{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "hdOQy8vcIw1l" }, "source": [ "# 4장. 데이터 표현과 특성 공학" ] }, { "cell_type": "markdown", "metadata": { "id": "NlkpirlKIw19" }, "source": [ "*아래 링크를 통해 이 노트북을 주피터 노트북 뷰어(nbviewer.org)로 보거나 구글 코랩(colab.research.google.com)에서 실행할 수 있습니다.*\n", "\n", "\n", " \n", " \n", "
\n", " 주피터 노트북 뷰어로 보기\n", " \n", " 구글 코랩(Colab)에서 실행하기\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "m3sTVe-VIw1_" }, "source": [ "이 노트북은 맷플롯립 그래프에 한글을 쓰기 위해 나눔 폰트를 사용합니다. 코랩의 경우 다음 셀에서 나눔 폰트를 직접 설치합니다." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "prx3T3RQIw2F", "outputId": "8261a512-feaf-459f-825c-0609f6dc9733", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.8/10.8 MB\u001b[0m \u001b[31m27.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hdebconf: unable to initialize frontend: Dialog\n", "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 78, <> line 1.)\n", "debconf: falling back to frontend: Readline\n", "debconf: unable to initialize frontend: Readline\n", "debconf: (This frontend requires a controlling tty.)\n", "debconf: falling back to frontend: Teletype\n", "dpkg-preconfigure: unable to re-open stdin: \n", "Selecting previously unselected package fonts-nanum.\n", "(Reading database ... 120893 files and directories currently installed.)\n", "Preparing to unpack .../fonts-nanum_20200506-1_all.deb ...\n", "Unpacking fonts-nanum (20200506-1) ...\n", "Setting up fonts-nanum (20200506-1) ...\n", "Processing triggers for fontconfig (2.13.1-4.2ubuntu5) ...\n" ] } ], "source": [ "# 노트북이 코랩에서 실행 중인지 체크합니다.\n", "import os\n", "import sys\n", "if 'google.colab' in sys.modules:\n", " # 사이킷런 최신 버전을 설치합니다.\n", " !pip install -q --upgrade scikit-learn\n", " if not os.path.isdir('mglearn'):\n", " # mglearn을 다운받고 압축을 풉니다.\n", " !wget -q -O mglearn.tar.gz https://bit.ly/mglearn-tar-gz\n", " !tar -xzf mglearn.tar.gz\n", " !wget -q -O data.tar.gz https://bit.ly/data-tar-gz\n", " !tar -xzf data.tar.gz\n", " # 나눔 폰트를 설치합니다.\n", " !sudo apt-get -qq -y install fonts-nanum\n", " import matplotlib.font_manager as fm\n", " font_files = fm.findSystemFonts(fontpaths=['/usr/share/fonts/truetype/nanum'])\n", " for fpath in font_files:\n", " fm.fontManager.addfont(fpath)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide_input": false, "id": "GS_PeFL7Iw2p" }, "outputs": [], "source": [ "import sklearn\n", "from preamble import *\n", "import matplotlib\n", "\n", "# 나눔 폰트를 사용합니다.\n", "matplotlib.rc('font', family='NanumBarunGothic')\n", "matplotlib.rcParams['axes.unicode_minus'] = False" ] }, { "cell_type": "markdown", "metadata": { "id": "rxcNIb6zIw2r" }, "source": [ "## 4.1 범주형 변수" ] }, { "cell_type": "markdown", "metadata": { "id": "NijQVnAFIw21" }, "source": [ "### 4.1.1 원-핫-인코딩 (가변수)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "zqU-vIeqIw27", "outputId": "e415b152-1c8f-4bea-bbfd-4c8faf0ae75b", "colab": { "base_uri": "https://localhost:8080/", "height": 206 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " age workclass education gender hours-per-week \\\n", "0 39 State-gov Bachelors Male 40 \n", "1 50 Self-emp-not-inc Bachelors Male 13 \n", "2 38 Private HS-grad Male 40 \n", "3 53 Private 11th Male 40 \n", "4 28 Private Bachelors Female 40 \n", "\n", " occupation income \n", "0 Adm-clerical <=50K \n", "1 Exec-managerial <=50K \n", "2 Handlers-cleaners <=50K \n", "3 Handlers-cleaners <=50K \n", "4 Prof-specialty <=50K " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ageworkclasseducationgenderhours-per-weekoccupationincome
039State-govBachelorsMale40Adm-clerical<=50K
150Self-emp-not-incBachelorsMale13Exec-managerial<=50K
238PrivateHS-gradMale40Handlers-cleaners<=50K
353Private11thMale40Handlers-cleaners<=50K
428PrivateBachelorsFemale40Prof-specialty<=50K
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 3 } ], "source": [ "import os\n", "# 이 파일은 열 이름을 나타내는 헤더가 없으므로 header=None으로 지정하고\n", "# \"names\" 매개변수로 열 이름을 제공합니다\n", "data = pd.read_csv(\n", " os.path.join(mglearn.datasets.DATA_PATH, \"adult.data\"), header=None, index_col=False,\n", " names=['age', 'workclass', 'fnlwgt', 'education', 'education-num',\n", " 'marital-status', 'occupation', 'relationship', 'race', 'gender',\n", " 'capital-gain', 'capital-loss', 'hours-per-week', 'native-country',\n", " 'income'])\n", "# 예제를 위해 몇개의 열만 선택합니다\n", "data = data[['age', 'workclass', 'education', 'gender', 'hours-per-week',\n", " 'occupation', 'income']]\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "KXlv-FGZIw3H" }, "source": [ "#### 문자열로 된 범주형 데이터 확인하기" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true, "id": "rXJg_Xa5Iw3I", "outputId": "e1013583-1fd0-4bfc-ef36-7f093ee121c2", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Male 21790\n", " Female 10771\n", "Name: gender, dtype: int64\n" ] } ], "source": [ "print(data.gender.value_counts())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "SQmhSoUqIw3J", "outputId": "51b4b27e-c3d9-4d8a-8eaf-57023b8c5784", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "원본 특성:\n", " ['age', 'workclass', 'education', 'gender', 'hours-per-week', 'occupation', 'income'] \n", "\n", "get_dummies 후의 특성:\n", " ['age', 'hours-per-week', 'workclass_ ?', 'workclass_ Federal-gov', 'workclass_ Local-gov', 'workclass_ Never-worked', 'workclass_ Private', 'workclass_ Self-emp-inc', 'workclass_ Self-emp-not-inc', 'workclass_ State-gov', 'workclass_ Without-pay', 'education_ 10th', 'education_ 11th', 'education_ 12th', 'education_ 1st-4th', 'education_ 5th-6th', 'education_ 7th-8th', 'education_ 9th', 'education_ Assoc-acdm', 'education_ Assoc-voc', 'education_ Bachelors', 'education_ Doctorate', 'education_ HS-grad', 'education_ Masters', 'education_ Preschool', 'education_ Prof-school', 'education_ Some-college', 'gender_ Female', 'gender_ Male', 'occupation_ ?', 'occupation_ Adm-clerical', 'occupation_ Armed-Forces', 'occupation_ Craft-repair', 'occupation_ Exec-managerial', 'occupation_ Farming-fishing', 'occupation_ Handlers-cleaners', 'occupation_ Machine-op-inspct', 'occupation_ Other-service', 'occupation_ Priv-house-serv', 'occupation_ Prof-specialty', 'occupation_ Protective-serv', 'occupation_ Sales', 'occupation_ Tech-support', 'occupation_ Transport-moving', 'income_ <=50K', 'income_ >50K']\n" ] } ], "source": [ "print(\"원본 특성:\\n\", list(data.columns), \"\\n\")\n", "data_dummies = pd.get_dummies(data)\n", "print(\"get_dummies 후의 특성:\\n\", list(data_dummies.columns))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "VOW5QUVNIw3K", "outputId": "85e9d791-099e-4c60-ec4f-9cc81d72b492", "colab": { "base_uri": "https://localhost:8080/", "height": 253 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " age hours-per-week workclass_ ? workclass_ Federal-gov ... \\\n", "0 39 40 0 0 ... \n", "1 50 13 0 0 ... \n", "2 38 40 0 0 ... \n", "3 53 40 0 0 ... \n", "4 28 40 0 0 ... \n", "\n", " occupation_ Tech-support occupation_ Transport-moving income_ <=50K \\\n", "0 0 0 1 \n", "1 0 0 1 \n", "2 0 0 1 \n", "3 0 0 1 \n", "4 0 0 1 \n", "\n", " income_ >50K \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", "\n", "[5 rows x 46 columns]" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agehours-per-weekworkclass_ ?workclass_ Federal-gov...occupation_ Tech-supportoccupation_ Transport-movingincome_ <=50Kincome_ >50K
0394000...0010
1501300...0010
2384000...0010
3534000...0010
4284000...0010
\n", "

5 rows × 46 columns

\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 6 } ], "source": [ "data_dummies.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true, "id": "rLfGa57LIw3L", "outputId": "5f719406-27f6-40e6-d5e0-e08544886a15", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X.shape: (32561, 44) y.shape: (32561,)\n" ] } ], "source": [ "features = data_dummies.loc[:, 'age':'occupation_ Transport-moving']\n", "# NumPy 배열 추출\n", "X = features.values\n", "y = data_dummies['income_ >50K'].values\n", "print(\"X.shape: {} y.shape: {}\".format(X.shape, y.shape))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "esf4MCETIw3L", "outputId": "7d92e6d0-bb54-4a4a-93d2-b3f3fa91f261", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.81\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "logreg = LogisticRegression(max_iter=5000)\n", "logreg.fit(X_train, y_train)\n", "print(\"테스트 점수: {:.2f}\".format(logreg.score(X_test, y_test)))" ] }, { "cell_type": "markdown", "metadata": { "id": "hwpp6RJLIw3M" }, "source": [ "### 4.1.2 숫자로 표현된 범주형 특성" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "N9R6ud5IIw3N", "outputId": "511e771a-8756-478d-c187-439504ff4b63", "colab": { "base_uri": "https://localhost:8080/", "height": 175 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " 숫자 특성 범주형 특성\n", "0 0 양말\n", "1 1 여우\n", "2 2 양말\n", "3 1 상자" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
숫자 특성범주형 특성
00양말
11여우
22양말
31상자
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 9 } ], "source": [ "# 숫자 특성과 범주형 문자열 특성을 가진 DataFrame을 만듭니다\n", "demo_df = pd.DataFrame({'숫자 특성': [0, 1, 2, 1],\n", " '범주형 특성': ['양말', '여우', '양말', '상자']})\n", "demo_df" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "4_oFHwMDIw3N", "outputId": "f5674555-6fbe-4edd-871a-5030345df2c5", "colab": { "base_uri": "https://localhost:8080/", "height": 175 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " 숫자 특성 범주형 특성_상자 범주형 특성_양말 범주형 특성_여우\n", "0 0 0 1 0\n", "1 1 0 0 1\n", "2 2 0 1 0\n", "3 1 1 0 0" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
숫자 특성범주형 특성_상자범주형 특성_양말범주형 특성_여우
00010
11001
22010
31100
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 10 } ], "source": [ "pd.get_dummies(demo_df)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "0tG6_iweIw3O", "outputId": "970d407a-7322-47e2-b287-bdd06507dd05", "colab": { "base_uri": "https://localhost:8080/", "height": 175 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " 숫자 특성_0 숫자 특성_1 숫자 특성_2 범주형 특성_상자 범주형 특성_양말 범주형 특성_여우\n", "0 1 0 0 0 1 0\n", "1 0 1 0 0 0 1\n", "2 0 0 1 0 1 0\n", "3 0 1 0 1 0 0" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
숫자 특성_0숫자 특성_1숫자 특성_2범주형 특성_상자범주형 특성_양말범주형 특성_여우
0100010
1010001
2001010
3010100
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 11 } ], "source": [ "demo_df['숫자 특성'] = demo_df['숫자 특성'].astype(str)\n", "pd.get_dummies(demo_df, columns=['숫자 특성', '범주형 특성'])" ] }, { "cell_type": "markdown", "metadata": { "id": "0Jkjtz_fIw3Y" }, "source": [ "## 4.2 OneHotEncoder와 ColumnTransformer: scikit-learn으로 범주형 변수 다루기" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true, "id": "FgtaV2nCIw3Z", "outputId": "e5cc5ec0-e1ae-4931-cbdf-bdd1f6d3f9e6", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[1. 0. 0. 0. 1. 0.]\n", " [0. 1. 0. 0. 0. 1.]\n", " [0. 0. 1. 0. 1. 0.]\n", " [0. 1. 0. 1. 0. 0.]]\n" ] } ], "source": [ "from sklearn.preprocessing import OneHotEncoder\n", "# sparse_output=False로 설정하면 OneHotEncode가 희소 행렬이 아니라 넘파이 배열을 반환합니다\n", "ohe = OneHotEncoder(sparse_output=False)\n", "print(ohe.fit_transform(demo_df))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "BfOgxSDJIw3e", "outputId": "112a4f10-ee56-44f5-ddf7-bdcfb26c64b7", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['숫자 특성_0' '숫자 특성_1' '숫자 특성_2' '범주형 특성_상자' '범주형 특성_양말' '범주형 특성_여우']\n" ] } ], "source": [ "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n", "# 대신 get_feature_names_out()을 사용합니다.\n", "print(ohe.get_feature_names_out())" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "0c74momiIw3k", "outputId": "493e6a56-8c18-4f4c-cc1c-e7d692011996", "colab": { "base_uri": "https://localhost:8080/", "height": 206 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " age workclass education gender hours-per-week \\\n", "0 39 State-gov Bachelors Male 40 \n", "1 50 Self-emp-not-inc Bachelors Male 13 \n", "2 38 Private HS-grad Male 40 \n", "3 53 Private 11th Male 40 \n", "4 28 Private Bachelors Female 40 \n", "\n", " occupation income \n", "0 Adm-clerical <=50K \n", "1 Exec-managerial <=50K \n", "2 Handlers-cleaners <=50K \n", "3 Handlers-cleaners <=50K \n", "4 Prof-specialty <=50K " ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ageworkclasseducationgenderhours-per-weekoccupationincome
039State-govBachelorsMale40Adm-clerical<=50K
150Self-emp-not-incBachelorsMale13Exec-managerial<=50K
238PrivateHS-gradMale40Handlers-cleaners<=50K
353Private11thMale40Handlers-cleaners<=50K
428PrivateBachelorsFemale40Prof-specialty<=50K
\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "
\n", "
\n" ] }, "metadata": {}, "execution_count": 14 } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "9AxYs_FgIw3n" }, "outputs": [], "source": [ "from sklearn.compose import ColumnTransformer\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "ct = ColumnTransformer(\n", " [(\"scaling\", StandardScaler(), ['age', 'hours-per-week']),\n", " (\"onehot\", OneHotEncoder(sparse_output=False),\n", " ['workclass', 'education', 'gender', 'occupation'])])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "BtnCutqRIw3s", "outputId": "2d96221a-4bc9-4e61-d1ca-6a3529aa0bc5", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(24420, 44)\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import train_test_split\n", "# income을 제외한 모든 열을 추출합니다\n", "data_features = data.drop(\"income\", axis=1)\n", "# 데이터프레임과 incom을 분할합니다.\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " data_features, data.income, random_state=0)\n", "\n", "ct.fit(X_train)\n", "X_train_trans = ct.transform(X_train)\n", "print(X_train_trans.shape)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "6ibrgrDXIw3u", "outputId": "cd873637-9b8b-46ce-98b9-c21a44fc73fe", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.81\n" ] } ], "source": [ "logreg = LogisticRegression(max_iter=1000)\n", "logreg.fit(X_train_trans, y_train)\n", "\n", "X_test_trans = ct.transform(X_test)\n", "print(\"테스트 점수: {:.2f}\".format(logreg.score(X_test_trans, y_test)))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "ZjnSVylvIw3v", "outputId": "b7491ae7-a419-4724-f8ec-52ed88fc6462", "colab": { "base_uri": "https://localhost:8080/", "height": 74 } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "OneHotEncoder(sparse_output=False)" ], "text/html": [ "
OneHotEncoder(sparse_output=False)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ] }, "metadata": {}, "execution_count": 18 } ], "source": [ "ct.named_transformers_.onehot" ] }, { "cell_type": "markdown", "metadata": { "id": "S7yBZFbCIw3v" }, "source": [ "## 4.3 make_column_transformer로 간편하게 ColumnTransformer 만들기" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "hPJZS3xzIw3z" }, "outputs": [], "source": [ "from sklearn.compose import make_column_transformer\n", "ct = make_column_transformer(\n", " (StandardScaler(), ['age', 'hours-per-week']),\n", " (OneHotEncoder(sparse_output=False), ['workclass', 'education', 'gender', 'occupation']))" ] }, { "cell_type": "markdown", "metadata": { "id": "WDBR8NVJIw30" }, "source": [ "## 4.4 구간 분할, 이산화 그리고 선형 모델, 트리 모델" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "sIb614haIw31", "outputId": "8afdd26b-cd46-4a1b-98a6-aef9c427d5d7", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.tree import DecisionTreeRegressor\n", "\n", "X, y = mglearn.datasets.make_wave(n_samples=120)\n", "line = np.linspace(-3, 3, 1000, endpoint=False).reshape(-1, 1)\n", "\n", "reg = DecisionTreeRegressor(min_samples_leaf=3).fit(X, y)\n", "plt.plot(line, reg.predict(line), label=\"결정 트리\")\n", "\n", "reg = LinearRegression().fit(X, y)\n", "plt.plot(line, reg.predict(line), '--', label=\"선형 회귀\")\n", "\n", "plt.plot(X[:, 0], y, 'o', c='k')\n", "plt.ylabel(\"회귀 출력\")\n", "plt.xlabel(\"입력 특성\")\n", "plt.legend(loc=\"best\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "Qmp8Vs48Iw32" }, "outputs": [], "source": [ "from sklearn.preprocessing import KBinsDiscretizer" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "y8aASbjdIw32", "outputId": "87bbf4f2-1469-43b2-d877-82bbc21a9ecb", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "bin edges: \n", " [array([-2.967, -2.378, -1.789, -1.2 , -0.612, -0.023, 0.566, 1.155,\n", " 1.744, 2.333, 2.921]) ]\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/sklearn/preprocessing/_discretization.py:239: FutureWarning: In version 1.5 onwards, subsample=200_000 will be used by default. Set subsample explicitly to silence this warning in the mean time. Set subsample=None to disable subsampling explicitly.\n", " warnings.warn(\n" ] } ], "source": [ "kb = KBinsDiscretizer(n_bins=10, strategy='uniform')\n", "kb.fit(X)\n", "print(\"bin edges: \\n\", kb.bin_edges_)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "ejWyXxQoIw35", "outputId": "bdc8d758-4dc7-4eb8-8303-c8a65b6dffcb", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "<120x10 sparse matrix of type ''\n", "\twith 120 stored elements in Compressed Sparse Row format>" ] }, "metadata": {}, "execution_count": 23 } ], "source": [ "X_binned = kb.transform(X)\n", "X_binned" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "OQhQ98-uIw36", "outputId": "9188a070-c6a2-4f83-f942-9909b5e19d30", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[[-0.753]\n", " [ 2.704]\n", " [ 1.392]\n", " [ 0.592]\n", " [-2.064]\n", " [-2.064]\n", " [-2.651]\n", " [ 2.197]\n", " [ 0.607]\n", " [ 1.248]]\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "array([[0., 0., 0., 1., 0., 0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0., 0., 0., 0., 0., 1.],\n", " [0., 0., 0., 0., 0., 0., 0., 1., 0., 0.],\n", " [0., 0., 0., 0., 0., 0., 1., 0., 0., 0.],\n", " [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n", " [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.],\n", " [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n", " [0., 0., 0., 0., 0., 0., 0., 0., 1., 0.],\n", " [0., 0., 0., 0., 0., 0., 1., 0., 0., 0.],\n", " [0., 0., 0., 0., 0., 0., 0., 1., 0., 0.]])" ] }, "metadata": {}, "execution_count": 24 } ], "source": [ "print(X[:10])\n", "X_binned.toarray()[:10]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "bGE_lzdJIw37", "outputId": "12be610c-3137-49ee-a3ff-4f966e6d1b72", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/sklearn/preprocessing/_discretization.py:239: FutureWarning: In version 1.5 onwards, subsample=200_000 will be used by default. Set subsample explicitly to silence this warning in the mean time. Set subsample=None to disable subsampling explicitly.\n", " warnings.warn(\n" ] } ], "source": [ "kb = KBinsDiscretizer(n_bins=10, strategy='uniform', encode='onehot-dense')\n", "kb.fit(X)\n", "X_binned = kb.transform(X)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "ptdBtCoBIw38", "outputId": "e5096685-e7e5-485d-d31e-427e91778749", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAAGwCAYAAABYazQUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABcuklEQVR4nO3de3wTVfo/8M8kbdOWthR6v0kRELqCgFwFi8VVF1GptlUR9Su6Kz9dL1QRV9RVWNnFCyisftVVd3G9gCJ0re6qK2orFVgRFGUFEfhS6IXS0jv0RpL5/VGSJs1tkkySmeTzfr2iNJnMnEzTzJNznvMcQRRFEUREREQqowl0A4iIiIg8wSCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKoUFugG+ZDQaUVtbi9jYWAiCEOjmEBERkQSiKKK9vR3p6enQaBz3twR1EFNbW4usrKxAN4OIiIg8UFVVhczMTIePB3UQExsbC6D3JMTFxQW4NURERCRFW1sbsrKyzNdxR4I6iDENIcXFxTGIISIiUhlXqSBM7CUiIiJVYhBDREREqsQghoiIiFQpqHNiiIhIuQwGA06fPh3oZlAAhIeHQ6vVer0fBjFERORXoiiirq4OLS0tgW4KBVB8fDxSU1O9quPGIIaIiPzKFMAkJycjOjqaxUhDjCiK6OjoQH19PQAgLS3N430xiCEiIr8xGAzmACYhISHQzaEAiYqKAgDU19cjOTnZ46ElJvYSEZHfmHJgoqOjA9wSCjTTe8CbvCgGMURE5HccQiI53gMMYoiIiEiVFB3EbNiwAdOnT0dKSgoyMjIwe/ZsfP/994FuFhERkcdEUQQAzJ8/H8XFxS63f+2113D22Wfb3L906VJcffXVVvfNnTsX8fHx5tsLL7xgfqyyshKCIHg8K6y8vBzx8fFuPSc7Oxvvv/++R8eTQtFBzL/+9S+sXLkSdXV1OHLkCMaPH49Zs2bBaDQGumlERBSChg8fDkEQHN7+/ve/m7f9wx/+gLCwMKubIAh455133Dpmc3OzyyToPXv24Mknn8S4cePw0EMPmW8nT57Ek08+aQ6cXCkuLrZ6PZdcconDbV9++WW75+Dyyy936/V5Q9GzkyzfDGFhYbjuuuvwpz/9CSdOnEBycnIAW0ZERKFo7969Dr9Ijx8/HjExMeafH3roIdx///0AAI1Gg2PHjmH48OEYN26cW8f86aefcNZZZwHo7cVpbW0FAHR1dZm3GThwIEaNGgUAqK6uRkNDA4YNGyZ58eOGhgZ8+eWXmDp1KiZOnGi+X6vVYuPGjRgzZozNc26//XbMnz/f6r6nn34ae/bscev1eUPRQYylY8eO4amnnsJll13mMIDp7u5Gd3e3+ee2tjZ/NY+IiEJARESEw8eam5utrk8RERFW23/44YcYMWIEcnJyJB9Pr9fj/fffR0dHB44ePYro6GgkJSWZH8/PzwcAnHXWWYiKisLVV1+Njo4ODBs2DK+99hrmz5+Pyy+/HBqN84GXU6dO4b///a/Dx1NTU23u02q1NlOjT506hUGDBkl+fd5SRRCTm5uLr776CtOmTUNpaanD7VasWIFly5b5sWXA6dNGNDR0IylJh/BwRY/OAWB7fU1t7QXU12a21/cC0eaJEz9DXV2X6w1llJoaiZ07HQ+XuKOnpwf19fXIzs62+3h9fT1WrFiBFStWwGgUodeLEEVgzZo1WLNmDRYuXIjVq1fbPO/Pf/4zwsPDUVRUhJtvvhmff/65eWho6dKl2L17t3nbZcuWYdCgQdi6dSsAoLa2FsOHD8ecOXMgiiKqq6uRlZVlt33Z2dlYunQp3nzzTTzzzDOora3FgAEDUFBQgBUrViAiQofPPy9zeR6qqqrMPUL+oIogpqKiAvX19Xj44YcxY8YMfPvtt4iMjLTZbsmSJeauO6C3J8bRL0wup08bcexYF+Ljw1XxAcX2+pba2guor81sr+8Fos11dV2oqen0y7F84dChQ4iIiEBGRobNY0eOHME111yDSZMm4dZbb4XR2HuOAeCOO+7AihUroNPpbJ63Y8cOPPzww/jrX/+Kq666ChdccAGuvvpqrF+/HrGxsTbbNzQ04Be/+IX55/T0dAwePBj19fXQ6/UwGAxOX8P27dtxxx13YPPmzZg2bRrq6upw5ZVX4oknnsAf/rAcer3zvBqj0Yhvv/0WF154IXbv3o3ExESn28tBFUEMACQnJ+PFF19EbGwsPv/8c1xxxRU22+h0OrtvBCIiUrbUVNsvpu4QRdHtuiPuHLOoqAibNm1yuZ1peOXw4cNISUnBm2++iYceeghTpkzBu+++e6aNfcGATqezO+Nnw4YNuPXWW1FcXIwbb7wRQO/soOuvvx4XXXQRdu7cafOcO+64AzfccAMmTJiA4cOH45133kFsbCwiIiIQHh7usu379u3DkCFDMG3aNAC9Q0iXXHKJ3WGmN954A7fddpvVfQaDAZGRkXjiiSeQkZGBpUuXujymtxQbxBgMBpuxNo1GY3cMjoiI1M2bYR2DQURXlwGRkVpotb4pordhwwabhN4vv/wSV1xxBU6ePGmzfWdnJ0aMGIGOjg489thjuPfee13mpVjSarV4/vnnrQKFpKQkbN68GQcOHLC7r5kzZ+LLL79ESUkJduzYgZEjR2LXrl2Ijo6GKIqorKzE0KFDHR7zV7/6FR544AEUFxfjkksuQWVlJf7yl7/gpZdestn2+uuvx+zZswH0Fq275557EBcXh5dfftlqu7vvvlvya/aEYvs29+zZgzlz5piznHt6erBo0SKkpKQgNzc3wK0jIqJQotFobKZLm75Q978/LCwMsbGx2LRpE6qqqlBcXOxWAAMAhYWFNj0dQG9w4yznZOTIkSgsLERzczOefPJJJCYmIiYmBqNGjcLTTz+NL774wuGMpYyMDHz//fcYPHgwioqKsGXLFnzwwQeYO3euzbY6nQ6JiYlITExEQkKC04RnX1JsEDNmzBhceumlmD9/PlJSUjB06FAcOXIEmzdvxoABAwLdPCIiIqemTJkCg8GA7OxsHDlyxObxhQuLsWDBAqf7aGpqQmJiIqqqqmweu+2227BixQqr+6qrqzFp0iQMHDgQn3zyCZqamnDs2DG8/fbbqKmpwW9/+1untdaysrLw2GOPISYmBvPmzcPIkSNx4MABfPnll+ju9m/itRSKHU7SarW45557cM899wS6KURERB4xGo04cuSI3UUOx44d63L4y2g0orGx0W5Srql2jKWvv/4aer0ezz77rDlHKDIyEhMmTMBTTz2FnJwcHDlyBMOGDbN6XkFBAT766CPzz93d3SgsLMTAgQORmJiI9PQM3H77nZJesz8pNoghIiIKFh0dHebcGVMOj16vRXi4VtKK3pbPtyQIgtXoxPTp0xEZGYm7774b9957L4YMGQK9Xo+ffvoJjz32GMaOHWs3L+bNN980B1oajQbh4eGIiooyP24wiPj00y/cft2+xiCGiIjIx8aOHWv3/pEjR+Knn35y+fxzzz3X7v06nc6qcm9qaip27NiBJ598EldddRWOHTsGrVaLIUOGYPbs2Xj77bft5ueoNU2DQQwREZEH8vLyrAIIe+Lj423WLXJnNlViYqLkdY9Mhg0bhldffdWt50gxY8ZFaGxstvvY66+/bvf+yspK2dthSbGJvURERETOMIghIiIiVWIQQ0RERKrEIIaIiIhUiUEMERERqRKDGCIiIlIlBjFERER+ZJoyfdttvatUe/JcAFi6dCmuvvpqydtXVlZCEAS0tLS4dUxPlZeX212hW04MYoiIiCQaPnw4BEFwePv73/9u3vYPf/iDzcKQgiDg3XffkXSsX/7ylzYLTmo0GtTX10Ov19usgbRw4UKb42k0GtTV1Ul+fZGRkXZfV1iYBikp8VbbZmdn22w3a9YsyceSA4MYIiIiifbu3YvOzk67t1GjRiEmJsa87UMPPYSWlha0tLSgra0N+/fvBwCMHTtO0rE+/vhjnDx5EidPnkRHRwcefvhhTJ8+HU8//TTCw8PxxBNPWG3/zDPPmI/X3t6ORYsW4aKLLkJqaqpbr/HLL7+0eW0nT3bg6NHjVtvt37/faptHHnnErePIgRV7iYiIJIqIiHD4WHNzM5KTk622tdz+ww8/xIgRI5CTk4OuLtsFHZ0da/PmzXjhhRfwySefYMqUKVi5ciWWL1+OnTt32j3etm3b8PLLL2Pbtm146623cPPNN7v1GiMjI63uMxhEANZt1ul0Vj+Hhfk/pGBPDBERkZd6enpQX1+P7Oxsu4/X19djxYoVeOihh6zuX7NmDQRBcJgbU19fj0WLFuHaa6/F3/72N0yZMgWpqakQBAG///3v7T7niy++QFFREWJiYtDU1ITrr78ezc3N+P777yW9lgsvvNBmWEqnC0dh4Ryb19zV1WW+6fV6SfuXE3tiiIgo8B54APAw4VQjiogSAUHAmf9IFB8PrFzp0TH7O3ToECIiIpCRkWHz2JEjR3DNNddg0qRJuPXWW2GZynLHHXdgxYoVNr0atbW1mD9/PsrLy5GXl4ft27cjJyfHvD9RFLF8+XL897//NT+npqYGK1aswAcffIAPP/wQoihizpw5uOWWW/C73/0OcXFxkl7LV199halTp1rdZ1rvydJ5551nHiIz+dWvfiXpGHJhEENERIHX0gI0Nnr0VOHMzZeKioqwadMml9tptVoAwOHDh5GSkoI333wTDz30EKZMmYJ3330XgiAA6JsxpNPp7M7gSU9PR35+PlauXInzzjvP6jFTwDNjxgwMHz4cAPDdd99h2rRpuOaaa7Bjxw5zHsw333yDu+++Gx9++CFyc3M9eelOrV27FvPnz5d9v1IxiCEiosDzYiquKIoQz/TECO72xEi0YcMGm9lAX375Ja644gqcPHnSZvvOzk6MGDECHR0deOyxx3DvvfdCo3Evg+Ouu+5CeXm509eUn5+P+fPnY/z48aiurkZCQoLV4xkZGfjHP/4BoLd3Z+zYseZAy5ELLrjA4WM//fQzRo4c4car8C0GMUREFHheDOsYzwx1REZqodX6pk9Go9HYBCGmYMBeQmtsbCw2bdqE0aNHY8CAAR4f96KLLsLp06ftPvanP/0J3377rflnUwBTU1OD5cuX4+OPP0ZVVRUEQUB2djZmz56NTz/9FLGxsQ6P19XVZfd+g8U5tnT69Gl0dXVBFEV0dnaioaEBlZWV+L//+z/z8JcvMbGXiIjIB6ZMmQKDwYDs7GwcOXLE5vGFC4uxYMECp/vordESZvdmr2ens7MT06ZNQ319PUpKStDW1oampia8/fbb2L9/P3Jzc2VNwF2wYAGioqIQGxuLoUOH4qqrrsLKlStRW1sr2zGcYU8MERGRjxiNRhw5csRub0rv0I7znqPy8nLMnDnT4RBQfn6+1c8//vgjjh49im+//dZqaGnKlCl44YUXcM455+DQoUMYOXKk1fMSExPRKDEnaciQIaisrMRPP/3ksu2+xiCGiIjIxzo6Osy5M6ahGb1ei/BwLaKjo50+NyEhAdXV1XYf658vc+655yIrKwt33XUXfve732H48OEwGo3Yv38/li1bhmHDhuHss8+22U9NTY3VEgX9WQ4nhYUpZxCHQQwREZGPjR071u79I0eOdNmj0djYiKioKLuP6XQ6qzyWqKgobN26FcuXL0dhYSGqq6shCAKysrIwa9YsvPbaawgPD7e7H2dMxe58mXfkCQYxREREHsjLy3OYCGsSHx9v08NhcCMROS8vz2kPiT1ZWVn4y1/+4tZzfCEvL8/ni00qp0+IiIiIyA0MYoiIiEiVGMQQERGRKjGIISIiv3M3z4OCjxzvAQYxRETkN6aZMR0dHQFuCQWa6T1gb7aUVJydREREfqPVahEfH4/6+noAQHR0tHvrHdlhMIjo7jYAUNb0X0fU1l5A3jaLooiOjg7U19cjPj7e5VpOzjCIISIivzKtsGwKZLxlNIrQ60WEhQnQaJQfFKitvYBv2hwfH29+L3iKQQwREfmVIAhIS0tDcnKyw8UN3dHZqcf//d8pnHXWAERFKf+yprb2AvK3OTw83KseGBN1nD0iIgo6Wq1WlguZ0agHcBo6XSQiI5V/WVNbewHltpmJvURERKRKDGKIiIhIlRjEEBERkSoxiCEiIiJVYhBDREREqsQghoiIiFSJQQwRERGpEoMYIiIiUiUGMURERKRKDGKIiIhIlRjEEBERkSoxiCEiIiJVYhBDREREqqToIGbHjh2YPXs2kpOTkZaWhosvvhi7d+8OdLOIiIhIARQdxDz44IO48847cezYMdTU1GDKlCnIz88PdLOIiIgUz2AwoLy8HOvXr0d5eTkMBkOgmyQ7RQcxn332Ga666ipotVpoNBrcfPPNOHr0KI4fPx7ophERESlWSUkJsrOzMXPmTMybNw8zZ85EdnY2SkpKAt00WSk6iAkLC7P6efv27UhJSUFiYqLd7bu7u9HW1mZ1IyIiCiUlJSUoKipCdXW11f01NTUoKioKqkBG0UGMpYMHD+KBBx7AypUrodVq7W6zYsUKDBw40HzLysrycyuJiIgCx2AwYOHChRBF0eYx033FxcVBM7SkiiCmubkZc+bMwa233oqbbrrJ4XZLlixBa2ur+VZVVeXHVhIREQVWRUWFTQ+MJVEUUVVVhYqKCj+2ynfCXG8SWCdPnsTll1+OCRMmYNWqVU631el00Ol0fmoZERGRshw7dkzW7ZRO0T0xnZ2duPLKK5Geno61a9dCEIRAN4mIiEix0tLSZN1O6RQbxPT09OCaa66BTqfDO++8Y5PkS0RERNZyc3ORmZnp8Eu/IAjIyspCbm6un1vmG4oNYrZv345///vf2LlzJ8466yykpqaab5999lmgm0dERKQ4Wq0Wa9asAQCbQMb08+rVqx1OkFEbxXZvXHTRRXazq4mIiIKdwWBARUUFjh07hrS0NOTm5koOPAoKCrBx40YsXLjQKsk3MzMTq1evRkFBga+a7XeKDWKIiIhCUUlJid0AZM2aNZIDkIKCAuTn53scCKkFgxgiIiKFMBWq6z8SYSpUt3HjRsmBjFarRV5eng9aqRyKzYkhIiIKJaFWqE4ODGKIiIgUINQK1cmBQQwREZEChFqhOjkwJ4aISCW8mbFCyhdqherkwJ4YIiIVKCkpQXZ2NmbOnIl58+Zh5syZyM7ODqoViUNdqBWqkwODGCIihTPNWOmfL2GascJAJjiEWqE6OTCIISJSMM5YcZ/BYEB5eTnWr1+P8vJy87lxdL+SmArVZWRkWN2fmZnp1vTqUMGcGCIiBXNnxkqw1wSRwlGhuBtuuAHr16+3W0BOzqJwcuQthUqhOjkwiCEiUjDOWJGutLQUN954rU2vVXV1NZ555hmb7WtqalBYWIiEhAQ0Njaa73e3Oq6JHJV2TUKhUJ0cOJxERKRgnLEijcFgwAMPLHZrzT3TtpYBDOBZrhHzlgKDQQwRkYJxxoo03333HWpra2TZl7u5RsxbChwGMURECsYZK9KcOHFC1v25Ux3X00q7akg0VjoGMURECscZK64lJib6ZL9Sco3cyVsyGAzYsqUCq1atwtChQ1n3x0tM7CUiUoFQnbEidbbP+PHjzyToypvgLCXXSGo+0oEDB5CdnY3q6noAGQDs5+IwMJWOPTFERCphmrFyww03IC8vL+gDGHeqFGu1Wsyde4Nsx3Yn10hK3lJCQgIef/xxl8NOAPNn3MEghoiIFMeT2T5XXnmlW8dISEgA4H2ukZS8Jam4UrV7GMQQEZGieDrbZ/r0aS57RJKSkvDWW2+hrKwMx48fx6ZNm2TJNXKWt7R06VKbadyuKKnujymP55NPPsGWLRWK6iViTgwRESmKp1WKTT0iRUVFEATBKggyBTYvv/yyVXAiZ66Ro31t2LDB7X0ppe5PXwE/Ux5PDTIzkz0q4OcLDGKIiEhRvKlSbOoRsVc5d/Xq1XYvvHJWx7W3L3cDEqXU/TEN6fUGgxHm+5WUgMwghoiIFMXbKsWe9q7Ise6RPabEX2e9S5ZWrVoV8KRtV0N6giCguLgY+fn5AW0rc2KIiEhR5KhS7O5MLndmQrnLMvFXiqSkJK+P6S1PC/j5G3tiiIhIUaTktljOHNr99jbs+fi/aBikR6QHV7Uth7/H45v/ZnN/dXU1CgsLsezS2zBj6FiHzzcYjdhTdwiNHW1IiI7DmNRh0Gqs+wgGAygafRE2/vdLl+1RQlKvWhYeZRBDRESKIzW35ch/DmHcB3+G7mQcck63ITrMvZkzBlHEzRX/dvi4AOC1r9bjkehGaO30DJXU1mLhDz+guqurr42RkVhz3nkoSE+33nigHhsltEkJSb1qWXiUw0lERKRIBQUFqKysRFlZGdatW4eysjIcPnzYKpn0+LcHvTpGxYkTVgFIfyKAqs5OVNhZm6mkthZFO3bYPL+mqwtFO3agpLbW6v7cxERkRkY6PJaSFvNUy8Kj7IkhIiLFcjVzSDQYzf/eGjEag2fPcGv/W7/+Ati61fV2v8hD7JSLzT8bjAbc+bsbYZv2CvN9vz1wGJm/WQ6tpi8f5476cDy6/QOb5yhtMU/bIb2+x5TUVgYxRESkWqJF4TVDShom/PpiJ1vbah+mAV79o8vtps+7BBMsgqny8nLUNzc4fc7x5gZ0jAi3CsLavz+AdT21KN7ThPqevm2dTQEPFOshvXrz/UpqK4MYIiI/89VUXiXw92sTjRZdBBr3MyRMwyY1NTV2pxMLgoDMzEybYROPE1+1GuSnpWFYzEhsHfE/SL04W9HvAdN09c2bt2DXrjpMmJCKSy+doZi2MoghIvKjvgqo1smqSqmA6o1AvDbL4SRB634Q4+5MKBNPE1+FsN7LrlYAxg4ZhYtvuMbtNvubVqvFjBm5SEpqR05OrGICGICJvUREfuPJooZqEajXZjmc5ElPDOB83SNHVWlNPTiuNDT0G3KyCLREvXLWIFIrBjFERH7g6aKGahDQ1+blcJKJlJlQlrRaLZ577jmX+120aJHV6xYsejFEvdHeU8gNDGKIiPxg69ZtqqiA6olAVncVrQIE7y5p7lb5TUxMdLnP/q9bCLMIYgx6zxtLABjEEBH5RV1dnaTtAl0B1ROBrO5qmRMDwb+XNE9et3UQo75eN6VhEENE5AepqamStgt0BVRPBLS6q9G7xF5vePK6hfC++TTiaQYx3mIQQ0TkB9OnT1NFBVRP+Kq6q8FgQHl5OdavX4/y8nK7OTVWs5M0/p0148nrZk+MvBjEEBH5geVKxv0vekqqgOoJX7w2qatKixY9MdDYDyZ8xZPXrbEIYsAgxmsMYoiI/MSTqbxqIedrc2u6tsXsJEHr3yAGcP91m+rEAGAQIwMWuyMi8iNTBdRgrNgrx2tzNV1bEAQUFxcjPz+/d79WOTGBOYfuvG72xMiLQQwRhaxAlf93taihmnn72tyZrp2Xl9ev2J1tT4y/fsdSX7cm3OLYRtaJ8RaDGCIKSb4ukW+6eFZWHkN3dyLOOWcG+JHrmtvTli2XCegXnChxiQeN5XASgxivMSeGiEKOr0vkWyal3nrrfNxxx//DqFE5ql5WwF+kTls+cOBA7z+sZif1XdKUusSDJoI5MXJiEENEIcXdEvlSpvlacnTxrK2tVf36SP7gatqyyeOPP957LkXbOjFKXuJBE84gRk4MYogopLiTcyF1mq+Js4snoO71kfzFctqyM6YEX4O+r3S/5kwQE8hlEFzRWuTECBxO8hqDGCIKKVJzLkpLS90ejlDyxVNNCgoKsHTpUqfbmM7lnpoDfXeeGU4K5DIIrmisghh5g1l3ew2DgeKDmKqqKkyePBmCIECv52JZROQdqTkXb731ltvDEUq+eKrNiBEjJG3XeKrV/G9TT0xAl0FwwSonRsYgxt1ew2Ch6CDm66+/xrRp0zBu3LhAN4WIgoSUUvFJSUk4ceKEw3046lFR8sVTbaSeo4TI2L4fzsxO8tUyCHLQWuTEyDWcpNQkZn9QdBAzfPhw7Nu3D/PmzQt0U4goSEgpFX/jjTdK2lf/HhUlXzzVRuq5HJOc3XffmeEkJS/xIHdOjJKTmP1B0UFMQkICYmJiJG/f3d2NtrY2qxsRUX+uSsXn5+dL2k//3gJnF09A3esj+ZvkQMTiIU1Y3w9KXeIhLDLc/G+NDMNJoZ6Hpeggxl0rVqzAwIEDzbesrKxAN4mIFKqgoACVlZUoKyvDunXrUFZWhsOHD6OgoMCrHhVHF8+MjAzVr4/kb5ICEctlB8K0Ns8/dOgQnnvuOdx999147rnncPDgwYD+Dqx6YkTve2JCPQ8rqMpHLlmyBPfff7/557a2NgYyROSQo1Lxpl6AoqIiCIJg1VUvZTjCci0dU8XeefNmIDZW55PXEcxcrUtkGQhYFrsD7FfsXbVqVUAr9moj+npi5AhiQj0PK6iCGJ1OB52OHxJE5D1TL4C9svWrV692eRE0BUgdHXrs29fOISQvOF2XyGIVa02YbcXe/rkipmTXQPWKaSP63geZp+uwZe4yr/YnGo1IiopDQ6fj9InkqDiIL5Zhy8tfenycLr2AI206NMZ1IzLM+pwOKvwVxlw71eN9eyOoghgiIjkF84rTQcOiN0Nz5vfi9krYfhQeHWH+d3r4KQzv3u31Pl8eMwpFO3YAMJVU7GUaDH1pzCjMPP2DV8fo0GuRcDoOOd1tiO6XJPzVTzkAGMQQESlOMK84HQwsZ/gIZ1axdnclbH+KSxmICmM2otEk2z4L0tOxcfJkLPzhB1R3dZnvz4yKwuoxY1CQni7bsZSGQQwREamXaDmc1NurovRk1/Pf/RM+e3cvwlO1iIqUZ37NGACbDQbs3LMLDU0nkDQ4ERPHTIBWq8UBl892rbPLiKNHuxF+ls6mzaNHBi7fRhVBTF5enoO1SIiIKFgZDAaXQ3mWybGmIEbpya6CRoPMcUMwPCcW0dHyXoZHXXaerPsz6ejQ4/S+dp+02RvKaQkRUQBIuVCS/9mbWZSZmWk7s8hy5tiZZQdMU+RramrsfgEWBAGZmZksOhgEgqpODBGRO0J1vRmlc6eMvnVPjPIr9pK8GMQQUUgK5fVmlMzdMvqC5RRri6BEqRV7SV4MYogo5IT6ejNK5n4ZfcueGOteF2dVmSk4MCeGiEKOkqfghjp3ZxYJdurEWOIU+eDGIIZIIiaABg+pF8rS0lJeAP3M3ZlFlsNJgtb+WlehLNg/tzicRCQBE0CDi9QL5erVq/k79jN3F98ULGrUasKD5+Ish1D43GIQQ+QCE0CDj6sLpSXmxviHwWBAeXk5NmzYgNtvv928PIAlezOL7NWJodD53GIQQ+SELxNATR/a69evR3l5OS+UfmSagiuliKZ1Ein5Qv8eg8cffxwJCQkYPHiw1Xb2ZhYJlhV7tbykAaGVuM6cGCInfJUAKrmQF/lMQUEBiouLsXr1apfb+rM8vb0cBgBBm9fgaLXppqbetYWWLVuGESNGSKrYq+VwEoDQSlxnEEPkhC/WYHH0oW3q5mUNC//Jz8+XFMT4qzy9veA2ISEBANDY2Gi+L1gCXimrTb/22ms4fPiww6DNKicmSIaTvE3GVfraUXJiEEPkhNxrsEj50C4uLkZ+fn7QfNP2J3c//ANdnt6yvQcOHMDSpUtt2mEZvJj4MuBtOHgcexatRvOJbmhiTiFKa3T9JA/taKyV1GPw9rQ5mJxgfyXmkdoW87+DYThJjl5apa8dJScGMUROyH2RC6VuXn/z5MPflBtTVFQEQRCsfse+Lk9vr71S+TLg/fHP72Oq8QD2RcRhZEQbosN8lzfxnbFe0nbhxnqM0kU4fLxDr4XeKCA8Ut2XNLl6aQMdnPuT+sNWIh+Sew2WUOrm9SdvZmIEojy9o/a6w7ZyrUzaWs3/7DFq0GXovZ3SC/j0eCP+frQGnx5vxCm9YH7M01tCeJSkJiWERzndT5shHLsTJkAXEynvufAjOZNxQ2ntKHWHrUR+YLrI2fuWv3r1arcucqHUzesvcgzRFRQUID8/3y/Js87a6wm5A15Bf9r870PzH8SEayf6LBH9lwYDMrOzXfYY/LKizOp30X/YcMKECzDx5w6P26EEcvfSuvO5peaCeAxiKKDU8scj10UulLp5/UWuD39/lad31V53yR3wCga9+d9hunCfJqJ7MpxnL6BKTx+K4uJnkJOT71E7lMAXvbRSPrfUPlOSQQwFjNr+eOS4yAUyByNY6LtP4+dPdqPrayMidQK2fv2FpOdtXfcZYg/5LknVka5uEU2RicjJOReAfD0nvgp4NRZBjKALw8K7fJuI7k6PgaOAqra2Fg8++CAyM4Ebbij0qB2B5qteWmefW8EwU5JBDAVEMPzxeErO4alQ9MONj+CczhbkxPQmnbY3NEh63vS95ZjQ8KOPW2erQ6/FvpNx+Ka5CBctmi1Lz4kvA16NRc7F9z//4JdEdCk9Bs6H4XrvW7z4QVx33dWq/BLg717aYJkpycRe8rtQqibpSEFBASorK1FWVoZ169ahrKwMhw8fZgAjwTjNUaufcxMTkRkZCUcLCAgAsqKikJuY6PO2OdO94zsA7i15APTWiTHVijHxZdKxxtjXE9PU1izpOXL0Lpl6DG644Qbk5eXZXDhdD8OJqKmpVm11ZX8n47ozDKtk7Ikhv3Pnj2fy5Av92DL/8lcORjARjUZozny+Hzsdjar0iQCA23MT8Pjmv9l/DoDfXHgDKlLG+qmVfYRT7ZjU2hu8mBJmXQ0piqJoU6UW8F/FXo2x78tDWoZyEtFDYWafP3tpg+V8MoghvwuWPx7yP9HYd8FvRCzy/nIvACAPwOiSK2w+/LOysgI6RFf93RHgsd4gRqvvNt/vycXKXwGv1qIn5kIXQxwAkJSUhGnTpvm8XaEys89fM+WC5XwyiCG/C5Y/HvI/yyBG7Nfl7s9p0lJFDow2/ztMr7d6TIntBYAwUQ/T2Fz0wCiHvUYmDQ0NGDZsmM8T8l3ljAACMjKCY2afP3ppc3NzkZGRgZqaGruPq2WmJIMY8jt3Eti6u+WppeELjhbqI98xGvpmF4l2smCUNkQXGddXfE0rnrZ5XGntBQCtaDAHMeGR4Q57jSz5IyHf2TCcqcHPPPN0wINAtSgtLUVXV5fdx9Q0U5KJveR3wVBNsqSkBNnZ2Zg5cybmzZuHmTNnIjs7G6WlpYFuWlCzvHApN7ztExXXV5E23GgbxChRmNibE9Nj0EDQ9F4iCgoKcOjQISQlJdl9jr8S8h1VV87IyMDTTz+N/Hz11onxJ9PsUHvrcgHA4MGDVTNDlEEMBUQgSr3LxVmJ+3nzbsQXX0irW0LuM+ot67xIm90TSNqIMHQZej9mw0W9i62VIQy9Qchp0frysG3bNjQ4mc7ur9ks9mb27du3FxdffLFPjxsspFSMjoqKUk1A6HI46ejRow4f0+l0SElJsdkmNTUVERGOF+siApSbE+CMlOnhq1atwh13XAnTn5daqhKrgdVwksQpyoHWJfa+D3RQR09MuCmI6fcdV0kJ+f2H4To61BEgKoGUitHV1dWqWYTWZRCTnZ1t7uI3FcAxfVhPnToVmzdvNm9jenzz5s2MikkSJeYEOCOlVsXx43XYunUbZs2aqbqqxEonGvsyYSxzYpwFioEOIjtNQYygjrpHYWfaqe/XE8OE/OCgpGBUDi6DmObmZoiiiOTkZDQ3NyM2NhYtLS0QRRFhYX1Pb2pqMv87JibGN60lCjCpf9h1dXUhXZXYV4wGI/rCj94gxlmgCCDgQWSP2NviCEEdvQURsB/EcN2v4BBswajLIGbgwIEAenthBgwYAAA4ePAgfv75Z8ydOxenTp2CIAjm7YiCmdQ/7KSkJNxxx62qL+mtNEaDaA5iRAhOA8XCQvtr6Pg7iOxBGAADBgin8c1Ln/r8eN7K0fQGW3pYvy+57lfgydGrGGzBqOQp1t9//z0AYM+ePejo6MAbb7yBuXPn+qxhREokpVZFSkoqAPhlzZmQI/blxOghusxPsrsLPweRPUI4NDAgUmvEpE9f8umxZBHWu96Twc68D677FThyDU0HWzAqaXbSbbfdhpUrV+K2227DyZMnkZmZiZ9//tnXbSNSHCnTwxctWuR0FocltYw7K4VR3/eB+0NjrcsERUf8uS5Mc6w6uuX7a460v9YU1/3yP2czIouKilBSUuLW/tQ8O7Q/ST0xr7/+OhYuXIitW7fi0KFDOP/883HixAlft41IkZx9G33qqedwzjkXo6Fht6R9qWXcWSlEi56Yhp5Or/fnjyByzJN34Z/LP0JDWAsiw31+OFl0R8Xi7Isvcvi42hLy1cxXq02rcXaoPZKCGEEQ8Nxzz2HJkiUAgPDwcHR3d7t4FlHwcvQB0N0tYt++dkyfPi2oxp2VwmjoO5eJugFe788fQeTAtDicf/cVyMmJRXS0Ooqkd3TosW9fu0fPDfRssGAjdcHc559/Hvfcc49b5zoYglGPi92FhYXh5MmTAJyPPxMFK9MHwA033IC8vDyrD49gqEqsRKJFNdgxCRnIzMy0Ob9SCIKArKwsBpEyc1TJ2t3hDuojtbfwvvvuC8lz7XYQ89FHH+HZZ5+FXq+H0WjEgAED0Nzc7Iu2EalaMI07K4XFaBI0GteBorPHGETKy1HeRnV1tUd5G9TLnd5CT3Nk1ExSEDN58mQAwNlnn42amhp8+OGHmDp1qrlODKdXE9nHJEh5ne45jS0nTuCT4/XYfaIa+fn5DgPFTZs2YdOmTQwi/cBVKXtRFLFgwQKfrqsUrEwzIqX0OPprDSslkTRAu337dgDA7bffjttvvx0AUFVVhejoaGdPIyIEx7izEpSUlODu396NY8cbAWQAqMGq7C1Ys2YNKisrHeZhBEPyotJJKWXf2NiIP/7xj3jsscf81Krg4Hz1bluhVr7B4yyzkSNHoqOjQ862EBHZZV3Urm9dNimF6xhE+p7UvI01a9bgkUcesQoimQjsmqMZkc64M/NOzb8Dt3NiCgoKUFZWZv75hx9+wA8//IAff/wRALBs2TL5WkdEIU/Kopuh1H2uRFLzNpqamqxq8zARWDrT0PRzzz0naXupvxO1/w4kBTHPPvssenp6YDQa8cUXXyAxsa8I0rhx4zBu3DjMmDEDAPDHP/7RNy0lCjIGgwHl5eVYv349ysvLeRF2QOoUU38UriP7cnNzMXjwYEnbmnoI5C7gFgq0Wi3uuecepzky7sy8C4bfgcsgpr6+HsuXL8dNN92ELVu2ICYmBmPGjLHaxmg0wmjsnTbA6dZErqn9248/Bduqu8FIq9Vi4cKFkrZNS0tj75oX5CrfECy/A5dBzJAhQxAZGYkDBw5gwYIFuO2226weN500T2o1EIWiYPj240/BtupusHrkkUeQkJDg8HHLHgL2rnlHjvINwfI7kJTYazAY8Nprr2HSpEm46aabAAA9PT2cokhkh8FgwJYtFWhurrNJkpPy7WfhwoVc3dpCMKy66+w9ESy0Wi1eeeUVu6uH9+8hYO+a97xdNiBYfgeSghhRFDF27Fj86le/wpYtW3DOOedAEAQMGzbM1+0jUpXS0lIUF69Eff23AHoA9H47evbZZ5GUlITPP//c5eyC6upqTkW1YDXFFAIswxg1FK5z9J5wd/VhNSgoKMCmTZtcrnLN3jV5eDPzLmh+B6ILOp1OTEpKEru7u8UNGzaIEyZMEEVRFKOiokRRFEWNRiOKoigOGjRIFEVRDAsLc7VLv2ltbRUBiK2trT47xqlTp8WdO5vEU6dO++wYcmJ7fWfTpk0ioBOBoSIQIQLw6rZp0ya/tFst53jTpk1ialLqmXPbe46zsrL8dp484eg9IQiCKAiCYtvu7XtCr9eLZWVl4rp168SysjJRr9fbPJ6ZmSkKgmD3vS8IgpiVlWXzPF+119+U0F53fwf+brPU67fLnJgXXnjB/O/LL78ce/futftN0mg0Yu/evbLmxnR1deHOO+9EWloaUlJSMHfuXDQ2Nsq2fyK5mIaJYNVP4B01JNX5U0FBAcrXb8bHUy/A8pxf4JncGxVd/djZe0L0Q+JkIGe/OVtXzPQ41xYLrGD5HbgMYn7zm9+Y/+BMM5O+/vpr8+Omx9ra2jB69GhZ/1AWLlyIvXv3Yv/+/Th69CgAYN68ebLtn0guUiqWuksNSXX+poGAGYmJmJWSjLHJQxT9ARvIxEk1zH7j2mKBFwy/A0k5MUeOHEFERG+VzDlz5iApKcn8mGlqten/cmltbcXatWtRXl6OuLg4AMDKlSuRlZWFffv2IScnR9bjEXnDV8lvSk+q8zfR0Pc5Iyp8RmSgEietqxv3kVLd2N+8TU4l76n9dyApiLFcI+mRRx4BAAwYMMA3LTpj165dEEXRvPgk0BsdnnXWWfjPf/5jN4jp7u5Gd3e3+ee2tjaftpHIxFfJb4pPqvMzqwuz4HbBcb8KROKkq9lvgiCguLjY49lvvihPz2UhAk/NvwOPPwUaGhrkbIeN48ePIyEhwbxStklKSgqOHz9u9zkrVqzAwIEDzbesrCyftpHIJDc316ZL1hvuVN0MJZY9MVIEMi/ENDUccNxjlJCQIOvv2JdDWGoYoqLQo9ivMkaj0W6SsEajcTh0tWTJErS2tppvVVVVvm4mEYDebzILFiyQZV9qSqrzN8sOBtFFT0ygL7p9iZOOk70bGxtRWloq2zF9NYTFAo2kVIoNYhISEtDS0mLTLdrU1GS1dpMlnU6HuLg4qxuRv4wYMcKt7QVBwOLFi898W++jpqQ6fzIYDPh69w5sqKnBzuYWGETHvTJKuehK6fmRc4aSL4awgqU8PQUnxQYx48ePR09Pj3l1bKA3gDl06BDOP//8ALaMyD53cxuWLl2Kp59+GpWVlSgrK8O6detQVlam6GnDgWLqVbn10f+HW7/7Fnd8vxu3/HON3WBEKRddg8GA3/72ty63k3OGkmkIS47FAU2CpTw9BSeXib3333+/2zt99tlnPWqMpZSUFBQVFeG+++7Dxo0bERERgXvvvRcTJ07ExIkTvd4/kRwsEx2Tk5ORnp6B2lppzzX13Kg5qc4fHM22OdHZZne2jTsXXV+e94qKCpw4cQJAhMtt5ZqhZFXdWBCszpmnw5TBUp6egpPLnpjm5ma3b3J59dVXkZaWhrPPPhvp6eno6OjA+++/L9v+ibzRP+fikksuQVdXp+Tnc+aRa856VUz696oo5aLrzv7lfC/IXfsjaMrTU1By2ROzdu1am/v27duHkpIS83RrX4mLi8Mbb7zh02OQdL6YXqlWjnoHmpqaAURBEDRwdN1Vw4KFSuFJr4pSLrpS95+UlCT7e0HO2h/BsAAnBS+PcmJEUcS7774rd1tIwQI90yMQHE3Pdd47IAIQMGhQvN19+mLmUSCnEfuaJ70qvsgL8UTfFGvnXnzxRZ98GXBV+t+d/QRDeXoKTpKK3Q0YMAAxMTEYNGgQMjMzkZWVhbq6Ol+3jRRCTRVA5VJSUmJ3Jd41a9Zg8ODBLpYYENHU1IQF50zF+0f/i/quk+ZHknUDcP/oPGS9XoFvXvc+EbLs2EGs+m+59TEiY7BodB5mpg2XtI9OQxgODp+GnBVXed0euXnSq+KLvBBPmNpRWOh4qZTFixejqKjIp+2Qg2mIytXq1ET+JimI6ezsxEcffYTOzk5UVVVh165drIYbInxdAVSJXAVtvYv6uZYXp8eLv/olKk6cwLHubqTpdMhNTIRWEABUet/O2lo8tHOHTRWShq6TeGjnP7Fx8mQUpKe73E+HqIX2uxa01+chOnuQ1+2Sk6dDGUq56BYUFGDdurdRXLwS9fU15vuTkpLwv//7v7j22mv90g45qL08PQUnSUGMIAi44IILzOsn/eY3v8Err7yCX/ziF3a337t3r3wtpIBSykwPf5EStL399tuS9pWm00ErCMizWGtMLgZRxMIffrBbRq13QAso3rMH+WlpZ4Im5yK1Bpw83ooUhQUxznpVTBz1qijlopufn49hwy5CU9MeNDfXqfriz5l0pDSSgpj+BEGAVqvF3Xff7fM1lCiwlDLTw1+kBG0NDQ1OK0cDgAAB5761Ca0RrqfXeqJi21eodlLpVQRQ1dmJj2/6NXKnXehwu713PYmxOAQAMJzWy91MWTjqVUmMjsdf3nzJaa+KUi66Wq0WM2bkIjrao49cAEysJ7LH878oAHPnzsXgwYPlagspkFJmeviL1GDM1artIkT8WLnPZxfQ9tMnXW90ZruB6Y57VwxhEcCZ2MWodzyNOdBMvSp/ffh5RGx+F93GNGSOy8UVIZKL4SxHi/koFMokzU5yNBZNwU8pMz38Rc5gzJe9U3IFl6Km7yPA0HPaqzb5mlarxYRzzsN1GRmYOCjeZS9EsMzaUsoSCkRKJCmI2bdvnzkfxsRZ8SkKHqE2vVJK0JYkMcfFl71TcgWXlosoGk4r/yIvGqR97gRLSQClLKFApFSShpNGjhxpc9+hQ4c4lBQiAjnTY+vNyxF3ogqIawXCfP9BrQWwJj0dRdXVEGC9/rAAAKKIF7OzcV97O2q6uhyuT5w4IN6nvVOyTSO26IkxqiGIsbyYO1jFOphKAoRaYj2Ru1wGMT/88IPDx1paWuzef95553ncIFKmQMz0qNl9FNN7/ot9Gv+uRl6Qno6Nkydj4Q8/oLqry3x/ZlQUVo8Zg4L0dGgEAUU7dtgEOiZ3XTHf571TcgSXoqavjUa98oMYWOYi2emECraSAKGWWE/kLpdBzLhx49zaoSAI7NoMUv6e6dF9si+AOKHXoc0Y67djn5OYgn/OHItvm+rQ0N2BJF00zh+cCq2gwX97eh9/9vyBeHLvNhzvOmV+XopuAK4ZdRnuXfN7v7TT6+DSMidGr8zZSZZc9cQEW89FqCXWE7nLZRDjahYG0Pst4MCBA5gxY4YsjSICrHsG9kePwKWblvq9DWOdPDYawD39pr1OmHABfv65A5Fxkf5qolfBpai24SSjZRBj2xUTbD0XXLeIyDnJaydt27YN69ats/vY0aNH8fDDD8vWKCIAEA2WQwfKnA0n1/o0AWPRXjUEMVbDSRrb90Sw9VyEWmI9kbskBzHHjh3DwYMHcfToUVx44YUYNGgQ7r77bgBAamqqar7ZkHpYBjGigyRO8pJFToyod93rGmhWnRF2AttgLAlgyn3KyMiwuj8zM1NVScpEviDpyhAREYGenh6IoohFixbhF7/4Bd555x2Ul5fj3XffRWxsLE6cOOHrtoasYKl34S6rRFOF9sSonsVwkqiGnBij8965YO25KCgoQGVlJcrKyrBu3TqUlZXh8OHDDGAo5EmaYq3X683jsdu2bcPhw4cRERGBpqYmrFq1Crt27cLJk9IqiJJ7QrlSp2X+A3tifERrkROjutlJ9gNbpSz+KDelLKFApCRuLztgNBrNhe+ioqLQ1NSEw4cPQxAEdHZ2IioqSvZGhqpgqnfRn5R1YKxyYjQMYnxCq64p1lZ/C07eE0pZ/JGIfMvtK0NOTg7+93//FydOnMArr7yC+++/H++99x7Cw8OhV0F3tFoEc6VOqdVUOZzkB1rLnBgV/P0aLYv6Od9U9UnXROSSpCDmH//4B8LDwyEIAp588kk89thjSElJQWtrK2677TYAsKkaSt5xp96FmrizDoxl/oMoY09MqOYY2WWZE2NQQWKvkb1zRNRH0qdAfn4+NBoNRFHE5MmTUVNTg4MHD+Krr75CZGRvPQwGMPIKtnoXgPu9S1br5MjUExMsa+rIRQiz7IlRQTAn2iwEQUQhTPJXmcLCQjz++OMAgMjISAwdOtQq+//JJ59kPoyMgq3eBeB+75LRIO9wElcDtkNtOTGWxe7s1IkhotAiW3/swoULER4eLtfuQl4w1rtwt3fJqifGy6GDYM4x8oZgNcXad8NJsg3hWS50yeEkopDHTwGFMtW7cDRMJ4qi6upduNu7ZF0TxLu3arDmGHnLcjgJRt8EcLIO4VktOyBfG4lInRjEkN+427skWn5b93LoIBhzjORglRPjg14ouYfw5AxsiUj9+CmgUKbhD0cEQVDd8Ie71VTlTOwNphwjOWdXWSf2ejec1L9dPT098g/hWQ0nsSuGKNQxiFEoqcMfzz//vKqmCruzDoyrEvPuCJYcI7lnVwmWw5GG3joxngRJ9tqVmZkp+xCeq1WsiSi0uF2xl/oYDAZs2VKBXbvq0NCQiksvnSFbjorUYY377rvP/G+1LEcgtZqqdcVe786rqReoqKjIpqaRWtbU8UUFZ+vhJKNHy1w4aldDQ4OkNrg1hMfhJCKywE8BD5m+eV5++Sw8+ugjuPzyWbLWG/FkWENNU4WlVFO1Lmzm/bduNa8G7KvZVRqLIOarA9+5nb/irF1Sufde53CS3Fj8kdSMQYwH/FFvxNXwhz3BNlVYlLlODKDe1YB9NbvK1BNjEIG/fLXJ7SDJVbucHtuDITwOJ8nL0fBkaWlpoJtGJAmDGDfJ/Y3Y0bcgZ0mwzgTLVGGDwYBdP/+ADTU12NncAjlDMjWuqeOr2VWmnJjvWlpwoqPF4XaO3leezubyeAiPib2ycfZlbN68G/HFF18EqGVE0jGIcZOc34hdJWk6Gv6QYtOmTQ67hk25PErtPjadl7tfegS3fvct7vh+N+a/8ZjLHq5g7hb31ewqTXhvAHGip0fS9v2DFqnHS0xMtPrZ4yE81omRhZQvY6tWrQqqvyEKTgxi3CTXN2KpQ1L9hz+ee+45Scd/4YUX7M5cKS0txVVXXYXLL5+liLWD+gce7733nt3zcuJUi9OhumBfE0nK8GJCQoLbs6s0Yb25/YkREZK27x+0SJ31VVNTI88QHiv2ysL1MKCI48frsHXrNr+1icgTnJ3kJjm+Ebv6FmSqAZOfnw+tVmse/jA9d9WqVaipqZGUTGk5cwUA5s27EUC6w238mRtibyaMVqt1+rosz4vlfuSetaM0puHFwsJCh9s0NjaitLRU0swvE1NPzPj4eKTqonC8uwf2zr4AIC0yGkOfehXVT//V6rHHks7G/6uuhgBYPVcAAFHE7xOHov7qX2M4gOFnHjvWbx9Snafp6euBYRDjMalfxurq6nzcEiLv8FPATXLUG/FmSMrdXBnThX3hwoVniucpY+0gRz1Rzo5v77yE0ppI+fn5SEhIcPi4IAhYsGABhgwZIrlHKiohFgCgFYBnR5/bu5/++z3z/+fPG40hkR3I1J20ut0+ZDA2Tp6MjDMr2ptkRkVh4+TJuH3IYJvneHobFN437BUeG+3eCSQzqV/GUlNTfdwSIu+wJ8ZNtvVG+h5zlqxoMBjM34737t0r6ViOvi2ZcmX692I4IoqixXb2hw0sAwRTr4+veDst1/K8uBMQ+vp1+VpFRQUaGxsdPi6Kot3HnfVIjbjkXGx+dSzE5mOYmng2Xjtfg0f37sKxrk7zNmmR0XjiF+djemIWjjtInZmeOAxfzxyK/zQ1oL67E8m6KEwdnAStoHH4HBODaLT7PEc6DFr8gCG4Zt505zsmh0xfxhz36ApISUnF9OnT/N42IncwiPGAdRBRb74/MzMTq1evtrlQ2Bs2kcLZtyXLgnGbNm3CCy+84N6LcMAfawd5My0XsD4vobQmkqevwd4QpYmg0eDCvy/Bvn3tSMmJxW3RYbjFIuB2NRzVn7uDdp4U1+vo0OO8fe2IiNa5eTQycVX8URSBRYsWqWLmHoU2BjEeMgURmzdvwa5ddZgwwX7FXkf5Gs4IgoCMjAwYDAasX7/e4YXEMldGriDGH2sHeTMtNzMz02qoLpjWRHLFm9fgTo+U5fvKl0Ihl0nJHPXoZmZm4qmnnsM551wcwNYRScMgxgtarRYzZuQiKakdOTmxdoeQ3B02MX0r6uzsxCWXXGK+39m3U1ddw6agCACqq+2XgrcXIPiKNxfj/kN1Ul67q9dl8KLnwZ9cDwG4ppQeKXeT28k3HC0B0t0tYt++9kA3j8glJvb6kCfDJoMHDwYAm9wGZ9WApawOvWbNGvM2/VM3/b12kJTpwv3bkRQ32O43c3dXxu5PTVOzPS2AaCk5OVkRtXR8VYGY3KfG4o9EJgxifEjqt95HH30U69atw2effYbIfjM8TFzNtJGyLlBBQQHWrXsbycnJDrfxB1eBhyAIeOedd/DcDb/D2vHn4+Wx4/DWQsc5Ep6uieSP5SPk5uy1JiQkOJ01l5CQgPnz5yuixHwo5TIRke9wOMmHpA6b/PKXv0ReXh7Ky8tRU1PjcDtXeQ1SVofOz8/HsGEXoalpD5qb6wI2fOJsPN6UHP3ljnZMaj+IfSfj0Bru/K0qdWVsEzUPZzh6raWlpU4SNR3PXJo370Y8/fTbyMnJ99trCKVcJiLyHQYxPuRuvoYc306lJGWacnmiowP763cZeFitYt3baegsf8WdhFS1T82291odBYYZGRno7Oy0G8RYlpi/444r4a+PBDlymYiIGMT4kKtpjIB1vkawfDt1J1HWWeBhuWKxoBE8mo7rSLAOZ9gLDA0Gg1WSuK2+EvOzZs30Szvd/dsgIrKHOTE+5k6+hhzVgANN1kRZi56Yin07ZM1fCZaA0Z7+iZr19fWunwT/l5j3NJeJiMiEQYwf9F/E0dECeN7OtAk02RNlz/TEGETghQ/Wyrq0QDAEjFIpucS81L8NIiJ7FB3ENDc3Y/bs2RAEAQcPHgx0c7widRqjWr+d+mQNI7G3J+a7lhY0tDovt+/udFy1B4zucD2lPbAl5jnFl4g8pdicmCNHjuDCCy/ENddcE+imWNn99lfQrnvL/HOnQYPDJwfAEHMKUVqjk2dKNwLAh2Mux7cZdWjo7kCSLhrnD06F9q+fYs9fP/Vq3+2iDgfO+xVyHrtMlraa+CRR9sxw0okeF4vvnOFu/oqUGVLBgCXmiShYKTaISUhIwO7du9He3o7nn38+0M0x6zrRhqkRx80/d+i10IbHISe8DdFh8hYOG5emBRB75if7lXbd1aHXou2rfwGQN4jxSaLsmeGkxAj7i1b250n+irtTs9WKJeaJKBgpNoiJiYlBTEwM2tull77u7u5Gd3e3+ee2tjZfNE31Bod1QTTK02tk4pNE2TPDSePj45EUn4gTrcd8Mh3XX2sFBRpLzBNRsFFsEOOJFStWYNmyZT49xtSFs4GFs/vu6NAD+9qBnFggwHVXXNl95d04R6iDVhDRfbIHA2Kk9XBI4ZO6H2cCLa0AFF93Bx599XFOx/WS/YBNH4imEBF5LaCJvZMmTUJqaqrNzVNLlixBa2ur+VZVVSVja9XvtCbc/O/O1k5Z9+2TRFmLYCVvwgxVJjwTEZHvBLTr4JtvvpF1fzqdDjqdTtZ9BhN9mA443fvvrpZTAJJk3b/sibKWxe7CNCGTv0JERNIoe/yDZGUIC+8LYtq7fHIMWQMNsS9vR9D09uaESv4KERG5xiAmhBjDdcCZUaTu1g6fHUe2QMMi+VjQKrqkERERBQCDGB+wXDsoOTkZAFBfXx/w4Q9jRN9QW0+774IYb5nO3+f/9x26Tp/AYF0cNAxiiIioH8UHMdnZ2XZnuyiVvUUKLXm6YKEsLIIY/aluJxsGju35i0ByxHEsOj8Hk+ZNDWjbiIhIWfj1VkaO1g6y5PE6QnKItAxilNcT4+j81fd043fPPRqYc0ZERIql+J4YtXC2dpAlURQhCAKKi4uRn5/v16ElISrS/O+hX7yLI+Xv+e3YrhhEI+4u/4eT8xeYc0ZERMrFIEYmW7duc9oDY8mjdYRkED54oPnfSeFdsi+T4I3yhgYc63LWOxSYc0ZERMrFIEYmdXV1bj/H3QULvTXu9kux68uv0KM/iRN6HaJF5QQxP5+S1hZ/nzMiIlIuBjEy8aTSsCcLFnojetAATHjvSezb147EnFhEK2iZhHPKy4GZM11u5+9zRkREysXEXplMnz4NmZmZNiX37REEAVlZWR4vWGgwGFBeXo7169ejvLwcBoNyelQ8ZVp7yfH58+6cERFR8GEQIxNnawdZsreOkDtBSUlJCbKzszFz5kzMmzcPM2fORHZ2tupn7jg/f1zkkYiIbDGIkZFp7aD+ixRa6r9goTtBiaMpyM6mbfur18aT4/R/Tn5+vt3zl5KSgnXr3uYij0REZEU5SRFBov/aQf0r9k6bNg3btm3D+vXrceDAATz++OM2+zAFJZbBjrMp3I6mbdsrvJeePhTFxc8gJydfttdcUlKCe++9FzU1Neb7MjIy8Oc//9lh4GGvbaZCgJWVlebzN2hQKgYPHoPRo+Nlay8REQUHBjE+4GjtoJKSEgwbNszlVGx7QUlFRYXT5/Wftm3qtekf9NTW1uLBBx9EZiZwww2FHr2+/q+psNB2PzU1NSgsLMSmTZtsAhlHbbMXvHV06LFvX7vX7SQiouDD4SQ/kVLN15JlUAJIn1p87NgxF4X3eu9bvPhBr4eWDAYDFixY4HSbBQsWWB3HVY8SABQXFwdFsjIREfkWgxg/kFrN1x5T8CJ1anFaWprLXhtARE1NtTlA8lR5eTkaGxudbtPY2Ijy8nLzz+70KBERETnDIMYPXAcVjpmCF9dTkIGEhATk5ua61WvjDcvgROp2/mobEREFPwYxfuDJBbl/LRnTFGRnvTmNjY0oLS11q9fG35TcNiIiUhcGMX7g7gXZXi0ZAMjPz0dCQoLT5xUXF2PaNFeF9wRkZGR6XThO6hpGltu56lHythAg+V4wFlskInViEOMHUoaCLPWvJWNSUVHhNAfFlE+ybds2l4Xjnnnmaa8Lx+Xl5TkNqoDeIS7LIMZZUTtHwRspR7AWWyQidWIQ4weuLtyCIGDZsmVYt24dysrKcPjwYbv1VdzJJ3FUeC8jIwNPP/008vO9rxOj1WrxyiuvON3mlVdesQlIHLXNUfBGyuBJsUUiIl9inRg/MV247RV4W716taQLt7v5JP0L76WlpWHChAvw888dnr0IOwoKCrBp0yaHhescvS57bcvNzWUPjEJ5UmyRiMjXGMT4kbcXbtOwVE1Njd2LiSAIyMy0znXpX3ivo0Pv9evoz9PX5agoICmPu8UWiYj8gUGMn3lz4TYNSxUVFUEQBKtAJtD5JAxIghunxhOREjEnRmWYT0KBwKnxRKRE7IlRIeaTkL95MpRJRORrDGJUisM35E9KHsokotDF4SQikoRDmUSkNOyJISLJOJRJRErCICbEGQwGXpDILaahTNN7Z8OGDXzvEFFAMIgJYSUlJW4XqSMC+N4hImVgTkyIKi0tZQl58giXHyAipWAQE4IMBgMeeGCxwxLyAFBcXBzQ1YlNKyVv2PAedu7cyZWSFcLV8gNA4N87RBQ6GMSEoO+++w61tTUOH7csIR8Ilisl33rrfNxxx//DqFE5/IavAO4sP0BE5GsMYkLQiRMnJG0XiBLyjoYqamtrOVShAFx+gIiUhEFMCEpMTJS0nb9LyDsbqgA4VKEEXH6AiJSEQUwIGj9+PNLTM8yVVvsTBAFZWVl+LyHPoQrlMy0/oLT3DhGFJgYxIUir1WLlymcAwOZiFMgS8hyqUD7T8gOAst47RBSaGMSEqPz8fLsl5AcNGoSlS5ciPz/f723iUIU6cPkBIlIKBjEhrKCgAJWVlVi2bBkGDx4MAGhqasLjjz+OtLQ0bNy40a/t4VCFepjeO2VlZVi3bh3Kyspw+PBhBjBE5FcMYkJcaWkpli5diqamJqv7GxoacO211+LBBx/0W1ucDVUAHKpQGtPyAzfccAPy8vL4eyEiv2MQE8Kczwbq9cwzz+C9997zW5scDVVkZGRwqIKIiKxw7aQQ5mo2kMldd92FgoICv33TtlwpubLyGLq7EzFv3gzExur8cnwiIlIHBjEhTOosn4aGBlRUVCAvL8+3DbJgGqro6NBj3752DlUQEZENDieFMHdm+XBaMxERKQ2DmBCWm5uLpKQkSdtyWjMRESkNg5gQptVq8eKLL7rcjtOaiYhIiRjEhLiioiIsXrzY4eOCIHBaMxERKRKDGMLTTz+NDRs22CwMmZWVxWnNRESkWIoNYvbv34/rr78eKSkpSE1NxdSpU/HFF18EullB69prr0VdXR0rsBIRkWoodor1kiVLUFhYiDfeeAM6nQ4vvfQSrr76alRVVWHgwIGBbl5QMk1rdsZgMKCiogLHjh1DWloacnNzOdREREQBodiemA0bNuDGG2+ETtdb4OyWW25Be3s7fvrppwC3LHSVlJQgOzsbM2fOxLx58zBz5kxkZ2ejpKQk0E0jIqIQpNggJizMupNo+/btiIyMxLBhwxw+p7u7G21tbVY3kkdJSQmKiopsKvzW1NSgqKiIgQwREfmdYoMYS42Njfj1r3+NRx991Cb51NKKFSswcOBA8y0rK8uPrQxeztZYMt1XXFwMg8Hg76YREVEIC2gQM2nSJKSmptrcLHV3d6OwsBATJ07EkiVLnO5vyZIlaG1tNd+qqqp82fyQ4WqNJVEUUVVVhYqKCj+2ioiIQl1AE3u/+eYbp4/r9Xpcd9110Gq1eOutt6DROI+5dDqdOYeG5CN1yQEuTUBERP6k2NlJRqMRN998MxoaGvDpp58iMjIy0E0KWVKXHODSBERE5E+KzIkRRRG33347fvrpJ3z00UeIiYkJdJNCWm5uLjIzMyEIgt3HBUHg0gREROR3igxijh49ir/97W84fPgwRo0aZZUvs3bt2kA3L+RotVqsWbMGAGwCGdPPzpYmMBgMKC8vx/r161FeXs4EYCIikoUih5OGDBlidyYMBU5BQQE2btyIhQsXWiX5ZmZmYvXq1Q4r+5aUlNh9zpo1a1gNmIiIvKLIIIaUqaCgAPn5+ZIr9ppqy/QPSE21ZbguExEReYNBDLlFytIEgOvaMoIgoLi4GPn5+Vy2gIiIPKLInBhSP9aWISIiX2MQQz7B2jJERORrDGLIJ1hbhoiIfI1BDPkEa8sQEZGvMYghn/C2tgwREZErDGLIZ0y1ZTIyMqzuz8zM5PRqIiLyGqdYk0+5W1uGiIhIKgYx5HNSa8sQERG5g8NJREREpEoMYoiIiEiVGMQQERGRKjGIISIiIlViEENERESqxCCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKjGIISIiIlViEENERESqxCCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKjGIISIiIlViEENERESqxCCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKjGIISIiIlViEENERESqxCCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKik2iPnss89w6aWXIiUlBenp6bjoootQXl4e6GYRERGRQig2iPnggw+wePFi1NbWoqamBnPnzsXs2bPR2NgY6KYRERGRAig2iPnzn/+Myy67DFqtFoIgYN68eejs7MShQ4cC3TQiIiJSgLBAN0CKpqYm/PGPf8To0aMxbtw4h9t1d3eju7vb/HNbW5sfWkdERESBoNieGJObb74ZCQkJ+Pjjj/H+++8jIiLC4bYrVqzAwIEDzbesrCyfty88XIO0tEiEhyv+VAJge31Nbe0F1Ndmttf31NZmttf3lNpmQRRFMVAHnzRpEqqqqmzur6urs/q5tbUVK1euxGuvvYbdu3cjJSXF7v7s9cRkZWWhtbUVcXFx8jaeiIiIfKKtrQ0DBw50ef0OaBDjrqFDh+KBBx7AXXfdJWl7qSeBiIiIlEPq9VtZ/UJniKIIo9Foc39YWBi0Wm0AWkRERERKo8ggprW1FTNmzMD27dvNAc0zzzyDhoYGzJkzJ9DNIyIiIgVQ5Oyk+Ph43HnnnVi8eDEOHDgArVaLnJwcfP7550hPTw9084iIiEgBVJUT4y7mxBAREamPqnNiiIiIiFxhEENERESqxCCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKjGIISIiIlVS5LIDcjEVI25rawtwS4iIiEgq03Xb1aICQR3EtLe3AwCysrIC3BIiIiJyV3t7OwYOHOjw8aBeO8loNKK2thaxsbEQBEG2/ba1tSErKwtVVVVck8kFniv38HxJx3MlHc+VdDxX0vnyXImiiPb2dqSnp0OjcZz5EtQ9MRqNBpmZmT7bf1xcHN/kEvFcuYfnSzqeK+l4rqTjuZLOV+fKWQ+MCRN7iYiISJUYxBAREZEqMYjxgE6nw+OPPw6dThfopigez5V7eL6k47mSjudKOp4r6ZRwroI6sZeIiIiCF3tiiIiISJUYxBAREZEqMYghIiIiVWIQ46HPPvsMl156KVJSUpCeno6LLroI5eXlgW6WIu3fvx/XX389UlJSkJqaiqlTp+KLL74IdLMUrbm5GbNnz4YgCDh48GCgm6MoXV1duPPOO5GWloaUlBTMnTsXjY2NgW6WolVVVWHy5MkQBAF6vT7QzVGsHTt2YPbs2UhOTkZaWhouvvhi7N69O9DNUqQNGzZg+vTpSElJQUZGBmbPno3vv//e7+1gEOOhDz74AIsXL0ZtbS1qamowd+5czJ49mx+mdixZsgRz5szB0aNHUVdXh1tuuQVXX301WltbA900RTpy5AjOO+88DB8+PNBNUaSFCxdi79692L9/P44ePQoAmDdvXoBbpVxff/01pk2bhnHjxgW6KYr34IMP4s4778SxY8dQU1ODKVOmID8/P9DNUqR//etfWLlyJerq6nDkyBGMHz8es2bNgtFo9Gs7ODtJJq2trYiPj8fXX3+NyZMnB7o5iqLX6xEW1lccuqOjAwMGDMB//vMfTJkyJYAtU6aTJ0+iu7sb7e3tGDp0KA4cOMCA5ozW1lYkJSWhvLwc06ZNAwBUV1cjKysLe/fuRU5OToBbqDyNjY3Q6XTYuXMnZs6cidOnT1v9PVKf/p9Ve/fuxbnnnou6ujqkpKQEsGXK9/3332PcuHE4fvw4kpOT/XZc9sTIoKmpCX/4wx8wevRoftuxo/8H5vbt2xEZGYlhw4YFqEXKFhMTg4SEhEA3Q5F27doFURStvihkZmbirLPOwn/+858Atky5EhISEBMTE+hmqIK9z6qUlBQkJiYGqEXqcOzYMTz11FO47LLL/BrAAAxivHbzzTcjISEBH3/8Md5//31EREQEukmK1tjYiF//+td49NFH+cFAbjt+/DgSEhJsLjYpKSk4fvx4gFpFwejgwYN44IEHsHLlSmi12kA3R7Fyc3ORnp6OI0eO4O233/b78RnEODFp0iSkpqba3Cy9+eabaGlpQWFhIS688MKQ/SCVcq66u7tRWFiIiRMnYsmSJQFqqTJIOV9ky2g02l2RXqPR+H0snoJXc3Mz5syZg1tvvRU33XRToJujaBUVFTh+/DhycnIwY8YMdHV1+fX4HBh14ptvvpG03cCBA/HEE0/grbfewsaNG3HXXXf5uGXK4+pc6fV6XHfdddBqtXjrrbecLq0eCqS+t8haQkICWlpaIIqiVTDT1NTEnj2SxcmTJ3H55ZdjwoQJWLVqVaCbowrJycl48cUXERsbi88//xxXXHGF344d2lcSD4miaPdbX1hYGLsd7TAajbj55pvR0NCA0tJSREZGBrpJpFLjx49HT08PfvzxR/N9TU1NOHToEM4///wAtoyCQWdnJ6688kqkp6dj7dq1dnv9CDAYDDb3aTQaaLVav18DGcR4oLW1FTNmzMD27dvNAc0zzzyDhoYGzJkzJ9DNUxRRFHH77bfjp59+wkcffcQEQ/JKSkoKioqKcN9996G1tRWdnZ249957MXHiREycODHQzSMV6+npwTXXXAOdTod33nmHM7ic2LNnD+bMmYM9e/YA6D13ixYtQkpKCnJzc/3aFgYxHoiPj8edd96JxYsXIzU1FZmZmfjkk0/w+eefIz09PdDNU5SjR4/ib3/7Gw4fPoxRo0ZZ5X+sXbs20M0jFXr11VeRlpaGs88+G+np6ejo6MD7778f6GaRym3fvh3//ve/sXPnTpx11llWn1WfffZZoJunKGPGjMGll16K+fPnIyUlBUOHDsWRI0ewefNmDBgwwK9tYZ0YIiIiUiX2xBAREZEqMYghIiIiVWIQQ0RERKrEIIaIiIhUiUEMERERqRKDGCIiIlIlBjFERESkSgxiiIiISJUYxBCR7FpbW/Hb3/4WGRkZGDx4MAoKCnD48GHz46+//jrGjRvn1j7j4+NRXl4ub0MdqKyshCAIaGlp8cvxiMgzDGKISHa33nor9u/fj/Lycvz4449ITEzElVdeiZ6eHrvbz507F4IgWN3y8vLcOmZ8fLzNPixver3e5jmiKCIsLMxvwRERyYtBDBHJqqOjA6WlpXjhhRcwYsQIpKWl4cUXX0RlZSW2b99u9znvvPMORFE035577jkAwKlTpxAWFoawsDC0tra6PPZHH32Ezs5Ouzd7C/qdOHECBoMBQ4YMMR+vpaUFbW1tXpwBIvIXLtNJRD6h1WrN/zb1hjhaqu29997Drl27zD/v3LkTADBgwABzD0piYqLLY+bn50Ojsf1ulpqaisrKSpv73333XQDADz/8gKFDh+LGG29EaWmpy+MQkTIwiCEiWUVHR+OKK67A/fffj5deegkDBgzAsmXLkJGRgQsuuMDuc/71r3+htrYW//M//wMAGD16NFJSUnDy5EnExsZKPvZHH32ESy65RNK2NTU1ePLJJ/HEE0/gzjvvRFZWlnk17MrKSgwdOlTycYkoMDicRESye/3115GUlITx48djyJAhOHDgAP75z39Cp9M5fM4555yDm266CTfddBPmzp2L8847Dz///DO2bNkCURQxcOBAp8cMCwvDrFmzzMNP/W9ff/21edt9+/bhsssuw5w5c/Doo4/i1VdfxeWXX45nn33WYd4OESkPe2KISHaDBw/G2rVrHT4+evRo3HLLLVb3vfLKK3j99deh1+sRFhaGhIQEDB8+HPn5+cjNzXW4r1OnTkEURbvDRf2dPHkSjY2NmD59OoqLi/H73/8eAHDFFVdgx44dePTRR9HQ0CDtRRJRwDGIISKfMBgMOHbsGDIyMiAIgtVjqampVlOsX3zxRaxevRqCICAmJsYqn8Zk0qRJiIuLs7k/JSUFp06dktyuw4cPo7Ky0mZfQ4YMwZtvvgkAaGhowPXXX4+IiAjJ+yUi/xNER5l2REReMOWVNDc3Iz4+3uqxt956CytXrsTu3but7jf1qjgSFRVlN8ARRdFlIBMTE2NzX01NDZYvX46PP/4YVVVVEAQB2dnZmD17Nh599FEkJyc73ScRBRZzYojIpwYNGmRTs+Xmm2+2u21GRgZiY2Md3ioqKuw+b//+/U6fFxsbixMnTlg9p7OzE9OmTUN9fT1KSkrQ1taGpqYmvP3229i/fz9yc3Pt1pYhIuVgEENEPtXc3GxVA0YURfOwTX8tLS0225puzhJ7R40a5fB5lpWCLf344484evQoXnnlFZx//vkYMGAA4uLiMGXKFLzwwgv4+eefcejQIVnOARH5BoMYIvKp1tZWtLS0WN06OjoC3Syce+65yMrKwl133YXvvvsO7e3taG1txY4dO1BcXIxhw4bh7LPPDnQzicgJJvYSkU9lZ2fbvX/s2LF+Ob5Wq0VCQoJNEbyoqChs3boVy5cvR2FhIaqrqyEIArKysjBr1iy89tprCA8P90sbicgzTOwlIlX48ssvcd5552HQoEGBbgoRKQSDGCIiIlIl5sQQERGRKjGIISIiIlViEENERESqxCCGiIiIVIlBDBEREakSgxgiIiJSJQYxREREpEoMYoiIiEiVGMQQERGRKv1/W0iGVD9uB4oAAAAASUVORK5CYII=\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "line_binned = kb.transform(line)\n", "\n", "reg = LinearRegression().fit(X_binned, y)\n", "plt.plot(line, reg.predict(line_binned), label='구간 선형 회귀')\n", "\n", "reg = DecisionTreeRegressor(min_samples_split=3).fit(X_binned, y)\n", "plt.plot(line, reg.predict(line_binned), label='구간 결정 트리')\n", "plt.plot(X[:, 0], y, 'o', c='k')\n", "plt.vlines(kb.bin_edges_[0], -3, 3, linewidth=1, alpha=.2)\n", "plt.legend(loc=\"best\")\n", "plt.ylabel(\"회귀 출력\")\n", "plt.xlabel(\"입력 특성\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "markdown", "metadata": { "id": "wkizf20fIw39" }, "source": [ "## 4.5 상호작용과 다항식" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "K-IJo7d7Iw3-", "outputId": "a8302f61-d991-4f4c-e599-9062dac6a377", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(120, 11)\n" ] } ], "source": [ "X_combined = np.hstack([X, X_binned])\n", "print(X_combined.shape)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "WTflF9qmIw3-", "outputId": "249dcac1-f3a8-41c3-d7ad-0527ecd611b0", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "reg = LinearRegression().fit(X_combined, y)\n", "\n", "line_combined = np.hstack([line, line_binned])\n", "plt.plot(line, reg.predict(line_combined), label='원본 특성을 더한 선형 회귀')\n", "\n", "plt.vlines(kb.bin_edges_[0], -3, 3, linewidth=1, alpha=.2)\n", "plt.legend(loc=\"best\")\n", "plt.ylabel(\"회귀 출력\")\n", "plt.xlabel(\"입력 특성\")\n", "plt.plot(X[:, 0], y, 'o', c='k')\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "k5EpjYALIw3_", "outputId": "d9ba7b64-eeb5-4562-978f-31dd5be9bff2", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(120, 20)\n" ] } ], "source": [ "X_product = np.hstack([X_binned, X * X_binned])\n", "print(X_product.shape)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "6BmM8PThIw3_", "outputId": "1df41fda-3a8a-4d08-e700-cc3f13753288", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "reg = LinearRegression().fit(X_product, y)\n", "\n", "line_product = np.hstack([line_binned, line * line_binned])\n", "plt.plot(line, reg.predict(line_product), label='원본 특성을 곱한 선형 회귀')\n", "\n", "plt.vlines(kb.bin_edges_[0], -3, 3, linewidth=1, alpha=.2)\n", "\n", "plt.plot(X[:, 0], y, 'o', c='k')\n", "plt.ylabel(\"회귀 출력\")\n", "plt.xlabel(\"입력 특성\")\n", "plt.legend(loc=\"best\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "ysbRYiNxIw3_" }, "outputs": [], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "\n", "# x ** 10까지 고차항을 추가합니다\n", "# 기본값인 \"include_bias=True\"는 절편에 해당하는 1인 특성을 추가합니다\n", "poly = PolynomialFeatures(degree=10, include_bias=False)\n", "poly.fit(X)\n", "X_poly = poly.transform(X)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "VKiNC_QZIw4B", "outputId": "c70a75f3-87b5-4b90-fd22-80ff98c32a8c", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X_poly.shape: (120, 10)\n" ] } ], "source": [ "print(\"X_poly.shape:\", X_poly.shape)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "scrolled": true, "id": "H85nbXgxIw4D", "outputId": "8dfae51b-3b9b-4129-f0c3-e732692d268a", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X 원소:\n", " [[-0.753]\n", " [ 2.704]\n", " [ 1.392]\n", " [ 0.592]\n", " [-2.064]]\n", "X_poly 원소:\n", " [[ -0.753 0.567 -0.427 0.321 -0.242 0.182 -0.137\n", " 0.103 -0.078 0.058]\n", " [ 2.704 7.313 19.777 53.482 144.632 391.125 1057.714\n", " 2860.36 7735.232 20918.278]\n", " [ 1.392 1.938 2.697 3.754 5.226 7.274 10.125\n", " 14.094 19.618 27.307]\n", " [ 0.592 0.35 0.207 0.123 0.073 0.043 0.025\n", " 0.015 0.009 0.005]\n", " [ -2.064 4.26 -8.791 18.144 -37.448 77.289 -159.516\n", " 329.222 -679.478 1402.367]]\n" ] } ], "source": [ "print(\"X 원소:\\n\", X[:5])\n", "print(\"X_poly 원소:\\n\", X_poly[:5])" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": true, "id": "sODM2cJIIw4F", "outputId": "a7c9176e-224a-4568-e4e8-75875edffff7", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "항 이름:\n", " ['x0' 'x0^2' 'x0^3' 'x0^4' 'x0^5' 'x0^6' 'x0^7' 'x0^8' 'x0^9' 'x0^10']\n" ] } ], "source": [ "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n", "# 대신 get_feature_names_out()을 사용합니다.\n", "print(\"항 이름:\\n\", poly.get_feature_names_out())" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "MM72GuNTIw4G", "outputId": "65405d61-022b-45c6-e6af-dadebb1c6987", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "reg = LinearRegression().fit(X_poly, y)\n", "\n", "line_poly = poly.transform(line)\n", "plt.plot(line, reg.predict(line_poly), label='다항 선형 회귀')\n", "plt.plot(X[:, 0], y, 'o', c='k')\n", "plt.ylabel(\"회귀 출력\")\n", "plt.xlabel(\"입력 특성\")\n", "plt.legend(loc=\"best\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "hgkxKEjKIw4G", "outputId": "5fbc0734-5a38-4f2d-9734-87eb3d16f63a", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "from sklearn.svm import SVR\n", "\n", "for gamma in [1, 10]:\n", " svr = SVR(gamma=gamma).fit(X, y)\n", " plt.plot(line, svr.predict(line), label='SVR gamma={}'.format(gamma))\n", "\n", "plt.plot(X[:, 0], y, 'o', c='k')\n", "plt.ylabel(\"회귀 출력\")\n", "plt.xlabel(\"입력 특성\")\n", "plt.legend(loc=\"best\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "id": "gd3fG73eIw4H" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", "# 보스턴 주택 데이터셋이 1.2 버전에서 삭제되므로 직접 다운로드합니다.\n", "data_url = \"http://lib.stat.cmu.edu/datasets/boston\"\n", "raw_df = pd.read_csv(data_url, sep=\"\\s+\", skiprows=22, header=None)\n", "data = np.hstack([raw_df.values[::2, :], raw_df.values[1::2, :2]])\n", "target = raw_df.values[1::2, 2]\n", "X_train, X_test, y_train, y_test = train_test_split(data, target,\n", " random_state=0)\n", "\n", "# 데이터 스케일 조정\n", "scaler = MinMaxScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "nnRgSZWjIw4H", "outputId": "14370be6-62fe-42ed-b5a9-3484503693e1", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X_train.shape: (379, 13)\n", "X_train_poly.shape: (379, 105)\n" ] } ], "source": [ "poly = PolynomialFeatures(degree=2).fit(X_train_scaled)\n", "X_train_poly = poly.transform(X_train_scaled)\n", "X_test_poly = poly.transform(X_test_scaled)\n", "print(\"X_train.shape:\", X_train.shape)\n", "print(\"X_train_poly.shape:\", X_train_poly.shape)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "GgZCRbymIw4J", "outputId": "f351213e-e196-422e-a9e6-5e2f43b1d1f9", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "다항 특성 이름:\n", " ['1' 'x0' 'x1' 'x2' 'x3' 'x4' 'x5' 'x6' 'x7' 'x8' 'x9' 'x10' 'x11' 'x12'\n", " 'x0^2' 'x0 x1' 'x0 x2' 'x0 x3' 'x0 x4' 'x0 x5' 'x0 x6' 'x0 x7' 'x0 x8'\n", " 'x0 x9' 'x0 x10' 'x0 x11' 'x0 x12' 'x1^2' 'x1 x2' 'x1 x3' 'x1 x4' 'x1 x5'\n", " 'x1 x6' 'x1 x7' 'x1 x8' 'x1 x9' 'x1 x10' 'x1 x11' 'x1 x12' 'x2^2' 'x2 x3'\n", " 'x2 x4' 'x2 x5' 'x2 x6' 'x2 x7' 'x2 x8' 'x2 x9' 'x2 x10' 'x2 x11'\n", " 'x2 x12' 'x3^2' 'x3 x4' 'x3 x5' 'x3 x6' 'x3 x7' 'x3 x8' 'x3 x9' 'x3 x10'\n", " 'x3 x11' 'x3 x12' 'x4^2' 'x4 x5' 'x4 x6' 'x4 x7' 'x4 x8' 'x4 x9' 'x4 x10'\n", " 'x4 x11' 'x4 x12' 'x5^2' 'x5 x6' 'x5 x7' 'x5 x8' 'x5 x9' 'x5 x10'\n", " 'x5 x11' 'x5 x12' 'x6^2' 'x6 x7' 'x6 x8' 'x6 x9' 'x6 x10' 'x6 x11'\n", " 'x6 x12' 'x7^2' 'x7 x8' 'x7 x9' 'x7 x10' 'x7 x11' 'x7 x12' 'x8^2' 'x8 x9'\n", " 'x8 x10' 'x8 x11' 'x8 x12' 'x9^2' 'x9 x10' 'x9 x11' 'x9 x12' 'x10^2'\n", " 'x10 x11' 'x10 x12' 'x11^2' 'x11 x12' 'x12^2']\n" ] } ], "source": [ "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n", "# 대신 get_feature_names_out()을 사용합니다.\n", "print(\"다항 특성 이름:\\n\", poly.get_feature_names_out())" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "kSjfWTQQIw4K", "outputId": "acf85cce-6b03-4f55-f0cb-d8e10d66e451", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "상호작용 특성이 없을 때 점수: 0.621\n", "상호작용 특성이 있을 때 점수: 0.753\n" ] } ], "source": [ "from sklearn.linear_model import Ridge\n", "ridge = Ridge().fit(X_train_scaled, y_train)\n", "print(\"상호작용 특성이 없을 때 점수: {:.3f}\".format(ridge.score(X_test_scaled, y_test)))\n", "ridge = Ridge().fit(X_train_poly, y_train)\n", "print(\"상호작용 특성이 있을 때 점수: {:.3f}\".format(ridge.score(X_test_poly, y_test)))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "id": "J0HAGJpfIw4L", "outputId": "32a85db1-ce7a-47a1-edfc-ee8949a30f63", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "상호작용 특성이 없을 때 점수: 0.795\n", "상호작용 특성이 있을 때 점수: 0.775\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "rf = RandomForestRegressor(n_estimators=100, random_state=0).fit(X_train_scaled, y_train)\n", "print(\"상호작용 특성이 없을 때 점수: {:.3f}\".format(rf.score(X_test_scaled, y_test)))\n", "rf = RandomForestRegressor(n_estimators=100, random_state=0).fit(X_train_poly, y_train)\n", "print(\"상호작용 특성이 있을 때 점수: {:.3f}\".format(rf.score(X_test_poly, y_test)))" ] }, { "cell_type": "markdown", "metadata": { "id": "qcQsnngOIw4M" }, "source": [ "## 4.6 일변량 비선형 변환" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "id": "odTyERvWIw4M", "outputId": "a1ac0463-b59b-4aff-b580-c0df1a7de69d", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[ 56 81 25 20 27 18 12 21 109 7]\n" ] } ], "source": [ "rnd = np.random.RandomState(0)\n", "X_org = rnd.normal(size=(1000, 3))\n", "w = rnd.normal(size=3)\n", "\n", "X = rnd.poisson(10 * np.exp(X_org))\n", "y = np.dot(X_org, w)\n", "print(X[:10, 0])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": true, "id": "sKqs7xgpIw4N", "outputId": "9699d06c-7137-4c26-edc9-16574dbe7155", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "특성 출현 횟수:\n", " [28 38 68 48 61 59 45 56 37 40 35 34 36 26 23 26 27 21 23 23 18 21 10 9\n", " 17 9 7 14 12 7 3 8 4 5 5 3 4 2 4 1 1 3 2 5 3 8 2 5\n", " 2 1 2 3 3 2 2 3 3 0 1 2 1 0 0 3 1 0 0 0 1 3 0 1\n", " 0 2 0 1 1 0 0 0 0 1 0 0 2 2 0 1 1 0 0 0 0 1 1 0\n", " 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 1 0 0 0 0 0 0 0\n", " 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1]\n" ] } ], "source": [ "print(\"특성 출현 횟수:\\n\", np.bincount(X[:, 0]))" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "wYBMliVlIw4N", "outputId": "a6ed59f8-8459-4aae-834b-cc9b398dd6ab", "colab": { "base_uri": "https://localhost:8080/", "height": 454 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "plt.xlim(0, 160)\n", "plt.ylim(0, 70)\n", "bins = np.bincount(X[:, 0])\n", "plt.bar(range(len(bins)), bins, color='grey')\n", "plt.ylabel(\"출현 횟수\")\n", "plt.xlabel(\"값\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "id": "mxSOHs9fIw4N", "outputId": "42942328-077c-4087-f3a5-c32748dd3ecf", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.622\n" ] } ], "source": [ "from sklearn.linear_model import Ridge\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", "score = Ridge().fit(X_train, y_train).score(X_test, y_test)\n", "print(\"테스트 점수: {:.3f}\".format(score))" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "id": "DKjp5UcnIw4O" }, "outputs": [], "source": [ "X_train_log = np.log(X_train + 1)\n", "X_test_log = np.log(X_test + 1)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "id": "-2miAqoWIw4O", "outputId": "b1a3c53e-7bec-48e8-bf49-2105c07bcdab", "colab": { "base_uri": "https://localhost:8080/", "height": 449 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "plt.hist(X_train_log[:, 0], bins=25, color='gray')\n", "plt.ylabel(\"출현 횟수\")\n", "plt.xlabel(\"값\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "id": "y1cu5C8_Iw4O", "outputId": "9469946f-90d0-4c36-e917-1bcaf01f7f76", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.875\n" ] } ], "source": [ "score = Ridge().fit(X_train_log, y_train).score(X_test_log, y_test)\n", "print(\"테스트 점수: {:.3f}\".format(score))" ] }, { "cell_type": "markdown", "metadata": { "id": "GkPUOncwIw4P" }, "source": [ "## 4.7 특성 자동 선택\n", "### 4.7.1 일변량 통계" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "id": "jzsMG7ebIw4P", "outputId": "fd9512ed-779a-48bf-8121-b198207b4792", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X_train.shape: (284, 80)\n", "X_train_selected.shape: (284, 40)\n" ] } ], "source": [ "from sklearn.datasets import load_breast_cancer\n", "from sklearn.feature_selection import SelectPercentile, f_classif\n", "from sklearn.model_selection import train_test_split\n", "\n", "cancer = load_breast_cancer()\n", "\n", "# 고정된 난수를 발생시킵니다\n", "rng = np.random.RandomState(42)\n", "noise = rng.normal(size=(len(cancer.data), 50))\n", "# 데이터에 노이즈 특성을 추가합니다\n", "# 처음 30개는 원본 특성이고 다음 50개는 노이즈입니다\n", "X_w_noise = np.hstack([cancer.data, noise])\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X_w_noise, cancer.target, random_state=0, test_size=.5)\n", "# f_classif(기본값)와 SelectPercentile을 사용하여 특성의 50%를 선택합니다\n", "select = SelectPercentile(score_func=f_classif, percentile=50)\n", "select.fit(X_train, y_train)\n", "# 훈련 세트에 적용합니다\n", "X_train_selected = select.transform(X_train)\n", "\n", "print(\"X_train.shape:\", X_train.shape)\n", "print(\"X_train_selected.shape:\", X_train_selected.shape)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "aCY3CHWwIw4Q", "outputId": "aacb1012-2444-468e-ffeb-79eb2620e338", "colab": { "base_uri": "https://localhost:8080/", "height": 205 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[ True True True True True True True True True False True False\n", " True True True True True True False False True True True True\n", " True True True True True True False False False True False True\n", " False False True False False False False True False False True False\n", " False True False True False False False False False False True False\n", " True False False False False True False True False False False False\n", " True True False True False False False False]\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "mask = select.get_support()\n", "print(mask)\n", "# True는 검은색, False는 흰색으로 마스킹합니다\n", "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n", "plt.xlabel(\"특성 번호\")\n", "plt.yticks([0])\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "id": "tep5JmwXIw4Q", "outputId": "eb64cdb7-9136-40e1-ab62-4486e7edddc5", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "전체 특성을 사용한 점수: 0.947\n", "선택된 일부 특성을 사용한 점수: 0.933\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "# 테스트 데이터 변환\n", "X_test_selected = select.transform(X_test)\n", "\n", "lr = LogisticRegression(max_iter=5000)\n", "lr.fit(X_train, y_train)\n", "print(\"전체 특성을 사용한 점수: {:.3f}\".format(lr.score(X_test, y_test)))\n", "lr.fit(X_train_selected, y_train)\n", "print(\"선택된 일부 특성을 사용한 점수: {:.3f}\".format(\n", " lr.score(X_test_selected, y_test)))" ] }, { "cell_type": "markdown", "metadata": { "id": "qyDSp8FFIw4R" }, "source": [ "### 4.7.2 모델 기반 특성 선택" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "id": "QI8NWBcVIw4U" }, "outputs": [], "source": [ "from sklearn.feature_selection import SelectFromModel\n", "from sklearn.ensemble import RandomForestClassifier\n", "select = SelectFromModel(\n", " RandomForestClassifier(n_estimators=100, random_state=42),\n", " threshold=\"median\")" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "id": "yXkAP4U-Iw4U", "outputId": "6f34a98d-871e-40f4-f110-9bceee0f5142", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "X_train.shape: (284, 80)\n", "X_train_l1.shape: (284, 40)\n" ] } ], "source": [ "select.fit(X_train, y_train)\n", "X_train_l1 = select.transform(X_train)\n", "print(\"X_train.shape:\", X_train.shape)\n", "print(\"X_train_l1.shape:\", X_train_l1.shape)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "id": "dDXKPekBIw4V", "outputId": "0678eda9-45df-4146-f584-500b4003aa7f", "colab": { "base_uri": "https://localhost:8080/", "height": 84 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "mask = select.get_support()\n", "# True는 검은색, False는 흰색으로 마스킹합니다\n", "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n", "plt.xlabel(\"특성 번호\")\n", "plt.yticks([0])\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "id": "ccv4m3eLIw4W", "outputId": "17d61a09-0b1a-4f7d-e0d2-fe6a3b99bb45", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.947\n" ] } ], "source": [ "X_test_l1 = select.transform(X_test)\n", "score = LogisticRegression(max_iter=5000).fit(X_train_l1, y_train).score(X_test_l1, y_test)\n", "print(\"테스트 점수: {:.3f}\".format(score))" ] }, { "cell_type": "markdown", "metadata": { "id": "VLA7xrELIw4W" }, "source": [ "### 4.7.3 반복적 특성 선택" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "id": "gHxjaECrIw4X", "outputId": "ec717a30-d042-4a18-8351-774fc4711211", "colab": { "base_uri": "https://localhost:8080/", "height": 84 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "from sklearn.feature_selection import RFE\n", "select = RFE(RandomForestClassifier(n_estimators=100, random_state=42),\n", " n_features_to_select=40)\n", "\n", "select.fit(X_train, y_train)\n", "# 선택된 특성을 표시합니다\n", "mask = select.get_support()\n", "plt.matshow(mask.reshape(1, -1), cmap='gray_r')\n", "plt.xlabel(\"특성 번호\")\n", "plt.yticks([0])\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "id": "8TEMQ_KQIw4X", "outputId": "f034c655-a149-4030-eaa1-f35c6ac9df76", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.940\n" ] } ], "source": [ "X_train_rfe = select.transform(X_train)\n", "X_test_rfe = select.transform(X_test)\n", "\n", "score = LogisticRegression(max_iter=5000).fit(X_train_rfe, y_train).score(X_test_rfe, y_test)\n", "print(\"테스트 점수: {:.3f}\".format(score))" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "id": "5rjE2KynIw4Y", "outputId": "4e85846d-b9c8-43d1-a0d9-673a56667f3a", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 점수: 0.951\n" ] } ], "source": [ "print(\"테스트 점수: {:.3f}\".format(select.score(X_test, y_test)))" ] }, { "cell_type": "markdown", "metadata": { "id": "ooyjwkd1Iw4Y" }, "source": [ "## 4.8 전문가 지식 활용" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "id": "863nR62sIw4Y", "outputId": "0f2e8b0c-45af-4be7-b500-1f03c4424cff", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/content/mglearn/datasets.py:44: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n", " data_resampled = data_starttime.resample(\"3h\").sum().fillna(0)\n" ] } ], "source": [ "citibike = mglearn.datasets.load_citibike()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "id": "tv6q4MuqIw4Z", "outputId": "df103f37-75d7-49fb-822f-777588a96a62", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "시티 바이크 데이터:\n", " starttime\n", "2015-08-01 00:00:00 3\n", "2015-08-01 03:00:00 0\n", "2015-08-01 06:00:00 9\n", "2015-08-01 09:00:00 41\n", "2015-08-01 12:00:00 39\n", "Freq: 3H, Name: one, dtype: int64\n" ] } ], "source": [ "print(\"시티 바이크 데이터:\\n\", citibike.head())" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "id": "Qu3xW_H5Iw4Z", "outputId": "90ae95fc-1c91-43e2-fca9-4837206bf9cc", "colab": { "base_uri": "https://localhost:8080/", "height": 355 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "plt.figure(figsize=(10, 3))\n", "xticks = pd.date_range(start=citibike.index.min(), end=citibike.index.max(),\n", " freq='D')\n", "week = [\"일\", \"월\", \"화\",\"수\", \"목\", \"금\", \"토\"]\n", "xticks_name = [week[int(w)]+d for w, d in zip(xticks.strftime(\"%w\"),\n", " xticks.strftime(\" %m-%d\"))]\n", "plt.xticks(xticks, xticks_name, rotation=90, ha=\"left\")\n", "plt.plot(citibike, linewidth=1)\n", "plt.xlabel(\"날짜\")\n", "plt.ylabel(\"대여횟수\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "id": "2NSnvGpyIw4a" }, "outputs": [], "source": [ "# 타깃값 추출 (대여 횟수)\n", "y = citibike.values\n", "# 판다스 1.3.0에서 datetime을 astype()으로 정수로 바꾸는 것이 deprecated되었고 향후 삭제될 예정입니다.\n", "# 대신 view()를 사용합니다.\n", "# POSIX 시간을 10**9로 나누어 변경\n", "X = citibike.index.view(\"int64\").reshape(-1, 1) // 10**9" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "id": "TZQ3WR0cIw4c" }, "outputs": [], "source": [ "# 처음 184개 데이터 포인트를 훈련 세트로 사용하고 나머지는 테스트 세트로 사용합니다\n", "n_train = 184\n", "\n", "# 주어진 특성을 사용하여 평가하고 그래프를 만듭니다\n", "def eval_on_features(features, target, regressor):\n", " # 훈련 세트와 테스트 세트로 나눕니다\n", " X_train, X_test = features[:n_train], features[n_train:]\n", " # 타깃값도 나눕니다\n", " y_train, y_test = target[:n_train], target[n_train:]\n", " regressor.fit(X_train, y_train)\n", " print(\"테스트 세트 R^2: {:.2f}\".format(regressor.score(X_test, y_test)))\n", " y_pred = regressor.predict(X_test)\n", " y_pred_train = regressor.predict(X_train)\n", " plt.figure(figsize=(10, 3))\n", "\n", " plt.xticks(range(0, len(X), 8), xticks_name, rotation=90, ha=\"left\")\n", "\n", " plt.plot(range(n_train), y_train, label=\"훈련\")\n", " plt.plot(range(n_train, len(y_test) + n_train), y_test, '-', label=\"테스트\")\n", " plt.plot(range(n_train), y_pred_train, '--', label=\"훈련 예측\")\n", "\n", " plt.plot(range(n_train, len(y_test) + n_train), y_pred, '--',\n", " label=\"테스트 예측\")\n", " plt.legend(loc=(1.01, 0))\n", " plt.xlabel(\"날짜\")\n", " plt.ylabel(\"대여횟수\")" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "scrolled": true, "id": "iFSwegq0Iw4d", "outputId": "48a3d188-8367-4aed-c578-bfb3dfa64f76", "colab": { "base_uri": "https://localhost:8080/", "height": 372 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 세트 R^2: -0.04\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "JVBERi0xLjQKJazcIKu6CjEgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cgL1BhZ2VzIDIgMCBSID4+CmVuZG9iago4IDAgb2JqCjw8IC9Gb250IDMgMCBSIC9YT2JqZWN0IDcgMCBSIC9FeHRHU3RhdGUgNCAwIFIgL1BhdHRlcm4gNSAwIFIKL1NoYWRpbmcgNiAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0gPj4KZW5kb2JqCjExIDAgb2JqCjw8IC9UeXBlIC9QYWdlIC9QYXJlbnQgMiAwIFIgL1Jlc291cmNlcyA4IDAgUgovTWVkaWFCb3ggWyAwIDAgNjk0LjA1ODEyNSAyNDQuMTMxNjA1NjAzNCBdIC9Db250ZW50cyA5IDAgUiAvQW5ub3RzIDEwIDAgUgo+PgplbmRvYmoKOSAwIG9iago8PCAvTGVuZ3RoIDEyIDAgUiAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJzNnEuvJMeNhff1K2o5s1Aq3o+lNZ4RoMUAsgXMQvDCaMmyBLUM2ePR35+P+Qoy6t7qVl4tLKPd97KzMkkGeXjiRFV9+vtv/+/7d9/+4fPP7v/xx9un47d3/7j5+w/8+e7u7j/w55e7v3/On+9ujt/e30pPi8vNh8yvP+pfQ0qLj764gt3ZX/96u/3l9unvuM0/eNnnt1tyS4op1nwvfXH89f6We5tsP2pbiHmJXYzjtcO2PyBsD/gOh3F+abjP48RyK3mpvTnvxxOVKS95feDtM2L/5fYzAfj7J55X1rjkEvf/3YNfal3Dfff+9tlXt0//y9+9u3/1l1tbuu+9he5d4GVffXP7+v5vd9c+cf7f73+6f/XF7T+/uv2MU07u6sYP797fucsn//3nn/75/rM///2fP33+t//96/fvPnn3/TfRh3r//d/uX96+vK3R3FpYQqit1xGFMr0eRetL7zGHEEoNl6IIl6MIkjgTBataMh7EEYUyvR6Fd2VJISbXfHXtUhjxehi5JRuG93lxrZbSRxza9iSQEJaWY+jJ1RQvBZKuV1XMcyDRL9nXnFU7atuTQGJfQou+9l5rvxRIvr4iofcpkFSXnmpKqsu17UkgGTDw0ZXcms+XAimXA/HdtymQkpZYawyq0bXtSSA1LD6Fztq17C8FUq8HEpKbAmn87Wrwqte17UkgrfFvFFctrV1D3vYbIq/vdQmxuq6bXdleDyQ4IMGFyrTq4Rr49t8QfEn7UsAn0OwMRNueBILrKYbieur5Evx69xvCb4i8rpemWkSZnoQR69JKIIbITLwUxhtG+gP4hlSWzFjORcWhbE8CyWkJPcQGboVL4OvfMNUfwDeUsPRcSgoqEGV7Ekh1S924CQB8KZDrc/0RfEPtS2wlh6YCUbYngbS6+Bx8jv4S9PrrU/0RepkBS2NoeN3oyvZ6GNFBeltwsTt/jfT661P9EXqxLHSEmiDD8iSIIE/znUb31zivvz7RH2E3BhhuLb6pNte2J4FEWG/yzTuW5BrsXp/oj7AbU14g4sxvFYiyPQkkw3qrL50+v8Z6/Rsm+gPwxgLDZSZn1eba9iQQro/O0yIlXGO9/g0T/QF4IYVLh7gm1eja9iSQBuuNPhU2I9dYb7g+0R+BN/Yk+/kaFMfSttcDSQ7WWzxrnOK1OK6P9EfkTZ6/Qy5e7ae07UkcHtLb5Y4xXiO94fpIf0TeFCC4bAGd2k9p25NAIqQ3eE+HpGukN7xhq/6AvpTFIkWuyaK2PQkkQ3qzdz74lOulQK4P9Uf0TcUtHopR1TTUtieBFGhvc603l67R3vCGof6AvqlCcUlsVr2ubU8CaSCCd7UBC9dob3jDYH9A39ShuDW7pJtd2V4PJDtob3Ky78rXaG94w1b9AX2z60uS2lDNrm1PAvHQ3uoAhXoNs66P9UfwzQGKG1PzqtW17UkYEUBwDq5VLmq94fpYfwTfnCC5JVWnWl3bngSSeSIkPrCBvEZ94xs26g/gmzM0t6fcFNHStieBFKhvYY5EQr4EvvH6XNfg+/NNLv9EHAN6liw+eLnJ6cuF0o0tbPefXzhF88zHetzjhKPzdAQwLXEjtUs3JpXqMyymenGFcGpYKlvYVh+z7M7UqvJ4fDBeL1RoL8U8XJlfdOBc3N5gSgw0KDbV+7oT/rkXbK4qtBHoMl4M83MvQJalsQH2UIT0LBfhuRuZ20DrerVuDPMH3KCXe+6uJQfMPnEjPnejcRt2kCVYN4b5A26wn3BBqEMu/YkX6akXwfHkSmU344UyP/ciuLi4Xtl6rS6/7kZ+7gZA71Kr0CDjxjB/wI3Q2W1kmFRxMT1xoxg3tLidZHcm7Qa0sb95E47kA3DfgCNwlZfvwWiHaMlWkuR/iORV9/JNQgFTeie30eWPJ1g/3x/OiZkbd8bzEsP979/e/+f+0z3cv+DPL/vDyvFfvf/h8+lkWx34QiFTlkp+fxNaTGelOtCRZ3WXU4ssqFsLjit/vFUvnRh8p22iHI4Rk5iTzIEOwfW1LfFAOO7mRFO/ywEUIyw4aXWu4KcUCrdmh37cgzbEBU9NNy6mLprcYhztnv5iTEtovsRoLyUlkULod6hnqCXW9Vr8aax+snjTyWoKTDffIdw5hCRgyAsT6wyFMx6z/4ZPQE8w96XwbCf9wSuLgxpW88BxjKs8liRW8JzENY8Xe4et86BAzaQJ/BIPAMDdpeFpt9mXw99WQ11TZ+yUOZyI3Hkf5T0HRCR25rMsdm/WcbmI3XUngXJJDqnkvNrPk9uzELwQ2+SBXuu5p/975l8sdLFHXEJqrc4uhkhdhCI51KtO1y8xF4gpGWAleizBr/a6JO4gK5TIo09xM0PGS2xSgCbScVQ7PAfLcuUV3qwEu3IqxkkOqRh/xh6Z/hW/g1lNOd2tMSRJoRelqKW0xpmAQgA4Sl3h6pmXBM3uoECerz+PYGsnQ3sZymhzdGOtppTZyS50X5ds6T6TEpZRJdky2c1EgjOSLfNUKGbwa9I9fZDWMY6Z3XKQLRdO8qM7UlMCoBJz99MajVPXRhXBWdsaqjBTqGCJNqTSFvanVTKmRyu7oyVHYRLT3WFbcipY77JgvYkyuprTQkU7SSSv5JGsyWpnfXsHKebrITXcfM7kOGg1ywquNDnFa6Y2+LmLFDi7SKF0rKSRFJVxbwA5BJJPD/Qln650L0DdJI+6djsFG3qRSI05LyxyJI2dQuor4/tRH6wCP+0Mv5NqqBBZ1O0YHOiRRJ3Rwcuxa8qCtXd5nWdlY1vtdckOkKoWF9YoMl0NLjAowrHSMNGleOkC46I6MtUFEKQCgwjhxkNwpFL/JMvUIrMEqktDB8uO5aS1iblajAoASQcxSJcPUvUr/xB7phh6FMzUQBIgu45Mx2zXdJyTGi9jIE1O3rJlzUwc7pImgA08iVy72mxiIgESpRSdWjv26UskitRt6QZ2tIlI2zQF5P1jCbpAHObu42T0xDogl/qDmgZdz8Ac/55IgR1zAXgh8l7SlHPgRUaw5FDDSABeKtNdcmjCB16anC1R6EE4+nF/QKU7ylSGQBalaoMAdRRqskutOSqwmmYkQio5eZ+m4oWaAJhNsmgKA26CJ3nNoi6AGqEQOQY/FUylwiskp9phH6D5kRWTgrTXn8efptqJJCXGydQEwHbqyc4YVnjJINRDLTbZeeLFnEeBW1Lt5j4FYKprPcUpVBCGAcYYm3psHHnqBFNUTTYS1nFyLQfqkkY9YtiJMuWrPIg5CwSfdriftFe1cB9hBa5l16MFzQhXYSGlwk0TiKZAD2TyqCHsPObUBRPZO0TnXCyTGQaYmVTeYH0kFQk8dtNCy+loYjZKFmGJ9ajqGBhI5JsXW8/ZDWfaRgrS2ulCVizbelQnmzq/McpBf5e3wehhSsXBJ0CHur2hzK1bXbEDILHC1WxMLDvzhXFiECYCPJ2eLbMvIA+7oGLLhV0Fs58tX7E3GSeZJ74wV6UDQTqbcaoyyJFTtEM6ZlggC1vtwGBxIBheSs4GmQEJth+TQBKFWMHRxW+9rYCh8KjAfxaO1MmlcbLIUX4vfSoiUKcIpHcLjhHcoboZgNZ3YIca6m4iRxHYAXhF8RPWFrZ0gTkts25hCpTOgdTRI1NzjaNKUxRNto49V7triJAXV6McVxruCVyDNVBPP+VRMEiG1ATHdCH+QhDCVBdsjgIdKvtMPY8iFRgZVH0aG+p80rjZ5dC+U4KTmVHlaD5vQS2REEGmSAcw4/OB93KuWahHyaWiTey7SBTIK3sbWYIq8CZ2ZhWjN0mXCsDtHcOF8A8a3daMOpPUPZC8nNPDM8zeIYlmQQNDGkwiGZkCZC1EW6jkCu7htg274lMJbgP3DOt8UJiZiNun5qLNe4LakC72ZbZq1DGkdSfI2TwgrvbzSW5YgHyLIwkIxnt5K7EpATm7TNWlNG2bE7ukLFh2h7ADTNutYY21dl9sObLX4eEEPnXMa/bbH29f3n+V3uHvECo2bvCWLvKO+uX2h8/vk/ShDjtHPcoZqDAdutJs2BOAV4WSTeIFBc1LS2bpTB4BvM5AinaAM4D5Rc63pqqDUDka0k2dlyBUjlqUHtAdpo43x4oWOe/nobbrEps1kLHKODrxKJE+fF032QqO2OlAdYitTK0Ilsf1bHFym61akjej1qnn2KtBA5PUv1npcZhpXKxywt9azybjdALsSni95kwAPXkAXovlC3IEWiFNkkJTobwY4t3ijAuAHa/NNU45AOw6M8zZUaWOL/X0Tl3O9Ftt3kbESx0wIonUVCIJcWVtJZG6LmjZReSdNpEgcJFnRfnFOM9mjV0fa9pnO1w1e0bEfP/zzFJlmAv5ubFlM86z3ZPTnCSZVGoAywbdKQLChgfLSWfxvdVkDxIyYFdqZFNtYSCLaEzlpomXQzxgPGCWt6imDiqNl4I3sNKsWEkG6Lpsb6ZxmgG73osL0wyADoPHXU5oWYB6RoRbFH6SLGqYBiogPTVEP0UKRDHDe6mmZNTBpE56kqP6lqLdNmQ2cayzr3biZ/ZxwL0oB5piymlmkv1asVyFH2A8sD5v+Rd7TChPZZuEXc4LDhfBncIkzHYKqJNI7XmRs3luaaWGjGMAl+ztzCPBHVYHJ+3eQ84vu+ssiU0W0NML1LlOlQud4hK3zkDdGRJGhfVYwvtrZsYv96/veHCnxe5/urv7N3Z6+Jv59XF+KOkciIHbrod7QztnxwfT2kawks/hBiJAre4q+Tyvu9KtFZR8XgT6+q6qn/L5egBW94uHfC4bm9Q3s5LPQdfUNnRT8nkRPXXzzujnQOuG+kM/p7aBm75hjBLQ01ozGy4PAR2HOt26uqwFdDrGb5Wk9XMAy9Vtqin9vEjnbN2l9HN4hXweZRLQu5zsp13gVAI6eMU2ZXNaC+iyWGHXILWAzuUEu2lwWkBPMhN3JU8J6PJuLp673V4J6OuT8iG4nwK6jJt2eDM0dImD2rkbBV0k0+53vqsVdMFLXrfJrUpB9ysl3oVCraCzsGcKlIKOvYIwWw6UhM46U3iHAH5K6FRCkE+dbAL4UNGbcMItYUpFB+xDKbv5FNElDObzo4q+ult3rVip6PzYWz/scTtyE6VMNoF1P13Q6joFGI77D3W9Axq+7cs31HXBHjJeZnWdB60b1c0+1HVGJZNqz7xW16k3nx7U9ZCEpOwLotT1JJcfRyNKXvdyyU7ulLyOl+RnY5pKXqfiK4xmzbBS15O45fYKVup6WLcgZRbX127aDwCUuC57cjnY3ER0Ja7r05ghrvc1or3clbjOhOBBWx6VuC5ij98LUqnrQWTW036q6ywML97rdKjrHgDBz702lLqO77UffaPkdQZ3c8cxxdDXBS1kiG71rgR2UOE8MlECuyzAjhBDYPdCHY5Eymk8G9oo0zBSVW1LuxbeSSlTa1d0lfAuo7gcCrAS3mVrQN9u9xnCuwAHxGMXBofyjpOlHnrsUN6TDP395kp5dyK2u0ORV8o7fQVHWZtJK+/il5Ds9XqtvNOfR11r5R2iCLvf1V6tvK+jbLefyju15GV0bNahvHfZBe8PVcq7kOC8t7ZW3kUk3YtDKe+C6bCxLY9KeZco8imlD+VdYPEUapXynkVq3DMzlPd1WIbj6lN8F77vyqGaD/W9sF51bw+tvgumHxPVqO/0p6/76YtW3/ELXrcJ4Up99yKZ7mPVqO+y1c6HcH6q733F2l00Hur7OmQBiy3DSn8v8qm3upe80t+D9Mqmxxj5nR+PcWbk95Up7FEp+V1Uy76Ds5bfqX6Ssp9lDfld1O92dMiQ32VqtX1Xd8rv5BS6e2jyQ34Pa1fubaPkdxnK9bQr+V3erbKTHCO/rzNxd1HL7xSW84csf8rvXSLqk/zehB71PXwlv0vfgjh5lt8zTcluc1MrlfxORuENu9Ko5XdpIbcrwVp+76v+vYnhQ36XrvS7O0N+Z1UgaGsFaPldyP0+95T8Lr3HM9bC0PJ7XInurgMq+V001L5erLV3VrYdSqjS3mXqxkPCHNo7AYfTw6G9t1XHOcT0U3vvoo7vPFtr76sCt09Dpb3L5GB/uA0sJb6bjtHqOwlIB3cd6jtIySZ1z7hR39nxHJL6qb43effdDqZagJe9/QsCPFjGQuznA0OAF8zoTKKtXJQCL5wlHqL3UOAFnfPG8rQAL1pS2ZtOC/BMiJqOk5AhwFNETLE9v0OAF+5OfvarhwCPW2xU97UeAvz6BkQY9oqnWoGnTcnYNpq1Ak9JFx6/ydVahK/r28y3FhgivDSb3wFGafD0cSuHl0qDFwQ61lpp8MAd4/VRg/ciu+8YoDV4IX/e705qDV52hzux0Bq8yLkH0500+H4Mea3B9zWtW6kqDb7LSDnuPjR4za+NBi/ayq6QGA0ePPf50OaVCC/TZWfGWoTXCKxFeFH7VoFvSO0Ss98Jl9baISTdl11qU1p7EZZzKLBaa1/1h11SVVo7HJma3dZVae1E1I+uNFo7sCCzf82A1tqDkIlDgz+1dlnJdiRyyO1CW9KZMKW3c8fcD4lf6e3yZnCc3wTkU2+HKDFcDoFWSe4yvt0LkrtAoPxUn9jfKp/ksg4/ZtGN1NKb5FPQlbUVBVp+Ty8oKUqJV+4YKX5yf4jx1n6K8dau1HhjHmq8tQ813tqHGm/sQ42f7KciP9mHJG/tpypvzUOVN3alylv7UOWtfajy1n6q8pP9lOWtfQjz1jyEeWsfwry1D2He2ocwb+xDmJ/spzI/2U9pfrIPbd7alTav7Fqbt/ahzVv70OatXWnzxn5q89Y+1PnJPuR5a1f6vLEbfV7Zhz5v7Eqft/ahz1v7qc9P9lOgn+xDpDd2JdJb+yHST+Yh0lu7EemHfYj0k/1U6Sf7qdNP9lOon+ynUm/MSqm39qHUW/tQ6q39VOon+ynVW/sQ6yf7qdZb81Drrf1U6ye7kuu1Xcn11n7K9S8NHDnAdef3k9np8ML3or30dWfc6fHr0t6//HVpXPuR37Zmrjxu8PpdP/1d3L5u7Qv5fjj+/LKGtH1b3K3IHszbhxYh9du3xZ0PLcINVx562MQyrhJRgMQrY10lsPu7m7KJ/hTbecPTGkUSasxC9Zj1ExdtfVAaV+62d9rx08pdhewJGw/q9bL9PK4cT9LWMO56Wnf/f9Q2Feh40JGPh0y+k++7++z4vruwLsAPr30IYqqwAgs93JOTze2TXqyNf8mOk+FlOwXg1kLeV37/mj31eRmm43glFFp/puzKJ4hrf+unXHyt52deP+JtFM+TJ28xW3+yuTvNNnXK/OsyxyB160+XEyci1ls/HgR4v/3jQVD/kf0PHUh+/Er087NUZiWG2ayENq8rsa3C14cTT1ejw1K2F8+f+ZrzsH8C9Q0fmP8ty/3h81j8f+2duZlT/dAnw8JrH+oS4bL32Lqw+Oc36bk/X/qxmbp/5GbqZqtgVUjnbjyMpgKG8Vevf5WTghc+GDt/vu3Nq/+v17NvWf1XSyjWNZxtMnx0BX15+3/KvwENCmVuZHN0cmVhbQplbmRvYmoKMTIgMCBvYmoKNTYyOAplbmRvYmoKMTAgMCBvYmoKWyBdCmVuZG9iagoxNyAwIG9iago8PCAvTGVuZ3RoIDE4IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDMyMlEwgMMUQ640AB2lA04KZW5kc3RyZWFtCmVuZG9iagoxOCAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAxNTgKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY+7DcMwDER7TsEFAph/eR4DgQtl/zZHOYFdCHzSkdQdiStXbPyhslo0QcE5cDPlVFScqI0PKlUOMS4p9nRUZVeDMoYsmovMd5A84NJ624/MsAH/2ODYihM+As0HpSfHLnjZubsSnrICSnttmvR3PekkCeWXyECERhXvCL49aMnz7uyxDGfxDq6w0DQXvXzZg3rTpZ70/gIPQDnbCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMjA0Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QOw4DIQxEe07hC0TCfzhPpGiLzf3bjNlNSIHmofHYmMYuZBL0bpKx6Gxqusi6QydZMJkmPZtzkpmTB1JI+hxwezkgnR1pT9BAjQe0k2snRW/UdAMhiZsGkpZQh2NcxKiH+sRBhddEFWTcSWapkcSlzxa64CxIr8m1y6Zrl6ONgXcKY8PUsehcpDwrjMpNOfrtbvKZoNVl0+pytPRBDxZBc06+8FzIvJ7m+k9Tv+6PJPKes8mqueALfvCwUV5N23QNO9rrAz7xVt4KZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PCAvTGVuZ3RoIDU0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO1MFYwULAwVDA2slAwNTBSMDEwVkgx5IIxc8EskGQOF1QVmAGSy4GryuHK4EoDABRvDmEKZW5kc3RyZWFtCmVuZG9iagoyMSAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAxODIKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTY9BDsQgDAPvvCIfqBQngcB7Kq166P7/uoZFak8ZydjGpYVAq3wLIRVyF+9vapYkVLwIOSZR/ZOFLrJhgm7i3gVD5VwJGF3CXIw1UXlhVCYhZkt4CrxJgC6H+GgCdtGddNPplfkY4kYFbSr8H5hjWXlVLAZndCrG91C+G7mGIX3ds+yld7lKsuKAG2cn3Qvvhd4aqfb6ogM6V1Z2vjBTt/5QhO6ch7IvYuNDu/Aqnx9GI0jSCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKPDwgL0xlbmd0aCAyMjEgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNZC5bQUxDERzVcEGFtDwklTPGoYT9596SPkHwgwoHo+MbTLFUx5fErZlWcgXhh5t+ztsoZ0bI1PFl0tayjsCKbFml/m/2v2hU+ZWBmZ0jTs/3CAPg8b0mlhjSt+hcZ1iyWNHsKlaNQjSMWCTj+3ObbXJGrJUgJCkpDUTO6AW0jwlF4imCHM1cPW4K4D5tZTirvtZ+x0/fYLMOgF2toOZRHirWbPRKSnBASAWyHOqHIc3Yb86BLot5R3GHBrbXr9O0s52W13uha9X74ByNdLYrxA+UAX4/QfKslKtCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTkxCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3QOw7EIAwE0J5TcIFI+Is5T6RViuz92x1DVqHiSQZ7TDGVak71W1IuXO/iwzb1aFAP2kSNnuoriYCyyyu1Mau+Kaet6tJVAj0OIkUIpof3JEne4BGbDslO882r9eQqzFqZHZ16m7gTxgZI103uM1C86Joj1NsmtbxP1jdlCEQRfySYnRJ8jCCMIpa0Uc+iWFcIKytOTDZ8jIihkmLPzIbbbFw10EVxMtfsfRbxXAHVsXb673Ziz88PZRRUyQplbmRzdHJlYW0KZW5kb2JqCjI0IDAgb2JqCjw8IC9MZW5ndGggMTM2IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2OOwpDMQwEe51iLxCwZH3s8ziEFC/3b7N+wZBKIwl2NkZHg5rh0QM9CkV+quxThONzU2riEvWJtAGtQLpBJ/dsWGLWkTVgnsjJmb+gJSfyumlLLrHSP9qJm9ohL/oazBwxHdYUMZRZSkMk/RHsVtDOjuzEj/FC993aB077JW95fQEwZisiCmVuZHN0cmVhbQplbmRvYmoKMjUgMCBvYmoKPDwgL0xlbmd0aCAyNzIgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicLVE7bsUwDNtzCl7gAdbfPk+KokN7/7WUkiEgY8qURMc2LETgY4FQRRG/5DqCqMLfRT3yYLOoZGAL7oskI/F7ydrI2hAjnoQUPURZoitQWlD3cdV9Bu/LUoa5JGs3PBy5W/Gj9FWECHI9GOZUhvW3Ck6nWAvOwZ477nTZRPbrU1/ZCic0+rovWBpVhXmP78th7GzboceoKjSLigRPoxdr4iQxt17yGe3Na4gdom4WLyEzobP1F+NqYdOFW9eaufrPlXiIbu80nlSZm1dOLn5WK8rAW1U+g5wHbXZrNrVMjG9gfLE0eftkd7VCJnNvJTtdjfOcsHtGQbh5us7WVJidaNAt8D7/ff1c3/+VU2aUCmVuZHN0cmVhbQplbmRvYmoKMjYgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTE1Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE3OOw7EMAgE0J5TcIGVjM0vF1ptQe7fridRFLonjxkg12CbwidBHgcXTdUmpEXPv6IfiTmr5p6Bwmy/xrImpEWaR9OaSDOlaRoapeHOdIymu+PZigvclD+yF50XM5CveCGOvtDRdA3UO4ui7x8O+jHoCmVuZHN0cmVhbQplbmRvYmoKMjcgMCBvYmoKPDwgL0xlbmd0aCA1MTQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicNZRNstwwCIT3PgUXmCrxIySdx6lUFpP7b/OBXhYe2kJAA+2Z22XIPPKJkOkmy1N+6WN79dHfx8JALnq4hFPnlo+5vI8qd47skF0ZCH4frI6Q7wVbcoiqShqm/BkAl1z9vpRLp1KNJYsIak1cawm138e44yoWR2yK7Tbv42QEeLm2+Bw8dZxbSOB7ysTAN+s4qLfKE3Jcwq0ZcR5wIz4opbGuzdOeEFuViYcwo+WyEKJkoe9FZxZiOD+ItgrZgdEhBvoxqm33ACU8YaAhvkYTwrMTTuXlhD5DseSBhYHoJWh1jn2tXw9oK3eZbGXjVt4RzGqa0VhKZjKea2E+454YMbUcFpxR2RROCQMtj0457GDXGPiZ3CLF5GHN9cax3WNl6eOaagSQLOD7HMBCJ4O0ECuV5Gm9MLI1WHkkdjPsQAEVqwQv2jWGsKxIYn0U7SjECvJK06BRtkSwGnlsLIui5uqRxqi8jNUOdbzHmk09WG8iuhprIps4cLPKNlurdAafueLaaEUXUhSu9/4ke6zOxlsg19glIrwrf5YaWQvdXbkEEe69pBIjjMnf8ii5rLI1nYuUAYZlizo4d6+qSG2M5rIR5ugP1ZBuWV3NslB9wsQqNSbP6RBUV2x4CRon2K74kQBsXT4lIPbz6TkUl4+X3O/3//9/4H3+PL//AcrRxvoKZW5kc3RyZWFtCmVuZG9iagoyOCAwIG9iago8PCAvTGVuZ3RoIDEwOCAvRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNjUEOgDAIBO99xX7ApEAB+x9jPOj/r0IbYy9ksptZdBdUMGEThVqHM+OgEgmJ40ngiO4iKqO8S1NbiKsHpfpTqrP9KR/EitNCs+UPriLNoV3ibxyuFuGAKehC2mmQwVq6n5kr5wshpSlcCmVuZHN0cmVhbQplbmRvYmoKMjkgMCBvYmoKPDwgL0xlbmd0aCAzNzQgL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTZLJbStBDETvEwUTGKC59BaPDMMHOf+rX/X4fxiQxFJzKxbZV1qzPu2usp7bpi/78GssW9O+L2/NRjfPsNrmYxgxr8v3tuCT3aIsZsq8rtBzWUbKm9UtF885ptUED+vbqoXNznPRajerbOZtYWkQql61zDuenubUPnYfDyiCWMoFuHKc7ngCKpsXb5b6Ulk86D5BEE1RKLFzS6qLLq+dChqra5zH4vE4yBEhUceHcjSiZ51sbxpw2FJhl6ONI977qr3+oIFu78vnfzREch7U/6FVIAggTUVjRIaPEJFEOslJ8zpSx7GM5X6QxlJuLnLaEUnkkauKweFXgyhWgGct4rd1uGawDfU8wnYWrNo6gahf29bxIMPxBGdAbjzrwsPvpDlKa1l0iHW2lzag1O2GYq6w+yHMVm/GEXFdW7AXWYZkdzdZDtk7tXsiziW4D1CTyvfQmbo2iqXq+1heOVXEJUgZI3RTKMu/54hf19f1+QOVj4qTCmVuZHN0cmVhbQplbmRvYmoKMzAgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMjc4Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nFVRS45DIQzbcwpfYCTyh/M8adTF6/23dehU6ixQLEJsx4wQQ6XjOUIc5Y4QRWkg5kLNxDViOnIlfC9kFutE+v50NBFqSOLwQizvTgkiDcGZ8H7FynONDCIRMm4yJbUMfmYqqFFU704qlgo82kGVw1bgHjWpP1s/4O1yLb45XmySr7kUYQrvXaqnz7vgzaQf3bDaZ7trWJBlFUxbccFmKwo7WmQyhzqrbChz8pOGLINRR4KVWOjfKtplHtF7CAXbuDCEXugM715RKRgS0E2TPilMS/m2QruMw2qdSI04c7Z9TmcvxjiKEZ6aJ+S/z7vHY/BSud/zADq5x6p/iM17+N5f6Ee0GvI3vuC7rx/wGL8vHKBnxAplbmRzdHJlYW0KZW5kb2JqCjMxIDAgb2JqCjw8IC9MZW5ndGggNTc5IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDWTS24kMQxD930KXaAB6+PfeXowmEVy/+08qpJFQS7bkiiSnidt2Ex7V9qssJ3L/vir7rEV175fta+tGlZT8VrltjWXfV7l09YKy+vEZcmn+Hlljl7FJWdui+1d4/MK2qxIC+dkDHNuTE4/L6ePAPgqm+OaA6qeE3Yr0xxoebmR03KqmoNFqy/uJP2LLPDs01V0V3Wn1Vjm51j5sRhlFUdYgqmSHapUgZKpiq6cKId547KjCclTZLJZz87RDT4HZSmnyqnGR+dyPph9EMwhTLDsoC2mCyI3OKFznOq5Y/oTXQw2E3uhDMipPIPZYIUTRyQACxpq7IJdtWdw4LB+uyQhhlrkYiXiIE0aS5J3Aw5G7h3IeafaFbm/hDvaCO8xErbGOM4mCkNuiwijU3iQma7wFhwR8oEpPZhZpLsx/cPfASWUOdJPCPaYNq/uOzKuZIcbi34RxNsyLfJDdU+7UzIrMtt9/FoA3SkhdFM5EkE5dZZtCJ2DG2O3GNiXu1/PSv0xxIKrX8t/Xv/aTkG/7145UnohBAPJlp7q0X/Udoa78lfZaVOqjhwuH2MuKrfzmxqTtWgqGUL0ZfR/1tFpLvGlbdyKoiVsz4BHahb4fMho4o5Ys9WQ/sizZMp6rE6MVrNXqROn0+2cOH1ClRywpM7wreeRPZsejKyeV5iwwZaFdz8AxjjsYHXxn2P92Dx4wFrpGelGSKvOkaVVJVA9G5/ydz9OqvEMfYkcsYubdrNbtyu50MqdP4pInb//AZdw4CQKZW5kc3RyZWFtCmVuZG9iagozMiAwIG9iago8PCAvVHlwZSAvWE9iamVjdCAvU3VidHlwZSAvRm9ybSAvQkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0gL0xlbmd0aCAyMDgKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicPZBLbkUhDEPnrCJLgPxZz5WqDnj7n/Zw1XaACNixnYyuJaXyGbeYcob+X3yf8Yuf8T28Q3Ia3FCTMJWoKQ6amuKq8oxsFeOnvMXMpWHamiCVJeqBUqGhvNLBJiq9xeJygg7bJd4tHvqeWA7iilMstPNlGPksrqNmoIL2dFGclzU+DdJQaD5jGRVxV9EYmC/C1aVobPEbZ7u4EYe4TrRnGGYxryGjOjeRggUQBX4qfYyVTay5pez2+O63OiPmxRhixzvm3+oe1vj1A8icRfAKZW5kc3RyZWFtCmVuZG9iagozMyAwIG9iago8PCAvTGVuZ3RoIDc0IC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nDO1MFYwUDAxVNA1NlUwNTJRMDe0UEgx5DIyhgjlchmaGIFZOVwmJiYKZiYWIJYhggHSkMMF0wphmYHVw8zI4crgSgMAFooULgplbmRzdHJlYW0KZW5kb2JqCjM0IDAgb2JqCjw8IC9MZW5ndGggNjczIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nD1UW24cMQz7n1PoAgGsp+3zbFH0I7n/b0lpWiAba2csiSKpzeOyxLd8RUhGyvaUX/rYVbGUn8fVGTge2xFPhCmfx3dKmPh1SZNYV4qPw0L2lvASvAnUU1U+Txe1K5FHNNecO/oNolvCG6a7cwzpeIP/lmwTYnua2OEbdvVF2ECja1Dp4RuAcyshavclHIPn57Ha8ySqb1jfYo6t6ip6TlfV7W8fzd2dlZjQQ8HTYFNwQbQKbETfZ8/TESbkDU7MnOGAVQCcRUERuzRlbAsKiQKENiw+Jk42AWzQ/8rxef60MrGM0oAQRo57sTA4UqJbeQUiDHxANdW7+A4gIHXhbuCjyC2Qytx9X7rjgu5QSY05RwhGWV0hW/crea3lVilWBH1loBxU1PjjmFQAAfAXcj3gkLKWCDkFqoG0QC7n4YmR95onOTfM/c0xza6i93ZVPfn20a3dWWuQKGw02Eg30eqLXv/Po++EvMGJNePlQMkIPpSSLFGb4c2WNZOmp5mlDYZrYzbYH4vOPDz/acXF+oGcpyNDzpfT/Fe+7DQaLJ/SLLwrSgfSSLjg4BDj9N9oBGgruK4KFnlUyw089AL2A04CdjusfFkBFf02/cqtQT207CjlGw5nGTSnWXD/jiM+T3EjITdm44rjt6HpZgB+sLOJFtColJOiQnHlgZfrjGe1m2lOcLkQJZvqYK223lYUkd3Wmj85ZGqPc3wiAuQNh0KTQ/53+/d21aj79olzu3MubyCJ9R9kCW9kb9gZ5DxnFDqfs8FbHDXuemcPbA/JCB9yHNW9xtW3KfzGTniTGsea5Fz7ZT3dWgb+mFIVniNTR04X3pYxMV3Lmnpa5d5llNRxQNSiI8KjDUJTjWUci0ITORakTfXajJb7/ReP8RU7CmVuZHN0cmVhbQplbmRvYmoKMzUgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggNDM5Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1TS7IcMQjb9ym4QKrM3z5PV6WymHf/bST88lnBtEESgnnqpJiHfD2xz2SfJ+qIbpUIEw3EVaIa8j7eS3aL25EOse0M72O55rceQZseFaC+j5aLLmD5FkWLaotm4+UAcIfshZ4ttcXy4HOW+FoCNI9miKX8jCRD8Jr4jeqEsPdBd24TYJXWgFdQDemqoQP0dWz0NEaATghsAyn1Wt8BjILcajKvlNYE8UIvyQOWVLVEmZSbBChzczxax+wzWUPO52nM/y/7oWi4z/+l1+RfGGtj3A3r69Rkn8lSFVmu/JttiYP5FT4036EiN43BUiJgAxWb3ngtQ+Z1a92B9M31gjdsT9XXzeBWGHAaqFhGLufU6Et31CEW9nGu2TwBuLsC6HAXnB4JX3w85AbAC68rddxl5H2c+8XPVBj6bo+ti6K4KqJq5zcPt0dmTR8lOhfBnjlJqOWeqX7iTM2MuljBG2WPHV4WUQyXQ1TjWTdVLL6AWQ8uENjKg6SaolNUqzg6qldcDOdhxKT8Q/BKraeCHtyeYQcKXSIqfbs8dJLMdJZK6PXVRveplttg/5/9cFc/fwNGD62YCmVuZHN0cmVhbQplbmRvYmoKMzYgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMzk3Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1SOY4DMQzr5xX6wAI6fbwnwCJF8v92STnJppgxYYkSRfmae8iPhcvzmqYHPhrOpUSI/6NX+H6VD/FIsFKr0eOKrWLLJcYSS5yxxWzI7QrdgqDPlDmR7Txul80gMMenKTvEauMeP7cUlPDdR6riGqDQDNFaxeyRvCZ97JKu5nHK40RbFCGKaTIQTUWFWewA+USPRnNyvmH+hX4Mmk/4C55B75CiEjoxfqE70aNRKe1JW2+EvFwDM2AI1E6oyYoeBpMFIyXM7/M1Zkks5CEjxmxOlHWEpiLPTQLfW8UNiiKt+c+DUJn2sycZpeRHmFSQm1K1JLCcWtoLgodKv4cMg/1Y4whyHMscCVehYCQicU5E7CCD98ywD8fIQRVDD1a10lcfPgt2NuijEj6no818tVpuk+r71Pd+Y6A+MsJ3c3xTAav467F5nj7uzWGPjY/RZa3NRnP4UgqPEOoNM3Eea3c5Yd+Qw4wPh66wCl1iVfp2+tBJ76d+ePT6aKP7VMttUP17P9zV7x+MJaWNCmVuZHN0cmVhbQplbmRvYmoKMzcgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggNDcwCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1TS64bMQzbzyl8gQdYf/s8AYq3SO+/LSlPOlkEYmyJoqjxtaYPjTX+XiW70fugCqCY+YXM5337oFpEZHnQYfm9lu7xIxog1xkHvhtWslzlAWL7vnuQijTjN2qgez7gJ5x37PWg0+r3suXDkuMRqa8uyi9kySJdBmQYVk7M2fF1MbNPrE7Uum/ugzeBG4H+RwapRFaOCOyIMO11hVj/i4XTsJHo5Fm4IbLN4ZMWbxmBauoOhc7ayPFaNydya47PfC/OGnMEemDWvRq5oRb6HcyRwfqV6CzD0SennqisbxQ4QUaWdU1CA27AUhN9d40SDI0+jHAADEQKbmYoVndqFFOSReds1o7dpxHqmEElrDnayEK1ZKX6zzyf2QrZ3ONq5IreBb/BXtneLCK4NqGTtdhUWdJzB0J+JDLwIUfpyEU1gZpEdeBf+h313ABhi8wI7gBfRmSz0U0wBrdoOFXE9iMmZsKPW/LNPW/42b5jow61BnedW4U+Rngo2kjrZChvukZ1NovsaFbBQzx9JKI786lQiUDx0Sa4p1oBa/Zz0XueRtDDDE4scOd4IPhq6Yrga6RLgr0d3wTd6aSihs4qfWyvFUrpvuEZchuf/XBXf/4BnLvRtAplbmRzdHJlYW0KZW5kb2JqCjM4IDAgb2JqCjw8IC9MZW5ndGggNTYyIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nC2TSa4bMQxE9z4FL2BAnCT1eX4QZJHcf5tXtBc22eJcLPZNW1aPvSut89rJbb/8dcveXvZPSh/7K7nb7rG97UnbYT8v97Be5plWbt5t2Xo+x+KxWMtiW0RL/Lxif76fMAIyKHt5Tv4338eNGvmQyJW8HK1wIsYPFZKsHwsRQd3qIhuW3pY0gIUXaX/xOZTYRF1LomoqP5OXqNtWyy3ImxcLDdDJocHmhV8UwySeqZhUDE3HI7kmTpKhmHhell7UKd8zl9OBRvbAAiK++tsBBTPcDjjgM7Mfnqla62gXRVGJIzRRmvJM1swM+n0FwgE1nmloC3vfmEplgWmzJmdDh5IO3MeVPwJNe2FP2nIAtaRWEKMlCzisq8h2Vn6h3tdpResvugpWr8HbF53QDVkbrw5+a88c+NGL2FSyagXT82jyywCSJgbgQl33up8lPwKMOHHtTgNDkxq75YaomiWZ450skLxibsQZKfL5aIL9zcq+RP55/Zlh6orU0lSyqqYZcatbXkXiPvDGkY9YArDDupzRGQDrBrDkLHaPRZADd3ojzwArKcrX56X0QrvAsXt4s9BYswPhBnIXwGt4g18LBnI3jPTaA7AYBeTyVbfES9Zd36VXyyLyYCktcSxUS5D0fkBPIDqdz/Fy+SnGPloKEApfzy+nU3zuO4zVtXyYm9ykNF2GPFL35p/bqcmSdK6stWruSPdG3qM7PmMt0eN7x/75YsJqbeOzH+3q938eztq9CmVuZHN0cmVhbQplbmRvYmoKMzkgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggNDUyCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1TSW4DMQy7zyv0gQLWYsl+T4Aih/T/15LypOnJhGWRFDVz5Z5Sa8jPVUsbvRq5LiBWP+hUn9caKl9qhiYbdeCroY7st/kf7XhX/5Bl3jof5AS27QO+YgO12gcdseeVLnMqLBCgPbfk2ELkUx7XdslU+MD9ClEfUsNRUHQVSLRSyuFlhFQsVMxNam54cqmcYrv6fFxuu5Hn6Be+1t0TelgiDmuk3TqxrJVj73Yy9W1tmrfXCVZa7xOuWOEtbxx91j2BhMAGloghZA2t1vHdDqDshSqceEZ780kHdOuBd2B1Top5eGJSTNg3mJgvmMHpYSpkYUpkZW5Hh0lSGcHSyHo7Q/C0yjWYyr2WBzZEirOiRo5lzMBIiB5xxGYUmkuiFpaBE726Uel+Q4jhWIaCHwMYQ0bAqMwJI1hPIVywGT4ynhiYwQC5Z79w6J0eL2sWX9WsMcatE+qtHIycLjDw8RZQpFsGTPd9nh6iwg1frN09OXpNXC2ZwJq+WifnoAMoJ5cGJ4leestisHSbiz8aXoCN8/DEpJiwbzAxXzCD08NUyMLFkZW5HR0mSWUmSyfM+njr9MHW2yiV9364q+9f8IrCQgplbmRzdHJlYW0KZW5kb2JqCjQwIDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDUwNAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNk0uO5EAIRPc+BRdoKfnl5zwljXpRff/tPLBrehYWoSQTAiJ8mauEL/m5zFPCUiw4USduiTHkdVmG+F5i08RXiK0hDiaztngcsT3FqWInxanxuny4uNbHm8F7G2RnZTixrZzSa25O+XJXtcOdoMrmBmxsEc2bAadRWXgl/Xx0DTJKZ3pZ90jRE83odWm9WUt0TLKHWUSjCHxZcM3lfTGKHij2rHV917i7WCvvmCWoaDV99VK6h1IRtpFk2EP0TArjZH7dR5IielSmdWYVomHaHT06ktFsRIEKML3PfTd4NzgHUBM8qF6DdOod6Vex9rAaGYw7Lpc1ekPFIJlxcoMtGW9z6qNram02JBZberzwur6vOAY2fJFjMb9LGlo78yU3u2fuaDUmkxiUq4v2PvLUsg3GiU8UldMnuUU/tLJSO0rt2iT8rLpleaczpQj8o9gaTgHrKh843lRUdjaya6QJydollbHg+6oRVHdbVRmvCpfWPLUyFWZEasPETtsyJRnyPjG/3savnyBmNhHGxWCBKbPEzvHIGo+MgX86jvzId0YjX/eJT/1kxvwo+0/QWuyNYtxyh98nkfuRNjBXoRKio3+kTaadsE4mThb1Ea0E3Kd+0kDAld7o3ehLvXSZ8/wPF6a9878oolDV+UV3ne/rz19kRMrOCmVuZHN0cmVhbQplbmRvYmoKNDEgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMzIyCi9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE1SSW7EMAy75xX6QAFrl98zQDGH9P/XUnIx6Um0aVKUkkvCKbfQz+W1B90H8QYa9kHDvi+2pIiAxsQH3ZfFufNVp/qa+rocqkahcWr1ucAE+kTrtqEqKrAnmFxQO9NU88PYGg3e8XnvG6wm+fQJXuQm5LnJkdlNyfbuBOhoBY0YWfJ0t2i3ZDBWlI4b3VQrUKUZzKszWbKSZncU0kIOZrKl7QsP607tghyG9+bd0eYGOkdHYMGEuh2M9G0WcQb8k1jgGu1WEEuhIesJwYhsGFqAzTuUFBrisWLt9mdguxlbiLFwwqfxHrN4loGQ7NRBex2zGmj8rEVw2sfBd0ePqR2/GSyg5FSLqa/59I3uz0/QP0Shm3L/RI1EZ4p/oLn786oVgcV8sTokDVNn7nxA22P3GP9BI7gfbRt9/wIyVoZhCmVuZHN0cmVhbQplbmRvYmoKNDIgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggMTk2Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nE2QuQ0DMQwEc1XBBgxoSephPQcYDuz+Uy9lGadIAw3/MqLLA6byKQP44XvhmDWJ/qatX6UZA0ZlVkdf9F70QA1i6gNtOslhB3lr2970q/MqfUqMrD1l1JQWflBfQ6D1g9yymfWTrI9tb8LIDK31T/vP6uTbxJoLpslVPGMCqx5iivcQ5Qw0JJjlIs0ESmfMUi4FFSAYY8FssB7nAK9pTsMeNBgkF438UdGMYK+rqFdhI4Xn+mAFPte+Rt7l+QWvY1IuCmVuZHN0cmVhbQplbmRvYmoKNDMgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggOTIKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTc65DcRQCEXRnCp+A5ZYnsHT0MjBd/+pjRdBxJGuEJC4DDUZB6VCeEwK0yY3v6SIplWQVbwJwFtLxpYV3pTXJuHHTZHYQgpLQmveAcyFZ/v7f9JO/xPd4Sd8CmVuZHN0cmVhbQplbmRvYmoKNDQgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggOTAKL0ZpbHRlciAvRmxhdGVEZWNvZGUgPj4Kc3RyZWFtCnicTc6xDcAwCATAnim8QCSDMSQLRSnw/m38iiNTcdKDHmLjItLKIMi5liBvkmTNpkQ9qX8pW5JqXemWXB2pWtZsC/p7gx46Hc3zBeBg3O7pmGsDy/cL/ykifgplbmRzdHJlYW0KZW5kb2JqCjQ1IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDUyMAovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNU0luHEEMu/cr9IEApa2W9xgIfBj//xqSNY59GIhT2ihK/eS07ravB2DGtNfT+zei8/XkN/h8vNPmdmQQrS68Vu9fiN7X/zjmdC5L+L8u8rSOsFjb6sDWsY+nJlAMK98WIyznMD8THqHBSjUmUFp1wDayF+xGTBde3K13wjYGQE44PEQ9NA3aNeYI9LD2smRmrWlZVhgx3RIdg3SyAcgVpoFgCs+BMFD3s2Vm0nw86Az7oj1UzjHMBesQOIiyMphppMjUf2gETywYciFw5YWHVPAJtx9z6BbFGB9MQDlIhCCaJjMCsER2SpWJKZeotYZzjFXo56hSU56JGGzINzwHkyC+BzUL6jSO+jS2lahBS1n8vkBnRhQ1V07lrcI9sqp+6lPndmYemXTkm1tniK2uAuS/7+QDN1NY2r0ZIXItRi1YZG3dDOJr4GY4m9/bKZcHKhX3R0ZYL6tXDU2AWMyX5AstOFtJ2TguFGsogtu5OZGtKoGLYtVQL/bxczs7c8HE8clcbo75yZYXQPaymk2I98qIfOe8q+EFzFk1zu0TqsbOsfEvW+dCbjHvzeCV3w5yA18K56HFpJhQL30UQQ1uDlVhFarEqvrmrqJxO1NZMpHWV1GqD7baBl6/98Nd7cO+C7taVBboJfTHk1/FRPNfcO3x9v+gPPy+VecHqc7n8/cfSKffOwplbmRzdHJlYW0KZW5kb2JqCjQ2IDAgb2JqCjw8IC9UeXBlIC9YT2JqZWN0IC9TdWJ0eXBlIC9Gb3JtIC9CQm94IFsgLTQ1IC0yODcgMTAwMCA4MzggXSAvTGVuZ3RoIDUxOQovRmlsdGVyIC9GbGF0ZURlY29kZSA+PgpzdHJlYW0KeJxNk1Fu4DAIRP9zCi4QKYCxnfNUWvUje//ffUPabqVIjAIMMOBjh81r2N9DYLk9x4z9G+F8jq+o5/g8/L5t+Saj0S7+lvtvhPf5iVNOrbQxJjmNfFjVbbmXVbrlLPs46krLgXdelnHboF7GwCMUU9VHBWjagDvmthrLYoWyb2JW2Uz9uRmgLLZ4G3UfE/bwZBJirttqwnJNZdNFXAGvm/oeJbtU24XKcsnSYcqqYnTsZVH5WmrIfhw5GzwCMQXC1zfKaBRjv5bZZeHb/v7p2dCgc1x8oIxUdgnx3wOtqM9eckojR5ncFGZ+6dt2aLZGxHmVVU/jqC5lAqYq+sBbi4qKWOplyANSniKK2d6cqtEsvcfOy686n8fYG1xsuRG9j0Vt9B+lHraY0aQumFG72EPXvKR0XrtRrNER0vXNifRmifBmbTveCUDanSKkl3Ku9sCS7Ems0kV1ZHVNr1LqRBHdW+d0t/52KtbveTTb8htNndmE1tYuN1n/kbzPT1xfPTfu/baK3U6eEO3241qmva5MO2Pa5vJP6mzu9Sz1uMew03FBOAXZ97y3nVzglG+uvvmLPHYx5Okl8W6YQzwuja7mzQ1/v5KE8oQn6IwIDlYuT/kcppMmdaN42WkScNJyLgKzl6d18rnx3AZD6exoZL2I509jnixw8ih0NF8SSMI//wAbfdS5CmVuZHN0cmVhbQplbmRvYmoKNDcgMCBvYmoKPDwgL1R5cGUgL1hPYmplY3QgL1N1YnR5cGUgL0Zvcm0gL0JCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9MZW5ndGggNDg1Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlID4+CnN0cmVhbQp4nFVUSW7EMAy7+xX6QAFr8/KeAYo5pP+/lpQTdHoITEQSRVFOmsWUqVt+WqFtcrXh9okQvdqTd7V32ymjG0oIBt/N9Q911u4HvNvULuETFYVAM3tIdJexQ3wtebWxgKaBZonnlhFDPCpiiPiQ3FPcpuRwnIpI2hZXMIHBVSWi1/lqDvlEnloZrvOuseXFYpnFau53H6v8LbqPEl2PNp1HrWJEqq8T8yBClIgwA5g1gQcRsMTeQtZUqz5pzj7onB5CJRle2jI2VUNtUhfUJ5RwHp6vxgmJODEz6MGpoStkoUtkpW+nD51kZzpLJfT6aCv3oba2AfXPfl7Y1TDigV0VCtRDX6DXoMM5yNwT9VCwR/HkMomZVIOesTgFanEVEk7HKp3wLzYeOoW7wdl4YrZ+3jgYmOFpd41jWrLUbsFqmPX0oXfsbNNLiY15a7OhpdbKPzunV4QIjJVhdmq0ImTpuzbCPbOPb/pRd2jj4U1bs7R5eUi1vjBD5205u+KJeeZ5w4mZQQ9ODV0hC10iK307fcpJfg90tt9el7ZyH2prG1Dx7Ie7SuzNE6sK49XFt0agcwLpBzDciaut9YlOkAx/qCjwuULel+oCseJ2FLwKKiTiX+D7A30FUdX8oVPybt+/2V7T5QplbmRzdHJlYW0KZW5kb2JqCjE1IDAgb2JqCjw8IC9UeXBlIC9Gb250IC9CYXNlRm9udCAvRkxSQlBPK05hbnVtQmFydW5Hb3RoaWMgL0ZpcnN0Q2hhciAwCi9MYXN0Q2hhciAyNTUgL0ZvbnREZXNjcmlwdG9yIDE0IDAgUiAvU3VidHlwZSAvVHlwZTMKL05hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9Gb250QkJveCBbIC00NSAtMjg3IDEwMDAgODM4IF0KL0ZvbnRNYXRyaXggWyAwLjAwMSAwIDAgMC4wMDEgMCAwIF0gL0NoYXJQcm9jcyAxNiAwIFIKL0VuY29kaW5nIDw8IC9UeXBlIC9FbmNvZGluZwovRGlmZmVyZW5jZXMgWyAzMiAvY2lkMSA0NSAvY2lkMTQgNDggL2NpZDE3IC9jaWQxOCAvY2lkMTkgL2NpZDIwIC9jaWQyMSAvY2lkMjIgL2NpZDIzCi9jaWQyNCAvY2lkMjUgL2NpZDI2IF0KPj4KL1dpZHRocyAxMyAwIFIgPj4KZW5kb2JqCjE0IDAgb2JqCjw8IC9UeXBlIC9Gb250RGVzY3JpcHRvciAvRm9udE5hbWUgL0ZMUkJQTytOYW51bUJhcnVuR290aGljIC9GbGFncyAzMgovRm9udEJCb3ggWyAtNDUgLTI4NyAxMDAwIDgzOCBdIC9Bc2NlbnQgODUwIC9EZXNjZW50IC0yOTkgL0NhcEhlaWdodCAwCi9YSGVpZ2h0IDAgL0l0YWxpY0FuZ2xlIDAgL1N0ZW1WIDAgL01heFdpZHRoIDEwNTIgPj4KZW5kb2JqCjEzIDAgb2JqClsgODkyIDIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQKMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgNDQ2IDI5NyA1ODMgNTgzCjg5MiA4OTIgMjk3IDQ0NiA0NDYgNDQ2IDU4MyAyOTcgNTgzIDI5NyA0NDYgNTgzIDU4MyA1ODMgNTgzIDU4MyA1ODMgNTgzIDU4Mwo1ODMgNTgzIDI5NyAyOTcgNDQ2IDU4MyA0NDYgNjY5IDEwNTIgNjQ0IDYyNyA2MzkgNzIxIDU5NiA1NTQgNzEwIDcxOCAyNDcKNDEwIDYyNiA1MjkgODg0IDcxMCA3NTIgNTg2IDc1MiA2MTAgNTkyIDYyMSA2OTYgNjM1IDk2MSA2MTcgNjExIDU5NCA0NDYgOTYxCjQ0NiA0MzQgNDQ2IDI5NyA1NjAgNTg4IDQ5MCA1ODggNTU5IDM0MCA1ODggNTkyIDI0NCAzMDEgNTMwIDI0NCA4OTIgNTkyIDU3Nwo1ODggNTg4IDM4MyA0NzUgMzU3IDU5MiA1MzAgNzg4IDUyOCA1MzAgNDczIDQ0NiA0NDYgNDQ2IDY2OSAyMjQgODkyIDIyNCAyMjQKMjI0IDIyNCA4OTIgODkyIDg5MiAyMjQgODkyIDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAzMDMgMzAzIDQ0NiA0NDYgODkyCjg5MiA4OTIgODkyIDg5MiAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyOTcgODkyIDg5MiA4OTIgODkyIDg5MiAyMjQgNDQ2IDg5Mgo4OTIgODkyIDg5MiA4OTIgODkyIDg5MiAyMjQgNDQ2IDg5MiA0NDYgNDQ2IDg5MiAyMjQgODkyIDQ0NiA0NDYgNDQ2IDg5MiA4OTIKODkyIDg5MiA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0CjIyNCA4OTIgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDg5MiAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiA4OTIgMjI0IDIyNAoyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDIyNCAyMjQgMjI0IDg5MiAyMjQgMjI0IDIyNCAyMjQKMjI0IDIyNCA4OTIgODkyIDIyNCAyMjQgMjI0IDIyNCAyMjQgODkyIDIyNCBdCmVuZG9iagoxNiAwIG9iago8PCAvY2lkMSAxNyAwIFIgL2NpZDE0IDIwIDAgUiAvY2lkMTcgMjIgMCBSIC9jaWQxOCAyNCAwIFIgL2NpZDE5IDI1IDAgUgovY2lkMjAgMjcgMCBSIC9jaWQyMSAyOCAwIFIgL2NpZDIyIDI5IDAgUiAvY2lkMjMgMzEgMCBSIC9jaWQyNCAzMyAwIFIKL2NpZDI1IDM0IDAgUiAvY2lkMjYgMzggMCBSID4+CmVuZG9iagozIDAgb2JqCjw8IC9GMSAxNSAwIFIgPj4KZW5kb2JqCjQgMCBvYmoKPDwgL0ExIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAgL2NhIDEgPj4KL0EyIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDEgL2NhIDEgPj4KL0EzIDw8IC9UeXBlIC9FeHRHU3RhdGUgL0NBIDAuOCAvY2EgMC44ID4+ID4+CmVuZG9iago1IDAgb2JqCjw8ID4+CmVuZG9iago2IDAgb2JqCjw8ID4+CmVuZG9iago3IDAgb2JqCjw8IC9GMS1OYW51bUJhcnVuR290aGljLWNpZDEyNDAgMTggMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDEzODIgMTkgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDE1MzYgMjEgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDE3NzggMjMgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDE5MTggMjYgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDIyOTkgMzAgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDIzMzMgMzIgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDI1MDQgMzUgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDI1MjAgMzYgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDI1ODQgMzcgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDI2MzYgMzkgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDI3ODIgNDAgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDI5NTkgNDEgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxMTQgNDIgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxMjcgNDMgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDMxNjcgNDQgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMzNTQgNDUgMCBSIC9GMS1OYW51bUJhcnVuR290aGljLWNpZDMzNzAgNDYgMCBSCi9GMS1OYW51bUJhcnVuR290aGljLWNpZDMzNzkgNDcgMCBSID4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdlcyAvS2lkcyBbIDExIDAgUiBdIC9Db3VudCAxID4+CmVuZG9iago0OCAwIG9iago8PCAvQ3JlYXRvciAoTWF0cGxvdGxpYiB2My43LjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My43LjEpIC9DcmVhdGlvbkRhdGUgKEQ6MjAyMzA5MDIxNTQ3MTFaKQo+PgplbmRvYmoKeHJlZgowIDQ5CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDAxNiAwMDAwMCBuIAowMDAwMDIxNjMyIDAwMDAwIG4gCjAwMDAwMjA3MTEgMDAwMDAgbiAKMDAwMDAyMDc0MyAwMDAwMCBuIAowMDAwMDIwODg1IDAwMDAwIG4gCjAwMDAwMjA5MDYgMDAwMDAgbiAKMDAwMDAyMDkyNyAwMDAwMCBuIAowMDAwMDAwMDY1IDAwMDAwIG4gCjAwMDAwMDAzNDggMDAwMDAgbiAKMDAwMDAwNjA3MiAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDYwNTEgMDAwMDAgbiAKMDAwMDAxOTQ3NyAwMDAwMCBuIAowMDAwMDE5MjY3IDAwMDAwIG4gCjAwMDAwMTg4NTkgMDAwMDAgbiAKMDAwMDAyMDUyMiAwMDAwMCBuIAowMDAwMDA2MDkyIDAwMDAwIG4gCjAwMDAwMDYxODIgMDAwMDAgbiAKMDAwMDAwNjQ3MSAwMDAwMCBuIAowMDAwMDA2ODA2IDAwMDAwIG4gCjAwMDAwMDY5MzIgMDAwMDAgbiAKMDAwMDAwNzI0NSAwMDAwMCBuIAowMDAwMDA3NTM5IDAwMDAwIG4gCjAwMDAwMDc4NjEgMDAwMDAgbiAKMDAwMDAwODA3MCAwMDAwMCBuIAowMDAwMDA4NDE1IDAwMDAwIG4gCjAwMDAwMDg2NjEgMDAwMDAgbiAKMDAwMDAwOTI0OCAwMDAwMCBuIAowMDAwMDA5NDI5IDAwMDAwIG4gCjAwMDAwMDk4NzYgMDAwMDAgbiAKMDAwMDAxMDI4NSAwMDAwMCBuIAowMDAwMDEwOTM3IDAwMDAwIG4gCjAwMDAwMTEyNzYgMDAwMDAgbiAKMDAwMDAxMTQyMiAwMDAwMCBuIAowMDAwMDEyMTY4IDAwMDAwIG4gCjAwMDAwMTI3MzggMDAwMDAgbiAKMDAwMDAxMzI2NiAwMDAwMCBuIAowMDAwMDEzODY3IDAwMDAwIG4gCjAwMDAwMTQ1MDIgMDAwMDAgbiAKMDAwMDAxNTA4NSAwMDAwMCBuIAowMDAwMDE1NzIwIDAwMDAwIG4gCjAwMDAwMTYxNzMgMDAwMDAgbiAKMDAwMDAxNjUwMCAwMDAwMCBuIAowMDAwMDE2NzIyIDAwMDAwIG4gCjAwMDAwMTY5NDIgMDAwMDAgbiAKMDAwMDAxNzU5MyAwMDAwMCBuIAowMDAwMDE4MjQzIDAwMDAwIG4gCjAwMDAwMjE2OTIgMDAwMDAgbiAKdHJhaWxlcgo8PCAvU2l6ZSA0OSAvUm9vdCAxIDAgUiAvSW5mbyA0OCAwIFIgPj4Kc3RhcnR4cmVmCjIxODQzCiUlRU9GCg==\n" }, "metadata": {} } ], "source": [ "regressor = RandomForestRegressor(n_estimators=100, random_state=0)\n", "eval_on_features(X, y, regressor)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "scrolled": true, "id": "J2cepmuhIw4d", "outputId": "bca2f0fc-0430-4f57-cc51-0e42f887f4f3", "colab": { "base_uri": "https://localhost:8080/", "height": 372 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 세트 R^2: 0.60\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "X_hour = citibike.index.hour.values.reshape(-1, 1)\n", "eval_on_features(X_hour, y, regressor)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "id": "NXplnn9VIw4j", "outputId": "8be34148-282f-4fed-e944-d87ab1450cae", "colab": { "base_uri": "https://localhost:8080/", "height": 372 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 세트 R^2: 0.84\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "X_hour_week = np.hstack([citibike.index.dayofweek.values.reshape(-1, 1),\n", " citibike.index.hour.values.reshape(-1, 1)])\n", "eval_on_features(X_hour_week, y, regressor)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "id": "GVmPBh6JIw4k", "outputId": "dd95d41f-ef84-42e2-ff33-b6b48a529e1d", "colab": { "base_uri": "https://localhost:8080/", "height": 372 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 세트 R^2: 0.13\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "eval_on_features(X_hour_week, y, LinearRegression())" ] }, { "cell_type": "markdown", "metadata": { "id": "-ArM_JlOIw4m" }, "source": [ "scikit-learn 0.22 버전에서 OneHotEncoder 클래스가 정수 카테고리를 인식하는 방식이 변경됩니다. 이전에는 훈련 데이터에 나타난 0~최댓값 사이 범위를 카테고리로 인식하여 원-핫 인코딩하지만 0.22 버전부터는 고유한 정수 값을 카테고리로 사용합니다. 0.20 버전부터 정수형 데이터를 변환할 때 이와 관련된 경고가 출력됩니다." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "id": "CkwXDRvqIw4n" }, "outputs": [], "source": [ "enc = OneHotEncoder()\n", "X_hour_week_onehot = enc.fit_transform(X_hour_week).toarray()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "scrolled": true, "id": "Lw0bQjTIIw4p", "outputId": "fdf36a80-322f-4872-ae99-8cc3514c345d", "colab": { "base_uri": "https://localhost:8080/", "height": 371 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 세트 R^2: 0.62\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "eval_on_features(X_hour_week_onehot, y, Ridge())" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "id": "M2a4O14-Iw4p", "outputId": "a65a7a61-7cec-47c6-dfe3-3ac18a0db6d7", "colab": { "base_uri": "https://localhost:8080/", "height": 372 } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "테스트 세트 R^2: 0.85\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8MAAAFSCAYAAADW0A35AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd5wkZZ3/353T5Jmd2ZwDsImFJecoiIIBUTFhxHynnmfiPA/wh5x6CicengkxcGZUUJJkJOwuLGFz3p3d2cnT07G60u+Pmu6q6jTdM9U7szvPm9e+6DRPV3dXeD7P5xtcuq7rCAQCgUAgEAgEAoFAMIVwT/QGCAQCgUAgEAgEAoFAcKQRYlggEAgEAoFAIBAIBFMOIYYFAoFAIBAIBAKBQDDlEGJYIBAIBAKBQCAQCARTDiGGBQKBQCAQCAQCgUAw5RBiWCAQCAQCgUAgEAgEUw4hhgUCgUAgEAgEAoFAMOUQYlggEAgEAoFAIBAIBFMOIYYFAoFAIBAIBAKBQDDlmHAxvGvXLt785jczY8YM2traOOOMMwDQNI0bbriB2bNn097ezuWXX87evXsndmMFAoFAIBAIBAKBQHBM4J3INz9w4AAXXHABX/nKV/jtb3+Lx+PhqaeeAuDWW2/lD3/4A+vXr2fatGn867/+K1dccQUvv/wyXm9lm61pGocOHaK+vh6Xy1XLjyIQCAQCgUAgEAgmMbquE4vFmDlzJm73hHuCgkmAS9d1faLe/D3veQ+rVq3i85//vO1xXdeZMWMG//Vf/8W1114LQCqVor29nd/85jdcfvnlFY3f2dnJnDlzHN9ugUAgEAgEAoFAcHRy4MABZs+ePdGbIZgETJgzLMsyf/jDH3jXu97FmWeeyc6dOznhhBO44447CIVCdHd3c9ZZZ+VeHwqFOOmkk3juuecqFsP19fWAscM3NDTU5HMIBAKBQCAQCASCyc/w8DBz5szJaQSBYMLE8IEDB9B1ne985zvcc889TJs2jZtuuokLL7yQ3/zmNwB0dHTY/qajo4Pu7u6SY0qShCRJufuxWAyAhoYGIYYFAoFAIBAIBAKBSJ8U5JiwYPnDhw+TSqW4+eabmTdvHuFwmJtuuglN03j66aeBwh3V7XajaVrJMW+55RYaGxtz/0SItEAgEAgEAoFAIBAIijFhYrihoQGXy8WaNWtyj3m9XubNm4fH4wFgYGDA9jcDAwO0tbWVHPNLX/oS0Wg09+/AgQO12XiBQCAQCAQCgUAgEBzVTJgYXrJkCfX19ezatSv3WCaTYc+ePcycOZPGxkY2bNiQe05RFF566SVOOumkkmMGAoFcSLQIjRYIBAKBQCAQCAQCQSkmTAwHAgHe/e5384lPfILBwUHS6TRf+MIXaG1t5e1vfzvXX389X/nKV+jq6kKWZW644QYikQhXXHHFRG2yQCAQCAQCgUAgEAiOESa0wda3vvUtli1bxrJly5g+fTo7duzgoYceIhAIcPPNN3P++eezevVq2tvbWbduHQ8++CChUGgiN1kgEAgEAoFAIBAIBMcAE9pnuNYMDw/T2NhINBoVIdMCgUAgEAgmnK6uFLKsM3dueKI3RSCYcghtIMhnQp1hgUAgEAgEgqnCvn0J5s27nwUL7mfjxqGJ3hyBQCCY8ggxLBAIBAKBQHAEePLJPmRZR9Pg0Ud7JnpzBAKBYMojxLBAIBAIBALBEUCS1KK3BQKBQDAxCDEsEAgEAoFAcASQJK3obYFAIBBMDEIMCwQCgUAgEBwB0mmrMyzEsEAgEEw0QgwLBAKBQCAQHAGsAtgqjAUCgUAwMQgxLBAIBAKBQHAEEGHSAoFAMLkQYlggEAgEAoHgCGAtmiWcYYFAIJh4hBgWCAQCgUAgOAKk08IZFggEgsmEEMMCgUAgEAgERwDhDAsEAsHkQohhgUAgEAgEgiOAyBkWCASCyYUQwwKBQCAQCARHAFFNWiAQCCYXQgwLBAKBQCAQHAGsYdLCGRYIBIKJR4hhgUAgEAgEgiOAtYCWcIYFAoFg4hFiWCAQCAQCgeAIIJxhgUAgmFwIMSwQCAQCgUBwBBA5wwKBQDC5EGJYIBAIBAKB4AggqkkLBALB5EKIYYFAIBAIBIIjgOgzLBAIBJMLIYYFAoFAIBAIjgDWAlrCGRYIBIKJR4hhgUAgEAgEgiOAvYCWcIYFAoFgohFiWCAQCAQCgeAIYC+gpaHr+gRujUAgEAiEGBYIBAKBQCA4AuSHRsuyEMMCgUAwkQgxLBAIBAKBQHAEyA+NFkW0BAKBYGIRYlggEAgEAoHgCGAtoAWiiJZAIBBMNEIMCwQCgUAgENQYVdVRVXtYtHCGBQKBYGKZUDF8/vnn09LSwvTp03P/rrjiCgDS6TQf+9jHmDFjBh0dHbzjHe+gv79/IjdXIDjm6exMcvrpf+eqq55BUYRjIRAIBE5RrHq0cIYFAoFgYplwZ/gPf/gDhw8fzv27//77Afinf/onNm/ezLZt29i/fz8A11577URuqkBwzPPLX+7n+ecH+POfD/HEE70TvTkCgUBwzFBM+ApnWCAQCCYW70RvQDGi0Sg//elPefzxx2loaADgW9/6FnPmzGHLli0cf/zxE7yFAsGxSX9/Jnc7GpUncEsEAoHg2KKYGBbOsEAgEEwsE+4MF2PDhg3ous6pp56ae2z27NnMnTuX5557bgK3TFBrtm4d5uDB1ERvxpQlHldyt/MLvQgEAoFg7BRzgYUzLBAIBBPLhDvD73jHO9A0jaamJs466yxuuOEGuru7aW1txeu1b15HRwfd3d0lx5IkCUmScveHh4drtt0C53nyyV7OO+9x/H43e/a8npkzQxO9SVOORMIUw6mUmKQJBAKBUwhnWCAQCCYfE+oM//a3v+XQoUP09PTw4IMPIssy5513Hpqm4XK5Cl7vdrvRtNIXjltuuYXGxsbcvzlz5tRy8wUO8+STRo5qJqPxwgsDE7w1UxOrGBaOhUAgEDhHsQJa4jwrEAgEE8uEiuFp06bhdhubsGDBAn7yk5/Q39+PpmkMDQ2h6/YWBAMDA7S1tZUc70tf+hLRaDT378CBAzXdfoGzKIr5e8uyWC2fCBIJc2ImJmkCgUDgHMIZFggEgsnHhIdJW5FlGVVV8fv9ZDIZNm3axIoVKwBDCO/atYuTTjqp5N8HAgECgcCR2lyBw9jFsF7mlYJaYXeGxSRNIBAInEJUkxYIBILJx4Q5w5s2beKOO+5gaGgIgN7eXq677jpOOeUUrr76aq6++mo+85nPEI1GSaVSfPrTn2bt2rWsXbt2ojZZUGOsfW2FMzwx2AtoiUmaQCAQOEWxc6pwhgUCgWBimTAxPGPGDDZv3syJJ55Ie3s7K1asoKOjg7/85S94PB5++MMfMmPGDBYuXMjMmTNJJpPce++9E7W5giOACJOeeETOsEAgENQG4QwLBALB5GPCwqRbWlq44447uOOOO4o+39DQwN13332Et0owkVgFsAiTnhjsOcNiQUIgEAicolgBLeEMC3LoOqgqeCdVBqNAcMwzKfsMC6YmwhmeeIQzLBAIBLWheAEtcZ4VAJIE//zP8KEPQWfnRG+NQDClEGJYMGkQYnjiEWJYIBAIakPxMGlxrRMAr74K+/dDNApPPz3RWyMQTCmEGBZMGuwFtESY9JEmk9Fs37uYpAkEAoFzFC+gJRYdBUA8bt5OJCZuOwSCKYgQw4JJg3CGJxarKwzOO8OplMo99+xn+/aYo+NOdXbsiHHPPftJpcSkWiCYzAhnWFCSZLL4bYFAUHOEGBZMGqwC2CqMBUeGWovhb3xjK9de+zznnPOYcEMcIpPROOecx7j22ue55ZYtE705AoGgDMULaIlzoQC7GyzEsEBwRBFiWDBpEM7wxGKtJA3OOxYvvTQIQE+PxMGDKUfHnqp0d6fp7pYAePnl6ARvjUAgKIdwhgUlsYrhlLg+CgRHEiGGBZMGIYYnliMRJp0lmRRuiBNYj5lMRhwzAsFkRlSTFpTEKoZFzrBAcEQRYngKkUwqvPOdz/Ge9zw/KS/AooDWxBKP11YMWwVwvvA+1vnDHzq58MLHeeCBw46Oa100EmJYUIqvfvU1Xv/6p9i9Oz76iwU1o9g5VTjDAsAeGu20MxyPw623wh13GH2MBQKBDdHZewrxhz8c5P/+7wAAb3rTLN761tkTvEV2hDM8sRQ6w87+BlYxPNWc4c9//hV2704wNCRz2WXTHRtXOMOC0di9O85NNxn55HfeuZv//M9VE7xFUxfhDAtKUsuc4SefhOeeM26feSasWePs+ALBUY5whqcQXV3p3O3u7nSZV04MVgEsxPCRJz9n2OnqxNbxppoz3N+fsf3fKYQzLBiNgQFzn+vvlyZwSwTFhK9whgVAbatJ9/ebt/v6nB1bIDgGEGJ4CmENg52MzpzdGRZh0keaWucMJ5Pm+PnC+1gnK1qdFqzCGRaMhvVcKs6rE4twhgUlsTrDkuRsOLNVXA8POzeuQHCMIMTwFCIWk3O3J6MzJ8KkJ5YjW0Br8u1/tSS7Pzu9XwtnWDAa1loMYh+ZWETOsKAk+W6wk+6wVWjHYs6NKxAcIwgxPIWIxSa7MyzCpCeSwgJatcsZnkrOsK7rOUfOaTEixLBgNOzOsNhHJhLhDAtKkl9B2skiWlZhHRUt+ASCfIQYnkJYxc7kd4ZFON+RJl+gqqpuW6AYD7quT9lq0prlKxRh0oIjjajFMHkQfYYFRclkQJbtjwlnWCA4YggxPIWwOsOT0ZkTk7aJpZhAdWqilj8JnIyRCbWilvu1cIYFoyEWTCYPVhe4vt5b8JhgilJM+NZKDIucYYGgACGGpxD2AlqTz5kTOcMTS3Ex7MxELV/8TiVn2Lova5rhuDuFOGYEo2FfjBERNxOJdVGwocFX8JhgipIfIg3OimFRQEsgKIsQw1MIewGtybcabZ3YW28LjgzF9gmnxHB+m6ap5Azn78tOilbhDAtGQyyYTB6y51OPx0U47LE9JpjC1FoMizBpgaAsQgxPIexh0pPPmRMFtCaW/AJa4FyYdH4kwmTc/2pF/r7spGi1On1CDAuKIRZMJg9ZFzgQcBMIuG2PCaYwtQyTVlVIp+3j5ucnCwRTHCGGpxCiz7CgHCJMujbk78tOCpL8tjm6Lo6bUnz3u9uZO/c+7r5770RvyhFFOMOTh6zwDQY9BIPCGR4327fDxz8O3/veRG/J+CjmDDtVTbrY2MIdFghsCDE8hZjszrAooDWx1FIMT+0wafu+7GyYtCl0dN3ZfORjjZtv3sKBAyluuWXrRG/KEUXkDE8essWyrM6wphWeIwQV8vDD0NUFf/879PRM9NaMnWKCtdhjY6GYwyzyhgUCG0IMTxE0TbeJnckoRoSDMbEUzxl2KkxaOMNZauUMOz32sYSu6wwMZAA4fDg9yquPLcQi4+TBGiaddYZBtFcaM/nhv0crxba9ls6wEMMCgQ0hhqcIyaSKNYJyMoqRWoZJa5rOU0/10tsrOTruscSRdIYnYwG3WpEvQJzct2sptAH27k2wYcOgo2NOBNbz39CQPKVEoWitNHnInk8DAU/OGYYp0F5pzx7DwXUa1fK9ZTLOj3+kqGUBrWLjiDBpgcCGEMNTBGslaZisYrh2Dsbtt+/g3HMfZ82ah6fURLgaihfQcipnWCl7/1gmv5r00eIMd3enWbbsAdaufYS//a0GE9kjiDVFBMi5xFMB4QxPHqakM7x5M3z2s/DJT0J3t7NjK5bj+mguClXLAlrCGRYIRkWI4SlCvtAxnJLJlT9WyzDpf/yjH4CDB1Ps338Uh1PVkOLOcK3CpI9xJ8TCkaom7fTYGzYM5sbLHj9HK/nnv76+qRMhIgoTTg50XbcV0JoyzvC2bcb/Nc0oeOUkVmf4aBbDR9oZFmJYILAhxPAUId8Z0fXJtxpdy0IvVpEg3JFCdF0/wn2Gp44zXBgmXZs+w+C00DbHOtrbv+RHxvT1TU1nWIRJTxzWa9qUcoat7q3k8CLUsSKGhTMsEEwok0YM33rrrbhcLh5//HEA0uk0H/vYx5gxYwYdHR284x3voL//6HYnyvHzn+/jXe96nl274jUZP18Mw+QLla6lM1zLCeG6dQO8+93P8/DDDoeAHUEyGa1oJeJ8ETtWprIzXNsw6dqNbZ28H+3OVb4zPJVqB1h/R7EQOHFYjyFrNen85445rILVaTFsFdrHSs5wIGD836kCWsIZFghGZVKI4U2bNvGLX/yCWbNm5R77p3/6JzZv3sy2bdvYv38/ANdee+1EbWJNSSQUPvzh9fzqV/v58IfX1+Q9iuWDTqaK0pqm2wp8OS+Gaxcq+C//8jK//OV+rr9+g6PjHklKidNaOcOplIqmTY2QzWPBGT7aHcX8xcCpFSYtomImA1b3NxDwCGfYCY41Z9jng8ZG47ZTrZVEn2GBYFQmXAwrisJ1113Hf//3f+P1egGIRqP89Kc/5ZZbbqGhoYFAIMC3vvUtHnroIbZs2TLBW+w80aicC0N87LFeduxw/kSVHyYIk8sZzne4nBastZzYHzpktHfo6nJoJXcCsC6WeDyu3G3ncoYL9zWnXOfJTm1bK9XSGT6WwqSnrhi27n9H+6LG0YxwhhHOcCmygjUcNv6BaK0kEBxBJlwMf/3rX+fUU0/l/PPPzz22YcMGdF3n1FNPzT02e/Zs5s6dy3PPPTcBW1lb8ieaP/rRHsffY7I7w/lVcfPvj5daiuHs2JKk1aQo2ZHIr7UujLS0+HO3nasmXTjOZFqMqSVHyr11fmxrmPSRE1HJpOL4cVRYQOsonjhXifVcqmlMmYiM8aLruqPnXusxFAxOIWe4lmLYOrZyFF9PsoI1EjHFsCw743ZbxbB7ZMovxLBAYGNCxfCLL77IL37xC2699Vbb493d3bS2tuac4iwdHR10lynNL0kSw8PDtn9HA/kT2Lvu2uu4YJvsOcP57tnRVEArO56uUzTvdjx84APraGy8lx/9aLej4+Zj3RdaW50Xw8Vc4KmSN1zLqIcjV0DryPxW3/veTurq/sg73/m8o+MWFtCams6wcf8YFl4Ooao6Z531GNOm/dmxWhBWMTylnGGroBPOcCGaZrrA4TCEQuZzThTRso4xbZrx/1gMJlk3EYFgIpkwMZzJZLjuuuu48847qaursz2naRoul6vgb9xuN5pW+kJ+yy230NjYmPs3Z84cx7e7FuRPYHt6JO6775Cj7zHZxXC+E6yquqPukGtBL+c+9yDH3/yy4wsN1vGc7iF71117URSdn/1sn2PjFsMqTO1iuDatlYzHJs/+V0tkWWPOu/dw/oa/MfMt+4/KMOkjEV4rSSr//u+b0HX49a8PEI06lwM4tVsraay8bT3nPPMQdcuiIlS6AjZsGOTZZ/tJJlX+7//2OzJmYZi0x/LcsfubpJIqf4yfyf2JU1DTDgvWYyFnOJUyhWkkYvzL4oQYzjrDbrcphjMZSKfHP7ZAcIwwYWL4xhtv5IwzzuCiiy4qeK61tZWhoaECMTQwMEBbW1vJMb/0pS8RjUZz/w4cOOD4dteCYpOTH/7Q2VDpyR8mXSh8nXTQOn7wJ1pO62fZVzbR5+9ybFyoXU5eJqPlrpG1Fo52ZziQuy2c4fEjyxon//xZmk4a5NTfP13TAlrOus5HNkz6j388yMCAOVk+cMC5fuD5i4FTqZp0cs5+Fn16O61n9nHavU+JXsMVsHu32dWh2LVzLBQW0HJbnjt2z4Xrt3jZr7SzU57Fa9sLTY5xYRXDR6szbA1jrqUzHA5DQ4P5uCiiJRDkmDAx/MILL3DPPffQ1NSU+7d//37e8IY38JnPfIZMJsOmTZtyrx8YGGDXrl2cdNJJJccMBAI0NDTY/h0NFAuRevDBw+zb51A1QY6+AlrgbDifp8mc/KZ0ZwtdWQWwk6KhVuMWwzrha2urRc5wscWYybP/1ZKjt7XSkS2glb8AWEsxfLTnDEuSys9/vo916wZGf22L+Zr644ZFmHQehw+nufPOXbb9bfdu89rr1KLdVHWGG4LmsRdAOMMFWAWvNWcYnCmiZc1Hts6Jj5I0QoHgSDBhYvihhx5ieHiYoaGh3L+5c+dy3333sWXLFq6++mo+85nPEI1GSaVSfPrTn2bt2rWsXbt2oja5ZlgnsOGwcYHUdbjnHuec7eJh0pNnNbpYwSwnJ23Rv8/N3fZFmxwbF2oXTnoknbnSznDtwqQn0/5XS47eAlpHLkx61644jz7aY3uss9O5RatjLUz6zjt38973vsB55z1uc9OLoeUdZkIM23nf+17gYx97kXe+0yzOuWePVQw7s2hXWEBrajjDHszPrWQcXgA9FsSw1RnOF8Pjba+k66bYFmJYICjJhFeTLsUPf/hDZsyYwcKFC5k5cybJZJJ77713ojerJlgnmhdc0J67bb0gj5fiYdKTx5krFrrnaDif17xoqpJzu72u6zZ3rlZipNaTpdI5w7UMk548+18tqWUBo9o6w9bFmNruf8Uq6DvrDNsnysmkOqnOf9Xy6qtRwDiudu2Kl32tmqcRRM6wnddeM77Lf/yjP3e+szrDTqUTFRbQmhrOsFu3XHudXog5Fgpo1dIZliRzwSA/TFqIYYEgh3f0lxw59u7dm7vd0NDA3XffPXEbcwSxXghnzAjmbg8NOXdyN5xhnWmXHEaX3fQ93jGpnLlaO8N4zM+qpJ3LW8oXOk5Oao5kmGqtq0knkyrugMqMNx8g+lIz8W2NkypnvZbIlglb/z/ajhpn2HpM1nL/k2WNn/60mBh21hkOtKdof10Xh++fhTwQoL8/Qzg8qS6BFWNdnBjtGFUz9vOdyBm2k923dR127IizcmVjTZzhw8H9zLx6P11/nE0g4J46zrBufn+a7PDnPNacYWufYRh/znC+0BZiWCAoyqR1hqcS1glsR4cphgcHna2m2npuD2c99BhnP/Z3Ws7snVTOSK1zhvFaQrUk58Rwvvg4Wp25WodJp1IqS7+8iVPu+QfnPPkI3jp5yjjDGUucqi67a1bkCo7OMP377uuiu9sIW77oIjMyxumc4VP/+BQn3/0cJ/3UCIc9mkOlrb/HaMeoum5+7nbPw9NFmHQe1u9yy5ZhFEVj/35z33PiPDXMMA9e+F+c+tunWfDxHQQCninjDG/pMsVdf8Jf5pVjwOoMH61iOF+wOllAKz8Eu77evC/EsECQQ4jhSYB1AtvW5mfGGw+y6DNbGEo6W0Br0ae35+6fdNezk8wZrm2YdOPpZj5ib/sux8Y9cn1ej0wBLZdHY//Kp5n5NqOVk5MFtI776msABNolOl5/aMqIYckSp6pl3DVzb+HozBl+6KHDuduf/exSIhFDJDgdJt16Zh8AM648iNuvHtVFtOxiuPwxqiQ9PHvFeTxz8YW89i9rRJh0HtaFxq1bYxw4kLL1i3cigmWYYTSvcR5YdfsGgsGp4wwPJny52ynZ4SnnMeYM79ilsnFdAlUfWbB3SAxH1TCHk2EGUz4UfeQ3ENWkBYIcR2eM2DGGdXKiTO/n1HufwOWGrv/nBy535D1iMYXAgLkqW7ckPqnESM3DpC1ILuf66+Vvo5MObn41aV3Xi/bfdoLswsi8D+/i8cXrOPU38OjqBtLpJkfGz59Q1h8fnTJh0nraw1PnXYTbpyNHfVzwutq4t1DLxZja/VbWegZLltQxZ044J0qc2ucTst0Fbjxx8Khur1RNmLQsQfdDs8z7whnOoWm67RjaunXY1lYJnHGGZzGLQLwBqW4YediLP+iaMs6wC/P71VUHP6euH1OtlQ4rTfz1F50A+EJzWB7Y75gY3igtYuMDXnhgPdfUNTLDOyicYYHAgnCGJwHWC+Ghlc/iGvlVZnz5ecfeIx5XUJPmxffwfTMnlRgpXkCrNhMEGedWkGsbJl27sfPJTvhO/J91ucdmXbPf0TBpLWOebppOHphUizG1RMm4qFsSY8abDjD/wzuRXM7lwtbWGT4yYdLWsYci3cx/50EWfnorSiDlWKpIQrIL3+bT+6ZMmHQte1Ef7Vi/R2+dzNb9/bbiWWAs5On6+L4zFy7quoyOBr4GBamtd8o4w1Z0zcF9T837zo5yZ3hdelnuoWfSJxg3xltAa0RMS7rpzgdcI99TVgwfOlT4XQoEUwwhhicB1glsps5crVPT7nFfhMGoeByLKfgazYvFa59fM6nESHFn2JkLp6rqJHZHzHEdFMNHKmcTaitIsvvCureflXtMk9xFq0BXi6rqSJKG1GvmIjef1k9iEuWs1xJZ1ui44hALP7mD+R/ZRdrtZGTC0d9n2Dr2M00PE/zqfay67UUiS4YdC5WOdrl57KTLcvebT+s/hsTwKMfoCZ2c+IPnWfW9dbSc0SvCpC1YHfY579nD3Cd/xCNXfoNpF5mh+7ruTO2E8IHZudtDHfumpDOMrtvzfMdDvoA7yp3hhG7Wi8kJVoec4YwlCPTexFkMayFDDN9xB3ziE3DTTeN7H4HgKEeI4UmAdXISb+o2H+8LFO0PXC2SpKGqOl6LGFaivkkmhguFbzGBPBZkWWP7/1tujotznzt/YlmratJOj51PNkw6sbsu91hwRsoRxyI7hrfe3P/Sh0Ik9PItYY4VFEVHs7TzknUnF2OO/pxhqyCZ5mrN3Q7NTjkihiVJRZZ1hl9tykXHtJzed5TnDFceJs2cfuZ/ZBcLP7GDBZ/cLsKkLVjPqc2n9eNyQ6ajl+DMJC6f+b2O91oZJQoD5rl1oG3/lHGG67zmcbbcv8850Zovqp0S2UeaEcEb08zCWWsDO2zPjZkRMWx1hmNaiMNKM3R2wiOPGA++/PLR66wLBA4gxPAkwDqxOXXTW3O3/a0ZBgbH715kBbWvybwIyUP+SRUmXcsCWrKsoUnmKrzsOvrECByZvM1Up1n5MzQ76cgkLbuf3d98NZ1vu4aHFr2Rx9a8nmSvw5VFJymSO0nH5V25+xkHxfCR6jOsqrqtqJCTZAXJCd94id+F7sk9HpqddKS9Uvb8pytuMlumARBZmKA3MzDusSeKasKkNZfF/bx2nxDDFmxi+NT+3O2T736OusXmYt14r5X3ci8Hrv5d7n5v854p4wz73aZIneEdMHrfOsEx5AzHtSDJEWd49prpLK8buV441FrJKoYBDqstha89WhcTBAIHEGJ4EmCdwC6ILse3aSEAnpBK1/DQuMePxYzJdzZMWpNdqCkPUtPkmQzWsoCWLOuoFmdOOUpyhitxnTMZjVtv3coPfrBrXCH1WefDNRzCgzFJC85OORIemGvhpblpHJxJcne9/fFjnFT9kC1F4Wh0hqF2izHZ/XraBd22xw0xPH5n2FqgK7DPDFWNtnaOe2wn+cc/+vjiF1+x9bgtRTVh0prb/ryT+4iKyt3czU/4iaPpJ0eK7D7ta8xQf7y9oFBwtnPtlRLYf9OByCG0gCkKj2VnWLPsbm40SDuUJqIoxLQQDyXX8Jo07+h1NpNJw6kdYfrx08z2SjVwhgHb++UY7fvTdfjrX+Hee0WOseCYQ1STngRYJyd+v5tQsjE3rehM9QCzi/5dpWQng6/+88m8/j11DF5zP6/v+z2+5gwJXk+EyCgj1J5aFtCSZQ10syKt6nJOhNVWjNi/k2ITpt/9rpMvfvFVAFavbuL001sLXlMJiYTCcf/+CgFXABXjfUKzDGd4vBV9rXnHbW1m3vBkau1VS/LD8mUH97/aOsOF+3Y4XOLF40CSVNwBlcYTh2yPB2cn6XzNGWd41jv2suyGTbgXpTjwo8Vs+vcVLG6ZDreOe3hH0HWda655joMHU+zaleC3vz2j7OurCZPW88SwkwW0HuER/sgfAWikkbfy1lH+YnKRXexrOqW/4LmQRQyP1xlOYhc1ukvnUHhv7v6x7AxbC0h7XLpzDq6q8mDiZA6qbWxhHrMTz9LkzMhHlkSCw6pZ7X368W3wYtjI6XXIGc7kieEetQlVdxm/R5bRnOHNm+GHPzRud3TAGeXPUQLB0YQQw5MA64UwEPAwe9up/Oy/QqQPhnnnvzSNe/xsmGD/U+20rV3Crnu30/6+zQDsZCerWT3u9xgvtSygJcsap/72afO9HBQjmYzGnPfsJjwvgduvIUknOTZ2JTnD27aZvQK3b4+NXQwnFU7+7FZ8DRYXrV3C5TfyLf3+sYth60SyudmHy2UsMk+mnPVaouj2z+lkZIKsKQRnJNEybtSk96gs4CZJGo0nDuL228d30hkOzU7SsDwKQGbdXNKHwvRpkyesUlF0Dh40hH9+a59iWH+L0YrcaZ58Mezc77iNbbnbu9nt2LhHiuyigjVEOkvIQWc4XwwD7PXtyN0+lp1hVTOvHVEtzDQHw6QPqm25uwPp4NEphpNJhjQzn3z68W1IgTo8uhtvKmVcLMe6GJ1IoOsg6fapvoqH3uknMH2618gXhtHFcLclcufw4dKvEwiOQoQYngQYE1idOe/Zw1DjMuYkF3Hw/wyRE79u/D02rUW46ut9qJs7AEMMb2f7JBHDtXSG7WOrbiedYZ0FH9tByxnGZEq6vXauczExMjwsW26P471n9duEcJbgTKOIlt8/9oyKVEqlblmU+R/ehbTiECtmD+KfF6X93AG2MYdlLBt9kKMYmXwx7Nw+4po+zGUv3wvA/rvnk3lwoWNjH6kCbpKk0XxhcTGy2wExHIvJtjD1iMuIhOnrk2rau7sa8nuKj8ZYc4YBMrJzwmspS3mMxwBYy1rHxh0r1f6e2e+x+bTC/S8yz4xKcDJMet9PF/K5Ky7g7Pa1+HxPI8v6Me0Mzwv0c0hqAuDJ1EreWqOcYV05ChcUMhmQZa4Iv0Bs8SoeD5zL3e+9l0xyBZeHkyx1HTJeEwiMPlYxkklkPOhFMiK7L72W6Z2PmA+MFiZtFctHa362QFCCcecMP/nkk05sx5Qmk9EIzU5y8t3P8eOV/86rb/hZ7rnBwfGfdKw5c/X1Xtg+M3d/u7593OM7QS3FsJTJu2g+u9iRccH47dSUuaaUVp27SBQ6c4UXe7sYHpvjqOs6gZXmqm8HHWiPnsC2ry9HTXnG7Vokkyr1xw2z+HNbGXzd48x+307mvHsv/rnDbGdy7H+1pMAZdrCAm2oZq/74YUddvyOXM6zSfFpfwePBWSk6DybH3V4uFlNsxQMbPIYYVhR9fAtIDlK9GK6imrTX/rykOBiZYIly8E7w2vp73vM8s2ffx1NP9Vb8N8Z3rRcVw21LzX1mvGHSWTEsD3t56QOnc17mQqYzPVdE61gWwyeFd+Vua7rLuQJaeU6mrqiGi3o0MRLG7HJBQ0uAZRcuIJM0jqm45kDecCJhC5GuazdT4rq29IPXcsyO5gxbn3fqNxQIJgljEsOPPfYY8sgq0gUXXICmHbsn8iNBJqPZLsbT03NytwcHxz9xicVkPCGFaRcdRl1wiKA7QKbfqOS7je3oTPwFpJZh0pJlxbPvyWkoWzscGRcMwTDtQlNIplXnLhKVOHPRqFz0djWk0xpNljDBT/JJAne+gS03rEY6HBp3Ea1kUrG19Yo/bebATwUxnJ+j7mSYtDXKofmUAUfDpGuZj2xFkrRcmKoffy5SxRPQ0OtT9PaO75iKx+091pvavMx+515W3raeJ5LPjmtsp7CL4VFygHV9XAW0JM3BnHVLlMNEiuFdu+L84hf7OXQozQ9/uKfiv5MkldDcJMEOo6hT94PTc8UWnXSGs2HSctS47mZFcLa90rEcJu1Rze9Ow12zatI6rqOviJZV6IZC1E0zxWpcd0AMJ5NEXGk+Mf9pPvT7a7jmvy/H4zf2vcObe8FnySWuxhkWYlhwjDEmMXzdddfx8MMPA4x71V5gnwwCLFSX0LBykI7LD9I1c9O4x4/HFcIL4pz1yKM899bbabj+eQaeN3JLY65hDjPx+R+1LKCVVs2TvC67HS0gUyBYdeec4XzxUWzCZHW2xuoMJxJKbv/TVReLWEQwaLb9GO9ELZVSbWJEeXUmyki/16kohuW+UIlXVk9+caTaVpOujRhWw0nqlhh5sgtZSAcduIYjDG1oxlsv09k5viJa+c5w/bw0a3/1DxZ9ejsvetaPa2ynqMYZVhTdZoCNuljlySuE5mCu9GQRw93dZoXias6D6bRGw/Ih9JGvaPD5NtIj7eXc08zc7fEW+8s5w0OG+AgE3CP/P/adYZeq4Bkpyqg6KYYVBZ9l/wu5paNPDFu31++nbppZodApZ9jlAm9dkEhLiPr2CO1LjLZK0UMxUopwhgUCGEPO8H333UcymeTiiy8GmBT5Vkc7+c7wCd5lnPvc9/GGVQY724C3j2t8YzJoCWfLBBlc18b01xu97HaxixnMGNd7jJdatlaSLCdxLeOubfsjB8XwkXKGB5MJGlYNAeA+2EpobijnWMD4xXAyqdrEiDcVYWhDC23n9NJDD3sHenntHzIXX9xhE+HHCooxBQTgtX9ZQ9tLzkUm5Oe/H40FtEIrzbDWJSzh/byfvtvO46tfNRYCDxxIctJJRVqBVEg8bo9MmNm3jD7Vhcuj0xmo3EWsJdbfbbTjLf93GO31w682MdNyX9KcEwz72Z+7fRd3cQqnODZ2lCh3czczmTlqlWpr9EA1Ic2SpNL9t1nc3/Q2Lv24zoHfp2k7r4fIojhqKIUnrKAmveNqAycjk8E4/ykjzrAUiPMSe2m9oIuDv2g6dp1hXQdNw4OGigdVdztaTfrjTffZH3NQDB/e2seL//cax126iIVnzhn9D8ZCJsNDyTUEXTIzugIsaLWKYaPvMKkxLgaqqtnGKmI6zse/bjGzVk+nfWkr3t2WNEfhDAumMFU5w5Ik8eUvf5kvfvGL+P3+Wm3TlCOjKDStNcRwq9rG3AZzdVprHi73pxURiyn4Gs0LkF8OMbTebLq+k53jfo/xUjxn2BkH15rHG1kcQ20ZcmRcgEwtnWFZIzw/Tv0JQ9QdF61ZAa0d6m7cXuO79u01WjwEgx5cXg1fizTuMOl8ZzigBG373/tu/AtvfOMzfOxjL47rfSYrmsu+GONkZMKRdIZrESat6zp1J9nFsAsXc+aYk8IDB8brDJsFtDyql+l1TQxvbgBgoP5QTqhMJNU4w/lh1KMJqf0/XkznPfMAUNNuMg6K4WwbNgAJZyfIP+bHPMqj/IJfsJWtZV/b12f+hqNV17aS/a6VmI9VrlUkdjaQ6jQjN4KzDFduPM6wtZK0POTD35rmI4EPcCM3Mv1TG23bccyhKPwkeikZDEdcxVOzMGnA0cJOv/7Y/ex4Yh9/+cqjjo2ZjxxPszUzh5ekxbyw2YvX7yHUbIjgWNYZTozed7wo1r+ziOGVb1zKWR8+iSXnzcMXEmHSAgFU6Aw/88wzHHfccXz0ox+lqamJz372s7nndF2np6cHt9uuq9vb253d0mMYKRAnFDFO7LO1uTQ2+ki9HKZuaQxXJEOSJGHG3uAz3xkJKGGGNpgnx13sKvZnR5RaFtDKWArG1C2JI338ceBKR8bOL0bj5MRakXUu3v4X3D6doQ3NSC9dWPAaJwpoHdZ6crfDvdNRUTl003e48rsxBte1kk6/bkzjZkkmVXwt5vcSUMMMbTDF8OHwfmA569YNjOt9JiuKpuOS3Lh9GprsbGRCfj5obcOknXevFEXn8F9nkNwbYcnKACs/txKAOXNMQTLe9krWMOmgGqatLUB0QwuNK6Pobo297GUpS8f1HuMlXwyXq4pc6AyPHla9/t1nsP7aMwEXa77aNN7NzeHC3Eana09EMK9R7lHW7fv6rM5w5YuC1u9y8eI6li9vYNvNK1jb+TquOnsZ9+5YX/WY+dRRxw/4AW+45hG2vJLEFQ/TSiv99BM8oRdc+rHrDCvWuBgMZ7hGBbSAmoVJa6qG2zPuerMFxHuTuUrPrS3G/+vbwqQG0yT0IJoO7rE6wyPh1QeVFvbtbyPwf6+x8Kw5NM9pNF9jzRmuJkxaVJMWHGNUJIbPOeccXC4X7e3tbN26teAiPWuW2TA8exFXi63aCYoiuzNkp35hVwiv143SbU4E+ukflxiOxWRbmHRADSF1h0gdDBGalaKLLnR028TmSFMsTLqYQB4L1pxhKOy7OR6kvLFll7Nh0mrSi7tRxhNRaxYmnZDNi21QD+HBg8sFLrfR3ia9abxh0greBea2hfWwzRluOtkQwcfqhDD94DIe+FL28+osW+agGPbUTgy75w6w+MqdaBk3fY931MS9ymQ0hta1MbSujcUXttP0uSYAZs+2OsPjE8PWAlohPcy0aQEGf9/C3OuMEOld7JpUYhgo29u72jBpWdZANyfyTu4jjTSO/qIxomFupw9fmVfaxXB1zrD52mDQzWOPnc/69QNceGE7L78chZFr4nicYQ8e2mkn9moL8W0+GhrcLGIR/fTjrpOJLI6R2NGAqup4PMdY2pmqolnmFY7mDBebY9ZIDCsZFX/IeTEsJ83vwj+SIlQ3LULPjgF03CT1IHXjdIa7lFbW7QzDzg00zqq3i2FrNWnhDAumMBUd3dFolB//+MeoqspNN91U8PyOHTvYvXs3u3fvZs+ePezevdvxDT2WUTymgAq5jRAZV3997rF+Cts+VIMxGTTfI6wbQnv9tWfy9qf+nf/lfydUCENtC2hJat6Kp7d2YjijO9i2RNZREsbFyhNWCia9qqrbJmljdYb9Q010/nouXX+eRUPKKKwWiBsXzOCMFElpfJ8pP0w6QoT49gbkmPHZsikCx2qooKLotF1wmIu3/YVL9/yZhne+4tjYuicvZ9jBHrL1l+5mxTc3suq2F7ngpb/V5PexjpktKqSg8NdFP+HMhx5lzY+fc6SA1qYvnMimL67mvMTraGsL2CITbvvL07z3vS/Q05MuM0ptKag9UMaFryZMWtP0gm4zTrbfei/vzd2exawyr6yeaopzWcOkq8kZTqc1lv3bqyz51810LdrItGkBLr98BoGAh0jErF8w3mrSYO7rgYCHxZjt/ZrXDow8fwwuBioKml47Z/h/o5dx29CbuG3oTbwiza+ZYymnatOCTUlZarn4je/JXkQrOPac4RFnWLK0VgrUGemNuqYz2DnMtp0qaW3k+dGcYatYFmJYcIxRkTNcX1/Pddddx5lnnslZZ53FKaecwtvfbhR1crlczJ8/vyBMWlA5irtQDHuHG3KP9el9jEer5hfQMlzmJP1PduDvbRs1BO1IUMsCWv5YA/943fmc+eDjAOgOiuH8/Dsl7lxFVUnNEJppXAjDc5MFYiRf/I7VGW7at5T17zgbgLf/l+GQBRONJOjE5YZBBoGxFxCxFtBy6S7CnhDoLqIvNdN2bi/heUn8rWnS6WOzDoEsa7jrNOqWxgAYrHNGdGmajsuX5yg62LZJc5lju9y1yRm2CoCsGPbiZZ33edovSRHbVs/um8cnhuNxhb2/WwLAFV94PXKHxvDLzWiKC7dXJzPnED//+T6WLavnK185flzvNVYKxbBGfX3x11YTJi3LGif99Fnazu9Bk108cepljophq2PrdO51NWJ4rAW00pLM8Te+CsCOgShwVe65SMR8z/H2GQZz0SIQcLOQhbnHm04eoPOe+UiSRnjsAWCTE1W1h0njBml8x7N17JQezN1NaMHaOcNSbcSwbBHDvoDpDGeJa6GxV5POiWFzPw5EjGvsMz96kQ33vAbAVZFm5rt7Rv/urE68EMOCY4yqVNDSpUu54447+PznP5/rMywYP7KuIg970RQXfoyTVTDRlHu+W+4b1/j5BbTq3ObJdrwtI5yilgW0SPvoeWhGrn2Go86wpU1J5//NRdnkXFXuVGTI/l6jiOHhYWVMrc6s+XDhsHFBDqebco8NecaXy5tKqQyua6Xv8XbmJpdQFzYm0Ht/sJi+/zyTp865GHnYN+5CXZMVWdbQJPNU69RijKLoHP7LLFvBH+vC2nhRM/YVuFo4V5KkUb98iIaVg/jnmsUCWzEiFEKzk/T3j2/xIBaz1Ayo89LeHuT69y8jvtmIfqhfEcUdVDh0yKFJ+hjIF6jl3N5qwqQVRScwPU14foK6JXFWfW8dyZbukq+vFg+enFB1ciEG7IUdX+XVsq8da5h02nL+9unGtVdB4Sme4pnWvzHvg8Y2jMcZ3sMe7ud+Gt+0nfC8OIGAESad5ZhOE1FVo7cwUOdK8uGGB2oWJq3iqYkYjrSGaJhe5/i4kOcMB4zjaPF587jqMyt4V/3fmefrGbsYHnHJrc6wP2LcnrbIrM7frY7cFq2VBFOYqm2sa665hi9+8Yv8/ve/5x3veEcttmnKEVvXzrrGa2ho8PDH6JsAqLOIkS65F8ZhmsXjCn5LmGqDJwIYFVzHUxjESWpZQMsQ1S40yYMnpILPQWdYr75tUyql4nabPSZLIeeFXKczheLXiqrqpFIq4XB1h7V18pj92zqpyXwf3/jEcDKp8sonjJYrd+28nF9GjHYsnb9aQPdvXblFj7R+DE4GAd/pe1n5EbNStu515piTZQ056mfwhVZCszsBUNzOHc9K3nynVmHSa3/5DxpXD5GRvMDlgCGGO+nEG1FJuVPIsobPN7YIlljM+E4CAXdujDvuOIn/1k/iUR7F7dVpXDXkiPs3Voo5w6WoJkxaljXcfnOsOe/ah/TdobFtZAn8+FFQHK8mfYhDudsHOFD2tfkFtMoVILOS0i05mwQAoyjYd/kuWr3Ggo83s+/Hi8e1b7zCK9zFXRz3fYi9/SyCm2bSRBNttNFHH40nDYBLPybTRLSMjD4S1lbvThFwyzUTw4rurBi+8LNnoMSS+JsiNWshqqQtYjhoXHubZzfQ7JsNPzUiicYcJj3yXWSKhEm3L23NPdajNNleX3pjhRgWHLuMKabza1/7GitWrAAYkxMlsJOdCAUC3lzIcqPSQnTk+V5tvM6wTEedeSJr8Jjxd51tW/gFz7Kf/XyRL05YyHQtw6Sz42iSG09IxeV3btKrDwfZ9MXVuAMaw6820TKKe7Z7d5yTT34Ev9/Nq69eSnt7sORrZezCJqXaXb9iYdHRqFy1GLZO9EIhQ6A3ZMycylhgsKrxCse3O89Z9xns7r+i6MdkERnfCd00rh7K3XfSGQZ46cOnsfH6U9HSHhqDAUfGBsgrlF6zMGlP2Ng/XLKPET2Sc4bBcIcHBzNlj5VyJLUUkcXD1HvqUFByTuZy13IOpXr5039pSH2BCV0YrEYM57+2fJi0bhPDAIrLuc/5W36bax00zPjbAFrx4Mm1brK2cCqGNWdY08oXILMi6WbUQWBkxdmDhxZa6KOP0Oxsa6Wxf2e21kpRXy4dYBGL6KMPX4NC3ZLYMekMa2nzd3Fnq43XqJq0goM9jIGVyib43c/hoouAJY6Na0VOm5/BF7Rct63x8mMtoDUibu3OsLGPN81qwB/xkUnI9KhNxpPCGRZMYcYkht/7XrNoxuc+9zmRLzxOshMfv9/8Hlt8jQxIbrS0B1V2Q4n8sUqIxRT2XnUei44LsH7LuTzli+eeO7D8H7zGFgC66HK8CEqlFC+g5cxCS8w9TMcVB3N50y4HnWEtGmTHfy7P3V9ybnnB8Je/dDE0ZGzHgw928573zCv52gJnGPsKcbGCWcPDCjOqjNTedt4feV3nK6hJD2rn8cBsGhVTDCeDQ9UNmEe+82zNxctHkqp3tic7mitvf3NIDGcXeeQBUwBnXE72MK5coI0VSdLwtBrfh1s2J21WMRycnWRgYOxi2L2qk0t++QgAf8DFNVwDwIVcyKrEWXzjhj8DkDxhMjnD1YVJl3JCFUUryCtXXM65Z5vZbG6Xw85wpWJYlrWChcFkUsHvHz2cKm3pCx/E3L9aaaWPPgLtEm6/Oi4xnMAUM4YYNhYDF7GI53keMIoIHpvOsPm9ubM1CGoVJu2wM8yTT4Kuw6OPwsc/DjVwhxXLce619vwNmakvTjnDvqAXj9eYY7rcLtqXtNK58TBxPURCCxCpRgzLsvH9e8pHtwkERwvjVrHf/OY3bfd//etfc+edd4532ClFdiJkE8NNAf7a+lbub3ob5z374XGNH48bJ7GIP0gTTdRFzEmCb7+pnCay33AtneGBpgOccd8T5gMOimFZ1mg5s5ezn3iY8154AM+lr5V9vXXSNtoEK9/BkajMGa4WKRgnNCtF3ZI44aBx4WzRTTGcCg9VPaaVfOfZ6gx7IjItZ/Ww8NNb8bVIx2becL749Y0ttzsfWdZoXDPA3PftZtY79hKYnnLMvdV1vWDRqFY5w1lnuJQYNvKGx+74KAFzMmntXQvY9sWjJ0za/pyul3btizvDzgkGa5GrT/JJx8YFQwxnsbZZyqfYvlHpb5nB4gy7zEUl22LMzNS49g2bMzzktznDqG6GXmpGV9zHpDOsWjoRHFDaeT69DMmhysyaXFtnuHfYy/r0Ep5NLKV382HHxrXSEFJZ6O1irreHulZTAB/aOsBWbYFRIXusOcN5zrC/zt6erH2ZJVRabaouTBpEr2HBMUVFFsyCBQtGzZlYt24dra2tPP7447a+w4LRqTt3P7Mu20tDIMReTmA+82lu9qMmjJPX4ODYTzqyrOUmT/X1xs9tnQCyq8O8yS7O5dwxv9d4yIZ8eiIymuRBV9zOhUnr9pN4/uQwy4svDvKPf/TznvfMo7GxfF/LLJmMhrdepu1cIwd76MXyoYLZhQkYfcKW7wxnXPYV9eLOcPUTXdltjlvvM9yRFstkUKobX/hjprWfi3f8GSXq5y8+N5HIabnnjv+PV1n8ua0AJHbUT/iEME6cCBFHW41peQ6r26+hqjpe7/jeQ1F0Zrypk+O+aizAPHPJBfT9PVRxvuRoY+cfJ7VxhlU8YeM39yilxfDAwNjOgYqioYfM/Tu/X3swaBXDEx0mreNrkpGH/KMU0Cp8Lp3WitYgUBQNd54zrOZHKowDWZdznQ7O0M8YV9eDfC7lUv7En4DylaqtlaSzVFpEK+OydnIoLoZDs5MkdjgTJq1EfQTnG7/TSlay6N++zLdvMVpRSp849hYC/T64MvIs9ydORcXDc+njOS75Mk4kc1hdZxjJGR7N3ax0bFVj62AzL6aNuWzj5sNMW14k5GrjRujrg/POA19lcwYrC2eqLKwzogM4/vW5xx/9znP0D6/Gg8rKxLNjO6xyYtiY9wUi9kgJW96w2sSCalorgeHwWx1sgeAopiIx/N3vfrfo44qiEIvFaG5upqGhgUwmw+9//3seeuihit78N7/5Dbfddhs7d+7E6/WyevVqbrnlFlavXo2maXz1q1/lrrvuIpPJcPLJJ/M///M/zJ8/v9LPdtQQWt7H/A8ZrmwvvcxnPk1N5ol1cHDsK/lW8VVXZ/zc1jBVZVt77ra1eueRRlF06pcPce6zD6EM+/j7CVc4FiatWMTw7u8tYcfXV0CX/TXptMollzzJwECGPXsSfPvbqysaO6PLeBvM30fzlL+gWCvbjjb5tjrDu25fypI9Tbbn8wtoGY9Vv6+oXktxtaAhFur8QZ5/8zmkDwd51+tWwNeqHjaHHEhSt9gIzR9kkFmW/p3Wfq9NJw9MaKjgQzzED/gBp3AKX+SLzg3ssU/M3QHNWETxji8wJ7840rKvbCK5L+KI0M4fG2qTM5zKyHgCxrge1ZysOSWG43El19YLCsWw2+0iFHbjnjVEqoKw2lqRyWic/It/MPud+3j1n09Gks4p+dpix0g6rRZdwCvmDKtu55zhoUQa6kBTXDz2WD+XXNIx+h9VyJVcmRPD5UKwrcWzslTsDFvbGnrsYdJZgrOTRDeOfQHBFiZtcYZ9+Ah5TFk40QuBtcCDxgJfN0t9B9kizwVAdahNkZrJK6CFxzG3Mh3L8OKgaerIsSKhyt3dcNNNRpK6psGll1b/RlaBaRHTddPC9O8eRMVDKi7nnbUqH1vXYaZ3AGnWAhosFaShSBGtasKkQTjDgmOKimZjV111FQsWLKCtrY2rrroq92/NmjXceeedXHXVVfh8Pm688UZOOOEETjzxxIre/P777+db3/oWhw8fZt++faxZs4bLLrsMTdO49dZb+cMf/sD69evp6urihBNO4IorrkBxaOVvUhEwP1NgZM20udmcmI3HGY7FFFwejVX/vY7wh5/jSZ60OcPp7iBttAGwm91lw9FqiaJonPyzZ/HVK4RmpVj6xc0OOsOW0OSd9aQOh1BVu9A+dCiVm3CvX1959eTk4t2c+ptncvd1X/n9sxpnWLWI4fShEFJetJRTYdKqx/jcugb1QWNCGAy66bp3DoPPTUPpjpT781GRLWGqYcK2nODB9VYxPDihE8L/4X/Q0Hie54kRc2zc/IJZ7oDqiLA03Ftz7Lbze6hfNuzIIpIs66S77Tm66RqESSctJau9JcRwcBxh0vG4gs9SST8/TPp5nueirl9zyfb7CFy4fUzv4QSSrDDnXftwuWHV7RuqCpOG0kKqWM6wk85wcmRCrGXcbNoUHeXV1RGw+IfViuFKnWFrVEzY4gxnr4lgLMZkK1SPhawzrMku1JQnJ4bBLFhYzTYfVYzk9XosPcsdE8N546i627GcYU3OE9rxIu3d9u83RDDArjGmmJUQw/VtpvyNJ13m+1Q5tssFb6p7lrd//gQu/7fzbE83zazHP7L/dY8lTFoU0RIcQ1RsTTz77LPcf//9HDp0iOuvv55HHnmEmTNn0tnZyfbt23n3u9/Nj370I370ox9V/OY/+9nPOOOMM3C5XHi9Xq655hoOHz5Mb28vt912GzfccAPTp0/H4/Fw8803s3//fh5++OExfdDJiqrquEPFxXDT2n5W3bGO7W+9mw1sGNP4sZjhXC785A70tz7L4zxuc4YTCYW5GCu2adKOVwStFFnWCS80C3sFpqcdE8OKpWWPlnGPvJ99bKtI7eqqvK+pklfxWRulbU62zQtUIIYtY2uSpyA8slQBrWrRfMY4aspDZESoWsNHx5vHqwbM7zNChIjFGU7srEdNG79JeNHkqaia/7uOC4szvPM7y9h9+zKHBGuhe+sOOSO0ZVlj5zdPYN3bz2LjR09hw3vOQMrUQgybCyVWMVxPPSd0nsOWf1/J3h8sGbMzHIspeMuI4TrqcpEdrhnOirlqSOdVii9fQKt4mHQxijnDmsc5Zzi7YOcNq/Q07XH0uKlcDBfLGa5sOzJRHwPPtRJ9pYk2j7kA04K5SBeak0TTxp4mkHWG5agfcNnC2e3X4ok796mySvRQjL49gwx3x0f/g0oZEVAeyyK7mnFmH/G6VE4LGCk2Le5hVgd2O+ZWqnnzA7mYGI5ZFkwHx9hxwbq9lsiUyDSLGNaCYxOeVvFaJITb5XYxfWEDYVcar0sb/XcRYlhwDFNRmPTZZ5/Ne9/7XnRd5zOf+Qy6rvPe976XPXv2EI0aE4j169fT0tJCY2PjmDakq6uLW2+9lUsvvZREIkF3dzdnnXVW7vlQKMRJJ53Ec889x+WXX150DEmSkCwH6PDwxAi7ashktFzOHFjFsI/w/AQLP76DFLCf/ZzMyVWPX8wZsV6Ak0nVFjrodEXQSlEUDV0112ZcHq1o7+GxYG1RpMnGe2Qymk3wWUVqdWI4b2LpLz/RtIvh8hcf1a3kDlAt4y6YjDnlDGt+GTegJr25qAG7GB7fJM0qhvOdYXQXStyHJyjhDaukeyZH3pyc/7uOB4szvPv2ZST31jkkWHXcAfs4nqBzYhjg4G/MaueZ9zvfRi+pmecbn2ZOBl24eEv3+/l/NxpVoAemOxMmXVBAy3Luyy4KTQSZvMm3U86wLGts+vwaZl2znxlvMnpRax7nRJfmNsfact2dDHOKTUiOBxUVFy509JqFSSefncUz33odAA9mLsg9bv0Mwenp3JjW82Kl5MTwkCFIrM5w7ITNnPX3v+MJK+wbrIORhekjzcC+KL/68F8AWPGGpVz0uTMcGVeKSxyWp9GlmiG6qqwaTuemTfCTn8DZZ8Nb31r12H63yumhrZwe2mo+6JAzrOYV9FSSRc4/Dojhv78Y4MDwJXhReHNczZ2d6lrN81JCCxhFtKrNzy3hOlt585fXwic+YdxRzyv6mhxCDAuOYSpyhjdt2pS7/cILL/CrX/2KNWvWcPvttwMwb948XnvtNVauXMlHP/rRqjfinHPOYebMmezbt49f/vKXdHd3A9DRYc8/6ujoyD1XjFtuuYXGxsbcvzlz5lS9LUcaSVLxhs2TjH+k12Fzsx/JEqYYZWyuRbGcOWtoViKh5N4TJlIM60Q3NuXu9z3W4ZwzbBE2Cz62g8Wf30xStgteq0iNxxWbU1wONb9n5yiVqqsJk04+uohnLr2AXbcvJTwvgTbfXtHSqQJaWQGvJj25fSMYdBOam2DGmw+QPm8DhzhU/bgj6GFzn8p3hgHUhHHfE1ZqUrF4LDh5HOgecz/OLsY4sW8rShFnOKg5JrTzqUnOsFUM6/ac3ZYW835//9h+j1jMvhiYnzNsdR91/8TlwKkJL8n9xralu4KjFNCqJkxap/Oe+Wz9jxV0Pzidrj/PQto9tgXrYqhu+/mvXKGravkIH0Ef6U27kpUlXzeeMOnsd+l2Y8uzb6KJdtph+wziO4y+hmNtr9RBBw3pVlIHjN/Xev3VGxNMu7CbltP7GfYMjWl8J9j1zP7c7dfucy5dYKg7zb2Js+ixiuFsOPPvfw9798KvfjW2Xrpqkd/YKTEs2ceRi4nhuMVBH6MYTiQhqkXo1xpxBcxzUbjZnPsl9eDYKkpbXedSxb2sj1ebMyzEsOAYouoKLrqu4/V6aWlp4fbbbyeTyRCPx/F6vXzve9/jb3/7G1u3bh19IAtPPfUU3d3dHH/88Zx77rloI/kR+RVR3W537rlifOlLXyIajeb+HThwoNqPd8Qp5Qw3NfmQesyT41jFcCqlFjjDHo+LYND46RMJteJwtFqiKDqJHWYz5ejGZucKaFl6VDadNMiK/9zIsGK/uOSL366uynr75bc/suZ/F8NeQGuUatJxD8GONIs+vZ0l/7oF13H2ql/FXOAxieGRbVaT3lx7r2DQw/Q3dnLaH56Cjz7CVqo7prPIsoan3r4Yk99nWE0a9z1hddK0VnJqUq/rOoPrWuj68yy6H5iBmjA+q2POcJ4Y9oQUR51hK7UobubrbuX+5qt5YPabWP3KG23PtbaaYnjsYdKybTEwhN1dsZ773EHVsQW4aslkNPM4CKmjOMPVhEkbj0c3tvDsZRfy/FXnEb1vsQNbbKDVUAxnQ65nMYvruK7k64pVk67UGc5+z4GAxzbfCBDgB/yAhq9fx5YbjGKKYxXD3+JbvPG+r/HMhRcDMHOmuQ+GvaboSWmVRyQ5jZPV863k594CqHggnYaenpEXaXDwYPWDFxPDToVJp/PEcKrIdTXfGR5DXq9i+Qi+enNfCDWb+0gq6wxXPbjCPnkaPx++kN/ctIHtj+4pfI3Xci0WOcOCKUzVYjgYDNLX18f27dt54oknmDt3bi40edq0aVx99dX87ne/q3pD2tvb+f73v8+uXbvYuHEjAAMD9kJGAwMDtLW1Fflrg0AgQENDg+3fZMcQw4U5w4GAB9ewGdI3xNCYxk+nNVvOXNYZyQqSZFJhMYs5h3O4mIupo25M7zNeFEXDHbQ4aJLHsYmpWiSPLSXbT+RWkQpw6FBlE5OCYjRVFdAq/1pZ1lCTpougeu0X+mL5wWMJk3aNiGE97c1NCEMhD1LP+CMTkkm1IEzV1toLcp/RE1YmNGf4I3yEFaxgNattImk8KIrOjluX8/xV57Hxw6fin5YmsmTYoQJahc6wxzFnWOOE/7eR89Y9wMXb/0zrOT1IrsoWiKohkzYq7KYPhmmkyfZcfb0Xf51KeH6cweQYnCPsaSKeTMDWuxbsYtgTViasiJEhhrPHwWhiuDpnOJ9S59XXXotWff5o3Givuu9kekFWDPso37KmWM5wpb9j9nuzhi5byU8pGisHDphiZs4cU+hELGI4rU9cZIJrfIXtS1IsD1XT3YaQsrqpnZ1Vj61lFCTdS1Lzk9ACDGsh5wpo5TnDSrrItdrqDGsajCEtz6ovvRFzX7A7w2MUw7JMQg8yoDXQtX2I1HAR8SqcYYEAqDBn+ItfNNqMuFwurrnmGpYvX87ChQtZuHAhAKplhe7888+vqMiVqqp4PPaJidvtxuPxMG/ePBobG9mwYQNveMMbAKON00svvcRHPvKRyj7ZUYIkFXeGAepdEbSMG7dfG58zXCRnLhz20N9vOMMXjvw3kRj5j+b3oErO9RlWNR1NceH2mhPDlGK/2I3VGc4PE3QH1bJ9Xq3h2KMVTJFlHSVhHqL5OY1ZF9jtNhelqy2gpaOz/1/PYyCWIKSH4cfG44GA25Ew/fzIhPwwfQA9bVyQ3T6dpDRxE8LLR/5zEus+fP6GBwi0SyT2RJCH3uLA2PZq0uCkM6zTdPIAzWuNBclznnwE6XPO5IJasQq7fEHyG9dveH3s1wDsfO9lYxo/FlN4+vyL8DVnuOk/l8GV9uftYlglmVRpaKi+X+h4yWQ01JRxXLj9GukyDlc1Yjgjq9QvH0KX3SgxL+mucNH946c/3cMHPrCeOXNCbNt2ecExWormP76O558dZMm/GJEjTkUW6eg5Ye0dZZpSPGe4svNg43te5pwLd+FR/BzgZOZgT62yLtyN1RkGuxiePdsM1a/zmsJY0ifQGXZIROajKcWcYTcMDRnucJYxOMOHe3V+G31D7r4HlU/K/WPZzALUlP34k4ul78TzCo0NDkJTU1XvI6vGPMGDiitgRsKEmyxieKzOsCyT0c1zWX6fYYDtzxxiV+JkFN3LmUOypYZ/EYQYFhzDVLQe+IUvfCHXVuBrX/sad999N3/9619zz1tbDlx99dX87Gc/G3XMV199lSuvvJJXX30VgEwmw+c+9zk6Ojq44IILuP766/nKV75CV1cXsixzww03EIlEuOKKK6r6gJMdmzOsuWwX/ubmQC5UeuzOcKEYAXPFezwXeCdRFI2d3zqelz5yKpu+cCIut+5YmLT/r6fxZ9872f+zBbnH0or9YmcVqVB5ES3N4gxHNzax938XldxuXderKqDlWX6I+debvZ/1gH3CEo3K4NZY8YmDdLz+oPlYFbhw0fV/C9j348Wk/m6GT7pcLvRBc9I2dme4sICRy+WyTTKDaojMoI/UwRAJ+di6wFqdOVUyxY5TzrBRodbEuZzhQtdZ9ji/UGEN+c0Xw/WYaRNSaGytruJxBaknRHxbI7MzCwqe9+IFbWRCGlEqFlFOk2zvovWsvtz9lFZODFcRJq2qXPTaX7l4232s/T+jBVyx89PDDxu1OA4cSLFhQ+X5j5KkoaXNY9kpZ1hDy+ULj0UMV+oMe+cO0XpWH03nHSoa4u2UM9zZaS6uWp3hOr95O+OawL6t/X2jv2YM5PcCbvcM4nfJRo9eK2NwhvMrPqt40DMO5Qyn7b9Fc7B4Aa198jQ2SXPRdCAvkrESsmsFPpcKlgV0X8hHKOym3pUk7E5DagxRObKMZBXDdYViuG9/jO3yHHYrM0ikRgmVF2JYcAxTkTMM8K53vQtFUXC73bzuda/LPb527VqCQXMVq9LQ5JUrV3LJJZdw3XXX0dnZidfr5ZRTTuHhhx8mEolw8803k06nWb16NbIsc9JJJ/Hggw8Sqrai3iQnk9HofbSD1IEwCxZGcJ1onpCam/1IPUFCs1MM68NoLg13lZHt6bRaUEALrGHS5Z3MI4Wi6GhpD2v+9wUA6pYNI//PvFH+qjKy4iDrvACkVftFc6xi2OoMb75hNd33z0K6Q83l3lqRJM3W33i0yVXwzH1Me7M5SdD9hc7wzLd0svD2p1kIPHXeRQz3V58akBUA+W6QE2H6qZTK7u8vpffv0zn1wgiRK40xIxFv7vNP++E7+cUvjAIub77zyLtytcTqDGuSsU+4A5pjvYA3vOdMdv/3Us57/iHA2WrS1kgNAMXt/GQ92nqQpV95DTXpYbh5MTA991wjZqEnvSGBLGv4fNWd/6zHdX194eXOhQtXxocezOAJK+MSPONB9poTy53fPo5lw6UvzdU4w9aWTW3n9nLxjj+TeHo2YF9UtkbGbN06zNlnl05Hsm+LajuvOpUzbG3RtJWtvJ/3832+X5DzDaVaK1X4O1rSWvJTIx7kQfZ86AEuurafdVefM6aF461s5R7uIfaxONOl2Rz+82xmzTI/Q0PAIobdEycu8kWrU1hzhs9s2cMp2svGncP2YpBjcYY1pfA4UNNy5ZPaMlhzhs8MbuKU+YXpY0P9MvcmzgRcSLqPk8ZQREsZ6aDhdRV+lo98aQF8+9vGncSKqsfOF8P+usJrqzdkPqaMFoknxLDgGKbi80ZdXfFc0nvuuWdMb+zxePjUpz7Fpz71qaLP+3w+brvtNm677bYxjX+0kMlobP7iGgBO+9RiuN18rqnJR/9IqKrqUokTp4HqxE6xAlpghn+pqs7u3Qm+//1dXHxxO5dfPmM8H6eAl14a5Cc/2ct1183n5JObS75OUXRbfqwnrDgWJp0VHlkxAoV9PccaJm0tIJPtYVxKjOQL7tEmbNa2JQBYnOFMRiOd1mg5ozf32Ml3P8uWc+ZXstk2si5Kfi6vNx3MhemPVQwnkyo9D8yk54GZXK4uxnelcfGNRDz0jmz68ceb+/REFdDS0fkRP8KLlxnM4DLGFpabjyzrnP6Xx6k7bpi6xUZYnTvgbPsjOeojurEJNe0hdSBMZo1DxblCee1FvIWTn717E3znO9u54MoG1l4UYDazq3qf+IwDnPBPrwDQv3M1sCb3nFUMB9olBgYydHQE84coi7UWQF1d8ctdVgx7wyrJngkSwxZHVZUK26hZqSpMOm/Rr25xHGlbYcilXQxX7sLnO8NOieF8h3mIIdKkbWI4RYpHpSepO6sTtjagdNflzvUVi+FAaTHcTz+xOXupB4KzkmPqA9xLL6/wCsELIPLnJjo6ArY+w1YxXIvFpkop2WM2mYTf/hZmz4aLLqp6XKsY9vi9kF1j7rIXg+TwYUNseSuXsvntjwCUjOKIGJ57fCPvrX8YDTchlwSJ+QWvOTgUgJHCY0+lV7JmYKDqMmTySFSK113keLcaP2N2hs0xioVJ+4Jey8vLLNDquhDDgmOais4br7zyStUDr1q1quq/mYpYJzb5bmJzs59DeXmb1YrhdFojfrCe7gdmsPK0AI3NxgTTGv511U13M+eWp9geVkln3s2b/VeWGq5qrr9+A+vWDfLMM328+OIlJV+nKJrNYfCEVZIOhUlnRYOWsTrD+WHSYyugNfCr5Wz8wTTcfo34VuO3KSV08gX3aCGZen4/UIsYzuYLb/7SiSz68F5c9RL+aRJxtbrcopicJLyyHzXpITzd3nYmGPQi9QQIzU6Nq4BWFqvYrq83RLHH42LxYnOhbaIKaCko/BUz9cOLl4u5ePzjKhqhucmcEAbwBJwKkzaOj/i2Rp494w25hYTMZc4IbVejfZxifXi/8vUN7Lz8t+w95xDr1OP5uufm6t7HEhoa8tjFSJOloFagIzUmMTzMMIs/t8VYMGhfCBQ6nrN/9Q5+ftcBlGEfye9PTJi0VfxpksexatIZrfDz6EXav1nPTVu2VFYIKEGC4R98ixVByyJdDZzhLPn5yIc4xI8Cd3LWw7D3h4sY/saF7N5tFFqrJExa13XbOTVfDNv2v/b0mELosz2GwegzPGeO/RzbGDTvK96JFMN531c8DnV18Kc/wb33Go8tXw7Tpxf8bdlxLWLYHfCZYjjfGVZVQyBX0Q4zP0waQHGoNZ/Po9PssRTty8/ZlWVSkl36du8corpvBxTdM/J+RY7fiKUn+phzhs15XrEwaW/AfF4pN9+qYeVugWAyUJEYPvHEE40cwpFwWrfbFG2aptlyhsHIN1SLHTyCAqyT4kIx7KP/qXZw67z14qWEZlYfIp5Kqez93yXs/d8l3Pz385h1YTtgFyb9/RJLZhhXqf5oDArPmWNm505DBGQnKaWQZZ3GE80wI0/IuTYnyumbWXneDhZ92uyfmNGcKaCVOhQkurMFt1/FE1IJtKdKTmTzBfeo7oU3rzhSWEFVdTweV04MaxkP3udOQL3kJbxhlfpL96BpOm53ZWvUOzN7uWDDAwDIfzwRa/hkMOjJhelHiaJRfZi+dVJq3ec+8IH5fP7zr/Dxjy+yha9OpBi2Mkz1lUGLUaz9kduvkZHHL7qsx0ck4iU9kufmlND2BPLFsH3yo6Cw+/AADauGcPs1NrOJXnqZxrSK30e2uGFhj13o2sVwekztlWKhflZ8/SUANg838HpOLnhNW+9CBp83jvexuH9OoLiU3JGlSe6y/barcoa1wgUM1yhiuFJnWEaGoFz4mAMUGydfDPfQk7ud3Bth3krYvVsHXBUJV0XRSxavhLzIhI70mPaNJKaIkaN+Zs+2X8ObLO6fWoOc/EopEMOdnXDccbB5s/lYT0/VYtgayuwOWMJ088UwGKHS1YjhYmHSToV75xcUy++DnEgY1astSAN5BbVGQVM1o+cy4HUXEaJWZ3iMYtgWJh0pDJP2Bc1rctli0sWeFM6w4BiiIjGc7e2bTqcJh8PIIyeK7P1yvX8F5bFOXPMLyDQ3+9l3+yL2/WQRN//1bNpmVpbHZcU6SbLmhFqdYSVpKRKiOneC03U9V904FpPL5iYrisaKb7+Uu+9kmLS2Yj+LLt9ue0wqcIbHljOc3cbz1j1I46ohlKSHTOebi7620Bkun6+tF4hhFUlSCYe9tkJZDS+uZvAS47ub8+49xONKxRVxY1KKkch5vKp9FSQYNCtKa2hjCtNPJGXqlw8hD/nxN5if55//eSkf/egigkEPP37lYdb8+Dk8YYVoTxOwvKr3cIL8ybdTVXGNQlRFnDxl/KJBUXRWfnc9/jaJgBLhH9edCIwuhitZLClWQCvfGT7IQab/xV4s8Ume5K28tcJPAKrHUtwvTwxHiOBSPegelUC7RP+B6sVCimSumVKDN1L0NdZFmokqoKW45Nwa5PJvvEzqX04r+VpJ0vDWyyz4xHaGX22i+/5ZJZ1QuYgz7CqyP1qF3p49CdJplWCwfEVp6wJS/zNt7PvIZVy4yZmuBJU4w72YKSInfP0VUF+l6YxLGFrXVpEzbHRyMN8nv4VToRh2wBleYXeGG3x17Pr28chxDy3JGXBuBYNqmtFCwEGsDu5bI0/DwdmwdCns3m2+yCIIBzuH2frQLpZcMJ+2BaXTn6xi+LHtrWz1nMMJ/v2sGNxX+OIq84Y1tVBAKqXCvatlRPw9kjyRAbUeEm6usT4fixHTzN/yQw1/I+KpvsbJxfWvoCg6oWmF19XdW+NsTZxCUgtwRqfMrDF8hqwYdrld+ENFcoYtznDZ9VkhhgXHOFWdUV0ul23inn9fUD1JOc3l3b/n0j1/4sBbfm97rrnZFCeDg2ObPFvFcDBo/tyRiKV/raV9T0p1rr1DMqnmCkZpWnknVFF0XB7z4mY4w86ESet5vYCjrzZCxn5hyBfDQ0NyRROqrPDQ0sZ36wmqSCVWp/PfA0bJkbWESSsJD4nddTlXyNpCqW1gPnQ1Gbcv6GZvIi8fqwyxjOmA+/R8Mewh3RUi3R1krj6XNNXvGzElwUWv/ZXLOu9l51t/UTA+wFDTIeZ9YDez37GfZLj6IiROkC+GHQv3VHRcvsL9WFLHL4ZlWWP6Gw8y5137aLliT+7xcmL4/vu7aG39E+95z/Ojjp1fQCu/mrnVmcvyGI/lqgBXgjU01NpzFYziVv6UEUI/Vmc45TEdlSZffdHXhMPOVAweD6rLfm6QGktXppUkleNvfpnlt7zMGfc9QXBmsqQzLBVzhv1qQTSXdaFO12H79tHdYatgTe6NED/sHbXyc6W00ELo5ncz+ILZziv//GMVwwB4dOa+Z6+xPRX8jpKk5pxhPe0tiHopDJMevzOcHyYdIMCBm09l69dW0XdvYbXzAm67Dd73Pli/vuptKcfqFV5eH36B14XXM807ZDjD3d12R9KSt/qnLzzMCz9/hT998e9lx12+SOVTjX/iysizAHSprUS14otS1VaUVov00FYciIoB6N0T5WVpAZsy8+lSW+mSm9CtbrFFDHtQCbvy+iZXgNvtYrl3D6sDe1jaXhg5FxtU2CHP4qDaxvDQGM5LmUyutZI/7MNVZAHUGxRiWCCAKgpoZdF1nTvuuINoNJqrIj0ZqhEfraRUiUC7BEhoe+wnxKYmU7ANDY1tcm4VdNaV/nnzzAtSfcCchKZ0505w2VBe632rI21FUex9hj1hFaVIGNRY0Cyi8qFFbyS5u55P/WGJ7TX5ri3A4cNpFiwoceEeIbT2ELMbojSfakxeXW5IlsilKSaGk0mldE9PSzjj3094A6n9EaQ3GN9JNCoTWTzMafc+RXdgPW4vaCPv/4z7KVbxrrLbnSUumxPMYmL4+Q+eBrj4Y+otozpFxRhWzH06oIaLvibkNsMTnXJkq6VaZ3gDG3ie52mhhbM5u2ThqGIOKxTmrI8F69jethTnPPMQ8S0NZDKnlvyb//mfXQwNyfziF/v5xjdW2Srb2scuDO/Or2berfUWLKce5CA72ckS7MdXKVRPJjdEna8wHzicqUciSqA9Tf9A9YsxGa85gS/lDEtzO5n5tn14wyoxaWXV7+EESp4YlssUU5IkzZby0XpOT+nWSlrhJNrtN6qZ+/3mNTv//Ld1a4xVq5rKb7NFDGsZj6OueoAA6qsz6UrPzp1byznDWWa9cx+vfm5NhWLYdIZdGR/k7X4FzvD66j+fVQwrUZ+trVKWcNjD0JA8ehj28DA8/rhx+5FHYO3aqrenFNOadab5D5kPHDxod4XBJoyjh4yQ4HhP+fQnl6bhcukEXJYCcdaThs9nCC1dr1oMa2qRMGmHosn2b4nydGq15REXajSOt81wwfVYLBcmXe9OGV2RBgeNz1HpXDj7uQH8hblpoWnm4l0yOYbPJcucEtxGoq4drrqq6Et8lmJuilpmu4UYFhzjVOwM9/X1cfHFF+Pz+fjJT37CE088wS9/+Us8Hg+rV6/mwIEDtdzOY5aUZk7wvJr9hGgNdR2OZ8bkzKXTGue/+DcufPV+fj33jtzj11+/kE99ajG33XYib7livvl63TlnOL/nbTExmEVRNNyWHEUjTLq8w/Sf/Cf/xr/xXb5b9nXWqsx6iYrP+fm8AIcOjZ433PHeraz9xbO2x1JK8YtEMcFddtJmCZPOVqrOOkDDwzKRhXEalkcZXryd4AFTjK2vf7pidy6hmL+3X7fnzBmRBC7b+1ZLTDMnS0GtuPAKuye+12a1Yngb23iYh/k1v6ab7pKvk2UNt682YlhR7IK19cw+GlYPlXWGOzvNCe3Bg6X3b1nW2P3fS+l52JIjmOcMd0pm3t+BX5khgo/zeCWbD9hDr+t8hftHvWYIErdXpydZfRE3JWju3xFXcTG8e/VjnPqbZzjprucYHmOhuPGiufNyb92lIwfyc4YHnplW8viU9cJxjNZe5hiZTGFBt0ryhm1FvzJu0mkNTXMmmgeMa5e1w0CpnGFNcXHwt0auaaBNouPyroqietJp0xkmU7hIW0cd7pECR8GOsTnD+WHSs2cXLgiabQ5HEdvWisJjqS5cjvwF3M5O2LXL/tiIGJbT9u0sJkpzjNSO8WC+JpsnC0BrK7QbdUw4eNAUhxWgFguTdkgMF6uuLQ+YdSTUwRgd3iEa3Aka3SO5wopC/6aDSPEKz+1Wp9lXGMIcbjX3lWRyDMeVonCC/wCnzOjjlGuLL/J5g5bWSloZMZyfQw1CDAuOKSp2hq+//nqmTZtGV1cXLS1m6FJvby8f+tCH+OhHP8r9999fk408lklq5gnFlyeG6+u9+FvTXPjaX3m+/R7+i7V8mS9XNX4qpVJ/QhRPQKNfNiftzc1+br/daGNyw7f7co9LjjrD9gtKOTEsy7pdDI9SQOsgB3kWQ4TW6w2U62lgrcqsye6R97OPXUyoVpQ37C3cxmQJMWwIbp2579+NJrnp/NX8khMsVdVxWYROti2UGSYtE5pnCpvmgwvZn+im7ZxeBsKHOcxhZjB6myyrGA6SL4bNiegdd+yirc3PVVfNYvr0yiv6WieDYb24Mxz2mu9bzhGrJfk5iqOFSQ9ihsS10FLydVaHVR7y89jJr0OTPFxyQ/GQ3WowQpnt+58nWP646U1FWfy5LfQ/Pa1skThZ1tj6H6tw+1VCc5IoCS96wg/vN1/TpZjnk53fOp6Zb+7EE1JZxzo+zIcr+gyjieHLet7OOy/5B1JPkI6rqo9M0AIWMUxxMRy0WILW4+FIYu1XDuXb7EiSSnJvhPD8BFJfgFRnpIwYLjyvZVt7ZYvVFsuFraSitPWYWXD9TtKdIZ7NzOWsYOl852pIp1VbCk9WDA8NZXjkkR563tIDbkh3htn/04XMepuxID/9jQdJfm/0ugOSpLHze8fhb8mwalkbvM3+vAsXdWoDw95B/O3S+HOGo/6iznCk3o0nIpMJjnLuswpWp4WILLNfnkaf2oCCh1Vd+whu22Z/zYgYTvTbiznJKaVopWIg5yh6LH10bc5wSwsEg0ZIdioFAwOGQK6AZY2DzKjbSlSrIzS9ifrePdS7nIlOsOZQZ1Gi5m/plRK8te4ZAPRAkIOJVp5MraDnU3/nsn87l2UXjh7yLg8nGVbr8aISdOWXb4Nws3leSkpVRl7quilgiwht63ssaxnCFx9kpru/tLMtnGHBMU7FYvjhhx9my5YtNiEMMG3aNL73ve9xwgknOL5xU4G0XloMNzT4kIf8BKcbE7SxtLdJqxLhkQlzxFVKjJgnXSeduWJh0qUwnGFrmHT5AlrPK+tye2/MNcrEzV3osBY6w8XEcAWr797Ci2aqRBGyeFxh1tv3cdJPjHzN5N66km6ALGukOsPEtjTg9mtokiEEslVmo1GZ8Dzz4tyUaaXzV/ORuoOcffJMPAsqEw7WHPGgu7QYvuGG1wC4887dvPRS6RZZ+VjDBMMlxEjEa+21eXSESR/CDCncxjYWUHzyoygarhFnWO6sI7nbEMGyAx8z3xkGcAdL9zBWFI3pX36Wue/bgzzko/O3F5QcO9ebO+MhscsU7tlq5gC9LiNMVdcgtqmRxK46GlZEiVF5n1rdKob9hYssx4cXEt24FYDB/urzrLWQ+UWHKX7+C7rM/b7UQlatiT0zC/30NlrPNBYm1TJtdiRJJTDDODelDxnHTqkw6cDB6Tw45ypcPp2LNt+HJ6gVOMPFFgIrcYbzF5COv+lVXkh1cBalxXBi5D8ZmVllSgINMYR6ynbaVpgLLtlj8mMfe5Hf3bebN1xtnP+SeyMMvWjOSwJtEoMVFtDa9Z3jATj3+oUFYhigUW9kmEEC7WkSyer3v6wYVhIeUN3MLNIRYva99zB/TpRMvx9FeSdeb4mAvRqK4Z5uhcdSqxnSjBz9xb5DBLdssb8oJ4bt18VMSi4phvd2woHUcoYtxaZsznBzsyF+X3zRuH/wYMViOOKRiHgHmeGNQVsIBuKgUFLQqYqGywVuz+gBkcWqUstDlmrRMfP4cM2dw/CmND2qEUKdGqpsQa1nxwC/ixm9m0/el+DsvOfDzea+ksxUuRCoqqbLXkYM17dHuGxZN2R/a00DT5H3EmJYcIxTsRhua2tj3bp1zJpVeAFbt24d06ZV3k5DYGJ1Yv15a4P19V501Y3UFyDQJjHEUPXje1O5KWBdiTBBa+GajIM5m9WFSZutXLSEj0eWXlE2TPq1Q4dgbmXboVt6+J1275NoGTf7cMGIgJFlrWi7ktGcYV3XbXm9WUqJ4VhMYdX3NuTuL/qnbSWdYVnWePmjRu7n8m++yOl/eQJPSCEtGdVah4cVwstNMdyqT2PvnUvYe+cSPvLDk2n/UHvZbc9tqyUywSoKAM45p417n9jO8m9sNHI2n5nGxq+vQJY1fL7KMizSblMMl1qMiVid4QlqL1JtAS2rGN7ABi7jsqKvy8habr92qeYkw4lK6cXykT2h0mK4u1ti7vuMQlu+Jpn9qcPAcSXHLkYmo+Vy3Id8/QCku0JoGQ/ysDHpSpNGRcXD6BM4aX8DqUAz3ohK6LhCMdzSYk6y+/vHsG9EzP27pDNsWQRKaQ6Hn1ZI7JUWDn/zeFr/+BQAqqfMuTKUyu1TphguEWEieUh1Gp97y2dPRfPIyFEf8i3mubWYGN62LTZq1fFiFZ/TWvnrx8f5OMMM00EHd3JnydftYhf1N99PPSD1BOj7zmmsvMUI9Xz88V5CloXA5L4IyrA54fc2yBUX0MqS38khy0XqJXz+qy8gdQdZkq5eDF/Mxfy/Hz5PMqkwY0aw6HnTNVLM0RNWSSZVGhpKnFutoaoO93h9fJ07J4QBZN1TGLI8EprdtrCZ+o4IsW7jN5DLLBIc7HHxomSvH2BzhpubwTqn7OyEVasq2+isQPN47IJPlovm4O5+Zj8Pfv0pGmbUc/r7VrO0jHurFethbHGGrWKYOXMIWFpQZSpcNJHjlhQ5f+FvHqj343bpaLqLlOo1BG4xoVp0cBlFdxPXQvj1AAFFw1NqkSX/uxNiWDAFqVgM33jjjVx77bV84AMf4Pzzz6e5uZmBgQEee+wx7rrrLn784x/XcjuPWWxiWC+eMyx1Bwm0SWNyhjNeU4zUuUu0Fgn40RQXbq9OxsEw1aqcYdWc2Ct7WkkfCgN6yeJsuwe7bWK4bA9ci3vbdq7hZsWfNUPDrZPBOXNCHDhgXPRHyxmW5cJerGC48cWIxRQCbeZzUl+AZHMpMWxORJpOHmDaBUZ+XPIZ4/eJRmXbhLDDNQ0wCpDkh6eXw5ojHsprbfPxjy9i0Vr4wWl/BExXPZFQaGqqrBl12lLNt8FdV/Q11vBYa6udI0mYMGtYw0sYLapGc4ZTmPtGuVx+WdbYeP0puHwaM+tM98qJXsCyqtoqsIMRJl1q7K6uFFYzridaui9mRlZx+1UjrUA3jz9JUgmFPGTIkAoYERnJfcZ5RRn24c74afRHkJBKOrFWDt90Fps3D1NX58UfK9yn6uu9eL0uFEUfUzVpVwVi2NrSKTWKmKsVmYw9P1Yr4wy7Ws3fzd8qla0mbS1COPib43ILCpn/MB8vFv6bSqkcOJC0FVrMp1gv4FLnviwRIgwzbAsfLrrdFqG989vH0/fDBcy5ZQ6qqtPTk6ZxrkJsWz3huUmS+yL48ePGjYZWhRi2tjUsLjLe4LucN33D2NaZp1eft3lZ5g286XoJXYfTTit+PLjlETEcUokNZUq3xauhM5yff6sUmxqOOMOBOj/nfGwtvTsG8IV8BOrzA3xNiha50i3fdXMzzLYUH6ymiFa2pafHYxe/JcTw0MEYqqwxuD86apErVSniDA9bwsPjlnPn3Ln4eSV3N5Oo7BqmJM3fs5gYdrlchHwqiYyXpBaAdJpcbsNoyDJ9agO/jp8Pz8Hq76/j/E+XiNjwWn7rUs2GhRgWHONULIbf/e53M2fOHG6//XY+85nPMDQ0RFNTE6eddhoPPPAA555bSYM8QT6SxYHKzxqprzd+HqknAMuNCXqKFCGKFyIqhuwfvYBMJOzjpQ+chpZx8+FrVsBbqvkEpanGGdYsOXMu2eqg2aueZulR+m3fVpp0ycm3NWc4N65lImfdriVL6nNieDRnOJPRbHm9uW3Rik9k8x0YJeYtmYdmFTSqpQ90XDEuyMPDZph0RK2nJWIKzfzvvRzWMP2wO6+1jcvFJact4Acj9wMdxveRSKg0NVU2vmSp5lvvqUAMlxEBtWQBC/gqX+WP/BEfPtoo3dNbQbGJ5XJiWFVg7/8azsjcD8ss+MQ2PAGNeGjmuLc5oxd+V+4yzvChQ2m233ICS79kuBh9ydLpBSlPgiulX+fuv/b5E1FivtzY1kq+qREx/Ozl5/OBDyzgxz8+peLPkHXnSjlzcVecpR/sRArGkPsri3bIIssaqUMhYlsbiExTbAVprFgjY9ITVM08k9FQU+Zxnt/T2YpVDDefMsCCT2wn/VDxHqfWRbVw2EN/f/bx8mHSAFu2xMqK4QUsYNN7z0dtHmbVbUaYa7rIPmkluyCRJImOjqtEsYf84lyDgzKKotHbK6FpMPhCG38/7o2AkSowe3qQECESJPA1VNYWL5mW8bVIqEkP/kDx7fB4XASDRnGwsRTQOngwlTNYZ88uft32KP5cealoKsWsEos2NjHssDOs5u0Cil7keLRUk17SPMySrvvhssugpfR8pEgxc1Trb54vhqvoNdwdDzCcmUnS1QiHGvFI8+jwDjItv9jT3/4Gjz5KdM8MwAjBbqovvxhZrCq1YnFyH3kxSH/sXOrdSS5qn4XfUi27UmfYKoZ9/uKLMeGgTiIDKT2AHovjqkIMZ3sMA6VzuiHnDOs6uIoVyoJcITQbDu+DAsFEUlVrpfPOO4/zzjuvVtsyJcm4zMlXvhiuqxsRw93mZG2IoTGL4VJiMRTycODnCwEIrqmg12GF5DuU5ZxhawEZl2IPJ/XnrZpGozKZSMz2baVIlfx8sfXtxHs8TLuwG09wxH22FNqwVpKeOzdMIOBGkrRRxXDJtjklxPBwzP64t04pGyadxVpEJlvgZziRJjTLEJqtWhuNjZbK42W+53zmPnEZ379wGt6wwlu+URh37sFDPfXEiFnEcOXOs+wzv8NGXwlnziJGNP/EOMNZ3sybR31NfrqC1SXOx/o7Rs7fx+prjTD5xE8qDAUsQ0Yr/B3K9bnu6kohR839ZFAunReayetPu+KbG4ltq8+5aVYxnHWGwcWWLZXnC4PpzpUSw330sfTOJwA4eNfiqsZOJlVe+YQhzC+9tIPgg8ULv1lz1jMOFhCsBr0pTnCGuR/pZcSwu9VewMhXr5R0hhNNPSz6zBZ02U3dgfkcOGCcNUuJ4UWLIuzaZSyybd06zGWXTacUzTRz8PdzyHjSOTEslRHDOnruHK2hkSZd8lpmb9tk7BsDAxkOHTLPJ9OnBzl8OI2W8TBjRpAwYRIk8NYbYni0lo8D7j6u6P89AIde2woUr7gbiXhJpzNjKqBlrd6e32M4i1f15ZbEo6lk0dcA9jBph125fCNU0Us7wwDcdRfs2WM4uaeUXvxSiznD1vSJlhZoaDD+DQ/Dpk1G/urxx4+6zZsGp/FqcgYkwahnuIazgq8xzSrSBgbgRz8CTWMoZu7LgXXPwNqFJccuFiZtDWvuiXrpVRvoVpu4bO5MfJb5RMVh0imLM1wiMiEccsEwaLhJ98cITe+oaGxkOddjGMAfKZ03/JMn20mn3kCjO8G7qnWGq2klJRBMYipK/HO73Xg8nor+ZV8rqAxrwar8AkZut4u6Oi9SjzmJqzZUWq1QDGepZEW9UvJFWTlnOD3g5V7XO+m+/kq0Fxew6DNb8LVIRXMXn3iil+BM+6QhJpcOu9v1b2t57ooLePr8i3OPWSdb2cmgvy2N76QDTJ9lrKKOVkArk7GL4SfOuITH1lxGpKt4YZhEXGHd28/K3fc1ymULaJ189z8446+PMeua/bnHk6qxTTH/YC5Edrq7nYYGL63n9HDp3nvZd9Ot/I7fld323GeIu8n0Bknuq6M+WFwsNNEEQKC9ejGs2MRwcWe4nnq6/ziX/T9bQGJDde7fRDDAgO3+aGHSWfyYE5JiLW/2s5897Kl4O1QZ9v5oEfvvnp97zOWGjFp8MtbVlUYeMh0Caw/ofDJFts8bUXLidSUrmfG1T/PUeRex/6fmpHLr1mEjl75CTDFc/Jph7fXqbk5VFV5uPbbC4dLXJGt/Y2mCCrjN+/IGTvm1UZ02uTdCbGtD0dfpuk7XQ+1svXFF7jFvvVxSDKemd7Hyv15i1X9voPWNewgviFN3XJSMpVqucf7TaT2nh5MvNUVQJUW0JElDTZvTiGLRClm+x/d4xRJOWi5U2np+Ds5MUb98iO3RTts5+frrF3LDDcezaFGEL37xOP6JfyL2qav5x6VGXYVSRcWylOvkkEVHp36GQt2yKJm66hZ6VFT2HIrCSJu7kmJYM6/70XSZBVirAM5kqmpDNBr5mlXOCtaGBnJhQCNieO8LB9l7QKNXbUDvHyi7HVZneN5JHZwS3M5xPksbzmaj6BSve93IhqjwzW8aIrbKbQZQ8NgXDV55JRdOHdXMxdh77y/vaqqW9IJlvgOcEdxMi6VNW0wyzuV1ngzuaW34bWK4MsdUSZnbWUoML5zv5kT/Ls4IbsYtVVHPIM8Z9odLO8Oy6kLGa/zmpZzhYo9bK1YLBEc5FTnDL730ku2+JEmcfvrpBY8Lqse7YzYb3nc6nrDK+z+ytOD5+nqvzRmuVgxrAfMCWmoVvlZiOD9ct3w1aR1wUfe6nfjfspmVQO/fpxctovXwUwfwXWkXZD2xGPNLdLgxK+Oakza7M6zg8mqcv+EBeucmWRI+lX0fWkxfX4ZMptCZNsfVLG1zfAw+ZxSR0xLFLzyxmErPczPY+6NFyEM+hta3kDyzdM5w6/k9hOfYRX92ApeuH8o9Nt3TYTjDOoTnJdGBOKXzQW3jWZxp635gpZFGDnAAb0TFE5FLhlUWI/W/Z/H0x+fhrZf536eKVzxrppntH76Q/v4MixZF4MaKh58QrG2VoLwznFGNibSW8eCtN6f4+fmW+9jHZ/gMADdyIytYwWiocT8bP2zkga0+z8/gvO1AaXeuqyudK3IFkHIlbNWhrRRryeMJq0jRbN9QD9EdYfqfNJyK+fPD7N2bZHBQprdXor29svZbJ/zur6iajudwK/D6guetYjjQkWZwMENHR2VjW89l4XDpS501TF+uoJp+d3ea9vZAWdexaiyF+J6+6ELcPc3wn8b9dFolnVZpavIjyzqp/RH2/u9ijvuqUeHdW6+QKCH8FMt+1vjBF7n0g4aDG19/ee7xeFxh4Se3s+q/N6AnnsN3z2XIQ/5R2yupqm7kmqpudNWFy6OX/f6sRefAEMOl0hGsx8eyr2xi2Vc28efewyzpelfu8ZkzQ3zkIwu56abssTKLwO4Bhl8z+l8nk0rJcxrYK+nn91jP8jIvc+KrvwBg7zeLO8elOMhB/vj2z3PV1S72/M9i5nScXvR1ViEey1ToDIMhiAOl83WrIV9YKtm83oULoacHhoZyYvjJO15gsG8NbjQ+2PAA3qEE/ubiC52qpe/0eR89ieav/szIfc2SFcNvf7vhCL/2GgwOwre+BTfeaM9nzUMrssurehExjFEQLK6bx7k0ymEe8ms0uBOouptzQq8RcUvgNRa5MymZtGacRxsCRn5yoM4PI4dLpTnDsqUgmy9Y/HOuWhOGba8ad0ZJQbAPLiNb3H1/mfOfd+SnVnRPdTnDYCzQFMnPFgiONipyhpubmwv+uVwuWlpaij7XnD3BCUZFP9TEgbsXsvfOJcxU5xQ839DgKwiTrgYtYJ5Ay4nh8II4TWv7GZy5Cx1nVpwrdYY1TTcXl2Vzsl6qvdLTm/YWPNaXKC3+smNke/UCqG5z2+JxhfCCOOG5xsW+7oMvgMvYoMOHy7l+OvKQD6kvQKbfnJQUq0wNxueXo4aA2fT5kzj469J9hkuHYBvb078pwsbrT+HAd1dyIifS0OBDiVmEThmBZsUuGIpPHLPOMBiCJJGofMEk1e8lubeO4VebaQqXDu/PtnEq9d3Vmid4gk/wCT7IB/krf6WT0oVcmmjiAsy2RGnSJY+ZmG+Qi7fez6W7/4zyxudzjyt5/TCf5En0kf/+H/+vom22Fkeau+8ktt20nM1fXo2cKi7Sus58nOW3bszd9zZm6O0t7oQWc649EcXmzFoLWp11Vhut53az+s4X+C/9O2xmc8HfF6PxjB7azu8hvLKv6PMePLhixn4T6EhXVVG6koUeMMKklbgXqSfAaObLf/zHJqZP/wvXXbeu4u0YDV3XbUX+NMmTc3qHhjLMm3c/M2b8hZdeGszlWCsxc3JbzhlWXcUfT6vm9xiPKxz/9ZcBkCNxVv6LEZ0wWsj74UwvLWf10HRKfy5KRXaVFgJddNnuV+oM516vpnOpK2c++Cib3ng3v+bXttdYf+fRcnxTulUMF5/QWxdjXM3JqqIesm3lXB4dXXGXdIYDWMVwmR0wXww7GCqtavZzhoJFDIdHtjuVAl0n0Wd8Lg03Pxx+Pa/8sfSxrlkKc7kDXrt49/mgbkREezzwuc+ZbZW2bIE//rGqbYYRQZcNk9b1nBiOehptr8so5ae+569VeX/Dw3yo8UFDCENuMSDWOZR7XX3YOB96mhtxj2R+l6uubdvWtLmPe4MlwphDlmtmssxCST6yTAarGC4tWH0jL5N1b2mnt5wYFgiOASpyhufPn4/L5Sq4EMybZxTtyD5n/b9aLOFeUIB1clksVLC+3kt0HGHShx+ZhvTxtcw73sfCTxXPkQmFPKz58XNMu6CHXiDD6wvyl8dCNCrja8zQdmE3fY922HJzrRiusIHbKoZDaoEYPnw4zYFEL/Mtj2392grcb6qHwrUEwCqGze9XzXOGgx120dtyZi8Dz7TT1ZVi7tzik5hMRuPJM4zwroYGL4xM4EqFchZzVMuFSbv9hcdQcmQCN7DDT/9zS/AsirDmn9eg1eljEsO9q9az5F8PoKY8BEPF+87a3Ln2dFVh0tkJqcfjKtuOKRg0nis1qR8rhzlMJ52sYU3ZVj/DDOecqx/yQ1y4+D2/L1rgZ9nIf7308hqvoaEhIRGk0LGUiuT1QvFKvFlSpJCR8VE6zwvsxZGWHTyDLV81vsOz3l/8cyonb88t+CR21ZEZ9HPoUIrp0wu3Wy4iRjwBjZRkbndWDLtccPrprTwdjrHg+p1sAw5xCidQvve8rMu4fSOfIVP6s3oTdcj1KQLtaQZeqlwMJ1IyZz/xMErMh+zuBNYWfd1pnMZTs99FNCqzbFk9fKn0mL/+9YHc/3/2s1NH3YatbMWNm6UURv1kUVXd1mNdk9woio6m6TzxRC89PcaE809/OsQnP2nkTSvxCsVwkd8R7HUN4nEFb8T8++mX9sANy+jtlcpGxjyrP8e5Tz9ie0wpIYaTJAuuXeXEsKzL5B96KS1NV1cKd0Cl/dLD7OcwQVK8nbfnXmONABgtysnaBqqUM2w99/nb0yULOhYd35I+IQ/7ShbQsr53XC5z3s4XHqMUMFJllX3rDtG2qJmGjuLObe61+WI4W0Br5UrYudO4revIQ3EyedcsOVp6m63TQE/AZxfDzc22fFM5EGHvxR/E94u7mO/rgY0b4W1Fmj/ntrnwMQW3KegOHSJbMS46YxnW7BZVd6NkVLwlClcVFYUJY38d3tufe6ih3th+V2sLfpdCWvcjxSsMk7Ycs94SznBuIQKqF8OVOsM+4zMUhJjbNlaIYcGxTUViOBYrv0K8fbsRnrd0aekLvqA4VuFUbNLR0OBj8IVWXnjr2fz5F5eyMDS74DWlkGWNoZebGHq5iZlntTLnU8XVYjjssVUslpAcEcPDwwon//wfTH/jIbr/NoPh7xR/f1nWCM1JsPizWwm9e1vucU9YLQiT/vvfu/GEVNKHgwTa07z2L2vY9Z3j4fTiMdK6rnPGkw/ga86Aal54rdWrYzGZwHS7GJ5x1cERMVxZPmjzYom6hQfxBFWijW0U69/qO3MXM1bLJHbWM7y5ATR3Sfcik9FwF2nbJOkSuq7nXPdsGw6320VQM0VN1pUYjdjZ61j+7sNoiovI9tHdkWBHdWI4OyEt58yBuRA0Wp5fNaRI8a/8KzFiXMd1XMVVJV+bL051dGRk/JReUbdGWqRIFRXDxRxWsC/GQGFY+0Y2cgrlqzLbinNFzOO31GKMZ5YhRpL7wzy8+EoAui4tvn+X2u74SAG33/N79Ev20hYKoL4ym+XLG1CetgiRChZjEnKa7NfrypS+FAXT9cj04o2odEeHoUylbytDUiLXSk3ZXr7oYDjsIRotncOf2+aRqAhJ0lAUDW+p3p3AFrbwZb4MwH/xXyygeHHC/GM9u2gnSZqtCGE0KiNJGm0XHEYeMM/P3nql5HFT0hlW7GL4kWVv4JKdfwHAd+JBvA0ZlGE/sZhMa2vxa4GUl5s+uL6F9pbpUCTd+TCHCx4rd46SVLlgdiIh0X8oTWiuKaLbMWsMHOAA7jN2MocDdP915qjOsLWSfqnrXYPlw2QXAv0VhoVaP5+W8DFjRvF9MOgyzxvZAolFqdIZXverV3n+rpeJtIZ4/z1vxeMrfg7WdR3V0j5t2uJmgovOgLWvg9Wr4YEHzO07OFjw95l46W22hjK7fF4UXxBV9xJwKbkQ6VQ0zXN3beSVe41r/wzvcYYYLpc/DbZtNh+zCLpXzPz0oea5kFcpXuqN4p1VIrdqRPzputEXWda9uGNpAsBwp/kd1DePLOI1N3NB6GVc6ASvu77sdmeRJfPY9oVKLAaGw+g6ZHQfWn+88tKpimITw75wmcVGr/E9arhRJbn4krFVDHs85iqHqCgtOEaoSAxHIhH+/Oc/c+WVVxZ9fuPGjfz1r3/lt7/9raMbNxVI1Q/SsHIQNektGhZr5AyHOPSHucwcWkxzqOLToc0tKCdGQiGPrcflaD1WK2V4OMOSNxpuW8flXRy+sbQzHJqdZNE/b7M97gkrtlBQgL//vYeeB2fywIy38Iar2tnzgBF6NzhY/KSsKDqRxXECbRKKJV/SWr06HlcITjcn77N2ncSfvmK0wyknhq2io+3Mfub899MADPytHih0WWd9diONJw2gKS7ui1yDO5gpEyatF90fJNKk01pukcBaRTrsNleRK3WGNa/xm6hJT03CpMNvfpUFF6QJSuWdifn3/oZ5zQmkQyGooKJzJbzES8QwFvLu4q6qxDBAhkxZMdxBB7OZTYgQGsXFiGxxht1SIJfDnx8mnZ+H/CzPjiqGpVldXBH9DVrGwyuxAcCY2GUyGrqu89Of7sXjcfHe984jqsXwNhvvndhZnxujVJG4YmGqAEklhYLCr/gVs27WCK9vofMdCzn++Abb8VXJYkwsk8qJYWtESD4RuYHscmxXcgAoXQXWyrBsLjD45PJ5xtl9fzQBZV0ISiRUGhtLi+E79Dty7uZv9N/wBdcXir4uXwxfsPGvxDY3IklX2aJphodl0pLCmQ88bjs3ZKsnF8O26JL2Q9A4T0qWauGJhEpiVz27vruMRf+8DZdPY/obD9L5ywUMDyslxXDaIoafu+pcDv95Nm/45ir4F/vrOjuT3PH8enir/fGyYdKKjip7cAdUXCNfsezO0NWVyrWUA5jGtNzth3mY6Mf+wskfgyfPvGRUZ9h6ncsvXpnFixeGQ9CQGjn3KTQ3VyaGrefgiDtcNDcfYMmB0/jpP2soSS/nfLhEeBMUCo9RhMjzdxmh74n+FIMHhmlbWDx9zQhlNrZtZmCIt/3wffYXWNzJRNdQ4WbFS88X2oJJ5ISEhoe73/tHMomTiLiO50OND+bE8NDBWE4IA3QpLcS1IHWpMtcwXUcrIoZtzrBVDHuaIW9BJnOoj8goYrhbbebXcaODyon7ujgPiHWZufQNLSP7TXMzS/0jbaFmVBY5cPY5IU7Z9UcU3UPDjA8UfU1/1M090Tei4mH5kwkuvraioYvkDJc+v/p8LrJF3pRUZnQxHIkYlb9h1AULgeBooeLWSm9+85tJpVJFV0VXrlzJrbfe6uiGTRUyVz3Dhf9tFEiI9pwD2HNbss4fGOG8M2ZUPrbVLcjmZBbDEMN2Z9gJ4po5Ie55pKOg1VIWRSnughph0nZn+IknDKcnGHTz+tfN5r4/9QClxbA13FiNBtj/swWokptVTYvgROM1sZhic4ZXD5yFLhuhUOUqSluduYDbPC4Ud6GwkhWV8CJjSu/26rwx9Wtcbki8v/gEWZIV3F7zs+/41nGoSS/HTW9neFim+dQ+pO4gDU1mu4iGUBBVcuMJaBU7w5pPxoXRy7jUgsk85rFo9xn89VfDDL3UTHxx5c5w+6deZHZHiszB8v0RPY0SnjYJNeUpWdSpWg5Ho/mHU0mKiWEJiToKRbyGhhs3H+SDo45rbX/klf1kRsSwmhdOeh7nMYMZ/Jk/A/ACL4waKq24M/gaFEABWcETVvCEFDKazEMPdfPBD64HoL09QMupA9kWm6R2W8VwCWe4RBh3UkszwEBO/Kf2RWhtDdDRESCg253y0bDmR7rl0gKjQW/MTWN75dGrzObGV8xjIKCNJoaN899oYtj6fDyu2Baj8unPRMkajgN9ChbdZsMQw+a4kYUJNMmDJGm21IrhYYVBZbhgkcxbb+Rya5qO220/bqzOsFvyo+XEsN0ZBjj4uzm5BclZVx+g85cLSqa2AEiWvONsccJiAvQTn3iJLSdsZvmIGH4bb+NSLrW5rvm8bvhNvLfDA+hc3v0HAu0SikeiqytNeFVxZ9gaqeFtGN3lt7Y1DLpKR0K5hyNoDUaYfvJg5QuBw0oiN8Nq8pc+/7XTQf/TxufIDJVJjcgXv6M4wyuWaLy2w/hdtFTp17o9Lj6x4Cm0gSh6cxFxaBXDPYVRgnKitCg/s/0gSAcgGOQu99vIJGSztdKIGE4OFJ4rdskzWJ0eKjkuqopapBeyms0ZVlWjGBdAXR2nf/xMll4Z50+ffzAXEi51F7rcWR5/KUAsfhpRzfzs8sjid6zb3P/qOyK2zwIYBcAqIOBWCbhHPnuo+Pkv2FaX+75SVSxCk8nYWyuVc4b9bmCkFkFCKh4jUUoMl9kHH/3Oswzsi4IOV992WeXbLhBMABWL4XKFI6ZPn87BKpqlC0w0n5yrYhbxFp6G6uvNn6ia/rFgTEzC8+O4PDqB9mZ09KI5kKGQByXhvBjONAyZ23IgUjZn2DoZzGKESZsTP13XOXjQuHgsWVLPjBlBcOl4Iwr9JQpoGQ7rSDXpuJ9XPm3kDa6+di58yHhNPK4QmGeKgrkN0wBDDFv7WuYjZVTW/uoZNNlF83LzYlEsb+5QfBBfk/l41u1IlhAN1olm5sVZbPr8SQB4vjKdwajEOU89gtuv4d7XDpwDGAsnyrAPzzSJlJ4qyLkrhu5XRsSwh/C04mJ4KUu5aNt7+Pa/Gc534vWVi2F3xPjMpSps5xjJGTXa96hlq/9WytYDvaYYlryUi/wv5oSWOg4+xIfQ0VnEIm7ghrLbYB3XqwTIjHic1sgEgLNG/lNRkZA4gzNwj1Lf0Ooub5jxCG8cmaNlvnQ1r71m9qN89NEeVh1/KCeG6xOmKislhvOd6yxJVaKHHvP+vjCzW/y4XC6mN5jiJqklRy3PGJfN93YrpSdrzW5zRWNQGyo/qIWYaophv1Y6oiZBghk3PoE/niS6sRlNe3OBqASj0J9V7I2WLiB5zM+X7POMIobtAtcTNnoHW4sORqMy/VrhYoC3XgZ0JEkrWNDS3GruNODJBNBGwvGtIc5ZMTzwj2k0KE0Me4dov+wQ3jq55AJm/hhZMVxsMWHz5mHqrzRF1GmcVrKKdBZzIdeFEvcSaJfQfDKHD6dZUsIZtrYO9NaX7uGexdrWMOQuvVjiTUTI0Ic3ojKYigP1JV9rZSgdJ7uWVucpXncC7CkOZfepYtWkyxBIRgFDpGW6+mB58Z7RLpcLr5IBlwLFFkQtYjjeW+jmZ1Jl5iVZEeX14vEY+0guvHlEQCaKiOEdmVmsTnUVPJ5DVVGLnGByzvCePRAfmROsWEGkvZ5Iez0nrw3ywgvGeV3qHSo5fGefl37F7jzIig66znC/eV2onz6yL1jOfbn3HQ3r7+krfv4LTTP3tWSiihQiWebi8IukdT+ZK99KsKH0xS+bMwwgl/ot88VwlhJiWNd0urf00bNjAJfbNWrPb4Fgoql4xulyuRgYGCiZL5MqF9IiKIlNDPsKJ2xZZ7hh1SAv+zcwjIcLubCisdNplTU/fp5pF3ajAhnOKZobFQi40VLOhklrmo7WbE6A0p2hMs6wXtQZ9uZVk06l1Fy14dZWP+m5nbxJuweAXU+eTs7qtSDLGu4642/cmvkZrSHOsZhCujPE0IvNzFmps6ilHdgKlHeGM4rK7HfuA0C3bH4xZ3ifVHyxKOUu7uBKqvldeTTzME2nVQ6l+nLukH/YFAoNDV6UYR+BaRIJPVmRGCaQDZMu7QxDFRM2Cyoq3jrjta50eTHsGunb6AkrpJOarW7IWNkTNUXb8L9eCbeVfm2pMOl8FJRcSHOMQpekYFxL7m0wU0/vrjSq5CYYLT45+VB2haYCVJTcT+zSXegjFdAVl2yrEr1hwyCNGbOtTcsHNnLGsr2oCS+Hfj6z+OBbZ/L0BRfh9qtcfOMgh+v2oiY8KBL00pt7WXJfhJYW47e1iuH+dJwSbc1zJBTz2PKUEcMd3mkkD4SRuoM0DVZezTdhiUwJ6aXFsIpK+E2bCQO+5gzpdPHFmHxxNdpxoHstC2Tp0isDmYyGJ2gf2xNSkYY0mxgeHpZtPa7D61cycPup/P2+IcA4NxSIYVfOh8MrB3J7ubWPdDw0wNz370I6HGShtpiNrMcT1Oi44mBZZ9ga9aDnxHDhdzI4mGH6YlMgTKe4KLOSrZoN5KKWNL9spNSUEMNWZ9jXUDp0PItscYZDJcKkAXzJutyZoDczBFQWnmXt412qkwPYq/iX3aeqdIb9SpKsGJaGSoekA6YwK9bKyOoM9xdeDzPlvmerGB7JWc7tkS2GC13MGT6otpJI6kQ0DdxFjh1FwYuGDwXN5cYX9OJNJwi6ZON7soRIs2pV7magOUI2d1jqK906TCmiOxXNA+k0p57sZaD/RVK6H2+zUdCOUIiYFiKuBclsizHjAhl/qTzgLNbfs8S82t1QT9AlkdYDJKuJSFYUwu4MYTIwNwye0ucfX8BDtvintcJ1/ng5rGK4xILM9sf30rPDOFfpmo6SVkrnRQsEk4CqnOFZs2aVfE6s+owN3WtONup8havTWWd49f+s475VfwPgHM4ZtdIsGOLR2zAyvubC7y5+wnW5XLgs1VyLiYBqiccVgrPNyag87COekoruK7KsFXWG3Xlh0tm2Kmt+8hxN80O8ttC8SKddJRxWWcm1/XBZxLBVZMdiMlv/YxVb/2MVu3e/ntZ5GvPfv4fpb95H//+dWfIzpiwru65kAOpGQmCLiOEDyqGCxwDSnuKTFKsz7LEcppKk0SWbIi8UN8OzGht99IzkbaZKfB9WdHRcAeMip6W8ZYsB2cVwZeFaCTVFdt4zmhjO5ox6ghrJAZmWMrm6ldKj9uUWmga2ly8IVypMOp+PfelJuMW43UKJfDPruBbBMKt/GT854QwALrywHT456p+XRXWruT0jqIdIuZIjj8v09Zj7z4svDnGCJV9Or0/RcVmKTL+frv8s4QwPBul73HCX5550Ib/6hrE4dN1P2+nlhdzrUvsitM41fquZLWY485BUiRg2v1+vUvr3vtB1AR+Ya+zP7W+bDZ8qP26WpG4eA+XEiHWB0BM2HMXiYtg+Uawmd14qczzmh0kb26EideeHScsMucwFmMiBuSSGm5EHjbGLVZRWh4IkNjfg9ms0eiO5OJSMJWc4M+8gJ9000vZLW4M3FWbnL2YQ395Qsh1e/hjHfe1VXD6NQ3MeI8W3c9+3rusMDclEFhvbLfUEOBzTWbSo5LAjn8U8P2ejljxhBdAJzzOvKyWd4QZ5VGfY/9SJPP41H96wyme/u6Tk64Lp+lx284BWWQgsQFw1f/Owq8zB0JhkxpsO4AkrRFvDFFvUBarOGQ5kzAWIzOAoaTOyjKT5eGDfEpTPPEjHslbO/uhI9XWrGB4sPCfKUpnvOVtoyePJiWENN7oOriLO8LxTZ7HvhYOAi13yDFZJkr29kGXcq+uNSCVOPhnOOQe++13jvrKmpBj2t9aTLSstDZZeIMgW/vKhII+cZWU8kEiwYJrEguBIhe36kUrm4TDPp5exKTMf/pzm2itjTFtU/vqwebOMlF6Ez6WwooQzTChEOCuGpVFCbaxU4DpnWXFihHm7nsLrUqmPXD36eNaV6hILMvkRBFJCFmJYMKmpWAzv2bOnltsxZdH9FjHsLy2GM5b2SsMM05qNeSxDOq3iHQnNdaX9uMKlFyysBWyccIaHh2VCFjG84psb6X+qnWRStQkrMJxhT54zHNvSgDzks4nWbCuXmVfvh3qF7Zplm93FJ/Upy4TBkxXDLp1MkZw5ML7v59xPcOJPngXgwJZdJT+jVbC60wG0rBj2Fgora49Nb9c0lBmGu5bxFp8kq2k3O755PG6/yvLGheDWjCrapDismc5cfdrcDxoafDx14wo8EYVv37wWfX7xsPgsCuZCgS6VPxXU1Xlx+1V8LZmKneGhdAJGFpFd6fJi1C37ciWoYlKK3B+Og0RwMBfQ2LN1lDZFFYjhrVuH+f2j2zhv5P4eeT83+m4kRYoruZIzOKNgDAVzohj0WBacLJEJGTLEiNFIo1Gwp0JUl5x7dZgwqZE8cdUj09dnbns0KnPYZYrhxlgH0fpuvI0yXV3FJ8n2StWWqBFJJZHvDJ9oCNm5bU05MRxTRnGigKRqHrNerbQYthYsKlUboOj4uvnZwq7SYthaJM0TVkuKqHzxO9pxkLnq0zw/sBmXR+fdZ5xWRuNoPHXxJXjCCuevfwBfg5H/nZYUmzMbjcpE3UO5+6FUg80JLlZROvWbE3nsY8Yi9mef6yM6f4fxnhZnWI6Youkc99lM/+U7+d1HNgLlU3OsUQ+RxTHC85IoGMdNVgzH4wqqqvPC1WdTtziOp07h2xf9gcsXNVNPPedzftGxn6t7jNXffwEt48YTMr93T0jNVZOuo862yJGfMzyaM6z0hhlaZ4RrN3tLFxcIyw1km+kM6kNlx7RijUwoFyYdbTrIaX98CoDYnwCuKP7CKpzhgxu7eHxwmfmnsdKLMYm+OC/Fl6HiZq/UABsP4/ZarhsW8ePSFHweHVl14UFFxUOmTG/4v3Qdz7Dkxy+58Cw1xZyKG2+HsdiWGjS3bfWbjhsRw7BXns6qVKqkGM7h8didVUmCbSMFuVpb6c+E6bpvO42z6pm+cgZvjvyKgEumsXF1ye3O5hUHXJlcISpF9xjtjazdVbJ9ksNh/JbUEnmUfHWAF1/T6U+vxEsZMRwMEnZLDGigaG4yqQocZ6hKDE+fF2a6f2Sx3lPit6wyTDrebQ8VzyQy0OZAuJdAUCMqnnllewoLHCbrzGXc+P2FJ61smHS62xTDQwxVKIY1vPXG+J5MsKxT47E4M06I4WjULoYBfI0ZYjGliBi2OyOz/nQVd7zJOOHKV9rFsLdOxjfymabrMzmAEaYse4uL4bTlJO7WvVzW9QeC09NonU1kKz5b3Y/6ei+LWZy7rzbFSrZQsebMeaQgGkbYleopnED2ekwxEjk8k2hWDPtKTFJSATb96xoAzri5njepPwAg+sRqejWz4mirJfcuEvHS9SPjuTmfWI1rfvloDdvvLJW/YH5vwb9xpbSPzICf+IcXl31tlkEpntO0nkx5MexR/DkxbM0lHStdXSk8HSP5kT0B+ru0shEsxXKG8yMkenslgjPM36tzr0T3kpcAOJ3TRx3XX0IMb2c7/8a/AUZxoau4isMcJkaMWcyyuV9WrJWCrUIgXwwDpJr68AOpQyHm1TUTpRu3V6c3Fi8ZrZGlrs4emTCUkwaQOhDOhUnPnVnPsykPnpBaMhfeSl2sjS3/vhJPWOGs8NySr7OeL4r16i6FNVqkzl365OfCZez/AXnEGS6RL533+Gjb0ndYo/8FozBSYmnpYzGT0UgfNLYv+mILbef34HJDMpPJC5NWGPaZzmQ43WgrjFjMGbZG1izedTY/eI8fTfJwwZdMa1ZtMCeuzTTTVG9ea8o6w7pl8j9cPLJocNA4Fw4+N43B56aBS+fQHffwE4xaBKXE8M6611jwMcN9e/KsS0gdCKMmPaiSm9As43fNzzu2ieH60QtoWUOxA4HSrtvcHafy0+t9SD1B3nr78ZQ41As4adsV/PCaOrz1Mh9cW7ySM0B9wFKkyV1msaeKnOH+LfZ8W2m49DU92Rtng2Rviylb9yWLGH3duW6Yvp/Mi6/yy9gFDGuRkq1pAQbkMENahICk0GHpM6++5W14RyINEwOWeh1rZ+B2GZWi43oQSqXf5Ythq+A7fNiscjx/PvvWH+Kp7xvFBC/93Kkc7xtZzIub57GC4UdOf16Xhselo2ouQxQnEmXEsCXaIjn6op2iGFW8fS61ZJg0Lhdhn5qNYiY5kMI/qzIxvFFaiBeV+j0S884u81praHwlfYYrEMOxg0O2+5lEdfVuBIIjzfir1AjGRy5n00OxyFDTGTbFRCW5imCESftGwqRHFSNq5WL44MEU0ajMCSeUrgY6PKwQmmMXw94Gw+mYPt3ugOfnDHstIeD5YdIBixiZ7TbFsOovfvGRFItg1b3ZDgLoXntVWDD67fn9buotBVJ8LRI9PRIzZxauTlvFsDcTzHmLmqdwEjbgN0KbdQ0a+2cRxWh7ofhLVPO1fO6IJXxe9WYY9JgX8eleqxiuMPcsu/2W39kaJl+MbLVsf0uGRKoydy6aMd1Bb6Z8NV+P4st9f3F5/PUHXnxxiPVfP4vV/7OOxtVDnPbY3+hLXsy0SHEH6EIuZClL+R2/Y3hkUSP/OIjFFIIzzW3reSnCrCXGb5Gm+O/o37SQh+Zficuv8Ymfn4Pfv4FMRrOJzSGGcrcjRHiWZ7mDOwC4nuu5jOKVODW3avu73ONehb4+y2/k0tl9x2IiS2IoMR+nv7d+5KgBIhn6+zO0tdnPD0rbANPf2IkmufFOM0NIJUmjjz4A1JSHTH+A1lZj35gzJ8yh388Bl86KaXPh0qKbnaN+uJ1tN64E4PX/Ujpu1uNxEQy6Sae16kKT3eZvFSnjzAG4Mz60gIw3rJKMOuMMWxckygln68KIYmlxF5dTtr+LxxVi3qHcfb01hnr5bpbOOkznL+YXFcPW1nTN7kYSO4xztpa25BY3msdpE00VF220OsNKSTGcd67QXSgxH75GuWxrJdkitBO76pC6jfOvy6ey6Qsn8vaPN3HSEnu+uzVM2tcgk+wepbWSxdHM9jkvRourhfhW47yRTFSes+7pbcmlGjScXToyoTFgPqd4ypxbq3CGC8RImfZHarLwOdXSA9cWFptMQjyO36VwWXg9LsC/YmnB32fJtj9yu3Vbn2P1yjeZQ46ESYcaA3h8HgJ+SEmQ1vylW/dYxZnXaxfDe/eat2fPJnrQnC81zmuBQMD47spUfc5ut8el4/W6UCUjTDreFSV1OEOd5iPoknHVj8wVwmH8loXPSsSfnE2nRi3r3ob8Gtm1xXRUguLZivbtlzI8kTLCw2f8vZ957ynzYut7KyXOU9bFh0qc4S57PrZUpuL4ZEXXdRRFQVUrv+YIJhc+3/9n773DJDmrs+9fxc49PXlmc17tKuxKq1UWyiigRM42GAwOgAOI8MoGbIMBG5NfMOkj52ARJBCSQKCc06425zA7s5M7V/z+qK6up7qre3p5MQv2Hl1c7HRXV1dXPfXUc5/7PvfRUJTWc7sYxxUMP/zww7z3ve/l0UcfRVEU1qxZw0c+8hHWr1+P4zi8+93v5stf/jKGYbBhwwY+85nPsGTJkuN5yL/7EGo2hXau9fCZYXMmAKvtFhFilCtm3cBINduDYePOVdz22T5UR+cHk5e13O7IkQrLl99Gtepw553P4bLLBiO3m5kxiS9qZoajTLQa3aQ1VwTDYWY4IYCRAWkAx5CRdQc3Fj0pi70wVRScau3G0ILvq/aPc8nTt+NMJLlDynJRXQgLsT6vnUcUGBZr5nQ7UefCnAiZ9GzKy0aXDybJ2Ln663a8FRgOfndWDxYjtmpQiE3X/16QCM6/yOB1LGV+uA8pbuGOtk5sAKTl4AFYcjtjbmdNAQxb7cefKiRjfhfM8GOPTTH5QD/5rVm61k3Tc+4Ehw5PtwTDp9f+ew7PYZZZYsToaujLNDtrhsBwYVuQNGnVSsguqZT2eeyBrLuc+YO7cVUbZdtC4Aog3GM4Ry7EcLVLfImO1CmhJtFpZIZdia3/5C2MJAn+7A2BSkHrMjh8uNwEht2zdnLOX3jSzX3bbc79+Q6UpM2Row4TNWa4fDABSHVmeOHCJI9d5NXYL3nh/DnBcKdgBGDDt+6FbBl1JsOcO66FtGM+O55Zg5oxGb6ovWmTbHkyfSVpUTwcfe803lNzAXPRxKwtwyqAYacc3MMlq9r0OREMl+cdJr/xV6x9CUw/2hMpk/aTaoriJfoaXweQeoJ5uptustnad0ous4XWi9iND76CT6xdgqQ7nPzBJ+k930uSiCUHIhhet66Lp56awZzuAAwL+6jP2YBrKuz62Elc99JLOWdlWB3VWDNc3tv++lRW7Wb+Sw9jl9RIz4r6fjs1uGoIMZHRqIYSI5cIjvuYwHAbZrhRplptA87siORmqA64EQzXmNFh1Z+3ZlruWwSVITBsevt3XbdeM5zs8ea9+cMSxsEx0nK5LTP8y9JpOMhkdiQxy0eYLW5ExuGqvc8E282fz/TmYA7NLch6xl0jI23BsO94rcgumiZTrTpYrsKWB8a4/4mFwEKuyTzKyni8fo5EmbRRmhsMW7VTrErtwbAuqBaqHewXwBS20xLtl/nlKkxb3ZiuQvdkNdor/Vhl0pPhZ7jRZh75QwzDMBgZGaFU6qxF5Yn4wwxJkliwYAFpX8HRJo4rGH7729/OW9/6Vq655hokSeLmm2/mhhtuYN++fXzoQx/ihz/8IY8++ij9/f28/e1v53nPex5PPfUUapTj4R9pyHFvknEr0b/Jz9KLMrROengC5AWGTbfaM3NxKY4xEfdy+o7Usi3Kgw9O0HXxQWKDFe66e2VLMDw7a3LwG0tYdfNm1KQ362tdZqQ7qWk6lPenGL19iIXLYiQqGai1AGkEwyIY6aEHp6gh61XcePRDQq7GeOqvzkTSHC5es4LJSzz5mCSAYTMzQ9epM8AMo4wSI4ZkqriahdZbZWRfGd+VUwwRaOt2HKugYlcU5FL4wValSmK6j7wySnFnhowALJ1ENPAzTAtJcXBtiYwegCNHN6mkvAnadWBJJuizmUqp6L0VEgtL7E1uY5ZM216ePW4Pvz7nubgubNzYDa9puSkpQWbaygG7MUQwrNvtx5/qBGBMdBluDBOTu7mbYYY5hVNabvf4495Cx5oJrsVovvWizY+u2n9R0cgMF7YH57bVPelJ4byQNZuBaw8CMCO4G4vMcDfdIXO8dmDYUQRmWArGlCWb9fr6xujri5GRgweDljMZGamIHjPevgWgLcVNBq/0AHThrjFWs5pnRg6S3+KB4N5e79rNn59AksB14eDBueeoMBhubw7TfdEIaneV8u7OFyf2E4vY/GXvOxZvaS3DBk+mb9G+ZrhUsokNlpn/0n2M3jq/LTD6jXkfS973IN1nTzBxTz9mpheI1ipWDZtlb9mKYyj0XzoafJ9dbZovfW+EymichBVcczVjRTLDqT99hHPfvx/JUjC1k+uv+wDcdV3Uvtp8YktklAxbltzC1aM/QOsxGP/Mi4HTI4/brEhYBW+s2i1a801Pm/RdcgQlbnPddUPs+T95zGkdFpfa9kI3BZZNk9Smiv7h4eb5JE4cyZWpTqk4FWVOAy1ueJSNG/cCIM+8puVmmUxwPx5Le0MRDIuJysYQu0hEJVLr0ShhbcMMF8aD++/5qXvpWXN2y23tSoRr/hzMcCiKLZIarlsHlbIMiiiTNrxrY5sOQ2v6KE2Wyc33YNjzrk7At+73NixfHb1vy2KrsQgTld7DNuRnmTDno2KB8Viw3YIFzBx+FvB67cYyMfYyn6ohEzNNllSrHlMsHrbj4tR6GMuSW+vD62C6agjkZdKSl10E0DR0VfCB6AgMe59tK5MGYvHgvBkzna39qmUL372yXY9hgD07ytxR8AiAi3ebRFZS18DwLmMYa7fLKrf20yPGoG05FIsOYjuL6swfD6h0HIc9e/agKArz5s1D1/UTBsF/hOG6LkePHuXgwYOsXLlyTob4uKLKO++8MwRsX/3qV/PBD36Q0dFRPv7xj/ORj3yEoSEvo/++972Pz33uc9xxxx1cfXWLCfKPMKREjRluAYZ9Zlhc1HfKDBeczsFI2IildZ/Xw+oBzvv53d6/v95HK1eYmRmT7f96CtOP9nDe7d72ald030rLcjn8g0Uc/sEiNr59MUf+/Cece9sEM0/nMM3gIT4xUW0Cw5R16K4ip0xs20VRwpOWVNXY8xlPxnXd36zEPf8X3hsCGHaEmrlcjZ6PVVNUtBn0XoORB1sAVkEmmHAS/DTzEgDOP78X7g22ixHj5K/+FV95+9PIus2rfi5kqZLRC5qJvn3cYH0b14HDmy+uv+7qJnZuFgmoHEkwKJhSpFIqS/9yB2v+5Rnu5uecz82cyZmR+wdvQey3D5+rr6/IulSVzh5sTkVh5ukcasakr9I+M9f/7Hru+oyMXVL4079qXQ//M37Gl/gSAJ/lswwwELndY495YFhUVIwVW7fS6CRmZ03ia4PxlxeY4VYyaTGZE1OEBY/QdkcEwzlyKAT3oi/ZjorCPQvY8cj5xFIuf/WlU7kHj8kt2wat2sIPD8fDctKcEdlr2BWBtiDBtlybd/NuXvm2h3jom/sB6sywrssMDsY5cqTCgQNzj5GCVULNmNglZU4w7BS8+1zJdA5GxJrRdm3DAFRbo0rgJh0VxaLFGV9+kMGrRijftIXiF1sDjEeMJ1j+lu0A9Jw9gWvKLfu8ly2D0z7+eP3vTW89Hauk8vzL403y6t5/fiP/+eWt6D0GZ387GE9qxowEw9qqcXpqiYzSw0dZ8sYdyDGbmb4uYA3lsk1syLv+7kwCpUchHleI9XnzUllt3TM11P5IaM3XyAyvvnkz/ZeNsolfM/zFP8GsPcsMDEzMyM4IYq39ssuLlOcdQknaHPzWYkp7002lNgAZMrz76S9w+vo7ATjzDe3BsKOZ9TstE2tW/viR6nVY8oYdqF0mh5YYwMkttxVj3/CTDF17kOrReFswLLqZO1qb8d0IPNrJpKc9gKtjskgbB7f1msGuNH+nFcEMj1ldPPxwmmRhOSvUwyzya29bsWeOg0MAKje+8lROuXYViq6Q7vfmFFVXeNHHGspARMOsVjJpoc+wLEtIetC2yXUDjGoPDDN75BEAuuZncB2XH21ZACxgnjLOkslJGA63yrKF0gJFhqteMR/3y19Bk2zunwpUKemu8LjV4wp+7nIuMGxbTp01V7HaMsMrF1gMTd6DLplkT7627X79MEUwPAczrMWD77ZaOYNbFoetHn5aOht+MI6SHGaFPhKpTiiOl2js62hM//GAYcMwcByHhQsXkvxd9Hg8Ecct+vv72bt3L6Zp/mGD4UaG94EHHmBwcJBCocDo6Cjnn39+/b1EIsEZZ5zBgw8++D8KDD982ouZKZdZuixJbS0bijozLIDhdhl1MYqOwAw7nYPhcrk1GN6+NEB5M6/6KfC6yO38DLrIaHsGWhEPXuHho8oyR1dsYnCF5xxq7mtghgUw0k03ctVbEKoZk9lZM+Q8C2EJoqZJuJb3O31m2HFcpO6wTBAgaaepMEOsr8rhFr2GDZEZlrU6KyZ+px/+73YMhfnuAmbecR1P31+mtDeF+dcOmhYGA4brPWQkGWKKhl2RUeKOB56ztVYqBxN0nxn83lRKOSYFgbjonwssiIBIrMVsF8Mja/nV5dcA8H/+z0ltt+0ZX8KBr9dWEq9uPVZ9IAxwL/fyAl7QtM3YWIXZ3AiDpxVJLgkW8xPl1izrUY7i4qKh1cdAY4jMsGQplPcH56TVua4MH2bZm7fhmDKleFBbJ9asN8qkQ9/Zhhku7+ri8LOLSadVFn4pMFVDCwOonvPHmH26GyuvMW9egpRQ06l1mZG9tEVmOE2QyPBlnBMTwULcB8MACxYkOHKkwshIBdNsHtdiPLny51w76wGX0g+yQJsxUva+Q8kaHbfyE92E50r2+G7WsuZSaLEALxYtBl/iKUsSC8rk29TBjdnjob8lzcHAiOzzLnoP5O+Zz86PrAHAPSfeJJMeG6tiFzXKRY24kDTxwHDzvCMmNWa6Rlj/nx4wmPmZ5zWQL5jEB73fK02noAf69EAZUVZbgyiR2beFGmSxZnhitkz3Od65iJezdClZjxmuRZFi05gHr4c2eOqX+VePknitlyyoHIlTvS+BFmu+/hISKeE6z2WgRa2Tg2tLJNswc+keWP9Z77xNPZUHXtl+v7XYcfV3OedGg9lNXaQPPb/lduKYELtLNIZtWOTtJJpko0sWWguZtOu6FPLetUn7c3UbuWckGBb7zdakwFNOml0TKWApOalAQq4yZWcwjiZYPlMh0dUwb1tWnWFVZOhd2tpELBQiGG4hk3ZNsw60FQXkGhh2kXCQUHAhm2XkQAXX8TKDvUtyqLqCqrhYtkTV1TypdAMYBliXPoBtWOQyMoOreqFWnlCYsfBGmkMyF76XRdA5V82weH7nkklne3Syqu8T0lky0ChbUBtXczHDajIY+5bRAgybJo9VAu+I35RP9cBwREKmcDQ81s6Jb2F4Seuk/B9qyFH9rU/EH1UcC6P/B6M33rlzJ29729v45Cc/ydiYZzY0OBiW4A4ODjI6Ohr1cQCq1SpV4eacnf1/Y4J+H1Ea06jkJaRctJw1qBk+djAs9tmMO60z3wCJoSor37kZNWVxP31cV3Nabgy70tkE4TPAlsDMqVmrJTPshya4iMkJO/RelExaMWO4gJq0GT9SbgLDIjOn6zKYNTCsutjYlIpOnRmBAIxkpSyTHELWHQ5NtJDXFmPs//JSJN3h3JWL0XVvgRgNhoPf3RvPoj25gol7vbFcKtl0dYXPq2ggE1M07JKKEjdwFZun1ryGI5VJ+hfIyA8GN3sqpYaMbOYaJyIYFuviokJkEy29M7dxEYzMBbbjghQsiuGKiqh2SABPPDHNwj/dzcq3bQ29PlVtzXK9n/ezr2Yr9Vf8FVWqLGUpJwss0OysyROvO5vk4iJ/9faF/Hg2OM5WYNhYvY/TXunJ9o6OBXJTUabvM8MKCmnSdQbRxW0Lhv0kkqpKLGIR+159HXu2GlQOB/f68rU6a+/8JZLicug7ixn+5StIiRLUFsywKMFOS81g2JdhSxLkcsGYW/CPD9F31ibUrMlTY2dw5vzWxliGIKeNS3O03ip7C20l5jBbqtCVbD+fAZSccq3UQJ5z/A0eWc2mX7nYJZVihAEeePfLkduGGbrGA8SFNmzbpNTsVFuiFAmGK2KLNkcEc82SbbEOOeSenI6WSSNIN+MEYMVnXo+WZpAHvG2UvHed++O5+nZGvPVv3Lv6fk76px04howj9EAVwfChru2oKe+4Fk+ezEyvzuh0WOUUBYYt2U8eymRjqfqdvu7Tj6DEH+Kl/IBP8kmGCNeCJ5Ph89cuXMG8Usm0fq4NZYPkgKl15mdgY+PEvPNg5dW2zLCKimtLXpu7WGuwM1NS+FreYybX6Pt4bgtmuDJbrfsd1cFwKykz0WDYrFpB0klRIB6nWAnGW0qu8Gx1MU8a3v3du3+axKkNdfkh9rbl1zdHXADVLcCwYwT3qKJKKLHg/FooKFiwYAF7HzpUf33xRs95So/JWCU3AMMNoeoKF6c3e6z00MJQjWx+xgR0UlIFORuurtVTwdpjLjdpUYauzQGGm2TqHYQhzAXicUWF2P/XjFi7AGBZDKoz7La8xME5iS3e6xGJw8L+IBF4QXwTG+I7Yd6JHsO/z3jb297Gf/zHf4Re27BhA48++ugx7SeXy3HLLbdw8cUX/w6P7g8z/iDA8NTUFNdffz2vfe1redWrXsV9990HNKN6WZZxnBY3K/CBD3yAf/qnf/pvPdbfdfjZddHcRAz/IWrNari2RFpJhmSU7ULZP8jP592ImrF4ySfPhdamj8R7DU7+gOdw/NRsriUYtiqdffdUuYik2SEQr3UZ5I9GMcMB4NU1GcXUsTUDJWmFwOzERBgMd9NN9w+v5Ee3HcDKq8x8oXkRW7arpFbM4hgKctqog2HwFoT5vENsMNinvzDr0brYW3tttBRttKGM9fD4//F6y/7jLeeg6w83gWETExu7oZexFgKfpZJFV4PkSnRq1VBxSir0GEhxk/FRi0ohSbrhYZxOq1j5zsHwkzzJhff9ArukoD19PnBey21DYDjWGTN8bGC4fb9UP7Jk69Jhm+jF7mOPTZFY1vzbZ8zWYFgE1p/m0wBcx3UhMJzPW0w/1sv0Y71c9HeXYJd/WV/EtjTQEkxVkpKwyIsAwzlyyLXFY4oUBQptZdK+CZKmySRJYj+9gOmnw4mbC/+qzHTcO59WQWV4OM4ierggfzlf/MQI04/3cHhB87GLjGJalEk3gOHubh1ZDubpdI8LteTSvm0znNnG+dSQggVjQp4DDAt9qsdL+Y7AcPzD3+eGn45h5lXiiRe23Xb9tmv4t1d58vzqx6Ln4mLRwpwMjqMgtR5Ps3rznFGiFKk6EMGwKoDhqLrvsbEAACUF07RWNcMIjuNir2XffG2yXCC/NUt8qEy66M0nPQIzbCdazyEjax/hpMu9Gvin37Kh/roIho8u3lL/99ryOg726BzqwAzSlmrKHUOmO5FkrPa64o9lrEgQ3ahwahs180q7rBLtGuRFXy6BXWsZZsc6A8Ni2YQ5q5Eear3UkpBwKypSykSKt2azRaCiYbc2LxKYuRknzTZjPu5BvaXuwq5GAHDXq+dVa4wrqRSFqWD+SskVNNEwaqr5XhDZ22MBw9u3GTw8ewkVV+fiLUVW3BB1zELLREVCjQtg2FWISRbMn8/eh7zxiQSLz/Lcx2NJhVLJwmgBhr2d+FbPah2MWq5MuWb0mJHLICgXIQw6rXJ7BtcUmWFZ0HVHhWhY1SapIYbY+1lLz2FeKTLDZov6GstCIngv5idUI8bggn6LG1L3U3ASDPkma63k7ifidxqPPvooBw8e5JxzzuFb3/pW6D1ZlrnllluIxWJcffXVvOxlL+M73/lOaJt169bx5JNP/h6P+A8njjsYLhQKXH311WzYsKGeyejt9RYlk5OTDAsSlsnJSZYtW9ZyX+9617v4+7//+/rfs7OzLFy4sOX2xztc160Dp1ZgWJYl0mmV/LNd7DjtDWzeHN1mJSqqRaiMJGEEeulpu21cjtehU9lp04ah3Jns4Oj593D9B+/FEoxVtBY1w6bpsOZ9TzF840F29vwKW/MWU2rSbjLQKn1vIZVdWV78Z/3EiTM4u5SJe7zjnZ5q3vdocj9X7PgpAGMPjUO5GQzHBWbYX6yu0pdyxz27MCZiSGPR50N0ZNV1mZXvfRL6ZknHYlBrh/Moj/JRPor11wvo27GM8V8Pkk6rIXfRKAYjbCCjBTXlMasOrBsdgFMp9Zhk0uPOOL3neVlc7Uj7bUUwLKdNDMNpOWbr338MYFjJGHStn0RJ2syoE8CSyO3+mr/mA3zAO+aIWkPwzLMSFzUv4vN2Z+61fjS2VhLNc+bNiyNJElZeRcuZbcBwcA7icgzXkpBUtw6GbWxmam6s4uI+Q4YChbbMsDxvmu6BGbJdcSpUIq9H9pID9Yrk0dvmMfzcBMtZzpv0v+Bt//BDAEaUqJphIXkjGG4Z5z/D3/F3DH/K4tDrz6QnEa4F79LT+MviQ5PTtAtTElhOuT24VY14vQ/1ZCXP8ha14qGI10CZLaEq7cdqY3IqKkolG2MyWDiWlWgwXKWKEWsea0W32FhK520vgmFdIj6/hJKwGCuEExv9lx0h++rHWL1L5/D3F5GSFwefayGTRgteS4hguNYTVZvu5q7zvDrEv/m75XAeIdM9O9V6XvDHtl2RmXqkh+0fWItrqCx+T3BcpZN2AOBYEqfL63m05zDm9NwJO6cGtJyqQm86VQfDfqRJh5huP+7K/JQzvvQASsqi9H9bS5OBOvB0y+2XQfG4gnVEQ0nYuIkOVTHCfGDlNdIr2n+Hm49hGGDMqJHeFxD2z3raWMYlxv7IfeWPBmNvxknx89JG9ANWGzAcjPeBPokFl61FjTUcbyJBUTA5TEmVkHuyOdM83kPsrSwxdWCGyX0z2IbNvNMGSfcleew7m9hx9z5SPQnOf8MZ9CzOYboKE06tldVMNMMqAnhFkVBiwZjy2ejZzDATe6YBGFrTX5dxx1I6jFsYaDjjE81eoa4bgGFNY+yIyZQxnwk7uC/SQ1m48MLQx9I5jTdkb0WXLJQ3fzHyuMXojxcxDZe02p5FNvUk+41hDFRST46x6NQ5d41RFdYmczDDakIEw62ZYcsNxoTqX/sIqX5yZpQlWsMde8KV+fcS27Zt44knnmi7TSqV4uqrr+ab3/wmX//61+uvf/WrX+UTn/gExWKRri7v/vvf1FbquILhcrnMtddey7x58/jSl75UZ4JXrFhBV1cXjz32GNde6z2oLcviiSee4A1veEPL/cViMWKx9lmwP6SYsKZZdfMmnLJCyl7ScrtMRqVQiJYYtwuRKZgLjIjMTNVt/cA3hPpe42gc+lt8d3oaSQYtY7F+07V88i8rVI7E2XBNNDOcXFQke/IMZaFNg5ywQ4BzctJg5P+uxlyQ4O1/5o0LURbd1NOScPsjFQWssNFLoeAGMmlTIal5oO+lykv4mxfHGR2tsmBB9MMkXI8s0/e8/SRXT2MXggfz4zzuAa31e5AT3iIxk1HRThlh6PqDyKoTCYZFAxld0nDL3j7lZPB7msGwEpJJzwWGi3YAgqLkm2I09vAsFi30NnV2AE+v+Rnn3fEUVl5DNla33XZq8XYueeLnABz4TQzYELmdWL9aIBqMPPbYFKsWND982zHl4vn2Q2S4ICx1z+V0MhmV3Z9aRe+AxuvfEF0T5ch2fbEVUzRcU0FSLSTdu+Z58jg1mCeC4SxZRhihRAkLCzViqu57zWZOfb3nlLqf8yPAsMvEEk8qbldljv5ykOE/rS0IYwo9Pbp3T0UZaAny2i4lTJvtZS99V4FTPYvehnujJ5HGFyaOzLR37zaFNjIJpf3408x4PTUxWWnNyIYi6e3fLuiRbevEmCs5BVAomjhCL++KGj2e/NZTjTFVKUAE5q8Kc5Ry/k6uOrgTgNH/dEFwNh+8+jBDf7qNIWD6sR5SiiCTzpiUxyOOW2D4k0LCwaoxwyHFSm3RLPZZl7Kt5xC/rtwxZKYe7GfqQe9hsODmRaDCYQ7jDnvM0OS9/QyfkqO3d5zy4STFXWkW93WjdkUvQVI7l7N3JIFVUOlfkWZLw/t99EV+7in1cRa9Zg8Ahz/ZHmTM1ckh9FuLOlBBSnXWIqYJDLeRSQOUX/167rzTAxClWSvkYA2AbWPaYYBslY3IBVymP8X63GEKRZedpifNMBwF13GR5GaQnUzAfGUcG5mzzxlmyV9EzGXJJJM1MCjhkm5ghs0It2DJtrgw/gwOMqnFC9n+q708+KUnAbjuXy8l3Zdkct8Mo1u9hOy5r/PKSBI9wbOmUohmWENAW5FQRRMot3aPDg1x2g3D7HnwIEvODiQqsWwcas8C4+hMc0qloYfxM3fuZ1NpY2iT9NmnNLG5cjpFoibvp1SC7tY10rn5WV6x6CkYG4Ou6O4FflSUpGdcBay4f5xF7XoG10JUEejp9n4xWiqYe802zLApKBI1XQKXaHXCoUCa7rpgoGKPF4QVxIn474pXvvKVvOIVr+ALX/gC3/ve99i9eze2bTM4OMjFF1/MTTfdVCcbn3nmGQ4cOFD/7DPPeC3JUqkUluUTLtHz7P/EOG5g2DAMnv/85xOLxfj2t78dMtNSVZU3vvGN3HzzzWzYsIG+vj7+8R//kVQqxfOe97zjdci/8zhiHWXt+54GwPhJa6CbyaiMjLTvVRkVIlMgylCjIqkEE2aF1mBYvXUjv/iLLpSUhTmSxp2INrOxcrP1wXVR5XLee+/DQPRvsCwHOSY4OFoatmqiCjJp13WZmPAWIqJhT3d38BCcnm5+cBpOsBhUUJn+/AY2/ftSdFkj9bMU+fxU3ZRLLaSRuoPfMjycYHS0ypEjFRzHDclBIVyPrGkyVL1fLNXkdy4uj+HVi7oVlfG7PTYrk1EpvO7HnPPOKYwJndLO1zQdt8hU6rLGoXefz+h4ieEXHGDtB5+gfCBJjxauqU+lVKy8sKifq2bY6hwMn8RJyP/yIn7101mKe9IU3mQ11Wc3xnT3QQY2enXR8R+1Z+ZEMNQIQsUQF+pRYLhYtNi7v8Bp85sX8WWpXSsX73zr6PXvb2SGq6dtZ2H/OJP395HOKORyOlv+cR1DQ3Ge94boecmRAjCsK6on009YXm9s1yUjZfgsn2WKqRDT7f9OHZ0ixeh2TwLQkZFJXbqb+YumMCZiHL1jmMyaWYrJSQAmfj2AXdQ46aTg/A0OxpicNEJ1qH6IMukutVlDaldkjPEYPRvDY6A/FWw7lm/NagNYcnCdU0r7BZtuJ+pXY9psv18/5BpwcYpz16uFmeEWYNgtsvKmAJZVtWilQSswPFHJtwDDwng3VNBrQNWqIILhnvOO1v899VAvaaVBJn0w4rhrzLBrSaF7zGdeo3rhxojhlFXkhIXc1Vre6Mi+lFkhmQxaGZXLNpmMzOMEDtlHbptH7gKNnh6dve9dyd7/XMnXvnYWp7xqceS+e79/LQ/9+zYA3vRM8zK6l2jHeVE6Xm3TAs7FRa51cnCrcy+DpLJ37pSM0dIVXAxx7rVm1bZ9hiGcjCkW7WYwbBiYbvgZXi3bkQu4/uXdXKQ9ASmT/ypo7LcGAAmjaBDLNM/zy1fFWZ6pGWOueE3k8VX1FOOOB4b7lBnPxCsTx8f8xmzzfCu7DmfEd3l/LB7mUbHPcA2slSaDz/l9huM9gjFhKZqpFNlsRZVQBJm0XTtP2dOWcckVg1zsujhCEj+WSwLevFgdn20Cw+M7xvnm9PUoOJy8r4gaUe+aHorQ1YvGX50woT7VP0dSWe/JAN69X53LFK4WqmuSk/OYrkq8ew7VjSiTbrV7y8J0g+2eqS5lnj4WDYYPetJ014VPzVyPg8zAN0Z5eWdG2Cfi/zE+/OEP85nPfIavfe1rbNiwAUmS2L17N29961v50z/9U376U08p+dGPfpSvfOUroc+uWxfZWOt/RRw3MPzAAw9w++2309PTw6JF4R6QX//613nf+95HpVJh3bp1mKbJGWecwe23304i0f7G/mOKolmpL45ks/WE6Jto5fNmx06qALML9rDi77dg5jWM9EZoI5VOajFcx3MvNqTWYLg8qVLaF7BzpZId+aB3e7wFq1VSWDoQZJei+jRaloscCxZyMStJSZ1BEWTSpZJdZ2J7e4NzpcyfYej6g6gZkyPmIiAsoxcdnzVU3B1DjD0RR9dlNDRmi1X0WhsRvZQJtROeNy/Ok096xzc+XmVgIPzYnF77DNdM/BjHkNla0GHGewjLmmfOtY99dafgyiPzcSoqqiqh6zKqEcfCazdVjHjAibWmuqRibxlmYlueZX+zjfkv8rJ53f/+nNBnGg205mKGRTn8XDWbOXKkd65k6mHPZKpdj1U/DFXoyaim2mwJCTk4t1Wp9QJcZIajJMR79xaJD1aQVS/DvdxZwR2fkTBnNIZnF0ILI3ofDKdJM+kvlBrAsPb8J9hwtpf1nuWGep339HRr8C66MscUvS7Tl2Oe6kHXFQZq/4nxFt6Cjt42SSE6UktIpP7lVjYC43cPcPSOYQavOVx/f3VxHa/69BmcfHIArtI9Xh1/cZamecVxXBxTQtZcMmoCx5Lq5xSgfDAJSKHEFMBQVyAlnGzj3g1gKcG9mVTbz+txO1G/2mL/6lbh4KCkaue+3H6xCfDE4ju4auTHKEmLqS+8DCK6bZac8P1kxqMXvOMEBjKzz2bJrvXqvqeNaEZbbNGmlOPYurdd0QjuAzlmk9vgzSX5bRmMiTgZNUW21M/+bRalvanImmGpxvC7pkJcEaSktWRHq1647mwcEgW03krLkgg/YeIYMt3dOqWSd35KJQ/M+YlAgMKvF6Kqcmi8tOqFDWFVk8iA+9EKDIumYkaE/N8PC8szrAKozp0s8WvWJRnyZoms1n4+a2SG5zQonEumb5qYbvg5WynZRB5FuVwHWroUjK3qZD4SDIf01y2MnI5Us/ga/2HFmx+17gy+ft3IR5xrUWKpKKE+w47lveeDYUmWSGS9Y0v0CS3ryi3AsCkkAlU5qG0GLGQPYPZ7SgVJklAEIK7nhIRJRK2zXTFwkbGQcZHR483rm0x/xJkXja5aGH+FwpcYtzPPAvTuNB4NK9VcoueOU3onOWXiQe+Pc1urKQFUkRluC4aD87C1NMyVOpFgeMeWEgmrl6xURpMsqq6OMVf9/h9BnHnmnRw58vuvfR4aivPoo5d3vL1t2yiKgq7rdUdsXdfRNA2jQdb+53/+5/zbv/1b/W9FUU7IpH/fcdFFF+G2aoZZi49//ON8/OMf/z0d0e8/RGZOtVpPiH57pZX/5xk+Zo2gaTJv4k1z7r+8ZgenvMOrH8gfuoxWdZgAqaTnWKymrZCxTWM0gqCpKaMJDLu4yAPeQ6Z6KEVuIFgARTPDLnJWyNxaSUrMIOsOhl0zepk06D5rnOLudGhBdXTl05zzo98AMPq1JUC496foyqxKar3Vi9dj12W2YPLUX24kNlThuouWg2D4MzwcLKxGRipNYNiQDfSe2rnaZ4MRXEMDI7QYnLprAeBdS0mS0IwEFUBWXWarzYtqUbYbU/R6H9bEQm9b14EhPSxhSaePrWa44opguD0zB83sxVxhqd7+XVsio7cHO0k1+H5Tbj3+Pstn6aabZSzjrby16f3du4vEBYn0SnkFn3l7P6WSjXxyFj4YvV8fDKdI1cGwyFDb2OineCx39WCKvgV9dRflSsWhWrWJxZoXvI4sqDNUFesXJ3NgbAZjPIbxjtZ115l2jj5+CCZcIgiQ497rIhj+l+dfx/za4HZweDkvZ/69BokHe/nNuVc2tVPb8obnMPmic1ixMsXQk/3s+shJKAmbZW/2eudWDnoLPzExBTAsuOJPG+1Bq12rlXNMiaTefkHYfXQxD3xkNeaMzvMvbt2H2o9Q3+fS3GBYjtnE+yq1z0YnA0t2eCHUylxKZIbzm7vqYLiVgZsok1arCeya4qHsCC73GyaRdW8sTd7vLfIzapI/e+T9XHzx3QBcfVMzcKi7llsycTU4D36S5qnVt3H2LZupHEmgZdcEnyskYLCA3mswmzfo622eH5xaXblryORyKiNHbZSEzVS5SBewiU0AlPYn0Y94yZ7e3mDh7St9oiIEhtXm724lkw6BYbX1wtXAoDISR0naHSVLVEN4FsxMk+3rHAzLVb1JVdQYc86thoHVYJzZCigyPV3/p1jXa0zkYXHEeWsAw47tYFVtFF1BUb35aaQYAL1h1Zsf9f4u2FbbRSdgWACsdi3JXZzyzlOyJ16XcMf7gzmkXIleI6qSwyrtIDYyg0MrSKztZ83P7kK1qsQlA+bNa+naFUsH17s63fyMtMvBuFRUOVQ/feXNFzK4qrfOYocimeSZ6hJmnCTO9/bynNNOi/z+enTIDEuZNDpejbPRxlwyct+qOqd7mSbIqNsxw43jz3VBagDDdqnCbYdXAasZVKbQsaiiU622X+v/McSRIxUOHerMPPR4xk033YSiKPz1X/81u3fvxrIshoaGuOSSS3j3u98d2lbTNNLpNLZtUyqVOHLkCAcOHOC+++7j7LPPJpfLHZ8fcRziuBto/W8OcXGl2HMzw/Nesp/faM+go3cEhk0tmKiyavuKjURCwS4pqGmrLRhplBBOTZksWNCwDSWUVK1txWiKsWX7Gb7hAGqXyeyuZrmnaTohZjhuCZnbWr/d8Ykq5952N3qvgbRzAb7zcZcutD2wmhffoiuzihoCH7btUpqBvZ/z+ufd9IWgVuowhym95ytc/s5pRn64kJGRC2lUkIjsbUxWkUyhzyBGSCY4eqvnZOnL33QreJhGLZJtgVHUZa3ebSJRA3rV0TgDPeEFWTwuYwuGZXPJpCtuMP6SEQvOxhCZo06YYUv39m8VVJKJ9lONKJO12oy/TWyiSJERRiJZ0927iyQXBr+7jz56ejzWqtXi28au1+2KtdEiM7yXvXWmsfzkICygzgzLus2h2QkW9/c2Ob27IWZYw/3ahTzzsyMAmH/f4cKmRUgCM6yjezL9mIWSsFEzJr0XerTNEEPMY159WxkZFRUDAy3n3R/FYhgM+4oMTZWJx1Q2v+N00ifN1MFw+YB3nhqZ4bQSjMlCG8MyAFv1W9uo9WRPqxieWMWmt3oLEX3N3OZZolmVVJ0b7IiAq1ER4EeFSsiyzUlFg635zKdw+3KqmRkmH+gjd8YU5oyGlIq+x+yqTH5bBiXm0OXkqA54ksiKG4zXnvMDifTk/R6gicXCLaOimOF9X15GfKjMQG+C+JWCTLoGZCf69zB8lqd2SP8oOE/69y/ivodGMSZ0Zr9iRoJhkRnuv3CSlZu+B8BPJwr8Ja/iRe6L+MxDdzL1WHe9pKJzZji4N9Ja58xwyPVea61wSjhJfj7P61F+zjk98EDLTQHQzXg9PTman2V1XxubdMJgWDHmnlvt5z7O6edtQ0laTFbOhcayCMNoYoZbmElTGZkgVjMojgnMsDHZQqkhgOH77ynwyL9+DYAXfOS5LDzdMzAdmQqum88M6wM9ULtXjIie23bFoOQkkHHQXDXEDNuGjeu4lCa9eygpSHljvQETWjGikwiZtMTVqVqbmI3r4NKlrP76jro79JH0RrJT5dB+6/tP6aiyQ8yt4pZqLLrAzjqCOZesyWgCMyxJ0L2oRY1vMskmYzFjdjfSfVNc2EbFt/fBgzw2uREVm/XFCtHFArVIp9ElE8PVqHZWsh5c0zlYZwA5pvPG7K2oko2ytoXNmmWRaCBJLJSmXtfFLfvwJ9500sUqmuCC0aoW+Y8ohobmvo//EL5XURRuuukmbrrppjm3/fSnP81nPvMZEokE6XSa3t5eVq5cyete97rf9nD/aOMEGD6OURSYYaUDZtjv2WtgtDTVEcPWK/WluQgao8IDwypQrbdPiQrrnGe59CMPkj1lhuknutldWcOpDQ9uUSbIRIbvKN/i7Fs8lnT3hc1GSp5MOlj8rJ44k3u/6h3PMsObRHdXDqD3escVN4Lf0i242Rad5qyd6QYLRE1SiC2eYSB1GDnmMGFMt5QJKiiUFx4kDSQWFxkZad53yORK1pCs4PMT9hTbFQ84LGQhd25NAFb9O+J2sGibsZvBsHT/au77vIusO/zDJ1eRXPUQ8xbtJ1GrhS0fTNLXF17kS5JEKqHz8/k3snxeDz94pH19fVVgPqPYFzFcXOzTdjPvxftwykpHYNjWvf2bs9qcBm4pQSZrthl/PlCJcpIF2LMnzAz30ktPj8HBg2UmJ43IMgPxOmpo9bphkRne5lMggP3sPLjW6697xpceYNFr9vBWvsOn+FSdffXDEVrb6IoWSsYYhsMTPMERjpAjxzrWhRbzc4ZgcqVSq0eOWchxm/5LjyBr3r2zgQ1NNY5JkpQooXV5v7FYtOjvF41UamBYkz23VkWqJ2LAl0k3g+FQMkGutGTMAZyaa7xdUlpu44fInIn3bKuYqZbwh4hSndtUUQRcnYBhc1rj4DeWwJ81b3cu57LldRN1FmHXRz3G9aZbz4IIHzlt1wLu+vPrAPjXH/Tw8DLPgdkW7gPf9R1g8j6PGY7FlLb9uW3bZceH1gJw3nm9pK6NUdqXxKkqJCa961RJeADJrsr0xAI1Qm7nakb+y7u2hdkWKhA1AMMZwbiyYldJkeL6yot42bkySC4XPScAw7GBMus/+wiHV93LN3iWV/LK0G4dHPIf+RRXvMdl8sFeurRziE/2UukJGPdOmOF2bZBE88O5xh5AstTNoS1ZzBmNfHLu8efgYM1qKGkTzZp7/Flr9rH4lN0ATN8XoSCIqBmuREyTruvyhXc+AdZ1LFCPMqRO19+rTkYrEx65P8+O/MUoOGRngvNiCePpzDN1hn7xDJNOhmytFlsb6gU89UmUfHd2tMhXZ68E4KTHHRavDjPD5dkqruPNUSLTKqsKccmk4upUzBZJsgaTK++AgjXU7c90M/2C7zJ8cj8v+vhVyIKb/JmvOIWNB2+DB2sy4qkpGAgSbGFmWAqBYbElUlMkk3Um3nXBqtqhz4oxOzLLQcu7j1e6R1rvEyCVIiaZFFww2ndsCuIYwDCqStw3/rJb/D7L4rLkk5TVFLtK3nFXXA3NqnjXonYNCtsCQ6ZMf4pyqTa/2BK2aYfk6n9scSxS5eMRZ511Fs8++2zoNdd1KZVKJJPJpnXPz372M7785S//Ho/wDztOgOHjGKIMTnXmZobFnr0lSqEWGFHhxIwADMfSbbdNJBSskre13cbqP3bj08RPqbWCOX2K0Xsnm7YZs8fxv1ieypISFshRbKVlOSg1ZlhyZM4+egV/+zfeDq74G+8371QDMNJzdGnw76RgthEhCxZl0pqkEb9uM+e91Mso7ylcTD4fnHc/6QBhmareW+XwzuaFlcgMxxUdWQDDO+xdOIq3sFjjrq0v4P3viDvBOSk4EczwkSxH7/Sy8r3/t4fkjc9y1gsDy/zygSR9C5sXWamUwujhJHlVrvesbRWGsOhPzVGzKSGx52Vf56xX2cw8maOw40VttwdwYt7+rbw6Z81cWpBR2y3AsFX7D1obfu3eXUBe7WBOa2g5kz766O0d95QH6UpkjbtoVqahESOGgRECRZvtLfUxrezwAG9Xl4ZVCvYVNf6siQSF7Rlk3SG2JFaX6YO3IL+bu/kNnsz/U3yqDiZHGOFu7maWWU7ndM7irNB+HcetO1KDB4YlU8OlipKwkRM21d05UssKrGVt03GlSDHOuMAMhxdBvquoqnoPUF2X6xJ9CMCwKHuFMBhRsxaHDpVZtix67kl97CXc+st9SLJL7HPtx+qxSvSnq8UADBtzg5GMAIbNFp4JVSr1WWHXx1Yz8ptot1jX9TwGGqMViBeBWTYeJHmUpP873bp5ljGlkd/qzfuxmNy2P7clmAZpmkyP2sUvltwIwBVXDMJ1YKa8xWp1NE4mLRi4CXNhK+NGV7GRqIHheKI+s1dqXgR1d39Xqhsd9vbquK7E8I0HcYC9ES2yTEzoy5Pqg9K+FENqP9/s/jz/OPEhNvc+5O2nA2aYhNGyTVG1KoLhuZvgLnnwuXz1Gk8C9a6f9cMcCtjLuZxrB2aoGjbr1rd/TgPoQtuifDVCimkYmA3LtYrZ/Lsqs1Vsy8WbrCT0TAy/YiDK5ApgdtriqJ0DICeARktwbF64Is3Ce7YGH5Ik9Hn9aOxHkyxPmdIQtuj4rEoooirLtClNBceTamBw46pFxdQpWy2WqA0SbKAO/CxXZnrWrX2PEwLC3qFLYafnRjAcOm453MM4qpe3H4kEupBYNUpmSzBslYJnnKbP4QGTStVBtuXI2JZTl6+3il+PLGSmtBTNknnuXNtLkgdmLau1Trr2elxQI1VcnQwVr/bZB8N7gpZK6QXdTO8P+jhXiybJ3B8vGP5Dj4cf9kxqR0dHyWazJBIJ9u7dy9KlS9m2bRsLGiWctfjxj3/MwMAA55xzTtN7N910E4sXt9Ut/I+JE2D4OEZFMDASH4aN4S9MRDBcpDg3GI4H+8/F5maGZ57sxpzWWTbU3ehDVQ9XD6cmJ4zm9imHK2P4zh6xfBdJQVxYUSIAg8AMy7YaAgw+Q3UwtbP+2vz8ivq/ewVmuCJFgWFBJi2pKE4w5CuWyZRUILm0QPVIPMQMJ0ggOwqObKP3GtHMsCiTVrQQGN7r7qv/u88YAt+gqfYdSVcAw25zgqCxbZPSYLBWPpik7/QoMOyx+50wt6IcPqPNLcVRzTimWvRMv+YAJA4OJLz9W7MaiaH2D0Hx+335bGOI4HQLW/gW3+IFvCAEjHfvLrLzJ2vZ/4lTmCxfjS5rdH3541y/aBxjSmNi4oVNYDhBgk/zaSwsNDT+g/8gTZp+oW/YNryFoFVUSI15SYpcTg+5d4fqVGtx9CNns+nP1pBKKQwUBtD1PYCLpLoYps10vQtw0OP66NEqb/iPu1E/+F3AA/6NYNg0nXoNKdTAsKXiAkrc5tC3l7Ds0Jn85DfPwaVZouaDBiVhI+t26Hq6rsvyt28iPlympzsFXEEsJpFaHiRtWsmk++ij7zvXcdsPJinuyHBgWWswbO3qZfJ+b+zPBUhSKQUkFzVtMWPN7SYtmlWpZgf18ML4a1UmYgivWwUNy3IjzaWKRTsEtvxoBSpDYDgWzAtKjYFMLS8QG/DG/uQDfeB6i+dYTOZnQ9/i/LseR0lalD8SpqnFNimqKjUlYmxs7JQnZW+c//wELESbHrq4uFvmMVmoUNyeYU086FPvl7aIre58mXRXl4Y9G36ONYao1HAMD/BLksQ/9v4dk0wyzniT4ZwfoWRMxqJctiPbGlWrgmFjB2BY7FoQ1cKv6TdYTm0MSKSTrRPdfuhuMIcVzAjQapqcFdtGVi7x67KHxCuW6oFCy4JPfcr77NUBy56Wy8R6Mr4RMcZMi17oghmVWE8bAn6iORRAKkVmYQ9/lfOcaTnlsqb9iu2PZEUOsYK25UQ6SfuRUG2mTTAcNRr8RYHhWu3trJPEn/JyC1qskRrBsLhrsYexpoQA7X1feJyu+RmWnhMBLARmGDwwnIqqLSYMhkXzr8hQFHTVgdpPNopGvWdyqzhczjJmZZEKLldFJIOawgfDZgvq2QfDQt/yqqN7OZdqtT4+8oen8Rd/6VXz0R8ISAyjaJDMHR+p8f+muOiii3jve9/Ly172MmRZJpVK1Y20ouJzn/scZ555ZiQYvvnmm/87D/UPKk6A4eMYZcHASOuAGT4Wp2AA4t6E6zrRjpxiJBIKj73gfAAuefda+KdW+wxPltPWbNMmh82gvi1RzJFA6E2slpqkqqKbtOKoaFrwng+Gx/u93pGOKbHMCZB6Ug4e0obSzMZYAjOsyyqKo9WhQdk2GLvgHp777kcAmNm2Er9xsoRE2s0wyzR6XzWyF6sTAsM6sh1cn4MEcqFssQ8YAYLERloKkhOliJY/YtsmXZdRbT0EaaJk0hCA7U7AcPrJU3jouzJK0iK7vn2yBEA3E5iJYr3PcLsQgauV10gsbf/Az8aC8elo0Q/kRrD5Xb7LFVxRB8Ou67Jnj7e4Xro0Rao2NlRHwwK0rMXEviqLFoUXdgoKwwzX//53/j30/gQTTCieTHXq4V4WJr3v6+rSsGba35MBw1ozbnvXd7jha3uQZChuu7TuNq6j1xfy//7v2/j1rQUuq5l9Rblmm6bbBIZlU8UhMNDq64s11TD7kRJ8aNUuM8RaWpbL/Jfto+u06XoP1vW33EnuosCQq9zCQCtBgrWHL+AL33sKgAMHWteth9m59uPD7Z3lButbSDLsevoU4Iy22w/MLubX11+BljW5fP0qeGHbzYlJARhpVSZiCvOLVQzuM7HftovL2LhgniSDU/uZ+Xz0uBbBcJfQLUFJeNdRbKnkm2eBd84Os5f+S2vGbk54/rMsB0lxcG0PCDcmGWeYwRePVI4kSK0JrkG836D7nKPE+qocdkZAuD/Amx/zf/tC7vmVd2zP/VCiNsN59+k000xOBb/XB8OyLNGVSmCXFZSEHakUEpUaHhj2DjJGjOHaf62isR96qWRFguFd9l42fOM+7JKKPr4OuKDlPsXjh87AsJhcmqvHMITHX8GMkHcbBnHZZFgJpOIVV/NYuUcfhXu91kh5LXg2pqUKsYH5aNssdMlEMlt4JghJk1gqmM9MoX1RExjOZMKvFZuTGo4htDVUpaaaYREMN4LGdUNTrD6y2+vb676qad/7d5W5feYqFBw2PFokyV7uevoULPsUFmhBSUFufgsjQhEMC4Zj0NC2SWtkhi22/HxnSzCsiTXaxdaaZlOQYqsdyPRjGn55NkbJnBMMG463T022O+o+8kx1MbNlBftQhudEbRABhitubaxUgvFaGC9TB8NrFhMTkwNtzseJ+N1GqVRienqabDbLwVqrq+naONc0jVQqvN4zDINCIbqMQtf10DPuf2qcAMPHMUQ3X809NmZ4LnMkoM7M2XkNqav9hCjKWMttbPClRHhCy7vNN9Dphy7l5iuLJBaWuGrRQlJCDbGSNpuca03TYfv7T0HvrfKnr16GVsvUS6qDadvkyVPp8xZd04/3MJALmCaRCbAi3EOzT6zjjjeDpDm89lPruN89UOcdqraBkQyAxkAs3HoqK9XAcG80GLblwF8xrqgoe4c48K3F2GWFf7jmlbx56C85whHsSREMe9cwLQvybimCHVkwyuDVh7CrCpZWQbV1xDNvHUlFLrJSKZV5L9xP9pRp/j9nhlfKr2wpKdYeXMuWj3rHk71v7pZlMTtBkRp4muPBFuqzmVfnrBlOxvR6K59OwTB4QNGvHxwbq9YN3pYuDc6vbnnmN5LiMjqTJ9Q/q4MQ64Un7+/n5FpyKpfTsA62l0kHtbfe/SchIfkAxDLrzHA33fW63jvuGMWYEGSTEWDYsgJm2HVAkZV6MsYHUVHJEj9EMKzljFByI8Q6W7V70Qyun3HbWkp7vHtw+fJm1nfhwmCR3DkYbs/O5WKp+nkztLkTgW4hxtSDNdflpXMbbon3SCtlgiWA4cT8ErmN4xSL4X7bI4xw06K3cMXuOAe+spTi/3cWwx//BVrO4JneLcC7m/ZbXLuVc356P05VZnYgGJu+THringGefssGes4d5+hdQW9xTZNICkZ8FTkMhk3T5drCd1HiDu6OQRTlwjo4r4PhWlSPxElvFFQOa3Zy0QN3ALD7wR6ikg/i9etOB8cx0XWA1/Ja1HNirPmXFWz5x3UhZrW3V8ec1lAS9tzMcFVu6bgeFQMMID+4mj3Pmsxu6mrZM3rMHWPhKzz1jvK99mZYQN05HjzTyLkiqn9zu4gLYLhoRcukATJymdNjO4lLBoPKlMfKjQfP18KW/UAO8JjhFWcNseKZL3pvrnglUWFbDn5WJJYRmOEaKNx65276LZmemimXdyAZEBfUEX117QhmWFZlFE1GUiQGVvVy4V+eSWmyzNCacA346vkGTHkJcBwLGpJ6ZtWm5HqA0G8HVLW9bSZiQ1AD+Ln5zcxwaarMA3cUMIpnMqhMcUYDkA8x2qqM3mD+mB5okThuYIbNcutxYgnvaXMxw0A8DrGiQUyyQkmGVuHXl+tKZyaNz5bme+2zqnCh49advYMDtvhJ4Wx2TweJqIrfd1gw0coLpzIzr8sj62tvVyNM1k7Ef0+87nWva2mCdcMNN3DLLbeEXvvABz7ABz7wgcjt3/GOd/DBD7Zow/E/KE6A4eMYsXKa6ce6UZJ2yEG5MerM8EzwoIpaRDSGlKqB4aLWZE7ZGCJYaQeG5USYESxIEazVZIyph/uYehi635ojKQAjtcskn7dCYNiyXPZ/xcton3Lhefzmwp9wvfkDZNWl8qGXsl0YppP399FzRXAeRDDs6M0GSU5Bp7jLyw6npTSKqwpg2MRKFerWQkOJBjAse59TkzZHppp/py3bARhWY8QfOI1Hv+UtZrt3DTFAmgEGeHw2kGH5ADarpHFtCXNawzCbH1jytU9y7vO81iQzpWvQnDAYjhVykRnfVEphwSv3Mu/5B/kJm7iRG1uCYfE6zwVWAeKOd65l1aVgRLAXQujolL68kZHpWWafyZG4rv3+43GF2xfeiF1WeM7Zw/CL5m2iwHCBIBnjs8IAy5YFC5a4E4zA0dlmWf9csZWgVm7y/j4ya7xr2NWlYeXbM8OW5S3KfFZOcdT6dSza5TrQ7ardoOPjVZ58chpJbQ+GTdPl3ksuQ4k5XHldH9LXJOSaCZ+suUiKEzLEaowQg9ZlNoBhoe+375Au9GLd/J6TMac1BgZiTTJpgIULg3vy4MFo4Fqlin3hJubFipT2peYEw93xgOGxtLl7PYogqJOxHQbDLRg0IUmz+h82s+pdz5Lf+YrQNuOM48g2qaVFlJTN0qVpMpcdQctaFMaiF6ZGzyRDz/NYd/WwzS9Puxq7rGBOe+e2tDdN6Xvr2P3J4HfHYrJnmCcqY+TwubYsp26i5s8VZ37jfuSMQaraxZTQd75yJBFKrnXJAYgoRIw/CMCwLIcZ7XLSu8cstYpjeNc1lwvGSU+PjjmtEx+uhFy/68ctgGHJ9iTSH+WjTDJJmjTv4B2RxwOwjGV0fe6FPPGlvd6xtHiWlawgcdDOr6N+TAvGOOfWX6F1mewdmwLWtN3+Nu3HrP/8I1h5ldSW1ky2H2Kf95IdUbNeAxxJ2eA5iU3h1wVGJ39gEhEMMy9wkY8CrECtxtiLuNCH2KraFCfL3P7+ewBYrJ7Ljema7XY67SE0P7sSxQyLvYA1mQXrh3jzHa8ObdOzOBd5TAi185TLEAvPZbYh7ltBEdjVQiH4PV0RzLBjOWx6eAZYgI3MGQ09gUPMsK4wfPIAV958Yf08pPtbrNUaZdJtwJ8IhtUWdcViXHLSDJdsus/7Y/C17Td2HIxaOZiudgaGVaEFoFW10BKC8Zbr4poWu62h0GfqzLBva+665Kv+b3FJ9SaICbfWCWb49xNbt26deyMhfvrTn/43HckfV5wAw8cxVu9+Dnc/z1ssXPTPi1puV2eGZ9uzUI0h19obuaW5HQU7AcOm6dTby/hRUZsfsLOzwTbZrNa08J6dNRkcFHvbCXJPVUKVZWTVe6BZitEARvrpfVk0GFbSntzTZ1/9Y65/tyahumpdwFuxDZyuIgreue1Lh1kusSZ7wphpAtqu4BQcV5udgv0QG7X713KdsYFXqy8DJF73uqXwktBX11ufePvW0RpqylOlaHYzlVKZ7FBOLwIGMTnRKsTrOBvRxkqMDBnGP7mRZx6fRlEktC+2BzuxmEx11LuWEW2XvdcjXH5FMLx7d5HUilnWf+5h3O7dPInMetaTJIlv8zZeapb1TzHFAzyAisoSlrCKVaH3l7CEBWNr2a3tYPLBPrJnC8zwHGB46J0PMm/hJDFVw+QqZKFmfUIKGB2/XvhXv/IMSFxLxpzRvPuF5mO2LAenouJUQC1441Y1YnXjsMuevZUxaRP3k+e8WhsyMZqZ4WAsRDHDYg/tyVIRyHHSSdESRH3xDN1njSPHHA4ciAYCefLE33E7ZwGHvrdwTvYvk9Iw8ypaxsKOzw2GxTlsLvM2CIPhKGWC47js/tIixu7t5oK77wI8pcFUpYCYaTzIwfq/C9sznLk0xciMjpa16q3GGkNso5bW4xSf7cG2w3Xe8+cnQvOInzxIykJf3YYykappIyk1MFxjzfqvPIzWbWDsLYbq1auj8dAc0KMFc19JadEfuVZ3G4sppGPRss3iTm+MiMxwT49OsaZyKktlbOyQnF+USfvH7ZvMAexnP4to/bwUn2WtmGHRvLJdiVJ9n10OQxs8dU/hzvE5toZn40+x5PW7AEj93Y1zbp8UWsuJx1YP02SbMR/D1dAki9XaQY+lrVYhHyQrJqvBeOhOWmE5cARghTAYjmWF53LF4sizgUS/TxHmoUwGJIkHzFOYruiwI87VDfttrBk+phCSK5TL0NDv1BbWDIomt6y7jZJJ62KfYVdrOi+LV8S5LvUAjiszsPhSAApHg20y/S2Y4UQi3Mqq1EYmXTk2MBxi4QuFcLKgIdxqYLamK521NNKE7cyqHQbDjoPtSohZq+EBSOZ9ytebd9xikSnLO85s3ELRFFb3zjLP+A2xuEL2jHDi8ESciD+kOAGGj2OIMrN2i0Ef3InM8FwyaReX0rYupLQBR7pgRdvNSSQUlv/dFua/ZD+T82QOMMhCFoa2mS1VUbrCmcaq3vyAFQ1XuroawbDRZCRjCQ9jTZOJy4KZkmKynV31vycf6AvJEuPEwZYwZlXsssLUlNkAhsP7VoVejYZrIvXUDGRG4yRXhB+ooqO0lKkwNWWGmLDiT1fzzA+SyLrD/C8OE4sF58K/ttPTBm95S+ACvXKlB1w8UxXv4VIqNdffikA7oekhg5XN71rHIiu6tUgqpYZqy9uNk6JcQElY2BWlI8AgXseiO7cywQcknTBzqiqjqhKW5Ta54vrRSibtx+7dBbpOm6b/kjFGGGMbS1jPejJC79uJavPCfoQRPs/nAbie69nMZrawhSpV3sbbuJRLOfqrlXzq5Q+AK9UTGh4z3D5BlTpjjK6zPYArI4cM3CbVYFHtM8N33hm4cRrjMbQusyUz7IfPOq/8zmt4z3s2M+9F+znre/cyziYOs67pszAXM+zUDe38dmGyAIZ9+e5JJ0Wb03xx8CNc9NAhzBmN0edG960UExt2SZ0TDPvjWstYIWPAVrFf2828F+7HnNXQc8vn3L6XXib/+VJ2ba5S3pPB/ZNw4qtSsakcTlI5nOTgtxaz4OWexHa8OgNCO6397K//O7+5i6VXpjgwo8FCcBLRx23LVn2ZGVd0YjG5CcTNn5/gsccChYlfY52UhL66anj/FStgpiTbO79O1Xfetev16gBMJ0Ouy71aLtiP2nzPTDDB/G9/j548zN69gGTibOyKjBIP37uFnd58J87Zvb0609PB32XKpAkSkSFmOMJN+EEebAuGOyn5KdnHBoYH0sFYryhzlyiVa/Oua0tkBKf8ViGCYbF8qh6GwaOVVYw7XSg4nJQ7WH9dZIYnnJqaCYtsjz6nlBkIJV5CYLhqMyKA4WE1qFemljjebQwybqZQItRNtikwrNqxgWFLi1O0k5RdndThGTLD4aSaaPql6Cqq3jxO9KRGIsKwSYurSLKE67gYruaBbSGyKchqXh0+Nbf8wtHg3LWUSasqmnAY1TZMqCW0aNLiHbQ/EhP1xSL0RT//AYxCMLb1DnYNhI7bamwfZVmhHtdLzp7PDRtn4Ou1ua42/qqHxsnIZaYdhd4ub0xlcyrZo5NgSxCfex1wIk7E8YoTYPg4RrjXYeuHRTZbs63fmSbx1Emcu24e85jXcnvwahPvu+AqqlWHdeu64Mn2x5JIKCQWlug5ZwKXaBn2VKnYJLe24uEH7CEO8cTS2xm6tsDUw71ks2qTWU+jO6lpOSSXFnCqMna8HJKM2arXU9m1JMwZDXkqE2onoqLS+xfv4otf2Osd45NGyCCpsGAfS/9qO44hU0mcieoGT4cZaRo57S0YqwcySCvDej0RDGu9VUZGyiEwXN7cx8FHFGQZur/cVV/Qp1bMcvvAdxl1lvCJd5bZtcv7jjPOyPHKV3o29eKCLYq9cNVwSygRDKspi76+aAlsOq1idsgMWx/7PNd9qeKNq8QNLbfzQwSVndSs+wvRToA2ePeAZdlN/VL9GGAA7SfnMHv6UyQWeL+rUSadOTmQQfsL5qwaLCSmqxH1tw19hnexi0fwTNXKlMmQ8cZszcXXB8Oem3T7cy3VWlH4db2KsKg4Ghup/9t3x73rrtH6a8aETmq59xsb2bPGtjmAMP6C39jKbOg8zuPIA1n+z1t2UNyRoXBGg0w6VbsGNWZO0QVn4qx3/65ZE80M+wBNzZjMzLZwZhZ6OLtVdU6Tl3RaxdyneX22k3OD4WeH7+Os73umQnzjlDm3T5GCu07h0G+8BIVpuuhCyxOROTcmgzlg2gyz9gcE47z8s10seWOKu3yvh5gZ2R/elq36K0k1FgLDqeV5Yn1V+pcN4lnkBk7SEO633Sgfrwo9Q+WaoY5bq/2WdJs1rOHIp9dh9U7h7A+3KupP5IL9xJufBRUqJE6eIAHYB3Ikk4pnitUAhgNmOCyT3trgfyGCYZEZ9o9bjFZtlfwQGe6oRCOEOzm0KiMRYygbPPjMDmT6FdnbxsqroZZVrSItuJlHJf281kreuVBlm6qrUnV0sgIzbLkys443R/coeaRcF04swa9K6zBcjczTWqRNWMAMu+gZwVW9alEeDY6lT25ghgHda16AjYxtWCgCKHUEgCxHtPYZ3TZOuj9FsjvedP/vnUhwa/65AJx3zyE2bggn1Rwhga5oCkoEM9w1PxM5r0iSRCypUimYHjNcmg5vENHDOD8W3AMtZdJAJgXDpQn0mES6r/V2luBm3hEz3AiG24ToGt5Jm2EAVWCGrWoEGBaePVpcDTP1NTfuuF3i1dlfYrsS1edc673nM/yu6zHIibkTQyfiRByPOAGGj2OIYLgTZnjqwX5iH9vIm7+0cc59O45bZyfjHWTkEgkFW+iZKi5W/ZipNAMgJxl+cG9mMzvOuY1zfgJPv3kD2azmCZkdGWNKxbXkJmbYdEyeu/vHANw6s4lr5avq79mKyft5P/OW/ogpZ5r+3uYsfk93sJhpdPosnbqFdW/z+goXdl2OJgVPh6OxwB3XPtzMcm1gA/fcWuT2781Q2JJlZKTCyScHiyL/+vlgxNiwlasO/5j4cIUHgAeAbdn1wFp6e3V++MPz6izpnGBYML5QUYkJfRyVpNXSHCmVUjpmhol518EuqSTnzT1GRDBcltvL9A0MqlIFcDtihgEWvmov7uA0uXkSLs+tG0r5sYAFVL9wAY9Op7jw155UNcwMF8k8dya0PUC3Hhx3lLw7qs+wHz6DKY5Zv4a/kRmOXMTWarZcU4EYqCIznAjAcK7Sz77RIrt2Bcfnm2i5uE2t1EzTZeU7NiPrDs7yCeDsAAwLLZCGCNd5+THIIKtKMP2oJyBvZaDly1S15QGLeOpHH+dX665pyQz7rLMkw6wRPf5Ckvfq3Cu2REKpO3dLSbMpOdAYFSm4Fmm5swVYI4gSHTRD50cAwzNOMP5c3DozXD6UwJzRWbo01XQ/NrbEcwSZdELVGX7Bfrq0ArjetVx50xYm+AV9T17G+N2egZYPhsUyEVtvkElboty49tvMmiGaZrOWtex8z+mMjxuhGnuAvlS6bmhnJSJ6wzfU9SaTCg9edxGuLdWNtyjEMae8MdwokzYFZrgx8SruW1RS+JGr1cRGhYvL1r//MNf8bZH8li5KY80lAgAVjg0M9wgt/DqpWTdqYNjMax25SQ/LQxz67iLsksLqoxElMKaJVTNFqjoa/znjgY03l6vINWZuys7g1ubMXjkPuRxSKsGzxmIcZPrHo+dsu/aoUXDILezixn+7HDWmku5P8tN//BUAsiKRUav1lkU+GNZ08C+fOVtC6QvGdqhmWFWoFgzu/8Lj2KZDz5Iu7v3Px3Adl+GT+3nJp64JHVMiG8NvR1iZiTCvFEy/ZF1FjVg/5ea1cJLGMwrzwLDazJiL7YU0Dddx2X1fkORq1S4JYGFPlYWVezyn7Qv+ruV2K09N07vncSxXQU2e3HI7P8YrCR4vnY7haqy45xAnrW3uHV8//PyxM8N+P3kAs9Sw9jPNEDOsJlToEVgRvzXVjPfsVSSX5GDt/Ua5+wkwfCL+QOMEGD6O8diG73LB3TuxSwrKkdNabuczw9C6PUdjiBLsTsBIMqlgl4Ltouozi2WTmadyKCmL9IoC295/MtpUDj4cbCMyI7Obu+i6QWMJ87n4Ux/gb//Ga7cy+/UGZlhY/KiuRkKQjDmqieu6TIxZGEaSnnXNIDDcAzK8b1sKHsi6oqLVmGHHkJmKB5JU90izw9ha1nLKLo3Pf+VJgCZHaV+q6oMQVYf4cHib4s4Msgzf+tY5LF4smDolZE75j8fQuk0kPQeNDQ2E5vYaGgniOIaMVVRwLbmlOVIqpWJNCIv6FmDYwUGK+2BY6Shh0qWmsUo1UGJEMy5+3MmdnL3767i2xOG3XzrnvgHm/clOsud5ANHAiFykzsyYmJNCG5KGmuHla70HsopaZ0V7E4IZkNO+lYuKik5Ywglh6X/ADGsUd2W474pLOGVFHy/5zHOb9i35rSgs2QPDQs/twhTMjHSTXF7gP/5hjOefFrDCsuzJpP3Ik28Aww4r374FvcfAOHII+Iv6OEwLzHArMAxhl9sQ82nadYZPtrxxIbZx8o+rVc2wyFa2Gn/i/CIZcz+GZFnCKQbXpUIlpDhp2r8IhpXWDI0YjQkqkfwolWx6LxhD6zHoOiNIDMwKYHiGmfp4zG/25pPFi5OYD8wBhhv8ARa963Hiy2cwpjTGfxW4Rxd3B4DMl0m3BcO2wLC6zcwwBK7HjY7H2YyOMR4jPlzBSUYYwwlztmx7bvGT9w0g6zbUcIp7OFffRjTQ6u2NcfTOIeyCynWXLSW7Pnw+hhhi01+djS3Z9BUXQIMpqsgiN4aEhB2voMdM9G6D8r5olUnVPTYwnJASuJaEpLq4LeTuYhhqwAx3AobXyCfxyEs93nbpCyPcravVECCpvzxTIlFjhvuUGf4sezuTdoaYZEDXWUiqii5ZVFydqhmtvlg/PE3xgKeI0HMpFg96xmqu6zI74o3nzGAaWYoHrGSNqdQFRZsxPktcAMOLFyu8KnMXtiuTWvdqLMPm6R95zvy9S3K4jvf8TEUwqPGuAAyXZ5rPtwiGFV1BjQXnZum5Czj3z05HatNfN5aOAUWqroZbKofSrlNjFQpmH7Lk0GfLxBqcldvWP/vtpspljw1toXg5eX0a7thc+7Gnt95fLSrE2GJ4qrLcvvZ91kMyab294saPkEy61HC+LavuTg01ZjiqT/OMYE5ZmzwNLcF+YxjD1Ug/cpBFV4ZNSk/EifhDiRNg+DjGdM8h+tZ6gCz+tdYpPLEGVjSnahei1LQToKPrMna5PculzeT41XkNGdyE0hIM55/tIpvVkJDoygaLoSZmWGTmXDUkk3Y0z9zHZ2Gj3GtFCd70dDir6YgmV4pG975VfFJ+ObgS/7K5wNG13vHGpqKld2If1ab+kgsmySVmyCRi2NjoUvM1LO5M89rXLuWKKwZDr2uqwuLX70bLmph7ck2fczUhQYBKbmY+P469rP7aX36qNRg298wtkxbPuVtRkRtbKUTEC7UbeXkN3J13Xnupov+9kuLWExBzRjUYf1WqkYvU2VkzJFP1mWHDcDh0pMD61d7f85hXl6P2JQPQNldf00Zm+PN8niMcwXhdhsz3Tif/bK7ODMfjCoqlc/TOYSaPdtVbPIkhqQIYhlDN+tFvr+RX/3ISHt3icH/X0/X3rr56mG1PdhMbqrDxpHmoC8NTtWW5TeztxOpnOP2LD9J3sTenZJwsKbk1YAyD4WC8VYVaP8ln5r76HPjX7wLwzN+dQSKhNPVr9kOsR7a1KtWq3dRHWATDstFhD8Oi0H6GYnswrAbjPqPO3UMbIL5iitzGcXCkJrVGsWix6ubNDF41EnpdTMaI9cKzNTA8MBDHFY476n4UwXBC1aGWHFCSNqll3v4lW6Z8MAC+UcywEwvPTyEw7MuN62DYwbKcen1+I2DLZlWMHR4YJjsHGHaUOqueXFqo9y429gXAqJEZPvz9RRz+/iJe/7H19K4PzyXdbjc7P+PVefef5S2eX8SL+D7fp5delrGMdqGZMexYBTVrtjTQEsef2NaoVUhIOAUdJVeFVHsw7ODUExPWbGfMcKvElB+uYYakqn5UZiokasywJEFGKpPxVTtd3hiMKTYVCww7eh1wcu8kHN3u/aEKHggz1boJVNe8NMwkm8CwJtzXRkPHhZjqElNqr+ViVAUp8+T+ADh1DTcn1eK5BNTurUohwtBOKBORdTUkk5YVif4V7UGXb6LlImMVyohPqGeeKPFE0UtMvHjCYR4wtKaPI1vGWX3Z0rb7rYNh1/X677ZiQkX2uYMernp3Cmqt0Nq5VAMkEhIbYjswXJV5A3M7mQOoWvD8txr3b1lYwnPr6Vu2MbZlDCV/AS/K3BuAYbFfc23sVeQkt5bOBmDlnftZdGVr0udEnIjjGSfA8HEMS6m1PqrIxNvoWcSHaafM8BZrGxf85g6svEp86wbgwrbbS5KEYgbHEMkMF5uBeLlshxa7Phg2JnSqo3G6urx9+mwa0FQzbInMnKSRVAVmWLOYnAwm597e5oXL0bMe4PQvPoGaMZk4FK4PtIVWB7qqea0GarWfY25gDpKrRBtS+MAn6rgH33k/qy7xjEzKvBjdbX6oFXdlOOXPouWk9qyOljXrLbBCIbREUFCIx8K3aqua4UaZdCswfKwyVfAAvK7LGIYTORbEKDql+qJYM1s7X4ohCSZNUTJ9E5PZUgVjUqe4J4UzE2NwvZdk2L+/RGJZvg4QRYOd9fqpPHrt5RTGZBbqw/DXzfut/0a0EDN8gAPeuVpYwCqcBYTHci6nMTZWZXo62oG43gu4xrCKzPCeA7N4PY+98Tgz4+0jnVZ56UsX8id/soadH1nDjf92GoM3hZMpopRZrklgC0MHWHzF7vo286TWCyEDgwP9m5n/kn1Ux+IUCoFZnmHZHP7hAuSYw3JtAawEbfsifnPxZdgVhdmnu1m/PtMygSKCYTVrMjNjMjDQGgxLVmfjT6o0M/atwlS8ZJ7r0JGBEUD53V/n4g9VyG/LUCy+LPReqWSjppvHfFEOwLDoJJ1/totUSiGRUJArYRDfGCIY1iStnhRSYg6plR6YSBZ7wAkYKR8ML2Qhs19fx+GdNuP3hUFlFDPsg2FZddmdP4SkOLi23ATYYjGlrsCQ4lZTcioMhoM+4qkVwfnwmexEQgklQ8QEozi3+yGaw8Xj3u98CS9hGctYznI02o8XzY5TYQY1a7Y00DKOEQwDuCUdclWUjIFtuyHDMTHEsW3ltY76DLdKTPlhV03ciN9dGS8ErW3mz4dDh4I3a+ycrrpggeEoTR0RgACYKYr3v1rMHg7Abde8DJhC8suvGRZ68JrTDWNbrL1VlJCJls8KA3QNNzP98Z4U4D2fK1HnQ6wZjqmowviyhPKzVhETHaWLZujMhmqdazXQ1/3rZRx84giLz2rv1RICv6VSZ2BYnXt86LkgoVdt41IN0JVTuSBRY52XHjsYNosRzHBDIubItik0v1xhchLXcfn298pkixtZoI6zrgaG9WwcTyoyN4g/ESfieMYJMHwcw/bB8BxuqooikUopFMsmvd/7Cq/myyxmMe/jfS0/c9SeoO9C72Gizja3ZokK2QoeEFFgpBUAmpoyGRpSKFJkstbExmNGpLrEWwQQTW7SAmDV0EgIbtKpVz3O56c+wZp/KbD7U6simeGjC7ew+AwPBEy+P+x86jYww7ouyF2/dTW3fXaY1LICL9rY/JBzcFD6i2ROnsa1pWZWXpAyq6joUvjYyocT2CWVZcuiZX3OrFdwJWWaEw++8ZJjyMi63GSw1qpmOJ3uzE06LFPtkLmt7X9y0ohkL8TIW0V8TKk7HYJhIRkTpUz4Jt/k1K23cLIhc+8llzF5fz/fm7wBuj3zrOzJzfXC4NUYSk8vZvpAmfhQMzsiLuxvfvsWNlwSw+8TUj9PVsDMiQmSri4PDPtAVgzTdMIyaWDB7jP41ntNHENh5sloZvWii/pZtSoYM2L/5Pq+LQEM11g/rSEZM9wGDJco8fmhf2fjd2Dkx/MpfmF9/T3XUHj4hZ5sf+ObV8BzIR5TGf91AMhbSaQhzFZqWYvpaZOBgfAYEMefmIRrF4VvrufZ/7sIxYgx9GBr+TeApdWYubxGKtnZ/mVTw6aCkrQpTTYzw8pwRDJQCa5No5O0n7BSq+1l4yGzPLSgtzOg1ozMusr9oc/44HIJS6h85jlsvd9z+rUsB7VmVmQ4wZj0a29Fd+Z3ZN7CdWWJLf+wjvSOZmmuO+NdR3tGp9hVDNfS2wb++lhxVZJJhZ5zj7LqXZvr20xv8Z2kw+dfnMMnJprnPlHV5P9ODY1zObdp26iI2QnygJaxKDbWP9YiM7KIAw+NoiRt0rQey2J4SY18PcET9SyC8DW28irp3NzLLE2TUBQJ23Yj2WxPuhoBho8Kz/YFCzxgtc9zOq8zwzpQAQcZq1BByzQAtFoPY99tad8jhzArFrvvDVReXcMZGBM+58ukEyp1sNMODKsqihbNTEf1AlZSCXRMDDTKEedj+ZBBdt9mbGR6FlyAltC48uYLUXWlrXGVH3pKSPyXLNKCpNm2BKfqmtNzMhdn1SVL5tyvFU/x/fxzMFyN/n9/mKs/2NhwyguzUEVxQZboiBmOCfJzo4UpXLDzY2OdAbIpl3nKOJpkE280vGxwk65/DSqWK6NOTZEfKzI2KTPGfGxXYZ2fiMkm8IvKjTkS6Cfivzde9KIXcdJJJ/Gyl72MU089FdftrO3W/5Y4AYaPY9iqN2nZJWXO1iLZrEaxaKP0lihgR7ZbESNvBQ9kzeoMjKgCGI5ihhsf0rJuo3UbHJ0uMjQUb1oMQlAr9vTa2zjjS5twLJn8ppWh/bRj5gA2dT/E6n+AvZ9bEbkASSnBQ3qyEgbDtmzXc5oxVUPXg99w6GAZYzyOMR5n8LnNgLVIkc+f83Yu2wSjPx9m5r8aanu0MBiOy+FjK9baiixdGi3T9OWTSsLGxAwxHn7i3DVl0JvdxlszwyrVozGmHulhyWA3A4sGIrcLgeEOwYi3f4XJydaJET8KdjD+4h2CYVk4jrJdoVEV6ANkWXewK96be/YU6e7W2b27QGZts5O0Hz09OgcOlJmYqDaxI+L4O3rY4le3Fzm1YQ3jjGbrzFwjM9x36RFifVXude7jAvn8+nshKXONGe4uDTH6szDwUFWJ66+fxw9/6LE6z33uYGjM7N7d3NpGNEfywXCjTL9tvXDbPsPNbZsax9+aNdFqBwiDYR84NIaYbFPszsafPjrAxEPeudccva48iIq6TDWvduxmrlg6Np5be6MLcbFooaaax3xFaC33al7Nc5yLeN5f3sLsMzmWnVQzQNs6jx0fPgmnqDPvPc1Jt9m7F3J0h0qiyyX1J6lQGys/es3wfSxej8a+utlszWm6kOO+yy9F1m1eec1a2AhY4XMhay7GlB4p5T38zou57/lV+noS9IyFZadl0wzAsOMZaJ30z0/Te75Xe/o23sZ1P90DhMtYQADDkstEOU+JUkhNMFGdIX3SDI4hE+9uX44RFXE3GH9TlWjn3YGnN/LYW7zz/Jav5zrar1qN4wBK3OHooWJLMCyqFqxZjfSCuZdZU9IUV+z9L+SERfm+RcDloffNxnY3tahMBE7SD+zupad/iEF7kj4lDwPemBHrRo2J2SYwXChLKI6GKutowE//8Vd1t+N4NkZltuoxw4dq6ik1cBPWUjGo/V5jNqzWODpmMlpdjCI5zJ+1ycoSsiLhNPTQjpJJk0iQkA0MR6NSbl60D6SrDMRq643BNKgyJ12+jPu/8DhTB2cpTpZZfkHr9lvzTh7AefQJYrPjaE7VA5A14GgLzLAS77CEw98+lWDUVgEJ/Uhr1+fPf3oc07yRfmWaV3Rg+az3Ccad1TmY7wYDsE5i1SKHVXtr7vurXh1+07Lokgus13dhLlzC9kOx+nisuhrq7CwTuyfrm/cos/VEjJxKojGDiUq1fAIM/3fHkSNHGG5oQ/bJT36SN73pTR3vo6enhy996UvccEPrDiPxeJxqtRkjAKRSKQqF5jXLH3qcAMPHMWwtYIbbtVYCbwE+MgLmjE4sUZ6ztU1RMAqK2Z2BEbHfYhQY3tO9ifPvvAurqJJeUiJzmlcrsu2Z1ZxKb5N51oIFifpCbXv/oyx6zQhmXmX2/gaZdAMz3E8/T770EoqTcO6tv/Yccw2Z8qFESGLnR0owyBGTANDcr9fNTHDKhx9HjtkcKR8FPMZlcLD5HKVIIbkSruSi91abZNKNUuaY1AiGvYd8KzBMKQC0JUr1XrMAjzzneczOmpx0Sgqeaa77bgeG88/m+PVZV3HZP5/MVf8Y7ToZqtnsEAxPM82yf3uAAadI+akB4LqW25bcYGEkLk7bhWIG569glpvAcEkAyHbR+8fu3UXOOKPbc5I+IwDDjT2yfXm9aboUi3Zo8S+CYaeqYBWbp0XrYAD+xBr+ri6NM77wIMnFJb7gbOICAjBsmg6y6Pdw6gAAvDdJREFUzwzX6vX8pFffpUdY9+lHKO1OY/70NL7yoRsZHHwa03R44xuXoeuypwYp2uzeHdHaxg7AZB0MN9RYtwPDGhq6q2NIRlOf4XDbpnArHz/aMcMhmXTGjJSQq65KZSyO3lNFtTtbcIpS0lLJbluL6cQCZrhTN3OldhxK0mpK/JVKNkoNDEuzSe7YeCnGpM5rX3ISnFk7PlIMTi1j7+dWAME9qm1dwubPe4mx/ncO01gKP/btlezbN5/BwRipP0lFJqcG3NZg2C9FAU9q7ysX5GqMo3d5YyBzlpeAsR5Yyu7HYix70476Z4q70qRXN5/LtJrEtc3I0pyy0MNYwZNJO5XgPK82TmZql+fWn8uFf09vr0732eM85/5fUJHhO1zPa3lt/f1H5Ie5fMut3r4/+1ygMwM+P7rUVF2wfnhqJnIb0WCysZ69VaSfPJVHb8lizmhMv6S1VFVHR7//FPaNTTP1aA/ps+ZeZqmoxBd4z65yRE2yKQAJWQandviVKe8zk3aGx3fosAPWzD+P516ZghXeONTjYZOr1JJwycWXdq7H4QwGKnleDqgxFatq0zUvw2u+8QKqBcOTOC9+kccib9xYl/96tbfeXC+6GAPs3Wtxf9lLIF87YpAFZE3BEVp+SbJEZjDi+RiPE5cMZkhRqbo4thM2rrKF+7Mm7XZsh8e+sxnHcuhdmmsLhk+5dhWnPPU9eLTm01AqBWDYClqYKbFjWyJLqSQ6JQw0jBbgz3XcOl6VcTtib5WuDErNQ786Bxi2ylVkV0KW3GPorSQ6aDW3VhpUZxhUn4HzluAeXcKzP98JQMXVSblVJrceqW/em6gGvymRQJc8N2qjRcvEE/G7j61bt7J4sWe4pnU6BoCpqSmmp6ebAHVU/PrXv+ass85qen2uNol/qHECDB+nsLFxEt7Dw5jUO2KGAcwZldjQ3H1ei04ARmJOZ2BkLjA8o4/Tf6nneGvsD8DB0aq34AiZZ23OsV5YMPsLZC1jMdtQO2JLwcJCl1QSJJi5YxFTU0aNGXUo7kmBI0dm4zNqsPgu2q3BcFzVkFMmK/5sq/d7furig+GBgWZwKSOTctMUpDx6b7MUVqoxw64hI+kSsSZmOMPAQKzlol0uC27BToEuWehlaXoPZL8VVKcy6VQqWNj5TrFRMevM1pk1pdTZ+LCw6H7Zs3QDh2NOdP1ZLYpucB1EprBdKELtaN6oQEN+QgTIdg2w+hLiPXuK7H9yGYVtWV7y9wmG0gEQdHDIXXqQ+X0jWEVP5i1ekwQJBhnkwEgea1b1HHEborzHG8uxmBy6V3M5nclar+Fyg7TbNF32fHElatpkcXc/vDIAw+lVeTKrvf+x51TSaZVPf/qM0OdXXeiQ+8Bt6H0Gn3UO8Eb5DfX3RAmsXJPAxkRmuKSzLNneaCgpJTEwasxwuM+wH409jP3oVCatZqKZ4YuMy7hyaAZwec5F0fX6jSGO7WLRanlfOTi4NTMpc1Yj2dMZ2NFsnTIe81coh49ZZIa1aoLCdm/+K+XDrNX4eDC3+feoeJyFgtUEvnxzQP8cK1bzvT1PGQbG63+L+8j1aKhpE0l1mZoyWLjQmw9NgeHyW6c4t57O07+cT3y4wrwXevN1aXea9Ibmc+krICoVB9N06mMBoCIoE1RXRVVlXMEAb2I2SOA0MsPZrIZTVJFqu2usoxYTPVqEKeFc0S20QRqZiS4RCoPh9s9ePxZsOpev/qvnopu/vLXEcIAB3I9dw0Pf8yB5+u1zL7NECbobiwDapklOzmO5KrH+LiZGvXNUyXv/P+kE92PP8y6AlwfeGTGhrrc61VBG5Lg4vitz7TT49bdWrWNAvb528WJ417tCn+9ZkGG1tglNssglwi2CRAZYrhlcKZqMJUyT2aFUtDtzIkFc8seBRLVgkOgSHggRvYALR0t1Y61chPS6KZKCnLpUqrPdju3gP2jk2LExwyST6NIMhtsaDFeF9U9cMjoDrKkUMcmk5CoYRnuw8dDPjvDozA2oWNw4JhHhTd4cc4Bhcbu4YIZaqZljTuycqL/WmxM+m0yiSxZFF4zK3LXcJ+J3E7FYjHi8MxJMjO9///u4rssXv/jFSKArhq7rv9V3/KHGCTB8nEJcABiTOnrP3MwwgDnjL7zLODjILbSCIhiJdwhG1MkcW//pFOySyj994IwmGWLZDZ5i8mQGFnkLjSkjAgw/m+WklwSAOS242ubNhr6SQp9Nv+5W02RiA5U6G1OqmbFEgeEuoY9syW0Aw4rIDGvossDqXbuTZW/JMvaL4UhmGCArZSiQR++rMt3ADPtOwa6hgE6oJRRAYWe6NSsMKBVB3l2dZUEieGz5C9mAmQsWv5mM2pLNmMuIpf59xmwdbKqVDlvPNBgjVatOS6dyUSqY6LDPq2oLRkNWs0FS0Q5eW/pXO+g+e4KHV97FFB9g164CY4/PY/zOefzDu16IKgxeCQnnnT9go+Iy9WgPExPVkBPylbX/sqv/i3zeouuMSQafOJvq6duYZtr77l3e+BMl0lCrGa71GjbkauieNE2HZ9+1HoDlz58PrwQrXaD/siMse/O2+j4WxaKzsAuH0sjrve8/XDqKcPpD5khKjRkWkzG5n1zOwpeG2fHGSJFimmm0biOUODmqj/DcPT/CrsqMj44Ap4TGmyTBypWtF5vncA6Xf/WfefPrN+OaCtPrm+s2AzAiEdM7ewwlhwyGrj+I1mWw1dzBIKdGbmdgQD6JHatg5VUS8zsEw0IyMF8Jj79iMWCGdVdo7dWQcBofD5KIPjPc6JfQaALYCIblCEOxxbF5hMGwt22FCpOf/1eu/Twc/eUgU1NBey/Lak5q+PNJsuZS7ZgS5QPJUKLBD7E2Pp+3QnNvf2k+z/7bOmTd5hTLm7ckodZ5XJDMNoJhWZZIusG8KDpyQxho/zZgWHwejM1GlxOVBdlxp2BY/B1NnQUaQhwXnbhJh0zBIsBwj17mT7MPAXDkVe/kO//hJXSrRRNiMGELYHhJuE2gnlTxGwRXp8LPXlvoBawo3jZq3DteqwMmb8Gp/SxIPeb90bUi9J4j9gKu9e5prBvORkmkwZNJS8E5rsxWQ2B4tgCGnUXBIetKKMDO3+yrv981v3UZRz1EMFwOxmvInCvx24BhC9zWcubKrNDWq1MwrGnoskXJBsNqD4Z9EG6hhlpOzbX/epgN468BDMcygndAzacicAd36e4XzlkiQaxGdhgmzQz/ifhvj/HxcTZt2sTRo0c56aSTWm534MABbr75Zj72sY/x4Q9/mC9/+cu85jWvabn9BRdcEPn6lVdeya233vr/eti/9zgBho9TiDW/5mSM2PBcYNhnhv2WAC4VKiGAIkZFBCNuZ9mbWD7H1vd61vcr3rOGxl1XBLY4Ucxh4tU4TtveYmYJS9g7Nsnh4iTVsThr1gQPuqwSZOsLbsMDOQSGvd+paTLJhYIzaQ2MRMmkRWZYlOcCWONJzN0pJM0ltkBrqus97eOP88Trz4pkhgGyUpbDHEbLWswK/fdc10WK1RYLtTq8hBLeR3F7lmVrW4NhtRwc97gxg5+zcF23vpCNqtlsJZGG8MKrncnVquJp/Orcq9B6DM5evAz+suWm9YgTx3VAkkHr8tjEVmC4Uuvzas6qJOOdTTOao9UFy0Wz2UCr5ASvJRaW6L90FAs4Upri6ae9h/GKFekQgwUeGJarcZxkGa3LYHJ/80LWspy6sdvM4z1InzuTqz+zjG/xLe+17d61EgECeBJQqxA2/vLvyTAY8RYw40M7Of/OX4b2cVIuWs63pK+vXoU/YYblnoYjyCZr5iZL5+eCz66cexGXqRkHaVmLkiksPN0KySXePeoUveSSOP6WLk21lR7HiNEfz9V72kYxw78NMxdbPcE5n/sNAI+P9XFRCzAcJ47xir/gttuOgOyQPNrZ+BPZuZkGMFyoVJA1t75/P/yE09M8zT72sduMo2ZMrLzG0JC3XSajgeSiZkzGijMsaWgJZRjefVrvV25pNKaxlibnA0HrLf+cxYh57vi1/U8dCq5jXp5h8JpDOIaM3eslRrx7wyW13Hv+lPalIt2kwetXvfaDTxDrq/Jrq4fnc1n9ve7CMNs/4DGBG1/tjd9Yb3Cdd1i7gm27mxf7WSl4NjT6X4iJnt8GDIfqj8v5SAXLlnd+gKvf4jD1SA/x+MUd7TcMhts7+h4rGJaRccoqcsJCilueE73o1m4E1zXWF5y7iqVADCbtAPz1LsmF9j0wP87qZ7ejSyYpbXHovVB9rM8M11hcq9pBjWdKGMvFhue62As45l1HpWFu7prXAgzH41yQ2MT5ic3E152EujAM8O/b2cX2vCeff82UQVc33POZR+vv51rtV4xEAtcFBwlFOHZbYLSPtWa4DoYB04iQdxMGwwnJ7FjKHFNdsNu4gtdCZKT1VGfHP5FX+UX+IixXYfVP9nPWW1cFb1oWjish4SJpGvGY0CrO0XFdmBz1flOXXELrERIRNZm0H2bZCjl5/1HF294Wbh/1+4pcDj784Tk3E2Pp0qAF2G233cb73/9+tm7dyoUXRneVeeCBB3jFK17BS1/6Uv7mb/6Gc889l6uuuoqxsTHe9ra3IcvNz+h7772Xc84555iO6w85ToDh4xTiAsCY6EQmXcvWNjgFtwLDZUkAwy22aQxxgVsu2/XekfXjlAIwkjV78IUxedf7La/hNTz9wfV85aPbAYmTTgomxZQsSJmdMHtrPTPM3auvRY7Z/NuvPGYjd/4Rhm7YHnymDTOclIJ9V+WwvPvouy/liSem0TSJuBEnrka0P9qdbgmGM4LTqNhGxTQDcyQfDCelBI+/9mzsikL5QJKZp7pZdm20kzSAXk7XF70T5lRo36d8xMu2Z9QB4LIGMNz6YeIzw2f/6NdMn3on7+Yn/DP/3LSdW4wx86RnipN8cfuejH7IyEjlGKSqqFmLYtGmt4W/TbXW6/JYajb1Qhdjj/Rgl1S0pc1jtlJTJjimROVIAEjuf+pgHXheemm0YZhmxqlSRusyI9u5NNa17t5dZA1BHdT4Ju94ophhKy/05qRcvyfDMtWa3FgOL3wcU+KMRdEM7vKFXewuKqgp25O1C2EbMHFvP7Jus8DxZMZ9XcE5O3n93L11xRp1My4oVUQX4hrQFuendhJpP8Q60aia4WpVdAzuDAwnSeGfhYLT2pwGBLM/R+7YQEt0sZ8qhfdfELSdSSXO8I0HSK/Kw6lbcbmQ+7iPX/ALuBiyp1zB5AP9LFvmXYPYojw3Ol5S5Zbx/ZxFWGp61gM/JrVqFnc2DlyFWk4zuzeFVVJ4+q838pY/WUf3a1JomlSXsPvXQ0JCMXVsvYqatkKM5Vh2H+fe+msAjj6oAueg6zJ6bxUtG1bcRAG2xJDBqndsAWD7+DYQwHBUMiO5IkjYPNpzN+DJ/huZYYDudBIzr6JlLGbcGb9EEwjLpGPysS9RzuEcvvFveR6/r8TkI11MTBihBKKFhZMqE0uB1mUSUztlhjVk3UbtMhmfwyDGT5JomjTns70eVQ0SFmrSbq6J98GwopCZ18UL0/cQl0yStWfyRE0mrcZVsoPhZ86KdTlW3F9jbzPhxbBVEe71WqsorZa8tE2Huz58P0vPX8iyc1uoTBqlxkI4QjJQrjHCizfOpzxTQU9qbHzVacgt2lMRj5Pyn+VGs0rIFkjXqLreuZjh8d1T/Oi7UC5ex8n6Pi4RmGFR3n3MzHAiUQfDEA3+fGk71JjhDh2fl3QV6JmeJKY4OLaLokafO1OYW/UOnfQdRWXMrpUATDYkoi2LX5VPY7OxBPXzJU5/WXCdq65O3knit6bvkQPzLKDpfFSLxh8vGJ6ehomJOTf7Q4g9e/awZMmS+t9XX301L3rRi5q227FjB29605u49957ef/738/f/u3fAnDWWWfxy1/+kpe//OV885vf5D3veQ/Pf/7zf09Hf3ziBBg+TtFLL/p3L2Lz/lEm7hlAv6ZTZnjutjkAVTmY0EQg2i4awXBjGIJsqV/qq4PhkgASt27N469sxEWz6F5blhrAcFGt1+D1yR66WvaFX6Bkggd1cZe3rygwLNYo+iCsfsyGLzeuMSlK88Ohui8TuWCDMBiu6sHvNAxHAMPevhOazv4vLw99vp1MOj7ez45bFlA9GiN1RR/USidN02HZm7Yjay72dg8kiwxsO2bYlzt2nTYNS4rsj6j9hvD17RSsAkiVGG6q6jHD062Zg8sf+ktues/DoLhceGln00xm01p+/SYPkHzi8ZNpMISmKnm/xS6qGBPBOXjo2cOkV3vX5tIroutPY1aCKlOoXSYTE81guFH2uGdPkVFG63+3ZYbz0X2dDdPGkydKgdy9AQyX9qZYszoXeczLlqUwxmOoqRJlNQzO9EIX91x/BQAv+Ph6OCfcIsqQ5+7pmCVYMDrpUp2NEsGwWgPDImAVk1ytotHUqTG+mfn/2PDVXZQPJ4g93droRoyUkPQquK3nPgjAsCQdA9gW+ptPNyzsS2YFc0ZDSVkk5DjL37KDvku8ZEmFSkOJiLcY9FuqZbUkh2vvFSOOW9JtZM3FqZVddN11Pt9+SSCdH3z5fCRJIpvV6mNXlK3rVpyyXm0yKzPdhpZNgPQnv+GaHzxUf91X3ESB4SyZevJhpiEZE5XM0AaFDgazwRhpNNACbx43jsZqYHg2BIbF8afLx75wXsYy5u3YwG0/9tysDx4sh+ZMUZZtTurEFnY2/x08+QGur34HgAPfdYHTIre7hVuYd8d36J1W2PE350duExWSUZMSJz0380gwrOuomSQL1GBRbroKM473nOlZ3IXU2P+7HXtbEYzQfHdwPTgfm27dQaI73hoMC/t2C0XxMoZBZa0U4rK3dtYeC0WBWMzroVxuBsOO6J8VAVjnqhnW4iqFogsolF09BORFb65jrhlOpUJMqFEym8HwjNDjWu5QJg2csyIPzz7r/eHatLLTrwq1uVqHzLBXJ+79cKvRubzWWslFwjQh1RustyquVk/EAPQqecgJ6oNkkrhkEJcM9LgcUiL80UWtpvx/0vcuXryYK6+8ki996UvMmxfudLB+/XqefPJJvva1rzW9B3Duua3v5R07drBixYqW7/8hxgkwfJyin374wdls/q5nsqF/ojNmuHMwHDxAOgXD8YSMkjJRkjaj1QkWNDDKphIA7PmxQbbW/i0u1Ldsma0f7/BwsLgUAWtFaZAyWyKD5j1O3YoGAhhuVzMsyhb9/qL1YzbD9XiNzLBjyKSr3WFJmhAiGDZixbo8yTRFMNwMGPzw2aGo6Nq/nIfe4f2776HlsMT7d9W0kFPeQkKquRCLC6NW9c0QMMPmbFBbHhViPXGnzBmAUo1hAWqXSeFgazCcHB2u96VNPK+z/YuAvxJhtmHWmAKrqGJOBtfxgU0HOemfDrDgpfv5jvtzLuRTTU7KCTfBLKDEHI429MP8MT/m3r4n2PjdCZ752w1UDifZu7fIG+y/4JBygEOFCW4peGO/kRnO5XSsmTAz7EfeLXCj+y2vLnPTSuCspmSMfaiL7MroxdCyZWmMiRjJxSWsRAkXF6m23IwyRxLbSYkO2a1CBMN6f4Vy2SaVUjFcAQzXHhHi+BPLH6LCwOCJZbez9l83U9qXYnp6cdM2m5KPsfDV05QPJoht6wysZgTX+DLtmWE/2ZNIKB27W6Y1oSaxGr5vKiNJbs29GHB53+YruHf2n+rv5cnXwbBzNF0vZfETYVm1dSLQtl3kWM17oCYrbyw98M99V5cIhoNzFnPilJlBzYSZYVOQ0iu16yjLEmKas9iGGc7KwfgoSGEpc94sofdWcAwFPe6d3/znzqLrb+8HoO+pDYDHFEclGnt7Y+w7Gie1rEhRKtR8cr3fXRXAcGPyqNNYsCB43hw4UGL9+lxw7KIqazJGbEVn4y8XC65j0W09/goUUHsqqD2QOIa5VTY1XEBJ2hQb+lzvmkyzqXAOmiGxfucs4tJ0yk7jZxN6F+eadyyyt41gWCj98ZlGraGsJbL1kb+7isQ3Zq7CdFUWP1nmWnHfAn0rx36L6xiPtwTDtiOwzjWgveD0IQ4+4SWo0v3t1zyJXHCvl91YCAy/+PQjOI8/gY2CHH/BsR1zAxNqlJrn4UpelEl3DoZDSY1CAbq7IzcLmGG3YzCsJTSotbsTmWUALAtLaO3Qv6KHM19xCnHFZvi/fsOIFSjLepVmZviy5FNcxlNw2mmwoINa7j/UOEap8vGMYrHIoUOHOHr0KNu3b2f+/GgbNV3X+fu///uW+4nFYrz+9a9ver1SaS5j+2OPE2D4OIbPWsLc7R0GBrzJ2xLAcKMLpxj9W07ngW+oqBmLTK4zA6NEUuG6wvcA+HLxKTYQvvktNVhoLcsOc1ft36ZeYpRRUqVu9u3zHionnZQNLUJFObcTq2IYTh2gRhm9uJXw0CzuTrN2bTbyPA0wQPXu5YzudZh6Mku1ate382WFdVdcTcauyii1BWhpb4rBNg9OETBoPdV6Wx7DcPjFyhuQdZurrhmErzY77kJ7ZtivKQQYGQke+BUzeJj6YHjlyjQ33DCPBx+c4M//PKgHaYxYTEaWAzm9gdHUwxjgER5hwSv2YEzE6OlfFbWryNCMhAeGk3aohroxfhvmOQyGm5UJphIwwzEzOK8VtcjQGV6fQ0mSvERTQ6QEA7fxUnhhv4td7Oh+kvkvhmfftZ7EoiKXb/0pf6t8gwu5kOcffSNwGxBuqwQ1mfTBaGbY7wUsa27dObfRcTyRby1RX7IkiXFvjdFSHUqU6gqLKMfnhSzkzbyZUUZ5PnNLmrrowjUUyqMxZM2hULBqYDgYf2pt3Nxww3w++tEdJBIKL35xe2MugNv7v8eqd8H4b/qZ+Y/wgtDFpaR47JwxEeuYuc0IvgMVufXDeDvb6fnnOzjtsETh9vaO2mK8xHw5/9DbhV1SeN4V4esSJI8ksikd8sG9u4c9dbaxuNVbCHZ1afVa2a5UHLusoCRsqkqzcsUHw34v6sbz4SdgRFWCuI1vkKimLSYFMCwqBbTaYlZx1VCaxE8yrl7dDHi6tTSuLSEpLkUlLAt+eOBOrhn/EQDmV14JnI79s3VsmcxTPpDk1IXzaAeGe3p0dhyt9WGWXPLkyZHz9ickY6KUPJ2E76gNHhgWQ2SGjQm9pe9B0zEngnPULhEtvhfrsMc6gFzrc60kLUoNicapss5eawgsWFUIz41jdi44xoZ6YSDM3hZLIfbWLovMsPdOo+lSy7peQE3GKNc8ScwGw6hQ96PfAgwXtSzbKn1UjqQZuGcfKy4MkmqOE/wKn3W+/G3n8fSPtrLs/EVzmjRpCRVFlbAtl7ITZoYl20KRXBSssMtyJ5FMogv3XbXQrNARwXBMMjuWSTcx/C3AsFGtlVJgIXW4b1VIgFhGMxg23eD9nsU5hk8e8C7wrdPEJBNVshm3swwq02EmMxbz5DmuG5nUOBH/PXHKKacQj8cZHBxkzZo13HTTTU3buK6LbTevs1qFLMuRtcP/U+IEGD6OIYLhueqKfJZ15EcLuP7stbzg6mUsZ3nL7bufOJ1n3+ld3sQPOrvMqYTGqL9oi5DX2qpRzw+u7huqL5SsVIl38S5MzWXtB4fZ/I7Tm+oKRZm02uW1W+nvry2GFh1lyRt34FRlJtRR5jMPjOCYD35nEXZJ5bLLoutBl7EM+cM38vitIwDMzlr093tHOu99v2YgVaw5Jl+PrgdAGNrXC0MDGO41mJ01SadVTNOpyWM1tJK3oGy8hqoqhRiKxliwQFywBQ+KshWce3+BLEkSt9xyflvjDH+7dFqlMhIswiaYaGJKH17wM878xl4ABj51Zcv9NYZmxutwb7raum5O7NPaORgOzl9UL8UV3/pTvvjNbbiWzIYzc/XX+54zRnqldyyrWFVnmMTIqgGQmiiHwXC4z7CMY8ooCe/4q4T7S/sKDT8aZdLiQrgquHD6vYDjSnhx0meFe36KkUyqyIVgjMwyW7+PotQUAJceQ0/Wa7iGb76mjx99y1On+IDPFGXStXM5f36C7duv6ohl1dFJuSmKUpHEghLT0+EFoYFRN80zJvWO+7xmE3EcQ0bWHapKazByiEN037iTbmD/4c7aNgHMy+UwJ725YGoqDEbE8ZxKqUhCO7I7uCP47jtrZR7LUvVzlclonsQ6YWNEgGGlbsQXKEyGn3+A4esPUtydxupbC8wLjT3xnKVqbu2S4oZqnUMyacn7rOoE+9j5Hycx/usBUikl0h08m4l516e/SlkL3zOGK9b1euM/KSfY9i+eqdnh1wXJiigDrZ4enepRgYlntg6GRXO4KI+HucLGJrM6T/9lR7ArcmhuhQYwPNl5MmYgFTwLyjXlVaVio2lyHUgClN1yXfbdaY91gOULcmznCLLmsvrkcBLVFBPGqRiHnH5mrTgVR2efFST/5p/W/IycmoXvz1xF1dVYfa/FFX8evBeSSdeSamrD/dgODGsJ36lawmggQcOtlYJxd/cnHiKW1uld2s2qS5a03HdJSXFP5SSowNoHDobAsFgz7Ncdd83LcOFfbmy5PzEkSSKRVilMm03McMhN+Rh6tAKQTLJYGyUhV8ku6SMXwYSKMuljYobT3jPMdYHZPK1mYsOogWHJ6njfqiA1txqfvZaF6QZjQvNbdSkKdHXROzXlyaP9EJlhWfYY/nK5qab8RPzuY2hoCNeNbvv26U9/OvT3rbfeynXXXdfxvt/znvfwqU99iokO66YXL17M3r17O97/8Y7jDoYPHDjAC1/4Qh555BFM00StZeIcx+Hd7343X/7ylzEMgw0bNvCZz3wmVBT+xxyzzFLVSyA74Mgdg+GZJ3twfrmKs69e13Z7kZnrNPOdSCjYJQ8Mi/XBfjh6AIaHurOYUzp6XxV19RhTABqkV3kT9po14YfAMMMoD69i9yaLwvZMCAzL6w6w/u8fAWCXex7zmVfvWenaEo++zKu7agWGIQxSZmeDfWfOP0x8cQGztvBqPM/F3WlWtJEdn83ZfOUdJt/+zBRWXmXm70zmzUtEJjIaF1WLFyfrxklRsXBhsFDafzBYoImtRXxmuP53B2AklVIp7QsWU0c52gSGy4q3aDZnNIb65zZb8iNmB8c8Y0YrEwoU2Lf4UYauPUxhZ6ZjMOwOTnHhPXegJC0eTExzFX8eet/eMszROz0Z/urrs3Wn5aHrDte3OZ/oGr1uPQDDU0ZrMGxXFZxKcLwGRt1lGqKZ4ep4DLsqo5VSuN3BgyjUC7i2mGhkuryWOa0jYQT30ZHKBMNxr5Z0vGcfFz30cxxD4ZDiAK3VAq1CQSGdEpQmNfdx8XyIioJO5cYA/VI/RYokFpYYy4cTa01O+h2CkXRKxZzRiPVXMbTWzLDIzqtm58ycrntmW6WS3VRD3lhWoJaD++AxHqv/++B3PNZcVISk095xx4cqmHr4uA3DQU7XmOGaTNpaMsLZ/3xPfRtn69VAuA5bPGc5oT/5tBOYWInMsFoDw4ob7GPywT6MiTgbz8+FwJwf2axK5UicWH+VaiIfkumLgNU3hRPLLfbubd1nGLyuAMbRIAk5W69OBpPg3CfU34JRpMg3z38P598Jo7cPceBrZ4beD5tXdj7++pJCyYxa5rbbRrjhhvs4/fQcDzxwWf0cFpxSvR96pz3WAV6svJACBWLE6ufZD0top6MmVB6prmZf1Uv0XJx4ClnTmOxewtCaZlWM2pWmVGNvjUp4XEfJpK94x/mMbZtgYu80iiaHakQbQ1Zk4opNxVYpW4rHFip+qzeLlFTGQUaJe9fx9n+9h6137AYgtyDbFgwnBel+abKhvKDGDEv89q16Elm9Bob1MGPug2FJCgqpO414nCXaGEu0McgCueb558xXnMqqnXdQ2X2IbiXfMTO8aX+ce2euwXA1rnpghFVr10Ru5x++fgxO1UpMRcLBRQ6V4Pg79JlhRSF8vru7YWoqvH1jjWsi4YHh/4HS2j/meN7znofZ2EarTciyzLve9a6WYLsxjmW98IcQxxUMP/TQQ7zoRS/i6quv5pFHHgm996EPfYgf/vCHPProo/T39/P2t7+d5z3veTz11FN1wPzHHJ/n82T+615ucOCO5dfP+UCeNy94IB0+PPekItZcdgpGEgkFq6Si9xr1+kwxZm9dydRdWbSMRfINMba//lLGDzmc/qFn6brUq5k79F2vbrGRGV7DGga/8lJ+8Gmv5YbIFrmqyGDUjF5qzLCk1FybLYWLLmp+0PvRyrBH0mrnoQYqG9vulHa1Z4YzZOipDGHlPbDqs4RRMtVGoN1OIg2elO85D95OZvUsOysp4EsAlIU2N7Jz7GM9lVIpN4DhxjBi3mLVmNAZHGz9+xujb3wZj39zGmtWo5qLnuxGGGHbNd/mnGtg9/9dSSJxTUf71hMSvRd4xzqzp/mYRYb2lCWDdTDsh+RKnCNFW/3nBDA8a4UZ7RAzXFGwy4KBDJs4vRAs7KOY4X1fXMa+zy/nJS9ZyLnfCUwlqrZQs1kDw4kGpmt918rI4/Wjy+2qQ5rdk2OcXsPOFS1P91meNLz6zGz0hzuIqL7UYUbxt5Op9tPPXvYiay5FPXx8jU76nYKRlACGzU7BsNH52AbvekaBYXPpIU5/1eNYRZXdiTWRvbl7CvMobPPNs4L7L5NR6+Utth7uRV01bOQaMyzZtTmvK8xkLtS8i95KJt2rBWC4IAfn1hKqg/3rqAqPfP97N2yIlltmMhrVkQScOoOjWmGZfoSUWXzO3HXXmPd9qsT8+c1gqqdHZ98nljN62zz+9s9OY+WfBPfBsnuexxeeO4ys29zw3qGmz84VGTLobgxDqpJcXOLgwfD5DCdj9KauCa0iLQdziKVXuPnmTViWyyOPTLFp0wzr1uUAKNgBGBZN3+aKMzkz+g3XxbSDuVaLq8RUG1+8tVgdZd0SC/sjf9tsngXovUFCrVoNL2T75yd4ReaX2K5McvVZ9ddnRrxzlB1Kzwk24zGXSgnKTsyT72a977tk5QSXFJ/0Nhp6JQCj2wJWKd03R11vVkeqpWBKE41g2Pt/RepsYR65/644UMRFpjpbqTuPPHigD6usk1QtzjjWBb2iBOCvBROa7kuSTuRBq3Ur6HQ9G4tRrc3Nxkz0vl3HxTBrpo3HwAxLuo6GjYGMZUQww7UBrdbWOLblUM1XMWL95Ngd3l5khoGjUg9PFJdgVGKs/OUeVl967InbE/G7D0mSjhlLxWLH9jz9Y4rjiipXrFjBli1bePTRR/n85z9ff911XT7+8Y/zkY98hKEh72H4vve9j8997nPccccdXH311cfrkH9n4Uu1JBnMKT0kdYwK0YxKrC+NCheXolxAUh1cSz42ZrjgDQlDaV5sjn51Ndu3zyeX05DeIKFuW8T09hnia8epfYgjP/EK9aPar4iuoiJgdZUI11Mj2FZJ2Jy+up9crnUGtb5QlJ0QaEINOz7rusyWd5/Kmn9+BqjJpM9tf4OLi1D/uEtWhZPe8zSOoeAuqgBnNYFh3022VSxYkEBzTLSciS0Ym1SEPpu/HRhWGG0Dhh0c7KQ3hozJWL0evZNYu/ciPvBqb3FrfaJFWy8BjFizWscGXUlZMFmLqAkVr+sZq4drVbxBrJHW0EN0DW5aTnku1DMaM/lwNrRRJu1awXW0sNin7an/HcUM43jbN7YQMsTrWMusJ9RgrB345mLOvqh1qQNA/+HV3P6WApWRBG+4aSG+c44Zqgf97adx330cAjAcqjWVfrt9DxCoOIzcdOi9JgOjDmXSqZRar4W3Y5UQUylG0SnVjVY1u/OxPcIIS//uWbqdGabvDhuO2EMTLH6dt+g7wAFiRvPY79sauAuLibBMRq2baiGH+8NXDLNeT+6XRMSl8Hw0HPcYwDAzHJyzLiUAO0VBrmiJRmi+TFqo/fPLRc44oxUYVqnsFdpNMSWA4WCM+GA46j5/29tWt6wZLmzPUtiepfqcnlCPZ3smRnm/9z2pTusphZCQGJD6OchBEouKPHsgrGARx59WSXaeLBa7Fihlnnxyuv636FDvO4a7DqTUzpnhlmGaYZlqXCWuBoCl4uqQyaC0UCHpXUlaSZk1yaZfqSWrct7YKE1VsGomStkO+vUm4hLTJTDQsCenUWpgGKFMxAd8xfEAxKXmAMNyIk5SqlB0ExQnwmsex/Xue/n/BQz3JKHWE6M8U62D4afGe6nYQ3RZxVpzsGOMZHJuWbDvDq5pHgPdQcS6ElDzianOtk4GvvjSKsZDj6PigHZjZ8esqqiSjeFqGJEyae/6abU1zjf+7EdMHZgFhrkxNcAC9aiXmFDVcG0zUFZSbDEXgQnduyZPgOHjFN///vfr/+6U3f3fFMcVDPe2aFK6Z88eRkdHOf/8QPKYSCQ444wzePDBB/9HgGH/gezaElIlNqekIJPRSKUUypbBZPYQm9lMmjSLaXZqrVLlwPv/jRve78nEEokrOjqmREKhejRGZo3nymxgoBMsRvy6OX/R092t03vBUWJD3oOqeO9CrIKGqkosX94MBMXFnAgcXFVgMHwwnBBYtaTF5Ze3lkgDHH7T/8c17xjBKqrMPH5B/XW5xgz7AEfTZPJbsxz6/kJSywoUtmcYvLH9glk87tlZ77iKVoWT3rsJAGOT94BqXNS3c5IGrybUmYoDs8gps250VRX6bCrOMcq0aJZJjzEWer9MGWRvMjQmdAaWdJ7tE11nfVltY4TA8DH0Gc64waK+ooelzEWKzJ66mYGpAqU9KRYNdDHy2ZMZfuPm+jatJNIAz+f53Hxmkq1b803OuSL4c4yIBeWRLqglFBqZ4WxWq/uDNLYQEo2oAmbYG0uuA3pMYt689mNvkbmU3Z/0EmfllyegRt78LthbB4fx59/Gmacepjoap1A4D4D43oU8+ZcbkXWb59/YuQGVGKKJmds3XW/bBI01mzqxgU6ZYQVjUseY0kg4ScxeMzQ/+VGwSvgv68cAhg9zmP63PUg/sLWkhI34FMH0hhhxK0Xj6LfuWYm/uBYTYem0GjJZE/vDl0QVSI0Zjsvh+7Er4/2YVszwJVzC+15c5P9v77zjpKrOxv+9d/ps74VdOkjvoCAKgoC9G7smtmg0olGT15jEvDHRmGgSE/PGJMb6i8bYewW7iIiodEHaAtv7Ti/n98fdmbmzhd1pyw6er5/9ODt35tnDueece57ztL2bIcsZiZEOKLp6o531ekV2ZIOeO6uR3Q+O6tUynJ1twlMTUeaaaaaCCiB6/IXcpLvO82OPLebXv57Uo+yCgsh961r3W+/V1N+D3K4UoSnDRnuAOk/v4y/H2LeyF0KfBNKYHT3X9f8Gl+issd5hJCszvrkZhc+HT7dVM1mNWC2RzaynUxnuDcWgYlYCeIWxmzLcU3xs677I2pvbH2U4wwCakwru6iYyhndmtY/KoKXdR3125b4yPmOzYVc9OAI2nK1eRFCELd+BTmXYoMRfqkdThjWc7T5CsyDQebhpUONUGGw2vMJAe6uK+8sahkztwbsh1O8xxCSbcyPt9Tp6Tl6pqArlOR4wdT7z+2v5M5mwKR6cworLJaJzk/j9+DufX6bO9dCaHVmjnnfMY5J5J4vtX2pW4S57WYsuFMfbKpNoSQYng9LfuLZWq+9ZUhKdXKakpCR8rSc8Hg8eT2SRaGuL330w1YQeyN4mMxZz/x74ZWU2agxNjHj+FX7G0yxkIctZ3u1z+iQ+QbchKjHRgbDZDHi7JDUpJLK5ClmOQq6VeXkmhhwfcVbd/qhmTRk9OrObOzKgs+yKaMuwsbtl2DB5X/i9vCMaWby490RDWuO9mPO9GDL8tOosiCE36VDsrdmssv+pYex/KnKIcCA3aYCO6esZ+9MNGKwB2to0Vza9whraxMbqJg1gdEY+0xJsoUgtwpOgZTgz04hrY+/KsN4y4m+29Fiuqjd6cqvtSrQybOy3Mmw3mfG1mjDl+PBYo12Za6nFdMvLzLsFdt4/mpxsM4ZHj6F9QRVZ49rgAC7SoFmLtFqj7XR0+HG7A+GNdsgyHPCogNItftJbG1EIulqGVVUhK8tIW5v/gJZhQ+fJepGxgBdM5yL8CrNn56OceeBDMP3YrK2NrG2BHuJBY0VFpXHKOipmeWjfko3jc23zaqotYtf9mttq8fEVccnWK8O2oU46OvxhZS6qzmujBUtlP2OGM418fMQiQOHSS4dj/lfP47YjGFn/rKL/ynBUqaliDy0tPkpKtDES0GXSt2LFHshEf1wziUls/zRiaYp2kzb1WhLP5e8eEmGwRqvZoTnXW8xwGWUYtw6jfWMrXl1ywIAIIIKa91HYwm+PjKHSU/bx9Y2GHr14tHYbaf0ij5qXyxmSUUjWMZHP+XS1VK3GkGU4Mg6HDrXzxBNH9BiLDNEl8rrW/dZnkk9EGQ5hLG+jvt4TLkm3wLGUX13kxJzvYaT3wIesegwYEC4Tis2HKSd6rjc2RvrV3Zlcy99uilov48bjCSsjoJXBsVoi/eoUlnBypd4wGwJ4/UY8XXJQ9KQM7/xkb/gtd3vf9cptWSboXI+cNS2RVJk9KMN6ckoP3GasVuyKNp9EUOBq82DvjME9t/hT/B0uRFH/71+3duuUYZfuWRYMK9pxCrbbebz9GFqDmZh/upKrXj4vytix6fXtmJuyyPTnUWruv8JtyY2sKd6OA8R66u9pfz0rjEamWHbiFUbsR0wLORIAIHSHMSFl2JIVvWcaGXL57uIiDWDWlXfytMu4YcngZFDmyQ4GOxWYLidMqqqGr/XEnXfeSU5OTvinsrLvEiAHi5BC4m0y95k8K0RZmTXsJgi915BtJpLQwFNn7feGwm434KmLLHKttEZd9+ABRUQ2ZxPbGHnttvD1qmc0H86eNld+/Lx3wW84sfkp5r+7olfLcDim7R+LO9tvoe2DcubN69mLIITNpz1YDZYgzS5tsx0MCl0t4Igy3JUD1e0F2DVzJRN+8xWjf7yZllZtc6BPchWy+nV3k+5bGbb5In21s7HT3dxjovrFIdS+UYq1LvaHvRZbaWbrrydyTsv3OIdzoq7rlWGD095rjeWeZUfGUoej5wdy1/EXS2ml0Pjz2qKVYTe6h6jHhNmscuylBk0RRotJ781FOkQoqRpEb8BDynDQo92/8eOz2P+cpgTO8M+koz0yPrtahkE75Jn0h7UU3fkm/+Af4ff1CbRCGa4L8i1Mm5wPKJx5Zt+Kpn5s1tVF+kDvJm2O0zIMYHFr88ZS5I7EDOsSqJhM8e0Io5ThYY6o+R7tJt3/9U9bdzqtex2917huEk2Rv61LQNYXOUQ2cpYid1TccMCky56MhYxAFu2bs2n8qJAF+07ndm5nxw7NQ0RRtOR5ITIzjWy/ezwfHHUsnqsvikpmp7jNfLxsIZ+ccjQ5bxwFQGn7CDydyaW23DQrrFAuXVqComiK8FFHRedPCGVs9niC4eSJeSuP5gXDebxgPJfRrVqW5/Ivjgx7P3x65lFMnZrTa5K/7GwTe58YzicnL8R9zxKGhwqhE+1NEcqQftxx2r8rJ8fEs8/O6zx86pmiIguqOUDJiftomr6WT/k0fK1h3FeMWr6F4Vdtw2iNz/Knd9O3D3NGlVdS9xZR/Vwlu/81mvKc3JjkKi7t32rKiVYSQ5bhAAEcRm1N8tRZe6zfHDNd3KSNViNWXde+6ZxJKwe24FpMmtLlCRoROvfl5v0dbPIMZat3CC1O7W+MOrJz36TArPN6tuzrseZE1ih3fWRuf7S7kFcds3jdNYuQV+ayn2pj3J5n5bAlfXid2Gxk6HKXOJsi+x0bHrJUN9nWnr2T+sOoIys5vnAjZ2R8yBBV8/wRQhAgQcuw3U62qo03r9MXVV4pGAjy1u8+4pXqcbzrmhybZbggco89PdQvDhNPNmyTiSmWXcyybmfCKBEde+4PcHrGR5ycsYr5Z2hWf1MXL7ihxs4D9x6U4YwcM/OtG1hkW8fko2PPASCRDASD0jIccp9uamqirKws/H5TUxMjR/a+gN5yyy1RBaTb2toGpUIcIBC2DngbLf3eDJaX2/CtjZyy9VZnuIGG8GtXVQwxUTYDnm2RB1sLLeHX3oCfpU3/0V5/VgEsQVz8Xvi64jfg79AW3q6ZpEFTcv1mF6YMH9ZyJ60rD+wmbVoxg3ceh47tWRw5taxPhT4jkBWOjG3yaUq81xeI1PAMhNyku2/u+7IMZ/pzaKVaU7Q7MxF7erD6xRozDJAtssN2sh2N9cwpGk9mRyGrT10AwPybD6MfJWOjCCmsm38+lZnnHMOY3OiNUrtoD5/6Wnz9T/ACUFvyNcftfxZjto/6t44Cpnf7TLzjz2pVtQ3kmA4CVndUfWS9Mmz0a3PgykvH8FDjArbmf858pXcX6RCFhZG509DgCSf2iSjDBgwGhalTc3ni/HkUHl3HL+49l//XVhP+XlfLMGib/4qLdmEp9PC5zuqndyUNxWoqisLHHy9i+/YOJk7sW1ErLrZgLXdiLXdRlf01MBGAgJKcmGGrNxMnjZgLvHR0ZpbtKTlcrEQrI44oT5DhDKdi4xGs3rwP587MmGKGQ/Tmog/QpGrWJL/TQE6g/5nSo5ThYg/NzVqbhRAEzTpLKFaygyZWTDgJgNvfXQhDYMcObSYPGWKL+jdlZRlp36zJbhO5Ua7dAY9K3ZvaIWLmKM1bxW6ysHLKCWQd1obh6wpC5d5nzMhj9+4TsVjUbnH++rjclhYvNput81BDQQQUzCat7zJdebw16mRUSxDHN1nM+EHPLtKhdodo7xJnr/dMsHVuuBcsKGLPnhPJyDD26W2SlWUiK09l7svaM+QlapjTGQPQfPhqJl+geRxZ11x+QDm90XX87d3rYlZnfip9zg19Lo7+kPvAWbzwTDXe5uh/n95N+thVV3PXvz4j4DKwbGoStlheb9gypyoCg1EN19YNkV3aR0iODRpdEMCAt64FS7nm8bVvWzsrXFpk7OIahVygdEIR5//zZBSDQuGI3sdHWHaeDTqfYq6myJ6kqi2DWl8xCoLjOpWrcUtGUjAyl6yiDMy2PhQ1m40MJbLuO5pcFI7sbE9IoY8127OOghF5FBR1QHUDeLVndVBXsi7ukqp2O1lqZIy11zqwdlpSPR1ezeoKWGPI9gxgLoysT153z4dEDTuaaagyk+kvoFBtw9pfN2n95/zRB41KMEClqfOZPlE7cG6qinhd5qrtkURmPVmGs23MtG7Xfhl66CZgkqQ3g1IZHj16NDk5Oaxdu5aTTtI2HH6/n3Xr1nHllVf2+j2LxZIW2c6i3ARjtAwHnAaCfgXVKKLc7fQ0EsnY6Kqyx5RAqzfLcLPDQciL0NCZ8aVw62T2TtIswxt/FMmE2ZvbXaY/hyaTC0uJO7r2qKm7m7TZZKDhPc01evE1fVtH9S6OLUJrt9vnJ5yXJdC7ZVhvMeyJnGAuIaftZqFZPd19KMPZ2cYe62t2Jd+YEx4Ne9u0+xZL/eme0CsNPVnQap0thHzZ7MG+FXY9dqsJa5m2QfEYevZMiF8Z7u6mX4B2MKave20KaPdriDKEnxVcT4BAlKWqJ1y48H93BbMW78exLYuGhqPD1xaykL/++ytaagS5uSZGjswg6DZS92Y5+7YHohQBvYIQIjfXhLfegqXQQ5toCx80ZNaX8/FxC1FNQQ4/ZwYcHvl3TprUfdPQEyUlVhZ8+ga2IS4amzIInYzo/72hmM14yPBnhcL9aBXaQY/b0k7G6DaCXgOKOT7LSzbZWHYPYdcXWgmflhMi830mM/ngrSzuu+FLoHtJsl7b2kOyr64IBC1G7V/kqrKT0c9MwaBZfFWPmaDFi6XYTfPOTi8QdxCDXWcJxUpGRmQ8Ohx+2tt9NDRon+/qEWIyqVgsKh5PsNt87K1Em6fGhqfGxqhR0UpXZWX3wys/fjKO3k1lThW+FjPNzT7Kymz4dbVpQwkaTSYV195I+3pLnhVqh8mk4POJqPJiAH7dYYxVlxSup/b1RnF2JoHOuvb60kqhGtQAdkv82czDMoY5oizD1dURBausLLYEVyVNI2n+VFsPcnJM4UOekKeJAQPZO8ew5yHtOZF5ZHKU4cNMeykzNCGGapa5At1tO8xUhZI9p5cva9gz1HBcr3NvQ1gZDnh0eQ0skbYWjT6wl42e4TNLyHj3VWyKl8KcSDb9UFyvSrTiVjSqn7KtVux6y7A+iVbIBTvRyiL2zvHqdIIQBHTKcJwVmzotw5E9WFtNR7g/9W7nVsXbfzdmwFIUeWZ4uia56mTHR3tYtakAOIoT7asZ3V9l+wDKcJSlufNzk04Yw3v3ad4c86ybI9e7llWCSB+DllhMIhmEDEpl2Gg08v3vf59bb72VmTNnUlhYyM9//nMyMjI48cQTD3bzEqZrncP+KqvaKbaCv82EOd/bq5t0tDKSEZNluPrZSlo+K+CS08Yz/3/mha+1uJ0RZdinLeCHNc5m5V2b8beZ+PovEYv9xIk9b/RzRC5N1GDK9tPi0lm1Td0tw/r4uGOP7SNemOham6H+demyhajBnksr5eaa+rRM5SuRh3e7odPq3IMybDAoZGdr8aNjx2b1q85aiS0/XCKoxqXtVhJ1U+3LgtbeGsDZYMeU7yVb6X8CGYB8S0R57q28TWj8iYCCu9rW72zSFosadRijV4ZdwhWxZneJAzV0/ncgjBhpnvcJFUDTqgIa9kQ2JedyLj/4oZXmZh+jR5ujLPo7djjCSdMgOolRiJwcEy0NFrIAl+IKW7RVh526NzSrX+6JZd2+1x+Kiix4NlmxDXEhsp0ECGDAEGUZDiVHigd90rKQQtK84COW3L4KgPot44DYXdsUFCY99gOe/LmW4Kz1yGjLor4OeizrU9ExtVRcuBPLcNhIERM7LeUhAgSYUr2AFz/egrvGyrR+yg5hdmfitjRhKXbTsk5rs8Phx5ihy56MhQzd7x0dfnbujKxnPeUKyMw04vF4uymVPSnD+udBT54IXQkSxPmjp5gJNLxfFHbvjl5Hei7/1lvyLNC8GHJyTDQ0eKmtdYfHHkDhC8fx0n+Ho5qDXHtH/63vesrKbHjqLdiHOmkVreH5HVS1sRHwqNis8Y3trm76VR9GnpUbrV+QP7ced7UtZstwaWnk89dcM4o77tgCRFuG9QceyXKTDlvW5g0HoKDAwALbV7QEMphn2wyZiw4oIkM3jpzVrZFkUR7dc8wSX1vzx5aQb+48LvZGDjVCEW1xlz+y2chRHRQbWrAPK8aW2/lsEII1jpEYCJLVmsuBi9P1/TfCjfV4COrO6OM2OtvtZKmRw5f2Wl2liLaIcm9VvDFZho1ZtnAtYK+358+010X+bpbqislNWggtM7mzwY+10UlGQacS20NW8PHHjaKtpoPMfAujn3w+cr0Hy3C4j0Eqw5JBy6BUhkErpeR2u5k6dSo+n48ZM2bwxhtvYLPFdpI7GOmaTVXvvnkgQqfYvlZNGe6Pm7R7r73fCpXNZsBdbcddbcc/OyfKna/FFVlkDX7toXTB2SN56dzjWL++lbIyLVbutNOGMGNGbo/y85RcQkVqWpWI1dnXZMG5247JLjAXaX/z6qtH8fnnzcydW8CsWX27auXram2GyosEfIJv/jwW1RRkmLkCpnbfDPblIg1QaIwoww5zp9VZ99TUlyv57W+n8MADO7j99r5jrQCGZOUTqrDd2OnenaibangDpgapDdSxiToKKQy7DpZ9M403jz4NgBt+FNtWIs8aXWuzJ0Ljz7XfhgioMcYMRzabes+Edq8rbOXXl2HpLyZMmN0ZeK0OLCVu6tdGNiXBoAjHtOblmaIsezt3OvplGa5r6K7E96SMxIrNZsBfbweaUYyCdtrJJTfKepaIZThbpwx3dJZY0SvaobI58dBb9niAmprI2OnPHARNOcuf5GDYpVqJo2qquynDRowcvvkMfn7O+wCc9vPYdrQ2bxZumjAXeGls0TZuTmcAQ0a0ZTgzM9oyrFeGewqPyC4C45x92Mf6WUsJM5kJQHuwg+Jl+wl6DIhi7cBEbynvjzJlxhyxaBd5aP5GW5vap61n8h83E/SpOK2zgLyocWg2q0yYcGBX/QkTslH/8Bj24Q6u97/NX4z3AiCqc2lZqx1U2czxjZGyMhu1ncpwO+3h+suhUntBr9pvr4Gu5JGHQRjwugFB2DLsw8fG0x/i6NOh4YMiygKxHa6fd95QXnxxPwUFFn7843EDowzrNZ+QcmM2M82iq+96gGzSAGMn2Sne9T52xUNhdqScm1+3RnV1ve432boxpEtaGki0/JHNxghTLSNMtXDiRXC4lmMh6PXxsVub92V1zriVYREU1PlycPmKUREMdToJeHWlx+LNoJWfT7YSUfraaiL7vWhl2Bfdd32gqCpmNYAnqOL199y29vrIOpRp9PRfozca2eEr42Xn4fAGzK3YzpwLtVJxbmeA/b5STPjJafaRXQmWDDNHXzNb++7r2ZH7LpVhSZoyKJThhQsXdqt7ZTKZuPfee7n33nsPUqtSR1fLcH/rvIZOsf2dmUl7c5PWK8PB+v5ZKCHaQuN0RlswWr2RRdYU1BTWvDwzb7xxNP2lyKS3sEYemptvmEN7+wzGj88ib5Om+E6alMOqVYv7L9ucG37tMnc+fHxG1i/X3LdHnzkELqNbPee+kmcBlJgj7XZZtXbrkyMZddPo6qtHcfXVB64dq2dEfsSC0dap/O3KX8+x214k6DHQvNsHjO+3PIi4k5afsZf/t0CL876QCzmTM4HorMQlMdQYBiiwRR7eQWt3ZThAgFxyaWl346qyYzQqvSbo6YrVaqB+RSnCrzB91BDKLyoPX2t1O8PKsF2Nrc0h7L5sTRkudVPfEGl7W5svnOAlN9ccZdnrahnuSRnOyTHh7UEZ1rupxpuICkBtiyhXLbSQSy7q5ko2r5mMag5SfFZ8VmeI9qhwGjsPkXSKtiUBRVtfF1wfMxwgELerqsET6efe1j/92mWPwU0aIDOQHU7/1uBpAXqzDEd7X7S06JXh7pbSnLIgU1/V4mPfwBtWhutse5n3+rsANH3qBeZ3izfuD2Z3Bm6LF3Ohh+bPtL72jNvJqKO2AuD/RtuE6sfhlCk5fYZhzJiRx6ZCD+YCLw2epvCOQW/R7m/Md1fKyqzs6QyLCCpBHDjIIougIYACCK8adzZpFZW/uv9Jqf0tQMF4pDZWuoYolY2L7XDdXVLL7StNOGgHnGRkGHA4AmE36W1so7poKxmj23DuzEy+Mhxyq+0aDtZHNumSMfmUhKy3vsi8iXKTtsY51zMyCNeX0ynDCdcCturWeZ0SFXDrrNmJpIBV4L+fFhIURRQZWjjf6STgj/xNNV7LcGFhlGW4rTYy5jztOmVY9UJOObGweMhu1KYGbNaenycdddo6ZCCA3RTodw1jjEZsOpd0V3NkfW5ohpccWqWGmSv3MX9Kl7w9+fmR+96Tm7RUhgecm266iXvuuSfqvZkzZ/LZZ5/FLCs3N5fnn3+ehQsX9vs706ZN4/rrr2f48OGcdtpptLS0RF3v6Oggq8sB3u9//3tuuummmNuXLAaFMvxtYwpTuGrTrzn/yndx77NzzLL+WUbKy0OWYe2B6MffrRYwRJRhb6M5Jiua3p1V78YI0OaJLO6mYHxx2QWG3PBrtzXy0AwpDf1VmnqixBaxHnst2sOnJwuroijhODjon1WqzBrJZO3N0BQGX1CXHCmBaTS5uJLPv3c4nnorYzIr4VhwGRxkjtb+DaK+53qCByK0UXfujsTq1IfTi0VnJe7PYYCeTENEpt/sJhAQUSfoBgzcy72Mn/M6X+9oISMGN1WrVaXh3RIa3i1hxvlDKb4oEive5o2MP1ucynCOyKGFaoz2APXtnXW+ETTpsgbn5ZkoL7dhNqt4vUHWr28NHxKZzWqPG//cXHM4+y9E3I3bLU0UL91P0GvAl9ne7Xv9xeKMPDTqfI0MNw1H3VLJ1oe0OVp6RmwbKj15Bl0cmkXbSAX1yrCh/zFtXYlYhgXNrZExdwVX4Hm4g6Ouz+GDI5fG5Kpq8kU2Vr0rw7G7YIfbTA5Vna8bAy2Apgw3flhEwGlkxHgz1gnWbiXG9u6NbPJ6cpO2+bLCZY6aRHPYJdijP1Tr9DCJ1TIcku+mGXOBh6YWra+Degu/UbuPeuX3QPHC+s98Xm3DPsyJ2+zAjx8jxqiYxXitt+XlNrxd5k0WWYhOZTjgMWDNiFcj0Z4JhYUWGhq8VFVp96frQXRfdb67soIVvMRLAFRQQX6+GYfDFbYMP8dz7LhkFUsugTdHnBIV5x4vwuNBCEVTKkPKcNdY0z4sw1HX9dZbX2SuxOsmLVSVOks57nYfSo1KZ5VhgsHELcNh3JH1I+hJjjKsKApWCzjd4ApawOlENZkYaqwjIFQK4q0RXVBApupCQSBQotykXa1d3KR7sqQegDHlPmivgQBa3HQXy297pzKcqbpRYvHYMJmwK7r47BZd5QLdwZfJ1sPzIC8Pdu3SXvdlGXb2vGZLksNnn33G3r17OeKII3jiiSeirqmqyvPPP4/FYuH4448H4Nxzz+XJJ5+M+tzUqVP54osv+vX3XnvtNb7//e/T0dHBT37yE37yk5/063uZmZm4uhyMmEym6PrWA4xUhg8CFiwEd+fT9JG22e+vQhK2DLdFblsjjZQRsQwFCNBEJIFMf2sMQ2TjWHZqFa6j63iTNpayFIB2X2TgWuJUhvOUyObLY9PVuu1MWtHVahsLBTrLsN/e6RLXi5uq2azi69wE9McqX2CIWIYDWZ1KqstE06oCVEsQuzu3l2/2TZ4lG/erE6ir82Cq6CwrpFO0TXHUkA1t1F27I5vyaGU48tDrr4tquD2YCLoNqNYAItfBbb/cwK9vn9ztcy5XgKDXgC23/5tBfTyuvm4nQIc/8nDONMYXKpGv5rG783VDQLP/+fBx4/CLOdmpUr+yhLyXLsVgUJg+PZfVq5ui3F97KqsEWs1U797uynB9xRbmvfEuAHWfFQHd+6k/ZPgiG4yq9nrm5Cen/BFAoVk3JztrO4diNiExN+n2Yd+waMMr2Ic52P3OYmASAs3VW7X7Mdr95OaaYrL+mXWWG30Jr/C/AQ9OV2Sz3N949RAVYgjvryrAU28lu0XrB6czwNd3aGEPR980FtPvTd2SeUW7SXdXhrPsZrwNFizFHlpES1gZ9orIQUwoX8LQoXYyM410dPiZMqV/m+WMYCbNaMp2o1sbf9H3URu748ZFPDuWLu07F8PMmXn89evO+aYIWmmlgAIcEzcz5Nwagi5D3MpwWZm1W8LGIQyBzuoCwqtiLUis+mNFhZ2GBi/797sIBAQdhoiVTrRb+xWTrScjUkWXFlooKLBQVeWisdGDEIIGpTNfQhBc+2xJsQx72tz8vfVUDAQY8ZqLE0+ju2W4L2W4N1dm3TpijNcyDDxVO5OAUCn0tHFBSHaoXm+8JYr01m59m3WWYTXuYsAaNpuiKcPCjHA4yBxWyOmZH2sXxx4en9DCQgyKIENx0SHstOssw90SaPVkST0Q+s83NkJx5MDY6/Th7Sx3mKnEEC8M3S3DOmVY70pvsvcgc/RoWLdOS5RV1oOXkkygNWBs3bqVdevWHfAzGRkZYWX48ccf5//9v/8Xvvboo4/y5z//GYfDQU7nwUYg0D3vDEBrayvnnXceDzzwAKNHj+boo49m7ty5zJs3r8fPhzjzzDN54YUXwr8rioLZbMbtdjN58uR+K+LJRirDB4l4FBIt2ZNK24ZcSk/ezxjGhMvChFBR+Tt/Z9ayZ2lzeMmLwTISUoan/n0NlLh5mi/DynCHP7KIWYnPMpdHZOMdyI48IEKW4XjjKgFKKGHbdfNp3KmS4yyGM3pXGLS/o03wkpK++17fbnI7T173D+X9U5cB8N2HZ8P8uJtOZaWdujoP+/e78PuDUSV5QhvkWAht1D11VlSfkaDJH6UMb1vwPLOfrMPbaKa4pP+u6CFKvRXUWXeTObqDv3/8LrNfyOfUU4dEfSbkWRCLZa6gwBzOuqu3tAF4PAH8TgNGe4AsU2zloEIU69zdWzvLhvnwgSIw2AKopmC4RM29907j6KPfjXIH7W3jXFZmxftFZByFrE/+JNUCzgnmhqOn97s6ywZFZQqOf94MtZSz98mheOstFO8tgvMhaNCVzTHGbxnOyrCQPVprucOutduNO9wv3iZL2NulvxjrCwj6FFST4EPxIRcrF0cpKPdzP+9d8gFLFlr5aNHimC3DJwVP5ap5nYeCp2mbAX3m6tBBk17J6ejwh8sqWa1qVJKlEJmZRpprbFiKPbQqLZ02IyUq3MLUOUays028884C1q1r4fzzh3aT1RP6bPqNfq3Po5Vh7T5Om5bLiy8eSUeHnzPOiJ6zPXHYYVn4P47coxZaKKAA93feZfYNTfhaTFjarupXG7tSVmbFszE6ezwQVoaDXjWubPp6KittfPFFC36/oLbWTXt55BDW6os98ddQIvfjTd4kP/8YQPNCcjgCNGRqyrCn1orwGZKiDPs6a8oGMGinHRBtGTaZ+sxKLDKzqPfn4BQWlG9cDOt8P8oybI1vriuKgtUYwOFTcQVMWvZhk4kgIctwXGKhs8Tmm44Z1L6VQeCzZ/juv8+MTvqVoOHdlmGAZi01nLfFgaU8jhq9XcnLA1UlW3XSEbAT8AXxewMYzYZoN+k4LMOUR7yARFUVik4ZDlmFIcbkWQAmE2b8GDrT5EVbhnXPGnsPY+T007V7NWpUtBU4RC/u7pLkc8EFF3D++efzwAMP8NRTT7Fjxw4CgQAlJSUsXLiQm2++OVy6FmD9+vVUVVVF/Q6awuzvTJxWWFjY4996/fXXKS0t5ayzzgLg7LPPZsGCBX228amnniLYmV1PURSampr4n//5H9asWcOzzz4b3z88CUhl+CBRWxu7q6qiKJSVWdnxl7F4Pqvg2WeuQiH6SaOgUEAB9R8V4HAEKJsYuzLsqbNgLXHTSmt40+bQK8NKfMpwLrm6XxwIIRACJt/7GdZyV2dyptiVMwAbNtyvjqfmGwfezhqXe9UqTvU/QdCr4l49HdASPug3WP2xDNux496ST3u1EccXebAgOmYuESUeoKLCxtq1zQSDWmIh/QGHKQ4lKrIBUzC15uIpbKCOuvC9dI7bzpBjWvA2myjpiP1eXph9Jn/gDwAc9rMNXHxaBWvWHMvYsRHrREgZjsUypygKFRU2dlW3Uq/Wso99mqUImLT2FH55VhGoQX57Z3y1w4tMkUONdmNnsjJdXwc9argc1uGHF/DnP0/jqqs+D1/vLX6zrMyKp777pt4vIhtNYxwW/hCFhvywMlzn1bw+vAY3phwvQa+KMX49m1GWStaeNx8hYPZsrX9CbqoA1gSED7VGslC7s1uALskDG80xZ/PN8Gex55GRDL/8G5yKk1d5lbM5O3y9gQaEIUDGSAfeJkvMlmF9ObRQ0i+923VIGe5avixkGR4xIqNHN6+sLCM1NVaYopUlcuIkgwy8IjL+zLqDr1mz8pk1q//lbfJ0ISitnaXlhBq5jyHLMMDJJ/ffrd5gUMjXefRUtdczKmtUlCtz/Jbh7m7SQLi6gPAaEnKZq6KK7OUfMueS/ex9cihVVU6aClsJRRVlEltZOYA5zKGUUmqo4Uu+JO/wybBSu1bX5KQlswXQvLIgOQm0fA5dWbmQF4XeMpyZ2WdsqMjM4j8dCxEoFK/36JThIKDdv7hjhgGbBRw+LRuxaG1FKSwkIDrlxmsZtlohM5PWdjtNLgu4OvB7AwS9ujjnxB692DONhA7G3Q0dWHxJUIYNBsjLY5l/LeZsG5ZHHwiPY9WoYrNq5dqsii92y3BFBV5h5CvPCLbcuYlzHpuCqbNec4dOGc5UnTFbhhUFbIqHDmHH1RzZ70V1SU/KsM0Gy5b1LltahgeUu+++m7/97W889thjzJw5E0VR2LFjBzfeeCOXXHIJL7/8cvizf/zjH3nkkUeivj916tR+/Z2tW7cyduzY8O8TJ05kyZIlvPnmm8wKFXXvAVVV8Xg8vPPOOzz77LM89dRTOJ1Ofv3rXx80F2mQyvBBYQ1r2D5sA2WnNlP7WnlMrqplZTZ2rbLzzbN2vJ5gjzGMQoiwMhKTC6JZRVHAW2cFWvHixY0bGzacwYjyHm/MZimluO5ewhcrvXR8nU3H+X7MZpWiJTVkjWsj2B6/FQoibratrT6EEHgCPhSDZvVTjD1naO6PZVhBofm757N6taaIBK4TUVbnRK0XZdM8FDTXYin2sLuqA79OQTMn4CYNYGjMgcIGPHhop51ssgna3ahoWbyLhsTu8j6PeTwhnqBaqSboMeDwu/n1rzfz6KNzeJqn2cIWRv2ujc2/nITNlhuT7MphViZ9/U8UFf4QWM89ht8DugRMQZXcnMTd9F3mToVVZ70NeAxRSZ+uvHIkn37axIMP7gKisyPrKSuz4dyZwd4nhzI8r5DRS0dr8ogoUYmUPyqx5PNN5+uQa3Dg0rc48f9t0t5rOIJKRsQlW1EUMjI0l9xQGa6gGggXqrImYBkemlkctuIG8jUFLTqTviV2ZTjDyMd3TmDY93agGAQv8RIncRI2NItEKF+Cr8WEv90UcwItm80QzikQKlGktwyHlGv9HHvzzVrcbm096CleGDSvAk9ttIt3V2U4Hi+QEAW6bPrtSmc8vP5QwxT/fRySUdTpRwHrq/azcAJg1GV8zkrETdqKr8WEwZGBcYjWp96dufiMHjx7M6F/Sfl7pIUWHItXUw44dmawe7eT9tHNdFZrI1ftfybfEAYMnMmZ/JW/ar+fuxru1A5Zd7fXItCeM64qbRwkRRnWuf0bQ6Wm9MpwXy7SgJqThU3x4BRWnG5dyJAhiE3xEhAGDD3Fg/YTq02BDs167atrxlxQwATzHvyoZOXFV3oLgMJC7LWekL6Ks8lFwB1xNVYTCK0CsOVYoLOGvavZRU4ylGGAwkKyG7dCh0vTJjst90f/YDZHi08Rb72tfS5Wy/CQIbznmswm7zBwB9nwyjamnzUBiM4kHbNluLNkkl310hGw42r1IIICRVWic6/0pAz3xSEUM/wCL4RzBhyIkYzkp/w06r07uIMd7OjlGxFO5mRO5dS42xgIBDAYDJjNZlQ1VFLPjMlkwttDTa4rrriC3/3ud+HfDQZDv9ykHQ4HGRmRuW2323E4eq5wE+Kdd97hhz/8Ifv372fmzJlceOGF3HvvvWzevJmHHnqIxYsX43A4ePPNN/utlCcLqQwfBF7mZerP+YrDz4GXs8+OKYmRPuFHTY2bYcO6P2j8fhGu8ReLm6CiKNhs3cvb2LCRvWU8H/x0McYMPydcMa7fMvVkkEHmJ9OofU3LatnS4iM/34xq6Zxs/sSGY0hZCQS0wwBvQHeCHIzIjtUyrJcNmiUo2jKc2APZc+FbHPVLrUTH9hePw5evjxmOx01a14/12XBY50vqySADJUs72Ai0WLCOit3PzICBq5SrEE4Tc07dRMAbZO1aTUnbwhbWspbhV9GpDMcmv3JIJg2NFq1ETKCVkFbW1hbZpPRU67c/6D0TfJkdCCHwKT1bhkGbD3/96wz27XOxYkUd3/3u8B7llpVZ6diaw2fnzifrmCJmLdVORf062aYEsjIPyYi4KTmC2mYiaIgorHqrXzxkZBg6lWFt3Aljctykc7MtuHbZyRjpgKLOpGJRCYzMMWWS1tpqxLkji72PD6Pyol20084bvMFpnIZA0Ijmju3stMzFOv4URSEvz0xdnYfm5lCd4QDL9j2H8ClsFBuA/42KGd69O7LBO/PMih7lFhdbcNdEuxtXUIFPbxlW4u9rfQLBUFZwYdAluUpgjIwtKuHTztfbG2s12cZgOONzvNmkc3NNtLw1lFfyKpg0KZtF67VauZtPPI3du53aQWVN3M2OqjVsH+bgyy9ayJzbGlaGCywxKiKdLGABT/IkDTTgnbKNnGmjaP0in73u2vBnQpbhWA9jesLv1K0jIeut3i26j0zSAKgqGUYfTp8Vp88QVnQWTHaxoG6F9pkhS+Nuoz3TSCgSx1XTgnmMn0X2L7U3hk+IWy4FBWToEjs5mlwY9RmwE40Z1h2sOltc7N/SxMq2RahKkMk7zXFmeQAKC2GrlsmdxsboWNrW1oghP1ZluKKC6ZZvNGUYWPvkBiafchhGswFQyCrJwFHbTqbqAlPfhyRhDAZQVWydfS2CAne7B1uOFZ+usEjICh0TesuwLhFaOuLCFX7GHIgCCrq910prv77rIjHr+c0334zBYOCaa65hx44d+P1+SktLOeaYY/jFL37R7fMmk4nMzEwCgQBOp5Oamhqqqqr46KOPOPzww8ntxXshIyMjSvl1Op1Yrdawe3VXvF4vU6dO5dFHH2XMmDFhK7AQgnHjxnHXXXdx1113UV1dTVlZGV6vF3Mf4R/JRCrDB4GQdSToU/C3G2O2DIeornYzdJidjWyklVaO5EjWsIY9gWrKTq2ifkVpTAm0QNs86jPjttJKKaX46+00vq8lXCm6sqi3r/dJ13Ir2dkmVEvnps2XWABQ9mgHBYE6rbxImycqU6uBiGy9MtwfyzBEK2CtrT7qRq/nqI/eQnhVau0FQN/xd72Ro+aEUwHtbm7An59YrKl+ox6o0WUipo5iisNhZ4oj/prdU5gCdhg7dg8bNrSxbVs7fn+QBqNmmQt6VTx1VmyTY1SGK23sq9eU4XY1kjRFX96oNwttX5RSiu/dMez5SqHhwwI6Ovz4svTKsIG8kujF12o18NprR+FwBHq18mRlGcMlVvQlg/SWYZMS/9iuKMzhjWGn4qm1csO14+FuzQU23MYEFFbQrFe1tW6cwc6HsFGXjTkBi6KqKnj3ZpIx0oGa7cGBI0oZ9jVZKBsSq2VY68ev75xI5YW7UZRIcrhWWsNu7xFlJLZ+76CDaa+8RiDLQce6IuBEOtwebOVa3/jrOzrb0X0snH12Bd/73vAe5VZW2vFsiPxbW/Qx650kUi+6wJSLr9WEp96Cs02z5Ah97HcC93Hq0PKwMrzP2Vm2TxfXG6+btBb2Y2PnTgf790fmTShTdbxKdogCClCEglAE9mEO1v6rmUm+SO3ykoz4lGETJk7ndP7JPwEY+9ONrPnOUdT4InkZXFV27HZDwsoagM+tOxy1xWcZBrBbguCDIGpY0SFJllBrthnQrE6uulZy9BtiYwLbzIIC7Oqu8K/OJhcZujYnrAznRRQ1V6sHpd1DY1DzGHD64nTvBk0ZDtFVGQ6VmVGUmOoMA5CRQWGhgVHu/XzjK8fR4GLT69uZcsphTDpxDJOOG0nwzLMABYx9Z4uPoktGaVeLu5sybLTFcS+tVvjDHzQLcX8ObgYxNmw9KrpdyaH72pJDTr++G/JyiheDwcDNN9/MzTff3K/P/9///R9/+9vfsNlsZGZmUlBQwJgxY7jssssO+L3DDjuMxx9/PPz7xo0bWblyJaZe1pEf/ehH/PWvf+33v+O2227jl7/8Zb8/nyhSGT4IhDaE3iYLJpNKbm7/H0J6t8J9NQ5+xh/YxCbyyGMuc3mHd1hlXcXhz2ulHWK1jNjt3S3DEF27s6eNYH/RKzItLT7KyoIYrNrGSvEntvkxXfMOR03THEprtp+DT28Z1inDektuPJbhtjYfbnsrBfO0jWFgfWKuP0XmXHZ1vt7X0YSisyjGk81Xr7R590UePk+/u4nSuZXher0mT3yJqPSMG5fNhg1t+HyCnTsdNIzR+sS11wZCid0yXGnn/TorTGjDb/Tgxo0VKzuPeIOpf9uPv81EdvYxcbW1nHIy7z+D9U9qCSMaGrwEs7pahrsrDYqiHNDdMbSp3769I1oZ1pe2UeNXRoqLLbj2aB4gocR7euutNYGMzwCjHnyDCXP2ohgFQc6g+ZYTWLe5DoMliGV9Yo+IYG02oFnM6qnvZhkunx27ZRigfXMOi3eex2kj51KBZo3Vn7qH3FRjHX8WLNhn1XS2z4LfH6Tdq8ukL6xR7QgxYUI2Dz44u9eYp8pKG+63u2fC1ivDidR0nsMc1o67iJoaNxUVNri9i2XYFP/aOn1E5KCvSXQe24WVYQNq3BmStOfZzp0Ompq8eDwBLBYDbncoxCex8BMTJvLIo4km7MMdrFnbzHBPZH6WZ/U/Jrsri1nM0zxNM82Un1mFrdJBve5eOqvsyakxDPjcPkIuMmHLnN5i0l9l2AahKAVnXXtSlWFbjpWwMtzQrpX9CZFIlqvCQjKULeFfHY1OsnMFRYYWAkIlwx5fyFYIW0HEs87V7sOitzonkgukoACvMLDeM4K2R78mZ5bCjO9M1K61dh7IZGXF1zdDhjC7fivf+LTY/3VPb2LKKZ3uX15vZ8IyEfv97JJR2tnsJn8Y0ZZhaxxjWlFgRHxhPIONUzv/i4eubtPJZs6cOWzatCnqPSEETqcTu93e7dn02muv8fDDD/Pwww/H9feWLVvGlVdeybPPPsvo0aN56qmneP3111m2bBnTpk3r9vn77ruP++67D5fL1avrNWgu3QNpEQ4hleGDQFgZbjRTXGyNKWhcrwzX7veGT5GaaaaKqvCGMFTaIWd+bAtiTo6Jdp0yHEpqEoonhNitLXrsQx0UHF2LtdRNY7sDvz8TNbNTdoKWYYs7M1x5tNbV3GMNT4DSUisbNrRRWGjutVxOV9Sjt7DgynewlLr5oqMwygU2EYsOQJk9simr9zRToM9CHIds/Ua9Zr2FEkAEFN7+ZA8nj22Ezvw58WRT7cq4cVmAwD6yg6++rscxRnObCSlv8SjDni7jz4qV9skbGbG0EV+bkexdCSSjKowssg0NHrJGdLEM58V3L8vKrGzf3kFrq48Wp4NcewYBRRcznMCGUB9GEUq8Jww6y3ACVj8AgxkMVk1xagt04K2z4tyRhaKAMcEMNUpD5IS8nvqEY4b1CsZh3xxNxchIeaBQvDBELMOxutSbMCHaLShZHizFblpbfTgCOmVY0U6SDAaF8nIr+/e7yc428txz8w6o/FRW2vHUWvG1mjA7sjCXd9aKF8k5MFFQyMszUVPjDsc6e9eX0rRHBUVgXBr/fSw0FtBy50K2rAri2J5F2zwfSkbImyfBfAm6+x8K+4kow4nX6C1WimmiCUuxh2aHk47fLOWF/4zFlOvl6v/0XVqqNyxYWMpSnuRJFBUK5tfTaowcPriq7BTEGc7RFZ87QEgZDmfz1WWE1ZfXORD2TEPYldm5t5GCMUWgjyFMYAOqKZXaXsHV6IRkWYYLC7GrejdpN0Xj7Zyf9a72xuQT4pcN2Iq0w2ITPoIeX3Sm6gQOkCgsRAE+dE+CNe2UOXcz7czxvPSzd7DuGUaxksn0HF+fYnqkooKSDRsoMzRSHSigpaqNttoOsksyow83Yr2fNhvTLd8wKbsG2z/+jCVH21uKoAAEoMSnDEsGhE8/1fx3amtryc7OxmazsWvXLkaMGMHWrVupqOg5hAfgxRdfpLi4mCOOOKLbtZtvvplhw4Z1ez83N5fHH3+cq666io6ODm6++WaWHSiRWiezZ89m48aNvV6/8cYbufvuu/uUk2zkyB5gfPhwo21ofU2WmOu86kuRVFe7mc0U1rIWgK/4KrwhDJV26Frypi/mzi3g5S61HwGai3dRespeAg4j5sxgb1/vk/plb3HU8i+09r+4AJ+vKOwmrSQYM2zzRZThek8z3oBOGdYlorrzzsnk52/lgguG9fsgwpLnJ2+OlkCrbn1DdNmcBJXhiuzIxqY50Erl+vF89R8PqjnIpWfE7pKuV4ZX/9uE9e1TcO2zI/wq706oglM6PycSd1kynPY5S698A3ulk0+fj7h8xRszV1Fhw/Nh9PgrppiASdu0+TtMcbtJAxQWRmQ3NHiwRSXQUqPc+GOhrMzK3FffoWBBHZfbnuQpniKoV4YTUHRyc03hpE7hkmxGvZt0YuNP7Yh4CNS6m8IJUxLNkg5gbskNv97vq6Xd1DVmOPYEWiE6OqJjk7oqwzk5JiorY3c5U9szEJ3KcHOdD4euxrVNl0n/n/+cxaOP7uaGG8ZEZVLviYoKG/Vvl/JK7tnMn1/Isg8074bst47in8cXo5qD3PB23BGKAGGvBocjgM8XpOn381m7thmjUUHxxW+9NWFifNVRvPuS5nWzdl0jyoJOF9IEvXnKymxM+O06sg5r569Zm/ipWM6Ml94i6DFg3zEciD+OFaCYYragWRZtQx289loNIqDibbQypCwxz5gjOZKmry3cfFwLzp0ZuK7bilEY8St+XFUZDBuXuOcNgM+jC7cIKcOVlXDhhbB//4Ez+eqw65RzR432XP/o6yzaHDMxKkGONRqJd5TYCiLPEneLG0ejk4dbTsKgBBm5KRD/XSwsJEOJzD9nkwsCuj1TgrWVyqYN4ZqcFzEqQRgynU1eXampRJThggJMSgCb4sYlrLTXOnC3e9n1yV5gCG6jgek5HX2K6ZEh2p5uqLGe6oC2d9i7roYJx41O7BBi7FgyGz4Gnxvq9kKulin42MKvWax8QqCgGMOQi+Nrs2TAWLBgAb/85S8599xzUVWVjIyMcCKt3vjHP/7BrFmzelSGb7311l6/d+KJJ0aVZuoPGzZs6PXaueeeG5OsZCKV4QGklVY8RE45vY3mmJJnQfRJ+v79LibrUjx8yZc0i2ZQtM1gUZGFU07pfxkNgMWLS3jm3u5u0u0LV3PETzYDENxxUkwy9WQFcgmlGWkMNOP1B1A7Mz0rgcQebPZAVthRssnfitCF/Bh1Q33WrHyefHJuTLJzgrns7XzdTEu0C2yCCYzyjbnh1x2GNkzbK9lxn2aNyjs9dlc+s1nFaFS0RGpuI87dkY3K++v2kNOpDOfEkU21K0UlJuwV2hHEzmGfht+PN4FRV8twaPwJi1cr5eIwkF2YqDIsMGb7qG/wUEq0ZTheRbu83MZeo8Bo1yKFnTijs0knMEYURWHkSS2o03dhH+mjinFRLrDxJFnTY3REPATq3C3hTOnGBDO1Atg6InFrNd4GTjEdx79/Alv31dOxJTuOBFqR8aTP8gxE1dJ2VdmZPj03rlINJmcGXpowZfup/9oRiaUG7LpM+iecUMYJJ5T1JKIbdruRggILjY1eqqoiYRVebxCEQtBjwGpO7D7qXfybm71JvY8zZuSGX6/9qgFC5SQTVoatlBxXTc7UFr4J1NDmdVJ8rPaE8LyV+GFdVBKt4Q7qtkY8FWKtcd2VSipZ4MvGufNNAAx/P46fmH7Akce/irfBwsgTEve8AfDrkzVm6fYLZ54Zk5yMPCt0Zrt21mlW3N1NVup9uagEWZKAZdhaovWrET8Bt4egx4cfI34BvqCnj28fgMJCMtSIMuxockJAd/CUiNUZMGRlgNLZv05nVNkm1ZyYZRggW3XhCljpaHTiaIzMe6vijb2sUohOC1+lqZ7VHi2Z6Tcf7GHDy1+TlW2g0jOMSZbdsbtJT5kCH3+svf7qKwiVzfH7NS8hs5pA0WjJQOJ0OmlpaSE7O5u9e7Wda0tnrLrJZIrKAh3C6/XS0dHzAc3Bcl0eSBI/+pf0yVd8xa3cyqVcynu8F37fG4dluGsCrWEMIwvt4bCWtQglUtrhu98dHnPZn0WLinHXWnHXWvFuzw/L9hsjD7RcW/wn3vqMvs2iBXdAVyYhQctwtogod63BNnzByIPNSGKbtjwim/o2tSXKBdZiSLAkFJF2+2yOqE1+vJmqe4vr3t3YFH6dH0u2yV5YWBCpJ+ebvi38Ot6Yzbw8E6IlMsZDyjAWTWkNOIxxZ5MG2H7Sk5zsepKTWp+muq2FkYxkz5XHsfqMo2h9dWTcCVnKyqx4G6JrploeXcrz6nm8aDmHoYHhcbcZoHRRA4f9fCPFF3zN3uDeSMymT0FNcBk3uyNKR4O3mYzTNzLimq0MOW9XQnIBstqK2X7PON6ffywL9p1OGWVUPV/K3n+PwOzJjDmuUj+uHQ4/+9jH3/k713ItL/BC+Jqrys7MmTEmkOnE4onMi2pHIy5dWTm7IX4FqqJC++6+fS4CAW2d1melT7REm/3qD5jzzPvMfvJDWlp8+P3Js/Dr+/LzL5vw1tnwNpkRjsTWvvJyWzhhY9Dgp1GX4EoViZ/VlxM5DC44ui782mKJLVdHbxQUROZ8U5OXnTuceOutIJRey2zFypjCDk7L+JgT7aspmxB/8kp7YaQ9zgYtnCUUumcgmJCVdcicYfwg5yWuyX2Z2cW1BL1JSnKVn49N8RJW4ptc0dbPBC3DGAxagicAp5OAThk2mhMYf7m5YDSSp3YqFwJ2rtobvmxVfLFnkg7RqQyXGJrDNZx3fFxF9cZ6vl5VQ3Wg8wA9HmU4xFdfRV6H+jvBgwfJwHHZZZeRl5fX488FF1zQ43fuvPNOsrKyevzpKQt1KsjOzu5RUR8I5OgeAHz42IQW2L6CFZH3m8wxK8MFBeaw1a+62o2KyiQmsYpVUZ9zVdm5/PLYkxYUFVkYk1XB66VnoCjwWMOpkA9Bkze85c6zxT9Y8w06pdLQgkenDCuBxIajvm5kK20YRORhYEyghidAoTFioe0wtRJQIn1gTVAZ1mceNBe6+eqryIYw3g1yZqYxUpsXLYeFENC2IYdv7h2LOd/LcUN6jyHpL+Nto/C3WDDmRp/+uxIobZOt648WoR08KGZNaRAuU0KbK6vFEI6PrfM2kcM0qp4vo77ew/Dh8R/ylJXZorKwt9GmWeaEQtBrwGxMbNOW4Yn0yT5nQ1gZFl4DCQ5trJ7MsH28yd9C0fI1lBe6ce9K3DKXJ/LZcNMMANpbtTaHkozpy8T1F73y7HAEcOPmdV4HYCxj4bGjeeLNjbj2ZDBjRnzKcIYvK5zmq9bTzP6mNkJRmXkJHARWVtr58stW/H5BXZ2bsjJbUpVhMWMH5WUN+DuMNG+MWIaToQwPmRik7JhGlHwHH32i0jr2O7S2+jjssCzY0vf3e6OszKopj53U+SOu7gaReMzwDGaEM0pXnLsbS7EHX5MZ076SuLwGuqLPMdDU5GXnzkipkZEjk5M5N9voJtvUqciXxu/NYy/OAjow4wOP9twNBLU+MChBSKA/DFkZGEwK+IG2NgLuyLNHTUQZtlhQc7I40rMRS5aV7MuWsHvzNj7rOBIDQabsVRgZv3QNm00r+eN0EtC5SauJuEmrKuTnM9xZwxZfJQAbX40cFltVb/zKcH4+WK0Y3W7Kra1UOXOjLmcqnZ4ssVqeS0vxFxSzZb8N1+c+Ml7azISTx0tlOM3YsiX2Bfnll19Oahu++OKL8OuQRbo//OMf/0hqO2JBju4BYApTsGHDhYvasJOwlq00VjdpVVUoLbWyd6+L6mpt0etJGS4zF/cZx9YbixeX8OWXmpvxO+/UceaZFWFlWAQUcuzxW0eKTRGl0mFqI+hX2HHfGFRLkInZI4i/sB/kGSMPF4ehnVG7DmfVSQtQTUEWnhtfbeQQxebc8GuXtY2AElF8Es3mq7cMW4o8fFW9D/sIP0GvSryi9e6kecUqS++pYV/FV3gaLKw5+ygA/vj+2ITaDWhWyQ2VMH971PvxKsMA+QZd0iVPC25rxDKneBPr6wJDZPw1BpoRQoQTDsUbLwydm/ptXZXhiJ9+ogpJDrnh6oPVrkYwhSzDiSs6Nl9mWPlrEa0ops6DhwRdYCG6T1tafHR0+Glv1zZXsbpIQ3fL8HBGkUEGDhxUU03787lUPasdAsZrGc4S2eHytjWuJqrqW8PKcJY5MWV47C0byTu8gd9kfsqfuQvn7K+YNHE7AY+KzzofiF/ZMXsy8NOAMdNPfauD4f99jqEWD/692RBnBtQQr5pf4vCVbwDwwdFWWjdqPRJvWaUQZWVWPFsj86Y+GMkIbgwmbrnNJZejlKN4+6kONj5lY85/PwLA/V4Crrs6jBYYeloNWXOrUbKt7PjixPC1ZFmG8ejamoCrYt7wfH6Q8w9MSgCmfweAQOdZjEEJHuCb/SBUJqipCdrboyysCZeXKixkVtt2CKgwvYRNn25gr1+zkI9yJX6g8aVrOA3OoXjdVgqH6GKGLQlujwsLGV77NQYCBDDQVh1xQU3ITVpVobwcduxglmET0/73f2ja18FH//gcgCy180kxalRschUFJk9mxTfavnHICxuZcPJ4Pm4bjS9owFaXyZz4WiyRDHqkMjwAmDAxi1l8wAfh9zwNFjwNForHxWYZhs74xL0u6uo8+P1BJhu7a5DHTIr/vHTx4mL+8IevAVixQlOGRaebqt9hwJId/ya5zBpJFuW2tqN6LHz1w9kAHHHVSDgnbtEUWXLDr13Gdgyt2dS+oiWbyD2tfxk3eyM/24630Yy5wIvX3k5QjWy0LQkmMLJixRgw4RV+UGDCvZ9QevJ+AHzbjwVi39TrlYYLzh1Bw5kvUGhrJ+AyYLD7CTiN/S4r1RdFNaNpRlOGDUEjFVVTce2Oz00aoMw5nOenHY+nzsIv3jwJz6TIZlD1JWaFL7FElOFWpQWHIxB2J403kzR0d5Nupx2fL/J7ospwoZpHKE1Fna+JXT84lpqWdvIKjPBKQqLJDGQTciBtpQ3FpLM6J4g+Bru11cfbbR9ReEwN7mobZWWVMcvTH/J0dPgxYGACE1jDGtppZ7PjG8BGZqaRMWPis8zlKpHDmI1VNWEXfdDmarxUVtrIn1pH6QnV7EOraeydsp3RR2on+YF9iSlodl9WJJu+swXL8FaMuV5ccYZa6NGHt1hKddm1E1aGbXh1HhWNJNcyDHADN1C95is+3Lw6/J7VnzxXvKmPfoChs0Tb3uegYFMBjR8UM3Jkkv5GKEOwoiRknVNzc1BD4T1tWsxwQHRahtUEauqGCCnDra3RsbeJKsMFBbBjBwSD0NJCwKe33iZ+GLjNUcg+r3avshw69+4kKMMWZRMVxnp2+0ujLlmVBCzDoLlK79jBUEMdDFOp3hppd5bauQqMjH0PaJwxFdPzW/Fh0lzpAwE2eSpxCBuZDT6pDEsOWWTM8ABxOIeHX+evnsNrRWey+5+jY7YMQyT2TAj41792UkEFdk+0ReH4w+O3+h19dFE46cqKFZ2WbKu22AadiSl+5RkRZdiX0R5WRACMxsSGY7E1ojR6LI6kuiBmZ5twV2v9HsjqwCsiDx9bgqVtAO5t/wcvms7lw4XHhl2CAWxxumDr4+GuvHwUszsfYwZbgOJl1QCUlMR+ENMT4wMTw6/z94xhyH/PxteqtTueWptDi3No/TIPd7Wd6j3eqARGhgSV4XJbZPw5zK1807aPosU1FMyvI3eo/wDf7ENuuQ1PfXTir8DiL5l09+dMuOMLAqbEFJ1S3SFSs2imfWMuzasLcX9ReoBv9Y8sXax9h9IWzu6OP/HHQ2gcWoc4WTdkBY+U/4n5K1cy698fx5xJGqJLJe3apbmk6pMI+g7bDcC0ablx178tMEbWkW31dTR+VMTaS45gzMrTmMCEuGRCqLxSxBreTDNBVVeyLsF1JCMY8QSq9zZH1pFk3EedMmwt0yvDiSmsBQVmfE26+stKJKdBoqEtembMyMVcEJmDmUnIpA9a/XrP55G4ZNPp68iZ1kxWlpGCguQknKluNrLLV8w+URyONY8LvfLVrvmCBILa2DAoiSvD69oqWOmcyputUwi2R9zF1QSf66FkVAA0NES5MieU8bkTm+4xWJTlY751A3Otm8grSSzBWqj81WhTdbdLCVmGIRw3DMDevXTUR/o7S3WB3Q6lcTwbJk/GrnbWi3b4we/H1xm7bzIk4cBEIhmkSMvwADGDGZgw4cNHy2GbQBkFQok5Zhjg4ouH8eyz+wC47rovyM83s0stoPjMtvBnhljit4RmZhpZ+KddOEbtwFLsZuveWSh2TfkTrsSGTHlWPiKgoBgEwSwH/la9K2liJ8hFGdkE/QqKAn4RCMfMabKToAxvtpI9qRUsfr5+Oh/Dqklk5SmMuLawbwF9UJ6by6hRmXzzjQODJdLueMvmXHvtaDZtauOccyqZPDkHP0fyQWe8evkZVTS+MiyhEkV6ZpWM4Z06C5ZiDw0lO/josR3ha0cfHXvfVFZGXFGrqpxUOIJ05nHDFExMgS82R3smfMJqjnx7JQAZf49/g5yba0K0RTb17bSjHLGN0bN3AaC0JuaGOCSzgE87502rpQGlpA32mpISD5qjs4R2mNpQQpueJLhJh8bYqOVb2TR3c/h9b6MlLjfpCROyyc8309Tk5YUX9tPU5GVyfkQZnvjbL9n/1NC4XaQBxqijuOd/puKps9L8SSHOHVk4d2Rx0mULGabLThwrlZV2PB9HH5gIoz9czibRQ7UcnYt1s78VJVT3Ngn3UZ9AsPTkfYy6fiuN7xWTUTMWOCZuuaqqkOGPKPHNBr0ynLztycyZeZjyI/kpcg2JZ9IPoW4aBgt2h3937bEzYkRGUmKSAVZXl7DbcRgA33f5MGTFuQZm6cKmulqGk2CE39qUQ623EBCMb4rsRRJ2ky4owC9UOoJW2lfvoX5/JGwmKcqwLdK+HNXBYdbOkJ+SBEtjdSrxI03VrHRPj6pukVACLQiXVwJg3z7a6yLjOVN1wcjx8cWA5+Zis0KrE9x+I8GmZnydyUelMiw5lJGW4QFACMH+bwKU1mhxq8HcDvLmaLFR8biqnnrqEJYvHwNo2Ui/851P+PR7s3heOQ//yTfyTPBZCklMQauc30HJcdXkzmjmzTU7UGya1Uy4E1OgzAZjxJ00z4HfH1ESErUM5+VYeK3oTF4wnYvrx2fSntFA4SLN6he0O/sWcAByckx4anSZvN/NY8ttUxjzyYlkK8nZWIUS/ugtw9Y4N8hnnFFBTc0p3HvvdECLK1ddWr9XXriLRVteTNpmbcL4HOrfKQFA2Dzst+4CYP78QsaNi71vopVhF/4OA3ufGEb1i0Mw7ytJqK36ZGX+zA7aPZGNVaY1fkVbUZQoZaSVVoTO6mc1JbaxLymyhxN0dRTWUPk/Wm3xZJTNyTFlsOa8eXx07CLGfBgpm6YkJWZYWy+qn4tO1uZtMseVQMtqNXDRRcMA8HiC/PvfuxnK0PB1gy1A5SU7o0oBxcqojAq23TWRPQ+Non1zZLxMmxa/TOisoV2rs4LSTNAQ8UawmxI76NHnTGgVraihdSSQXMtw8bG1ZIxwMPS7OzFPqO39S/0k2x15Vu3J3hp+bVKSpwyPGpVJ0exIYsJ8c/KU4cyd0YkqnVUZyXORBnyByBw3WRPoE6uVrYFhrHBO5aUvC3G1ugl0KjrJcJO22UPjTAmXboLkWIbXe0bwSPtSnn1oP5u+0Fmdk6AMZ2dH2vfpV0pEaY01G3NXOi3DdtXL5InR7UyKm3Qn7h372PdlZB6alUBcLtIhbPmR52/Hh58jOtUEmT9LcigjleEBYOHCdxk9+jVe+UXE8lR2uhYBWFQU3wbo97+fwlFHRTYR/nYTo0Zl8thjc+J2D9QzsiBiWV75+U4MNm1jr3gStyYGGuwEfQoBr0KVfTuneP7DiW3/pem4lQnJzcoy4msxg1Boa/NRN34d81es5KgP3qapaHffAg5ARoaBfU8OY/31M1hz7rzwpnbx4sRikfVo1ixBwTwtbi7oU7AmUt5BhwkTI5oipROsI9oO8OnYKC624Py0DHetlfqVJVgKNXfEK66IPZs5aLGVxcftZ9TyLWyb8xrmpnw+O/9IVp+6gNxPEota0lu4yHPQ4da5TloSi6EuMOWGX7cG2hDGiDKcqNWvpMQSTkoGYJ+gHaYlwzKcmWFi33+GU7+iFFGr26AlMYFW0yfRh3NBjxqXZRiix9U//7kTRUSvd8KvJGQZ1tfrDTF2bGZCJb1AU4bdNZEx1kJL1BixJ7j5LjBF7l27KaL4JeM+FlCAQvfnimFH/+osH4jC1krq3uzu0mlKopt0rVrDyFsi5WJK7LlJk53fHn3Q46qyJy2TNIFAWBlWCSZmCVUUqihjg3cEO9pyaKtuD18yJGEnaMuM3C9fU5uWtRowJEEZzlRd3d5WCVJUlrgr+oTxJmyK9hzY2WDjK2/n+pKoMqxz7z5mfBuLb5rHpLx6Rpn2a9ZoawLPm7IyLZEW0Lqrofv1WJNn6bCX6Sp+fBSZMwme50okgxqpDA8Ao0ZpD8a9z0Y2DmN/spn8IkPcsawmk8p//zs3bF2x2w0899yRCWXE1XNYacQCt3b3bnwtJs0F2Zu4/OpLT+NFy7m8N/503MKDag5iyvKjGhM7nTaZVOx2bbPQ2u6hblRkIS+0JHAKi2b5c384nG/uHce+J4eHY2KTqQxPmm3l8OffD/+umkTCruN6jis4Mmmy9CiKQu628Rgz/BQuqEO1BsnJMXHWWfGVbqqstDP6R1uY/KfP8Z7yMfUdEcU9UdfuTDIRnTGUlmI3jW0Rj4FsW4Iu2LY8Pjt/Hh8tPYZZDYswjNNyEvvbTAknWSsutrL1V5No25BDw8oSql8uBwRDhiQY10Z0sjX94YASSFyJClt/hYKvKmKNs5a74ooZBpg4MYe5czWry/r1rXz6aRM/5seAdoDU+NIIreRPnGRmGkP7TADsIzqYdrqX/ezHh6/3L/aBxWLApsvtoCnDnR43wfi9QEKU2CLJ4ZwLPgu/1rvvx0smmZzFWZR4hlD9whC2/GoSHy5ahOWTKX1/uQ/Kymx8/t0jqH29jGFPncP2e8ax4y9jyW4c0veX+0kp0cr2iPLcpMkuyLOw82+jAWjblI233pK8TNKPPx5Who1JcFO16zx/HXUdTDTvYpypiqF53ZXNWLFlR9bPnK2f8d3st5hi3oG9KMGDgcJChptqGWmspjDLx2HjLcy3buCCrJVkFyQ+tu3Dilli/zz8+7uuqezzFxBUE1z/usQ6TzpxDIszv+KkjE8x5yXYJyZT2FW6qHYzeeXaeJtq7gxRSsQyPCIyV9q+jsQ7S2VYcigjleEB4NhjNcXS22gl42vtoenclUFxQWIb2dJSK+++u5AbbhjDihULmDw5MYVPT74xN/zakBHglbyzedF0Lr6fn56w7BxzJggFlyuA0xuJ4zIEE19tQ9Yb03EbCVbWA9C6toATD5ueNNkhRo/OZNiw5LnDzZ5ajLnAG/VeMix/IY60zsHs18bcXMfCpMkFOKywnHdnLeOjpcdQ/XwFF1wwFLs9vvuZnW0i2ByZG3WelqhriaCiorZpO0JLqZumtsgmMDeBkmEAQ0oz2PvEcOrfKuNl15vhRFTBV6eiKondx6IiCzUvV7By8ol8uHgxG38yHaNR5X//d2LfX+4DfYbmVqcuHq8wsdACgIoKe1hxXX3R7PD7ux8YFbcyDNHW4Qce2Mm4lhl8uHAx70w/nnH5FQmFXKiqQuEwQeZhreQd3sC4X6zH+9uHuYZrokrjxUOBrs56U7A5XC866DFgUBMbI2UZOmt4ScQy7HwmcYUV4HzO52/mv7D/h8ex5bYpNLxTmnA2adCUYXe1nVXHH0PzyyPZcNMMvrpuFsU1iZd+C6GgcIrnDO11UOXwksRK7ekpKDCz4cYZfHLy0Xy48FhASY6b9KpV8Oyz+EMJjDITV/wydAkNPfVtHGv/gmUZazl8ZPsBvtU/bHmR9dMdMGFTvRwzvpVJ1y1LTHB+PiYlwMmZq7lg/DaOO87OTOt28g0dyQl2XrSIEcONEUUSeLrjKNpaAwf4Uj/Izo5YlxsaIBAIJy5LyEU6xFFaiUQVwZnHeDi5bBPzbRs0i3N5eR9f7h1bYURRbw1GTk+SeTAvGVjOOussfvazn7Fhw4akhcclkz/96U8sXLgQgOHDh/P88893+8xZZ52Foijhn0mTJiW1DVIZHgAWLYpYDzd+/0g23DyNVSctSEppmzFjsvjDH6ZxxBEFfX84BqJq3xaHNsgKdmvilmG9da8uWB9+bRSJu8WVnVjNtH+sZvjvPgq/Z3l8ETZL4rKzs6OVu2RahQGKC+zU/M+i8O/tW7KTqgzbsHGH8Xa+y3e5KuN7SZMLMG5cFh1bc2hYWQpC4Yor4j+ZBrC4Iw/kt8c/Qu5MzS04GUm/ip85hQ8XL+LjYxdR7a8Lv5+bkZgyHFLu8ufWs2/4FwB46iwcWXPiAb7VP8xmtVvppz/+cRpHHpl48jZ9xu+2enDs1Dbywa2JZ6qGiOLa8F4Jq08/inWXz6Hp5eEJ3cvvfKcyPB+feGIP1y//kob3SmjfmJtQvHCIGa+9zrFbXmH+e29TuCiiANtIcIzosoLv9dWg5mqHMUFP4vO8wlZM1WPRoQk1L5cjvhjayzdiR1EUFi+OeA0lQxnWx46//37keWC1Jqe0UogLLedyGZfxC/Xn5JPf9xf6SX6+mYDLSM3LFXg7M8onbBmuqoI//5k9vkIcQrO4mnMSTOgE2HMiz2/H/kiysoRdggFrQeTf7BZmyMiAn/wEJRF3YNDaFsq8HFIqQyQjkNVuh5/8hPl52zGheWooBLHmJuh1oyjhuGEaG8NJy4DkKMOLFoVdpTM+eJORrq8xKkEYMQISOFiz6/7dX3gi7tYJlLiWDAA1NTVRyqKiKNx3330xy8nPz+eFF1444GesVmu3vxX6yczs3euhsbGRJUuWYLfbWbp0KU1NTb1+titPPPEELpcr/PP5558jRPKSuklleAAoLbUycaKmXH7xro/td0+gfWNu0uq8pgJ9oqGhugMYvRUpXkJJdXJnNbJxTmTSZTYnlhwJIG9uPcOv+Cb8+76nKjmmZEbCcqG7IpZsZRhgUvFQ3j9yCVWPD+OrH8xOPBNnF0YxilM5NeqwIxnoE2XNmpWXcLKhzEBEXkPRDua/9zbFx+3vdiARD0PrJ9GwspSixTXkHL8TgIBbZag5sfjHsjIrKIJJf4y43G3++RSWHTUsIbkh9GXYLrpoGNdcE39cmB69m3TbPiNf3zmR3Q+OJPBUcqpK6hXX6ucr2f2v0ZQWJ5ZtNyPDyPnna0qewxHg0UcjOQESiRcO0+k9YLAEsQ/VLOTjGEcBiR06VuTnEehUfHdYtmIs1mQ7t+YmJBcgT8ljz40L+fIHs8JhLRtump7UAzWAY4+NrHuJllYComLHd+2KeCMkQ9HWY8LESZzENKYlVW5+fnctYfjwBJRhpxPuuosGh5lXHIeHExiNPWZ4/DI7sedH+rptT3PkQhKUYVtRJDTBJcxw/fVabGsyCLkcNzfDzp2R95NhGQaorMR43TVcmLWS8ebdLLJ9iTU38cOHcLudTtity1uSDGW4oABmztRe6xXtBFykATKL7OQNzaF4TB7ecNy+YPQwmU06HdiyZUtYYbz66qtj+m5zczMtLS2U9WPevvfee1HKaeinsbGx1+/ceOON5Obmsnv3boxGIzfffDN+v59gsPdqGy+++CJGoxGbzUZmZiaZmZnk5uaSnZ2NwWBg3bp1Mf0be0MqwwNEyFVaT7LqvKYCffbQ0jP2hE+6TzklfvebEBnjWjj8ufdZuOYNgmYtBm/vf4ZypCXxzbclEH3AsPEn06MsGYnQ1UX3mGOSrwzPnJlH08dFrL3gSNo+TtJGYgBYsKAonAzu1lvHJywvT82N+l01CfCpHHVU/KVtQpx4YhkVZ+5l8r1rw+/t/eVcjpicWIxiWZmN8jOqyD9cexg4dmbQ+uy4hA8GQpx5phaDPW9eAfffPyNp7k56Zbilxcfuf45m3WVHYGxJzoGJXnENEU8m6a4sXz4Gmy16M5yTY+KEExKfN8aO6NPtIoq4mZsTlltZYWfX38aw7ffjKXzmRD7/3uF4m8wE7z82YdkAp55azs6/jeWt0Sfz2blH0rE1hxNPTO46cuKJZZSXW1EUWLYs8bV1/vxCCgujFUqLRe3xmTkYKSiIfo6Xl1u7jcuY8PtptxfyQsfcsDIyYl4Fcy5K3N3dXhhR0td/1o4z2NnvwxI/sLONiuSIWOWeQHB6cg6hgYiFVQj44APttckEY8Yk72/Mm0f2+Sez1L6OSYcp0TG/8aJv30svRV4nUmNYz5Il3d9LIHkWQMW0Ui5+5DTO+8cpfP8fxzDE2sJRtg1UnDAzIbmSgcFisWC1WrFarRhiPCx6+umnEULwr3/9q8/Pms3m8N/R/1gsPes1gUCAp59+mhtvvJGioiJuueUWHnzwQUwmEzfeeGOvf+fkk0/G7XbjdrvxeDy43W7uv/9+CgsLeeihh5g+PfEQSJB1hgeMxYuLuffebVHvDWbLsN5y2G5o5YXNI8itGxZV9iZerGUuyk7bG/694b1iqm85huO2Jb5pszYWETq/3P3gSCwtiVspQ+gtw9On51JYmPzDDL2LZ7ItOqkkJ8fEtm3H09TkTUrymGJLHh263z+/9HB+fPzShBIjhZg6NZffPziSJ5UPAMGcPcfz+G2XJWzlKi+3UnBUxO16/fKZLFpQmjTr/u23T+R73xvOiBEZSckYH0Lv7dHcHIlZT+b4u+KKkdx/fyQmL95M0nrGjctm584T2LIlEu84dWpOUpIImt0ZhM+qOyz8PDM5rrWVlXbWn69tKr+xqrjdOex/tpJ//Gl2H9/sH//4x0yuumoUHR2au2fRryxMmJBcL5DcXDNbthxHU5M3KTkTcnJM7NhxAp9/3hJ+b9Kk7G5K5mClq2U44fUvOxv15puwX/0MHY1QMq6Q4392NGoSUj7bi7OAiOXmNedszsz6GI6Jv1Z0iOzyyDjLrcxGSeIa1aNi+v3vQ14SvED0nHuu5n6cn5+Qq3GYRYvguee0159HPIaSYhkGmDFDa6ve3TRBy7Ae65ihnP70lRg8Lu3vSNKKhoYGNmzYQH19PePGHThPQlVVFbfeeit/+tOfuPvuu3n44Yf57ne/2+vn58+f3+P7y5Yt45VXXun2/r59+3A4HIwdq+WCmDhxYvj9Z599lqeffrpHeYqiYDQa+eqrr3j55Zf517/+xZ49ezj++OMZNWoUPp8PUxI8Wwa1Mux2u7nhhht4/vnnCQaDHHPMMfz1r3+loCC58bEDwYIFRRgMCoFAxNVkMFuGrViZwAQ2sYkZzGC8ZQzGyuQMlyJfGbsDCopB4Kyys/q0o/nxNaMTrjMMkP3NWD77/XhUU5CNt0zltBOKk6aM6C3DqXCRhkitYUi/hBU5OaakxPQCjA6MZWu7EVOWn43/M5V5vqP40Y+Sl1Dn3OxTGUYxn/M5Pxh6RY9lY2KlrMzG9rvHY8rx0fxZPjUvVbD4/5Jn3VIUJZyZPpnoLcNfftkSfp1MZXjGjDymT89l3TpNfiLJs/SUlFij3MeTRdb2sbTyOX6ngUnPX0zlhZVJkas/THS7NXXbJux85zvJka8oiZWV6i9ZWSayspJX+igry8SCBYl7fRwMuirDySirlFGUyZmPnc8Hf/uMud+bhsmWnL42F+aQoezFIWyAYIHtK5g6FYoTf55lFmWw8Lo51Gxu4Mgrkue5AkQswyGWLoXFi5MnX08S+iJMRQWMHw+bN0e/nyzLsMGgKdwhRcJsjqpBnJQ/kWGDBPNpHCp8/t+NrHtqU5+fKxqbzym/iR6fL966gvqv+46RnX72BGZ8J/7EmCNGRPJGvPrqq/zmN79hy5YtHNWZcK0nVq1axfnnn88555zD8uXLmTt3Lscddxx1dXXcdNNNqD0cDH344YccccQR/W6Xw6HVB8/I0A4L7Z2p7UPv94TX6+Wkk07i888/p6SkhDPOOIM333yTnJwcHnvsMX784x+zYcMGbrjhBv73f/+3323piUGtDC9fvpwtW7awdetWLBYLl1xyCeeffz5vvPHGwW5azGRnm5g9O49PPolMhsFsGQb4Bb9gN7sZzWjUJHrUF6tFrLvscHJmNLHttxPwtZi57LL4atJ2JSfDwsYfR9wmkulqV1oauV+pcuErKbEydKidPXucPdY7/bYwaWgpN4w+GXOBl0qlkn+tnp30LIhzO/9LFgUFZnw1mXz+vYjMVB2aJBOLRSU720hbmx996E5PsZCJcMUVI/nBDzTrSEIxlQPAyObJ3D2hHW+jmesfT557YGVl903l+ecPjTqQkKQXSbcMd2K2mVj8o+StTwBKTg7L7Gv52lfBFPNOCg3tPbvaxsnU08czNfGCE93RZ0ceOxYuvzwFfyRFLFnSXRlOlmUY4Nhj4ZlnNBfykSOTF0ct6YbX6aOjoe8qC5nF3dcAV4unX9/1OuMv3wewc+dOhg8fHv79+OOP56yzzurxs9u2bePaa6/lww8/5De/+Q3XX389AHPmzGHlypWcd955PP7449x2222cfnpiEzukBDscDiwWC06n1hdms7nHmOFgMIjX6+V3v/sd5eXlYeU5xBVXXMEVV1yB0+nE7/fjdDq7fSYWBu0TuLW1lYceeoh3332X7GzN/ebuu++msrKSzZs3M3584nGJA82xx5Z0UYYHr2UYwIKFsSTPGhciN9fEnkdGwiOaO8+SJSVJ20CkMsnVZZeNYNWqRsaMyWTJktTFs/35z9P43e+2snx5EuOh0oz58wu5/OxJ7Nrl5M9/nhaV8XiwoqoKpaVW9u7VMgRXVtoYMyb5ltxkoygKf/zjNO6+e2vYWllRYeO660Yn9e9ceulwVq1qpKHBw0UXJSepWKq49NLhfPRRAyMXZERVA0iU8nIbiqLtW0MkmnldcnAxm1UyM41h1/SklFVKFdnZVJoaqDQ1hH9ndnJc9FPKrFmaK7fTCVdemZSEXwPGvHnwwANa20MkUxkuKYHvfQ8+/BAuuCB5ciXdMNtNZBb2rXDZcrvv7W25ln5912wfuLE9bNgwli1bxkMPPUR5l3Jc06ZN44svvuCxxx7rdg1g7tzeD+q2bdvG6NHR+4chQ4aQkZHB119/zRFHHMHGjRsBwor7ggULoj7/+eefMzuGtWnYsGHs2rWr35/vyqDdYa5duxYhBHPmRJIqVVRUMHToUD755JO0VIYXLy7m17+OnBCmwr0vHeiqsOprhiaK3pW5oiK5ysjQoXbefPPopMnrjVNPHcKppyaWzCnd0coCJDEBywBRVhZRhhcvLhmUNf164tJLR3Dppcmbhz1hsRh49NHkZKhONRUVdt54I/lz3WRSKSuzsn+/Vq5u+vTcAXFrlqSW/Hxz2ijDUSxalB6KpcEA1113sFsRHxYLLFgAr70WeS9ZbtIhTj5Z+5GklBnfmRi3C3NXt+lU4XA42LdvH/X19Xz99dcMGdL7XtJsNvOjH/2o1+sWi4XLe/DCcLvdPXz6wBgMBs444wz+8Ic/8H//93/cddddnHvuuTzxxBP86U9/6lZbeNasWQgh8Pl8eDyeXuUqihK2OifCoM3QU1tbS0FBAcYudeRKSkqora3t8Tsej4e2traon8HE3LkFUVkmB7tlOFWESisBFBaak5KhOoRe0V68uDhtlBHJoUF5ecQNNh1cpCUDT0VFxDogrcKHBgUFEVfpZHk5pYSsLgkIj01OFnNJH+hd0VUVDlCLVSJJhEmTJjF69GhOO+00HnrooV4VSSEEfr+/3z8HKn/UX/7whz/Q2NhIZWUlbrebe++9t8/v3HvvvWRlZfX6MywJmfBhECvDwWCwR0VGVdVeb8qdd95JTk5O+KeyMjlJSZKFxWLg5JO1jMljxmSSlTVoDfMpZcyYrHANyauuGpWUWpUhpk7NDb8+66zkJpKQSPpi9mwt42ZmppGlS9OjNIxkYDn8cG2M5Oebu5WckqQnIev+yJEZUQdigw6TCUL7ounT4QBWI0kSGTECJkyIvE5GpmqJREdpaSlCCIQQuFwudu3axWuvvcaiRYt6/Pwrr7yCyWTq98+vfvUrCgsLURSlXz/6uOUQhYWFrFixApfLxdtvv01xP5LV3XTTTeF/V9ef1/TeFgkyaLWxgoICWlpaEEJEKcVNTU0U9lL/7ZZbboky+be1tQ06hfhvf5vJkiUlLFr07bVa5ueb+eCDY9i4sY0LL0zuZnDOnHxefXU+Pp/gpJOSZ3GWSPrDjTeOpbLSxqRJOYM+QZ7k4HDHHZOZOjWXI47IT1r2dcnB5e67pzJ3bgFHH12U1LJnKeFnP4N16+AAMX+SFHDzzbB6NcyU9XolB58TTzwRn6//ybpUVeWWW25B6BNeHIB0028GrTI8ffp0vF4vGzduZNKkSYCmCH/zzTfMmNFzLKHFYum14PNgIT/fzOWXS9e42bPzw1a0ZHP88YnXK5ZI4sFqNXDxxcMPdjMkg5jMTGPSsudLBgc5OaaUx9wnjeJiWLbsYLfi20durux3yaAhVL83FgabfmU2m5NWalcR/VXzDwLnnHMOTU1NPP3005jNZq644gq2bdvG6tWr+/X9trY2cnJyaG1tDWeklkgkEolEIpFIJN8+DqQbuN1udu7cyYgRI7BapXdXOhPLvRzUgQv//Oc/KSsrY+TIkZSXl+N0OrtlHJNIJBKJRCKRSCQSiSRWBq2bNEB2djaPPvrowW6GRCKRSCQSiUQikUgOMQa1ZVgikUgkEolEIpFIJJJUIJVhiUQikUgkEolEIpF865DKsEQikUgkEolEIpFAv0sISQYvsdxDqQxLJBKJRCKRSCSSbzUmk1b73el0HuSWSBLF6/UCYDAY+vzsoE6glSihU4G2traD3BKJRCKRSCQSiURyMAnpBD1ZDg0GA7m5udTV1QFgt9tRFGVA2ydJnGAwSH19PXa7vV/1lA9pZbi9vR2AysrKg9wSiUQikUgkEolEMhhob28nJyen2/ulpaUAYYVYkp6oqsrQoUP7dZihiEPYMT4YDLJ//36ysrIO+slOW1sblZWVVFVVdSvyPVhlp2ObpeyBkytlHzqy07HNUvbAyk7HNkvZAydXyj50ZKeyzYMBIQTt7e2Ul5ejqr1HiwYCAXw+3wC2TJJMzGbzAe+vnkPaMqyqKhUVFQe7GVFkZ2enbHFJlex0bLOUPXBypexDR3Y6tlnKHljZ6dhmKXvg5ErZh47sVLb5YNOTRbgrBoOhX/GmkvRHJtCSSCQSiUQikUgkEsm3DqkMSyQSiUQikUgkEonkW4dUhgcIi8XCbbfdhsViSRvZ6dhmKXvg5ErZh47sdGyzlD2wstOxzVL2wMmVsg8d2alss0QyGDmkE2hJJBKJRCKRSCQSiUTSE9IyLJFIJBKJRCKRSCSSbx1SGZZIJBKJRCKRSCQSybcOqQxLJBKJRCKRSCQSieRbxyFdZ1iSnixYsID33nsvqTJbWlpYsWIF+fn5LFy4EEVRkir/205VVRWbN2+mqamJrKwspk6dOuhqfEviQ87H9ETOyUOXZM9JOR9Tj5yPEsngRSrDhxD19fUUFhb2+CBbuXIlixYtiktuQ0MDhYWFAHi9XlasWIHBYOCoo47CZrPFJfP999/v9dq6dev44IMPEEJw9NFHxyz75JNP5qWXXgr/vmPHDhYsWEBjYyOBQIDDDz+cF198kdzc3HiaHkVHRwcvvfQSVVVVDB06lDPPPBOTyRSXrPfff58JEyaE+zrZ7N69m3Xr1rFgwQLy8vKora3lb3/7Gy0tLZx++uksWLAgZpktLS1cfPHFfPTRR/h8PoxGI3l5eVRVVTFr1iz+/Oc/M2vWrITavXXrVj755BNqa2sJBoMUFhYyY8YMZsyYkZDcVJOq+QjJn5NyPnYnHecjpH5OyvnYnXR6Rsr52DPpOh8hfeekRDJoEJK054svvhDDhg0TqqqKsrIy8fjjj3f7TFlZWcxyv/zyS1FWViZUVRXHH3+8aGxsFBMmTBAWi0XY7XYxcuRI8c0338TVZkVRRGVlpRg+fHi3H4PBIIYPHy5GjBgRl+yu/9bvfe974sILLxRer1d0dHSIs88+W1x33XVxyZ43b5744IMPhBBCbNy4UZSUlIiioiIxa9YsUVBQIA477DCxe/fuuGQbDAaRmZkprrrqKrF9+/a4ZPTGypUrhc1mE5mZmWLYsGFix44dYtiwYeKoo44Sy5YtEyaTSbzwwgsxy73ooovEzTffLILBoPB4POLqq68Wjz/+uGhpaRG//e1vRUFBgVizZk1cbW5sbBTLli0TiqKIYcOGiTlz5ogjjjhCjB07VhgMBjF37lxRU1MTl+xUkqr5KETq5qScj91Jx/koROrmpJyP3UnHZ6Scj91Jx/koRPrOSYlksCGV4QEiEAj06yceFi9eLG655RaxadMm8cADD4i8vDxx0003RX2mtLQ0ZrknnniiuPXWW8WXX34pzj//fDF//nxx+eWXC6/XK3w+n7juuuvE6aefHlebf/vb34rJkyeL9957r9u13NzcuGSG6PqwP+yww8SuXbvCv9fV1cXVH0IIUVhYGH59zDHHiFtuuUX4/X4hhBBer1dcf/314uSTT45Ldmlpqdi+fbv4/ve/LzIyMsTpp58uPv7447hkdWXhwoXiL3/5ixBCiLvuukscdthh4s477wxf/9e//iVmzZoVs9ySkhLh8/nCv7e2toqpU6eGf3/yySfF4sWL42rzeeedJ84991yxd+/ebtcaGxvFBRdcIM4888y4ZKfjfBQidXNSzsfupON8FCJ1c1LOx+6k4zNSzsfupON8FCJ1czKV81EiGYxIZXiAUBRFqKra5088lJeXR/2+bds2MWHCBHHJJZeEF6x4Tr4rKirC39+/f79QVVXU19eHr3s8HlFRURFXm4UQYsOGDWL27Nnihz/8oXA6neH38/Ly4pYpRPd/a0lJSbfP9PRef2UHg0EhhBDFxcXC5XJFXXe5XHG3X9/uuro6ceutt4qCggIxb9488dxzz8UlM8SQIUPCrz0ej7BYLFFtDwaDcbW7vLw86kHvdruj/pYQ8W80S0tLhdfr7fW60+kU+fn5cclOx/koRGrnpJyP3WWHSJf5KETq5qScj91Jx2eknI/dScf5GPpeKuZkKuejRDIYkdmkB4hZs2ZxxRVXsHLlygP+xIPf70cIEf599OjRfPjhh2zdupVzzjmn2/X+4vP5UFVtiJSVlXHkkUdGxeuYzWb8fn9cbQaYOHEiq1atoqCggGnTpvHuu+/GLUuPx+Phgw8+4P333+e9994L/xtCtLa2xh3HdcQRR/Cvf/0L0Pq5oaEh6rrb7Y47JkpPUVERv/71r9mzZw9nn302119/PYcddhh///vf45KnKAqBQADQxkvoJ0QgEMBqtcYsd86cOdxyyy0Eg0EAfvvb3zJx4sTwdSFE+O/G02av19vrdZ/PF3eil3Scj5DaOSnnY++ky3yE1M1JOR+7k47PSDkfu5OO8zHU7lTMyVTOR4lkUHLQ1PBvGXv27BGVlZXC4XAkXfYJJ5wgXnnllW7vd3R0iIULF4rjjjsuyn2pvxx55JFi9erVvV5fv369mDlzZsxye2Lt2rViypQp4qqrrhI5OTkJyVqwYIFYuHBh1E9DQ0P4+l//+ldxzTXXxCV7+/btYujQoeKee+4Rr7/+ujjuuOPE2rVrRSAQEF9//bVYsmSJuPbaa+OSfSDrhN/vF4899piYNm1aXLKPO+448Ytf/EK0tbWJm2++WRx++OFi+fLl4eu/+c1vxKJFi2KWu337djFq1CiRkZEhsrKyRGFhoVi7dm34+qpVq8TZZ58dV5uvuuoqsXDhQvHJJ590c8nauHGjWLp0qbjkkkvikp2O81GIgZuTcj6m53wUInVzUs7H7qTjM1LOx+6k43wUInVzMpXzUSIZjEhleABZvXq1aGpqSonchQsX9hjD4XK5xLJly+Jyafnvf/8rvvvd7/Z6/ZRTThH33XdfzHJ7w+v1ip/97Gdi6dKlSZPZExs3bkzoPlRVVYmLLrpIZGRkCLvdLhRFEQaDQeTm5oprrrmmm2tYf4nXVao/rFmzRuTn5wtVVcXkyZNFXV2dmDJlihg2bJgYO3assNvt4v33349LtsPhEG+++aZ48cUXRWNjY9La7Ha7xZVXXinMZrMwm82irKxMlJeXC7vdLoxGozj33HNFe3t73PLTbT4KMbBz0uv1iltvvTXt5qOqqmk5H6dOnZqU+SiENiffeuutpM7J/szHtra2uOXL+dg3AzEn5XxMzXxMt2dkquajRDIYUYSI0z9Ikjb4fD5WrVoVV1mU3ggGg6xfv57Jkyd3c7OKhfb2dj7//POokgDTpk1LSvmEVMoGzZ2qqqqKmpoasrOzGTNmDGazOW55999/P1dddVVS2tYTbW1tbNmyhalTp2KxWHC5XDz11FM0NzezbNkyxo0bF7fsVPZ1W1sba9euDcsuKChg+vTpFBcXJyz7YJCK+QjJm5PpipyPA0Nraytr166lrq5OzscDMBDzcdu2bYwZM2ZQypXzsf8k2t+H2pyUSAYaqQwPMOmo/KVCrtfr5brrruPhhx8mEAiQn5+Pqqq0tLTg9/s566yzeOCBB8jIyIhZtsfjYfny5SmRHaKnPpk+fToFBQVxyzyQ7ME6RkJ9/cgjj+D3+1PS1xKJJD1IlXL2bZS9a9cuLrnkEj777DMmTZrEPffcw/z586M+U15ezv79+weF3P4yGPs6lbIPRn9v3rwZg8HA2LFjkyYzlXIlkoPOwTVMf3vweDzi+9//vrBYLMJoNIri4mJRWloqrFZr2J2lo6MjLtlutzslslMlVwghrr76arFgwQLx4YcfRmVaFEKIdevWiUWLFonLLrts0MlO5X1MxzGSyr6WSCSDh507d4qjjz5a2O12MWfOnHA9WT3xZmWWsrtz2mmniYsuuki8+uqr4mc/+5nIyMjo5nIdj+twquQKkdr+2LVrl7yPXdi9e7eYM2eOyMzMFFdffbXweDxi8eLF4WzQc+fOFbW1tYNGrkQyWJHK8ACRjspfKttcXl5+wFiW5ubmuJOapFJ2Ot7HVMpOZV9LBo7Kysp+/Qw22ZLupKq/U7mpl7K7M2TIkKi1+uOPPxalpaXi5z//efi9eBS0VMkVIrX9ceqpp8r72IVzzjlHXHLJJeKFF14QixcvFqeddpo4+eSTxa5du8TevXvF2WefHVcCrVTJlUgGK9JNeoAYMmQIW7duJTMzs8frLS0tjBkzhvr6+kEjO5VtLi0tZe/evRiNxh6vu91uysvLaWpqGlSy0/E+plJ2Kvt66NCh/frcnj17pOwEZY8ZM4a5c+eyePHiA37ukksuiUluqmWnY1+nWnaq+ruiooJdu3aF5/qqVas444wzuOKKK/jVr34FxO/uKWV3p7i4mLq6uqj3du/ezbHHHstJJ53EH//4R8rKyqiurh4UciF9+zod7yNo68i2bduwWCzs2LGDMWPGsGvXLiorKwEtLGry5Mns2rVrUMiVSAYrPe9gJUmnrzp1Vqs17lpzqZKdyjYvWrSISy65hHvuuYfS0tKoa21tbSxfvpyjjjpq0MlOx/uYStmp7GuLxdKvTb2UnTjPPfccp556Kg8++GCvBxuDUXY69nWqZaeqv71eb5S8uXPn8sknn3DsscfS3t7OH//4x7jr9UrZ3Rk/fjwffvhhVHzpsGHDeP/991myZAmXX355XLJTJRfSt6/T8T6ClvzNYrEAMHLkSIYMGRJWWAGysrLweDyDRq5EMmg5OAbpbx/nnXeeOP/880V1dXW3a62treK73/2uOOWUUwaV7FS2ubGxUSxdulSoqipGjhwp5s6dK+bNmyfGjRsnTCaTmDt3rti/f/+gk52O9zGVslPZ1+vXrxcjR47s5tadDKTs7jz33HOipqYm6XJTKTtd+zqVsoVITX8fffTRPcZS7t+/X0ycOFFcdtlloqSkRMpOkuzXX39dHHHEESIYDHa7Vl9fL6ZPnx5XSahUyRUiffs6He+jEELMmDFDbNy4sdfrO3bsEBMnThw0ciWSwYpUhgeIdFT+UtnmEBs3bhQPPviguPPOO8VvfvMbcf/994vPPvssIZmplJ2O9zHVsoVI3X1MRwUtnWWnI+na1+l2H1O5qZeye8bj8fR6raWlRTzyyCODSm669nW63sf77rtPnHnmmb1ev+yyy8Ttt98+aORKJIMVGTM8wGzatInVq1dH1UydNWsWM2fOHLSyU9nmdCUd72OqZUskkkMbr9fba63Y1tZWXnjhBS6++GIpO0my05F07etD7T4GAgFeeeUVli1bFnZ5HsxyJZKDiVSGJYOGs846i6effjrtZEuikX19aCDn46GD7O9Dg1TdRzk+BhbZ3xLJ4EI92A34NnPWWWelnexUtvnjjz9OS9npeB9TKVv29aEhW87HQ0d2qvo7XfsjXWWn6j7K+TiwstOxv1PZHxLJwUYqwweRdNxsprLN6Uo63sdUy04V6dof6So7HUnXvk7H+5iu/ZGustORdO3rdL2Pcu8nkcSOVIYlEolEIpFIJBKJRPKtQyrDEolEIpFIJBKJRCL51iGVYcmgIZW53GSeuIFD9vWhgZyPhw6yvw8NUnUf5fgYWGR/SySDC6kMH0TScbOZyjavWbMmLWWn431MpWzZ14eGbDkfDx3ZqervdO2PdJWdqvso5+PAyk7H/pYKvORQRpZWOojs3buXioqKtJKdyjYD7Nq1i5aWFiZNmoTRaEwL2el4H1MtW/b1oSFbzsdDQzakpr/TtT/SVTakbt7I+ThwsiH9+jvV/SGRHFSE5KCyc+dOsW7dOuHz+dJGdjLk1tXViWXLlomcnBxx7bXXCiGEuOKKK4SiKEJRFDFu3Dixa9euQSe7N9LxPiZDtuzrQ0O2nI+HjuyB7u/B3h/pKjtV91HOx4GVfSj1dyr7WiI5mEhleIBIx81mKtt82WWXiSVLloinnnpKLFy4UFx55ZVi4cKF4ptvvhH79+8Xp512mjjvvPMGnex0vI+plC37+tCQLefjoSM7Vf2drv2RrrJTdR/lfBxY2enY3wdDgZdIDiZSGR4g0nGzmco2jxgxQjQ2NgohhKiqqhKqqoqdO3eGrzc0NIjCwsJBJzsd72MqZcu+PjRky/l46MhOVX+na3+kq+xU3Uc5HwdWdjr2dyr7QyIZjEhleIBIx81mKttcXl4e9bvNZhOBQCDqvaKiokEnOx3vYyply74+NGTL+XjoyE5Vf6drf6Sr7FTdRzkfB1Z2OvZ3KvtDIhmMyGzSA4TH4yE/Px+AiooKLBYLQ4cODV8vKChAUZRBJTuVbS4oKGD16tUArFixApPJxJtvvhm+vnr1agoKCgad7HS8j6mULfv60JAt5+OhIztV/Z2u/ZGuslN1H+V8HFjZ6djfqewPiWQwIpXhASIdN5upbPPll1/OCSecwJlnnsn555/P448/zsUXX8wvfvEL7rzzTk477TS+973vDTrZ6XgfUylb9vWhIVvOx0NHdqr6O137I11lp+o+yvk4sLLTsb9T2R8SyaDkYJumvy3ce++9Ij8/X5xxxhmiuLhYvPzyy6KoqEj8/Oc/F3fccYcoLS0Vd91116CSnco2CyHEI488Iq6++mqxYsUKIYQQb7/9tjjmmGPEtGnTxC9/+UsRDAYHnex0vI+pli37+tCQLefjoSFbiNT0d7r2R7rKFiJ180bOx4GTLUT69Xeq+0MiGWxIZXgAScfNZirbnK6k431MtexUka79ka6y05F07et0vI/p2h/pKjsdSde+Ttf7KPd+EkniKEIIcbCt05JvJ6tWreLPf/4zn3zyCbW1tQSDQQoLC5kxYwbXXHMNy5YtG5SyJdHIvj40kPPx0EH296FBqu6jHB8Di+xviWRwI2OGB5BVq1Zx3nnnMWLECOx2O1arlYqKCk455RTeeOONQSk7VXL/+9//snTpUjIzM7ntttt45plneOGFF/j973/PyJEjOeecc3jkkUcGnWxIz/uYKtmyrw8N2XI+HjqyU9nf6dgf6So7VfdRzseBlZ2u/Z3KvpZIBh0H2zT9beHJJ58UmZmZ4vLLLxcPPfSQePXVV8Xrr78uHn/8cbF8+XKRk5MjHn744UElO5VtHjdunFi1alWv1z/88EMxevToQSc7He9jKmXLvj40ZMv5eOjITlV/p2t/pKvsVN1HOR8HVnY69ncq+0MiGYxIZXiASMfNZirbXFpa2udncnNzB53sdLyPqZQt+/rQkC3n46EjO1X9na79ka6yU3Uf5XwcWNnp2N+p7A+JZDAileEBIh03m6ls87Rp08QLL7zQ6/UXX3xRTJgwYdDJTsf7mErZsq8PDdlyPh46slPV3+naH+kqO1X3Uc7HgZWdjv2dyv6QSAYjxoPtpv1tobS0lBdffJFTTjmlx+svvfQS5eXlg0p2Ktt8zz33cMoppzB//nyOPPJISkpKUBSFpqYm1q5dy6uvvsoTTzwx6GSn431MpWzZ14eGbDkfDx3ZqervdO2PdJWdqvso5+PAyk7H/k5lf0gkgxGpDA8Q6bjZTGWbFy1axFdffcXf//533n777XCGxYKCAmbNmsUnn3zCpEmTBp3sdLyPqZQt+/rQkC3n46EjO1X9na79ka6yU3Uf5XwcWNnp2N+p7A+JZDAiSysNIDt27ODvf/97VHr90IL4/e9/P+4FMZWyU9nmdCUd72OqZaeKdO2PdJWdjqRrX6fjfUzX/khX2elIuvZ1ut5HufeTSBJHKsMSiUQikUgkEolEIvnWIesMSyQSiUQikUgkEonkW4dUhiWDgmAwyIMPPpjSv7Fnz56UypdIDhXef//9Af17cm6mHtnHkp4YiGev5MDIuSmRHFykMjyI+DYviD6fjyuuuCLpcjdt2hR+PWLECILBYNL/RqoUh0NNIamrq0up/ERI58OYVIyTY445Bq/Xm3S5vTFixIgB/XuDjVSNv1Svf3LtSw179uzp9cftdrNjxw527NgRbvcdd9wR999K1bNXTzqtfamU2xvf9vVPIjnYyJjhQYTBYMDlcmE2m1P2N+rq6iguLu7zcwd6eBUXF7N//34AjEYjQ4cO5Y477uCnP/1pv9rw6KOPdnsv9EB+5JFH6GlIXnzxxf2S3ZVx48Zxzz33cOKJJ6KqKn6/H1VN7hlQqu7bQIyHRP7e9OnTURSl2/vLly/n3nvvDf9uMpn4+OOPMZvNBAKBfslO5fjrCY/Hg91u73f7+sumTZuYMGECoPWvz+cblONvzZo15ObmUlRURG5uLqqq4na7MZvNvPrqq90+f8IJJ/Rb9ueff86MGTO6vf/ggw9y6aWXAkT9vVTR37UPDp3xl+r179u69sVDLONPVVUURen2LFRVlWeeeYYzzjgDIQRlZWXs27cPg8HQr7EzkM/edFn7Ui033da/gV77JJLBgFSGB4hULYipUkhS9TAGmDt3br8+F0JRFD7++OOYvgPwwQcfcMIJJ1BdXU1mZmZSHsiffvpp1O9z5swJ3zeTycRrr70WdX3x4sVYLJZ+yU43heSRRx7p8f2ZM2cyZcoUHnvsMYQQXHrppbhcLkwmU78tU6kcf+l8GJOq8aeqKkajkUAggNVqxe12hzeDqqpSXFwcvh/19fUxKW36jWV2djZtbW3h90Ny4tl8pvIw5lAYf8le/+TaF00qx5/D4Yj6fe/evRQXF3PYYYdRU1OD0WikoaGBSZMmsX//flRV7dfaOlDPXkiftQ9SO/7Sbf1L5donkQxWpDI8QKRqQUyVQpKqh7Eel8uF1+slJyen27UNGzbw7rvvcu2118YkM4QQggULFjB//vywC1kylGH9g0L/gHe73QghsNlslJSUANpGYs2aNQwZMqTfstNNITnQvyU0Hsxmc8zKcCrHXzofxqRq/KmqSnt7Oz6fjx07djB79uyosdfR0YHdbqelpYX8/PyY5rp+Y2kymfD5fOH3Q3IG09oH6T/+UrH+ybUvmlSOP9AOSBRFwWg0Mnv2bO666y7OPfdc6urqMBgMNDc3M27cuLiev6l89kJ6rX0h2akaf+m2/g3E3k8iGXQIyYCgKIrweDxCCCGMRmPU+yFUVQ1/Jll/M4TJZBJ+vz/qvb7wer3C5/MJIYSYNWuWWLFihSgqKgq3tbW1VZSVlXX7W/3l6aefFv/7v/8rhBDik08+EQ888IDYv3+/EEKIzz77TMyaNStmmXv37hXBYFAsX75cTJw4UbhcrvA1VVVFMBiMWaYeRVFEa2urcLlcQlXV8Hsej0e43e64+kEvu6OjQzQ3N4u1a9dGjQdFUYTD4RBCCNHc3Bzz30nV+PP7/eKdd94Rr776qujo6IiSFSKesSdE6sef0+kULS0tPV5bv369+Mtf/hKzzBDBYFAcddRR4pZbbgm/p6qqCAQCccsUInXjT1XV8PjSy+x6raWlJere9rfNIVkmkynqb+pfD6a1T4j0HH+pXP/k2hfb3wwRz/j75JNPRG5ursjLyxNr1qwR55xzjvjzn/8sCgsLw+1taWmJe/yl4tkbIt3WvpCcgRh/6bL+pXrtk0gGGzKB1kFA79rSk5tLrAQCAd59911ee+21qFO9RGSvXr2a4uJiiouL+eyzzxg1ahQbN26Mcp0RCTgVPP744wSDQYQQPProoxx77LHcd999TJ48mb1791JSUkJNTU3McisrK8nPz+c///kPr732GlarNaq9GRkZ2O32qJ9YURSl175NpM9DcnNzc5kxY0ZU/3YdM4n+nZ5ex0p1dTVz5szh+OOP55xzzmH8+PGsW7cOSGxsQOrHH8Crr74adidbvXo1//rXv6iurga0GM7eTt4PxL59+xBCcMMNN9DU1MQvfvGLqOvJmO+pGH8H6stE+7k3WUIIJkyYEI4rjIdUrH2QvuMv1eufXPuiSdX4u+222/jVr37Fbbfdxq233sro0aPZt28f9fX1iTY5Zc/edF379HJTPf7SYf0biLVPIhlsGA92A76N9LQgxkt1dTUnnXQSmzZtwmQykZubywsvvMD06dMTWrBCD+NgMMitt97K7Nmzk/YwBrjooot47LHHALjnnnt46623OOKII/jRj37EQw89xPXXX09TU1PMcr/88kueeeYZfv/73/Pcc89x3XXXRV1/+eWXMRgMCbU91K9CCGbMmJGUh7xebqzXEvk7iYy/G2+8kfHjx/Pxxx9jMpn4+c9/zoUXXsjGjRsTbmOqx9/jjz+OyWQKbwivueYaRo8ezU9+8hO++OKLhA5jcnJysFgsrFmzpkdlpCtOpzOmv5Gq8XcwWL58OUIIrrnmmpi/m6q1D9J3/KV6/ZNrX4RUjr9Nmzbx2muvIYTgt7/9LccffzwvvfQSTz31FFOnTk1Idqqevem89g3U+OvKYFz/Ur32SSSDkiRamSUH4ECuWvfff7/429/+FperzHnnnScuuOAC4Xa7RSAQED/96U/FhAkTwrJDxOoqU1lZKYLBoAgEAqK0tFT88Y9/FIsWLRL//e9/xdatWxN201IURfz73/8Wv/zlL8PuN0II8fLLLwtFUYSqqgm5Vn344YciMzNTvP322+H3kumqFXLLuu+++8L3ze12x+xC2lV2b66q+muJuqoma/wVFhaKb775Jvy7z+cTdrtdVFVVdXOTbmtri6nNqR5/qqqGx9+UKVPEqlWrhBBC3HDDDeJXv/qVaGtrE3a7PSaZQgjx1Vdfidtuu03Y7XZx7733Rl1TFEWsWLFCvPvuu1E/sZCq8XegsZeom7SqqsLr9QohkusmmKq1T4j0HX8hUrH+ybUvmlSOvyFDhoRfFxcXi/vvv1/Y7XYxYsQI8c9//jM8/kpLS4XD4YipT1L17E3XtS8kO1XjL93Wv1SvfRLJYEQqwwNEqhbEVCkkqXwYCxH9QB4xYoSoqakRQgjxl7/8RVxyySVizZo1wmQyRcWhxspf//pXMX78+HCcXLKU4ba2tqiHrz5uKVUP5MGokAwdOlSsW7cu/HtbW5swmUyisbEx6gGp32D1l4Ecf+l2GJOK8XegmGFFUcTjjz8unnnmGfHYY4/F1dd33HGHuOuuu4TBYBC/+93vxG9/+9tBu/YJkf7jT4jkr39y7YsmleNv8uTJYvPmzWLDhg1iwoQJ4uGHHxbHH398+HpIMYxnbU31szfd1r6QnFTmTEin9S/Va59EMhiRbtIDhBCCu+++G4PBQDAY5Pe//31SMvDZ7fZwdkzQskT6fD7sdnuUq4zf7yc3N7ffcvPz89myZQuBQIDCwkKsVisLFiwIlxm48sorURSF2tpasrKyYm73sGHDwi5OZ5xxBieddBKLFy/mn//8Jy+//DKzZs0K91W8fP/73+f222/n1Vdf5cQTT4xbTlceeuihhF2te+JALl9CCF544QUsFkvMrmWh7yd7/J1zzjlcffXV/PWvf8VqtfLTn/6URYsWkZ+fz86dO8Of07/uL6kef3oyMzOpra2lpKSEnTt3cvHFF3Pttdcyb948XC5Xj+59fXHkkUdy11138cMf/pCNGzcm1ZU5FeNPHMCtbuTIkVHxfyNHjoxJ9tKlS3n//fcBWLJkCStXrgy/nwipWvsg/ccfpGb9k2tfhFSOv8svv5wFCxagKAq33nprt+vr168nKyuL9evXx9zuVD97023tg9SOv3Rb/wZy7ZNIBgtSGR4gUrUgpkohSeXDONSeZ555BkVRuOOOO7jjjjvYvHkzDzzwQFTpkQNt0vvCYDDwox/9KFw+IhFZIaZMmcJDDz0E0GPsViJ/I90Ukl/96ldce+21zJkzByEES5Ys4eGHHwa0DVcI/ev+kurxl66HMakaf13/nfrN4fbt2+OSGeL111/v8zPxtDuVhzGHwvhL9von175oUjn+rrvuOiorKwE4/fTTuyVTmzhxYtT/Y2Egnr3ptPb19d1Ex1+6rX+pXvskkkHJgNmgJX2id83pLy6XS1x22WXCYDAIVVXFsmXLRHV1dVLa8+yzz4pnn31WCCG6uWklg02bNh0wbmjq1KkJuUl35ayzzkqaLD16F6eGhoaUyB0I4hl/Qmju0Y2NjUlvT6rHX6i8iMfjEbfddpv4zne+E/57QghhtVpFa2trQn/jd7/7nfjggw+EEFr/Juoq2BOpGH+TJk0Kl9YYCM466yzh9/tj+k4q1z4hDo3xpycV69+3ee1L9fjTs379evHf//43afIG4tmbrmtfV7kDwWBb/1K99kkkgw1FCJkjfbBw9tln85///CcuN6D29nZ8Ph/5+fkpaBls2LCBzZs3c/bZZ6dEfjozefJk1q1bh9GYXEeLVMntjUTGX6pJxfjbvHkzdXV1LFiwoMfr06ZN46OPPorbTbUrZ599Nk899VRSZOkZ6HEy2Ej12geHxvhLBXLtG5jxl+6k29qXTmuq3PtJJIkjlWGJRCKRSCQSiUQikXzrUA92AyQSiUQikUgkEolEIhlopDIskUgkEolEIpFIJJJvHVIZlkgkEskhS25uLu++++4BPxOKFnr44YeZNWvWALRKIpFIJBLJYEAqwxKJRCJJS3bt2oWiKOzdu7fPz+7evRuj0YjRaERVVe64447w78cff/wAtFYikUgkEslgQyrDEolEIjmk6ejoICsri5qaGr755hsArr/+ehoaGrjjjjsoLCw8yC2USCQSiURyMBj8eeMlEolEIkmAk08+GYB33nkHs9nM8OHDsdvt2O12qqurGTt27EFuoUQikUgkkoOBtAxLJBKJ5JBACEFHRwf79u1j1apVVFdXA5oSLIRg4cKFvPHGGxxxxBHh73z00UdRccKBQICWlhYcDseAt18ikUgkEsnAIi3DEolEIklrRo8eDYDX68Vut1NRUcG4ceO4/fbboz7n9/t57LHHsFqtBINBduzYwZo1a9i1a1f4M1988QV5eXmceuqpPP/88wP4r5BIJBKJRDLQSGVYIpFIJGnJsGHDaG9vB0BRFCwWC0Zj9GPt17/+NaNGjQLgnnvuwWw2Y7Vaueeee2hqamLkyJH84Q9/4PLLLwdg5syZfPbZZwP7D5FIJBKJRHJQkMqwRCKRSNISRVHIzMxk+fLlPPnkk71+bsaMGVRVVXH77bfzyiuvYDQaeeKJJ3j44YdZvXo1P/zhD7npppuYMWPGALZeIpFIJBLJwUYRoQKLEolEIpGkIcFgkGAw2OO10tJSnn76af70pz+xdOlSfvCDHxAMBjnhhBMoKyvjoYceYu/evSxZsoSzzz6bV199VVqGJRKJRCL5liAtwxKJRCJJay699FIeeeSRA37mueeeQ1EUAG666Sb27dvH008/DUBFRQUbNmzgscceS3lbJRKJRCKRDB5kNmmJRCKRpD0/+tGP8Pl8Pf4sWLAgrAgDXHTRRbz44otkZmaG3zMYDAej2RKJRCKRSA4i0jIskUgkkrQnGAzi9/t7va5PrDV9+vSBaJJEIpFIJJJBjrQMSyQSiSTt+dOf/oTNZuvx52c/+9nBbp5EIpFIJJJBiEygJZFIJBKJRCKRSCSSbx3SMiyRSCQSiUQikUgkkm8dUhmWSCQSiUQikUgkEsm3DqkMSyQSiUQikUgkEonkW4dUhiUSiUQikUgkEolE8q1DKsMSiUQikUgkEolEIvnWIZVhiUQikUgkEolEIpF865DKsEQikUgkEolEIpFIvnVIZVgikUgkEolEIpFIJN86pDIskUgkEolEIpFIJJJvHVIZlkgkEolEIpFIJBLJtw6pDEskEolEIpFIJBKJ5FvH/wcbQugVEW7xlwAAAABJRU5ErkJggg==\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "poly_transformer = PolynomialFeatures(degree=2, interaction_only=True,\n", " include_bias=False)\n", "X_hour_week_onehot_poly = poly_transformer.fit_transform(X_hour_week_onehot)\n", "lr = Ridge()\n", "eval_on_features(X_hour_week_onehot_poly, y, lr)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "id": "kc25iLV3Iw4p" }, "outputs": [], "source": [ "hour = [\"%02d:00\" % i for i in range(0, 24, 3)]\n", "day = [\"월\", \"화\", \"수\", \"목\", \"금\", \"토\", \"일\"]\n", "features = day + hour" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "scrolled": true, "id": "WBA4DOhsIw4q" }, "outputs": [], "source": [ "# get_feature_names() 메서드가 1.0에서 deprecated 되었고 1.2 버전에서 삭제될 예정입니다.\n", "# 대신 get_feature_names_out()을 사용합니다.\n", "features_poly = poly_transformer.get_feature_names_out(features)\n", "features_nonzero = np.array(features_poly)[lr.coef_ != 0]\n", "coef_nonzero = lr.coef_[lr.coef_ != 0]" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "id": "tZ42cCXbIw4q", "outputId": "574ee253-4a30-401b-e4f3-c0e706e0080c", "colab": { "base_uri": "https://localhost:8080/", "height": 230 } }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n", "application/pdf": "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\n" }, "metadata": {} } ], "source": [ "plt.figure(figsize=(15, 2))\n", "plt.plot(coef_nonzero, 'o')\n", "plt.xticks(np.arange(len(coef_nonzero)), features_nonzero, rotation=90)\n", "plt.xlabel(\"특성 이름\")\n", "plt.ylabel(\"계수 크기\")\n", "plt.show() # 책에는 없음" ] }, { "cell_type": "markdown", "metadata": { "id": "7soHAtBIIw4r" }, "source": [ "## 4.9 요약 및 정리" ] } ], "metadata": { "anaconda-cloud": {}, "environment": { "kernel": "python3", "name": "common-cpu.m102", "type": "gcloud", "uri": "gcr.io/deeplearning-platform-release/base-cpu:m102" }, "kernelspec": { "display_name": "Python 3", "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": "3.7.12" }, "colab": { "provenance": [] } }, "nbformat": 4, "nbformat_minor": 0 }