+YcgOERBra+/74DRGI07bvSHBtZgYmckHCSPiJKcSuGReUVAoBeubIX/xjQbzM/5INvBunHJ7vVsM5+kkeK5FsxMTJ4ZqySU3UA5swsjQ7iaUAxuT51jaol7zcGw9kuAiMznP3c7I8q2M5Y6tcdjKIjqs/6RyOLDuS9KM1UbIYr2071PDk+p13m8o12GfDh6k16ESOBM3fEwIIcT5O0zdtn3bNC3qF88ptlmoB2y2YjDFMlmWsXAdiziNud0IKZccWp2EjAxDsUpIJ0yZKefcboYo4G88v45BFYnOLI2lNauNEH2KDXmZx3pyfMfijvkyOdBoxYMRjKoXWNdrxTD/vdouG61okJysE6WkWUZ/SnWaZkSJwZh8sO2VXubxbpjygmszNLtJMYwx96gFRa90VslRWtHoxOS5wbYtmu1okKU8jDM8R5P3hp6XA2fQZoqTot2kt8WtReBs0eqtZGNbmqW5EnGSDf5fa8Uzy5u0w3jQITWcANDpPRg4qGIp2bMbjTiN94YE12IidKOUm6sdNloRrW7CynpnpHBQCsgVnThhxhSJKVID7W6C48D6ZoQxkJkMrVXx31kRTFcDh3Y34c6FEvQK31rZxXUssl5gOOywvb9pZsiM2RFY9yXZwZ4anmSv825DuY7ydPCgvQ6TNnxMCCHE+TtM3bZ928zkg+Cp3suX0v8OpSDODL7v4DkhkKNRKMBSGmUXAcJmO2ax7qN0MQ3s+s0WvmVRCRzS1JAkhnrNO9WGvKyqcbIsrahXPO5Zqu1I4NUPUPeco5yO5tLZLs0ytNIj23ajlG6cst6MQEG55NHuRnS76WBeswL8odw5/cAaioS5SS8g7sZFjp7Bvtqa9WaxUkw/ELZ00Rt/a60z9r7pL991Y7VNnBhmqx7tbkKaFQlyG72HAnMz++fG2X5uz3I04jTeGxJci3OXpBkrG8VNbGmF6f07jDO6qx3mZooh26XAJkyzIvkEvcDahplywLMrLWoVjywv1rT0fZuZzKHZTnAdu5hRreGuhRK+56ApnhC6jqbRLgL64QBze+9vnBosq1gDMbP0SOFiWxrbLp4uRkmGUgpbQ9qbt+LZ1oGfGp5mApGjPh08jXncQgghLo/D1G2+Yw3W6zUUSauqgTtIQAoM1jj2XZtOmFKvBQSrHUpBUR+lWUZmcqpll/VGhG/blFyH1BjyLCfLc5Je5mlHQ7Mdk6bF6Ln5febqHsVlW1WjP0IOgF6ir5P6zv714zoWjq3RemcbxLY0WV7MwVe6eOBiTD74XG6gE6ZorQbJ0YZ5jk2a5RhjyE3xt6O0mL+sVU6uFElvSTBFPpjXbCm460qF5fVOkSV88H3FwyGT5VR8h/VmxEzFxXeLNqdWRWLeLINq2cPrtSm3B9bFedhqszXb8SC4Xt8s9k1rzdJ8CWOgXisy4R+2nXaWyezO+944jbne0ioW565Yl68oeH3XxnY0z652SJKMwLNptCKyHOZrHratKXs29J5kZzmsrHcwxtAJIzbbCbZW3G6ElDyba0tlltdCcuBOv8TyekjJz7i2WBnJ2DguwBxeb7NfuI1bd1prVRS4WtGNkmJ4j62Zqbi4tsXVhdKhnxru9ZTuqAXBUZ8OnvVTTCGEENPnoKObhkdYWaoYhbbWDKnXPCytBmscG1O0A2xLs9lJWJoL0FpTLTm0uilRnPHszRbz9YCba218zyaKUioVl798pkEpcJituEWPo4I75stk5uhrA+/lMq2qMfL7WZpMadrtkLmaf+Rzutuou1rFpdmKR15XShVzqZthkdysGaE1zM8EpFkxkmF+1ienmEpo2RrLKkYy5uTMVj3CXg+1YxcJzJ673cayFUrn3G6EZAYC36Ubxlga5md8sszg9dqn3/bNV7i+ssn1lTZaFfOfs8xw750zg9GO29tOeQ5ag2cXuYCG16zeLjOGdphwc61NkhbL0NbKbvGQKMlYa4Ys1HwyszMB70Gd1WjE87w3TmuutwTX4tyl2zJxtzsplqXIc4tOnBFGCVDc6GXfZn0zxnc1OTlrjQjLKgpS37O5c6HM2mZE4NrMlD02OwnPW6rguha20lhWsZzHaqPLlXowCK5hZ4B5kJ5egNVGyFzNo9GKmK36g/UWS57DvXfWsNTJ9e4epyA4ztPBSVySQwghxHTZXu/meREUrTa6rDcjrtQDyIupX7Wyi1JgW4pqycH3NFGSsbYZEScpUZpz51IVz9E02zGBp7g6X+arz2wA4HkWa40iACsHNmvNiCv10qnM9bwsI8B2bzfl3FrtFL23vR7kg7Yh9mqLNVvxyBzkfmeH1ZseuN6MetMLYGW9i91rL66sd3nBtVn+8tkNOmFajIYMU2YqDo6leWa5xUIt4M4rFRxbkRlDp53R6iQkiUEPBXxJYmi0YlxbD35nkxnmqx7dsBhKbmlNybUoeTZJWiz9OrzW9bB+W2y/Nls7TEY+b1uKetUbrFjjew5Lc5OfEOy87o3TnOs9HXezuDC297qWAocwy+nGGSrPiVPDZidmYcYnjFL+8tkmtq2xlSLLDHddqdJsh9zeSFic81EobFtRn/FotxPiNKdacvFdG9ctKtqS5wwygzuuJgxTktSMrG3dN1yYHaSnt//fvmtx7501VhshSWYG2RpNBlcXT6Z397gFwXGfDsqcaiGEEKdpXL2r1daqHb5r87ylClqrke0Cz+JqpcTGZkiaGmytyRWkkeGvbjToxClhklENHJLMkAPGQLMT4dk2SZqjUIOFjE56rudlGQG2W7spiovkrnGaDdpdB+0YOMiKJf3fqTW0HFUxF3vrc+0wGQRqSVrkwrnvnllurnaJkpRqaR6tcr6+0qZe8SmXnGKkZE+cGCzLwrYzhke527am5DvF9EGtmJ/x+fJfrdHsxASeQzculoJ1HJtGK6ZWcZkPgrGBNWy1xfbtsc2LOeaW3urhVqrISp7ngILcFMnTJrkz5LzujdOc6y3BtTgz23tdTQ7NZzeYnyvT2IxI0oxulJGT09yMuVIvszib4A4lh9hohVyZ8WFGgVJFEGspNjoxKMXqRoc4zQg8iytzZSqBje9bBI5NteSw2Uno5sWclHHl2nBhdtieXt8tMlgOJ9eYqXon9tTwuAXBZXlyLoQQ4mLar97Nessb3bEQEMVbS2R6rqYbG9ZbMRutmG6YstGOCTyrWHnE5KRJhm0Xy2kWyUwt0syhGyZUyg5zMx75UNR00nM9L8MIsHHnLM2ywfS6zOT0WykH7Rg4SFusn027GxdD/LOsyAKeU4x+UCpHKYWlIB1MB8wJI9MbVq1pdWIa7Yi1jS4AtxshSWq4e6k6WOJLAfWqh8mLYNl3FFqBVhqr134M4wyTF73zJs9Zmi1h2YrAt/Ftiyv1Es12PLYttn2uuG3pscdvaU0psImSIplav4e+OB857W7CQj1goxUNtp/kZa3O4944zbne0poWZ2J7r6tSsLrRLQLsdsxMxWO9GRJnCbfXQ2YqLkmWkWQZcbKV1XG+FpCrYlh3rVwMxc5MTjuMyY0iJ6fk21RLxXrYnbDozX7elRI319qUPIeNVjyY83LnfGUQDHtOsaRH30nMA7H3WS9wP8M9/f1KY7ennfsVBJflybkQQoiLaVy9avKivZCkhtmKh+/arG+GRbImu3h/ea3L9dttVja6rG5EGIpe7nY3pRsl2Frjuhbtbsr15U0WZgKMUZQDizsWylRLDmXPGszpjhNDN8qwrZPt9Zv2EWDjfr9OlGJ6DZft5/EgHQN7tbVMDsvr3UEnTCtMub3RxXUs0tRwa7VFN86wLI3nWERB8RAlTYuHMpnJUYqtxLW2xUzVQ6MI45S1ZjHN8Op8gGMrZitFVnCtoeQ7tI2BHOq1IglZZoo52UWAqCjSneWkaU6nk1KedcjzfGxbbHiu+Nb5KYL0fKjh12+zOZam2YpxbVicDQjjlCTLaXViFmd9/KFh52e1rNVxkoOd9b1xmnO9JbgWZ2J7r2ucFE8LLUuTGzDasDgboC3VW47AI3AtXMsiMkVwbVka37N5drkNKK4tejiWJkoz1pshG62YmYqDMbDa7OL2MlTaluLWWojSOWvNENe16XZTDCG31jrce2eVLINy4HBrrTN4ujfc02sMIz3SZd8Z9PT2t+knzugfp2NrNtsxnmMd6Wnh9p7+TpjSDhPmZwK0YtAA6O/TuIyX2zlWkQCk001B5ZR9Z7Bu9/A6itP2NF0IIcTk2z7Cqv8gPknNYNh2O0xw7GK+9JU5n5W1Lp0oY6MVYdmadhiRZDmNVsxczUUpzT131Li11kZpxVzVZ6bi0uxEdKKUtY2Iu6/WMFlOvVZieb2LMUXdHiXpSK/faWQWnibjRshlvZVTdptnvF/HwG6j7pSC9UZIveoDEKeGVjvmxu02gWdhTM5GJ8VzFFmWY+wcrRWrjZCrcyVcRw/Wl15tRlxf2SQ3RXvVtjRX6iUqJZt2mBAnHoFn49rFEm5xluH7DrbOca0ia3ng2b3luMb3gGTG0IlTKqkDpMxU3KJn3eQjc8WHWbrIEzRX8zEmH1m5xrH0IEgHQ8kvMue7jmZuZuew89Ne1uqkkoOd1T12mqM5JbgWZ2J74bl9WQaT5WgHyp7NXYsVwiSjG6dcmfNZXguJM0O15BTLc8UpczWfMEooBQ7tjRTPs0kbXcDtJS1TQM7CrI8hJzc57U5CmhZPs5fmSzR6Pdjd2HD3lTJZtvV0r58gw3ctVhoxjc14MI/HsTXl3rwt37FYrAfcWu3sCKz7mSmP8rRw3Pxq37XZ7CSsNroszBYFatJLBmdpjWsXPe+7FWLjCr40LY5qe7bNSR9CJIQQYvpsH2HVfxBv8uIhcqM3zBXoDbst5p2GSUYcGzpRQq3is7FZDOl1LRsVGMq+zcJMwF9+Y516vcSN2x1Q9JbJzHvTyQL+6sZGEXzX3MEaxP12wfyMz2ojlLpyD+NGyFmW6iXb8seOvDtIvpdxPb3FslXF79RPXtaJUmoVhyQrhlZ3w5TNVkat7BD4Fq6j6YY5pcAlz8FxNM/e7rC83qbZKpLn+r6FyXJWN7rFtIKST45iYTYA4NZqB7Kd+2dpRZoZXEfj2HrQPutLs5xmK6Ea2HTC/meL6ydNzaCNuV1OPhjqPW7lmuHh1J5rUQ7sI49wPKqTSg52Wtm7xznN0ZwSXIszsb3w3H7R6t7wad+18RyLq/MlorhYp3J+plT0fGeGasnFsaBSckkzQ7uTUPKL7I6zVZ+5WvEE07E1Siuy1FANXFCKKM5w/CIAbWzGtLpFJb3RDHEtPegR7sYpz660SLOiQg/jFM8t1rJWFD3E7W7CrdUOd12p4PfWL4zTbNCL7G4bjnPYp4XDPf3DveaBZ9MJE25vjAbW9ZpHTr5rIbZbwZekhr94ZoOFWX/b9mczhEgIIcTFcFY9SsPzLzfaEbWKR6c3sgqKqVFFRuQU29ZUfIc4MYM1sH3X4up8mShOKZdsbm+EeL5F2oKlhTKOrYkihUL15ms71Ks+tq1JM02l7PaC7i1Jari52hkE3FvnROrK7YZ/P4BK1cMiJ46zHdsetIdw+DujXjKyOM0IWym21oPkZcbkqLy4RgLXxrU0Wmt8txgmHieGF1yboRq4BJ7FjdWil7vPthSbrQhLW2hf040z0tQwVyvy54RJhuMo2nFOuxOjVI7jqKHP65EM9+Q5qSmukyQz3LlY3rFKzcp6l9Ie7UNjivnfrr1zSH3/2uu3L1VH9Tp6irao79oj1+xpLWt1EsnBTjN7925Oa663BNfiTGwfftF/spdmOd04JXEZ2wABAABJREFUpeRoOlmK79oszPrF/Ode5ea7FpudmHLgolU+Mu84M0XvceDahG6KUhpNseRCGGdoXaxD7Tma2WoxV6ZYsmGrkLe0Jk4yVhtdFmcDGu2YMC4KbHJY2ehgOxrfKQJ/1bvnNjsJ1bLLXLVYWsKx9SBRx2GHPW3X3377UHOAHHC0RbVk7yg8dyvEdiv4wjglSrKxmdNPewiREEKIi+GsepS2B/DVUrGO8dbyRDnNdozp7Uel5HCjkwA5lcBmeb1LuVQMA86BSuDiOjbkio3NkEYr4tpipQjMwhTbsXAjw2wlxLEUrmONJDUbHH+corXCd3ceq9SVO/Xnz9q2pl4vk0QpN1c7x+ohtLTCtvUgOVqSmmIqgE5w3KL9orUqgtnEkOdgTI4xGblj4bvWIEFYtdQLRpXCsYqkd8YUOYAsvdWm0krhOTZhlBKnhhurHb76jXVa3QTHtUni4nd/0d117r5SGbR1MYaF2YCbtzskmSFKMpI04/Z6l6X5EsNHnJniYcFuwjjttc92nqfhay9MMjbbMe0wGep8SajXPFxbn2ri2pNIDnaa2bv3chpzvSW4Fmdi+/CLPIeZisf1lRZzgUsYp0UCkThlYbZE4DtkmcG1Nd04JfCsXsbHIqjtFxxKFU/1PNdicTbAcSyeXW6BVniOReBblH2HTpSw2uxSK/lkJkP1CnPX0aDoZQ/P+catFtdXNvFdh6IsU/iezcpGF0tHXLtSxeoVcJkx3G6EzJTdE0+MYFt6ZI3GYUlqcCxDueLteIoOu2Xr3K3Aygf/Hle0nNYQIiGEEBfDWfUojQvgbUuT5ls91sOBteNoPFsRxgYFlHybOxaL1Uc2O8WSTDfXOwSOhbdQInAtGoZiqc84o+S5uK6FoxUmLx5cN9sxS/Olwd/v5zYJ44ySb+2aVFTqyr0Fnn3sHsLt1+Hw8Ou0W7zmORatToJtK5TWpGnRkaKUQms96CBxHau3NFiR3Lbs25QCG8fVZGleBOWZoVZymZ/1STPDeivkqa+v0e72M5L3hmh3Ep76+hpzVY+ZsstiPeD2Rpcbq20MOa1uTCcsAuTl9Q6b3ZgX3jU7Eiq7tibaZf5vsb/j18QGegl6t85Nv9c86R3bejPi6lzpVBPXnkQb+DSzd581Ca7Fmdk+rKexGfE37p4FbfH155qkqWF9M+TG7Q6Ls8EgG2IlcIh6w4mGh9vEqWFjM8J3bXzXJgfWmyGuYzNbhlY3RilFsxNRDVzWWxG2rYi64Nka49rUq16v91txc70LFAWYbQF58ZR8ZaNbBPlRWmSYHBoCpCiesh81MUJmctY3QzY2iyHq/com8OxBRvPtPNtCUQxXL/k7v3dcIbZbwdYvaHcrcE9rCJEQQoiL4Sx6lHYL4NPMUHZdut2MdpiMBNbzMz7d2HB1ocSX/mKVjVZMnBravUDmjvky65shYZLR6qZ8891z1Ks+G5sRa80uJoOy77Aw61MKbOze/Ot+z/VwlvI0zYmSlM3OVlLRYVJX7u+4PYTbr8Ph9mCaGZIkx7YVczNesaxrnpOkGZkBzylGQbhOMQXw1lqHbpyy0Q4xec6t9S4bm1GRyM5WOLbmm+6ocGVuK+v2eiuiG6U0OzFJmg3afI5toTWstSJmyi6+Y1EtuzTaMa31zqCN2urExXH0MppfqW8lHbOHkpNt792/Olem0Y7YjW3pkXMzvC58f3h4vXZyy8KOcxLJwU4ze/dZk+BanKlB4dpN0LooHDfbMbYFG5sxaa9Huh0m6EZRQDTb8chaf1rB0lzArbUusxWf+Vkf19L89c0mucpZbXaoBB6zVQ9y8D0LA1yZ9SkHTtFTDSzOlmh2YpbqAVGaEycG39VUAwcGBR4kmcGze4XS0JPDfubLNDNHSowQJhlrzZBy2afZisgyMzLMrl71aLSjkaQYjq1ZmC2eim5PCtf/e+MKsd0KvmKOezr2qaisfS2EEOIsepT2CuBtG+ZnfALPxnOKObS2hiTNKXkWN293yA0s1kv81XMblEsOaZLSChNc16bTTbh+s8m1pSppljNbK+ZXd6IM1curkiUZgW2xeKVKnKQjWcotrZmbc2m0YpLUsNoYDYykrjxd/akCG7320HB7ZTiQdOxixJ9tw43bXdphwl1LVWolD6VBUwzrT9IMkxva3ZiNZhEwR3FWLBnWywLu2RbkYA+13YwppiRsbHbJcrAtmzRLsVSxH8nQsrG5yVEUPelQtHU7Wg8eDsVD0/H614+l1djefShWc9krcN3sBe6Dv58zMlXRjGkvnqSTSA52mtm7z9rF2VMxVQZzihNDluW9J8NbN5QxxWv9wqfkuyOZEqO4WB5rYdbHtTWdMC2GjVMM6dEK0iTD9yyu32rhOsVcm3LJQ+VQq7hopXjR82a5vtwqhgZlxdCb1WYx9zvPc5RSzFQ8ssyglMbzLMjzQTbwPC/m+PSXsRpeWmGvYU/9p/Tbp9AMD7MLPHvH08d+pTI/E4ycL9i7ENut4HNszQufN1tkC89l7WshhBCjzqJHaa8APc9hpuxiTE6rW6wE0o2L5Ys83+bWNzbIcojDBMvSbGyGRfKq9ZDZqk+e51RLxfKef/lsg1LXxtaKsm/ju1ZRbxuYm/WxNFxbrBDGGb6bUPa38promsd6Mxppm0hdebqGpwp0wpSNVjRof/VPeT+QXJgJBsthBa7D+maEpTVrm1sPSbKsWJJ1tuZzc62DY1vcboSQ59y1WC6myPV6kS0F7TAj8IpVZhzbYqMVFQ93VNFLYykLkxeZydXQNWBbeqQDRCmold3BtAati/f9bdfPbr37+wWuk9Dre9jkYOMSJJ5W9u6zJsG1OBf9Gz0dmvM7rL9mc2ZyXAVRklIKhuZhR8WQnK1EXjmeY9GNMzzHwhiDbVtstGLCOMO1LcqBhcpzfNdmY7NY//J2o4tlKaqu08swDibPWVnvUAnsIqi1NHculHHm/n/2/jzWtuS+70M/VbXmPZ/p3tsDmxQpqUXaZkSKgw2JiiMLISIYkPWMBBaIOHEi27Al2krcsQXxgaLMiHGkhIEkM7ITKZYNBPSTBwUxFASSDYSIn01RgwXnUWyKEtns7jucec9rqqr3R+29z3zPOXc6U32ARnevvfY+q9aqVVW/+v1+359kpZMg2Mt/EcIpM+4voXAWkZf5Lr06ZsCbh9mlcYAUkjDgiFBaqCQvrDZn4mwGKV1lxbyoqWtz7ID2sIGvmYS+dqfH4/F4jvAsPEqnLf7TOKDTjJFSsNmfEgaCQMJOv2Bc1rRTV4f47sYYLGRxiDautJLW2lULCRVJHLj/ziImeUVVaZQU3FlpYIxFSUkjCTHGLkSv5kSBZLWbkpc1aRLQbcR+rnyKHE4VSKIAJauHRg/MjdNmGtJpxnz9wZA4DAgDS5oE1LWhmhq2+3OD2zktRggmuVOfr+uavNQufdAYLM45cW9rTLsZ8WBrSqX1wnMdKsWt5fSAl9tFWSiG+9rjypE5Adx2I2KpnbDcTs7Uf05av4Hzahe1czgpdVQT4Fl6fc8a+v8wgcSnod79rPHGtedCmE/WgTWU2NnOm1N5xIJSEiFASOHUP5OQLHEhN4V0daaLql78npLCiT4EkqVOgjWWYra7LAS0WyHL7ZRaW5LI5XFLpRAWGs2QNHYqoxu7U3qtCIEzYEMgihStJGRtOVuE1ri8bEkxm5j3cxaRl7OE2Z0WZhMFkiiQ51JxPWngexpqiR6Px+O5+jzNerBzzmrACwECgbEGKwTDacXWbs50WvNNb13CWIsxUM4qgkSRJIuTWTi5QAEqUrSbEZNJhcVFwmEhCtSpnkApnXBatxH7OfMpczhVQEronSN6YDyt2JnVOweY5BVaW+JYUtWWWrs1oxR7z1oKQZQExIEkS0LajZhbS24tFYWKdhoxTCqKUiCkIJABceSOR/vWW0oKXlhrMpyUFPvCxec536GSZzas9//m/j53eO1XG8POsKTXThZe/cvo9T2LQOJVf7e8ce25EOaT9fYwp9DOuB5OK8rK0khD+sOcLAloJAF17fzCw0m1KD01ySsEAm3sogZ0XTvvtY4Duq3YeaxDRW0M7UZEXmi6rYC81BhjCQLJcjteTKLtRujChypLrxmRxCFRqFjrpcShpNOMUUIsdtO0tdSD/Nj2nSbyctYQntPCbC6iLqDH4/F4bhZPqx7snLMY8KOpWwOsdlPKWnN/e0ISKXrNmCiUDEYl7UbERjkB68LHjbakDcVqL6GqNK1mjDWGRhyQRU6PRdcuBWypkxDO5t7rlP95Vam188bO13jz9d9Zoge0sdzfHh/QrAEXFbkzKFntzqqtCLDWYoyhMgZtXUWW20sZrSyi14ppJm4dFypJEgXcXspm0Zauj82vK9y3rtPGKY6/5VaLzf4UawVh4LzkUjy+wXvc2i8KJL1WQl0b1nrpU/H6Pola9xdVcutZ4kcHz4WRhIrbSw3SpOLexpBWFi/KJoShJEsjXt8Ys9ZN6Y/2lBLndfu6zZjXHwwXu4IqEORFzYu3W+wMcopKo2uNUoKdfk4rjdge5syHv7kIRKfpdvlqbVlpJ9QGjDELARVrnafaGkuzGS2uY3d0snojPNw7vaiFeAyHJ+6HeZVvwiDl8Xg8novnaUc4nWbAL0RNpbuWKHARbu94S5c310fc3RiyO3S5r8u9mCSKKIoaFxAnwMLtXspgXBBIsELQH5VIAY0kYHeYMxyXi6iv65L/eVUxFjZ2D99/t/47LXpgWtTHlq4Sgtn6SnC71+C1B32SSLHSTVnfnlJWmjgNGY4L7ixntBrRXj60ktxezljfmTAt9KLOdRor1nrZIs3vsEc5SwK0hmYjJIuCJ2LwnrT2kxIiKQlmlXaeJE+q1v11Krl1ElfCuDbG8LM/+7P80i/9EoPBgPe+9718/OMf56WXXjr2/J2dHT75yU/yuc99DoAPf/jD/MiP/AhZtle78P/4P/4PfuZnfobXX3+dt771rbzyyit86EMfeibtua6cd0drrpYtg4BOIyKN5gNRSKAE47xelMM6+HdcCS47EzTbL/gVR5JaQ9jNQFg204haG0bTkp1ZmYV2I3T1MJcbbOxOF7k7Sgqq2d+KQrUwrOcc9jY/joDEwnN/yPN93on7JgxSHo/H47kZPMyADw55BsGpOW9PKjqNiFpbau2EzpIgJJSSSkrsbCK3wq0fvuH5thO2GhYstZxy+Dykd3/U19P21ntORhvLJHdVZfYvY/bXbX5Y9ECtzSJH+7ARGihBI4m4tRJQ1pqi0iSxduHUWJIkxBqLtZbN3SnNJHTry0DSbkSESlDUBiEl1hjiQJImIXEgj/UoO+FbKArNcut8oeAPa9/jfH5enmSU5GUQX3vaXIkWfOYzn+Gzn/0sn/zkJ/mH//AfIoTgB37gByjL8tjzP/rRj/L666/z9/7e3+Onf/qn+Zf/8l/yiU98YvH5v/7X/5pXXnmF7//+7+eXf/mX+fZv/3b+8l/+y/z+7//+s2rStSOvNHc3x2z2p+yOCjb7U+5ujsn35ZrsZ+9FtWhtqLUbyKy15EVNGgUESqC1WZQuOPD3Sk1Z64VKZBIpwsCJjJVVzaSoEQjurGSksaLdiGhlEWkckKUhL95qAS5/xxhmZbicN3m/Evic48LAzuN9Po4kVDy/2mS5m9Brxqx00sWEflZuwiDl8Xg8Hs/+OXexkBdQVBorYTApaWcRQsC97QlfebPPcFyga0unEXKrl7HWzdC1RRuoa4NSYra5vzdfz6O+5n+nmYZ0m85L6g3rZ8N8Q2O5kxIGB9cxUjrl7Yc9CykF2hiyLCBQklDtnTt3YjSikJduN7m1lCERKAFCOZHanWHh8vn7OaPcCePNRcry0imXV9oyyWvy0hDPHDJniSZ8Ejzrtd+TbNfjrp2vApd+5V2WJb/wC7/AD/3QD/Gd3/mdvPzyy3z605/mwYMH/Oqv/uqR83/7t3+bX//1X+dTn/oU73rXu/ijf/SP8uM//uP8b//b/8aDBw8A+J/+p/+J7/7u7+YjH/kIb3/72/nrf/2v8653vYtf/MVffNbNuxactqN1XD3m/S/qYcVsbQx5WRMqSRC4mpaHkVIsFMXnGAvrO1PWd3Pubo75/TcHvHZ/yEonpd2ICZWkmQZkccB2P2djdwrAajelmUYstWO+8cUud5Yb7P/pk7zJc+/z4UHiPN5nJQW9VkK39WgT900YpDwej8fj2T/nRqEkiRXbw8JV7NCWqtSMpwVJpLjVzXhuJWOll9LMAvLCbbp3WzFF7YSf3Ca9oartkbKYPurrYlmkAMzqWK92U5baCavdlLVeinjIUimvNDuDgu1BwXBWmzwvDe1GTBIHNBouOlJI4RwypcZaQ1kbdvoFeVlTVJppXrPZnzIY7zny5teVxgHtmcNm//Fn5VF+1mu/J9muJ7F2vuxceuP6S1/6EuPxmA9+8IOLY+12m3e+85184QtfOHL+b/zGb7C6usrb3/72xbH3v//9CCH4zd/8TYwx/NZv/daB3wP4wAc+wG/8xm88vYZcYx5lR2v/i5hEikAdfJnmYd7LnZQkOthNw0C6wXXfMSFguz9lXGjubzkP+vYw5+v3B/zWq+too6lqTVlptLYEUpBXNW9ujBnllRPGaMYstWLuLDdY6aR0z+BNnoeNnfX8J83hQcoYmOS1z7X2eDwez7VjPuf2Wk58rBFHrC659cBzt1rcWWkxLWr644LhpGQ4KRFCOO+ntbyxOWIwrrDWoq0TM6u1K+2032DzUV8Xy/77f1yE4knPp6wNX7s3YKM/BQFaW6QEC7y5MUJgyaKA7UHOaFKS15rKGPLasDPM2Rm4f8qqJold6a7+qFikPSopWGonxKHCWieiuzRT/Z4W9TPzKD9rA/VJt+ui185Pm0vv1rp//z4Ad+7cOXB8bW2Ne/fuHTn/wYMHR86Noohut8u9e/cYDAZMJhNu3759pt87D0HwaC/N3HN7XM3jq8Jp13743kSRQilXQkEIwa1exoOdySK/Ogxdua12IwLhwrZr44ziaFZSQxvLvLx0UWm2hjlffzDCaIuxuHCvZkR/XHJva0q7FTPNa6JI8tr90SJkfZxXGGt4x/Ndus2YAIijc4Rmz9o3ziuMthS1ppGczQv9JJ59M3C7lDtDF46fxIGr25hXTMua1W56Yz3Yx72TV/V9Eydt1YuD/z7xvMXvnO2885z7xM7b1xYx+59HHVcvmqvaz542z+J5+nt/Ne+BNnYxj0olTpxHA6CoNd1WQqsR058UrO/mtNKQaanpj0rSJGA0qalrCGTF9kiRFBqBi3pTUmCNRVvLaFoRBhJtmJV2EgeErK47T/OdfNR+2GpEDCblsZGPJz2faVHzxsaIr94bLL4nhSCJlRP4ykI6s00ZYy33tydoY3mwPeH+1oRaG5baCXmpaTdjHmxPWFvKiCJFMRPbrbVdiNkGYUBVG3ZHBb1WfOx1i33r1yiQZGn4xO73fO13lnfmLDzsWT3K8ziN8661H5WLGAsv/Yp7OnWhu1EUHTgexzH9fv/Y8w+fOz+/KAryPD/x94ri4erPD0NKQa/XeOTvA7Tb6WN9/8IIFFqc3Gm73YReKzlwrNlKqBHYmQO71UppNt2gZqzhuZUG3Zb7//WdyeI8ACFhrefE6dZ3Jhht2X4woKhBCEmzoVDSGbvTwpCkEUVleOFWimlqfv/uAAMkcTjb/csIgpDXN8ekWeTqbwdOaTEMTn/xh5OS7Z0J1ggQAm2gn9es9Vwph7PwuM++qjX9vGZ1qXnks6m2rLaSM7XlOnHaO3nV3rcgUMeqny4+V+pM5803uk877zznPunzAqUWhvjjjqsXzVXrZ0+TJzFPngd/76/OPTjvPFojKDXc2xrz3GobgZgZQDVmJoT6/FqTsqqpjWF7kLO2lNFrxljrBpfVOGR3VBCEChlI4jik1YzONXdfdZ7VO/ko/TBOoxPXf4efT1VrtsYDhkVNFB2M2itrjcXSa6fEUUgjDbm3NSaOI4pKc2ulQRgotgYFSsFzqw2G44ooCllZSlnuZmRZDFiKzTFJElLWhkleoQJFFEgKY2m2YlZ6jcV1l6V2aufaIiQ045BRqVlrxE+0f608sV9ynPSszvM8LiPPciy89MZ1kjijrCzLxX8DFEVBmh69UUmSHCt0VhQFWZYRx/Hi9w5/ftzvnRVjLIPB5JG+q5Sk3U4ZDKboK5jno41lPM5P3NHqZgE7O+Mjn6VKsDUpSJOI8bhAG7OoYRkAo6HbCOkkR3fm6qJafLaxO0Uai9WaSAmMsRijiUOJ1oZIKVpZwGhUOi946YTQhIBmGlHXmuE4Z3dYYLShPRsk5tfyMK+vNpY3N0bHtn00zHl+tfnQ3bwn9ewHk5J+//ia2wB3sYt2XQaexWR+0jt5md63RjNZqNSeRj0T8DuCcMZorfXDz5sxN3BPO+885z6x8/a1Zf7WHDd2XAUuUz87Cxf5Tj5prtq9fxpcpXvwKPPoZFKyvTthdzB15bcEKCGYFJoscZ5KrQ2TqUtLG1Yla52UWmvKcu9+pKEkkKAsxIGgkwTURcXObI1xkVyHd/Jx++FJ67/Dz2cwKdnanlDkFdP84Pq+rA3WWJJQ0ogVRVExmK0vi0pT14ZACeq6Zpob4jDAGIM1GmFcX0tD5+2eTko2dqdYC3EcUhQVQjjtntG4WBhVzUjxBxtD7Oy30yhAVzX9fn2mteFFcJZnddbncZl4kmPhWd/JS29cz0O819fXectb3rI4vr6+zssvv3zk/Nu3b/Nrv/ZrB46VZcnu7i63bt2i2+2SZRnr6+sHzllfXz8SKn5e6vrxHprW5rF/46JYaifH1r9baidYY6mPmTRDJbmzlKGiAGX3RCKUFEfuQ7ZPyXP+e/McmLysSZKAZhqyvjOd5Ve5oFIBZHHAcFSR9AKKQlNVe0bIjjF0GiFb/Zy6NhSFRsfub2sN97cmDy0xMJpWlCcpomsYjssz5T4/7rMvS/3QQaMsNXV0NfvW4/Cwe3oZ3rcoVPyNn/kc5iEWqZKCT/3gh2Zq+kc/n4dPz1MkTjpvjj3jeec590mdt78tdtagi35Gj8tl6GeXiWd5L/y9vxr34KR51BgYljVCQCuNDpTBigOFNpadQb5onwWmk4qVbsrOsKCRBEghqGpN3Iq51WvyxuaAdhouUtCMdmuRdiNyXu0T1ivXmWfRP87TD48t6xq5537S8ylLp6kjrEVJqKp9f8u6v28tKAnTYt96aZ5aWGgCKTHSrRsD5dIDpnlFtxERB4rhpERKCCSU2lJr5xEPpUBKqKu9Nk6mFYGSi1xkay161ufOsza8CE57Vsetx68Cz3IsvPTJOC+//DLNZpPPf/7zi2ODwYAvfvGLfNu3fduR89/3vvdx//59XnvttcWx+Xff8573IITgPe95D7/+679+4Huf//znee973/uUWnH9eVRxgkdVy56X/lrfmXJvc8K//coWVrga1kVZM57W1AaiULLUSYgiSRYrgmBfOQYlSaKAaaEXL9zhkg+nlRi4LHWmfUmuq4uZGZon/fMww9vj8XiuOsfNk2Vt2Nh1pT37o/JIeU8lBY0kYL+WahxKokgxndastlO6zYQ4UmRJAFjubg5Z6zWOVCDJkpAX1i6fJ/Emct6yrnPmxnClLcudhDCU+z6DLA5Z66UzA3vvOSeRQkgBWJpZ5EpqRYo4cIr0UgiyWR5zWRtqbZAzozmc/VsqSa2d2vics64NtXE5/7ujgtG0OjZ6w3P1uPSe6yiK+MhHPsJP/dRPsbS0xPPPP89P/uRPcvv2bb77u78brTXb29u0Wi2SJOHd734373nPe/jhH/5hfuzHfozJZMLHP/5xvvd7v5dbt24B8J/+p/8pf/7P/3ne+c538qEPfYh//I//Mb/7u7/Lf/1f/9cX3Nqrzbwe5Hmpas1gUlKWem+X8iGT3Lz017Ss2drN2R0V5GXFaL2g20745remjMc1QkKnGRErxTe+0CWQkiQJGY4rytoQKMBCNRsQ4yg49vofNkheFqN2XpbhONV2X5LL4/F4PJeVw/OkMbAzKPbKdc7WA/PynvNosiwOWO2mjPMKa523sNuM2R3m3N8ek9eaOFCEypXtciJnBc+vNBjlNXVtyZKAd71ticzPkRfOaWVdHxZFmMYBaRwQBpKqNqy0E2oDxhjCQLHccQrftTZEoSQMJMZAtxUTBpJpXkFtWO7ENLKQRAfc6qXEYbAozaqUZGdQUpS1M7ADJ2hWFIa6trz9+f0G/dE+nZf1ohJOr52QV/rYiM/VXnrEMXWsN99vBl1arsRo8tGPfpS6rvnYxz5Gnue8733v4+d//ueJoog33niD7/qu7+JTn/oU3/d934cQgp/92Z/lE5/4BH/2z/5Z4jjmwx/+MD/yIz+y+L1v//Zv5yd+4if4zGc+w6c//Wne8Y538HM/93MHynd5ng3TomZ7MqTfzxdhOicNLvu/U9WGnUHBtKypau1UwUclVaUZGYO2gAYlJGL2M0pBQyne/kKb19fHGG1AOG+1iQLe9lz72NqJDzOQL4tROy/LcNJA7Qdhj8fj8VxGDs+jzgjZiyaLQrlII5lHkzXTkEDN5rc+rO9OsViWWhHdVsg0NyAleV4hMNTasjMoUKEAKQikIGsErHRT+qOSKFTXpgzQVeUsZV1PcuAoKVjppmhjWd+ZLJwmgXKG9fOrTUIlFwZqO4sZjEssljpUTu3bCnqdGCXEgT43XwNqbUjjwOn64MLChYAwUKRxcCA1b3+fLmfr1f19uj8sZhHplqo2C6NbhBzZSDiPEe65HFwJ41opxSuvvMIrr7xy5LMXXniBV1999cCx5eVlfvqnf/qhv/m93/u9fO/3fu+TvEzPOdHGsrE7pdFIDh1/+C5lrc1i8jWzEBpdW9a6KZuDHKUUS+2YstTks3ytB1tTbi+n5KVBa0MzCZjkNSoQfOOLXXRtjw2/Pc1AvkxG7Tw03+9uejwej+eqcHgenYfGhoFkuZMe0WeYR5OlcUCoJL12QqUtCGeo7IxLNgc5eaGpas3aUsatXsp4WjOeVgwnFS+uNgmUwNqzeUY9T5/HTbNLQsULq016rZhxXoEVZGlAc195qv3GebsRMS1qioYhiQKU2q8L4v69fw2olJyVbLMUlSa0gqrUxKGrv72/1NO8Tz/YmhwxrJc7KaNpRV7VGG0PhJPPP59vJDyON99zcVwJ49pzPXG7lMfnlzxslzJQcq+G4b5BpdaWstS0s5D+qEQCzcyV9GlnEQ+2p9Ta0GvFWAutLKLXjjEaVropW/38kQzky2TUPmpo/pPAhy15PB6P51HYP4/GYUASqQPew/3MPYlzA+brD0YEEgbTmo2dCRZBGimmhROc6o8KogBaaYKSIBFYaykre8Bj+DDPqOfp8yTS7JQUtLPoTNVR5uulJtBIAmfE2pPXgIESizViHCnSJGTq1DfRxqmC7ycJFb12TFnrRT+b92kLPNie0EiiA9+rasNWf8rSrG72ad78cV4hhfDrrkuGN649F8aj7lKmcUAcKoZAHComUmKMcYNbIAFXjisIJPE8ZGZW4idQkjBQZHFAEgVIycID/jgG8kUatZcBH7bk8Xg8nsdhPo+mcUCtzZnSrZJQcWsppShrRrlGKUUWKYZFTZYE5Ll1KtBGkCUB08ISKMFmP19EvoHzGGZxeKPn8YvmItPszuIkEbg1Z68VU2lDFAcoYQmVS104brVojCUMJPNeNd8sMsZSVQYT29kv71HVe+JoD1snGwtvbowO3Be/7roceAlhz4XxqLuUSgpeWGsShzOvdCNCSkkcKTrNCG0scehKa8xzqM1sVzGJFHHo1EP3C4bW2iwm9m7zfMrlN53Twpa8+qXH4/F4zsrcI60OqXqfFE3WTELiKCAKBPEsbLedRXub6YkikAIpcIJno+KIR7yqDTvDws9XF8h5n/vT+PsPWwMaY1nupEShM7zbmSsPF4UulNsc03dOXsdKpHRq5Md9Ng8xP+n7QsBWf3qkH/t11+XAe649F0YaBwwm5bGfnbZLmcUB3/LWJe5vTShrza3lDAGsb09IooCi0gfEyaKZSuThMgxCQFkZpoUmUJUPqXkEHkeExOPxeDyew5wn3UpJwUonYXeYL44JYKmdoGtXwqmRhtxaytjq5wjhahXvr+4UhworYH1nSisL/VrggrjINLvTUtsCJZEC1nop2kAch2SRREnnkT7OED7JGx8Ggm4rIgrUAe+0kpJeOyaelYU96ftlZTAGkujoOtmvuy4eb1x7LgwlBavdlKm2h46fbZcyiwNeut06MBi+sNpkY2fK/e3JAQGJlW7K5u70wGBkLGzNjikpKarah9Q8Apel1rfH4/F4rg/nSbfqNCJuL2UUpaaoNEEgubUc82BrjNaWXjMmjRWtZkgcKcp9lnUUKorKUOxOKUvt1wIXzEWk2Z0ltW2/oRsGkmYWYbRGa3OiQ+gk0ds0Driz3EAgDpToSiJXTmwhonbC9y2CXjtGnhAA6tddF4s3rj0XShoHrLYS7mLPXOd6P/NBeL7jWFaabitGBYKdUUkoIUsCjIG1XkatDVLOQmpmhvX+AcorMJ6fy1Lr2+PxeDw3lywN6XZidgcFUgqUchvrWRKw1klJ44BeK2FzN18YNGEg6Y9KmBVGOqmmtuf6clZF7rmhu749YTApGZcaXWtaSfhQh9BJ3vhKu9+X8mjO9P7fOu772lp2Bvlxfw7w666LxhvXngsnDBTtLKKOHm2nbf+Oo7EuD8UY6DQjjLGMpzW3lxq0G049cpRX7AxLhBA0s4Dg0NafD6k5H5el1rfH4/F4bh55pXlzY8Tmbo6xBiGcqdzKQnore3P/tKhdyS6gkQZYy6zGsJu7lJQHwmz9WuB6M3fKDKclw0m5ELk9eM7BPlBUms3+lGmpCcOAqqopippOK35olMNx3nglz5f6sP/72lgGo9Kvuy4p/u57rjT7dxzn3uhqprLYH5WsdlOkhNG0ot2IqLRhMCrJiwprDINxSX9U0mtHZHGwEIc4T0jNTS9BdZlqfXs8Ho/n5qCN5cHWhM3dvVKaUjivdVEZplVNWErub04YzcoWSSkoq5puK1kIP81zXQ8bVz689nqy3ymTl9qJ2emcViMkDtUBQ3veB8ra8JXXdylrfeC3ikrzldd3+cNvXyEKzucxftQQeL/uutx449pzpRnlFcNJuZggy8oNMkWlMaYmDCXdRgwYRnm12OmTUrA5yKlm528Pcla7Kau9FCnOHlLjS1A5LlOtb4/H4/HcDKZFzTivjnjwjLEMxgVGa7702g6jccU89DsMJSudlLys6bVijLELj/UkP5j/6sNrrx9zp0xVG/KyJq80D7anKAWjvKTXihlOKnrtmCiQiz6wOyrIK01/VGAspIllmpdIAZ2ZCv1aN32k63mUtZNfd11evHHtubLMB8TdUQGAtZaNfu5KG8xc0EEgqSpDrx0zmdYLD/fgUCkOYwzjvEL24c5y40whNWfN07kp3PRa3x6Px+N5trh62PbQMctoWpIkIYNRwb3NMQJBIw2dSnhl2OxPkULw3EqTOrNMy5qdQXFgPo/DmtvL2bNukucpMy3qxfM21jDOa8q6osqdqnxVWwJl2BkU3F7KFuvBsnaGdV0b5L5Nl7o29EfFEY/2WXhcB41fd11O/Jac50oyN2wFe5OqkJLh2Hmymdm0Ugi0cYOkYc+7XdaGTjMmCCQIqA1My5pprknOuPN3lhJUHo/H4/F4ng6Bkgfma2thMC4x1mKsnYmYCpQSlJVerBiq2TpgmtcsdxKG44P5q2Eg6bUTtvq5rxl8zShqtyaUwqINFGXNraUGWaIYTyvqWV6+lNBuRIv+ZY0zpI+jrg32nBkEpzlofL+7unjPtedKMjdso1ASBnIhShIGzniuNSSRJAwE1rpBMlSSqtKLAUsA3Vkoj7WGOFCEoWB7UNBMw1N3DX0JKo/H4/F4Lo40DmgkIcOJCw13KWGGIFRM8oqi0AzHBca42sJJ1EDMbHFjDAiLMZaVbkJZmUVIeBRKrPWiZtcRrQ1CWjb7OZNcM56WbPVz2o2I51cbdJsRrSwkCuWir4BTo4+jgKI86jiJo4DsnH3kLA4a3++uJt5z7bmSzA1Xa2G5kxIGkqLQLLVTolAipcuBsdbtQC93UqJAouTeLrcQLoemrvdqFFoLAnumXUNfgsrj8Xg8notDScGt5YyVboKSEmMsgRJM84qVbkIUCMTMQqpqy84wJ1Du/6NQ0UhCam0Wa4UkUoSBPJA25jfKrxfRrPxaVZlF3wAX8bA9mJImwaIP7F/HxYHkbc+1iaODfsk4Ctzxc4qZeQfN9cV7rj1Xkv0DnhSw1ktJooDBuKDX6tJqRmA4sAMdKJfHsrk7JQwk00K73BkpaTcihHCTaxTKM+0a+hJUHo/H4/FcLEmoeOvtNivdlJ1BzmBSkRcVjUbCaFzSbsQMxgVauzDg2kCaBNxaymgk4akpXH6j/HpR1oYsCV1lGW1QSqK1IQgkaRK40O9IHVnHpXFAGgV804tdJmWNChS6TshmwnfnXfN5B831xa/+PVeS4wzbKFKIiRuMskgx/8jaPWNXScGd5QaNJOSr9/vUOiIO1cKwXu6kZy7H5UsheDwej8dz8Sgp6GQRzSTk9+8OmBY1xlg6zYhJoRGAsc5b3WlGvO1Om7VehpLCb5TfMJSSBFLSa8VUtaWZxeRFBdZijJhFOB5dx83XfA+2Jgs1+dwYpBCPtObz/e764p+c50qy37CttFnUt3YCJpIH21OWO66s1uFBUklBrxWjVJcH25MjOVZzzrJr6EsheDwXT6eTEkWnT2dlWdPvT5/BFXk8notAScFKJ2F3mLPZnzKelCShJIsSwsAZ1i+sNlluJwfWBH6j/OYQB66m+c6gIFCGQAnSKMYYSNOAlW5yoH8cRilBZBWhkphAodSj9Q/f764v3rj2XFmSUHFrKeNr9wYkUUAjEYtalXlZU5Q1z600QUBe1NS1OWD4NpKQJAoWg9p+w/o8u4a+FILHc7FEUcDf+JnPYezJOglSCP6bH/rQM7wqj8fzLJnXC5YCtLYkcYCdRaDNI9SssXSb8RHDxW+U3xzm4d1BV5KXe3XNw0BhrSUKJNOiPvL896t7h4GkmUUYran1o5df9f3ueuKNa8+Vpqw0UejypPeTJQFlbdjq58h9H+2vH+h3DT2e64OxlofY1otSfB6P5/qxv15wVRvCSDIpnRE0n8vn5bXKShMdIz7lN8pvBvvXflLOa1gbp9nTTtgdFbPzDtabflrq3r7fXT+8ce250pyUF20M7AwKOs2IJNorqTWvHzjfYfS7hh6Px+PxXF0O1wvWxqK1ZaWTMh4XNJKQMNhL/fIqzJ79a7+iNvSHBSvd5MAG7eH1olf39pwVb1x7rjQn5UW7UB9zrJF8eIfR7xp6PB6Px3M1OexRnM/7xthZqoidhfy6z70Kswf2rf2mFVJybOTT/vWiV/f2nBXfEzxXmrna4mG0sYuyWsfhdxg9Ho/H47n6HJ7Po1AualmDWw/M8SrMnsOc1SN90noTfL/yHMQb154rzTx35vCAF4fqQFmtw/gdRo/H4/F4rj6H53NrYaWbLlSc91TBvZ6K5yhn9UiftN70/cpzGL/N4rnyHJc3HYVqVmbL1w/0eDwej+e6cly9YCkEd5YbpKGklUXEgddT8RzPeepNz9ebRa3JsohQWuJA+X7lOYC3MDzXguPypr0SuMfj8Xg815uTKn9IJXh+pUHoI9U8D+G8lWOUFLSziF4vYwdLXfs0Q89BvHHtubZ4JXCPx+PxeK4/h+f7KFI8d6vFaJh748dzKn696HmSeOPac63xSuAez9VEAHVtWF1tXfSleDyeK8D++T4IJGGgTvmGx7OHXy96nhTeuPZcerSxfjfR47lpCLdA/hs/87lZOZ3jUVLwqR/80DO8MI/Hc9nRxrIzzNkdFgB+3eB5KH6d6XmSeOPac6nJK31iHkwS+l1pj+e6Y6w9UfV//rnH4/HMySvN9iCn0UgYjAq0Nn7d4DkRv870PGm8yoPn0qKNPTLgueNmdtwvqj0ej8fj8Tj21g320HG/bvAcxa8zPU8Db1x7Li3Toj62NAK4gW9a1M/4ijwej8fj8VxW/LrBcx58f/E8Dbxx7bm01PrhCp+nfe7xeDwej+fm4NcNnvPg+4vnaeCNa8+lJTilNuVpn3s8Ho/H47k5+HWD5zz4/uJ5Glz6XlMUBZ/4xCf4o3/0j/Kt3/qtfPSjH2Vra+uh33njjTf4C3/hL/Ce97yHP/bH/hg/+ZM/idZ68Xme5/x3/91/x7/37/17fOu3fivf933fxz//5//8aTfFc06cWuPxXVRJp+bo8Xg8Ho/HA37d4Dkfvr94ngaX3rj+sR/7Mf7lv/yX/MzP/Ay/+Iu/yOuvv85f+St/5cTzq6riP/vP/jOEEHz2s5/lx3/8x/lH/+gf8bf/9t9enPPJT36Sf/bP/hmf+MQn+OVf/mX+/X//3+cHf/AH+fznP/8smuQ5I0oKVnvpkYFvruLoyyR4PB6Px+OZs7duEIeO+3WD5yh+nel5GlzqLZkHDx7wy7/8y/ydv/N3+LZv+zYA/vv//r/nwx/+MP/m3/wb/p1/59858p3/8//8P7l79y6/9Eu/RLvd5pu+6ZvY2triv/1v/1v+4l/8i2it+eVf/mU+9alP8R3f8R0A/IW/8Bf4V//qX/GP//E/5gMf+MCzbKLnFJJQ8dxKw9cf9Hg8Ho/HcypJqHh+tYmKApR1ObN+3eA5Cb/O9DxpLrXn+jd/8zcBDhi8b3vb27h16xZf+MIXjv3Ob/zGb/Cud72Ldru9OPbBD36Q0WjEl770JYQQ/NzP/dzCsN5Pv99/wi3wPAmUFDTTkG4zppmGfsDzeDwej8dzIkoKeq2EbsuvGzyn49eZnifJpfdc93o94jg+cHxtbY179+4d+5379+9z+/btI+cD3L17lz/yR/4I3/7t337g89/5nd/hX//rf82P/uiPPtb1BsGj7VWomWCCuoHCCTe57eDb/7Q57p28bPdciIdP4vOPTzxPHPz3Y//eI5z7xM7b15b5OU/qb0sBdW1YXW099Lw5ZaUZj/IznXscl62fXRYedZ48D/7e+3tw09t/Hp7mO3ldn8N1bNd1bBNcTLsu1Lh+4403+K7v+q4TP/8rf+WvEEXRkeNxHFMUxbHfyfP8gNd6fj5w7Hf+4A/+gL/8l/8yf+gP/SH+o//oPzrP5R9ASkGv13jk7wO02+ljff8qc5PbDr79T4PT3snLcs+DQGHtyZ/PU8FOOy9Q6on+3nnOfdLnBUo9lb8dBJL/98/9fzGnNFwKwd/8i3+M6DHHdLg8/ewy8CTmyfPg772/Bze9/afxrN7J6/ocrmO7rmOb4Nm260KN61u3bvErv/IrJ37+f/1f/xdlWR45XhQFaXr8TUqS5Mh35kZ1lmUHjv/Wb/0Wf+kv/SVWV1f5u3/37x5ryJ8VYyyDweSRvquUpN1OGQym6BtWU+8mtx1ubvufxWR+0jt5me55r9egrvWZjMcTzxPOGK1nFREe+/ce4dwndt6+tkjzdP52WdWntnvuBN/ZGT/8xIdwmfrZWbjId/JJc9Xu/dPgpt+D69D+6/BOXofncBzXsV3XsU3wZNt11nfyQo3rMAx5+9vffuLnr776Kru7u5RlecDwXV9fPxL6Pef27dt8+ctfPnBsfX0dcMb8nF/91V/lv/wv/0v+8B/+w/yP/+P/eMTb/SjU9eM9NK3NY//GVeUmtx18+58WD7unl+WeW2sfauzNPzvpPDGPpT7lvLP+3qOc+6TO298WO2vQs/rbx/Ek+sdl6WeXhWd5L/y99/fgprf/LDyL+3Ndn8N1bNd1bBM823Zd6sD69773vRhjFsJm4MK4Hzx4sFAPP8z73vc+vvjFLzIajRbH/tW/+lc0Gg1efvllAP7Fv/gX/NW/+lf5d//df5f/5X/5X56IYe3xeDwej8fj8Xg8npvLpRY0u3XrFt/zPd/Dxz72MX7iJ36CNE35+Mc/zvvf//5FGa6yLOn3+3Q6HaIo4k/8iT/B//A//A/81b/6V/lrf+2v8cYbb/DpT3+aP/fn/hxRFNHv9/nrf/2v8653vYsf/dEfPaAQHoYh3W73Yhrr8XiuBZ1OShRd6qHV4/F4PB6Px/MUuPQrwL/5N/8mP/ETP8EP/uAPAvChD32Ij33sY4vPf/u3f5v/+D/+j/n7f//v84EPfIA4jvmf/+f/mU984hP8h//hf0in0+H7v//7+Ut/6S8B8LnPfY7BYMDv/M7v8KEPfejA33r/+9/PP/gH/+DZNc7zVNHG+rqFnmdOFAX8jZ/53KmiWUoKPvWDH3roOR6Px+M5O/N5H4BAoc0Zc0A81xa/FvQ8ay69cZ1lGZ/85Cf55Cc/eeznH/jAB3j11VcPHHvppZf4hV/4hWPP/5N/8k/yJ//kn3zi1+m5XOSVZmNnijZ7+RVKSlZ7KUmoLvDKPDcBc4a83tOMb4/H4/Gcnf3zvlISLSTjcc5SO/Hz/g3FrwU9F8Glzrn2eB4FbeyRwdQdN7Pj3qjxeDwej+e6cPK8b/28f0Pxa0HPReGNa8+1Y1rURwbTOdqYvZAxj8fj8Xg8Vx4/73sO4/uE56K49GHhHs95qU+pY3fa5x6P52YjcOVpVldbp55bljX9/vTpX5TH4zkRP+97DuP7hOei8Ma159oRqIcHZJz2ucfjueEICAJ5qjCdFIL/5oe8KJ3Hc9H4ed9zGN8nPBeF71mea4dTgjy+ayvplCI9Ho/nNObCdCf940XpPJ7LgZ/3PYfxfcJzUXjj2nPtUFKw2kuPDKpzhUhfgsHj8Xg8nuvDyfO+8PP+DcWvBT0Xhd+28VxLklDx3ErD1zb0eDwej+cGsH/eB+h2E7pZgPWq0DcWvxb0XATeuPZcW5QUNNPwoi/Dc8npdFKi6PShsKo1YeDrYnr2OIvwWa/XAJ6O8NlZ+64XXfPcFObzfhBIeq2EnZ0xtTeubzR+Leh51njj2uPx3GiiKDhVuEpJwad+8ENnPs9zQ3iI8JkQgiBQ1LVGwFMRPjtL3/Wiax6Px+PxPDu8ce3xeG48c+Gqh31+nvM8N4uT+sVC/Iyn1y9O7ZNP8W97PB6Px+M5iBc083g8Ho/H4/F4PB6P5zHxnusnhJSCpaXGY/1Gu50+oau5etzktoNv/9PgtHdy/z2PwuDUcO8ned6T/k0hWOSDX9ZrPOt5YhZqfRF/+0n/5rwtUrjzHneOOI7TrvFp/u3z8iTmyfPgx1V/D256+0/jWb2T1/U5XMd2Xcc2wbNtl7DWxzF6PB6Px+PxeDwej8fzOPiwcI/H4/F4PB6Px+PxeB4Tb1x7PB6Px+PxeDwej8fzmHjj2uPxeDwej8fj8Xg8nsfEG9cej8fj8Xg8Ho/H4/E8Jt649ng8Ho/H4/F4PB6P5zHxxrXH4/F4PB6Px+PxeDyPiTeuPR6Px+PxeDwej8fjeUy8ce3xeDwej8fj8Xg8Hs9jElz0BVwXtDZsb48f6btSCpaWGmxvjzHGPuEru9zc5LbDzW3/6mrrqf+Nk97J63bPr1N7fFsujot8J580V+3ePw1u+j24Du2/Du/kdXgOx3Ed23Ud2wRPtl1nfSe95/oSIKVACIGU4qIv5Zlzk9sOvv0XwXW759epPb4tnieBv/f+Htz09l8WrutzuI7tuo5tgotplzeuPR6Px+PxeDwej8fjeUy8ce3xeDwej8fj8Xg8Hs9j4o1rj8fj8Xg8Ho/H4/F4HhNvXHs8Ho/H4/F4PB6Px/OYeLVwz6VFG8u0qKm1IVCSNA5Q10xoweO5bPj3zuPxeDwez7PkOq09vHHtuZTklWZjZ4o2ZnFMSclqLyUJ1QVemcdzffHvncfj8Xg8nmfJdVt7+LBwz6VDG3vkJXPHzez49am/5/FcFvx75/F4PB6P51lyHdce3rj2XDqmRX3kJZujjWFa1M/4ijye649/7zwez3XhutXq9XiuK9dx7eHDwj2Xjlof/5Kd9XOPx3N+/Hvn8XiuA0oJ/j//4isoJfl/fec3XPTleDyeh3Ad1x7euPZcOgL18ICK0z73eDznx793Ho/nurAzyFHB1cvV9HhuGtdx7XH1rvgEjDH89E//NN/xHd/Bu9/9bv7cn/tzvPbaayee/0//6T/lm7/5m4/887DveJ4NTiHw+K6ppFMQ9Hg8Txb/3nk8Ho/H43mWXMe1x7Uxrj/zmc/w2c9+lk9+8pP8w3/4DxFC8AM/8AOUZXns+a+++irvf//7+b//7//7wD8vvPDCM75yz2GUFKz20iMv21w58KpK83s8lxn/3nk8Ho/H43mWXMe1x9XbDjiGsiz5hV/4BV555RW+8zu/E4BPf/rTfMd3fAe/+qu/yvd8z/cc+c6Xv/xlXn75ZVZXV5/15XrOQBIqnltpXJuadx7PVcC/dx6Px+PxeJ4l123tcS0811/60pcYj8d88IMfXBxrt9u8853v5Atf+MKx33n11Vd5xzve8awu0fMIKClopiHdZkwzDa/sS+bxXCX8e+fxeDwej+dZcp3WHtfCc33//n0A7ty5c+D42toa9+7dO3L+9vY2m5ubfOELX+Af/IN/wO7uLu9+97v5a3/tr/G2t73tka8jCB5tr0LNkvXVFUzaf1xuctvBt/9pc9w7ed3u+XVqj2/L9edR58nz4O/9zb4HUgqYrcuVkgTB1auT+yx5mu/kde2H17Fd17FNcDHtuhbG9XQ6BSCKogPH4zim3+8fOf/LX/4yAEop/tbf+ltMJhM+85nP8P3f//387//7/87Kysq5r0FKQa/XeISr36PdTh/r+1eZm9x28O1/Gpz2Tl63e36d2uPbcj15EvPkefD3/ubeA6WcUnizmVzwlVxuntU7eV374XVs13VsEzzbdl0L4zpJ3OBZluXivwGKoiBNj97MD37wg/z6r/86nU5ncexv/+2/zR//43+cf/JP/gl//s//+XNfgzGWwWDyCFfvdlPa7ZTBYIq+gvXcHoeb3Ha4ue1/FpP5Se/kdbvn16k9vi0Xx0W+k0+aq3bvnwY3+R5IKdBao5RiNMqpKn3Rl/RIXId38rr2w+vYruvYJniy7TrrO3ktjOt5OPj6+jpvectbFsfX19d5+eWXj/3OfsMaIMsyXnjhBR48ePDI11HXj/fQtDaP/RtXlZvcdvDtf1o87J5et3t+ndrj23J9eZb3wt/7m3kPlBIwiwS/ie0/L8/i/lzX53Ad23Ud2wTPtl3XIrD+5Zdfptls8vnPf35xbDAY8MUvfpFv+7ZvO3L+//q//q984AMfIM/zxbHRaMTXvvY1L3Lm8Xg8Ho/H4/F4PJ5zcy2M6yiK+MhHPsJP/dRP8c//+T/nS1/6Ej/8wz/M7du3+e7v/m601mxsbCyM6T/+x/841lr+q//qv+L3fu/3+Lf/9t/yQz/0QywtLfGn/tSfuuDWeDwej8fj8Xg8Ho/nqnEtjGuAj370o/zpP/2n+djHPsaf+TN/BqUUP//zP08URdy7d49v//Zv51d+5VcAF0b+i7/4i4zHY/7Mn/kz/Cf/yX9Cq9Xi7//9v38gZ9vj8Xg8Ho/H4/F4PJ6zcC1yrsEpQ77yyiu88sorRz574YUXePXVVw8c+5Zv+RZ+/ud//lldnsdzKdDGMi1qam0IlCSNgytdS9Bzdvyz93g8Hs9Nwc95novi2hjXHo/n4eSVZmNnijZ7gg5KSlZ7KUmoLvDKPE8b/+w9Ho/Hc1Pwc57nIrk2YeEej+dktLFHJhp33MyO2wu6Ms/Txj97j8fj8dwU/JznuWi8ce3x3ACmRX1kopmjjWFa1M/4ijzPCv/sPR6Px3NT8HOe56LxYeGeK815c2puag5OrR9e2++0zz1XE20sw2lJXmqUFEShxB7atH/UZ39T3yWPx+PxXF4Oz2lCQFkZtLEoKR57vaONZTIpqRFMJiVxoPzc5zmAN649V5bz5tTc5BycQD08SOW0zz1Xj3l/H05KdkcFAGEgWe6k7F8HPMqzv8nvksfj8XguL/vnNGNha3dKVe/NVdZCEgePNFfN5z4EVEYwGOZg8XOf5wB+Re25kpw3p+Y65uBoYxlNK3ZHBaNp9dA2OK/i8a+7ks7r6Lk+7O/vSbT37KvasNWfImbG9aM8+6v8Lp3nnfF4PB7P1WO+3hECtvoHDWslJYGSjzRXXdTc5+etq4dfUXuuJGfJqWmm4SOf745f3rDX83oOlRSs9tITv3NZ2uV5Muzv71JCrx2zMyjQxlDVhrJyRvejPPtHeZcOnnMx75X3tns8Hs/1Z77eubsxPmJY99oxUp5trjrMfO4zBvKqQiPI84pIKeD8v3cW/Lx1NfHGtedKct4c4vn/GwN5WS9yb5IoQMqj51/mAe203dPnVhrHGitJqHhupXFpNww8T47D/TkKJKvdlGlZMy1qpJS0mxHhI4SEP07+/kW9V4/6zng8Ho/n6pGEik4rPna9N+fwXHXaxm+tDWVt2BkUIKA2gvGkBOs2sJ+0do2ft64u3rj2XEnOm0McKLkYFA8u7Ct67fjA+Zd9QHscz6GS4onvrHouH8e9H7UxjCbVbOfdsDPIGYzKcxu2j5q/f5b36mlNSI/rbfd4PB7P1SIOJFly8qyyf646y8avkGKxhlQH1oxubXlrKXui1+/nrauLz7n2XEkelkMsEBhrD+SnRKFiOC6PXdgPxyXRPuPispdx8MrfV5+nnUN1+P0whsWiIAwkUShn13H+XLFHzd+/yPfKvzMej8dzszjrXHXWXGoBnPBzSOk+fxROWg/4eevq4j3XnivJSTnE2lgCJdge5PvOlTTSkF47OSJukcaKLI3Y6ue0spA0Di79gOaVv682x+2QB0qSJSFS8ETC9Q+/Hy40zizUwveX4zrvDvij5u9f5Hvl3xmPx+O5WZx1rppv/B4u2RWF8sD8aIxluZOy1Z+yfz96Pq+aR9gkf5jH3M9bVxdvXHuuLIdziIUUDMflkUW6sYb7WxMqbWhlEUIKrLFIKRiMCrZ2p5SlXvxOlgRUtTm2JjBc/IA23409zgvolb8vN8ftkBsL97bGGAOr3RQpn0we8v73YzcoFh7r/X16rkGwG7hSXWc16k/L3z8ud+0iFwr+nfF4bh5CgJQCpWbjkvYqy1eZRxHDPIvWTK0NWsPdzRFFpZFSEIeKKHRG83xNGSiJFLDWS9EG4jgkiyRKuvJe553DTvOY31rK/Lx1RfFPxnOl2Z9DPJpWxxjWrsZhrd2gnEQKJSXL3YSdQb7wYlsLG7tukFNDSaBcaPnhmsCXYUDzyt9Xl8Oh0UIcrMGZlzVZEjyx/P7970ddmwOG9X4NgjCQ1LU5l1F/Uv7+STvxy53kwhYK/p3xeG4enWbMZ3/t99ge5PTaCX/6O7/BG9hXlMcRwzxNa8ZY+MqbuxTlXmrSRErajYit/pSVTgIc3KQNA0kzizBao7V5pDnstFSpstJ+3rqieOPac204bFhLCRvbU8pKE4WKQDmv3TivKDZr6toShwopxCJsFtyg1m7GDEYVW/0paz0XRvu0BrSq1gwmJWWpj/UAjvKKybQGYWkkIY0k9MrfV5TDfbSszIE0hf25z+cJ1z6tDxnrNpeEEAgp0LVlNC2RwiL3ebTPatSf5EHYvxN/WJnfGMtqL2Wrn1/IQsG/Mx7PzWNnkLO5O73oy/A8IvM10IPtKQLrQrX13twyLWreeqdNFDxa5JM2Tp9HKUEUKrQ1WCsBy84wJ1Ap81l5vkn7YGvCON8rxZWGj1bW8iypUs009PPWFcQb155rw/6QHGPh3vqEjd3J4thyN2NaVEzyCiEEealJo4A7qxlFoQ/8lkCw2k3Jy5ooUighUcp597SST2xgmxY125Mh/X6Ong20c2MD4M2NEZu7e8ZIGEjWehm3ljKSUF0qpcjLXBf8snA4bOywkJgzQvcWDnEYnHofT+tDc2M3CgP+4O4uRWmII8U0r0iTgG94rnuuHOyHeRDq2rgd99oJBZa1UyaXUjItalqN6NRw8p1hzu7wfGHqZ8Wr5Xs8Hs/VYD7XDCclu6NidtTlQpeVW7MNcfPqc6uNM6dR7V+rlLWh0pqy1mzuFOyOXDRXEgXcWUmptaWoDq4PlRJEVhEqiQnUIu3gvJw1Veph85Zfd11OvHHtuXCqWrM7LhiOS7CCLA1oJuG5B4hASYrauN8bFgfEJZSSbO1OybKAViOmqjTWWqSw3N+c0EjDxc6ntVDVzqMYKMHWoKA5C/cZ8uTq8mpj2did0mgkh44bNmehwvsNa3A7mXc3xlTasNpNH+k+PQ3ySu/t5s48lY0k5NZyduF1wS8Th3N/9z87JSVSikV6AkAUKYaTkl4rJo2PGtoP60MPtiYEgYvKMNYyGJd0mxHTwlBqQ6eVEAWCzd0pnWZEVTvdAgEEh3Kw5xN4URv6wwK175EaA5O8ZDQt6bZjrIXBuGRjd0JV7fXdMJS0GjGdRnRiOPn2ICfLYrZ3ZxEngeL2ckbmc8s8Ho/nxrA/Cmq+CW0t7AxzlIKVdkJZO8N3d1RQa3MmD/bhzeFxXnN3cwRCEIaSbisCLFjB7rCi3UwYjSuWW26O3diZgjDkVc201AhhCYPgkdK4zqMFcpwRXWmzaMtcjM0iWOkkdBrRpVgb3lT8isVzoUyLmgeDXb72xi5F6XYHlZQst2OWOyniBPXkwwNNbSy//8YuZWWYlDWbuxOyJCSMFLp2pbimpuLB1oTldgICokC53U8Bg1FJuxkxLTTaaKQS1NqwuTOl24oJlhskkZr97ZNDZ8+zi+jybY7P/5oWNcNpdWDQtcDusKCuDQgoS00ri85t6B93jfO/+Si7n9rYIx52gOGkojaGt95u+0F+xuHc3yiUhIHEGOg0I/qj/eXiBKNxSVFp+uOCtV6KFHsbO9pYtgY5o7xGBjXi0C2eFBW7myUWS6Utm7tTlBQstROMsQzLkkhJJkVNXtVobdkduvO/+S1dytLllbWbEYPZdU3ymt1RsVBHrfW+vG0lqGpLf1JgrEUcuqCqMmztTrm9lNLOosVxbSzjvOLNjRFCCbZHJeNJufDC7wxzvuWtS97A9ng8nivM+ddHBzehi0pjZilHRW1nThRDGgfkZU2gJLeXM4yxC6+0FILaGqwBYy3lbJ05X3+Vs3nmjQcj+qMCa11KYRQoeq0YXWuEYFEqsqgMv/OVdfqjkiAMqKuaTjPi3e9Ye6S60400ZLOfL0Lej0tBPKnCSFFpF+1mD2q37Axybi9l3rlxgfjViufC0May0Z/Sn9TU+0RGamP4g3sDHuzmrHYTBG6Hb6XrjIrDA01VW77+YEC3HbE7zqkqwzivGUxqpBR884s9JkVFrUFrF7YqpeBWL+XBzpRACdZ3CwaTAoRgpZ3y1bsDus0YY5wx/dW7A972XPuAgX14ID2v4MbhfJv9ZSCc0W0PfLYwrAFj5uedT/jquGt05cskdl9s8Hm886O8OmJYu991nveVbkpnnzF10zmc+9vOYgbjcub13wvrVkoswtGq2lBWhjBwO+fLnYSNnSkbu1MGk5LGqEBZWOokYKGoNV+9P0BJSRwpJnnNzjCnKGt+/26fZiOiyOtZTldAmoZ89Y0+UgpaWcCDnQndRkwjDVnfmbDSdbv2882gsjK8sT5CKihLQyMN2BzkxKFmOC3YHZU004BmGmFnC5ogkCCcIT03ruf9MS9rRpOS7VFJGAaE8uCC6o31EW9/vuM3aTwej+cKMi1q7m9NzrU+2p8iVdeWeu7BBobjEmMMYSgJJFQaSq353a9t020mbA+nlLWhPyopa401lk4rZpLX9BoJYQTCOm/4l1/bxQjQGsq6Rgr3N0bTil4rWszVAP/m95xhLQSLtuwOS/7N763zJ77txRPbf3hjQUqx0B8JpEtTrLXh9lKD9j6v80mK4tOiZnvgNt0Pl5jVxjDOqzOvDefXBkCgTnT6eM6ON649F8a0qMkLfUC9UwgXUro9yOmPSzfIWUsYSLSx3FluHBlohtOSShte/fouzTiiP6kYTSoQAinga/f6vHi7ye7IGSpxpGg3IvLS8PxKxtfXxwRSYJXCGsuXXtsmCCSbu1OSRDEpa271Uu5uTlhbSsmiACkPGsdlbfj6/eFiJzGZnfMw4/dgjrhlfWdvgKy1nZUOC6hrS1XbhWENIKXcN/juGfoP2xk+tgyUgc3dHClZCLfNf/OsA/Nk+nDFy8m09sb1IQ7nULUbEeu7E1c2ZhaGvb9WO7jnFwIWw5ff2HEeY22ZFDVWSIqiYlzUZLFid1Rwd2NClgSM84pmGlIbQ3/sFPWjQBKGinFeU+qSbHPsdvFrzXI7oT+qyOKQvO+uoawMIJjkNRu7U2f0C0EaKcJA8uDuGIvgrXcSNnbdgqauDDuDkjhS3OqlNNLQ9S97tD9qY6mN20QIAhf10GlEC298UelH8gp4PB6P59F5Ejm9Va0PpDvt/fbJ6wyzr4ILgAoE5URTzxwecahIY0W3lVBWmixRDMcl1lhe3xiSRJL+qGB7WLC1m5PGijc2Rm6+sYJ3PNcmSxTZrDyrqQ2tRoDWAUVdEytFKw2dU2bmgLi/4zazy1q7tZoQMFufDiYlm4OCbjM+0v7DTg0h3Lqr1YiIAomUkCXOHBtNK9qNvfXSSYric+fKaFodMKwPf37avLn/2pSSaCEZj3OW2on3ej8G3rj2XBi1NoudyDlzo6KuDYGUGGMQQlDVhvWdCUmsjgw0eVkzntQMRhVlpTEadkcFeaER0g1OcahYXcrI85pb3YRRbpACNgcFW/2c0aSi1Yy4uzGhrGq6rZhWFlJpy8buhMGw4MU7TfL7Nc0kZG0pXRjHk6LmjY0RG/0pQkCo9sSbokCeOMClccBgUmKtXeRYz0kiRaAFO4OSpVZEue+zMJREgSSJ9l7fWptTPefHDdJzlXRtmHlG9wz+M6tVi1N2OU/7/IYyD4ce5xVYgVSCNFZYC/mkOnL+PPxru5/z1btDQiUIlGBa1AShotaGNzdG3FpKKStNGiuMcekDg9piAITbuLHWHQ+koNeOkVKy1k0ZTUv6o4IwcO9ZrS3GWEZ5zf3NMWWtee3+aFEy7M5qg8GoZHtQ8LbnW/z2766zPXIl7nYDSRIqvunFHoNRSbcRYXGaCnA07M8cqP3tcunmkSJKilOVVT0ej8fz5Hic8lf7GU2rE72hx60ztLFM8mrmoHDHBLDSjdkelMRhRK8dsjMsubc5JokD7m46LZqVbsruoKCZheSVYX1nihQwmJTUtaWRBgyGBduDnE6rw+4gxwpn8FazHO5WGmKtZVppCq3JCIhCRVnVlNrdk0JrlFRoo4mVYm0lpazqY9p31KlRVoai0tSDgtVuipT7zz94P/bPe/ujG8HOrvn4eXG+WfGwefPkOtv2iZQCvcl449pzYQRKEkhBuS/8uazMwkMrpEDKvXDlqna7dGpfLmdVW/JKU9Q1xoKxgjc3hgRKIqTzVFtc6HI4FLz1Touv3h9Ta0u3FXJ/e4o2cHulgTFQVTXauBDs1W5GMcqpKstwkrO6lFHVNYNJye44Z7mdUFSa339zwN2tEYOZmmUUStaWMpQS2CTEGstwWh7Z8VXSKZJvj6sDYfFKSrott/tprMUikLM2h6FktZvRSMMDZY66reSEQXJvZ/i4QfZg6SfnGd3PWQyaRhISBvLYQT4MJI3EexsPk1ea9Z0JD7YnlJVGSvcuCCFY6iRHJrQwkMSR5MG2C3Uz1gKCWltajYi81BityUv3Txwpuq2IwahymgJ5yXI3gZFwG1ehYDiqkdIShpKN3SlJLOmPKsJQ0Wk477kUgrx2YnX9Sckkr2k3glnem3UegSSglYVsDaZsDHKUdJEVkVKLdt5eyshr7fq1hf6kZDgpqWpDHEmEcKKDYSAJQ8k0ZyFIqKScRYKIRS17r4rq8Xg8T4+TDa/zpaIBB6Lujv380DpjnFcLB8VOvwDhNoSNgeVOQjML+fr9AWXlRDjvbU1I4oC8MuzMKk3ktWZ35ELHg0BR127OtBaUELSymK+82QcNUah4fWtCoARhINnsT2kmAd1WzGBQcqfX5MH2BCFgp1+SxIqGirDWIESE1pqdfok8RjX8OKfGfN2ljVlsVJ90P+ZOnMN51aFy82GWHI0KnM+Z+79/HKfV2fbRYo+ON649F0YaBySxothnWNqZoS2EpJEEOEeqoDbMFvQCIZzgRFkb7m9OqMqaUClqUyCFopnFSOnEIZpZRBwpltoxcRiwPayw1tJMA77+YMzGzoTxtCaOFGu9lE4r4c31IcbA7ihHWEhjRVHWDCcVVe3qCIdK8OobOwRS8dW7fcJwbwArKyfyNJ5WtLKYKJBOYKO2R3Z80zhgOVDs9COqyhwIKQd4brlJHCsEsD2IFwPlfuGrMJDO2z8L9z3MfJA8PMgaA9U+0Y/gmInhtFIR4IzrtV7G+s7kgIE9LxvmjeuDaGNZ35nw6td3mOZ7O91hKOm1E3aHOb1WwnBSIYUFIWikEZO8BusM3v3P2RhLtxmTlxUCJ1jWjCVvbk4JA0W7kSBFwXRa00wDOo2IOJC0V2N2Rjlbu/nsOUvKWqONJY0U07ImkM7wLaqa0cSVsatqTa+d0EgCilLTzSKGeeU8B7UmjAO0tdRak4QBxsK4qFmWKc0k4suv72CM6/vDackkr+g0I4yx9EcFQejSNnRtCQLJ8myzYWdQLMYHeHKq/R6Px+M5yOMaXvvzeGUUHBHc3M/+dUZead7cGC2M5FAJEJJGGhEqV4YrChUbuyF5lYOBIJBs704ZjEvCtSY7g2IhDpYXGmfLuguYi5+Ni4rBqKCRRpS55tZSihCCOFAgIVKSQAleut2grjU6cBGUt5ZSvnZ/QF7k7ictJLHixVttArk/8s+1f3dcMMlr0jig1nte51AJKm05zqO//36kcUCgJPe2xgfWV5W29FoJ1phDFUjkLBrtqOL4Yc5SZ9vzaHjj2vNMOZy/s9xKiBPNZFKgtVNoDJSi3YpcLo12yofGGqSQ9DqawbSikYYMJiXjsmaSa8JQEgeKotTc2x4hcR7AB5sTsobzHlsAC6u9lK9vjEgjhZSCXjvCGIG2htoYXnquw9fv9UnigOG4pDaWF9aatBsheSmJQsl4WjGZ1pR1QVVrrHUbAsa6MPZ7WxOWOylxZEijgCQKTtzxTeKARhKiw6MDmZTQyVzpoqV2woOtCfe3JwcM6+WOCwPuj8ojIUZzam1oZdFiEC5rtwFQa8NoUqEUDCcBnWbC/NLOUgpCzXKEby1lKCkWCpxKioUI3U33Lu6/b1IKpmXNV+8NmBaaQIlF1EJVGXYGOS/d6dBIQ15MFK/fG2GMoT/KmRZO8OT5tRbDcUFeGQIJBifKIhHEoSIJJW9sTlBSUlQ1GzsTjIXldsK0qFFS8LV7Q9rNaOYNsNTGEIQSLCy1E6SCP3ijD1LwDXdabA1yGmnINHeRHZNpRZpEFFVFpQ26tighUEpRVDVJHNDKYsbTisG4RCrJcFxRlH2amdMGyKva5WbXrl0r7YR3vNDhi6/tMBiVrPYyBhPBeFpxZ+VoDdPD79Ph+2wBO8uV815uj8fjOTuPY3gdzuPNMpf61m7EHB6G968z5t5yt55ykYnzzX9ByepMF8ZaXGRUruk0I373/oC81Ajg3uYQEMRhjLZug1YAla7pNGOmZcVKN6MsappZRF1q2o2Q8VQzGBcMxiUrHacR0m3GTCtLczb1aGOdingzRmcWbUDNxDejQCGOaX9VG0Z5yevro5mh7BxEo6nbVD48Lx1edykpyJKQw/scSkrajYg4dPop/aFTOg8DRVVrSm1YasUMJ+WJc+BZ62x7zs+1Ma6NMfzsz/4sv/RLv8RgMOC9730vH//4x3nppZeOPX9nZ4dPfvKTfO5znwPgwx/+MD/yIz9ClmXP8rKvFacJXxyXvxNFil4n4/m1JnmpCaWk10rYHuYu/HpY0G5EJGGEQlBUhlYjYn13yt2NEcNxzSgvmOY13/K2Fd5cH1BXhjgKyIuaNFEEQvBga8ztlQY7w5KyNoymJbsCOo2ErX5OXddYQvqjitZaxLe8bZksChiOSqdsLNwuY39UEEcBUeAW71o7ISbQJFHIzrAiUJJJXtNIa/K85rmVBlK6ySIva9Z3prSy0A20QDN1taq1PnpP9w+0SajotWPyWjPNa+fBnBlEzrjYCzHar7KppKDXThZloB5sTRblk4RwxlQUypnxNj1Q8ulhpSD2ew6TUHFnufHYwidXhbOKvOy/b8bCVn/KtKxZ38mZ5iVBIOk0nZcWnIFdVy4CoZhoVrspo2nF1mBKXmq2+jnbwylLrZSq1mghaGYhZVWTxorl5Yz13SlVZahw74oKFHWtybKAb2i1+X++sk0zC8C6dPjnV5rcWkrZGuTcWWmQT2veuD+i3Y4QwPpOzmRas9JJ6bU7jHMNemYc9wu++W09VhFY3EbS1iinrjUb2xOCQDLJK1a7KUgYTWuKSrPSTpgWmkYakJeCunZq4l9fHxOFASsdRSMOSCKFlJLX7g35phe7R7wfi6iMQB65z8ZAr+0iR56ll9srr3o8nqvOoxpex4WTB0rRTCN2Bjkr3WQhnHq45NTcWy6lYHdYUtV7qX1bfYiigCRUbn1X1qx2E8azeThSkihSjMcFz6+1qY1hqR2TxoppoYlDRSsLKUpXussmAV/5+g55qek0QgIliUPFW243UUKSJSH/z1e3eGtR8rbbncU6rNKaMFQEMxHOQLoURq0180ov+2tPy1nUVVG5VKq5WFmWhAzHFaudPZvj8P2YIwWsdtPFmi4MpBNhM5ayMnQaMbdezOiPS1fWS0IxrfnacK9sZqiOzoHnqbPtOR/X5s595jOf4bOf/Syf+tSnuHXrFj/5kz/JD/zAD/DP/tk/I4qO5iR89KMfpSgK/t7f+3sMBgN+9Ed/lE984hP8rb/1ty7g6q8+pxlfxypVW9jYmbA5LIilREmwymIFbOxOKEpDHEp+7+u7jCYly92UdF2x0kmI4xADdDsxk6LEWPi917ZpNiO+8S096tqgreX2csrmTk4YRKSxQnYTkkgxzUvCUFGVNUrBpABVGppZSKCcxytLQ5SSTPOKb3qpR1FqiiKg0q5utprl58w9xcOJKz9khSBLAtqNiKVOzHhSkYYBm/2pU27OQppJSCMJeW61Qa+nWO2mizIVc8NYCLi91Dhyn3dnhjEA01ld8G6yUFSfe6X3e7eH43Lm1XQG+jz8V0lnoGu9Z4yncchyey/v96y5V4cVsK8rZxV5OTzJzvOldA1F6crPFVVNWRtW28nCCDPWzvKqDdVMDTSOAorK/b2ydH2k1YgY5zUbO1M6rZi8sOxIp8wSRm5TaVJoWlmIki4vOy80L95uYmyDZhqzO5jy+oMhX7vXRxvLraUGw0nB8lKGNYZ7m2NeWGsRBJJ/+5UtVnopu8OCqjasdBL+yLes8NU3hxjrwt3SJIAhLHdS7m2NZ7vzMe1GxMb2lKVWhDUWbd2ioz8qUcpd50Y/Z3N3yu2VBvWsBJmrV1q7Ul3TilZ2tH8VtcuzO3yfAXZmgjFw/jzBR8Err3o8nuvAoxpeJ4WTx5Gi10pI45AokMduSs/Lb/VHpYtOHM/mQuPc1Ru7U15cazIpKuxMnHNaaFeitdQI64zWIBDoGmpreP5Wi6qoEUoQCBjnmtGkYmfkvNRJrIjjgPubEwx2YYROipqqNtzbmLDUyhBiShxJpJTc3RzTH5WL6+40I775LV2QdtF+reHu5oh6tiarKkNZaxpZQBoojBU8v9qkkYbuflkn9hkes2khpFiszwIlDqQFwsyTHyrG04pACnYGe2U9q9pFvrWyiK8/cIKnzSRcrNlWe+kx6xmXXnZdnSPPgmthXJdlyS/8wi/wyiuv8J3f+Z0AfPrTn+Y7vuM7+NVf/VW+53u+58D5v/3bv82v//qv8yu/8iu8/e1vB+DHf/zH+c//8/+c/+K/+C+4devWM2/DVeYsxtfhAdfVbc7Z2M0JggAlLZNphVKKrcGEMFAsd1O++qYzrMGyPSy4HWfkleFLr22w3E0YTyu+fn9EUbucmfHmhBfvNN0CuzKsdRO2+zmBFNxebfLlr2+RJSHaQH+cz0JuAqw2tBoJm7OSDUWhscKpUyrpSjqs7+Y0k4ClbkwrCRFAEkqWmgm7I5cPGoUKFSikhF4rIQ4lWFcaYjSpnLiGktS1YTipsFhWV5qkccBzK43FzmMYuPDz/rhgNK1Y7bmdx9G4OvY+b+3mrHRSSq2PGNbLnZRa7z0LM9v5nJsp1nKgFITz9O0NquO8OuAFn+cyzf/2VRW90MaeWyDrPCIv+/t8WZmFwRcEgmmpXc11bSgrt6sehwFRIGkmIRa4vzV1C4BRQW0sUlq67ZjN/pRpVXH/3oQ4Um4TKg5ppQE7/RwlwArB9rgiiSRvbgyptCFLItqNkElek8Qhu8MBw0nFRj8niRXjae286ttTkjjgznIDYy1SQhAoitosFL2Ftaz1Mt7cGDGZ1GhtWeq6NIwolE5JfLlJICWddsj9rTFpHCCkYHdUoKSrLV/MVM1bWURVu3s0mJTEgUIaQ60BKRiMK/Ja0zokuSeEC1Ef5xVKiiPqqfujOZ52X/XKqx6P57pwsuF1vHd1zmF166o2jGbilUq59cVx5arAecPnFUwCJWg3Iqal20Aua0McK+5vTQiVpJ2G3M8rJnlNqxGjAjcH6NIyKSriIAQr2NnNWerEbPVzWo2QOAkwM92TtV7G5mDKONdsD/PFpkESBTzYmhAGEivchvdWf8oLt5q8uTEmVJK1Xooxbu1kjOXN9SFlfWtRBee1+wMqY4kjxfruFGvc3F9WhhdWmzy/0kRIF2U136goqnqWErW3UZ9XmuG4nFUVsWwOcrR25TsDJVDSbVTc35q488uDa+0gENzfnjCc1C4Nrda0suhA1OF8jQ7Q7SZ0swD7iBFXT6J023XgWhjXX/rSlxiPx3zwgx9cHGu327zzne/kC1/4whHj+jd+4zdYXV1dGNYA73//+xFC8Ju/+Zv8B//Bf/DMrv06cJrwxSh3Qkh5qRfGWa0tD7YnaANhCDv9gjRx5X90DeBq9K1vTwkCgZSKQArSyJVECANJIw6xWJePHCXEkWK3LNgdlrQaEUEgKbSlqDWEiq++0efWUsaDzTEISBPF7sAJNL1wu81r9wYEgUJrw3BakZcVYRhQVTUv3eoQhxJjLYEUKCVoZS6UqNmwCCkIlGSrP0VqSxIFDMcFRSlZ6aZs7k7dbm0gCQOnWKmNYWM3Z3eYL17E8bQiCgRzVcv5PdzYmbr8HMWxytyunJbhueUGwSz/9CRD+DzhXofFRWDPYJ+Pl1dR9GI4KXlzY0RZ7cXinyV0+DwiL0VtmOT1IlRs/hymhaaZKoxRDCclWlu0NuSm5rmlNrdXMl57MFzUk87LmmJmnBelU9MvKsNmP6fdiCmrmlYRoY2m24h57f4QFQjSMKA/rtxmi7WMc402hsGoYG2pQSgVnYYTDtzYnjANXL9pzLzDRWkIAkkUScqx5q13mjSSiGwWdTEuSl67O2K1lzCtNPe2xtxeyihKQzuLiUKNrjVvPBgRKEUndOkSdW2wwgmlRYFgnNcMxyUv3GqipOCrbw5I4oClVoQUgiSUtJohdWUWixlwkS87/ZwodPcRWORaiwPPZW+R8DT7qlde9Xg814n9htdZjaXD6tbGQiMzjCcFUkA7O96wBuct35/6IyTsDKYYY0giiZoZurU1PNiYstRNyQtNvlvzwkqTwbTi1nMpX/yDbe5NJwhgrZdxb2fCrV7C+s7UCc4Oc1Y7Ga++vkM7C+k2I4bthEYc0GnFlJVmpZswmpSEgSKvXN3ryjhtkWmhqfbl8YVKkcUJRru14M6woDSafGq4vzWmPyyx1qCU4vlVV7llZzhFKUEcHjTD9m/UA4vNjeVOylbfOY0ABuOS5XayEC/LS40xewJpTggOtocFArdmdb9vT4w6DAKXlrmzMz5SJnfv+k42np9U6bbrwLUwru/fvw/AnTt3DhxfW1vj3r17R85/8ODBkXOjKKLb7R57/lkJjlFqPgtqNhipKywecNK1F6VmY3dKrQ39sVsAB0rQyJz3WAqB1oYkDuiPCsDyYMd55KSwvPRcmy9/bZu81qz2Mr5+f0CWhOSV5qv3BzTTgF4n5v7mhFajQRhKdkcl/WHOS3faVLVmuZ2grWWa14zGJUvd1A1qUUBZOq+3nhksa0sZdzdHxFGINgJlXHkvFToD44VbTfJC89LtFlpbl8sSSm4tN/j9N3e5s9pwQmlCzEJVLes7zhPoSmbFi7Jac0aTiuVWTFGXIE6+l3npSjatLWVs7k4PlO8KlCvrpaQgOSVPptWIGEzKY3NBlRQuT3dmoG8PcoQUB67JWNgZ5txaylw4UqQeue8/bY67LotgfWcCiCP3enuQ8/xq86GLh9Pe0yBwdc6Hk5Lh1NWrFgL645IoUpS1ZqWbUdWunmZlLO0sIk0C3vpCG2NhktcoJQjMfKPFiY7d355yZznFWotSLpViWtQMxgVJpKi1ZaM/RSLptiL64xIVuPQHN/kaltsp/VHB2nKDja0RVaXpdlKajYgsDgmVC7f7g3u7TKY1UrncrudXGtzqNahn9bnz0gmyuYg9izaC+zuTvQ00a53uQRwgrCBNIqJQzO6HoJGG1MbSH48IAkUch4xyV6u+0wxZ357SzAJGU0G37RLEx2VNtxEhBGzuTuk0Y+pZCPb8Pu8MC5Y7e3l9YSgXnz/tvrq/b6jZLsD83/O+cdN5FvfgOsypj8tNvgdSir0dNuHGG4G7F0J4DYTDPOydDHAh3Wel1YgYTF39aWNZrHfm/x4V1bHlJud/685qk0nh0qaqsqbSuPKQzRgzcxoMxxVRFJCGAQJcqdHaEAaSneGU2hh0bVhbabLRz9ke5PSHKWtLGdPCpSptD3NWOglhoJhMylkFDsFX3uiz3EmIQ8UbG2P+8NtSWklIOavmEoWSQILWcqEWHkhXglVJd8xawxvrEwIJ2/2C4bRCCui2FMOJSw3cHbk0qlYjIa80Rlukcg4kBM4pBIs1oQK67YSyNgvnSacdLbzeUQh5UROGLvd8q+8qyGwPnGPE4KLN9s+HRa2dptCM08aMaVGzsTs9sHYcTJyQbhQqtgf5sWvYs6yrniYXMRZeC+N6Op0CHMmtjuOYfr9/7PnH5WHHcUxRFEeOnwUpBb1e4/QTH0K7nT7W9y+MQKHF0U5ba80gn7DcTgkDgUZgZxta/VFJu5W48lPKMpjURJEzsLcHOY0sopGF3Fsf0+ukSCGojSUOJZ1GRFk5he6tfs7tpQbdVsRr94fc6qUsd0JeXG3SyBRffXNAFCkwMJxW9Nop2hiK2s7CVmFrUNBtR7T6rrSQsbMFubA00oCqVkRhQK+TsLrUwGhLr5PxwloLY53ats0rYD5gWXqtmBeymLI2DMcFWRqQRiHikGEtpWCSO9VKg6DViMkrw7SosNbt5LrdXIGSEM/uX6eVks9Ci119YEGchJiZfGUWBwTq6ITY7SYuXD2NWN+ZLJ4HuF3itV5GazbY7gxzGo2EOAkPPLvFYw9DsjTguVstwuDy7Uqe9E7uDHOsgUbj+B10FQX0WsnxP3pCX5/T7SY005DtyZBuO2VaGbS2M5Vwy3BSkMQhSgmeW21RVpqiqMlSpyEwnGryyrln76y2WN8eszUqQUpq7bzgURRg7UxBFCfyMsorV/taCFpZhLXub9baleloN2MELrx7o5+zPcwJQ8n9zQnaQjOL2e7nrLyUMsoVW9sT4iig3YxmkRKu3roRlrXljNfvD10kB854VEKQzXa+AykI44CXlhvc3RwhgWYjopmFxGFAr+Vy/vPCCbTZ5Qa1tgic6rwU7u+54AxJIw1Z7TRoNhIaScidtRZlbUjTiEApaq0X/XN+n1UQEIcKIWF1KSNQ7r/nfbWqtUsJqJ13vpmGj9+HT+gb8342f/duMk9injwPV3ZOfYLc1HugZvOfUoogcOlanY4XrD3M03gnC2PZGVcH1gxZI6LXcmP4w+bYZitBKMk012zsTihrt5E8T1+Lk4ByZncu9zJurWT87td2XGpQKbm/PUFKyctvW+Lug5ELR5eCSV4RKUm/1GAtrSRgXDgNm51xzlvWWkzzilbDlW1VCl5cbZKliv604k6vQSMJkFJwZzVDCrXw3hqrMcZtGG/sTLm7NSUvNL1mhAokz682GeUVRWXIYje3WSwpgj+4P6DTiGgkEcbAqNT0WgnZzMNfmb01Y1jUFNWeYZulIe3ZfbTWMilq4lCy+bVtwsD1+05TUNaaKAyZlIa3Pd9YrA2zLKLXO/pOHDdmVLVmezKk0Tj63KbaEsbi2M/mPHRd9Yx4lmPhtTCuk8Q9sLIsF/8NUBQFaXr0ZiZJQlmWR44XRfHIauHGWAaDySN9VylJu50yGEzRVzDEVhvLeJwf8YSO84p8WlGnAVUJsRTsjAsX1qMNZVFTaUs3idH1lK1RAQKSSCGw6NowLStur2Tsjgo2diY0kpBpUROFim4jYjgpWd+d8MJqk1Yjpp2FjPOKe1sjzBb0RwVLrZjbyw1GeY0xmjRKMVgXUhpJslhhtMUYCBSkkaLXjNgduDCmZha4otDW5ZqGSpAGkgDLm5tjFyZTakIJw4kzcvK8YrmTIBCzEkgVk+nBPqeUYDAuaaQBdx8M2Rrm7A7yWSiwmz2UdB7p1V7KSidhPD7qcZ5OS0bTkpWu6+vr2xOnlNyKD+w4KynoZgE7O2MAOknAOK8WO6aNJKQuKnYK523dHbp8Xzj47OYkoWC52WI0zM/dZ57FAvukd7I/KQHBeFwcG8arrIH6GOl2Tu7rsHd/7w6m9PvunmSRXEQZNBJJf2jIC9c3xpPCieRVms2+2yCch2YVpSaJFNZYbvdSBpOSJFTsDHOGI9dn7iy5MLHVdsLWMGea18SBU8lf7iRoDZO8Ig6VE8izhixpMZwUSCCUiiR25+8OC7rtBCUEUs3zzhTbwxyBux3TvKLTCHnxVoASMMpr2qkTj7m9kvFge4KZuiiKstKYWtNuxlhjeeFWA4UTB7y3McIYtxBIZ7WyAYw15IVmbSmlri1Z7DwczSRwdeZHBaGEsnB9djLZe5/2989GIimKGlNreq2Y0aiYRbCk3H0wQAnB1uDgM5y/Z4+jjnq4bygpaTRixmMXkbP/3buMXOQ7+aS56nPqk+Am3wM5U28G0Fq7OsW1pt+fOHGsK8JVfSfLaUUzUkzLGgs0GzFWW3RVM6jqU+dYqw2DwRRhDVWlKcp6Efk3GpWLkpICw8Z2Tq8ZkYSKohwRBwG6rtkcFIShxE4tZl6Kdba+fO3+kO/6thd5fX3k8o+rlNvLGfe3x2ht2RrkrHZTbOB0dKqqJo4kAsFLd5r81qsbbA/25p+ldsR7vnmVvKzIZ9emhGU4rdjYmXBfG7qthGYW0m3FMEsvXN+dMJpUbO9MeG6lSRhIikqztTUhkJYsDhjsS8kTAoqiXEQtBtIyYD7fCJpZxKuv7bCxPWGS11icmvgLaw3KsiYOBP2B0/QBCKVlh33z4EPGjMGkXKxrjmMyKRYh68fxsGf+tHmSY+FZ38lrYVzPQ7zX19d5y1vesji+vr7Oyy+/fOT827dv82u/9msHjpVlye7u7mOJmdX14z00rc1j/8aZ/s5TEBxYaidHci2scUXu520KlDM05+JYjTSkqPTMY2SpKleOZ62XUZZO0fFtd9pMphVVbQlDSaU1KcoJGRU1b7ndpD8saWQRw+mYP7jbJ44C7m1NSCJFWRse7EwJA0WWSLb6Oc+tNJ33MoT722NWuindVsLbbhsqY9Hahb8sd2JAUteWstJEwd7uaRIphuNykbMr7CxMpxFRVC73JVCS7sxrlUbOMJrnSofKlWfoNGKaachoVJBPK+5ujtHG0G1E1NpiNKzvTJAC7iw1jtxnp6xZsNRJZjWILc0sYjIt2erni7rXSkqW2gnW2AO5NFkUHHheh/Ns5gPR4Wc3N0bCmTjbZeW4a5v3dKfoefy1P6xNx/X1/fe3nEUUzFnpJJSVC+X6lrctue/Ncodfm9W7BpBSEiqJtZadwZSlTkZROpGRdhJQhS5X6s5Kg9fuDsjSgGlleLA7oq41z602sBheuNXgK1/vu1AyJZxyPpY4cJEhYaCIA4hDuVAqrWqNFM6j3kwChHWebCUVSkIjVUzymnFeMRiVdJoR01zzh97e5Wv3Bnzt3oC80uS5S5l4brXBg60JlbG8sNLga28O+MYXumzu5ovyKsbCg+0x1lgq4xZAcSTJooA3ByMXxikE5cz4DqQgUoqy1M5bYMziviopWOkkizrrb1nLnNhbpRmNK8LAiQOaoYtc6LWTA/VWtYb7W5OHio6dZdw8rm+APfbdu6k8y/HiWc2pl5mbeA+UEixshlnaiiud6SKJPAd5Gv3DWksSKmfYZDGD4UHD5ri/uT9nN44kSgtaaQjCrUHmIltyVkLUaLvYnI0CQTuLuLcxJkuceriL+iuIQ0Wk3Hw3HFfcXmqgrQULW4OcdiPi3uaENzbHSNz6LwokcRTwYHvKO1/qLvRrNrZzsjgk6ikn+CmEKwW5nfONL1rG05o3Hoy4vzMhDtUspzlgOCmpjTOyhYBIuvZYYygNbM6Ed8GtdYejkumknoWZ7/XZXitZlJqMlMLMlMnjRsj9zTFh4KI7G2mIMZbRpGQ4dtV2qtptYEvh1ixxoI59DseNGYfXNYcJlDjVcL3ocehZjoXXwrh++eWXaTabfP7zn18Y14PBgC9+8Yt85CMfOXL++973Pn7qp36K1157bVEH+/Of/zwA73nPe57dhV8AT0tw4DjhC2Ndzu5+9qtStxsx46KiMtDKYkaTmiRSaGtpJgEGZwB1WwmrS5L1nYB4VsLBhfZarHUliqyxjPOawbjiuSwmDCSDccVaL2VSVNS1pdMKGeeaujIstxKG45JGFtJpuhzkbjvGaOtCrAPJYFxT1poXbzWZTCpqY5nkFbeWXXTDfnGkKJQLobFk5i0OlVwYtsudWQmw2eLfBQW5cgeBcju8tbGEgaKcGva//86jrigrTTMND9znsjYI6fJP94ucRYGk145J42BRU/u8GyiHS3Hsf3ZKOlXrq0gjCenn9bGfnaW242kiL4cF46zlgDr7citjPK0YTMoDhnV7lksshduBZt+OcqUttbY8t9JgY3fKuCiZTCuSJCCLM4TARW1MK7S2JHHA9iBntZe5XH1cJEN/UtJuRLSykJ1hTqgEL661aCSKdjNmrZsS9nNG4xJjLWnkQt+kFHSbMd1mQqcdkYQBa92Ur94fsNROXX6cNkSh0xt4fX1MOwtdrrh2lQB+97Vtbi812NrN0ViG45LaGlY77h2oK0MSKlcyRQrSJERJdxviKGCpkzjlciWRUrC566I85uyv57ncdhFMg1GJdIL9ADNxOM1W39Vz37dmeajo2FnHzSetvOrxeDxXjUcp43W42oK1zhv7/FqT7X5OOlP5bjcFZVnTbSUHBEmtdRvZO72M7UFBtxnTbIQgnGZJVWk2dycIAZ1WxHhakaUBu+MSJSWjcU6e16SJ4vZyA2shCZ1RXNSGRhxS1i7nuNIaJRQIJ59ZVDU7g4LBqHR/D4MUknIW4j0Yl8SRS9Wrak2sBCoQ2NxtLMeBZHeY02pENNOA5U7iwtkjgdaWOFSL9aYUcGe54areaFeGMgwk2/0pW/0cISVpFGBxc29ZaYaTkjyvKSvNKA2Jo4Tbyycrvh/HaUK4jSSkru25S7ddV65Fa6Mo4iMf+Qg/9VM/xdLSEs8//zw/+ZM/ye3bt/nu7/5utNZsb2/TarVIkoR3v/vdvOc97+GHf/iH+bEf+zEmkwkf//jH+d7v/d5rXYbrPGWEHoXDdY61sUfq8e2d63bXljsJKMlolBOFEoEr3TCeurIBk7KmPypJjSSNJGXpckjjKKCqXehsrxkTh87jJQTkRcVKJyFLNErBcieh0wqJQ8V7X17D1K4E01I7oaw1g0lFGAgk8NxagxfDJjvDgiTWTPMKawXdtsulrbWhKDSbu04sIggkUriBfaHmODNy3Y7l3gI8Xt4zyKaFJgoCwnCmrKmtK9Mlod0ISWaiaFIKlzsq9oz5/fd5d1Tw2iHDGqCsjROt6qaPrFD8qKU4LjtKCtZ6GaOhK2mxd/zs7XpYTe/TFhadRkSnEaHXDVkSHnjG4PpSK4vIkoA0CjDGlfaotaHTitjcndLOEqQSLtQO6DVDvvLGgG4rpj8qCQPJi7eatBuxq90uFIV25eXCQKK1QQgnzNKZRUksNRMi5cqwBYFkpZNQ1RYDs1J1AXEoiZSik8X0xwXdLMIKQRorgtp5yjd2pjSSYFZyTiMUaAPDSU2nURPNojjCQIJ2+d51ralqQ6sREwSCF9ZahIEbD+JQ8dxKEzXbqIpCxYPtCa1GRL2v7FxVG3YGOd/y1iWUFIymx5Wts4tzy8oswuPmHKcmft5x8zzKqx6Px3Pd2L92OHj85Dn2pGoLUsBq72B9bCkFW/38gKdUSUmvFfNH3h7y//vqFmWtiZViqR0xntbcXm6wO8gJUkUSK5IooBjkrHQT0thp66wtZZS1q2oTKIm2hiR0miLdZsxX7xW0GxH3t8fsTkrEzPvcyAJuLycMZqlKAkESKiaFZTgqWerGLM081s+ttgC7qPrRTkOiSGGti3xsJoqqtot7tBCZFeLAZj7A3c0xQSDZ7E+dc2mWWlmWhufWmgzGhcsvz0LSJKCZRQuxtuPqaT+M09Y1jSQkCtW1Wy8+KtfCuAb46Ec/Sl3XfOxjHyPPc973vvfx8z//80RRxBtvvMF3fdd38alPfYrv+77vQwjBz/7sz/KJT3yCP/tn/yxxHPPhD3+YH/mRH7noZjxVnnWpmLMYZ0oKet2Mb37LElW1SVE5g7k5C2l5qdXmi1/dQgmIQsVE1IymFe1mxP1Nl3vZbcfUxilGFpUmL2qscaqVVhuCUCEQSCl5496AJAnoj0uyOMRYSxQoQukGtEi5MPB2GmNNQSOSrC030VpT1ZYsch7kvKxJooCdQc5Sey8ctZVFCClm4kwpzSQ8MEjO72+gKopqz3sqlbs+cGHLSRQQqIML9uN2DsvaHDGs51S182w/Do9SiuMq0Moinl9tOu/pE27XWTcleu2EVnbUaAMIpOSltTa7o4Ky1pSVoSgrityJpGSJxYmbCgaTCjtTBw+loEIxmORIKWkmMXVtKI3B4gTN1pYShqOSJLSLsnhL7Zg7Kw02dqYkUcBKJ+XrD4bEkaKZuLzqTiOmlTl10jsrTpm/qo3LAysNVV2zNchRcl7705DEisGw5O7mGCUFUrDIJ9/u5zSykO3dnDsrGc00wgJ31pokgWA4rhHYRTje/P6VlSspFgWS1W56IFUhiYJFTuVxhvL+56uN5fBod9w75ktseTwez/mYrx2KWpNlEaG0xIE6U33sw1h7tD52vNJgnFfU2jgvcxQgpTvv3d+4ws6wpNMK6Y9KyqJmWhq6zWhhnL/5YEgWBxjr8s77w5I0DgHrdHZwKVUrSw1eeq6FFBBGku3dnFYa0mslWGsRwnmXt3enfMPzTXTlBG3zUiOVmOWCa4pSY4Evv7aDFHB7OaOsaqQIGE9qgtClhFXaEgbyQBlVayzN5kER5tG0wlizcOjM1djtrBblm+sj4li50pQWsjhYlFB1Dp7zzVtnW8+fb714nWtiXxvjWinFK6+8wiuvvHLksxdeeIFXX331wLHl5WV++qd/+lld3qXgtBqvT6MG7FmNs0YS8C1vXeL+1mSxczgvbfCt37TK9qBgNC1J45qVbkqtDb23JSy1E8bTAiEEtYFm6tQc01gxmtQMi5Jp6fJn0hjWlhv8P7+/xZ0VF9ptjROscLmpmnlthaLWlJUrfRVHkt2BE/maRyFpY51yZRywNcgPhCfFoeIdL3bpZEcV6efMdwEX/x8FjIPKCXBYFrWwYW9X8LiwGleO6eTdxCdReuBhXtqrzNNs11n6fTMJWekmbO7mRyarlW5CpxmRpQEbO1OMKRlp6zZghKDbDBmOSwLJLH9K0EwjbvUyKmNZakWU2mANPNiasNRO2B0V3FrOaCchoXAegDhWSCF5fjVbTJqRciHq3/iWLlHgPNm9ZoTWFmMFy61kEfK93c+RwpLGEghIZjU7jXGLnXFeoaRLlVBSUFduUp8UNUGoiMMAY11deWfEO9GYVhKx1smOvX+7xb5NqVmqgjEu5HucVwwnTmF/UW919pk2e/XonYr6wTHopNC1ixg3PR6P56qjpMuD7vUydmbe2pM4Lez48Ofz346e6xwx+FppxFtvt53R3CzY7hco6aqqSOlKRloEReVENzuNEG0tRVHzUsuJ41a1JgzcnNCYzSedRszqUsqD7SnVpHIKY9aFbT+/1iRUCqsNSkC36UqajvOa3ixNqShqlIKy0tzfmnB7JWOrX7DcdsZ4HKpFetP+lKXj7k2tXfTVQscncGU7B2NXUztJApppRFlqGpliqR2j9qVIPcq8dZZ1zVnXVde9Jva1Ma49p3PewetJcdaXLYsDXrrdOvDiylm95VCVxGFAf1QicKHe8zDtLHZGbK+bYGrNH9wfMhiV9McFzSyi24xJI0UjCdgaFiRxQBwFTKYVcaRY6USMc2fQS8DALCTbiVQF8uh9UVJgDIwnFd1WhBTRwnsWhZLBqDzgtT7u+6u9dJGTLuVefemi3hPamhtat5azI7+ljUVrQxhJ6qk5kFuqpMu5jn1d3QvjtH6vpOD51SaBlIzzatF/Gkm4eN7zneBRHrlyMtKJ4RWVQUpnJC63E4yAqq4ZjEvKuua51Qa7w4LtQYnF9elveK7D25/vUGk3IQdK0s6coNn+SVoIt0E0LWoKo7HGksUhUogDfbHTiLi9lDHOK9IkYmcmDPPVe33AYnC7+uvbU7qdhMm0Qiq3ACjKmnYvpNt06v7WWoqZoKFSAqnEiffv8DhV1oadfeHhySxPfLmToI09snlhrCUJgwOegYeFrl3UuOnxeDw3hUfJ04azGXz7VawtTlhLKchLy2RaYzW84/kOX3mzT6UNRrt5T0nBC6stBO4306LmHS92KWrDeLpnXDfSkLfcaiIRNJKALG6x2Z8ymtZo47zroZKs9BKsFewOi4XH/dZSOpt7JI344Lz0sLYHSh6oeGEMs/kT6tpt3m/OUpKMTbjPlCiUC+/1o85bT8IpcVqq1a2ljLLSV9qj7Y3rG8SjDl7Pkv0vrjaWe1tjykrTbkTEkSENJXoWItRIXchPoJxh+ca9IUJJvvEtHUaj2qkXF5q6rmk3IoyFt6w1+ea3dJlMK+pWTKAEdW1Zbie0spBkpp4tpSCLnYjSYQVEJSVJFMy8YS4cZ79glbWg7elhN0moeH61iYoClDX0mjHRrGzSOK/ACrI0ONZIn+/6GWvQM6OoqiythsstT6JgsevqubwkoeKFteapO8GdLCKe5TMtzXL72w0nytJqRLQasSsfNyzotRoIC42VgE4joaxqltoJS52E7X4O1tXZNMbMQreDI6XF5urwaaJmZd1clIiSkBc1dW1I44Bby3se71bWpKwMq72E8bQmL2veXB/TbSckoWS51aI/ylldTshzTRY78cKldkpe1ARSOjG3NKSRhCeKgM3HMWMNeWXY2s0Rwm06INzmljaG7UGOFE5UcP8rHIeK5U5KrxUvVP3n9/y4MLWrMG56PB7PVeZxNF7OqoEiBGzsTEljxa2ljI2dfFb61YlffvCdt7FAWbloxywJEOz9/SiQRIHk5Zc6TApDXWuCQJGGTrzsxbUWw3FJVRueX3FRZDuDiE4rxlhLf1CQ15pm5ua3ZhKhlKCdxTy/0mCrn2Os2+jWs6jKdhoynJRH1gZpHBAFex7eonIl57qNiChyJTabWeTm+9qV/BQCtvpT7iw3LnTeeliqVaUNX7s3IAr3jP+r6NH2q4IbxFUTqBqMS+5tjRcetVpbxnnJciehqFyZhXnO5c6ooNKa4bgkSQJajZDhZkkzDciSFGMN/d18FjbqVMSXWhHtRryoCZ1GAb323oJ7LpqhJAsl8LlH2C3YD+bGCMGB0kBnCbtRUtBrJVDrRchUFES0HxJSfnjXbyGkJpwHstNwaumX8Zl6jnLWneD9O/RLrZhynmcloNfNWN8YEim5UCAH1yd7bVdX897mhCh0NZ7nO/lFZbDW8sKt1uI71rKYiLuhey+6rZjRpDx23DiuSsDOMHeK2VYwLSoElvHsutIwIBCK1Z5T/97tuzqeUaBY7SbcWWlSF9WJImBKCtrNiK+8vkt/XDKaicikScA3PNdd7PpPi5qqNqz10gPvZTTLbZPC/c6ch4WpXaVx0+PxeK4iT0PjZf+6Ny/rxXqyk8U8v9qkLC1VrWcClDHdZnyi17SsDc0sYGeYUxSaQCmKokaiWG6nVNXB+QYsgZRkach2P58Z7nslrUqtaYQBy+2ELA6gk/DG+oii0lgLO4OCrf504W3eb2QqKbi9nLlrmZV/BUAIsiSkrDTdZszuqADs4nNjIHtIVOWz4KS1sRCwtet0X/Yb109KdPlZ4o3rG8ZVEajSxnJ/e3xArGueh7zVz1lpJ4u85yQKqHQOwnmexpMKiUAKJ0gxHBVEiaLVjMEaWmmEFIKN3RwsLLVT0sh54Q7vjMWze5XFITvDYmZ0zz4LFY00xFpXs3frkGq3tZDEwRPfbTu86ycFBwb0Zhay3E4u3TP1PD7HGeJBIOn1GhR5uRA/mxuS2rhyeEIIlHCbRftD5MD10Z1+QRorhhMXWi4ldJox/VHBNKgJQ0Fe6gMG6v4Jb/817Y4KrGVWBs4J8w3GJVEgyYVTAO82Q956u4XWluVWikBwZ6XBUtuJpu0U1Yn3QBvLYFQ6QRlclImLHhFsD/ZKbGlj0cYeKIW2fwNsOC0PeKxPUwS/CuOmx+PxXGWehhbKfN27vjMlL/VC/LI2hkk+2zQuYTuQFKVmtXd8lRWlJJs7BVEgkcIpd8ZGEigYT1397P3zTaAkYeCiv8bTaqHcXWsXHdZOI+JI0kxDtLFs9V3VnEBJNnanWCxVbRelIw8bmVnstIreWB8xCEqiUBEGwpUbm4m/9VqxE+ONA7IkcMJvT3jaOq8w2Ukh6fP0tEZy9LtXTTzUG9c3kKsgUDUt6gN5J+CM1fmCvzZ7yr/GWla6MbvDgjB0A8f97YnLyTaGKAhZ35q68NfakCaKOJL0WilBqLiz0uBW72hOM+zdq2YaLlTB5wPIvCSQseaIYa3kbIB8Crttx+367R/Q5yJUnuvDWSavRhKyJSRhwCJFQRnXFy0WxMHcMymlKwEGNFIXtTEtxrQb0WIjKwxc2bsvvbZDtxFRafdSzkVXOGbCm0+c+8vTKRlTVJo4DlhqxnRbMXmhF7nbK9293fjTmG8uSel0GuZigtYeLLGlpMDs+73DG2DGWOrastpLqWtzJkXwyz5uejwez1XnaahIKyloZeGiSosxHNDqmJ/zMC+pnpVf3drK0dYSRyFFWaGE4NZyRqsZ0ozDA9ddacPX7w9pNyO3dq0NaSxZ7iQIxIF63fNryUvX9rlHWkpBu+k0dA4bmVkc8PbnO4zyigfbUwQWIWB9VgbNWucIWmonC8fQk9QJeRRhspNSrdzmvVykZx7mKomHeuPacymptSGJApQ8WKtW4HbiOo2YW8sZEnh9c8iDrQmbu05pvK4taRzQH5Y8f6vBaFoTx64edXs2wFhjKaqaF9eaZKcM3IcH+lYWLc5f7aXc3RgfMaz3Qsef/G6bF1i6WZx18jou7UNKWOkmWAsPtseLc6V0iuDCpSlTzSbypXa0qN05L//2tfsDpnlNM90Loa5qs9hNPzzh7Z84D0dVhEoBTrxMG4uRgkAZpnlNXrga2M1W8tD7sf/vHTdGzEtsuZw0i8VFuNxbn1DUGikESeR0CeYLqVb28PfzKk3qHo/Hc1V5mirS++emuWbOnP0pfsYatgb5oq723LiXQjj17TSg1pYwUihhCZQ7Hgh5ZK2npGKtlyIErHQSLBZjwRpmVTSOzi95rdkZFph917e162pyR4E8cv5hXRZjzbGpjPN7+aTyrc8S8XWS0+q4VKsoUAeu9TBPa237NDZzvHHtuZTMw6977fjI7qIUktvLGZ1GxFfv9vn6vRHbgym9dsLdzTHDaYEUgjQN/v/s3XuUdFdZJ/7v3uda1773+77JmwQSggEUFE0CmgxIQBAchQg4OFwE5LKUm9GgWTAKBAVJMALhNmAcgSU4wRFHJuDAwAJZP8AEAy4HEjIBSd68l75XdV3Ode/fH6equqq7qru6u+79/awFb6eu55w6++zz7Muzkc1YKPsxwkAhhGq04mVSFiQArXXHAhsrjWI5wNm1css6is0XetcyMJVzdqy123xx6PWNORMsHR3dVF7Nv3anaR+xSuaVVf0YUoqkx1okmVMLmwHymaRcFEp+ozK2TImSF8EPFcJYI4hi2OZWJtN6L3G7JVKaK856D3jKkPDDpLc6bSRbHUQKS+tVrNQCdVmViCCQMgSsDuWy+fvaXSOSLOsS89MpAMC5tQrOrVWwvFGpvUdCSjsZ1VIrR3utB88GKyKi/jposNat1rppa2hk8/JX9RFOrh02Gl3r93xK60YPtGEAKddCFTrpuMnaUNuHW9Ykw8Nl8tmFrdFThdp359NJfQskPerVatQSWANJI/h60cfCdKpjfdRc/7ebyrjfPCF7BZ27JSbbq2Op3b1KfTToIO9t+9WYw7twGkn1ANI20Uha1rxU0VTGRskLcXolGZZtGBLlSoDjs+lkfWkBXHJyGmEYwzaS+ZhhpKG1htbJMgpTGRu2acC2DJSq4Y6hPCsb1ZaEaoYMMZN3YJtoudA7taySnfT6xnzcEtPRwXVTeTl2awXQbtqHIQUuOp5HxYvg14agCZEE1pmUBduScG0Dhdrnrhd9TGVtrBU8+EGEiheh6kUoa42prIP6GaYh2lZ47SrOWGtEtaXngNZhebFK5lu5joRWwPJmteNUje2NS7YpsTCdQiVIsphnMxYyjrUVnGvAMg2kXaulYaF+oyLl3uvFs8GKiKi/DhOsdateNzm20Zg+1JyUtj51qHneb/MIJ7uW+ExpwLJMuJZoLG1ld1j6NFVbJ7v5frJOqSR574n5DAwpUfGSnCemKRtJbi1LwpTJCLMoVrvWR7tNZeymRzaMYhQrAUrVEKVyCMNoXeK1Oejcq+Nor+fb3asM8t62n405vGOgoYpVkll4Y9OH0hoayZBt00jmpKwWPACqEbzWCxkArBc9VPwIgMB01sZGKUDVi7BZyx4cBDGU1sikTAjhYr2W2AlIeryyGQtTeXtHS5lAkoE5COOWC2E96FiYTgHYutAPoyd5XBLT0eEctvLa3vL8yAtncGalDD+MEcYK+Qwaa182Z8WPYlUre1tTMaSUCPwQhZKPmZwD2zSQTZltlwkBdlacSdbShBBA2QsRxTGkTG4cmnsS6tvdNqlMm8alSCn4foSZvAvfj+H7MQqlpOFAQyPjmqhsawCrDw1MuyYcUyLDBisioqE5bH3XLUMmS036QdwYXQVsJdRqN++3PsJpbiqpJ/wwgjA0wkghZZuYm+rco2zIJIP39lvE+igxDY0gTBKplapBS34hIYC5KRdhlKxOM5Nz9jWNsblejpXe0ZG0vSd6rbKJ9fUqzq4m98X1Xn0pdgad/ZiiOMh723425jC4pqHxwhhrRQ+ZjIuNTQ9La5VkWay8U0vKlQTYSukdvcqnV8rYKIdY2/Tg+REs08DclI0g0lDQUAqwbQGlBIJQIOOYyB3LwzQMCKmTuR1TLqJwZyKjshei7IWNbIvNmm/I6xd6QwrMTbk4u5rM+a63hErR3xvzcUhMR4fTrnJqzngdRKolKG3WabjTycUslNLYKPuoelGj1b45AdlmJaz18kqkXBNTWRthmMwtU0oj5VqIQgXPjxvJWHYbSlXf1s1KWMseHmKzEqDiJVnBLUtiattc691upJorYD9SKGz6jbnlW9+psFLwYNbKY73hYPt21RvADCnYYEVENCSDzCfTrpG2Xh90mvdrGLI2lVAg7ZqwLAOm0DCEgNa6pSOlOcgNIgUvjDGdd6CVrgXwrVMIo1ghm7Jw/kI2GemlNI7NpCCEaLzetnbvrNltiDOAXYc/x0pjeaOKTMZFtWk+enN+lWQVjv53LA3q3rafjTkMrmko6sMxIJJ5zytNWXybe4dXC17L0Iz6+6pBhMAPIYSGF8TJTXYY4cRcGjO1dQpTtokoVHCnUlgpeHCcZI50fQ7obM5BEMRtty2M1I45L83PA1sXei+MG718qvZerYGTizuX9iLaj+2VV3PG62TahIEoLsFJta6Lvttwp3qZAoAoUi0BaT0BmWOZkAbgmAaOz2WwslGFEBqubcAyBErlAIuz6ZYbkOZWbQCNGwulgYqXJB2L4hinliuIY7QMZ9caKJb8lukVe91INSrgapgkKWzTxiCQXB/Srrm1HnxTgO1YRksDGBusiIiGY9CjALf3kgaRgm0auyTUSnprla4v8WggCCIotObu8cIYKxtVVPwIS+tVKJUE5FGskXKMRk9w62cn78+4ViPZZmPfa3WlFJ2PwW51/spGFXGcJPfc/ly9zk56cWtrYcetr2tehQNAS8fSOE9R7GdjDoNrGor6cAzDkPCCGFHcPCR0q3d4+9CMqh8hjJLh2UprLM6koRRQKAXwgxil2lzqi47ncN58Ft9/YD0ZypNzENfm1MxOucg4JtK22Ta4rl8QhBBte7vqCZPqiaLqFxYp0RIcrBY8OGO06D2NnubKq3nJt9aM9BpL6xVMNZ173Qx36nQjkyTvS5arqweszRm/AY20Qtv5ZbFSKJaT+VqxUlAKWN6oQsqkVzydsqF1BUopBCEACJimwFTWQVCrwOv73e2N1G6ty7a1lVl1e+Zy2zRwcjHbcZ4cERENzjCCteYG1VjpxlDxna+TEEg6g5I1pwHHsZC2JQyZPF6vV8+tVbBWrOLsWqWx/KVpSpgymePd3BNc/+x6fXfQY7BbnV+/b26XG6h+P9Bcj0qj3TrTurHEZ3PQOc5TFPvZmMPgmoaiuSDHbW6Om4e6Nr82iluXUHBtE8dm05jNu/BDhemsjflpFw87nsd60cfibBrrRR9R7fVaA6VygAsWkqGx7dSX95FC7OjtMqRExrUaF7l6ENHOuC16T6OpXnmtFj24doiMuzMjvVbJdIZ0bZ5YN8OddqvETy6msVrwEOutclNfRz2INGyzfcUpBHB2rdyolOplNVZJltSprIOZnIMw0lBaI+taUFo3tjdSGkImSQy7rZx3a13WGjg+m2mU0/p+uLUbFQbWRESjY5jB2l6Brecna2TX65Fs2oaK48Y9bBQrlL0QS+sVRLFuBNZAMkpMGUBK65ae4HZB80GOwW51fqx0x+lj9fc216Mpe2fQuTW6a2fQOa4jvvrZmMPgmoaiuSAbbW6Om0/q5tfW56LUCQAZ10QYaaQcjeOzKRyfzQC1uSH1TMLbl8pSSndstaqvDexYBqJYNXq7NATmp1xMZbbWuR5UAg462gwpYJty1/WYm4dydTvcabdKXHaodOanLBTLftvPDUK1bd7z1n/Up1ponQyvAwQc20DGtRrlczbn4MJjOZQ2vUam1L3s1fqcz9jIZ+yxbFknIjpqhhms7VYn7lUnmYbEZjWoTQ3cGcyqWqbvtGMi5ZqYzjgd66L9HoPd6nxDCqhd6rv6PhZryYClFC1LXNbXAO93HqFh6FdjDoNrGor6DTGQDEE1DYG4NkK7OVPj9laylGPCsQxsNn1W/WbdMo3GkgctQ1y2DdcG9u65Oz6XgmXIPQvcIBNw0NG217nUPJRrP8OdOlXinSodACh3GLGhIVqyrG4vL9unWhhSNMqnIZOGMMvcX56Cblufx7FlnYiIBqtTndhNvbpZSZJ0yk4Tt3VS301nnJ7WSbttW8oxYZs751w3b7chBRamU6jWGunrHVNRrDCTSxoBJrVRuh+NOQyuaSjqN8RrteWx5qdTLdnCpWw/NMOQAicXs9isBI31egE0LReQXCiqteE7nXTTcwfsfUM+jGW46Gja7VwTMkmEoms9xb0a7tSp0un02dt7tetTLOqva55qoRRaGtEO0yI+zvO+iIho9DXXq62Pb9Vf6VRST0uhYVmyZWi4lBJurSG51/eGu9X589O7Zwuv15Mpx8RCzsVpaARBzHr0EHjnT0PjWgbOX8jCsE0YWmEm67Ssc92pUKcdE4962OyuS1/1oueuG+OeLZHGR+dzTWBxJo3IDxE1DcPuZ8DZba+2lGgML5MSjWW/TsxlkHYtSIGebde4zvsiIqLxUK/7/ChGOm3DkhqOaWx1yLgW5qddrGx4mJtysVrwEIYKUkpM52zkmnL29GvbOtX53dwPWKaBfNpGZHNK42EwuKa2dluIvpcMKTCTc4Eo7nqOJZAE2Bcdz7Vso20ZCMIYG34E05CNC1u/g172mtGgtDvXchkbubSNdT/c8fp+Bpzd9mrbpsTx2TTyGRuih8H0fvTqejao6yIREY0mQwrk0zZmZtJYh265dzWkSNaqlhJlL0TGtaFqq1MszKRacvZ0Y791zm51frf3A7HSKFVD1nOHwOCadthtIfpRWre5+ULhhTHOrVV2bPPclAuldMcAvFcXDfaa0aBsP9f6Xentt3IftcamXl3PxuW6SEREw+NayTKP+60Dt9e1UoqOHUT9qnM2KwEeWi4haJp2yXpu/xhcU4vdFqKvLzY/ai1Yu23zasFrbHOnAJwXDaL2DhpQjkpjU6+uZ+N4XSQiouHYbx24va5VCljf9DCTd9FctfSzzomVxtp6ZceyXazn9o+pjKnFbgvR19dtHjXdbPNeN8e7rQFIdBRNQpnp1fVsHK+LREQ0+trVtV4QwQ9jrBaqEGL76/tT55S9ELrD7EzWc/vDnmtqMYx1m8MoRrESHDg7YTfb3M3N8Sj0tBGNil6XmWHMV+7V9Yzr2RMRUT+0q2vrjddhpBCEyVrTzfpR56hYY0ckf8DvPOr5SRhcU4tBr9tc9SOsVTZRKHiI4/rat/sbqt3NNvPmmGh/ellmhjVfuVfXM65nT0RE/dCuLm0ORGOlsb0Zux91jjQEdqvWu/1O5ieZkGHhvu/jrW99K574xCfip37qp/C6170Oq6uru77n1ltvxY/92I/t+F8UHe1hD/UlrNrp9dp8sdJY3qjuGIay32Gn3Wwzb46J9qdXZWaYw8t7dT0b5HWRiA7GMAQMQ0AeoR4yGn/t6lLX3qpztvf49qvOybgWRIdqvdvvnITpZL0wEXcEb3nLW/Ctb30L73vf+2DbNv7oj/4Ir3/96/GJT3yi43vuvfde/Mqv/Aquv/76lsdNcyIOyYENct3m+lzodvYz7LSbbd7PutdEhJ6VmWFOyejV9Yzr2RONNsMQ+PRXfoD1ooeLTuSHvTlEXWtX10oJzOQdbJYD2JaErt0q97POMaTA4kwapU0Pcdz8ePffySmYibGPKM6dO4fPfOYz+PCHP4yf+ZmfAQD82Z/9GZ7xjGfg29/+Nn7yJ3+y7fu+//3v4wUveAEWFhYGuLXjYVBL6fRy2Ole28ybY6L96VWZGfaUjF5dz0ZtiTEiarVe9LCyUcVMzhn2phB1rVNdm7JNnFzItiwn2+86J5e2cf5CFpvl4EDfOez6flSMfXD9rW99CwBw5ZVXNh57+MMfjmPHjuHOO+9sG1xXq1U88MADeMQjHjGozRw7g1hKp9dDtffaZt4cE+1PL8rMKEzJ6NX1bFSWGCMioskxSvenh6nnRqG+HwVjH1yfO3cOMzMzcJzWlsrFxUWcOXOm7Xvuu+8+KKXw+c9/Hm9729sQBAGuuOIK/N7v/R4WFxcPvC2mebCTxqidbMYROenqchkbpVpq/+3zGQ0pkMvYPb+wmAAce3QSKhzV335Q2pXJSTvm/d6fw5aZXMZGsRK0nQKyvZxP0m8zSfvSSwetJ/eDx/7oHQMpBQQAIZJ/Ub91EFuPGYaEEEdjzud+9LNMTup52I/9Gvb9aS/2aT/1/aAM4xwc+eD61KlTuOaaazo+//rXvx62be943HEc+L7f9j333XcfACCXy+G9730vVlZW8Gd/9md48YtfjL/7u79DKpXa93ZKKTAzk9n3+5rl8/v/3nHnpGwsrVeQyWw1jggJLM6kkUvv/F0nURjFiIVABAHTlMimLFjm6DQAjKu9yuSklbdR3p96OW9OXtipnE9aeRjl32XQelFP7geP/dE6BoZpwDQNSNOAYSTXDMNIHjNMA1NT6SFv4egZVJmc1PNwEvfrsPu0W33v2gZK1RBRpAZevw/yt+prcF0oFHDXXXdhaWkJT3/607GxsYGHP/zhELuso7bdsWPHcMcdd3R8/itf+QqCINjxuO/7HYPkX/3VX8VTn/pUTE1NNR679NJL8aQnPQlf/vKX8cxnPrPr7atTSqNYrOz7fUDSmpLPp1AsVhvLUR0VhiFx4bEczi2XEIYxpCGQcS1Efoh1Pxz25vWdHymUgxilTb8x18aQAgvTqYlOsjaIyrxTmZy08jYu+zPlmih7IVSsO5bzSSoP4/K71A2zTPbauB37fjhqx0BKgTiKEUUxVBQjrmVkiuPksTiKUShUoMYoW/EklMlJPQ8ncb96uU/t6vvNYhU/2GjNGD6I+r2X+9Vtmezb3nzwgx/Ehz/8YXieByEEHvvYx+KWW27BxsYGbrvtNuTz3WVztCwLl1xyScfn7733XmxsbCAIgpYe7KWlJRw/frzj+5oDayAJ4qenp3H27NmutqudKDrcjxbH6tCfMY4s00DGNRHVhiZppRGNUQV4ULHSOLdeQSbjIlaqUejjGDi7WsF58xnOBz+k3crTpJW3cdiftL1V5Wwv55NaHsbhdxmkQR4LHvujcwwMQ0AD0FpDA0D90qK3HotjhTie/HuL/RrE+TGp5+Ek7lev9qm5vo8ihbOrlZ1LdA2wfh/kb9WXAeif+MQn8L73vQ8vfelL8d//+3+HruWQf8lLXoIHH3wQ73nPe3r2XT/90z8NpVQjsRkA/OAHP8C5c+ca2cO3e/e7341nPvOZje0CkuHn6+vrTHJGA9PNUmRERwXLAxER0eTpZomuSdKX4PrjH/84XvnKV+L1r389HvOYxzQev/rqq/GGN7wBX/rSl3r2XceOHcOznvUsvPnNb8Y3v/lN/Ou//it+93d/F1dccUUjU3gQBFheXm4MH3/GM56BBx98EDfeeCN++MMf4s4778RrX/taPP7xj8fVV1/ds20j2g2XLCDawvJAREQ0eY5a/d6X4Pr06dO44oor2j538cUXY2Vlpaffd+ONN+KJT3wiXvOa1+DlL385Lr74Yrz3ve9tPH/33Xfjqquuwt133w0AeMxjHoOPfvSj+N73vodrr70Wr3nNa/CoRz0KH/rQh/Y1H5zoMLhkAdEWlgciIqLJc9Tq977MuT5x4gTuvvtu/OzP/uyO5/7t3/4NJ06c6On3pdNpvP3tb8fb3/72ts9feeWVuPfee3c89slPfrKn20G0HynHRLGyMxkfkCxNNm4JnIgOg+WBiIho8iRrdsu2Q8MnsX7vy94897nPxfve9z64rosnP/nJAIBKpYJ//Md/xIc//GG89KUv7cfXEjXESqPqR4hiBdOQtYI9WqMS6lkSq9sSrBhSYmEmNXLbS+NpHMoCwPJARESTZVzq334zpMDCTArL69WWAHtS6/e+BNeveMUrcOrUKdx88824+eabAQAvfvGLAQD/8T/+R7zqVa/qx9cSAQC8MO5YgF1rtNbLTTkmFnIuTkMjCOIjffGl3hunsgCwPBAR0WQYt/q331zLwHnzmSPR2NCX4FoIgbe97W142ctehm984xvY2NhALpfDFVdcgUsvvbQfX0kEIGkl3H4xSx5XWF6vjuRyPpZpIJ+2EdmTldCBhmscywLA8kBERONtXOvffjOkQDZlDXsz+q4vwfWtt96K5z3veXjYwx6Ghz3sYS3PnTp1Crfddhv+8A//sB9fTUdcN+n+j0LBJmJZICIiGjzWv0dbX9Kzvf/978e5c+faPved73wHt99+ez++lujIpfsn6oRlgYiIaPBY/x5tPeu5/k//6T/hO9/5DgBAa41f+7Vf6/jan/iJn+jV1xK1OGrp/ok6YVkgIiIaPNa/R1vPgus//uM/xuc+9zlorfH+978fv/qrv4rjx4+3vEZKiXw+j1/4hV/o1dcStThq6f6JOmFZICIiGjzWv0dbz37dSy65BK95zWsAJAnNnve85+HYsWO9+niirhy1dP9EnbAsEBERDR7r36OtL00n9SB7ZWUFYRhC62TdUqUUqtUq7rrrLrzgBS/ox1cTHal0/0S7YVkgIiIaPNa/R1dfgut77rkH1113HX74wx+2fV4IweCa+uqopPsn2gvLAhER0eCx/j2a+hJcv+td70KxWMTv//7v48tf/jJs28bP//zP46tf/Sq++tWv4mMf+1g/vpaIiIiIiIhoKPqSru473/kOXv/61+M3fuM38KxnPQuVSgW//uu/jg996EN46lOfio9//OP9+FoiIiIiIiKioehLcB0EAR7+8IcDAC6++GLce++9jeeuvfZafPvb3+7H1xIRERERERENRV+C6/POOw8PPvggAOCiiy5CqVTCqVOnAAC2baNQKPTja4mIiIiIiIiGoi/B9S/8wi/g5ptvxuc//3ksLCzg4osvxi233IJ7770Xt912Gy644IJ+fC0RERERERHRUPQluH7Na16Dn/7pn8bf/u3fAgBuuOEGfPGLX8Szn/1sfOMb38BrX/vafnwtERERERER0VD0JVu453l473vfizAMAQBXX301PvvZz+Lf/u3f8JjHPAYXXnhhP76WiIiIiIiIaCj60nP9vOc9D3fccQcsa2tttwsuuAC/+Iu/yMCaiIiIiIiIJk5fgutCoYCZmZl+fDQRERERERHRyOlLcP3iF78Y73rXu/CNb3wDa2tr/fgKIiIiIiIiopHRlznXf//3f4/Tp0/jpS99advnhRD47ne/24+vJiIiIiIiIhq4vgTXv/zLv9yPjyUiIiIiIiIaSX0Jrl/zmtf042OJiIiIiIiIRlLPgus777xzX6+//PLLe/XVLd70pjchjmO8853v3PV1p06dwo033og777wTruviOc95Dq677joYhtGX7SIiIiIiIqLJ1bPg+kUvehGEEAAArXXb1wghoLWGEALf+973evXVAIA4jnHzzTfj05/+NJ7znOfs+towDPHyl78cD3/4w/GpT30KDzzwAN70pjfBcRy87nWv6+l2ERERERER0eTrWXD9sY99rFcftW/3338/brjhBjz44IM477zz9nz9P/7jP+L06dO4/fbbkc/n8chHPhKrq6t417vehVe/+tWwbXsAW01ERERERESTomfB9RVXXNGrj9q3f/7nf8ajHvUofPCDH8Qb3vCGPV9/11134TGPeQzy+XzjsSc84QkolUq455578NjHPraPW0tERERERESTpmfB9a233ornPe95OHbsGG699dZdXyuEwG//9m/36qvxghe8YF+vP3v2LI4fP97y2OLiIgDg9OnTBw6uTfNgy4Ybhmz59yg5yvsOcP/7rV2ZnLRjPkn7w32ZfAetJ/eDx/7oHQMpBQSS+0sBIPm/5N/6Y4YhIUT7aYtHWT/L5KSeh5O4X5O4T8Bw9qunwfV/+A//oefB9alTp3DNNdd0fP5rX/saFhYW9rWtnue19FoDgOM4AADf9/f1WXVSCszMZA703rp8PnWo94+zo7zvAPe/H/Yqk5N2zCdpf7gvk6kX9eR+8NgfrWNgmAZM04A0jUZyWsNIHjNMA1NT6SFv4egZVJmc1PNwEvdrEvcJGOx+9Sy4vueee9r+fVjHjh3DHXfc0fH52dnZfX+m67oIgqDlsXpQnU4f7OKrlEaxWDnQew1DIp9PoVisIo7VgT5jXB3lfQeO7v4PojLvVCYn7ZhP0v5wX4ZnmGWy18bt2PfDUTsGUgrEUYwoiqGiGHEcA0iS3UZRDBXH2NysQqmdPdftHhsFk1AmJ/U8nMT9msR9Anq7X92Wyb6sc93s/vvvR7FYxPz8PC644IJ9v9+yLFxyySU93abjx4/j+9//fstjS0tLAJJg/qCi6HA/WhyrQ3/GuDrK+w5w//tlt2M6acd8kvaH+zK5BnkseOyPzjEwDAGNZLUaDQD1eFknj01lHXzyi/dhvejhohN5FMsB1oseZvIunvukixHHoxlgD8Igzo9JPQ8ncb8mcZ+Awe5X34Lr22+/HR/4wAdw9uzZxmMnTpzAddddh1/6pV/q19d25fLLL8dnPvMZlEolZLNZAMDXv/51ZDIZXHbZZUPdNiIiIiLqrfWih5WNKmZyDtY3faxsVIe9SUQ0gfoyu/sTn/gE/st/+S94zGMeg3e+8534yEc+gne84x24+OKLcf311+Nzn/tcP762oyAIsLy83BgK/tSnPhULCwt4wxvegHvuuQdf/OIXccstt+BlL3sZl+EiIiIiIiKifetLcP2xj30ML3zhC3HrrbfiV37lV3DVVVfh2c9+Nj760Y/i2muv3TPhWa/dfffduOqqq3D33XcDSJKXffSjH4VSCs9//vPx1re+Fb/+67+O3/qt3xrodhEREREREdFk6Muw8LNnz+Lnf/7n2z73S7/0S/iHf/iHfnwtAODjH//4jseuvPJK3HvvvS2PXXTRRbjtttv6th1ERERERER0dPSl5/onfuIn8PWvf73tc9/97nfxYz/2Y/34WiIiIiIiIqKh6FnP9Z133tn4+1nPehbe8Y53oFwu4xd/8RcxPz+PYrGIf/qnf8LHP/5xvPWtb+3V1xIRERERERENXc+C6xe96EUQQgBIlj0AgE9+8pP41Kc+1XhN/fHrrrsOv/iLv9irryYiIiIiIiIaqp4F1x/72Mda/rt5matmxWIRvu/36muJiIiIiIiIhq5nwfUVV1zR+PtRj3oU/uZv/gaPfexjd7zuG9/4Bq677jo861nP6tVXExEREREREQ1Vz4Lr3//938eZM2cAJMO/3/KWt7Ttuf73f/93zM/P9+priYiIiIiIiIauZ9nCn/70p0Nr3ZhXDaDx3/X/SSnxkz/5k3jHO97Rq68lIiIiIiIiGrqe9Vw/5SlPwVOe8hQASXKzt7zlLbjkkkt69fFEREREREREI6tnwXWzj3/84/34WCIiIiIiIqKR1LNh4URERERERERHFYNrIiIiIiIiokNicE1ERERERER0SAyuiYiIiIiIiA6JwTURERERERHRITG4JiIiIiIiIjokBtdEREREREREh8TgmoiIiIiIiOiQGFwTERERERERHRKDayIiIiIiIqJDYnBNREREREREdEgMromIiIiIiIgOicE1ERERERER0SExuCYiIiIiIiI6JHPYG9Brb3rTmxDHMd75znfu+rpbb70V73vf+3Y8/n//7/+FaU7cYSEiIiIiIqI+mpgoMo5j3Hzzzfj0pz+N5zznOXu+/t5778Wv/Mqv4Prrr295nIE1ERERERER7ddERJL3338/brjhBjz44IM477zzunrP97//fbzgBS/AwsJCn7eOiIiIiIiIJt1EzLn+53/+ZzzqUY/CZz/7WZw8eXLP11erVTzwwAN4xCMeMYCtIyIiIiIiokk3ET3XL3jBC/b1+vvuuw9KKXz+85/H2972NgRBgCuuuAK/93u/h8XFxT5tJREREREREU2qkQ+uT506hWuuuabj81/72tf2PbT7vvvuAwDkcjm8973vxcrKCv7sz/4ML37xi/F3f/d3SKVSB9pW0zzYQADDkC3/HiVHed8B7n+/tSuTk3bMJ2l/uC+T76D15H7w2B+9YyClgAAgRPJv8n/Jv/XHmp9v/tswJITQQ9nuUdDPMjmp5+Ek7tck7hMwnP0a+eD62LFjuOOOOzo+Pzs7u+/P/NVf/VU89alPxdTUVOOxSy+9FE960pPw5S9/Gc985jP3/ZlSCszMZPb9vmb5/MGC+klwlPcd4P73w15lctKO+STtD/dlMvWintwPHvujdQwM04BpGpCmAcMwkseMpsfMnX8bpoGpqfSQt3x4BlUmJ/U8nMT9msR9Aga7XyMfXFuWhUsuuaTnn9scWANJED89PY2zZ88e6POU0igWKwd6r2FI5PMpFItVxLE60GeMq6O878DR3f9BVOadyuSkHfNJ2h/uy/AMs0z22rgd+344asdASoE4ihFFMVQUI45jAMlKMo3Hop1/x1GMQqECpUav53oSyuSknoeTuF+TuE9Ab/er2zI58sF1P7z73e/G//k//wf/63/9LwiRjB06deoU1tfXD5XkLIoO96PFsTr0Z4yro7zvAPe/X3Y7ppN2zCdpf7gvk2uQx4LH/ugcA8MQ0AC01tAAUI+V9dZjzc83/x3HCnE8esH1oAzi/JjU83AS92sS9wkY7H5N1sD6DoIgwPLyMoIgAAA84xnPwIMPPogbb7wRP/zhD3HnnXfita99LR7/+Mfj6quvHvLWEhERERER0bg5EsH13Xffjauuugp33303AOAxj3kMPvrRj+J73/serr32WrzmNa/Box71KHzoQx9q9GQTERERERERdWvihoV//OMf3/HYlVdeiXvvvXfHY5/85CcHtVlEREREREQ0wSYuuCYiIiKiyWcYyWhDKTnqkIhGA4NrIiIiIhorhiHw6a/8AOtFDxedyA97c4iIAByROddERERENFnWix5WNqoolvxhbwoREQAG10RERERERESHxuCaiIiIiIiI6JAYXBMREREREREdEoNrIiIiIiIiokNicE1ERERERER0SAyuiYiIiIiIiA6JwTURERERERHRITG4JiIiIiIiIjokBtdEREREREREh8TgmoiIiIiIiOiQGFwTERERERERHRKDayIiIiIiIqJDYnBNREREREREdEgMromIiIiIiIgOicE1ERERERER0SExuCYiIiIiIiI6JAbXRERERERERIfE4JqIiIiIiIjokMxhbwARERERkWGIxt9xrPd8/LCEAKTsz2cT0dHE4JqIiIiIhsowBD79lR9gvehhJu/iuU+6GHGsOz7eC9NZB//9y/f35bOJ6GhicE1EREREQ7de9LCyUe368X5+JxHRQUzEnOszZ87guuuuw8/93M/h8ssvx8tf/nLcd999u77n1KlTeNWrXoXHP/7x+Nmf/VncdNNNiON4QFtMREREREREk2Tsg+sgCPDKV74Sq6ur+PCHP4y//uu/Ri6Xw0te8hKsra21fU8Yhnj5y18OIQQ+9alP4W1vexs+/elP4/3vf/+At56IiIiIiIgmwdgPC7/rrrvw/e9/H1/96ldx7NgxAMC73vUuXHHFFfjSl76E5z73uTve84//+I84ffo0br/9duTzeTzykY/E6uoq3vWud+HVr341bNse9G4QEREREVoTjTUnHOv0OBHRqBj74PrSSy/Ff/2v/7URWNdprVEoFNq+56677sJjHvMY5PP5xmNPeMITUCqVcM899+Cxj31sX7eZiIiIiNprTjR20Yn8no8TEY2KsQ+uFxYW8KQnPanlsY997GPwfR8/93M/1/Y9Z8+exfHjx1seW1xcBACcPn36wMG1aR5slL1hyJZ/j5KjvO8A97/f2pXJSTvmk7Q/3JfJd9B6cj947MfzGEgpIAAIkfy7XvSwWvAwm3O6erz5b9Q7tUX75zv9bRgSQhytbOH9LJPjeB52YxL3axL3CRjOfo18cH3q1Clcc801HZ//2te+hoWFhcZ//+///b9xyy234EUvehEuu+yytu/xPK+l1xoAHMcBAPi+f6DtlFJgZiZzoPfW5fOpQ71/nB3lfQe4//2wV5mctGM+SfvDfZlMvagn94PHfvyOgWEaME0D0jQO97dhJJ9ndP8+wzQwNZUe8hEYrEGVyXE7D7s1ifs1ifsEDHa/Rj64PnbsGO64446Oz8/Ozjb+/uQnP4kbb7wRz3zmM3HDDTd0fI/rugiCoOWxelCdTh/swqqURrFYOdB7DUMin0+hWKwijtWBPmNcHeV9B47u/g+iMu9UJiftmE/S/nBfhmeYZbLXxu3Y98M4HgMpBeIoRhTFUFF8uL9rq7/Ecffvi6MYhUIFSo1Gz/UklMlxPA+7MYn7NYn7BPR2v7otkyMfXFuWhUsuuWTP19188834yEc+ghe96EV405veBCE6J7o4fvw4vv/977c8trS0BAA75m7vRxQd7keLY3XozxhXR3nfAe5/v+x2TCftmE/S/nBfJtcgjwWP/XgdA8MQ0Ehy5mjgUH+jHh/r/b0vjhXieDSC60EZxPkxTufhfkzifk3iPgGD3a+JGFh/00034SMf+Qje+MY34s1vfvOugTUAXH755fjud7+LUqnUeOzrX/86MplMx6HkRERERERERJ2MfXD9zW9+Ex/96Efxohe9CL/8y7+M5eXlxv/K5TKAZC3s5eXlxlDwpz71qVhYWMAb3vAG3HPPPfjiF7+IW265BS972cu4DBcRERERERHt29gH15/97GcBAB//+Mdx1VVXtfzvtttuAwDcfffduOqqq3D33XcDSJKXffSjH4VSCs9//vPx1re+Fb/+67+O3/qt3xrafhAREREREdH4Gvk513u58cYbceONN+76miuvvBL33ntvy2MXXXRRI/gmIiIiIiIiOoyx77kmIiIiIiIiGjYG10RERERERESHxOCaiIiIiIiI6JAYXBMREREREREdEoNrIiIiIiIiokNicE1ERERERER0SGO/FBcRERERjTbDEI2/41gPcUu6M27bS0SjgcE1EREREfWNYQh8+is/wHrRw0zexXOfdPFIB6zjtr1ENDoYXA9IrDSqfoQoVjANiZRjwpBi7zcSEREdAOsdGiXrRQ8rG9Vhb0bXxm17iUbNUa2DGFwPgBfGWF6vIlaq8ZghJRZmUnAtY4hbRkREk4j1DhERDctRroOY0KzPYqV3nFzJ46r2OIcZERFR77DeISKiYTnqdRCD6z6r+tGOk6suVgpVPxrwFhER0SRjvUO0f0IAUgoYhoBsGrra/HhzkjMiau+o10EcFt5nUdz+5Or2eSIiov1gvUO0f9NZB//9y/djvejhohP5to8zuRnR3o56HcTgus9MY/fBAXs9T0REtB+sd4gOpp7EbCbntH2ciPZ21Ougyd67EZBkxmt/mA2ZZM4jIiLqFdY7REQ0LEe9DmJw3WeGFFiYSe04yeoZ845CSnoiIhoc1jtERDQsR70OmuymgxHhWgbOm88cybXeiIho8Ma53qknjeK81tHRnMir0+/S6TXbE4SNs3pys7r9nKPdHEOiSTHOddBhMbgeEEMKZFPWsDeDiIiOiHGsdwxD4NNf+QEAMHHUiKj/Jrsl9Or0mvrj+Yw9pK3vrYMmN+vmGBJNmnGsg3qBwTURERGNjPWiN+xNoG26SejV6TXrRQ/QkxNIHjS5GZOiER0NnHNNREREREREdEgMromIiIiIiIgOicPCe0RKgdnZzKE+I59P9Whrxs9R3neA+98Pe5XJSTvmk7Q/3JfJ1G09OT+dBgBMTaUP9X089r07BvPTaRiGxEzO7fi7dHrN/HQa+YwNwzC6/4x8auv1B/x7KmMDGpA9+rwdf++yHwc9hoPWi3vXbkxqWZzE/ZrEfQIGu19C6wmaCENEREREREQ0BBwWTkRERERERHRIDK6JiIiIiIiIDonBNREREREREdEhMbgmIiIiIiIiOiQG10RERERERESHxOCaiIiIiIiI6JAYXBMREREREREdEoNrIiIiIiIiokMyh70BkyKOFdbWygd6r5QCs7MZrK2VoZTu8ZaNtqO878DR3f+FhVzfv6NTmZy0Yz5J+8N9GZ5hlsleG7dj3w9H/RhMwv5PQpmchN+hnUncr0ncJ6C3+9VtmWTP9QiQUkAIASnFsDdl4I7yvgPc/2GYtGM+SfvDfaFe4LHnMTjq+z8qJvV3mMT9msR9AoazXwyuiYiIiIiIiA6JwTURERERERHRITG4JiIiIiIiIjokBtdEREREREREh8Rs4UR7iJVG1Y8QxQqmIZFyTBgTlvCBji6e30Q0anhdIqJxxeCaaBdeGGN5vYpYqcZjhpRYmEnBtYwhbhnR4fH8JqJRw+sSEY0zDgsn6iBWekcFnzyuao9PzjqAdPTw/CaiUcPrEhGNOwbXRB1U/WhHBV8XK4WqHw14i4h6h+c3EY0aXpeIaNwxuCbqIIrbV/DdPk80ynh+E9Go4XWJiMYdg2uiDkxj9+Kx1/NEo4znNxGNGl6XiGjc8SpF1EGSnbR9ETFkkr2UaFzx/CaiUcPrEhGNOwbXRB0YUmBhJrWjoq9nLeWyIDTOeH4T0ajhdYmIxh2bAIl24VoGzpvPcL1Nmkg8v4lo1PC6RETjbGJ6rpVSeO9734urr74aj3vc4/Cyl70MP/rRjzq+/r777sMrX/lKXHnllXjiE5+I173udTh9+vQAt5jGhSEFsikL01kH2ZTFCp4mCs9vIho1vC4R0biamOD6Ax/4AD71qU/h7W9/O/7mb/4GQgi84hWvQBAEO167vr6Ol770pchkMvjEJz6Bj3zkI1hfX8dv/uZvwvf9IWw9ERERERERjbOJCK6DIMBtt92G1772tXjSk56Eyy67DLfccgvOnTuHL3zhCzte/8UvfhHVahXvfOc7cemll+LHf/zHcdNNN+H+++/Hv/zLvwxhD4iIiIiIiGicTURwfc8996BcLuMJT3hC47F8Po9HP/rRuPPOO3e8/olPfCLe//73w3GcHc8VCoW+bisRERERERFNnolIaHb27FkAwIkTJ1oeX1xcxJkzZ3a8/uTJkzh58mTLYx/+8IfhOA4uv/zyA2+HaR6srcKordtoHMH1G4/yvgPc/35rVyYn7ZhP0v5wXybfQevJ/eCx5zE46vu/H/0sk5P6O0zifk3iPgHD2a+JCK6r1SoAwLbtlscdx+mqJ/pjH/sY/vqv/xo33HAD5ubmDrQNUgrMzGQO9N66fD51qPePs6O87wD3vx/2KpOTdswnaX+4L5OpF/XkfvDY8xgc9f3fy6DK5KT+DpO4X5O4T8Bg92sigmvXdQEkc6/rfwOA7/tIpTofTK013vOe9+CDH/wgXvWqV+E3fuM3DrwNSmkUi5UDvdcwJPL5FIrFKuJYHXgbxtFR3nfg6O7/ICrzTmVy0o75JO0P92V4hlkme23cjn0/HPVjMAn7PwllchJ+h3Ymcb8mcZ+A3u5Xt2VyIoLr+nDwpaUlXHjhhY3Hl5aWcNlll7V9TxiGuOGGG/DZz34Wb3zjG/Hyl7/80NsRRYf70eJYHfozxtVR3neA+98vux3TSTvmk7Q/3JfJNchjwWPPY3DU978bgzg+k/o7TOJ+TeI+AYPdr4kYWH/ZZZchm83im9/8ZuOxYrGI7373u/iZn/mZtu954xvfiM9//vN497vf3ZPAmoiIiIiIiI6uiei5tm0bL3zhC3HzzTdjdnYW559/Pm666SYcP34cT3va0xDHMdbW1pDL5eC6Lv7H//gfuOOOO/DGN74RV1xxBZaXlxufVX8NERERERERUbcmoucaAF73utfhuc99Lt785jfjBS94AQzDwF/8xV/Atm2cOXMGV111Fe644w4AwGc/+1kAwLve9S5cddVVLf+rv4aIiIiIiIioWxPRcw0AhmHg+uuvx/XXX7/juZMnT+Lee+9t/Pdtt902yE0jIiIiIqIhyOVTsLpYciyMFDaL1T1fl0o7iJVGfioF6MN/Hk2WiQmuiYiIiIiImlmmxB/c+k97vu6dr7m6u8+zJP7Lh/4/RFEMrTtH191+Hk2WiRkWTkRERERERDQsDK6JiIiIiIiIDonBNREREREREdEhMbgmIiIiIiIiOiQG10RERERERESHxOCaiIiIiIiI6JAYXBMREREREREdEoNrIiIiIiIiokNicE1ERERERER0SOawN4CIDiZWGlU/QhQrmIZEyjFhSDHszaIRxnOGiMYVr19ENA4YXBONIS+MsbxeRaxU4zFDSizMpOBaxhC3jEYVzxkiGle8fhHRuOCwcBpZsdIoVUNslHyUqiFipYe9SSMhVnrHTUbyuKo9zuNErfZzzrDcEdEomaQ6j9dXosnHnmsaSWyl7qzqRztuMupipVD1I2RT1oC3ikZZt+cMyx0RjZpJqfN4fSU6GthzTSNnklqp+yGK299kdPs8HT3dnDMsd0Q0iiahzuP1lejoYHBNI6ebVuqjzDR2L7Z7PU9HTzfnDMsdEY2iSajzeH0lOjo4LJxGzri1Ug86g2ny+bJtRW3I5Pvp6Gp3PnZzzmxWgl0/d9TKHREdDduvX0oBXhAhVhqOZcAegyHV43ZfQ0QHx7twGjnj1Eo9jDlUhhRYmEl1/F4uTXJ07XY+7nXOjFO5I6Kjo7nOqwYR1os+YqVgmRKZlIVza5WRn7fM6yvR0cHgmkbOuPTM7jWH6rz5TN8CXdcycN58hmt+UkM35+Nu58y4lDsiOnpcy8Cx2TROLZUwlbVhSAHbktB6MHXuYfH6SnR0sKmMRk69ldqQctvjo9UzO+w5VIYUyKYsTGcdZFPWyBwXGo6yF+55Pu52zoxLuSOioykIY0gJuLYBy0wC67pRn7fM6yvR0cGmMhpJ49Az26s5VGEUo1gJEATxSO4njQcV755ttpvzcRTKHcsD0XgZVN6RcZ+3PArXVyLqPwbXNLLqvWyjqhdzqKp+hLXKJgoFD3HtxoDrXtJBSGP3G7Ru5/QNs9yxPBCNl0HmHZmEecujfl9DRIc3+lciohFVn0PVTjdzqGKlsbxRhVbbH+e6l7R/Gdc61Pk4bCwPRONl0Gs3H7bOJSIaBAbXRAd02DlUyZzt9jcfoz5/jEbPuM/pY3kgGi+Dzjsy7tc4Ijoa2Mw3IINeC5kG4zBzqMZ9/hiNnnGe08fy0HvjVu+M2/YedcMos+N8jSOio4HB9QAMYy1kGpyDzqGahPljNHrGdU4fy0NvjVu9M27bS8Mrs+N6jSOio4F3K3026DlJ46ieHXij5KNUDY/MMdmttZ3zx2jSxEqjVA07lnOWh94Zt3pn3LaXEt3Mgd6r3BMRTRrerfRZN3OSHPvotsof5ezAhhRYmE6hum0JJc4fo0nTTa8ky0PvdFPvjFLP37htLyXqc6A7le0wVhyNQERHDoPrPuM8ws7q2YEzGXfb40mFfN58pu831MOe45dyTCzkXJyG5rq+1HfDON/36pVsLucsD70xbvXOuG0vbek0BxoATq+Uuyr3vVS/xgEATIM95UQ0cAyu+4zzCDvrJjtwP3srRmWOn2UayKdtRDZvIKl/hnW+77dXkuXh8Mat3hm37aVW7eZAJ0PABzsaofkaZxgSsZAolz3M5l32lBPRwLDG6jOuy9jZMHsrOMePjpJhnu/slRy8cat3xm17aW+DLvedr3GadToRDRSD6z7juoydDbK3YntSlbK3d6s60aQY9Hq0zUapV/KoJFcat3pn3LaX9tarct9tmR3mNY6IqBmbgweA6zK2l3JMFCtB2+d62VvRbjhskkjORKefgL1pNEmG2Xtc75Vsd+M7yF7JUZkGMijjVu+M2/bS7npR7vdTZjlChohGBXuuB6Q+J2k66yCbsnjDgK3swEJuf7x3vRWdhoppDawWqhAdvoJz/GiSDLP3eBR6JY/qNJBxq3fGbXups8OW+/2W2VEaIUNERxt7rmmo+p0duNNQMdc2sVkJEYQKlrmz8uccP5okw+49HnavJJd6Ihq8w5T7/ZbZYV/jiIjqeLWhoetnduBOQ8GkBGbyDjRaK3nO8aNJtNd6tIM439tlFB4UDhklGo6Dlvv9ltnO1ziB2bzLOp2IBobBNU203YaC2abETN6FIQTn+NHEG3bv8TBxyCjReDlImW2+xgHA9LSL6bQJPaHTPohoNDG4ppEXK33ggGCvoWJZl/P6aPyFUYxiJdhzasUwe4+HiUNGicbLQcps872CbRvIpiyUohgRg2siGiDeUdBIO2yG31EYDkvUT1U/wlplE4WCh7g2VHKSs2AfBK8DRONlv2V2+72CYUhEEEgZAhZHphDRADG4ppG1V7bQ8+YzXd0UH+XhsDTZYqWxvFFFJuNue3x/ZeQo4HWAaLx0W2Y7rgqigOXNKo7NpFnOiWhgGFzTyOplht+jOhyWJltSRtoPeWQW7J14HSAaL92U2d3vFTSvg0Q0UBwrQyOLGX6JdscyQkRHHa+DRDRK2HNNI2vYGX4Pk0iNaBD6XUZYBohoGPZz7Rn2vQIRUTMG1zSyhpnh97CJ1IgGIeWYKFaCts8dtoywDBDRMOz32rP7vYLgagBENFBszqO2YqVRqobYKPkoVcOO8zr7qZ4t1JBy2+P9zfC7VyK1YRwLonYMKbAwnYKQ2x8/XBlhGWhvFK6LRONsrzJ0kGtPp3sFIYGFaa4GQESDxeY82mGUeqyGkeG3l4nUiPot5ZhYyLk4Db3nOtfdYhnYaZSui0TjqJsydNBrz/Z7Bds2cN6xHEqbHqKIc66JaHAmpudaKYX3vve9uPrqq/G4xz0OL3vZy/CjH/2oq/e9/OUvx/ve974BbOXoG8Ueq3q20Omsg2zK6nlgvb0lnclRaNxYpoF82u5ZGRnHMtDPXuVRvC4SjZNuy1AUKwgBhJGCF8QIo+S/63a79jTfK+TTNiyTjV5ENHgTE1x/4AMfwKc+9Sm8/e1vx9/8zd9ACIFXvOIVCIL28xEBwPM8XH/99fja1742wC0dbd20Gk8SL4xxeqWMlUIVGyUfK4Uqltar2O1emclRaNKNW4KgduX49EoZXhj35POP2nWRqNe6LUNaA0vrVSxvVLFW9LC80Vonj9q1h4hou4m4SgVBgNtuuw2vfe1r8aQnPQmXXXYZbrnlFpw7dw5f+MIX2r7nX/7lX/Cc5zwH3/nOd5DP5we8xaNrHHusDqpTS7ppSKwXvZbW8rp+J1IjGgX1BEHtjFoZGESv8lG6LhL1QzdlKFYaxXKA7TF4GCmsFqqNKS9ERKNsIoLre+65B+VyGU94whMaj+XzeTz60Y/GnXfe2fY9//RP/4SnPe1p+MxnPoNcLjeoTR1549ZjdRidWtKlBHIZG/G2Tq9BJFJjsiQaBYdJJjjo83gQvcpH6bpI1A/dlKGqH0FDYybv7Lj2KAWk3cNPeWE9S0T9NhFNgGfPngUAnDhxouXxxcVFnDlzpu17Xv/61/d8O0zzYDdYRq3SMUbgBi2XsVGsBB0zcuYydk+Dy2Hve6fvTRkS+YwNy5RQsYY0BDI9qNg7fb8fKZxbr7Qc92IlwMJ0ii31h9CuTA77nOu1fu1P1kx6icpe2HUZqPoRljeqBz6PD7ove73+oNfmuoNcFyftPOuVw/4W3eCxH71j0E0Z2iwHMAyJlCHhzBmoBlHj2pOyTdim7Pr8abf/h70+Tap+lsmROQ8FINoNR2zzun0dDwEI7PK5+/28IRqZ36rHhrFfE3E1qVarAADbtlsedxwHhUJhINsgpcDMTOZQn5HPp3q0NYfjpGwsrVegmzqDhAQWZ9LIpe3ObzyEoey7aSDevoZRk7lpFzM5t++bEUYxykGMTGbnd1VjjYWcy8QsB7BXmRyV8tYr/dqf+S5fF0Yx1iqbPTmP97Uve5Tj6R6V44NeFyftPDuMXtST+8FjP1rHYK8yZNheS1me3vb+g5Tl+v738vo0SQZVJod9HsZKw+zq9+3ueNQbaExjr88c7DWvF4b9W/XLIPdrIoJr100ulkEQNP4GAN/3kUoN5mAqpVEsVg70XsOQyOdTKBariEdk7t6Uu7PHKvJDrPthT79nmPseK41y2evYkj6dNrG+Xu7rNhiGRCwESpt+x6Gtp6GR71OjxrAMorLpVCZHsbwdxqjsT7ESoFDwOj7fzXl8kH0ZZDnez3VxVH6Xbg2zTPbauB37fhjVY7BbGeplWd6+/724Pg3aJJTJUTkP81MpRFE3CS411tf3Ph75qSS2iOIY2HVmQXefNwpG5bfqtV7uV7dlciKC6/pw8KWlJVx44YWNx5eWlnDZZZcNbDsOu5ZiHKuRWo8xbW+dHlppRH2cmzSsfZ/Nu23X3ZzNu33f57oIArFSHQt9EMSI7NE5L8bJbufUqJW3wxr2/gRBvGvFtZ/zeL/7MshyvN/r4rB/l1EzyGPBYz+ax2C3MtTrslzf/15enybNIM6PoZ+HGtC6i3NH7/N47PW5+/28ETD036pPBrlfExFcX3bZZchms/jmN7/ZCK6LxSK++93v4oUvfOGQt45GmWsZOG8+g6ofIYpVIxtpv5KWtbPXfBwmS6JxMMykX6NQjono8PpVlpmUkIgGZSKCa9u28cIXvhA333wzZmdncf755+Omm27C8ePH8bSnPQ1xHGNtbQ25XK5l2DiNlljpodwcG1Igm7L6/j2dZFNJkqjt2cmB0Vv2iKiT+vJd7aY3bD+P+1HWh12Oiejw+nUfsJ/rExHRYUzM1eR1r3sdoijCm9/8Znieh8svvxx/8Rd/Adu2cerUKVxzzTV4xzvegWuvvXbYm0ptVP0IZ1crO4aCLcyk4FqTnWTEMg0sTKc67j9732gc1Jfvajeks/k89sK442uyY5JVlYh6b7drw2HvA7q9PhERHdbEBNeGYeD666/H9ddfv+O5kydP4t577+343i996Uv93DTaQxjFteUxWluUY6WwvF7FefOZia/4Uo7JYa009vYa0hkrvePmNnk8KevsPSI6mva6NvTiPoDTR4hoEHgnQ0NXqoZts4MCScVa9aOJGO7ZbrhbcwHksFaaBLudx1U/6pgVP1YKZS/EPJKyUqqGvAEmOiL2ujbs9z4gVhrrmx42Nn0AaFxDWM8SUb8xuKah2yt7XzTEJQF6Nf+r03C343NpzPRyg4lGWHNZVgrwggix0jCkgGubULHGZiXAQ8slBOFWEoKjMkWE6Kjaq57v9Hy7OjqMFdaKHjIZF8WSjzhWvIYQ0cAwuKa+2ytA3StbtpBiKL1YvZr/tetwt40qFuazPdtmolHRdqRGLSNvECmsF/1tZSvETM7B0noFsdIQAghCVQu+FVY2qjgxN/lTRIiOom6zeTdfV5QGKl7YEnhbpsSmF0IKCWlGELXLxVGaZkZEw8Xgmvpqe4CqVNICPZNzkHJM5DI2pnbJlh0rjc1y0FJ5DqIFupfzv3Yf7pYMfyUapH5n5u/UMDU35UJA7AisAUBKoFgNkJUCSmssrVcRRq03zRnXwkzO6dl2EtFo6Cabd/N1RSlgeaMKKYG5qRSkAJQGHjhbwmrRw9yUi2oQY7PsYzrjQArAtc2JmWZGRKOr78H1/fffj7vuuguFQgFzc3O48sorcfLkyX5/LY2A7QFqc29VoexjcSaFYiWAk7LbZssWEDANsWM4WKySXqxcxoZWum3SpMMGDr2c/7XncLdIjUUr17CWSqPDa/7ttAaK5QAaW3kOtjdYdfNbd3rNbg1TqwUP2bQFuQE0FwvLlJibSsEPFYwgwspGa2ANAGGkcHatjHzG5nlHNGHq2bzPrVZQ9sLGdJGMa2FhJgUALYH1RtnHZiWAlAJKASfmU1heq8KPYiilUPYiVMIYpZKPtYKHhakUSkaIbMZicE1EfdW3e3rf93H99dfjC1/4ArTeuomTUuLXfu3X8Id/+IcQgjdIk6w5QFUKLb1VYaQQhApSSiytVzDl7syWrbTGWtHb8blKA2dWyyiWA6Td5BSuBwcAejKU+6Dzv9rZc7ibKYFoq9t+FIPYfi6RQv3V/NsJASytV6EUMJN3YJv1oZZbIzLCWLW8PggVNATmp1xM1QLb3c6HKFK7NkwFUYzFmVTTkG8B25LQGjClQNWLEcXtExxqDfY8EU0wwxCwTAlZuzYYRlL31e8n6o301SBCxUtGfVW8CLmshShOppNYlgE/ilEtx6h6IbRSsM3knmI272Iu5w69TiWiydW34Pqmm27CV77yFfzBH/wBnv70p2N2dharq6v4/Oc/jz//8z/H8ePH8apXvapfX08joDkATRIXbe/JSm6gtQLKXoi0bbbcNG+U/B2fKQSwWuvVas4wHiuFMytlAIAfxi037AcZyt3t/K9u7D7cLclcWtpMgutRDGIHsUQK9ceO0SOhavQIrxd9LEynIGX9tQqlaojVgocgiiGlQLHkI2i83sPx2TQWZlJYLXgdz4dceo/AVwtonfRW119Zb3+1LQkvah9YG1LCtc2hJjgkov5ovlY1XxuieOu60txIL5s6Z4TUePBcCZ6fzLFe2/QRxRrHZrOo1gLwWClIKbBZ8VH2QmRca+QasYloMvQtuP7c5z6H3/md38FLXvKSxmMnTpzAS1/6UsRxjL/+679mcD3hmgPQdkttNVdkqk1PVbsAtjk4aH5/ECmcXanAsmRjpER9qKkU+x/K3c38r27Vh7u1DZqnU7DMraG4oxjE9nqJFBqc7b/d9gYpL4gaoz+UBn54toBKNYJlCKwUPWgNTGUdCGwtlRWvJp8h27Qv1XuWdpNOJQFyu3NKCoHzFzJY36iiOQWDISVm8g6k3F/DFhGNh73qmSBSLY30limSUV9aY6MUYDafQhApOLXcDOubHtY2q8g4JirVAI5tIJ+xUfVjFCsBCqVgpBqxiWhy9C24rlQquPjii9s+d9lll2F9fb1fX00jojlA3R4UWqaEbW3dJEtjZ9DYLsCtBwf1Xixga8h5EMUwDDSmG4SRwmqhisWZFLRu7Unfa+j1rgHxTGrfQa5rGTuGvaccE469VZGPahDbyyHyNFjbf5t286aBJFBeXkuGiwshACEQhsl7CyUfMzmnNgpEI4hiKKUbQfl2hiF3bZjKuhYcy+jY2LQwn8HKehmbpaBlmS4p99+wRUTjYa96xDAkmmcSag1MZx1slHyYUiBlG4hiE9BAypEIIxuGIZFNWci6JuZyDqqBShoONzxMZ+2Wzx92IzYRTY6+3aU8/elPxyc+8QlcddVVkNu6OP7+7/8eP//zP9+vr6YR0RygurYJQ4aNIV9zU6nGUFAhgYxrQW/r3W4X4BpStPRiAVtDzqUUkFK2zPGvz+22TNno8ep26HWngPigFW99CHgnhwli+zlP+yBLpHCY3cEd5jhuf6/c9j7bkrBM2TL6Q2ngzFIFq0UPKddEuRLANCVcx4TnR4gihTDSMA1RK39iR7KxZo4pkdmjYcqQnRubLNPA8Zk0oNCThi0iGn171TOOKXF8NoNSNUQYKWgkDX9KaWTTNs6ulTGVcTA75WCzEqFQCiCEhDQEpjM2qkFyLdFIeryVqt87bDXgARyJRUSH17fg+id+4ifwnve8B8961rPwrGc9C4uLi9jY2MCXvvQl/Ou//ite8pKX4NZbbwWQ9JT89m//dr82hYaoOUDNZiyUyiEMY2uOpSEFFmfSiPwQUZuh49sDXCkFbNNoyXRc733LuBZMQ8APW9f0ipWGW+vx2u/Q670C4l466Dzvfs/T3u8SKf3YhqPiMMex6kdtM+4LIRoNTlony9asFpJe6pRjYqVQRRirRhbuqpSIYo1iuYrpnIsgiKG0hiGNpJGsqfxuVz8fDCn2bJjarWylnJ0JDtlYQzS5uqlnUg5wYi4DL4iwUvAwnXNR8UKcXi5BCAk/jLGxGeDEXFKPh1pjJmMjCOLG52RTFqQUWN7Yfp0NMZN3OBKLiA6tb8H1jTfeCAAoFouNILrZX/7lXzb+ZnA92eo30dmUhbmc23LDnMvYyKVtrPud13refhNubxtSakjR6A2PYoVo2xq6tmk0erxK1XAkh14DB5vnPYh52nsNkQd2Zmjv9TYcBYf5LcMo3nGzCAAaGnGs4VhG46ZRiuQGNe1a8MMIGddCyrVQrCUQzGdslKshlAbqbViWsTVaRAqJk4vpHUnNtvcsH7ZhapANW0Q0XN1OxZqfTuH0chlaa2xs+oDWsEwDjm1CAPD8CFU/wnnzGUQaMCXgm3FjWa9M2sL9pwptr7PrRR/HZtOD3G0imkB9C67vueeefn00jbHtN8wHCbq292bP5F1slgNEcbLcxsJ0qjHcy7EMnFzMNpYcGuX5wweZ591pnrZSQMULsLQhkEvZh+71222I/Cg3WIyTw8y5T36DTlm2BXIZG4YQO367jRLguzGUAsq1aRumIZDP2HAdA0IIpB0LC9O1JbZiheOzGTg9njJBRNTNVCzXMjCVc7BR9mGbEaQUyGdcFCs+oqi+1GcMAeCS86dQKHqIXY10ykTWtVD2QkgJtKvqpQR4BSOiw2JmGBpL24P05gRJUgJp12wEpfXAGujtElv9sN953u0aA+rrgNbnoftB3JMh2p16Eke5wWKcHOY4Rntk6NZKI7stgQ+wdb5Lmax7XT9vhEjK1PG5DNIpE8VS2EhCWCj7KFVDLMyk2GhCRD3VzYgVx5SwDNmSVHEm5yCMNJTWmMo5kIaAFyj4YYw4VohiBccyoJRuTI1pzh1RH/2mOjRS0tEQK43Z2cywN4PGXN+C6yAI8IlPfAL/8i//gmKxuON5IQT+6q/+ql9fT0dMt0HpQZfYGmSyrv0Mh93eGNC8Dmj9s4D+DtEe9QaLcXGY42iaB0s6Z1tGozy0G/Vx3lwGyxtV2KYAIBpzrTnkn4iGJeWYcCwDm02PaY1a0kUDvh8j7bTWoWGk8MDZTeQyFjw/wnxtGlk9oZltydpnsL46ygxD4g/e99U9X/fO1/6HAWwNjau+Bddve9vb8OlPfxqXXnoppqendzyvO2XEITqgboLSgwy9HuVkXdsbC1rXAZWNGwagf0O0e7km+FF2mOOYTVkwpEAc73xur6Rz+ayNYm3N1+2jPqKo/XrUAIf8E9FwGFLg5GIWm5WgJYGpZSYJy0rVsGWpz+bRXIYhUPZCbFaSBGZubTlMrVlfEVFv9O0q8oUvfAGvfvWr8YY3vKFfX0ETIoxiFCsBgiAeyNzN/Qy9HkTCsMPY3lhQn3e7fbmzun4M0e71muBHVbvjqFTym83kLFT9qON5apkGFqZTO7KFd5N0rlgKcGw2jSCMd87J9qNdt5lD/oloGNKOiUc9bBZnVysIorjR+1zxopa6TyndMporjBRmcymcXinhoeUSFmfSSNkmLJP1FRH1Rt+CayklLr/88n59PE2Iqh9hrbKJQsGDUsma1BoC81MupmpLA3VrP0O3ux16fZgkU/3WvL9TWRsagGOZcG2jpce6Wb+GvPV6TfCjqvk4VoIIpXIIx5YoeyHKXrjriIndlq/aK+lcEMZIOWbjvfVAflKG/NfLil9LymbX1r3nOUo0WL2cYpV2TFx0PNfyeTM5jbWiB6U0ihUfq0UPZS+EYxkQIllBYaVQhWtLREo2lvWcm3JbrquDnApGRJOlb8H1s5/9bPzt3/4tnvjEJ0LK8bgBo8GKlcbyRhWZjAulNZbWtxKMrBc9HJ9N49hcuquh1/0auj2qybo67e/clFubRzb4IdpcOqk3DCmQckysb/qQsnVN6b1GTBw06VwliLC+6bc9n8Z9yH+9rFSDqNGDVR/ZYRmjMb2D6CjoRz29/ZpXv69YK3pIpWyUqiFKlQAVKTGdc1CpJg3m9cHkppSQElgteHBq19VRngpGO+XyKVh75B1hGngapL7dGb3hDW/As5/9bDz96U/Hj//4j8N13ZbnhRD4kz/5k359PY2BpFdYQ2uNlY3WzJ2xUih7IVY2qshlbGilO7Ye93Po9ij23O22v6sFD3NT7p5rENNo6/WIid3OU6WAUjlZnmb794zy+dRNz1K9rIRNcy6BZGjoaqGKxdow/GFP7yCadIetp/fTk2wasnE9q7/GMAApBIKoNTFFc9LP+oidUZ4KRjtZpsQf3PpPu76GCchokPoWXN9888344Q9/iFQqhe985zs7nheCF6ejrt6b5gUxonjnGGalgTOrZRTLQWPJjXatx/0cuj2Kybr22l+lNIdoj7lej5jY7TyOYgXHbj+NYFTPp257luplpTnRX10YJdNQLBNMzEbUZ4epp/fTk1z1I2itcWw2DdOy4FgiWY5TaxTKIWzLgGkk167tST/rU2JGdSoYEY2HvkUG//N//k+85CUvwRvf+EYYBofR0E6N5YHaBAqWIbBe9GAYopGkC2jfehzFCmG0c0mNusMM3R7FZF3dBF4coj3eej1iYrfzeCZnoeyFHd/b6/PpsHMZ99MDVi8rcYe1a2OlYYGJ2Yj67SANhrHSKHshHlouQWvAtc1Gj3SnnuT652idNCqGgdFY11pKAaU1ANE26adpyJGdCkZE46NvwXUcx3jKU57CwJo6SjkmipUAsk2goCEg68O5dgz13Go99sIYS+tVrBSqjefrlWb9bZ3W+O32pn7UknWN4lB16q1+jJion8f15GjQAumUCQHsGlz38nzqxVzG/fQs1bd9t8SGza8jov7Yb71Vv1Z4tXwQlpEkZkylTLhmkrSzXU9yu++RAlicSSGfdRBHGpa5sxG+fl2t7rFCAq8VRLSXvgXXT3va0/C5z30OV155Zb++gsacIQUWplOoRAqmsbVGryElUikTUSmAISVce+dpmiTtSnqwTEO2BCLN8ymlaF3jV+lkKGisNGzTwPG5NNJdBCqj1BM8ikPVqbf6NWIijBUKtTWtAcAPIwgICCGg24wLN6SEbRkoVcNDNyx10+PczZm7n56lellxbROGbM2YXh8SWr9GEFH/1FcfqOdaaR5ltr3ear5WxErDNAVWCh7CUEFKiZmcA9tKGtG3Xw/qZX47rYG0bWJuYfccEqxfqZdipTE7m9n1NWGksFms7voaGi99u0o87nGPw7vf/W7cc889+Kmf+ilkMq0nlxACv/3bv92vr6cxkXJMLMy70LHCmaahX7FSqEiJmbyzI9ESgKZKWkFKYCbv7EhYFMfAwpzbGFYGAMVy6w32+qaHRz1stqsAe1SM4lB16r1ej5joFNxqaMSxhmMZLTeqhpTIZ22cW2u/dvZ+s+Z20+Ps2Ht/5n56wAwpMDfl4uxqBem0iWo1goAGhKiNbmGZIRqEMFbwwxhrTfW0ZUoszqR3lMHma4VlSqzWAmsAUCr5HCGA1UIV81PujlFpc1MuNkp+y/c3X7ecXa6rrF+plwxD4g/e99VdX/PO11w9oK2hQelbRPGWt7wFAPDtb38b3/72t3c8z+Ca6izTwHzeRc61GhWelAK2aTTWoGxWbz3erASNx2xTYmE6BS+IEMa6EXSfWipBC6BUCbBS9BDHQD5jNxKa+GGMU0slXHL+1FhVmqM2VJ32p9spCr0cMbFbcGtIgVzGhiFEY5tsy9gRWCfbfrCsub2ay7ifniUvjLFa8JLnIODYJoTQODGbQcoxWWaIBqDesFcfrZYkGEx6r6EBa1uDWfO1QGu9I9miquVQUAoIIoXCSnlHILw4m0Ym68DQyePbA+h219Xm6/JU1oYGdl2phIionb4F1/fcc0+/Ppom1PYKz7aMXVuPt/dgSQmYpsRmxYfSCssbqra8V5LEpN7yXSwHmMk5qCes98N4LDOAjtJQderesNZQ3St41Uojm7Ub/12qhnv2NPdqObBunq/rtmepuadeSjRWHACSFQpm8y5vlokGoLlhb3tZ1NC7zpuOYo2prINCyUcU1T9DwJASU1kba0UftrkzL8tqoYpjC1kgchrv2w3XtiaiXhnIWNjNzU0sLS3hggsugGEYTHJGXdmrdzblmBAQKHshYqUhpEClFhAICNSbu4UANksBdO3vIFIolAO4tgHHMmBIwQygNBD7yXRd70XxI4U4VrBNeagelP0Gt4NcDmy/cxm7GbnBJXWIRsN+ryXN1wpDCggAMzkHYZTU6bNTLtK2CS+IYMgk+zdQq99DBQ3AjxR+dKYISwKOaey5hjbXtiaiXulrcP3Nb34TN998M/7t3/4NQgjcfvvt+MhHPoLjx4/jD/7gD/r51TQhduudDWMFiCTTcRgpeEEML4gwN5VKWrRrw0FNCViWQNlL5mrFsUIUmYgiA75pYG7KPVIZQA+7FBIdXLcBX70XpRpEjVwC9Sz4lnGw3pS9gtvticvEHudEL5cDO8hcxr1GbnBJHaLRsN+GveZrhbCSeddhpOBYBmbyTrJuNZJgup4UTWlgdaMKDV1LWAZslALM5Rw4ltFyzdxeByqt2RBHRD3Tt4ji61//Ol7+8pfDdV383u/9XiMT7aMf/Wh87GMfw1/+5V/266vpCKi3NGutsTiTwsJ0CtNZBzM5F7YpWuZwhbHG4rSLSKnGmtpCCphmkrCpXA1hH5FhX14Y4/RKGSuFKjZKPlYKVZxeKcML42Fv2pHQTcBXP7fDSO1I0rdaSDLeJwFq+7WbO6nfsG7PpNucuKz5vNgsBx2/47DLgc1PJeV1fiqF8+YzfRl2ySXriEZDpwzeQOdrSf1aMZdP4WHH85ifSur5emBtSInjsxnoJD8hVgtVQOuW5GcQwPqmjzDauma2qwMfWi5ht8spG+KIaD/61nP953/+57jmmmvwnve8B1EU4aabbgIAvPKVr0SpVMLtt9+Ol770pf36eppwzT2AWict265twAsiVP0YubRutHYLARQrMc6bz6FQ8qCUxnQtCDcNiZm8iyCMG5X2pOLQt+HrJuCrn9tJ0p/W3yqMkqXkLBMH6k1pN5y6U+Ky+vPQaEkseNCe5u29Rbm03dfzjUvqEI2Gg45aqY9OyaYszObdHSOugCQ3hBdECEKFSClslkMIKZAykyX4PC95XkoTJS9EsWkpwjqt0Vi+s82KhGyII6J96dvdxfe+971GNnAhWi+cP/dzP4e/+qu/6tdX04Rqvjmv+jGUQssyXc1r2Uaxxvx0CmdWKlgtVCGkQNmLkE/bmMnZSKcsuKbRGFJ2FFqmOQd1+LoJ+OpZ8Dv1GsdKw8L+z9lOwe1uicu01pjNu5BNWcQPMo1gGMmCmm/ok2kjSYZixzJwcjF96MYBTqcg6t5BVrjopszNTbn4/qkNnFktwzANFCshpEiWQPKDqPE5AFCptq8DXdvEZiWsNVzuHNnDhjgi2o++XTFyuRyWl5fbPnfmzBnkcrl+fTVNoO0352GksFb0W+ZfAUnwslHyoaFR2PQgDQ3DlDClQBmAihVWCx6UAjIzVqOV+ii0THMO6vB104NTPxd3680B9nfO7hbc7vW7K6WRz9qNG93NSrCv4DKIFE4vlxFEMQwpGg1agxgx4VpGY51rKQUsU8K2knVz5T4Ce2YSJjq8/axwsb3MKZXUUTM5BynHbOSIWC16iJWCaxsIIg2lFVzbRLka4sGlEhbyLnL17xTtGyylBGbyDjRar0Nc25qIDqJvwfU111yDW265BY985CPx6Ec/GkDSg3327Fl86EMfwpOf/OR+fTVNmHbDmW1LQkpgvehjYTqFSG3NT82mTBQ3A2ih8dBKBXGsIAAUSwE2Nn2cN5/G+qaHfMZGxjV3tExPag8V56COhm6y4BsyGdJoGiG8IIbSGlIIpJ1ktIUU3fem7DUdIN+0/FY7piF33OgKAcQxkM1YSNud14v2whgPnN3ESqHaeKyemE2K/o+YiFUyB1NKwLWTIFhrINbdB/acTkE0WNvLXNCUf6JQ9jE/ncJ60UPFj6AUUPFDrBZ9TGVsSAhsVkLkMjbiOBmxFank37RrQeu4NoorWWfbtU1ICdhmMkXMOOQoHSKivgXXv/u7v4vvfOc7eP7zn4/5+XkAwHXXXYezZ8/ixIkTuO666/r11TRh2g1n1hqYm0phtZBkVC5VkqGtrmPA8xU2NqvYKAd4aLmM6ayD2byDmbyD9aKPlYKHxalk/lY+bbe0TE9yDxXnoI6O3Xpw6r3bDy2XEEQxiuUASilYlkQ2nQYg9tWbstd0AAHsmUW8eU52PStvGCkYGxIL0ylY5s4yUr9B9rcly6snZqvPb+zniIleTIXgdAqiwWouc0qhJbEjtMbZlQrCWKFYDpB2LWxWQmRTJjZKHuZnU1hZqyKOFZyMhB8qFDY9nL+YxVrRw0PLJeQyFqLasl6GDDGTd5CyTWRdi8E0ER1a3+6mp6amcPvtt+Mzn/kMvvGNb2BjYwO5XA4vetGLcO211yKVSvXrq2nCbL/5rq9lGSuNmZwDy07WsLRMifWihyCKEankJl5roOxFEACmsjamsjYc28BUzsX8dHrHusIrG9XG3Mz6ENZueqjGobe710shUf9YhoRjGTg2k8ZsLoVYKcjaeq8CgB/G8PwomTud2b3nOYoVwki1nNPNSXuU0o3zQmnVKFu2aWBxJkn219xjXQ+sATQSr0lp7igj9RvkdufVVmI22dcRE72YCsHpFESDUa9HN8pJhm/bkjsSO0YK8KO4du0Q0FrDsST8IEbGtZB1Lcxc6CDlGKiGGrYhMJ11AA0USgFcx0ShFGA6YyOMkyW4NssBTi5kWQcSUU/0tavKtm08//nPx/Of//x+fg1NuOab7+Zes7q0ayGfsRHHCkGkIEUSQGTTFrwggmkYkAIQEKj4ISAEBARmcq3ZiovlAGdWyy2fXR/Cil16qAbd232YQP4gSWVo8Oq/j2VKWCYAJOeR0sC59QpK1RBpN7l8FysBnFT7ANsLY6wUPKwUPCilIKWEa0tMZd2kTIhkyCUQIe2aWNqoIoq2AuLVgtcYTg0kjVrN5QPYSha0vRe3HnQ2Jxrc/j63zyMmejEVgtMpiBL9bERurkcrXoSNkg/LlEg5rXWuUgq2ZWCt4GGtWEXKtZKRa7HCTN4BoHFmpYS0a6MSxHAsiYoX4cRcujFSJ5uyao2SotHgqPa5tCERUSd9Da5/+MMf4itf+QoqlQqU2t77KBrZxIl2Ux/OrLTaEVibhkSsFR44t4mZvINqEMMxDRRKPtaKPqp+hCAMkHZNzE+5qAYSjmlgdtpB1t2qtGOlcXatvCNwaB7C2q6HavvcMKXQ6Pmu+hEediLf0yW+ehHI7yepDA1Hu3Otude4OZN4rJKbSUsCUdi6TM25tQpWC14tiV/ymZaVnI+5jIOlNQ/5bISMY2KlUIVSSWIfU0pUggheMYIGMDflwJCibQbz5pvr5u2uB531ZEEtQzsB2KbR9xETvZgKwekURP1tRN5ej9Yb5MJIwfM9uLZEGCfXnrRr4txaBUorGLVrzEzOwXKhCt+PUTGTkWt+GEPFCpUoRhAobGx6ODaXhtD1641oycPAEShE1Ct9uyv4zGc+gxtuuAG63aKBYHBN3TOkwNyUiweXS4jjZHisBKAFEMYKVV+h7IWQUmC96CNSMSpehM1qiLRjwrYNKAUEkcYl5+dhmwYuXMi13NRX/ajt+pbA1hDWdj1UzXPDmpOuAMAmkgDjvIVMT3qwmVjp6Gh3rjX3Gjf/zn4Qo7hSRsqUqD9sSIlMysLSejJXOp+xG3O3g1DhB6eLWJhNAwoolhQq1SRxmiEFzq5WEIQR/FBDyuT8KvshZrM23G29SPXEa8BWL/hGyYeQAlonZU5AwzKSkSRVPwI0kElbOLmY7fva8r2YCsHpFHTU9bvuqfoRwkglDXpeBIikUatcDSElalm8NSxTIpOyoXQF0EAubQMa0NCYy7lIpyyUqiE0BOJYYdMLUa0mo3IMKZL1ry0TmdTOudUcgUJEvdK34PqDH/wgfvZnfxZvf/vbcfz48R1rXRN1ywtjrBY8lKshzqxWEUYxDEPAMCQ8P8RsPoVCKUh6ZNMWvvvvm8imTByfTWNpvQKlANMUWNv0sDibwiMumEZ6W29TFKuOw1eBpHJv10NVb+3ekXSlJojingW+TKx0dLTrLa33GjcHtEoB65s+UikbkUrmFyavVTi3XkEQKggBmIbATM6BH8ZYK3pQtfnX9ctyGMXYKPkwpUiW2jKNWv4CBdcxEYTJqJFLT04lcxn9GIaUmMk7kDIZrr5e8DCTAyKlsLrhIYoV8lkbq0UPUaQwnbMRRckNctoxoTq1ZvVYL6ZCcDoFHWX9rnsqQYTTqyVsbAaNETamKTGbd5FzbOSzFlQMGAZQ9WNMZR0USwEyte+s+BE2ywGW1is4u1ZBqRLCsQ1k0xZMU6DsBcimHESRRiiT7W0OpjkChYh6qW9Xk9OnT+Mtb3kLTpw40a+voCOg3mIeRgqlcghDAtI2sFrwoZTCVNbG8kYVtilhCAHbMTCXt1GsRFgrlKGg4doGprIOHEtCAihs+shta7k2Ddlx+KohJeanXABAqRq23FybhoRSwEbZx2YlgJQCjmU0gpZkKG1vAl8mVjo62vWWGlK0BLRAMgWhHqSa2wK9WCn4YdwY+lg/J22zNsSyKbY1DInNSoCUY0JKiZWNauN88vwI5pQLrTXWNgNcev4Uyl5yc2oYQBRrnFvzkE2ZiJXG0nqlcZO8WQ3gWCaiWKHixzg2k671VuuBjrboxVQITqego6qfdU+sNIqbQUtgDQBRpLBW9CCnBC7K5ZB1k5Evm9UASmksTqfhRzFK1QDn1gMsF5L7hKofIY4VlJIoVyNkXRMq1tBKIeUYtSW37NrSXCZHoBBRz/UtuH74wx+OM2fO9Ovj6Yiot5h7QQTDEJBSolrLHhqEMQREkiU0ZSLWGirWAAQyKSvp4RZJRlHPixCGAhoCZS/cEezWewptE1iYTrVkDM+4FlzbwOmV8o6gO5exsb7pYbMaouKFAICKlMhn7KQir2Vm7kXgy8RKR8v23lIpBWzTgEbrfGsAMIwkKU/UlDPAbWrkqasn7bEMCdsUCGvL0WgFGDIJlJNs5Ar108k0gFhr1Cc2SEPgkvOnUCwHOLtWRhRraK1QqgbYrAZYKXion4llL4IQAuubPjZKPjKOgbDWez03leJoC6Ix0M+6J1mHWsEwkpE4zaJIIa5dk+qNWynHRBRpVIMIlWqItaKP9VKAlVojuyUFCkGEMFZIpyyYho20a2EmZ2Mm7+LEbBpKaaRcE9MZhyNQiKjn+nY3/ru/+7v4wAc+gG9+85vwfb9fX0MTrh6UxkpDCCCfsZPliGpRQ6wVLNNAJmUjCJLh4n4Yw/cjRJGGH8aNRCimlBBCI1Z6R7Bb7yk0ZNKDnXZN5NIWcrV1sFcL3o5hcWGkcP+pDcxOuXDMrTnVqtZTPZtLNeZx9yLwrTcAtMNhbZOpfkM5nXWQT9s4NpduOQcMKWAaAgvTqR05AyxT4ths6+ulFDBNiePz6ZZz0o9izOZTSDlJQF5/yjIF8hkHYZCsVS2FSJIdIBnFkXJMWKZsBPFeEGGzHDbCf600ytUkk28UKQS1YL6eKJCjLYhGXz/rnvpSgXNTbiPZYp1lScxMOS2ZvOs5WDbLAbwgRhwr+LVh3lGs4VgmMq6FKFZQsUakNJTSmMm70LGGaSTLdk5nHGTbzL0mIjqsvt2N//Ef/zFWV1fxG7/xG22fF0Lgu9/9br++niZEPQCoV4CmITCbdyGlRKkSYCrrQqkY9ciiGsQ4PpvGRinEZiVszDd1LAPzMy6iSNcCkp03Cp3mVXaab+YFEfwwRhQpnL+YhmkKBGEMKSVMCfhhhLRh9izwZWIl2n6OzuRdlL0Qlmmguu21Ukg87Hgey+tVlL0QsdLIZwWCIMJ0LpnmEMXJUEopBIJQ4cLFLPwoudmt384GYYyUa8E0JVzbQDrVWiaazzsBAa2TJfEcUybzwJu6z0WSlwhALVFgxOCaaNT1s+4xDQlDCkSRxnzeRaTQWDbQlIAhdtbXSmnMT7twqxGEAKbzAWKlsVb0sFmpYH7aRT7jwLUNnKg1SEohcN58FlqzMZqI+qtvV5df/uVf7tdH0xFSbzFvTjbmWMm8qdm8CykEtBCYytgIIwVTSqTzLmzLgGVKaGjYUkIaydrWpiGRca2OFWu7eZWdete21vfVUAqYm0phtTbvK4xRG1be28CXiZVo+zmadkxUY73tNVtL5JxczLacL1KKxkiMxZkUglABQmBxLoWUZSTJyTZ9rGxUEccKQkikbBMzORdzUy6yroXNStD4LtuSsEyJMFKwLQnTlNC1suHYBrRqep0hmzKey8ZSOkQ02vpV96ScpKd5sxIirNW1QohkpRmRfMf2+jqKFbRO8kdorZFxDayJ5FoIDRTLIaSUmMm7EFLgxFwaC7MpGIKN0UTUf30Lrq+99tp+fTQdIc0t5s3JxmbzLmxLIo418hkLUaxx8XkO5qdTWF6vYCrtYCoTYnmjiijWMA3AMgwcm0nVhtZ2X7F2GtJd/4z6v1KgEazESmM272Iu7/a8EmdiJWqWckws5FychkYQxDtuetudL06bm+QwTpbV0VrhkRdMYypto+In+QyyKQtZ12qUneYyofVWw1IUJ2Wz6sWwLInZlIOljSoc28TCjNsYYVJPzOb0eSkuIuqdftQ9hhQ4NpdGpBRWNramX1mmxOJMGvPTOwPh+vXHtiQEBLKujYuOAWfXq3AcE7Yl4NomHnFyGsdnXczlUzBr1y02RhNRv/UtuH7KU56y5/Jb3/ve9/r19TRBmlvM56ZSiGMF25QQUkAgGSLWXGlmUxaW16vIpizM5JxkOSIJnJjLYCbr7LtibbcsEgC4tgnHihpJy4AkdrBMCVfKvgTWRO1YpoF82kZkdzfMut1NsiFbe6bm8i40knnT229Kt5eJ5oal2dqNLATgB0lvtiEF0q6JKNbIyOTG1zI5NJOIkjr+YcfzmJ9OoVKNAKGRcS1k3PZzopuvP+fNZ/H/HtqA61h4xEkHSgMZ18RM1sH0VBrHp93+JRciImqjb3c2f/Inf7IjuK5UKvjWt76Fb3zjG/iTP/mTnn6fUgq33norbr/9dhSLRfz0T/80/uiP/ggXXXRR29evr6/j7W9/O7761a8CAJ7xjGfghhtuQDqd7ul2UW/Ug4FsF6/t9fC1TvPNLFPiERdMo1gKEGvOgabx123PVLsyoXXS4LQwk4JlyEb5UzqNihe2TK9gGSGiZoYUmErbmErbXb22fv0BFC45OYW1ggelk8RlriVhmQYuPn8KkR+2rKJARNRvAx8W/p//83/Gn/7pn+If/uEf8OQnP7ln3/eBD3wAn/rUp/COd7wDx44dw0033YRXvOIV+OxnPwvb3nmxft3rXgff9/Hf/tt/Q7FYxJve9Ca89a1vxZ/+6Z/2bJtGVax0X+bsHuRzY6WxvulhYzPJKL+fbYmVxmY1xEYpQKySZbkUNIQWMEwBKA1IAcc0EMYahgSCMMnkLWvDxC3TgEDSM2caEsVKgCCKEWvA9yN4UYS0bWN+ysXCdKrxvG0amM46sE2JrGuh5IWoVCMoaFiGhOdHiCK15/5s33/bMhCEccdj2OkYNz8eRAqGIeGYu/8GvT4P+nVejbu9fjM/UqhUQwiJlvOq+X1SCmgkS2WFcVybx6yRdiyYpkAEgUolaGStr39uGMfwgmQpO2gN2zKQda3GdzRvnx8pRHGcrJutBNIpE9laz1EQKWyU/JZzv96I1VwGU7aEUhqrZQ9eGENoIJe2kM/YjV5wDYEwirFSqMI2W8tgLmMjjOKknLUZ4t7puHYaxXLQ34TnMNFwtCuDABqP+VGMqJZjwrYlFAREoDE37aJcjVDxIlR9IJu28P0fraHihQgiBSmSETamTEbSeFFtBQQtkM/ayKVae8oPUqcSEQF9DK538+QnPxm/9Vu/1bPPC4IAt912G66//no86UlPAgDccsstuPrqq/GFL3wBz3rWs1pef/fdd+Of//mfcccdd+CSSy4BALztbW/Db/7mb+K6667DsWPHerZto8YL444ZP13L2OWdvf9cL4yxVvSQybgolnzEsep6W7wwxqmlEu5/qIBqEOHcWgVeEOP4XAYVP4aOY9i2ASkEprI2UrYJ1DIVlyoBsplkqY44Ai44ngMAnFstI5uxUNgM8P8eKqBcDTGXdxHFMY7NZXDBYg7TWQdSJOtv+kGMhZkUAKBYClANosac8Po6vpbReX+273/Vj7BZDjCTd1Gvu5uPR6djnM/aKJYChLFqJFSrz2lN1XoSt39/r8+Dfp1X426v36waRPjh6SL8IIJpSkzVgtaLTuRR9ZKM3EoDq4Uq/DCG1kChFMAwgMXZFNYKPqYyDk6emEIcRgjCJCD1wxhrmx5OL5exWvQQBDH8MMLcVBrnzWewMOXi4edPwbEMLK9XUQ0irBY8rG96EAKYm3KhlcD8tIuprIMfnSnCD+PGPjiWgUdcMA0AuP/URuO5h2KNtWIVi7OZpCdJKaRcExefNw3blEi5Jn50pgA/jGGaSWI1aIELjueQdU2sFKrIlXxUygHieCvx2fbzqPm4BpHCetGHlMncbyl2P/f2+k14DhMNR7uyKYRIGtCEwPJGFauFai1YFnAdiUzKQcULcf+DG1AaOLtaxnTWRiplwRACfhCj4seIVYTzFnIQAMpeBEMILK1XMD+bQj5l4+EnpnD+QgbHZpPRi8vr1X3VqUREdUOZivLtb38bptm7uP6ee+5BuVzGE57whMZj+Xwej370o3HnnXfueP1dd92FhYWFRmANAFdccQWEEPjWt77Vs+0aNbHSOyqu5HFVe1x3eGfvP3frPbrr9zS/d2mtgvsfKiCIIiyvV7BZCaC1wg8fKqBQrKJYDfDQUglRFOPcWgVn18s4s1LG6kYF2YyNpbUKVjY8aK1wbqWEH50pouyFeGipjNOrZawVqqj6EZY3qpBS4t/PbOLeB9awWfYba/rGSmFlo4pzqxWEtRv8+jGor+OrdPv92b7/SmmsF334YYzVQrXlO5bXk5uJdsc4jBT+34Mb0Ni6Cai/b73oI4x2fn+vz4N+nVfjrtNxUTr5zYIobgTWQNJgUyj5COMY37lvuXZDmQTWQaiwVvBxaqkEKTSEEPjhQ0WEYYzVooe1YnIjuLLh4exqBeVKgIeWylgpVLC0XkGhHEBKidVCBQ8tl7FS9PDg2SLOrJQRRgobmz7WNz1EkUIYKqwWPEihUaoE+Pb3l+EFccs++GGM+x7YaATKdQ8tl1AoB7j3R+tw7aR6qXoRfnB6A0orfOe+ZQRRDMtIAuswVAijGA+e3UQQKixveFha2zr/k+PYeh41H1el0Ch39TInROdzb6/fJIx4DhMNQ7uyKQSwtF7BRm31gnodt1kO4QURCqUADy0Xcf+pArwoxgNLm4AUqAQRfnCqgFMrZWx6IQolH36o8f9OFbBR8lCqBji1XIJtSyyvVlEsB7j/9AaW1itYLSR1utLd16lERM361nN9ww037HhMKYUzZ87grrvuwnOf+9yefdfZs2cBACdOnGh5fHFxEWfOnNnx+nPnzu14rW3bmJ6ebvv6bpkHzHxbX46m38vSVCoBIDp/jx/FyHcx36kXn9t4j6yvYy33fE/zeze9ZNmOMAL8MLnJNmyJzaoHy3ShVfIZQaQbN94px4SPZG5oPR7QQsCLFDYrAVKOiVI1RBAqKCBJyBTFUBAIohhVL0bJi5DLOLBqv3UQKQS14WXbj4HSQKwAae7cn+3774eq8f76+6ym86nY4Rh7YYhIaVSDpIdz+/NBnGRtbv7+Xp8H/TqveqFdmRx2eQsjhUhpFGtLz8ht54wfalSDGJUgQso2oTSScz1O3qeFgBAC1UAh5QpAJ4nDVKQBURs+qSSCKIbn69pNoIYUAqFO1l/3/BiVIEakAriOgTBOzp/6tsQqKRt+pFAoBzDbJB8rVgO4sdnYv7KXnItxrOGFMRS2Ps8PFTbKIapBDNcxoYVIykb9+7TGRtmHgEAca0TxzuNWP4+aj6sXhi3HeHvZ6VjuOvwmQRwjY+2cc36Qc3hQ59m4OWg9uR889uN3DNqVzTBKrksaGiUvhNLJ1BiIJBjXGqgGEbwwBiBQ8SKknWT1kEoQwzBrywQqBUca2Nj0MZNzk9f6MaZzLopxbfnMUGGjHCCfdaC1hm0aXdep466fZXIg56HAngmUge5es5/XNb4bu79+z88Tg7ku7mXcrhndGsZ+9S24/uY3v7njMSEEstksXvGKV+DVr351z76rWq0CwI651Y7joFAotH19u3nYjuPA9/0DbYOUAjMzmQO9ty6fTx3q/XuJIBCqzoU8nbYxM7P/hG4H+dzt78lknK63JYKAYRpIuTbC2IOUtczhQgJCQCFp8TYNEwpJABspBSklDENACgHHTm6gTdNAHGtIw6iNpkjW7zWNraKhtYJpmBCGhIaA41jI1irVUiWArM1zjdocg/prt+/P9v23HROZ2Nnxvq1t0MjbO2/6YwhESsAwJDJpZ8fzrmshn3Nbvr/X50G/zqvD2qtMDqu8lSoBMmmFIIyQcndeh6QhkHJtGKYBx7GQSSvEELDsCI4WME0DliHh2BZM04BpGLUM+iYyaQcxBFSsYBoGIJvOZSlgGkmWXWFICClhmAZc14ZViZByW3tiLMtEFCtYtgnbsZDZdiNZDWMIKRuPV8MYjm1BQ8DSIlmj1t0qR5HSSLk2LKuWKXzHvgukUnbtu42W8x/YOo+aj2v9/G/WXHb2Knfbf5N6ednuMOdwv8+zcdKLenI/eOzH5xi0K5v1chlGMWQQI+XaUAjhaAEBjTBSiGsNg9CqFsToltU7tAKgAaUADUDFSWN88ryCIQ1ACAgjuX8wDNm4xmbSOxOhtatTx9mgymQ/z8NYaZjm3sP0u3nNfl4HIKlnD/15g70u7mVcrhn7Ncj96ltw/aUvfalfH72D6yY3Q0EQNP4GAN/3kUrtPJiu6yIIgh2P+75/4GzhSmkUi5UDvdcwJPL5FIrFamOeYT9UKgGKm17H5y2psY79D3U6yOfW32NIiUzGQbnstwwH221bKpUAcRSj6gXQKhkRoZWG1grQGhJJpRrFESSS4VxJsiMFQEBpDT8IAQBRVOvximNE0VbFHsVR428hXERxAB2bENDw/RAqTnqrw6ae63Jl5zmVtiVUHO/Yn+37H/gRyhV/x/vqUo6Jqh9hO88LUa4EsAyn5f11ptQoQrd8f6/Pg4N83iAqkk5lctjlLYwUyhUftmWg6u08Z0xpo+oFiCMXvh+iXPER+BHCIIIfRMk5WzuHo0gijhSmcw600qj4AQI/gmVKRHEMqKZzWRmI4hixktCxglYKcRTD8wKEYbRjW8JUckMQBhECP0R522+oYgVtqMZ5p2KVbFMYI4xiQCtUva1zdn7KQdUL4FoC0HLH9+VSBqrVAKmUjTCMUdystjxfP4+aj2v9/G/WXHY6lbtOv0m9vGx3kGvjoM6zXhlmmey1cTv2/TBux6Bd2ayXSyGS60vVixAGcZKjwkjqa8OQkCIGhITWGoCAEElZFUkbHyAAKZO0K9KQ0ELVnpeIVQxoDR0n9w9xrBBFMZRpdF2n9ssklMlBnIf5qRSiKN7zdd28Zj+vA5DUs3ucBnt/nsb6ev+vi3sZt2tGt3q5X92WyYlYZLQ+xHtpaQkXXnhh4/GlpSVcdtllO15//PhxfPGLX2x5LAgCbGxsHCqZ2WGXe0gu6v07oR3TADR2zDcEkt5dxzQO9P0H+dzt74mVaklgtNu2OKaBnK2iJ6EAAF2DSURBVGvBMiS0VnAsCS9Ijl8uZSeZPCXgxAZsUyBSEq5jQCvANgSEACwjGUIqtIZjGUDaRqwUsikLqhagK50kbpJIhoilXANZ14Qh0dhW25QwRJJlePsxsEwJQwLQ2LE/2/ffsWTjv+vvaz4e+bTdSHDVzDYMmFIgZUsUBVrmjBpSwjaMHd/f6/OgX+dVL+z2vcMqb4YETCmQT1tYMmRjzjWQDA1zLIHINpC2TUiZZLi1DAnLkDClgNAaWmukbAmhNYQUcGyJtG2g6oVI2SZsU8A2DbiOgFEVSSZ9rWEIwLFMuI6BtG0gk7KTtdkN2UjUBwCWlXy2bRmYytiwDLmjUsqnbNiWQKmabL9rJeeiMgRSwkzKUO09KdfEdMbCim1AiqTcGRIIw9r3mQamMw4K5QCGIWAarb9d83nUfFzr53f9GDeXnXbn3l6/iV0bBdD63OHO4X6fZ+NmkMeCx358jkG7smnUrn9SCGRdC55fC6p1shyXEIBpmghDBS+MkHZNRErBNgXStgHbMmBIAUsmqxjkMjZMI5kqk3YMRHEExzBgmRKWJTGdsZF1TUSRBoSG7LJOHXeD2I++nocatYaVPV7WxWv287puv3vPz9ODvS7uZVyuGfs1yP2aiIH1l112GbLZbMtQ9GKxiO9+97v4mZ/5mR2vv/zyy3H27Fn86Ec/ajxWf+/jH//4/m/wkNTXhtw+v/mwa84e5HO33iO6fk/zexdn07jk/CnYpomFmTRyaRtCSDz8/ClM5ZPsn+cvZmGaBo7NpnF8JoMT8xnMTadRKgdYnE1jftqFEBLH5rO46EQeGdfC+YsZnDeXwexUCinHxMJ0CkopPOxEDj924SxyGacx5MyQEvPTKRybS8O2JPJZC0mruUDKMWqZi9vvz/b9l1JgJu/AsZL3NX/HwkwKtinbHuP6WtsCtezk5tYc9pl8Mjd8+/f3+jzo13k17jodFymS38w2DTz8vDwcO2njrGcLtwwDj7t0AaYhoXWSAdu2JGanHJxczEJpAa01Hn5+HpZlYC7vYjafZKafn3ZxfC6NTNrG+YsZzE+lsTiTxlTGhlIKc1NpnL+QwXzexQXH8zgxn4EhBVzbRMa1a3OrDcxNuVBaIJu28ZOPXIBrtw5rcywDl144jYtOJBnH685fyGIqY+PHLpqBF2wF1hefNw0pJB536QLs2tJ4c1MurNp6tBccz8G2JBamXSzObp3/yXFsPY+aj6uUwEzegSFlI0O/1p3Pvb1+E8vkOUw0DO3KptbA4kwa0zkH89OpRh2Xy1hwbRNTWRvnL+RxyckpuKaBCxdzgNJI2yYuPjmFk/MZ5FwLU1kHjm3i0gumMJNNIZ+2ceGxLIJAYWEuhXzGxiXnTWNxJo25qaROl6L7OpWIqNlE9Fzbto0XvvCFuPnmmzE7O4vzzz8fN910E44fP46nPe1piOMYa2tryOVycF0Xj3vc4/D4xz8ev/M7v4O3vOUtqFQq+KM/+iM8+9nPnuhluAA01qbt9VquB/lc1zJw/kIWhm3C0LUb8S63xbUMXHgsh2zGwkbJxyMvnIaUSe+vaYgkOYTSCJWGIQRSromUbSKKknWuDRNQtZE6hpRIp0w84rypZH3d+Rg/9rDZHetcpx2z7RrUXhgjjjW0AjIpC7FScG0DM1kH+YzdcX+27/9M1oF9PN9xnevdjnHWtVD1I8zmnK7W5Oz1edCv82rcdfObzU2l2q9znd1aZ3V+ym27zvUjzpuBaQpkMi4qFb9lneu5qRQediLfWOc6DBVsWyJjm5ifSsG1k+XdDCNpDDKNFGaUAyE0ZrIuchm7sc51Pm3vWOe6vk72T1wy3/JcNrWIUjWEt5htrHPdvN/Nn/Ww41MwZbJ0GETSs3RsPovl1fKu61zXj2t9fflMKhnJYpvJevX19eI3/OhA5YjnMNHgbS+bUorGdS+OFWZzDvwTucY61/UyH0QKj7xwBoWyj1hpSC2QckxIQ6DsB4hjnQwJBxBrwBQCMQDLEDCEbLvOdX07uq1TiYjqJiK4BoDXve51iKIIb37zm+F5Hi6//HL8xV/8BWzbxqlTp3DNNdfgHe94B6699loIIXDrrbfirW99K17ykpfAcRw84xnPaJvhfBIZUiCb2pkcaxifa0iRZO+M4n0N16ivh1kNIhSKQWM49fx0Clolla4fxbANAa0B348QhQoLMylk01bLkh9RrBDFyXOL07snPLC39WzVlw/R0Ei7rcWpVA2Rz+yeTbTd/m//ju2vb3eMD3rse3ke9Ou8Gnd7/WZZAHO5ncnouj2epikxM5PGOnTjHKp/LtC0dqy5db6vFKpwHRNrRR8CGrYlYZkAkATnWqMRWAPJOdmpbLR7Lu10rlqaX799Xdso9qGERMqQSGd3r57CWLWsSx2GMfzaetXn1iq7rlfdy3JERL1TL4Pt1rz291p3fiGLih/h7GoFlSDCRiFAqRJgveAhn7VgmwYuPm8a9aTBhpQ4rzZ6p9N2EBHt18QE14Zh4Prrr8f111+/47mTJ0/i3nvvbXlsbm4O733vewe1edRBECn86GwRhY0qDENs9dop3bEHqR7QNq8tbRkCGhr/froIyzJQrAaABtKOgbmpNAwh4NgKD62UUKpE8MMYrm3AtQ2YUgJI1q7sVNF2UvV3zoOui1XSS75XBR1GcdJjvktPHY2f3c7hXn2mbRko+yHWygEKBQ+GIZBJWci6yTlX8kKcW6s2AmgA8EKF0ysV+GEE05QIQ4WMa2FhJgUpkqy6JS9AvAw4lkDGTXp0AOzoUdJK77pv3ZTj5vKjlEah5ONsOUiGtzcF+Ns/d7f1qmdyLppHftfXq95v+SaiwetUvtuV4+ZrzFo5wL+fKSCONMpeiIofwzIksmkbXqBgGMB9D23g4hN5mFJCKYXVopd8jxZIp8zGtZMjWIjooCYmuKbxU6gE+OHpAkzLQrniI44VHMvARSfyLcm7hADiGMhmLKRtE0ona1d7QfIa0xTY2PSxuuljreADQqNcDXFyIYcfnKpiJl/Gsbk04ljj/lMFRErB82O4lsSlF03h2EwWjmXAkMDShkQuZXVdmUaxghBAECrESsOQArYlG3NGoz0yE1b9CGuVTRQKXksCs3rrfD8CNDq8vX6Xdr0u23tPmz+jm2B1+2cGkcJa0YfrGCiUI2yWPUgBzORcLEynIATgBzE2SknGW9dJvndpzUOxEkBpDdc2kHZMLG9UESuNxdkUzq6WsbEZYCZnQwhRGxGShtYKcawRxhrlagApBHIZO0nq16ZHaa9jsL1hKogUCqUkW3g9Q7Brm217qjo1agWhgh/G8IJox0iSbhu7iGi4um20rl9jgkjhgaVN3PejDWyUfaCWBPKiEzmcWirV1r824UcKc1MuZvMOhE4yiZ9ZrwBKwbaS65hjmzBMgZRl7Mh90rHHnIioCYNrGoogSnqYIqVhWsk8aSkE/DDG//3hKs5fyMIyBGIFrG1UUfFjYBmYnXIBAaRtE7HSsAyBlYIHrTXWiz7KfgjHNKC1wNm1CnJpC2UvRBAp3Pvv6yiUAtiWRMY1kXItfO/fN7C8VkU+60IpIJ+2cHwuA9uUOLmY3XV4K5AMn12q9aLX1RMrSQGYuyxaHyuN5Y0qMhl32+NJ6/zclIvVgrdrgNYrDOK7t1fQ2E2vSxirxmuUBlYLVSiVJOdqF6xu/0ytgbWCh00vwspGBVP5FGzLgIqTRqcfnCkgn7KRyyQBsoBGsRJirejh7HIZUbIqHVK2gYUZF6Zh4NxaBaYBbGwGULV14bXWgNZ44FwRfhAjm0pyHESRgmVJaACzORfbR34EkcIDZzfhh3EjYZqUrcegueFJKWC9mNwUbx0v3bHHuVOjVax0y7/b7dXYRUTDt1c5jWLVNCVL4YenN1CohCj5IbTSyOUcxHGM+x7YgGUKVLxk3nXKMfHA6SLmcg7yWRvrmz5s04RrC/zgdBWmmeR9kRA4NptpjObhyBci2g8G1zQUGyU/ufE2JIQA1jd9LK1X4AUKVS/EWsHDw07kEGtgaaPamEsa1Xq3iyLA/LSbBM5hso51qDQkBCp+hChKggzXseAHMWzDQGHTh6p9RiZlYa3oIQgVVoWA61goVZIlhcK4iPm8i81KgEc9bLZjgB0rjWI5wPYG9jBSWC1UcWIug9QuwXnSOt8+CFBa4dRSqTGUd+s7e1/Jd9PLSoluAue9el1KXtiYKywEsLqx1TizXvSxMJ3C9mC1+TOVBh5aKuHsegVhpLBR8vFw00DVD1EqB0g7ForVECcXgPWyj0o1gmUK/PuZEhQ0sq6FctGDlCIJnM+W8PATeawWk2HlhgFkXAumAQRh0r2zXvSgdNIAVi+LYaiwvFFBNmXBtY1Gj5JpSpxeLmOlsLVOtSHDRsNB43VNDU/1UShG02Nbwz539jh3arRqzijezm6NXUQ0GvYqp6YhG9dEL4hQrESIohiWKSGlQLEcwHUMrJcCLEy5SDkWNIDVjQqOL2SS4eNnSyiUPJxcyCKMFNKuiUIpwvK6h4XpNIqVAFICizPJCgQc+UJE3eKdBg1FECWpuk1DYK3oY7keQNfGYVWDGA+tVHB6uZQEATVKaUiZ3IwvrVexXvRRKPmo+BH8WrBq1OZfR7FGGEaoeCGCMML5x7LIpS0sTqeRTdvQWsBxDEghUPVjABqmkQQNkQL8MMbZ1UrHALjqR9DQjaWAtAa8IEbFi1D1Yrh79P7u1jpfH97aTr2S74W9gsVO+35UdTNcca9el0p16zPCSKHqxwgihSjWUDq5WWz+PGDrXBEi6eX2wxhaaSiV3BSeXatgZcODaRqIdZJd/MGlEh5aKqPihSiUIxTLHsJIYW2zinTKgh/FgEw+WyFZOzuqDUsHNE6vVLBaTBq9VjY8uLbRyNJbF4YKQdiUcChSOL1cRskLEMUaQmwdm/Wi32iIimJVGx0ha8+3fq5piJaGpe3HtPm9zWxLwrEMuPbORi1Dyl0bu4hoNLQr30ohqVv9CEpr+NHW9BitNSzLhIRGxYtwermElbUqlter2KyG0BA4bz6LH3vYLGzThAoVTANIuybKfoTljQo2Sj5cR8ILYmhobFaShvvm6xtHvhBRNxhc01DY5tZwV88PGzftpiEbvVflapD06DXdd0spYEoBL4zgBRGyaQtRDCgAhkjmrSqlEcVAqRrADxUMQ6BUjVCqhEg5JpY2KiiWfAgJBEEEIQWmcjbyGQeAgGkIqMa81rhjIFuvaG1TYiprN7bPtgxYVtJo4HUIkOv72kl9/nYnvarkuwkWaUs3wxV3+12FAPw4RsWLUaqGOLtWwbn1CgolHxubHtY3/ZZGlfr31T8zCBXCSMFxDKRcE66TJC+zDNl47XTOxWqxinO1G8tiJUA1CKGQnM9KJ1MXXMuA58VIOcnnLM6kcdFiBqsFDw8tbW1TsRJCaY31TQ9pd+dIBlVrEFMaeGh5E2fXyihXo8b+1ItvvZepvj/N69o2n+uWJTCVdVD1Y4RR0ru//ZhyvWqiybW9fAeRwvJGFWUvhGObWCt6KGz6CCIF25TJklyWhJAGoihJDGrbEnNTDkxTQoqkIbPshXhgqYj1kofNagSlAJms2omqH8OU9dUSkquWH8YtDX8c+UJE3WAzPg3FdNaBYxnwI9W4OZeGQKkSohrESDsGfA0YUiGTSk5TKZNeqUgBUagwn0sB0FiYdqG0xvH5DFYKHjZKHmIVI5+x4ToSpjSxtF6GqA2vTbkm/DDGWsFDPutgsxzg9FIZ81MONjYDmKbE/EwKUaRhGgKb1aDtXOR6RasUUCgFEGJrGS2tAQG96xDulGOiWAnaHp9640MnvarkuwkWaUs3wxXrvS47M1kD6wUPlmngoeUS1kse0q6JOFYo+jEyKQuIFDbLIaYyDqTc+r76Z3oqThL4bfhYL/rwghhKK2hI5DM2HEuiVA2hNCAhEMVxMkLDMgANGBCYzTpwbAMbm7VyJwHHkljIZ7C+6WNjM0AmZTamP0skIzKyaRuWacA0ZWNouJQSmbSFWGmcW/NgWyIJhiVgWUkm8kLJx0zOqQ2t1BAQUFpjo+TDNCSOzaaRz9owTSOZrx0nQ93rCf4cy8DCdHrHsd6+Jq6QAgJJ49pU1m4kiKs/7tWmizCfANHoa17L/txaFbN5p5EsVAhAQ2Nlw8fcjIMwjnFupQohBMq1ZKizeRd+oBBFMSAl7v3ROo7PpmAZBqQUUFGMkhcik7Jg1uptpTVMU8K1TJhGci3ZmmrCkS9E1B1eKWgobDPpYfrB6QLKXgSjNk8KWuDEbBpBqKC1gtZAsRwh65rIpm0IASilYJoSQRxDKWB2KoX1oodsykIYxfD8EOmUhbmsg4ofoeLF8PwAF5+cQaHk4/RyGYGTBO2GAHIZG5vlANJIEqUF/397dx4mR1XuD/xbp/beZnr2QGQRSdAskJAVZEkgcG+4XJF7UUQSZRFE2WQNAqKAgOybsoMsIqiAVxH9iWyiEggBBQRZDFtIMjOZrffazvn9Ud2d7pmeTM9Mz3TP5P08Dw9Jd3XlVHedOvXWOec9rp9orKkugHTGgeVwSLDgcQFdlfOJznIBTypjDwikVMV/kr61eVoyk9BcbyLdb6itzBhaogOTmRW+X6lGvpxgkWwxWOAMbPldcr0uhcPtJckPrIOmiljS9qctuByO4/fmaqqCZNpBXVCDLEvI2C7CAS3/O+f26W7m6OrLwHU5QgENkByYuoyNXSl0x1xM26Eem3szaKkzEU/YsF2/rqQzLqJhA5IEZFwPjXUG0kENMgN22i6CoKYAkgQBKX+MudEbEpPQVG9C12RwzlEX0tGX8Id4tzSYSCYt2J5AyraRyvg91OGAhvqwgfbuJJIZFwFTha4wyLIESEB3LJP/3iRIiAQ1REMa/v1JH8yAVvSdhoMauvoyUBoCsB1vwIOuwdbElbNrXheuhZ17fSzzCeSSAwIAFJmmVhAyQjKTIEsSNEUCIEEI/yFlLk+FoTP8e30fmCTB0GRs2pyAqcuIRnQwJmH2rk34aEMfNnan4HkCHgAmAaam5ttzIUT+oTgATG0OIhzSkMk40FUZmsrAJBr5QggpHwXXpGrqAhpmfroJ72+Kw8kOhc3NlXQ9B4YqIxLQ/EC7oE3TVBnhgI7euJUPADRdhseBtsYgdF2BY3uIJW3ouoLuvgRMQ4HHPezQFoau+T1k9WEdGzoTSKYdJG0Xbh8HIn4D+sEncaiKgs5eD61RM59wKg4UJTprjppIpIt7n3PZwstZjsvUFTSHDWyAGLDONesXoAGVH95aTrBItigVOPuvF/8u/XtVbZcjGvZzBbgeh6GrkGULacsPoiGAjPBgGgokyQ/G+//OhiqjPmwgqGuwZQ+MSWiqMyAgICsMmbQfQMsSQ9p20VBnZBMAMlgOhyozOB5H0FBQH/aHXCoaQ0NIh+1y2BkPrutB12Q01Rn5qRqGJkNTZFiel5064Y888dfI9tAT86dYpFIOBIBkxkU844J7fqJBCRJs10M0O1olN+QS8Id79sQsdPSmEA3rYLIEzxMwVBmqqeazjKdtF+s7EkVrV+e+c1VmNbPmdWGQL8sMnsSQTGbQEDEoOSAhI1DYfvZPAOl5/rKb6YyL1sYgIqaG9ZuTCBoqehIpdPemISsMrY0hCMHRGjX9UUPxjL/yiPCvyZGABiZJaGkIojGswvUE6gKa/+Ax/yCdAmtCSHnozplUlanJmL1rM1zHxQcbBRyXI5Z0oCpAS0MAQVNFPOn4a9YKCY31BsKmgnc+7s0H1gCQSntIpGw0RQ0kUw5iKQeu50FiElRFhqrIgJCQsVyk0g4g+Y2qqcvZHi4DiiLB1BSk0g50XcHm3hQUWUZnbxrNdQYcb8s8rE1dKezYFoahyti+OQRFZiXXuQaG7v1VFf8hgqsVBwf9A7SxWCKr3GCRbFHu75LrVQX87Pj+UlTZ3AJMQjibL0AIgSlNAX++viIjHFDR2hAoGYxJEGhrCqAnZsH1tiS9m9ocguN4CBoKuMcRS9qIBFWkLReOwyEzCYm0g0+1hrBdUwAQDNs3mXAcjnjaAeAP8VYUhvqw/0ArGtbzCckAYPv6ILZrCoJnk565XODdj3sgyxKkgg0t28Pm3gymNPkjPwAgzDXEUzZcl+eD3dzyWx7n8LgfmArhPzxLp22EA1rRdnUhDYa25TvJBcl1Ia0m1rwePDng1qeHEEIGV9h+5nJO5P/uimzCMYG+uAVFkcA9jvaeFFKWg4CmwLI5mMSRsT30xSy0NAagMAmpjIOQqSIS0hE0FDRFAggYDEFThSrLaGsMDLkUJyGElEJXDlJ14YCGHdrC0BSGWNJBxnGhygwQAo4rEDQURMN+srFodr5oazSQDxwAZLOF+sFJNKzB5R7iST+jsqL4y32FAypk5q+dLTNAURgyFkdfyoauyH6GYlkGF/58LlmW4XocyYyLaLi4zLlEZyFTRdDwe9gK1yDOGW3vb2GANlaGChZpDeyBhvu75G4Qc9+bqkj+a8JfcFqSJHAuYGh+puugUXrfiszyCfS6+vzltFSFwdRVSPDXnJYlCYoio7Mn5Y8EyS4jE2hVsUNbGI7jz0c0NBk98QwMPbtmvMLQE5PAIdDVl4HlePlgVldl7NAaLrrZ3NidzAewiiyBw08a5GUz+suMwdAUaJqMaFBDyvazoueC3Yztggue7yH3PAHL9aA4frbewu08zkuecx73kxSVMt5rXpeTHJCW8SFkeApHV/Wvy0zyr3+W48G1XEQ0Ha2NAcSSDngfR11IQyJtQ5IYkhkHniewsTOJ6TvWg2Wvk011OrZrMNGTcME5QzRsoDFibPNtHCFk5Ci4JjUhbGroUS2oioeM7d/4Oq4AFwK6IiNgKODcn6stuICuKmipD8B2OTjnEPATIa37uBeNUQMhXYPn+VnDG8I6hOQvuxEwVLRYLhzbQ11YQ0dPGlb2ptdxOVzPQzigQpIkeF5239zPHl7YOyczKX9zPhl6fwcLFmkN7MrI3SAamgKZOfAK5i7nEoBxwRA01K2eM6auQIJUlEDPXyteApP8BDw7tkXQ2ZOG4CKb8MyvQ21NAUgANENFY3Ydd7+nmOV7hCIhHbGEhaaIAV1ToakMmlK6F8flAomMA9f1IDOG+pCOD9vj8LLDwVUFMHUVjXUGXFeASX49yt0gW46XzSYu0Jew4XpBdMcyiIQ4PM+DKjM/4Vs28O8/IiRPlP6uxnvNa0oOSEjlFbavMituh4IBFZxzZCzXnzut+UkUdZWhLqijsd7016uGQEPYQEdPGrouZ7ODu9iuWYcECZu6036SVU32r6kF1wx6uEwIGS4KrklNyDWgactFDEBv3ILrcqgqQ8CQ0d6dRmOduaUHUAYCpgIrZvvDWWXAcvzM46mMB01l2KE17CcWEhKidToiAb+3b0pDAO3dSWzcnELAUDF9xwZs7vMzN3f3WQgFOLZvDiJtebAcP6ETYyw/VzR3o194cz4eQ7jH21BrYE/0Ya4eF0iknXH5vQpvEKMRPT8cuqXeRCTkj8poqjP8hGZbKYPM/ORfHb0pFMZqsuwnHXM9Ds4FpjQFoaoMXXELKkP+4ZTMmJ/MzHL989vlSKXt7DrvPlOXETB1REwN4YBa8ntJWS42dCaxuTcNz+MQ8IPtxogBzgVCsuLPDzdkZCy/oLneeplJ4ByIJx1ACPQlbTDJHw1SF/aTECoM+azpuiojaKqlA2v41wHX4wPO0/Fe85qSAxIyNnLtazLjX6+F8KdTxZIWWhpMeFwgZbngXMD2OBxHoCVqIp50IEkS0hkXbY1BtDQGsPOUCCzbQyLjQmLA5t4MPC5QF9YhM6montLDZULISFBwTWqGkR16GkvZqAtqftDM4K9zLfkZvDXF7/3r7MnAdv05mhnbT+7UGDERb3Bgux6YJGHT5hQ8LmDoCkxLQSqTQn1IhypLqAvqcD3A0BWkHQdTGgL4pDMOVZXAGGBnb9brwhok4fcsOt6WZGVMGnhzXqkh3GP5pHw4+57Mw1zjKRufdCZgF6wpPdY3TYUPYBrrTHiev0brcH9jSQJaoiZsx+8F1lQZDfUBxBMZcEmgJ2EhbXmQIBDSFaQtF8m0i5ZoAALAh5tiEMIP9tZ90gdIIt+7DPjrvXJuY+e2SFEW3RyPC6zvSMDzOIKGiu64hUTKAWNAp5eGqckImCqSacfPgxDx8xXklt0SHEhmHMiyn52cSUBzvYlkxgMcjvqwDl1liJg6QgEV9SEd7d2pQZPuhQwVuioPuAnOrXk9WLbwSj9IoeSAhIwdmUmIBDRo29WhsyeNeMqG5XgImSqmtoTAGEMq4y/lmUw66EtaEIKhNWpCkWWoioSgqeKt93uwuS8Fx/GgqQpMQ8GnWsLoidtoiwbz9XSwh8uOy/HRpjhaouakeIhOCKk8au1JTXE9jkhQQ48n4HEOIUlIWS56YjYU2R+qnbFdGJoKLkR+CQ4AyGQ8fHpKGLG0i+6+DFoa/UbVdT0/gYnF4XkcjZEAhAAsmyORcfzkUAHur5/teUhlPDCJYUpzEFObQjA1BY7n5ZOVjeWyHGP5pHy4+56sw1w9LtDdkxowf288euRzD2BCo9iHIrOi4dxudvi3gMCmrrS/5nO2+LmHQa7Hsb4jDsflsLLzpF2PwzRk2A5Hd5+FhrAOT/hDzcNBDbbjlQyu05aLhOWgO2ZBVSUEDdl/SCH8ta3bmoIwVAW9CT+bv8v9crREA2iJBqDKDB29KTAmIRzU0NGjoL0nCdflkBiD5Qo0hFU0hA1oij/HfKhpFzIbfORIyFDHZUTJ4NNDJDTQHE5CKiL3kLKjVwJjEmQmoa2BIZnx8InjoLsvA5dzcAFkMg4sWUJdSEJ9JIgNHUmkMjbqwzpk2R9CziSgJ2FhpykhhAJbRg6VericW93A4/41VlUY9WQTQgag4JrUFDfbm9dcb8J2PXTHLXzSkfQDBviJyxJpBw0RAw0RAwFDheACQgAO97BxcwpdcQs9sUx+TlZjxMjO2/STjUnwlxJyPIGU5a9lWRcyYGhqfnhpfUjHdo1BTGkKoj6ojcvN+VgOwx7JvifrMNdkxoHgpb/HidAjb+oKJElCR08Kjusv+WQ5HB1dCZi6Csa2JNVzXP/3VWTJTybmuEimXH+eou1Bym7LJAm6pkAIASapfjbwQR6eWC5HOu3vAxwIGSo87q8/L8sMQV1BOKSjPqIjk3ERrdPRXGciaKj5cyxsarBsPxFaxnKhKjIU5s8fb4wakOEP14yENH/0SRnTLgYbOTIeSQFzCssJAPX1BuoDCgStdU1IxchMyl9DAGSnvAAdPWn0xNIwDRVp24XHBYQLxCBhh1YZmgI0RQPoS1iIJ53sA1aBMABT11DYBPa//hWubgD4baqKyTNNihBSORRck5qSC9gY858Kd/dl8gmSAIALCa7L0R3L+D2AhgrDUNETz6CzNwVFlaEoDKahIJ1xsakrCdv1sMv2ddjQkUQ4oMPjAkHDz66sqQp01YOhMjAIAAyMMUTDOjSFQc8mNxnJzflwh3eP5TDskex7sg5z5Z5A0RpT/dR6j7yXTSSWmyetKH6PiuVwSJKLsKnkl40D/IcJpu5ns48nHPjzLABVk9HZnYShqZBlCZoqQYL/e3f1pdFUZ5T+9z0Ols2277ocngBcN3eT68HjQCC7PnXIUNBUZ27l3BLQVQlc+OtfBwMq+pI2JC6gyBK6ejU4Ns/3DNXyQ4+c3PVCUfzMwz09SbgUXBNSUf3bJ9sRSKc91Ed0dPdlIMCQbdJh2w5SGQcykxFLO8hYHiT4SyIqsgRdldHencKOrVvGFPV/eJxbtSCnOOlZ7T+UJYSMn4l5d0wmrcIGM2N7+XV8AUCSGHTVb/Bcl+fnnGZsF5bL0RWzEA5oUGTmJ0uSBJqjJgQA7gGRoIZEykFTvQkAfvZjISDLDLnonTGGSFDLZmKWhx1A5gLqtOWiJ25BkRlYto1WZIaAoYJJyAfbhXsfy2HYI9n3ZMiCXgqTJWzt66jlHvmM42F9ewLtXSlwLuByAU8INNariIZ1/2FOv2PjXOSzdEsMcFx/BAiTJXAuQUDA8wSEkPLPHDjPheAD5eaJ57KdAwKSxOC4HgKGgrqgmj/nB3sIkzu3PmpPQFYYUtmRJps3WQgaCiIBDXUhDZwL6hkihAzQv32yHQ+mIUNVZLy/IY6M5YHJEgCBkKFCVWRYrgfH4zA0GbIsQYIESBLc7MO8wmte/+C9cBpRqdULav2hLCFk/FBwTWpKYYMpIPLLX0kSQ9BU/aA3O9dUQGTXrRaIJwuXNAJ0jcF2BFIZF011JjRVQihgoC9hg3t+cjQuOCJBFW3NQbRvTvmZybO9y7rqLz80nJv53JxmLjg6etL+kF3GEI3oUGSGjV1JcO4nb8qtA9zWGEA0+/nhDMMebq/4SId4T8Ys6EFDRV/GLfleLffIe1zgk84EOnrTSKTs/OucCyRSTr4Hpn9WbZbNds/A4Xo8/1nGJHicQ5E1yEzkA+vcOTvYUGZF9udxd/X5y9f0JixEIxosy0NDnY7NsQwcIRDSVUxtGViHcueu5XLYrgdVkbFdUwgSk6D1ZRAwNQjhz4XcstY69QwRQooVtk9CAqIRAxs3J6Eq/jg0wQVcz78P6OxKIxTQ4DgcvRkbHvdgKDI8ATRGDDTWmUXXvP7Be+5alMtj0f86W8sPZQkh46s27yLJNi3XYGoxhs6eNCD8pbckALbtoSFioi9hwdAUGJqC3qQFWZZQF9Lgun4vXCigwnG4PxdL9pfXUGWGXbarh+V60FQ/cUlrQxD//qQXupp7au1vu8vUeuiqXPZSTYVzmh3X/89/nSOetOFmE7QB/vAyf/1ejs7eNJqb/KFo5Q7DHknSs9EM8R7POavjQWYSWqIBJOIZeF7h67XdI5/IONjcmxkwop0LgbTtwlAYJAmIRjTEEk7+tw4aKnSVIWX5f+ZcZIeQA6apIGgoaI4GoGcfLhnZId2D3SyaugJVZmhtMNHenUbQVMEkCaEmBT1xG5rK4DocapChqy8DVnBeFp67qYyLvriFVNpFNOLf9MqyPy0jnXHBdRQto0U9Q4SQ/nLtk8cF6kI6euIZhE0N8ZSNpO0AEqBrCj5uj2H33ZqxodMD5wKqokBRGFrqTezcFkYq7UDqd+0vDN6tIIehKZBlDAisa/mhLCFk/NHVgNQkmUloipjYoTUMVUmiN277CZTg32TvOrUeU1vDUJgEXZchS8CGriS8bG+3whgyngvbE9lgwoPrCWiaC01mULOBSEdPGvVBDW42IVMkqCMSVNHV5/cOFt7Qby2ALZzT3D8Lte36vW65rOaF7+fWWs4d81DDsEea9GyyDvEeqXBAw/bNoeyDj4nRI59K++eYKktQVT/TbZ6QoCp+PQjoCnRFQcZ2IUlAW0MQAPDOx72QJD+7riYzyKqfmwBcQJGBhrCRH84tQQIXAr0Ja8B3kzuX1nck0NmbhutyaJqMDZuT0DUZDWEDruef8wFDyZ+XAIrOP4/7veWmrqAnZqMhouUPh0kSTFPJlwegniFCSGkZx0Nv3EIm4yGV9pBxXAghsENbGJ29GegaQ1/Cf5A3pSmAZNqBJDE0RHQEdRlM8vO8lLr6F67wEMxezzxBbSghZHAUXJOaJTMJ2zeHoDCG+rCDTMYFJCBkqtihNezPmYZ/051MO2iuD/hJzYRAd8yB5XCoqoy6oIa+uAUBoDuWwS7bRfwh2wrL9zADyA9B9zw/U3FDRIeqFA7FHjyALQ7Ci9/jnIP3G25W9FmX5yviUMOwR5P0bDIO8R6NCdcjL/nnkOP561J39WWKAmxDY/jM9vX+XGyPQ5HN/O/bm7AwpcmE0+4hnWHQNH8KhZCAWNpFIuOircHvkfGy8w+7YxkA/vxr1+OIhnWYupLvufY8AUNTwBUBVWWwbD9JUCxpIxrW8w+Rcudl7s85ufNOkf3fIWBoqAtwaIaCgMZgKHLBttQzRAgZKPfAWUCgIaJj42Y/iWJvwoLtcgQNGX0pG6ri54WwbH96TF8ig1BAgSQEgoaGxjqzqJ0uhdpQQkg56G6F1DRDlTG1JbTVxszUFZiaAoUxhEw1G1QriCUdMAi4rgeXA5btoi6kYUNXEiFThRASXM8PJHJkJiFtu7AcD2nbBaBA1xgs208IJTOORNqBzKSi8hT2qmkqyzbkfiDBGANjPLt/VjTUFfCzLsP1isowWNA32qRnEy6gJHlBQ82fV64r0BQx4GYTj0XCOnZoCeYfOPWnyP45zCQJjXUGLMcfGsmYhGibAUNXoKkyAoaa780Hitd1jSUtRCMGPA6ETX94ZG40hhBiS0Z/7q+jXVhHLZfDtj3EU37dyU3pkJmTXzNWZhJ2mBJGPO2ipy8Nj/tzJYOGSj1DhJCSCh84RwIaWptMvL/Bf8iccTjCQQOG5rfRn3TEATDUh3VMbQsjEtBhaAzRiJFPNDoUakMJIUOh4JrUpOEk7Coc8pzPUixJMDWGkKnB9QQEHBiqCggBLgQcV0BVpHwvm39zz8CYhI1dScST/pPujO2iL2EjkF26SwBo705hu+ZQfk1MmTE01hn5Oc1CIJ/wyXH9dbuZ5DfG0YheNNQ111An4h7KMVnXniZDCxoqWqKB/PrWueW2dE3GlKYg6gKDJyEzdQW58FeStgTFgH/+1gd1mJoCWZLygXXhuq6cAx93JBFP+8MthQQ0hjTIMssuzVV83vn/ht+82C5HX9zfTzybTE1mDqIRHdGInv83ZCbBcTg0lWFKUxCu678myxRUE0JKK3ygzBiwXUMQqZSLzfE0XO638wIM6ZSLvoQDTZMR77DR5gbhORzRiAZTU6AqBo2OIYRUBF1JSM0ZScKuwuFa8bSNRNqBqfuZk12PwytogJuiOmxHQGF+ojTL8RA0VNSFNPQlbAgBqCqDoUrY1JOG4/gJyhoiOrpjfiK1rr40WqJmdhgtR1dfJj9U1+N+puOWqAnPA0JBFSpjiCVtCBQOD2dorjehKqWPKafwQQNj/vIhosRCSTR0dnLzE/D52bf93ho/W34woGL75jBcyym5nnLu/AloMlxX+EvQ9MsMnktgVnijmlvX1RMC6zsScFwPmir5y3YBYBJQF9QgSwxCiPw8cEVhaIz4GfE5B+JJG031BmR5y4gOj/s94s31JprrTbgeR0OdiXjKRn3ERDyRgZJ9euV6tBQXIaS0wgfKtssRTzloqjeyE6jTkCUJkiQjIWw0Rk242W0yloOgqSCRctEWBSCk/DWVEEJGg+7ESU0ZacIuYEsvsKkriCcdbO5LA0DRPCpVZZAEMKUxAM4FwiEdGdtFxNTzwUTQUBEJasg4PD+n1XX9dbc5B3RVhpNdZzs3J9vLzqve2nysSFAb8J6ubT2wLvWgQZL8AKfwe6CkKtsGQ5UxpbH4HAsHNYQDGnosZ8D2heePJAEBQ4blcBiGAkOR85nBcw9mcnOjAb8uCgHEEjac7LQFmTF4ngdJ8hOsabK/ZF2uLvX0+Zn7c8MmXY8jGjHy2XULR3T4a9m7CAc0bNfs91SnmJTPfVCIluIihJSSWwnDKZjCAgBNdQY0zW+r4wkLn2qLoH1zCr0JC4Ymo7kxCM6BaFgHFwLtPUl4nGOHtvCgD/EJIaQcFFyTmjKahF05MpMwtSWEeMqG5Xj+nGZJgiJLaKozocj+nwWToALYrjEIJknoTVpQFQZNZbAcjs29maL9utwPkHP3/h4XKCyJ6/Gtzsca7lytwR40CCGgqzLCQQ2CC0qqso3pfx6Vszwc4Ccra8gFtzZHfUAHANgORzSsIm250FQ5P71BZlI2y77/eU0tSKcrgFBAg+cJOC6HoclQAXyqNYSAoebnL7oeR2/CypcpN6LDdnh26RwNLfV+b3yvVXrt8RxaiosQ0l9uWthHm+JFbaWhy9B0BW+u6wIApNM2WqIGohENqipDZQyyzJCxXIigBkmSkEg72NCZxNSWEDSFplgRQkaGgmtSU0absCsnoCv47E4N2LA5iY6eNHRNhhACnb1pNNaZ8Lh/oy8zhqCh5gMU1/XnTGsKQ2O9gYzt5hM/1YU1WFZx4rFClZ7vvLUHDa7HIUsSQiGt5PuElDp/CoPb3DBuXWNIZhwkMw5kxhAJaYglbBiaAknyR0poKkNDxEQmGwArCoOmSAiZGhoiBjSFlXzIk1tmrpAQgKowqADCplaQNZzyCRBChs9QZbRETUgS8kO7TUMBGMMHn/TBdjk4d5G2PNgux5Swjg0dSTRFTYRMDd1xC7bjIRTQkLH9UUHUg00IGSkKrklNyd1ASxLyvVsy82/uhRjeDbauylBlfy1L3ZCRTjtQZAYGga6+NKY0BtFUv2UodW54WS4gMVSGcED1l+1iDBFTR7fjz6nO9XDnhruOxXznSj1oINsejwvE0zYytldUfwA/uNVUhkTK9hOdicLPccQSNlobArAdD6rK0NmbQk9cQTLlB8qKwlAX0iGEX8caI0a+DuXWbc8NWS/sCe+vf50xdQWxbMKzobYlhJBCSjang4ot9w+axrDjlAjStoOQqcLQZCTTDlIpFwFTQSSgIpa0ENAVMMagZ4NpKzudhvI8kPHgcYGGhuCQ2zkuRzyWHnK7cMQsWkZ2tPsjw0d3K6SmmLoCSZLyGZFzVIWhJRoY1g122nLhCYF4yobjckiQkMq4YExCa9REOKgVPZkuzDpemPW7J5ZBOKhBVSREIzriSbtoHulYzXemnjwyErl51vGUnR+SrSoMjXVmPsO97fCioLqQx7nfi5PNXyABCJkaOnrS4Lnsu9nAempLKH/eD5aIMNcTXipBYXHeAAnN9SbSXnHBKJ8AIWQo+bnXHkdXr58pPONwpDMObNvFlOYQOrvTCAd06JqHjO1Bkf0ebs6loilfMpMozwMZN7LMsOqmPw+53RUn71PW/lSFYdXNz1dsf2T4KLgmNcf1/KV/CnE+/J5a1+No70rBcj0wSYKqSPkliBJpp+SyRYVZx3O9b1ObQ7Czc08VmUFrixT9fazmO/fvSS9EPXmkkON6iKVs2LaHjp40FJkVrSPtuLwow72ANGC99UK5uiYzCU31/gOnT7UE86NJNMVPZJZbV3triQgLe8KHqjOmrqA5bGADBGzbo3wChJCyyExCY52Btz7ozuZ6sKFpKiCAxnoT3BXYbaeon+shqKEnloHlcMTTNmTGIDj3p8AoLH9tpNFhhJCRoLtzUlPSlpvvwfKzd/vDwnNZjct9kpyyXHzYHsfHHXFIzG8w1exwVgn+cBjbLd1wlko81j+5yXgkO+nfk77lderJI1ukLRfdqTj6+jLIWC4296XzS2wVriOdy3BvaAqa6vzhkIMpHBVR6oFT/4C3cH53/ykdkop8T3g5VEVGJKDB1ejGlhBSPs4FomEDvUkLuuohGFAQ0PylAgUEBBcwVAYm+clNu2JpbNhsw83eCzDG0BAx8okbaXQYIWQkKLgmNSX3pJgxIGAMPD3LeZKcsly89UE3Mo4Lx+PwbI6MxBA0VSBhIRrWwSS/gS2cH1qLPWTlBDZk2+VxP0lfMGjk/+7/v3gd6dyDqpCpoSVqAgCSaafsURFDZbrP1UsugL54Bhmbg3MOxhgMjSGgqzS8khAyplyPgzFAlf32PqCriDkZOC4HkyS4XKC3Jw1DcxAJqkikHXAOaLoCTc7Nud6Sk4VGhxFCRoKuHKSmjHSescdFPgDd2JVExvbAGEPI9BtQz+NIph3ITAXnQDisIpa0kSjI5SAzhsY6A5yLmgpkh7uEF5l8Cs/vwvPS7zHeMr2h8FzNrSMdMJT8g6pwYEtm/EqOilBkBkkCeuMZtHen/LWqhV8GXZMRDupoKEh8RgghQxnsujeY3P2BzCRwIbC5L41kygaDgCcATwgEDRmqwmA7/kieaERHLGFDN+T8nGvOgUDBKiKkOspNzAX6mUiNoeCa1JThzjP2uEBf0sbmvgwk+Etmdccy6InbaIwY0FSGsKTC9bLrQ2sKgqYKy3IRNoszJTsex1sfdCMaNsDYln+zOWrSkhykagZLFNYcNQeM5NBUf/pDLhlgceBdXH8qOSrC1BVwDrR3pyAzhu5YGraTGybO4HlANKSjPqTTKAxCyJC2dt3r3x4XBuG2419b4kkbsqKAMQm9cQtCABnLxSZPYJft6xAK+MtYSgDqwxp0TYEqsy3T0OiyVHVlJ+Y6Zd9xKA0h5aPgmtSU4cwzzjge2rtS2NSdym/Ls8sMcc7RFcugOWqgO5YBBAcgQWESGAMiQaMosJYkoKs3Dcfd0tsH+D1vtCQHqZatJQrr7Ekj0m+d81yG+66+dHYJOf+cHaxHulKjImQmQVEYZCajO5YqCqyDpgrLdvHhxhjSDYGiBwL08IoQ0t9Q173C9rh/EK4oDJ09aSgKgyQDfQkLTAIiIQNdfRkETRUZ24Mk2ZAk/5ophD+UPBzYci2k+daEkJGi4JrUnHJ61HKNbzJTPG+Uc4F4yoWpy0hbHpJpF00RAy4HOOdoiBiY0hjML1GUYzu8ZG+f/3dakoNUR2GisP48ziEBAwJmJgEtUROeB9SFdejK+PQQK4whFFDRl5RhSCyfSFACAAnoTljZJe223LTSwytCSH9DXfdy7XGpIJxJQDSigyUk1EV0KPBHraUsD5GgCgkAz0XUQgLgt/fFywLSahyEkJGjqwepSUP1qOUa3/6BsKpISKQ9NNebcLm/Lq+TXTfX0BTs2BYBL7EE12DzVnNoSQ5SDUOdd5yLkmtDM4mhtXl8e4QDpgIIQC8xR04IPwu4xwX612p6eEUIKTTUdS/3/mBBeD6AliRoqgzP4wibDK6bTbQoSXA8gYY6A/GkDc6RX36LVuMghIwWBddkQipch7eQEEBdSIfHBZoiBgxdhaqwonV5/SWCWL9h51uGz5Za/5eGiJFqKCfBX62sDR0yVDTU6+iOZcALe5IYg64zaIo0aJno4RUhJKfcxKaDXTc0lUGRJUgFma4kCYgENSTTDlRFghCALEmY0hhEwFDBJFAeCFLTPC7Q0BAcekM6fauOgmsyIeUaV0NTILPioeESgKY6A0xiJYfFlprXran+MhzhoJZPZpZDQ8RItZSb4K8W1oaWmYQdmsNIJBzEUjY49xMMmrkkgo4LTWVFuQ5y6OEVISSn3OveYNcNIYCmehOqpiIWl+B5/uu6KqMlaoJzAUkCWhsCCFJWcDJByDLDqpv+POR2lOCt+ihiIBNSrvEF/KU0emJWviFWFb/3ual+8GGxpeZ1N9cH0NWXqcjSRIRUwnAS/NWCgK7gczs3YH1HApbj5TPvykwCJA2iRGRND68IIYXKve5tLQhXZYZdP1WHgMawsTMBIfyH8YxRIkVCyNiiOxoyIRU2vpoCNNebyNguJAloawgiEtSGDDxKzevWK7Q0ESGVUskls8ZDQFewy/Z1A8rreHzCPCQghFRXOde9rQbh9SYChoamiIGwoU6Y6ychZOKj4JpMWAMbX3PUjWalliYipJIm2nlZqrwym1gPCQgh1VXOdW+wIFzXtvRKT7TrJyFkYqPgmkxo1GgSMnFQfSWEVBpdVwghtYSCa1KTPC6oh4uQMUR1jBCyraHrHiFkrFFwTWpOxvEGnZtJCUgIGT2qY4SQbQ1d9wgh44HWPyE1xeNiQOPnv55LhlRiHR9CSNmojhFCtjV03SOEjJdJEVxbloUf/OAHWLx4MebMmYNTTz0VXV1dZX02k8ng0EMPxaOPPjrGpSTlSFtuyWU1AL8RTFvuOJeIkMmF6hghZFtD1z1CyHiZFMH197//ffz1r3/FTTfdhHvvvRcff/wxTjvttCE/19vbixNPPBHvvPPOOJSSlMP1Sjd+5b5PCNk6qmOEkG0NXfcIIeNlwgfX7e3t+PWvf40LLrgA8+bNw+zZs3HttddizZo1+Pvf/z7o55566il84QtfQDweH7/CkiEp8tZPyVLve1wgkXbQm7CQSDsVHd41lvsmpBoK65AkAY7LkbE9OC6HJA1dB3OobhBCak3+uhS30BPPwHY5EmkHaWvLNa6Ucq97hBAylAmf0Gzt2rUAgIULF+Zf23nnndHa2oo1a9Zgjz32KPm5Z599FitWrMDKlSsxa9as8SgqKYOfuZOVHL4lMz+zZ6GxTFBCyU/IZJSrY47H0dWbhuNuOb91VUZzfWDIfVDdIITUmsLrkiwzxCwPHZvjiAR1QADdMQuMAY11JgoThJe6tyCEkJGa8FeT9vZ2RKNR6Lpe9HpLSws2btw46OcuueSSipdFUUb25FPOPjGVt8Enp/2PXQHQ1hhAZ29xghGZSWiuN6FrW27cPS7QHcsA0sDvrjuWwfbNoREvsTGW+y60Lf/246FUnZxs3/lwj0cB0BI18daH3eBiy+eYJKEupKM3YSFoqoOe32NZNybTbzOZjqWSRtpODgd999ved9D/uiQgoSeegeMK9MQzaG0IoLHOQE+2R7u1IQAhSt9bbGvGsk6O6jyUAGmwoQb9Ny1ju0rua8vGgIStb1+NspW1nVT820/Wa0Y1jqvmg+v169fjgAMOGPT90047DZqmDXhd13VYljWWRSvCmIRoNDiqfUQiZoVKM/EUHnsUQHNTCIm0A9flUBSGkKlCVYobv554BsGgMeg+ZU1BNDz4+1szlvsuZVv+7cfKUHVysn3nwzoeJYNPTalDynLheQKyLCGgK1Bkv45t7fwej7oxmX6byXQso1WJdnI46Lvfdr6D/telWMqC4IBp+veHiqqiOWQiWm8iZbmoD+mojxgl7y22JeNVJ0dyHnpcQCnztylnu0ruK7+tXJl/t9JlK2+70r/9ZL1mjOdx1Xxw3draiieeeGLQ95977jnYtj3gdcuyYJrj90VyLhCLpUb0WVlmiERMxGJpeNtYUo2hjl0BANdDIu4NeK83biGWGPwBiiw44A78XDnGct9F+9lGf/vxaMwHq5OT7TsfyfH0xi2kUv51UwYAT+T/Dmz9/B7LujGZfpuJdizVrJOVNtG++7GwrX0H/a9LiYwDQEI6bYMLAU2R4NgFAYfHB723qBWToU6O5jyM1Jlwy2xLytmukvvKb+t5wBDpRqpRtvK2E+jp2fLbT9ZrRiWPq9w6WfPBtaqq2GWXXQZ9/+2330Zvby9s2y7qwe7o6EBbW9t4FDHPdUf3o3keH/U+JqqRHvtQFWU03+dY7rvUv7Wt/vZjaWvf6WT7zod7PKM5v8e6bkym32YyHUsljOd3Qd/9tvUdFF6XcoNiuRDwPA4p+/9C28r3MpTx+B5GdB4KQIjyEmWWs10l97Vl46G3r0bZytpOlP7tJ+s1YzyPa8IPrN9zzz3BOc8nNgOAdevWob29HfPmzatiychYyyVmKmW0CUrGct+EVNtozm+qG4SQWtP/umRqCqTsX1WFQVML5pbSdYoQMoYmfHDd2tqKQw45BBdccAFefPFFvPbaazjzzDOxYMGCfKZw27bR2dlZcvg4mbhkJqE5ag640c9lLR5NwrGx3Dch1Taa85vqBiGk1vS/LjEmIRo2oKsMjXUmch15dJ0ihIy1SfHo7pJLLsFll12Gk08+GQCw77774oILLsi//+qrr2LlypW47777ipbsIhOfocrYrimItOXC9TgUmWWfYI++4RzLfRNSbaM5v6luEEJqTeF1CQDqowG01RtIpR26ThFCxs2kCK4DgQAuvfRSXHrppSXfX7hwId5+++1BP7+190jtk5mEkKlOuH0TUm2jOb+pbhBCak3uuqQoDNGwgR7XA6PrFCFkHE2K4JoQQgghhBBCyPgKR0yoZayX7rgc8Vh6HEpUXRRcE0IIIYQQQggZNlVhWHXz80Nud8XJ+4xDaapvwic0I4QQQgghhBBCqo2Ca0IIIYQQQgghZJQouCaEEEIIIYQQQkaJ5lwTQgghhBBCRqxkUisJ8LhApM4EsmuNbytJrWqdxwUaGoJbXhiH32rAvzmIiX6OUHBNJgWPC1pzl5BxQHWNEDIR0bVrbJVKaiVJEhRFhut6EMKP2LaVpFa1TpYZVt305/zfx+O36v9vDmainyMUXJMJL+N46OxJw+M8/5rMGJqjJgxVrmLJCJlcqK4RQiYiunYRQsYLzbkmE5rHxYAG03+dZ18XVSoZIZML1TVCyERE1y5CyHii4JpMaGnLHdBg5nicI22541wiQiYnqmuEkImIrl2EkPFEw8LJhOZ6pRvMct8nhJSH6hohZCKia1dtKTepFWg6fNXRbzUyFFyTCU2Rtz74Yqj3CSHlobpGCJmI6NpVW8pOanXKvuNQGrI19FuNDF1RyITmZ/ssfRrLzM8GSggZPaprhJCJiK5dhJDxRME1mdBkJqE5ag5oOHNZQGmZDUIqg+oaIWQiomsXIWQ80eM6MuEZqoztmoK0fiUhY4zqGiFkIqJrFyFkvFBwTSYFmUkImWq1i0HIpEd1jRAyEdG1a+TCEROqMsRgV3pOQSqk3ERqjssRj6W3uo0Z0OFxgUidCWxl1b1y9lUuCq4JIYQQQgghJakKw6qbn9/qNpTUilRK2YnUTt5nyG1UleHCW/8G1/UgxODRdTn7KhfNuSaEEEIIIYQQQkaJgmtCCCGEEEIIIWSUaFh4hTAmlbfQ+lZEImaFSjPxbMvHDtDxj4Wh6uRk+84n0/HQsUxOlWgnh4O+e/oOtvXjH0rZdVKSoCjykJsNto3cby3xcvZV6e0q/W8CA49rpPurxvcx2Ha18FuVvZ1UzvnrJwMY8rcqa1/lkcTWBqATQgghhBBCCCFkSDQsnBBCCCGEEEIIGSUKrgkhhBBCCCGEkFGi4JoQQgghhBBCCBklCq4JIYQQQgghhJBRouCaEEIIIYQQQggZJQquCSGEEEIIIYSQUaLgmhBCCCGEEEIIGSUKrgkhhBBCCCGEkFGi4JoQQgghhBBCCBklCq4JIYQQQgghhJBRouCaEEIIIYQQQggZJQquCSGEEEIIIYSQUaLgmhBCCCGEEEIIGSUKrseYZVn4wQ9+gMWLF2POnDk49dRT0dXVtdXPrF+/HieeeCLmzp2LvfbaC1dddRU8z8u/n8lkcM0112Dp0qWYM2cODj/8cDz11FNjfShl4ZzjxhtvxD777IPdd98dxx57LD788MNBt+/p6cGZZ56J+fPnY/78+bjwwguRSqWKtvn973+P5cuXY9asWTj00EPx5z//eawPY0Qqfeycc9x55504+OCDsccee+CQQw7BL3/5y/E4lAmlWnXs5ptvxvTp0wf857pu2WWvRn0pZx8jUY3z/7HHHiv5G2zt363GsQDA0qVLB5TzrLPOGtY+yPBt3LgRZ5xxBvbee2/Mnz8fxx13HN59991qF6sqzj//fKxataraxRhTw627pLJG0h7nZDIZHHrooXj00UfHuJRDG4s2oNpGWjc45zjuuONw0003jUMph2+4x/Xuu+/ihBNOwMKFC7F48WKceuqp2LBhQ2ULJciYWrVqlVi2bJlYs2aN+Mc//iEOO+ww8dWvfnXQ7W3bFgcddJA48cQTxdtvvy2efPJJsWDBAnHDDTfktzn//PPF/vvvL/785z+LDz74QNx6661it912E6tXrx6PQ9qqm266SSxevFg8++yz4q233hLHHnusWLZsmbAsq+T2Rx99tDjiiCPEG2+8If72t7+JJUuWiHPOOSf//gsvvCBmzJgh7r//fvHee++JK664QsycOVO8995743VIZav0sf/kJz8R8+fPF0888YT48MMPxcMPPyxmzJghHn300fE6pAmhWnXs5JNPFmeffbbo6Ogo+m84qlFfhtrHSFXj/L/88svF0UcfPeA3cF23po4lHo+L6dOni2eeeaaonLFYrOx9kOGzLEv813/9l1i5cqV4/fXXxTvvvCNOO+00sXjxYtHV1VXt4o0b13XFFVdcIaZNmybOPffcahdnTA237pLKGm57nNPT0yNWrlwppk2bJh555JFxKOnWVboNqAUjqRvpdFqcccYZYtq0aeLGG28cx9KWbzjH1d3dLfbee29x+umni3feeUe8/vrr4uijjxb/+Z//KTKZTMXKRMH1GNq0aZPYbbfdxHPPPZd/bd26dWLatGni1VdfLfmZ3/72t2LmzJmir68v/9pDDz0k5s6dKyzLEqlUSsyYMUP85je/Kfrc1772NXH22WePyXGUy7IsMWfOHPHggw/mX+vr6xOzZ88Wjz/++IDtX3nlFTFt2rSiG//nn39eTJ8+XWzatEkIIcSxxx4rTj/99KLPffnLXxYXXnjhGB3FyIzFse+7777illtuKfrcd7/7XXHUUUeN0VFMPNWsYwcddJC45557Rlz2atSXcvZRK8dSzvl/zDHHiEsvvXTE5R6vY1m7dq2YNm1a0Tk33H2Q4fvrX/8qpk2bVvQdWpYldt99d/HLX/6yiiUbP++995444ogjxKJFi8T+++8/qYPr4dZdUlkjaY+FEOJPf/qT2HfffcUXv/jFmgiux6INqLaR1I21a9eK//iP/xAHHHCAmDdvXk0G18M9rl/84hdi7ty5RYH0xo0bxbRp08Tf/va3ipWLhoWPobVr1wIAFi5cmH9t5513RmtrK9asWVPyMy+//DJmzJiBSCSSf23RokVIJBL417/+BUmScOutt2KfffYZ8Nm+vr4KH8Hw/Otf/0IymcSiRYvyr0UiEXzuc58rebwvv/wympubscsuu+RfW7BgASRJwtq1a8E5xyuvvFK0P8D/Pl9++eWxO5ARGItjv+KKK3DYYYcN+Gy1f+daUq06lk6n8dFHH+Ezn/nMiMtejfoy1D5q6VjKOf/ffvvtUf0G43EsuXI2NzcXnXPD3QcZvl133RW33347Wltbi14XQmwz19GXXnoJn/3sZ/H4449j6tSp1S7OmBpu3SWVNZL2GACeffZZrFixAg899NCYl7EcY9EGVNtI6sbzzz+PZcuW4de//jXC4fB4FXVYhntcixcvxo9//GPouj7gvUq2CUrF9kQGaG9vRzQaHfAjtrS0YOPGjSU/s2nTJrS1tQ3YHgA2bNiA2bNn4/Of/3zR+//4xz+wevVqnH/++RUs/fBt2rQJADBlypSi1wc73vb29gHbapqG+vp6bNy4EbFYDKlUquT3Mdj3Vy2VPnbGGBYvXlz0/vr16/G73/0ORx55ZIVLP3FVq469++674JzjD3/4Ay6++GLYto0FCxbgrLPOyu9rKNWoL0PtY6Sqcf53d3dj8+bNWLNmDe6//3709vZi9913x1lnnYWdd965Zo4FAN555x0EAgGccsopePXVV9HQ0IDDDz8cK1euBGNszH6XbV1zczP222+/otfuu+8+WJaFvffeu0qlGl9f+cpXql2EcTPcuksqayTtMQBccsklY120YRmLNqDaRlI3TjvttDEv12gN97imTp064CHjbbfdBl3XMX/+/IqVi4LrUVi/fj0OOOCAQd8/7bTToGnagNd1XYdlWSU/k8lkBvRu5C5UpT6zbt06fPvb38bMmTPx5S9/eTjFr7h0Og0AA45Z1/WST4TS6fRWv59MJjPo/gb7/qql0sfeX2dnJ0444QQ0NjbipJNOqlCpa1+t1rFcQqRwOIwbb7wRmzdvxrXXXouVK1fiscceg2maQx5bNerLcM+7clXj/H/nnXcAALIs40c/+hFSqRR+8pOf4KijjsJvf/tbNDU11cyxvPvuu4jH41i+fDlOPvlkvPzyy7j66qvR19eH0047bcx+l8luqOvDX/7yFzQ3N+f//sc//hHXXXcdVqxYgd122208ijimhnv8k91w6y4ZnrFoj2vRWLdn1TBZ68Zoj+u+++7Dgw8+iPPOOw+NjY0VKxcF16PQ2tqKJ554YtD3n3vuOdi2PeB1y7IGvfk2DGPAZ3KVMxAIFL3+yiuv4Fvf+haam5tx++23l6zc48kwDACAbdv5PwODH2+pY81tHwgE8gFPqe+jnOBlPFX62AutW7cOJ5xwAhzHwf3334+6uroKl7521Wod+5//+R8ceOCBRb/Frrvuiv322w/PPPMMli9fPuSxVaO+DOe8G45qnP+LFi3CSy+9VPQb/PjHP8aSJUvw6KOP4oQTTqiZY7nnnntgWRZCoRAAYPr06Ugmk7jllltwyimnjNnvMtkNdX1oaGjI//nnP/85LrnkEixfvhznnXfeeBRvzA3n+LcFw627ZHjGoj2uRWPZnlXLZK0bIz0uIQRuuOEG3HLLLTjxxBPx9a9/vaLlouB6FFRVLZpj0d/bb7+N3t5e2LZdFPh2dHQMGLqZ09bWlu+RKdweQNG8sSeffBJnnnkmZs2ahVtuuWXQuXzjKTcso6OjAzvssEP+9Y6OjpK9BG1tbfjTn/5U9Jpt2+jt7UVrayvq6+sRCATyx1+4v8G+v2qp9LHnrF27FieddBKam5tx//33Dxj6MtnVch3r/5Ajd87mhikNpRr1pdzzbriqdf73/w0CgQCmTp2K9vb2mjoWVVWhqmrRNtOmTUMqlUJfX9+Y/S6T3VDXh5yrr74ad9xxB1asWIHzzz8fkiSNQ+nGXrnHv60Ybt0lwzMW7XEtGqv2rJoma90YyXE5joPzzjsPjz/+OM455xwcd9xxFS8XJTQbQ3vuuSc450UJDdatW4f29nbMmzev5Gfmz5+PN998E4lEIv/aCy+8gGAwmD9Rnn76aZx++unYf//9cc8999REYA0Au+22G0KhEF588cX8a7FYDG+++WbJ450/fz42bdpUtB5d7rNz586FJEmYO3cuXnrppaLPvfjii9hzzz3H6ChGptLHDgCvvfYajj/+eOy666548MEHt7nAuhzVqmPXXHMNli9fDiFE/rX169ejp6en7ARb1agv5Zx3I1GN8//BBx/EwoUL88PhASCRSOCDDz4YVZKzSh8L5xxLly7FLbfcUvS5119/HU1NTYhGo2P2uxDgqquuwh133IFzzjkHF1xwwaQJrMlAw627pLJG0h7XorFoz6ptstaNkRzXOeecgz/84Q+45pprxiSwBkDrXI+1M844QyxdulSsXr06v+bf0UcfnX/fsizR0dGRX48tk8mIAw88UBx33HHirbfeyq/Be9NNNwkhhOjt7RXz5s0TRxxxhNi0aVPRmqk9PT3VOMQi1157rViwYIH405/+lF9v7qCDDhKWZQnXdUVHR4dIp9NCCCE45+LII48UX/ziF8U//vEP8cILL4glS5aIVatW5ff3/PPPi89+9rPi7rvvFu+995740Y9+JGbPnl2T61xX8tgdxxHLli0TBxxwgPjoo4+KfudtaX3WclSjjr3xxhti5syZ4gc/+IFYt26deOmll8Rhhx0mjjzySME5L7vs411fytnHSI33+b9hwwYxf/58ccopp4h33nlHvPbaa+LrX/+6OPDAA/P/Ti0cixBCXHHFFWLu3Ln5NbsfeughMXv2bPHwww+XvQ8yfKtXrxbTpk0Tl1xyyYC10BOJRLWLN+6OPvroSb0UlxBbr7tk7A23Pe6vFpbiEqLybUAtGM4x9bdkyZKaXIpLiOEd1yOPPCKmTZsm7rzzzgFtwmjvGwpRcD3GksmkOP/888W8efPEvHnzxBlnnCG6u7vz7+ca/9WrV+df++CDD8QxxxwjZs2aJT7/+c+L66+/XnieJ4QQ4je/+Y2YNm1ayf8KL2DV4rquuPLKK8WiRYvEHnvsIb7xjW+Ijz/+WAghxMcffzzgwrl582ZxyimniD322EMsXLhQXHTRRQMWcn/sscfEsmXLxKxZs8QXv/jFiq5FV0mVPPbcuril/luyZElVjq9WVauOrV69Whx55JFijz32EAsWLBDnnXee6O3tHVbZq1FfytnHSFTj/H/zzTfFscceK/bcc08xd+5cccopp4gNGzbU1LEI4T8s+MlPfiIOOOAAMWPGDHHwwQfnA+ty90GG74ILLhj0PKrVG8WxtC0E11uru2TsjaQ9LlQrwfVYtM3VNtxjKlTLwfVwjuuYY44ZtE2o5HknCVEwrpEQQgghhBBCCCHDRnOuCSGEEEIIIYSQUaLgmhBCCCGEEEIIGSUKrgkhhBBCCCGEkFGi4JoQQgghhBBCCBklCq4JIYQQQgghhJBRouCaEEIIIYQQQggZJQquCSGEEEJqXC2tnFpLZSGEkFpCwTXZZj366KOYPn061q9fX+2iELLN27hxI+bNm4cXX3yx2kUhpOY89dRTOPfccwEAL774IqZPnz5kXZk+fTpuuummYX2mHO+99x6+8pWvjHo/hBAyGSnVLgAh1bL//vvj4YcfRktLS7WLQsg27ZNPPsFxxx2HeDxe7aIQUpN++tOfDvszDz/8MNra2ipelt///vd49dVXK75fQgiZDCi4JtushoYGNDQ0VLsYhGyzOOd47LHHcOWVV1a7KIRMOnvssUe1i0AIIdscGhZOJiwhBH72s5/hkEMOwezZs7Fs2TLccccdEEJg1apVWLFiBX71q19hyZIlmDNnDlauXIk333wz/3kaFk5I5SxduhQ333wzLr/8cixcuBBz5szBmWeeiWQyidtvvx377rsv9txzT5xyyino6ekBALz99tv4/ve/j8MOO4wCbEIGsWLFCrz00kt46aWXMH369Pzr7733Ho466ijMmjULy5Ytw/3331/0ucJh4f3ddNNNWLZsGW6++WYsXLgQBx54IHp6epDJZHDNNdfgoIMOwsyZMzF37lwcc8wxeOutt/Kfu/nmmwfsn3OO22+/HcuWLcPMmTNx8MEHDygPIZPF0qVLsWrVqqLXCu8pc/Xr2WefxaGHHpqvE4899ljRZ3p7e/G9730Pe+21F2bNmoUvfelLeOGFF4q2mT59On7+859j1apV2HPPPbFgwQJceumlyGQy+NGPfoRFixZh4cKFOP/882FZVtHnHnjgAZx77rmYM2cO9tprr/znyNiinmsyYV177bW466678PWvfx177703/vnPf+K6666DbdsAgLfeegvr1q3DGWecgbq6Otx4441YsWIFnnjiCbS2tla59IRMPvfccw/22msvXHfddXj99ddx7bXX4p///CdaW1txySWX4P3338eVV16JpqYmXHTRRZgyZQqefPJJtLW10VxrQgZx0UUX4eyzz87/uaurCwBw+eWXY8WKFTjppJPwzDPP4NJLL4Wu6/jSl75U1n43bNiAJ598Etdeey16enoQjUZx6qmnYs2aNTjzzDOxww474IMPPsANN9yA73znO/j973+PI444Aps2bcKvfvWromHn3//+9/Hoo4/ixBNPxJw5c7BmzRpcdtlliMVi+Pa3vz02XwwhNayzsxMXX3wxTjrpJGy//fa46667sGrVKsyePRu77LILLMvC1772NWzevBnf+c530NLSgkceeQTHH3887rzzTixevDi/r6uvvhqHHHIIbr75Zjz99NO477778Je//AW77bYbrrrqKrz88su49dZbsfPOO+P444/Pf+6GG27A7rvvjuuvvx7//ve/cf3116O9vX3Qh26kMii4JhNSLBbDPffcgxUrVuCcc84BAOy9997o7u7G2rVr0dLSgng8jltuuQXz588HAMyePRsHHnggfvrTn+YTwxBCKicYDOK6666DoijYa6+98Nhjj6GjowO//OUvEQ6Hsd9++2H16tV45ZVXAAD19fXVLTAhE8BnPvMZhEIhAP5Q79yDqMMPPzzflu2zzz5ob2/Hj3/8Y/zv//4vGBt6YKLrujj33HOx1157AQBs20YymcSFF16I5cuXAwAWLFiAZDKJK664Ap2dnWhra8sH1Llh5++//z5+8Ytf4IwzzsAJJ5wAAPj85z8PSZJw22234aijjkI0Gq3cF0LIBJBOp/HDH/4wHyTvtNNOWLJkCZ577jnssssu+L//+z/861//wi9+8QvsvvvuAIB9990XK1aswNVXX41HHnkkv69ddtkFF198MQBg/vz5+NWvfgXHcXD11VdDURTss88+ePrpp/Nta05DQwNuvfVWKIqC/fbbD4wxXH755Xj33Xex6667jtM3se2hYeFkQvr73/8Ox3GwbNmyotdXrVqFu+++GwCw3Xbb5QNrAGhpacGcOXOwdu3acS0rIduK2bNnQ1G2PLNtbm7Gpz/9aYTD4fxr9fX1lLiMkArIBcA5y5Ytw6ZNm7Bu3bqy9zFt2rT8nzVNw1133YXly5ejo6MDa9aswcMPP4xnnnkGAOA4Tsl9rF69GkIILF26FK7r5v9bunQpLMuiNpdsswrzHuQeSqVSKQDACy+8gObmZsyYMSNfZzzPw5IlS/DGG2+gr68v/9k5c+bk/6woCqLRKGbOnFnU3pZqWw855JCibQ4++GAAwMsvv1y5gyQDUM81mZB6e3sBYKsJyUplAW9sbMQ///nPsSoWIdu0XO9aIdM0q1ASQia/5ubmor83NjYCQNFN+VCampqK/v7888/jsssuw7p16xAMBjF9+nQEg0EAg69tnWuPDznkkJLvt7e3l10eQiaTwvYvN5okV496e3vR2dmJGTNmlPxsZ2cn6urqAIy8be1/H5y7RsRisTJKT0aKgmsyIUUiEQBAd3c3Pv3pT+df37hxIz788EM4jpNv8Att3rw5f3EhhBBCJqr+QfTmzZsBYMRt3EcffYRvf/vbOOCAA3Dbbbdhhx12AAD87Gc/w/PPPz/o53Lt8b333psPxAttt912IyoPIbXM87yiv+d6pMsVDoex00474eqrry75/tSpU0dctpz+98G5awStlDO2aFg4mZBmz54NVVXx1FNPFb1+77334rTTToMkSfjoo4/w3nvv5d9rb2/H3//+96IkEYQQQkitKzWHun/A+7vf/Q5TpkzBjjvuOKJ/44033oBlWTjxxBPzgXXhv5Prcetfltz0q56eHsyaNSv/X29vL66//vqSD7oJmchCoRA2bdpU9Fr/+c5DWbBgATZu3IjGxsaievPCCy/gzjvvhCzLoy7n008/XfT3//f//h8kScKiRYtGvW8yOOq5JhNSQ0MDVq5ciXvvvReapmHRokV4/fXX8cADD+CMM87AO++8AyEEvvWtb+H000+HLMu4+eabEYlEsGLFimoXnxBCCClbJBLBq6++ihdeeAGJRAIAcP/99yMYDOJzn/scfve73+H555/HlVdeCUmSRvRvzJgxA4qi4KqrrsKxxx4L27bx6KOP4tlnnwWwpWcu11P9+OOPY/fdd8e0adPw3//937jwwgvxySefYObMmXj//fdx3XXXYerUqdhpp51GffyE1JIlS5bgtttuw6233oo99tgDzz777IAltIZy+OGH44EHHsAxxxyDb37zm5gyZQr+9re/4Y477sDRRx8NVVVHXc7XXnsNZ511Fr7whS/g7bffxo033ogvfelL+NSnPjXqfZPBUc81mbDOPvtsnHnmmXjiiSdwwgkn4LHHHsN3v/tdHHvssQD8oWjHHHMMLrvsMnz3u9/FTjvthIceeogyFBNCCJlQvvrVr0JVVXzjG9/Ir1N78cUX4w9/+ANOOOEEvPLKK7j22mvxhS98YcT/xo477ohrrrkG7e3tOOmkk/C9730PgB/ES5KUT4J00EEHYdasWVi1ahXuuusuAP6yYMcccwweeughHH/88bj11luxfPly3H333RXpgSOklpx44ok44ogjcPfdd+Okk05Ce3s7fvjDHw5rH4FAAD/72c+w55574qqrrsI3vvEN/PGPf8SZZ56J8847ryLl/NrXvgbXdXHyySfjgQcewDe/+U1cdNFFFdk3GZwkBstQQcgEtmrVKrz00ksDhsQQQgghhBAymU2fPh0nn3wyTjnllGoXZZtDPdeEEEIIIYQQQsgoUXBNCCGEEEIIIYSMEg0LJ4QQQgghhBBCRol6rgkhhBBCCCGEkFGi4JoQQgghhBBCCBklCq4JIYQQQgghhJBRouCaEEIIIYQQQggZJQquCSGEEEIIIYSQUaLgmhBCCCGEEEIIGSUKrgkhhBBCCCGEkFGi4JoQQgghhBBCCBklCq4JIYQQQgghhJBR+v8p1ZQ7xUejqQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(trans_data, plot_kws={'alpha': 0.2})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3e7c6f55",
   "metadata": {},
   "source": [
    "`diag_kind=kde` 옵션을 사용하면 대각선 상에 히스토그램 대신 밀도그래프가 삽입된다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8276f99b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1dc42e02aa0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(trans_data, diag_kind=\"kde\", plot_kws={\"alpha\": 0.2})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "58369a02",
   "metadata": {},
   "source": [
    "### 패싯 그리드(Facet Grids)과 범주형 데이터"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f3c89fa5",
   "metadata": {},
   "source": [
    "패싯그리드 클래스(`seaborn.FacetGrid`)는 여러 개의 `pyplot.subplots()` 함수와 비슷하게 작동한다.\n",
    "다만, 지정된 옵션에 따라 격자 분할을 적절하게 지정한다. "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ece2ba5f",
   "metadata": {},
   "source": [
    "아래 코드는 요일별 팁 비율을 막대그래프로 보여준다. 단, 1% 미만의 팁 비율만 다룬다.\n",
    "또한 흡연 여부에 따라 두 개의 막대그래프를 열별로 그린다.\n",
    "\n",
    "- `col='smoker'`: 흡연 여부에 따른 구분\n",
    "- `hue='time'`: 시간대별로 각각 다른 두 개의 막대그래프를 요일마다 그림."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "fa916a3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1dc42e02800>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"tip_pct\", hue=\"time\", col=\"smoker\",\n",
    "            kind=\"bar\", data=tips[tips.tip_pct < 1])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "2deac41f",
   "metadata": {},
   "source": [
    "열뿐만 아니라 행별로 구분된 그래프를 그리려면 `row` 옵션 인자를 활용한다.\n",
    "예를 들어, 앞서 `hue='time'` 옵션을 아래와 같이 바꾸면 두 개의 행에 걸쳐 서로 다른 시간대별 막대그래프를 그리며 결국 2x2 모양의 격자에 총 네 개의 막대그래프가 그려진다.\n",
    "\n",
    "- `row='time'`: 점심과 저녁 시간대를 행으로 구분한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "306eca1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1dc43e183a0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='day', y='tip_pct', row='time', col='smoker', kind='bar', data=tips[tips.tip_pct < 1])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "97006bf4",
   "metadata": {},
   "source": [
    "물론 아래와 같이 `col` 옵션을 지정하지 않으면 행별로 하나의 막대그래프만 그릴 수도 있다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "4d12ad71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1dc446c0c40>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x='day', y='tip_pct', row='time', kind='bar', data=tips)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "c3b87398",
   "metadata": {},
   "source": [
    "`kind` 옵션에 따라 다양한 그래프를 그린다. \n",
    "보다 자세한 내용은 [seaborn.catplot 공식 문서](https://seaborn.pydata.org/generated/seaborn.catplot.html)를\n",
    "참고한다.\n",
    "\n",
    "아래 코드는 데이터의 중간값, 사분위수, 이상치 등을 보여주는 상자그림(box plot)를 그린다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b19bebd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1dc44776680>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"tip_pct\", y=\"day\", kind=\"box\",\n",
    "            data=tips[tips.tip_pct < 0.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "f574401a",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.close('all')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e1f679e7",
   "metadata": {},
   "source": [
    "## 기타 시각화 도구"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3fd68fe2",
   "metadata": {},
   "source": [
    "matplotlib과 seaborn 등은 출판용도의 정적 그래프를 생성한다. \n",
    "반면에 웹에서 동적 대화형으로 작동하는 그래프를 파이썬으로 그리려면 \n",
    "[Altair](https://altair-viz.github.io/),\n",
    "[Bokeh](https://docs.bokeh.org/en/latest/),\n",
    "[Plotly](https://github.com/plotly/plotly.py) 등을 이용할 수 있다.\n",
    "\n",
    "데이터 시각화를 전문적으로 다루는 책으로는\n",
    "[Fundamentals of Data Visualization](https://clauswilke.com/dataviz/)를 강추한다."
   ]
  }
 ],
 "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}