{
"cells": [
{
"cell_type": "markdown",
"id": "07827b7b-2f76-4200-88f5-019b9a0e186f",
"metadata": {},
"source": [
"# 初步"
]
},
{
"cell_type": "markdown",
"id": "2180d0b1",
"metadata": {},
"source": [
"- 特征工程\n",
"- 回归模型:线性,非线性"
]
},
{
"cell_type": "markdown",
"id": "86ca6191-dd4d-4f0e-940e-297dc62e1a24",
"metadata": {},
"source": [
"## 导入"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "08ad8057-6a20-4f3e-aeff-dc0911d49af7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pd: 2.3.3\n"
]
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import time\n",
"import os\n",
"\n",
"from scipy import stats\n",
"from sklearn.compose import ColumnTransformer,make_column_selector\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.preprocessing import StandardScaler, OneHotEncoder, OrdinalEncoder,LabelEncoder, FunctionTransformer,TargetEncoder,PolynomialFeatures\n",
"from sklearn.impute import SimpleImputer\n",
"\n",
"from sklearn.tree import DecisionTreeRegressor\n",
"from sklearn.linear_model import Lasso,LassoCV, Ridge,RidgeCV,ElasticNetCV, ElasticNet, LinearRegression,BayesianRidge\n",
"from sklearn.ensemble import RandomForestRegressor, IsolationForest\n",
"from sklearn.model_selection import train_test_split,GridSearchCV\n",
"from sklearn.compose import TransformedTargetRegressor\n",
"from sklearn.feature_selection import f_regression, SelectKBest\n",
"from sklearn.metrics import root_mean_squared_error\n",
"import gc\n",
"import warnings\n",
"from contextlib import contextmanager\n",
"\n",
"gc.enable()\n",
"warnings.filterwarnings('ignore')\n",
"plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
"plt.rcParams['axes.unicode_minus'] = False \n",
"plt.rcParams['figure.figsize'] = (8,6) \n",
"plt.rcParams['figure.dpi'] = 100\n",
"\n",
"sns.set_theme(style=\"whitegrid\", palette=\"Set1\")\n",
"\n",
"print(f'pd: {pd.__version__}')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "bf8c0f72-6a0c-4d70-920d-91cf50e0095d",
"metadata": {},
"outputs": [],
"source": [
"traindata = pd.read_csv('data/train.csv',index_col='Id')\n",
"testdata = pd.read_csv('data/test.csv',index_col='Id')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b81513ff",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1460, 80)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traindata.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e55caa4e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" PoolArea \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" \n",
" \n",
" Id \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",
" 1 \n",
" 60 \n",
" RL \n",
" 65.0 \n",
" 8450 \n",
" Pave \n",
" NaN \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 2 \n",
" 2008 \n",
" WD \n",
" Normal \n",
" 208500 \n",
" \n",
" \n",
" 2 \n",
" 20 \n",
" RL \n",
" 80.0 \n",
" 9600 \n",
" Pave \n",
" NaN \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" FR2 \n",
" ... \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 5 \n",
" 2007 \n",
" WD \n",
" Normal \n",
" 181500 \n",
" \n",
" \n",
" 3 \n",
" 60 \n",
" RL \n",
" 68.0 \n",
" 11250 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 9 \n",
" 2008 \n",
" WD \n",
" Normal \n",
" 223500 \n",
" \n",
" \n",
" 4 \n",
" 70 \n",
" RL \n",
" 60.0 \n",
" 9550 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Corner \n",
" ... \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 2 \n",
" 2006 \n",
" WD \n",
" Abnorml \n",
" 140000 \n",
" \n",
" \n",
" 5 \n",
" 60 \n",
" RL \n",
" 84.0 \n",
" 14260 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" FR2 \n",
" ... \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 12 \n",
" 2008 \n",
" WD \n",
" Normal \n",
" 250000 \n",
" \n",
" \n",
"
\n",
"
5 rows × 80 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"1 60 RL 65.0 8450 Pave NaN Reg \n",
"2 20 RL 80.0 9600 Pave NaN Reg \n",
"3 60 RL 68.0 11250 Pave NaN IR1 \n",
"4 70 RL 60.0 9550 Pave NaN IR1 \n",
"5 60 RL 84.0 14260 Pave NaN IR1 \n",
"\n",
" LandContour Utilities LotConfig ... PoolArea PoolQC Fence MiscFeature \\\n",
"Id ... \n",
"1 Lvl AllPub Inside ... 0 NaN NaN NaN \n",
"2 Lvl AllPub FR2 ... 0 NaN NaN NaN \n",
"3 Lvl AllPub Inside ... 0 NaN NaN NaN \n",
"4 Lvl AllPub Corner ... 0 NaN NaN NaN \n",
"5 Lvl AllPub FR2 ... 0 NaN NaN NaN \n",
"\n",
" MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n",
"Id \n",
"1 0 2 2008 WD Normal 208500 \n",
"2 0 5 2007 WD Normal 181500 \n",
"3 0 9 2008 WD Normal 223500 \n",
"4 0 2 2006 WD Abnorml 140000 \n",
"5 0 12 2008 WD Normal 250000 \n",
"\n",
"[5 rows x 80 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traindata.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e33bbfcd-b008-4401-bef0-8dad6fe7ee22",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Index: 1460 entries, 1 to 1460\n",
"Data columns (total 80 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 MSSubClass 1460 non-null int64 \n",
" 1 MSZoning 1460 non-null object \n",
" 2 LotFrontage 1201 non-null float64\n",
" 3 LotArea 1460 non-null int64 \n",
" 4 Street 1460 non-null object \n",
" 5 Alley 91 non-null object \n",
" 6 LotShape 1460 non-null object \n",
" 7 LandContour 1460 non-null object \n",
" 8 Utilities 1460 non-null object \n",
" 9 LotConfig 1460 non-null object \n",
" 10 LandSlope 1460 non-null object \n",
" 11 Neighborhood 1460 non-null object \n",
" 12 Condition1 1460 non-null object \n",
" 13 Condition2 1460 non-null object \n",
" 14 BldgType 1460 non-null object \n",
" 15 HouseStyle 1460 non-null object \n",
" 16 OverallQual 1460 non-null int64 \n",
" 17 OverallCond 1460 non-null int64 \n",
" 18 YearBuilt 1460 non-null int64 \n",
" 19 YearRemodAdd 1460 non-null int64 \n",
" 20 RoofStyle 1460 non-null object \n",
" 21 RoofMatl 1460 non-null object \n",
" 22 Exterior1st 1460 non-null object \n",
" 23 Exterior2nd 1460 non-null object \n",
" 24 MasVnrType 588 non-null object \n",
" 25 MasVnrArea 1452 non-null float64\n",
" 26 ExterQual 1460 non-null object \n",
" 27 ExterCond 1460 non-null object \n",
" 28 Foundation 1460 non-null object \n",
" 29 BsmtQual 1423 non-null object \n",
" 30 BsmtCond 1423 non-null object \n",
" 31 BsmtExposure 1422 non-null object \n",
" 32 BsmtFinType1 1423 non-null object \n",
" 33 BsmtFinSF1 1460 non-null int64 \n",
" 34 BsmtFinType2 1422 non-null object \n",
" 35 BsmtFinSF2 1460 non-null int64 \n",
" 36 BsmtUnfSF 1460 non-null int64 \n",
" 37 TotalBsmtSF 1460 non-null int64 \n",
" 38 Heating 1460 non-null object \n",
" 39 HeatingQC 1460 non-null object \n",
" 40 CentralAir 1460 non-null object \n",
" 41 Electrical 1459 non-null object \n",
" 42 1stFlrSF 1460 non-null int64 \n",
" 43 2ndFlrSF 1460 non-null int64 \n",
" 44 LowQualFinSF 1460 non-null int64 \n",
" 45 GrLivArea 1460 non-null int64 \n",
" 46 BsmtFullBath 1460 non-null int64 \n",
" 47 BsmtHalfBath 1460 non-null int64 \n",
" 48 FullBath 1460 non-null int64 \n",
" 49 HalfBath 1460 non-null int64 \n",
" 50 BedroomAbvGr 1460 non-null int64 \n",
" 51 KitchenAbvGr 1460 non-null int64 \n",
" 52 KitchenQual 1460 non-null object \n",
" 53 TotRmsAbvGrd 1460 non-null int64 \n",
" 54 Functional 1460 non-null object \n",
" 55 Fireplaces 1460 non-null int64 \n",
" 56 FireplaceQu 770 non-null object \n",
" 57 GarageType 1379 non-null object \n",
" 58 GarageYrBlt 1379 non-null float64\n",
" 59 GarageFinish 1379 non-null object \n",
" 60 GarageCars 1460 non-null int64 \n",
" 61 GarageArea 1460 non-null int64 \n",
" 62 GarageQual 1379 non-null object \n",
" 63 GarageCond 1379 non-null object \n",
" 64 PavedDrive 1460 non-null object \n",
" 65 WoodDeckSF 1460 non-null int64 \n",
" 66 OpenPorchSF 1460 non-null int64 \n",
" 67 EnclosedPorch 1460 non-null int64 \n",
" 68 3SsnPorch 1460 non-null int64 \n",
" 69 ScreenPorch 1460 non-null int64 \n",
" 70 PoolArea 1460 non-null int64 \n",
" 71 PoolQC 7 non-null object \n",
" 72 Fence 281 non-null object \n",
" 73 MiscFeature 54 non-null object \n",
" 74 MiscVal 1460 non-null int64 \n",
" 75 MoSold 1460 non-null int64 \n",
" 76 YrSold 1460 non-null int64 \n",
" 77 SaleType 1460 non-null object \n",
" 78 SaleCondition 1460 non-null object \n",
" 79 SalePrice 1460 non-null int64 \n",
"dtypes: float64(3), int64(34), object(43)\n",
"memory usage: 923.9+ KB\n"
]
}
],
"source": [
"traindata.info()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c728f7af-4d7d-40c7-bd1e-b5de0fff28d7",
"metadata": {},
"outputs": [
{
"data": {
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" 2006.000000 \n",
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" 20.000000 \n",
" NaN \n",
" 59.000000 \n",
" 7553.500000 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
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" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
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" 0.000000 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0.000000 \n",
" 6.000000 \n",
" 2008.000000 \n",
" NaN \n",
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" 163000.000000 \n",
" \n",
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" 75% \n",
" 70.000000 \n",
" NaN \n",
" 80.000000 \n",
" 11601.500000 \n",
" NaN \n",
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" NaN \n",
" NaN \n",
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" NaN \n",
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" 214000.000000 \n",
" \n",
" \n",
" max \n",
" 190.000000 \n",
" NaN \n",
" 313.000000 \n",
" 215245.000000 \n",
" NaN \n",
" NaN \n",
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" NaN \n",
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11 rows × 80 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley \\\n",
"count 1460.000000 1460 1201.000000 1460.000000 1460 91 \n",
"unique NaN 5 NaN NaN 2 2 \n",
"top NaN RL NaN NaN Pave Grvl \n",
"freq NaN 1151 NaN NaN 1454 50 \n",
"mean 56.897260 NaN 70.049958 10516.828082 NaN NaN \n",
"std 42.300571 NaN 24.284752 9981.264932 NaN NaN \n",
"min 20.000000 NaN 21.000000 1300.000000 NaN NaN \n",
"25% 20.000000 NaN 59.000000 7553.500000 NaN NaN \n",
"50% 50.000000 NaN 69.000000 9478.500000 NaN NaN \n",
"75% 70.000000 NaN 80.000000 11601.500000 NaN NaN \n",
"max 190.000000 NaN 313.000000 215245.000000 NaN NaN \n",
"\n",
" LotShape LandContour Utilities LotConfig ... PoolArea PoolQC \\\n",
"count 1460 1460 1460 1460 ... 1460.000000 7 \n",
"unique 4 4 2 5 ... NaN 3 \n",
"top Reg Lvl AllPub Inside ... NaN Gd \n",
"freq 925 1311 1459 1052 ... NaN 3 \n",
"mean NaN NaN NaN NaN ... 2.758904 NaN \n",
"std NaN NaN NaN NaN ... 40.177307 NaN \n",
"min NaN NaN NaN NaN ... 0.000000 NaN \n",
"25% NaN NaN NaN NaN ... 0.000000 NaN \n",
"50% NaN NaN NaN NaN ... 0.000000 NaN \n",
"75% NaN NaN NaN NaN ... 0.000000 NaN \n",
"max NaN NaN NaN NaN ... 738.000000 NaN \n",
"\n",
" Fence MiscFeature MiscVal MoSold YrSold SaleType \\\n",
"count 281 54 1460.000000 1460.000000 1460.000000 1460 \n",
"unique 4 4 NaN NaN NaN 9 \n",
"top MnPrv Shed NaN NaN NaN WD \n",
"freq 157 49 NaN NaN NaN 1267 \n",
"mean NaN NaN 43.489041 6.321918 2007.815753 NaN \n",
"std NaN NaN 496.123024 2.703626 1.328095 NaN \n",
"min NaN NaN 0.000000 1.000000 2006.000000 NaN \n",
"25% NaN NaN 0.000000 5.000000 2007.000000 NaN \n",
"50% NaN NaN 0.000000 6.000000 2008.000000 NaN \n",
"75% NaN NaN 0.000000 8.000000 2009.000000 NaN \n",
"max NaN NaN 15500.000000 12.000000 2010.000000 NaN \n",
"\n",
" SaleCondition SalePrice \n",
"count 1460 1460.000000 \n",
"unique 6 NaN \n",
"top Normal NaN \n",
"freq 1198 NaN \n",
"mean NaN 180921.195890 \n",
"std NaN 79442.502883 \n",
"min NaN 34900.000000 \n",
"25% NaN 129975.000000 \n",
"50% NaN 163000.000000 \n",
"75% NaN 214000.000000 \n",
"max NaN 755000.000000 \n",
"\n",
"[11 rows x 80 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traindata.describe(include='all')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "59aeb54b-2aa7-4d0a-9239-af208fb4cc57",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"MSSubClass int64\n",
"MSZoning object\n",
"LotFrontage float64\n",
"LotArea int64\n",
"Street object\n",
" ... \n",
"MoSold int64\n",
"YrSold int64\n",
"SaleType object\n",
"SaleCondition object\n",
"SalePrice int64\n",
"Length: 80, dtype: object"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"traindata.dtypes"
]
},
{
"cell_type": "markdown",
"id": "1eab7a23",
"metadata": {},
"source": [
"## submit"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1428a00f",
"metadata": {},
"outputs": [],
"source": [
"\n",
"def submit(ids, pred, name, feature_count=None):\n",
" \"\"\"\n",
" ids: 测试集的id\n",
" pred: 模型预测概率\n",
" name: 你的实验备注 (如 'lgb_v1', 'baseline')\n",
" feature_count: 可选,记录模型使用了多少个特征\n",
" \"\"\"\n",
" # 1. 创建提交 DataFrame\n",
" submit_df = pd.DataFrame({\n",
" 'ID': ids,\n",
" 'SalePrice': pred\n",
" })\n",
"\n",
" # 2. 生成时间戳 (格式: 0213_1530)\n",
" timestamp = time.strftime(\"%m%d_%H%M\")\n",
" \n",
" # 3. 构造文件名\n",
" # 格式: 0213_1530_lgb_v1_f542.csv\n",
" f_str = f\"_f{feature_count}\" if feature_count else \"\"\n",
" filename = f\"{timestamp}_{name}{f_str}.csv\"\n",
" \n",
" # 4. 确保保存目录存在 (可选)\n",
" if not os.path.exists('submissions'):\n",
" os.makedirs('submissions')\n",
" \n",
" save_path = os.path.join('submissions', filename)\n",
" \n",
" # 5. 保存并打印提示\n",
" submit_df.to_csv(save_path, index=False)\n",
" \n",
" return submit_df\n"
]
},
{
"cell_type": "markdown",
"id": "b39ef6ad",
"metadata": {},
"source": [
"## 字段说明\n",
"来自AI\n",
"\n",
"🏠 房屋基本属性与位置\n",
"\n",
"这些字段决定了房子的“骨架”和地段:\n",
"\n",
"* **MSSubClass**: 房屋类型(如:1层现代风格、2层复古风格等)。\n",
"* **MSZoning**: 土地分区(如:住宅区、商业区、农业区)。\n",
"* **LotFrontage**: 房屋连接街道的距离(英尺)。\n",
"* **LotArea**: 地块面积(平方英尺)。\n",
"* **Street / Alley**: 道路/巷道的铺设类型(如:碎石、柏油)。\n",
"* **LotShape**: 地块形状(是否规整)。\n",
"* **LandContour**: 地形平坦度(如:平坦、有坡度、凹陷)。\n",
"* **Neighborhood**: 艾姆斯市内的具体社区位置。\n",
"* **BldgType**: 住宅类型(独栋、联排等)。\n",
"* **HouseStyle**: 住宅风格(一层、二层、半层等)。\n",
"\n",
"🌟 整体品质与年代\n",
"\n",
"* **OverallQual**: 整体材料和装饰评分(1-10分)。\n",
"* **OverallCond**: 整体状态评分(1-10分)。\n",
"* **YearBuilt**: 建造年份。\n",
"* **YearRemodAdd**: 改建年份。\n",
"\n",
"🧱 外部与结构细节\n",
"\n",
"* **RoofStyle / RoofMatl**: 屋顶类型和材料。\n",
"* **Exterior1st / Exterior2nd**: 房屋外墙覆盖物。\n",
"* **MasVnrType / MasVnrArea**: 砖石饰面类型及面积。\n",
"* **ExterQual / ExterCond**: 外部材料的质量和现状评分。\n",
"* **Foundation**: 地基类型(如:混凝土、砖、石头)。\n",
"\n",
"🕳️ 地下室情况\n",
"\n",
"* **BsmtQual / BsmtCond**: 地下室的高度评价和质量评分。\n",
"* **BsmtExposure**: 花园式地下室的采光/出口情况。\n",
"* **BsmtFinType1 / BsmtFinSF1**: 第一类型地下室完工面积及类型。\n",
"* **BsmtFinType2 / BsmtFinSF2**: 第二类型地下室完工面积。\n",
"* **BsmtUnfSF**: 未完工地下室面积。\n",
"* **TotalBsmtSF**: 地下室总面积。\n",
"\n",
"🌡️ 公用设施与系统\n",
"\n",
"* **Heating / HeatingQC**: 供暖类型和质量评分。\n",
"* **CentralAir**: 是否有中央空调(Y/N)。\n",
"* **Electrical**: 电气系统类型。\n",
"\n",
"📐 居住面积与房间\n",
"\n",
"* **1stFlrSF / 2ndFlrSF**: 一层/二层面积。\n",
"* **LowQualFinSF**: 低质量完工面积(所有楼层)。\n",
"* **GrLivArea**: 地面以上居住面积总和。\n",
"* **BsmtFullBath / BsmtHalfBath**: 地下室全卫/半卫数量。\n",
"* **FullBath / HalfBath**: 地面上全卫/半卫数量。\n",
"* **BedroomAbvGr**: 地面上卧室数量。\n",
"* **KitchenAbvGr / KitchenQual**: 厨房数量及质量评分。\n",
"* **TotRmsAbvGrd**: 地面上房间总数(不含卫浴)。\n",
"* **Fireplaces / FireplaceQu**: 壁炉数量及质量。\n",
"\n",
"🚗 车库与附属设施\n",
"\n",
"* **GarageType / GarageYrBlt**: 车库位置、建造年份。\n",
"* **GarageFinish / GarageCars / GarageArea**: 车库装修情况、车位数、面积。\n",
"* **GarageQual / GarageCond**: 车库质量和现状。\n",
"* **PavedDrive**: 车道铺设情况。\n",
"* **WoodDeckSF / OpenPorchSF / EnclosedPorch / 3SsnPorch / ScreenPorch**: 露台、走廊等各类户外空间的面积。\n",
"* **PoolArea / PoolQC**: 泳池面积及质量。\n",
"* **Fence**: 围栏质量。\n",
"* **MiscFeature / MiscVal**: 其他杂项特征(如:网球场、棚屋)及其价值。\n",
"\n",
"💰 销售信息\n",
"\n",
"* **MoSold / YrSold**: 售出月份和年份。\n",
"* **SaleType**: 销售类型(如:现金、贷款、法拍)。\n",
"* **SaleCondition**: 销售条件(如:正常交易、家庭内部转让)。\n",
"* **SalePrice**: **目标变量**,房屋售价(美元)。"
]
},
{
"cell_type": "markdown",
"id": "ef28611d",
"metadata": {},
"source": [
"## EDA\n",
"描述了数据特征探索的全部过程。 \n",
"\n",
"EDA过程进行了一些修改:缺失值删除列或者行,异常值删除样本行,还有转变dtype,类型编码,log变换等,\n",
"\n",
"从EDA到pipeline的时候,注意的:\n",
"1. 删除样本行的操作,应该在pipeline之前,在train上进行\n",
"2. 填充缺失值、标准化、类型编码,在pipeline中,train上fit,test上transform\n",
"3. 缺失值删除列、log变换,在pipeline中或者之前"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "35129464",
"metadata": {},
"outputs": [],
"source": [
"eda_data = traindata.copy() # 方便探索,不修改traindata"
]
},
{
"cell_type": "markdown",
"id": "970ba166",
"metadata": {},
"source": [
"traindata会进行样本行删除"
]
},
{
"cell_type": "markdown",
"id": "bd70c113",
"metadata": {},
"source": [
"### metric"
]
},
{
"cell_type": "markdown",
"id": "9727e08c",
"metadata": {},
"source": [
"Root-Mean-Squared-Error (RMSE) between the logarithm of the predicted value and the logarithm of the observed sales price. "
]
},
{
"cell_type": "markdown",
"id": "09dfd2e7",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"id": "efda33fe",
"metadata": {},
"source": [
"### 修正dtypes"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "db941f9e",
"metadata": {},
"outputs": [],
"source": [
"date_cols = ['GarageYrBlt','YearRemodAdd', 'YearBuilt', 'YrSold', 'MoSold']\n",
"eda_data[date_cols] = eda_data[date_cols].astype('datetime64[us]')\n",
"eda_data['GarageYrBlt'] = eda_data['GarageYrBlt'].dt.year\n",
"eda_data['YearRemodAdd'] = eda_data['YearRemodAdd'].dt.year\n",
"eda_data['YearBuilt'] = eda_data['YearBuilt'].dt.year\n",
"eda_data['YrSold'] = eda_data['YrSold'].dt.year\n",
"eda_data['MoSold'] = eda_data['MoSold'].dt.month"
]
},
{
"cell_type": "markdown",
"id": "96915cf9",
"metadata": {},
"source": [
"数字表示类别,不具备数值意义:\n",
"\n",
"*MSSubClass*是类别"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4ae078c8",
"metadata": {},
"outputs": [],
"source": [
"eda_data['MSSubClass'] = eda_data['MSSubClass'].astype('category')"
]
},
{
"cell_type": "markdown",
"id": "743a16bd",
"metadata": {},
"source": [
"定序特征转换为数值类型:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "73dc1e5b",
"metadata": {},
"outputs": [],
"source": [
"eda_data['ExterQual'] = eda_data['ExterQual'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['BsmtCond'] = eda_data['BsmtCond'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['BsmtFinType1'] = eda_data['BsmtFinType1'].map({'GLQ': 6, 'ALQ': 5, 'BLQ': 4, 'Rec': 3, 'LwQ': 2, 'Unf': 1, 'NA':0})\n",
"eda_data['BsmtFinType2'] = eda_data['BsmtFinType2'].map({'GLQ': 6, 'ALQ': 5, 'BLQ': 4, 'Rec': 3, 'LwQ': 2, 'Unf': 1, 'NA':0})\n",
"eda_data['BsmtQual'] = eda_data['BsmtQual'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['KitchenQual'] = eda_data['KitchenQual'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['GarageQual'] = eda_data['GarageQual'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['GarageCond'] = eda_data['GarageCond'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['HeatingQC'] = eda_data['HeatingQC'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['FireplaceQu'] = eda_data['FireplaceQu'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['PoolQC'] = eda_data['PoolQC'].map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0})\n",
"eda_data['Fence'] = eda_data['Fence'].map({'GdPrv': 4, 'MnPrv': 3, 'GdWo': 2, 'MnWw': 1, 'NA': 0})"
]
},
{
"cell_type": "markdown",
"id": "05bfd2c7",
"metadata": {},
"source": [
"### 目标SalePrice"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "619c016c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'SalePrice distribution')"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.histplot(data=eda_data, x='SalePrice',kde=True)\n",
"ax.set_title('SalePrice distribution')"
]
},
{
"cell_type": "markdown",
"id": "f0f694b5",
"metadata": {},
"source": [
"明显是左偏分布、尖峰长尾"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "c0e46d4d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SalePrice: skew 1.8828757597682129, kurt 6.536281860064529\n"
]
}
],
"source": [
"skew = eda_data['SalePrice'].skew()\n",
"kurt = eda_data['SalePrice'].kurt()\n",
"print(f'SalePrice: skew {skew}, kurt {kurt}')"
]
},
{
"cell_type": "markdown",
"id": "307d30c4",
"metadata": {},
"source": [
"### 数值特征与SalePrice相关性\n",
"所有数值包括 定序特征"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "43439579",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['LotFrontage', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt',\n",
" 'YearRemodAdd', 'MasVnrArea', 'ExterQual', 'BsmtQual', 'BsmtCond',\n",
" 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF',\n",
" 'TotalBsmtSF', 'HeatingQC', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n",
" 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n",
" 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd',\n",
" 'Fireplaces', 'FireplaceQu', 'GarageYrBlt', 'GarageCars', 'GarageArea',\n",
" 'GarageQual', 'GarageCond', 'WoodDeckSF', 'OpenPorchSF',\n",
" 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
" 'Fence', 'MiscVal', 'MoSold', 'YrSold', 'SalePrice'],\n",
" dtype='object')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data.select_dtypes(include=['number']).columns"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "642baa1c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 12))\n",
"corrs = eda_data.corr(numeric_only=True)\n",
"sns.heatmap(data=corrs)"
]
},
{
"cell_type": "markdown",
"id": "65ee2051",
"metadata": {},
"source": [
"明显地,黄色方块\n",
"- 有几个高度共线特征\n",
"- `SalePrice`的几个相关特征:`GrLivArea`,`OverallQual`..\n"
]
},
{
"cell_type": "markdown",
"id": "2ece85ba",
"metadata": {},
"source": [
"着重看下与`SalePrice`几个高相关特征"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "91538a36",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"high10_cols = corrs.nlargest(10, 'SalePrice').index.tolist() \n",
"high10_corrs = eda_data[high10_cols].corr()\n",
"plt.figure(figsize=(8,6))\n",
"sns.heatmap(data=high10_corrs, annot=True)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8a8d0df4",
"metadata": {},
"source": [
"理解下这几个特征:\n",
"- *OverallQual* 房屋装潢很重要!\n",
"- *GrLivArea* 地上楼层活动面积,\n",
"- *GarageCars* 车位数,*GarageArea* 车库面积 。 这两个是共线强相关的~\n",
"- *TotalBsmtSF* 地下室面积,*1stFlrSF* 一层面积。 这两个是共线强相关的~\n",
"- *FullBath* 地上楼层带有洗澡全设施的数量!!\n",
"- *ExterQual* \n",
"- *KitchenQual*\n",
"- *BsmtQual*"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "f2653647",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cols = ['SalePrice','OverallQual','GrLivArea','ExterQual','KitchenQual','TotalBsmtSF','GarageCars']\n",
"ax = sns.pairplot(data=eda_data[cols])"
]
},
{
"cell_type": "markdown",
"id": "1a3196b5",
"metadata": {},
"source": [
"发现:\n",
"\n",
"有一些很像边界的线: 比如`TotalBsmtSF` 总是小于`GrLivArea`这是合理的,地上楼层活动面积大于地下室面积\n"
]
},
{
"cell_type": "markdown",
"id": "d6d61c42",
"metadata": {},
"source": [
"随着建筑年限靠近,价格指数级上升\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "cbf82d35",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,6))\n",
"ax = sns.boxplot(data=eda_data, x= 'YearBuilt', y='SalePrice')\n",
"plt.xticks(rotation=90)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "90700ff2",
"metadata": {},
"source": [
"### 分类特征与目标ANOVA"
]
},
{
"cell_type": "markdown",
"id": "f48d17e6",
"metadata": {},
"source": [
"如何在这么多特征找到那些关键特征??\n",
"\n",
"我们通过ANOVA(方差分析),F统计量检验来找一些关键特征"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "99692e9d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['MSSubClass', 'MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour',\n",
" 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1',\n",
" 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl',\n",
" 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'ExterCond', 'Foundation',\n",
" 'BsmtExposure', 'Heating', 'CentralAir', 'Electrical', 'Functional',\n",
" 'GarageType', 'GarageFinish', 'PavedDrive', 'MiscFeature', 'SaleType',\n",
" 'SaleCondition'],\n",
" dtype='object')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data.select_dtypes(include=['object', 'category']).columns"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "971d692d",
"metadata": {},
"outputs": [],
"source": [
"def stat_category_features(df, n_high = 10):\n",
" cols = df.select_dtypes(include=['object', 'category']).columns\n",
" le = LabelEncoder()\n",
" y = df[['SalePrice']]\n",
" X = pd.DataFrame()\n",
" for col in cols:\n",
" X[col] = le.fit_transform(df[col])\n",
" f_stats, p_values = f_regression(X = X, y=y)\n",
" result = pd.DataFrame(index=X.columns)\n",
" result['f_score'] = f_stats\n",
" result['p_value'] = p_values\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "9b11a721",
"metadata": {},
"outputs": [],
"source": [
"result = stat_category_features(eda_data)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "ba83a218",
"metadata": {},
"outputs": [],
"source": [
"no_imp_category_features = result[result['p_value'] > 0.05].index"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "450bc7a3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Street', 'LandContour', 'Utilities', 'LandSlope', 'Condition2'], dtype='object')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"no_imp_category_features"
]
},
{
"cell_type": "markdown",
"id": "df86bcc4",
"metadata": {},
"source": [
"对于$p>0.05$的特征,我们认为F统计量是不可信的随机的。即分类对价格影响是随机的,可以删除"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "35f62760",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2,3, figsize=(15, 10))\n",
"axes = axes.flatten()\n",
"for i, col in enumerate(no_imp_category_features):\n",
" sns.boxplot(data=eda_data, x=col, y='SalePrice', ax = axes[i])\n",
" sns.stripplot(data=eda_data, x=col, y='SalePrice', ax=axes[i], alpha=0.5)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4fe26af4",
"metadata": {},
"source": [
"确实地,可以看到,这些特征几乎都只用了一个类别!"
]
},
{
"cell_type": "markdown",
"id": "d4797b6e",
"metadata": {},
"source": [
"我们来看下找到的前几个关键特征"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "00d03acd",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" f_score \n",
" p_value \n",
" \n",
" \n",
" \n",
" \n",
" GarageFinish \n",
" 629.844106 \n",
" 7.922769e-116 \n",
" \n",
" \n",
" GarageType \n",
" 303.848427 \n",
" 5.866699e-62 \n",
" \n",
" \n",
" Foundation \n",
" 249.840256 \n",
" 4.579866e-52 \n",
" \n",
" \n",
" BsmtExposure \n",
" 153.953618 \n",
" 1.112827e-33 \n",
" \n",
" \n",
" MasVnrType \n",
" 125.530544 \n",
" 5.231103e-28 \n",
" \n",
" \n",
" LotShape \n",
" 101.893942 \n",
" 3.320712e-23 \n",
" \n",
" \n",
" CentralAir \n",
" 98.305344 \n",
" 1.809506e-22 \n",
" \n",
" \n",
" Electrical \n",
" 85.006587 \n",
" 1.008341e-19 \n",
" \n",
" \n",
" PavedDrive \n",
" 82.454424 \n",
" 3.418340e-19 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" f_score p_value\n",
"GarageFinish 629.844106 7.922769e-116\n",
"GarageType 303.848427 5.866699e-62\n",
"Foundation 249.840256 4.579866e-52\n",
"BsmtExposure 153.953618 1.112827e-33\n",
"MasVnrType 125.530544 5.231103e-28\n",
"LotShape 101.893942 3.320712e-23\n",
"CentralAir 98.305344 1.809506e-22\n",
"Electrical 85.006587 1.008341e-19\n",
"PavedDrive 82.454424 3.418340e-19"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result[result['p_value'] < 0.05].sort_values(by='f_score',ascending=False).head(9)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "0fdb4091",
"metadata": {},
"outputs": [],
"source": [
"imp_category_features = result[result['p_value'] < 0.05].sort_values(by='f_score',ascending=False).head(9).index"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "ebeb341d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['GarageFinish', 'GarageType', 'Foundation', 'BsmtExposure',\n",
" 'MasVnrType', 'LotShape', 'CentralAir', 'Electrical', 'PavedDrive'],\n",
" dtype='object')"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"imp_category_features"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "ebb1f138",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XwfSzLiAUCuH3+zPvMel/PQkhhBDj0fPv1BMKhaiYVwGmia+1lcbGRp6r2ybjKSGEECNKUrIIIYQQx9AZimd9H4lEADjYFuDrX/96v5ybV111FQAdHR3DV0kx7NKfb0tLC3fddVe/62Dy0n8GDl0vaV3hxPBVUgghhDhF+bpCAASDQerq6giFUt9j6Lz/zAMynhJCCDFiJGAuhBBCHEOhy4a/J5b53ul0AvDWq+s5f+a0frmr77nnHgCKioqyznN4HnTJZz26xSy5RIor+Pc/vMrMqZXcfOOnOXfBrMx18Nqr68HmzlwvaQU51hGqsRBCCHFqaPQHCSStxN0TeX3zLiYVTqCqqoqC/HyUeBD/By8ccTwlhBBCnGySkkUIIYQ4hoVlhSh9vi+eMAEFKFaD/OhHP8rKXf2jH/2IgoICNE3j9NNPz7zn8Dzoks96dGv0B9kTcWHac3E4XSw677PsCTlpDeqZ66BYDaIqCsUTJmTep5C6noQQQojxKj0mKvUUoqCi2XMonHI6FmceVquVSxbPPeJ4SgghhBgOp0TA/Omnn+bSSy9lwYIFXHbZZTz//POZ17Zv385VV13FwoULueCCC6itrc16r2EY/OIXv2Dp0qWceeaZXHfddTQ1NWUdMxznEEIIMXZN87hZNr8UT64dq6aihzqxdXxEpG0/d955Jw0NDYTDYRoaGrjzzjsJBALous6OHTsy5xgob7Xksx69Njd10t7WhmmaRKNR3nzjTfxtbby3szVzHUTa9mNt34Ee6sSqqXhy7SybXyqrCoQQQoxr6bGPHu5Gi7RjxMLs39fEQX87580qINr+8RHHU0IIIcRwGPGA+Z/+9Cf+9V//lS996Uv8+c9/5tJLL+UHP/gBH3zwAZ2dnVx77bVMmzaNJ554gu985zv8/Oc/54knnsi8/ze/+Q2PPvood9xxB4899hiKonDDDTcQj6fyzQ7XOYQQQoxt0zxurlg0ha99ZgbzC2JYYl384Ac/oLGxkerqar70pS9RXV1NU1MTN998M5Cdc/PwPOhpks96dOoMxTO5yc8991y6Al2sX7+e+9c+nHUdWGJdzC+I8bXPzOCKRVMkWC6EEGLcS4+JIpEIqh5l6cJZqN0fs/mtl6n+5rVHHU8JIYQQw2FEc5ibpsnPf/5zvvrVr/LVr34VgG9961u8//77vPfee7z33nvYbDZuu+02LBYLM2fOpKmpiQceeIArr7ySeDzO2rVrqa6u5vzzzwfg3nvvZenSpaxfv57LLruMxx9//KSfQwghxPiSzqVZWlrKf/3Xf1FfX09HRwdFRUVUVFSwc+fOrOOgfx70NMlnPToVumyZ3ORut5vL/+7v8Pv9WI0oX1hw5RGvAyGEEGK8S4+JDu9HE8EO5hdceNTxlBBCCDEcRnSG+Z49ezhw4ACXX355VnltbS033ngjGzdupLKyEovlUFx/yZIl7N27l/b2dhoaGgiFQixZsiTzel5eHhUVFWzYsAFgWM4hhBBifKmoqMDr9bJu3ToURWHBggWcf/75LFiwAEVRWLduHSUlJVRUVGTec3gedJB81qPZwrJCvF4vLpeL+g/rQVEoKSnhHy9efNTrQAghhBjv0mMij8eT6UcVReGyqvnHHE8JIYQQw2FEZ5g3NjYCEA6HWblyJfX19Zx22mncdNNNfPazn6WlpYU5c+Zkvcfr9QLQ3NxMS0sLABMnTux3zMGDBwGG5RzFxcUn/suTmmEfDocH9V4hhBAj66qrruLee+/l3//937niiiuYMmUK+/fv5+mnn+b999/n5ptvJhY7NKPc61I5b1YBW/YHCEQS5DutnDElH69LHVd9gWmaKMrhjw4Gf66R+tt5XSpLZxfSsegMXnz1Ld59bT0rlp1DrlrI5s27jngdCCGEEIM1lvrQ9JjoU2eewduvvcSO13xUFl1Cu3r08ZQQQggxWCfSj45owDwYDALwL//yL3z729/mhz/8IX/5y1/45je/yYMPPkg0GsVms2W9x263AxCLxTK5Qwc6JhAIAAzLOQYrkUiwffv2Qb9fCCHEyMnLy2PFihW8+OKL/Nu//VumvKCggBUrVpCXlzdgGz/TDqS6EEK+Lrb7hqnCp5DD+9TBOhX60WXlhUwyZvDiiy/y6/84tGn5sa4DIYQQYjDGUh860w4zFxQyW5vXO556K/Oa9KNCCCFOhuPtR0c0YG61pvK2rly5kuXLlwMwd+5c6uvrefDBB3E4HJmNN9PSAeqcnBwcDgcA8Xg883X6mHQ+tOE4x2BZrVZmzZo16PePdYZhsH37drq6uigoKGDu3Lmo6ojvUyuEEBlz585l+fLl0ladgF27dg3ZuU6VflSuA3EyyDhICHG4sdiHQqof/fu//3v+8pe/0NraSklJCZ///OezUqIKIYQQn9SJ9KMj2gOVlpYC9Et3MmvWLF599VUmT56Mz5c99S79fUlJCclkMlM2derUrGPKy8szP+Nkn2OwFEX5RAH3sayuro7a2tqsv7vX62XlypVUVVWNYM2EEKK/ysrKka7CqDFUS8nT5zqV+lG5DsRQkXGQEGIgY7UPHajNe+GFF6TNE0IIMaROpB8d0WkqFRUVuFwu/va3v2WVf/TRR0ydOpXKyko2bdqEruuZ195++22mT59OcXEx5eXluN1u3n333czr3d3d1NfXs2jRIoBhOYc4MY3+IE9v3M+Dr+3m6Y37afQHs16vq6ujpqaGadOmcdddd/H4449z1113MW3aNGpqaqirqxuhmgshhBBCnFzHGgc99eIbRx1HCSHEaFJXV8cd996POrWSpV+7lWv+9efc/G8/lXs/IYQQI2pEA+YOh4Prr7+eX//61/z5z39m37593Hfffbz11ltce+21XHnllQSDQVavXs2uXbt48skn+f3vf8+NN94IpPLOXHXVVdx99928/PLLNDQ0cPPNN1NaWsrFF18MMCznEMev0R9k/bYW/D0xkoaJvyfGS9taMjd7uq5TW1tLZWUlq1evpry8HKfTSXl5OatXr6ayspK1a9dmPbwQQgghhBgLjjUOmrtoKWuf34AvEBlwHCWEEKOJruv85vePUzzvAiqXXkRhUTFdUYM9ISdfufH7cu8nhBBixIx4IsRvfvObfOc73+Hee+/l0ksv5YUXXuCXv/wlixcvpri4mN/97nfs3buX5cuX86tf/Ypbbrklk+8c4Lvf/S7/8A//wK233so///M/o2katbW1mSTuw3UOcXw2N3X2KzP7lNfX1+Pz+VixYkW/PJ2qqrJixQpaW1upr68fjuoKIYQQQgybY42Dpp91AaFQCL/fnynvO44SQojRpL6+npaYnYp5FVnL5E1gy74uufcTQggxYk6JXTSuvfZarr322gFfO+OMM3jssceO+F5N06iurqa6uvqIxwzHOcTx6QzFByzvCicA6OjoAKCsrGzA49J55tPHCSGEEEKMFccaB6mOXAAikUhWeXocJYQQo0lHRweG1UlBfn6/17rCCaZWyL2fEEKIkTHiM8zF+FLosg1YXpBjBaCoqAiApqamAY/bt29f1nFCCCGEEGPFscZBRrQHAKfTmVWeHkcJIcRoUlRUhJqI0BUI9HutIMcq935CCCFGjATMxbBaWFbI4XvSKr3lkNoI1uv1sm7dOgzDyDrOMAzWrVtHSUkJFRUVw1NhIYQQQohhcqxx0N73X8XtcuHxeDLlfcdRQggxmlRUVFBqj1Ff/yGmaWbKFeCMqQVy7yeEEGLEnBIpWcT4Mc3jZtn8UjY3ddIVTlCQY2VhWSHTPG4glR5n5cqV1NTUsGbNGlasWMHUqVPZt28f69atY8OGDaxatQpN00b4NxFCiBRd16mvr6ejo4OioiIqKiqkjRJCDErfcdAdd9zB2Wefjc1mIx6Ps2nTJrZv3Mi1365GyXcOOI4SQojRRNM0vvnVf+SOe+/nPTOOZ3IZeQ4Lk5wJ/uf+/2Xjxo1y7yeEEGJESMBcDLtpHvdRb+yqqqpYtWoVtbW1WXnlS0pKWLVqFVVVVcNRTSGEOKa6ujpqa2vx+XyZMq/Xy8qVK6WtGmfkwYkYKlVVVSxfvpynn36aDRs2ZMpVVWX58uUs/9zSEaydEEIMraqqKlbs2MHTTz9N66ZDK2vSbZ6Mp4QQQowECZiLU1JVVRWLFy+W4IMQ4pT11Itv8Ov//TOqYzpG8QSswWYssS66urq48847+dGPfiQ3eeOEPDgRQ6muro6nnnqKRYsWZc0wf23jh/zv6zvYZ3mFM+fOkpnlQohRrdEfZHNTJ3/bvos3XmsgJ6cYgv7M6xaLhSeffJLTTz9d+lIhhBDDTgLm4pSlaRoLFiwY6WoIIUQ/e1q7+a9n38awuSktnci8ecsoLChgTn6CN194ig0bNnDfffexePHifg/60jeInaE4hS6bBL1Gubq6OmpqaqisrKS6upqysjKamppYt24dd9x7Pxftj1NUOkU+a3FcdF2ntraWyspKVq9ejaqmthtq9Ac54JzDQfMNNr7/ARMnTealbTGWzS+Va0oIMeo0+oOs39aCaRi8894GDJub/GlzuOwzn0JzFrC32c9HW9/nwLa6I46nhBBCiJNJNv0UQgghTtBzdduIxWJ4PB4+85nPMGHCBDSLhW61gFtvvZW5c+fS1dXF1q1bs96XvkH098RIGib+nhgvbWuh0R8cod9EfBKHBzfLy8txOp2Ul5fzlRu/T/G8C3j1nfdJJHX5rMVxqa+vx+fzsWLFikywHGBzUyeKolAxr4JQKITf78fsLRdCiNEm3Xa1+nyZ8dSCRUvYcBC6ogaFRcWc85ll5M2poi1Cv/GUEEIIcbJJwFwIIYQ4Qbv3twCwYP58FEXJlHeFE6iqype//GUAtm3blvW+gYJbEvQavY4U3ATYsq8rK7gJ8lmLY+vo6ACgrKwsq7wzFAcgPz8fgEgkAqTaHCGEGG3SbVo6ldmC+fNpDUSJJvTMMYqiMH/BAhLuSf3GU0IIIcTJJgFzIYQQ4gQ5VH3A8oIca9b3pmlmfZ++QTycBL1GpyMFNyH1WR8e3AT5rMXRFRUVAdDU1JRVXuiyARAIBABwOp1A/zZHCCFGg3SbRp9hUjSu47D2T7tiWJz9xlNCCCHEySYBcyGEEOIEXbhwBpgmW7dtw9B1fK2tNDU1kRPzk0gkeOSRRwA444wzst6XuUE8jAS9RqcjBTch9VkfHtwE+azF0VVUVOD1elm3bh2JRIKtW7fy2muvkRPzYxoG9R/W43K58Hg8KMDCssKRrrIQQpywhWWFKEBJiReArdu2YbeqWJMhmhob8bW2Yug627ZtQ01G+o2nhBBCiJNNNv0UQgghTtCycxfyu9/9jvYDIZ74ox8jGsQabOZvsS5+a7MRj6dmF8+fPz/rfQvLCnlpW0vfCVUS9BrF+gY3+27QCHDG1AKeeO7FTHAT5LMWx6ZpGitXruTOO+/kn/7pn4jHD61KUdwewnYPn1l2Cd58p2wiK4QYtaZ53CybX8oHbht1b1loP7CXnv3bidqLoTfVnaZp6MkkE5SefuMpIYQQ4mSTGeZCCCFEr0Z/kKc37ufB13bz9Mb9R9ygUdM0Lj3/HJzt9TgPbsTZXo8l1gVAMpkE4KKLLkLTspcWp28QPbl2rJqKJ9fOsvmlEvQapdLBzQ0bNrBmzRoaGhoIh8M0NDTwh9/+J+3bXuOCJWdhs1rksxafmC3RjbO9ngXe1HyXV+pbj9pOCSHEqWyax83yyqmsOLsUa7CZhObE0OzotjwM1QrRbuydO/nCZyr7jaeEEEKIk01mmAshhBCkguXrt7Vkvvf3xHhpW8uAQU5d13nzzTeZNWsWXV1dtLW1ZV4rLi4mPz+ft956i2uuuWbAoLkETceOqqoqVq1aRW1tLdXV1ZnykpISbr35G1RVVY1g7cRoo+s6tbW1nHPOOaxatYqGhgY6OjooKiqivLycW+/8T9Y+v4HL/64ERVWP2k4JIcSpTtd1Xn7nb7hmLSEajaKHwxCPg2nitUbwTplwxPGUEEIIcTJJwFwIIYQANjd19isze8sPD0TV19fj8/morq5m9uzZ1NfXZ4JaFRUV7Ny5k+rqaurr61mwYMEw/QZipFRVVbF48eJ+14Hc3IsT1bdtsVqt/dqP6WddwIZnXsDv9+MtKQGO3E4JIcSprr6+npaYnYvOPpvioiL8fj+RSASn00nFzCnMzQ3LeEoIIcSIkIC5EEIIAXSG4gOWd4UT/co6OjoAKCsrQ9O0fjdxU6dOzTpOjH0DXQdCnKi+bctAVEcuAJFIJKt8oHZKCCFOdR0dHRhWJwX5+SiqmnkQCBCIJJk6T8ZTQgghRobkMBdCCCGAQpdtwPKCHGu/sqKiIgCampoGfM++ffuyjhNCiONxrLbFiPYA4HQ6s8oHaqeEEOJUV1RUhJqI0BUI9HutIMcq4ykhhBAjRgLmQgghBLCwrBDlsDKlt/xwFRUVeL1e1q1bh2EYWa8ZhsG6desoKSmhoqLi5FVYCDHmHKtt2fv+q7hdLjweT6b8SO2UEEKc6ioqKii1x6iv/xDTNDPlCnDG1AIZTwkhhBgxEjAXQgghSG3GuWx+KZ5cO1ZNxZNrP+JGepqmsXLlSjZs2MCaNWtoaGggHA7T0NDAmjVr2LBhA9ddd53ksBZCnJBjtS3bN77BtV+oxJvvPGY7JYQQpzpN0/jmV/+R9m2vseGNl+nqaCffrjDDFeEPv/1PGU8JIYQYMYrZ91GuGDZbt24FkHynQggxitXV1VFbW4vP58uUlZSUcN1111FVVTWCNTt1DVX/J/2oGMukbRFCDGSs9qHS5gkhhBgOJ9L/yaafQgghxCBVVVWxePFi6uvr6ejooKioiIqKCpkJJYT4RKRtEUKMJ9LmCSGEONVIwFwIIYQQ4hPSdV1u9MWQ0jTtlJn9KYQQQgghxHgy4gHzAwcO8NnPfrZf+R133MGKFSvYvn07a9asYdu2bRQUFHD11VezcuXKzHGGYfCrX/2KdevW0d3dzdlnn82Pf/xjysrKMscMxzmEEEKMPwMtIfZ6vaxcuVKWEI8jch0IIYQQgyf9qBBCiFPNiAfMd+zYgd1u56WXXkJRlEx5bm4unZ2dXHvttSxbtozbb7+dzZs3c/vtt1NQUMCVV14JwG9+8xseffRR7rzzTkpKSrjrrru44YYb+POf/4zNZhu2cwghhBg7Gv1BNjd10hmKU+iysbCssN+menV1ddTU1FBZWUl1dTVlZWU0NTWxbt06ampqWLVqldzkjVF9r4+Olv28/Me1nHvGbLkOhBBCiBP01Itv8JtHnmPitHO5bPmZXLhwBmbQL/2oEEKIEaWOdAU++ugjpk+fjtfrxePxZP7rcDh4/PHHsdls3HbbbcycOZMrr7ySr33tazzwwAMAxONx1q5dy3e+8x3OP/98ysvLuffee2ltbWX9+vUAw3IOIYQQY0ejP8j6bS34e2IkDRN/T4yXtrXQ6A9mjtF1ndraWiorK1m9ejXl5eU4nU7Ky8tZvXo1lZWVrF27Fl3XR/A3ESdD3+sjkdR59Z33KZ5/Pl+58ftyHQghhBAnYE9rN2uf30Bp2RzOW3o+mquQN3Z24ig+TfpRIYQQI2rEA+Y7duxg1qxZA762ceNGKisrsVgOTYRfsmQJe/fupb29nYaGBkKhEEuWLMm8npeXR0VFBRs2bBi2cwghhBg7Njd19iszDyuvr6/H5/OxYsUKVDW7K1VVlRUrVtDa2kp9ff3Jrq4YZn2vA7/fTygUoqJiHlv2dWUdJ9eBEEIIcXTPv1Of6kfnVWRWm6fHXNKPCiGEGEkjnpLlo48+wuPx8OUvf5nGxkbKysr45je/ydKlS2lpaWHOnDlZx3u9XgCam5tpaWkBYOLEif2OOXjwIMCwnKO4uHhQv7tpmoTD4UG9VwghxMnh6wqRNMx+5f5AMtNmp/sOr9c7YDvu8Xgyx82cOfMk1nb0MU0zKwXbJz3XcPejfa+PYDC16sDlcuEPhPrVRa4DIYQQQ2m096GHa27vBlL9aCKRyJSnx1zSjwohhBhKJ9KPjmjAPB6P09jYiNPp5JZbbiEnJ4dnnnmGG264gQcffJBoNIrNZst6j91uByAWixGJRAAGPCYQCAAMyzkGK5FIsH379kG/XwghxNCLdkfpivRf+lvg1Ni+PQSQ6R9ef/11Jk+eTFNTE8FgELfbTVlZGQcOHMgcJ+18f4f3qYM1Ev1o3+sj2jsGaGpqoqykMHN9pO3fvx+Q60AMjmEY/dqWw1e0CCHGn9Hchx5OS6buxZuamsjLzaUrECAej1PssvJhXo+Mp4QQQgy54+1HP1HA/LXXXqOurg6fz8cPfvADtm/fzrx585g8efJxV3LDhg1YLJZMhefPn8/u3bupra3F4XAQj8ez3pMOUOfk5OBwOIBU4D39dfoYp9MJMCznGCyr1XrEdDRCCCFGhssb5pXtfvrOMVeAC+d6mFqcavNPP/10/u///o9XXnmFnp4e/H5/5liPx0Nubi5er5dLLrlEAlyH2bVr15CdayT60b7XR/GECezcuZPWlhZWXnpO1sawhmHw7LPPynUgBuXdd9/l4Ycf7te2XH311SxevHgEayaEGEmjvQ89nHPCFD6o30VjYyOxWCw14900sXfu5ON3rDKeEkIIMaROpB8dVMA8EonwrW99i7q6OtxuN6FQiOuvv55HHnmE+vp6/ud//ofZs2cf17kGCjjPmTOHN998k9LSUnw+X9Zr6e9LSkpIJpOZsqlTp2YdU15eDjAs5xgsRVE+UcBdCCHE0CvvfZi6uamTrnCCghwrC8sKs4KhAEuXLuXJJ5+koKCAb3/721RWVrJhwwb+53/+hz179vDFL34Rt9vd7/yN/iCbmzrpDMUpdNkGPPdYNlRLydPnGu5+9PDr48Jzz+blP67liYcOsmLFCqZOncq+fftYt24d77//PqtWrRrwOhDiSOrq6rj33nuprKzklltuoaysjKamJh58/Fl++tBfOO9jOHPurHHXdgghRn8f2lejP8hH/hglp01jZ+PHODWVi847h7+rmk/L7m3HHE8JIYQQJ+pE+tFBBczvuecePvzwQ/77v/+bRYsWMX/+fAD+4z/+g5UrV/Lzn/+cX/3qV8c8T0NDA//8z//MAw88wKJFizLl27ZtY9asWcydO5dHH30UXdfRNA2At99+m+nTp1NcXExubi5ut5t33303E+zu7u6mvr6eq666CoDKysqTfg4hxOih6zr19fV0dHRQVFRERUVF5t+1EGnTPO6jBqJ0XefNN99k1qxZBAKBrD7P6/Uya9Ys3nrrLa655pqs66vRH2T9tpbM9/6eGC9ta2HZ/FIJfI0i2dfHDM6dYqO2tpbq6urMMSUlJaxatYqqqqqRqeQpStrgo9N1ndraWiorK1m9enVmRqWj+DRmnncFzcYbbHz/AyZOmsxL22LSdgghRqX0eMg0DFoPNOFx24lFo7z5zP/wzrou4OjjKSGOh4w5hBCfxKAC5s8//zw/+MEPWLJkCbp+KM+rx+Phpptu4t///d+P6zxz5sxh9uzZ3H777fz4xz+msLCQxx9/nM2bN/PHP/6RCRMm8Lvf/Y7Vq1dz/fXXs2XLFn7/+99z++23A6mULldddRV33303RUVFTJ48mbvuuovS0lIuvvhiAK688sqTfg4hxOhQV1dHbW1t1ooRr9fLypUrJaglTkh9fT0+n4/q6mpmz57dbzC+c+dOqqurqa+vZ8GCBZn3bW7q7Hcus7dcgl6jV1VVFYsXL5absmOQNvjY+rYtfdMPbG7qRFEUKuZVsH79evx+P96SEmk7hBCjUno85Pf7CYVCVFVVUVxURCL4aeYXxI45nhLiWGTMIYT4pAYVMO/u7j5invL8/Pzj3m1bVVXuv/9+7r77br7//e/T3d1NRUUFDz74IKeffjoAv/vd71izZg3Lly/H4/Fwyy23sHz58sw5vvvd75JMJrn11luJRqNUVlZSW1ubyYleXFw8LOcQQpza6urqqKmpobKykurqasrKynh76y4eef4t/u3B9Vy6P86Vn10kgQdxXDo6OgAoKytD07R+N3HpFUvp49I6Q9n7YaR1hRMnoZZiOA10HYx3fdMPdbTs5+U/ruXcM2Zn2uCmpibWrVtHTU2NzMbv1bdt6SvdduTn5wNkNq2XtkMIMRql27R0W1aQn4+iqrgKvZz/mRmZ4440nhLiaAa670unNvvxA89w3u6YpDYTQhzToALms2fP5tlnn+W8887r99pf//rX485fDlBUVMRPf/rTI75+xhln8Nhjjx3xdU3TqK6uzloGPRLnEENPllCJoTLQEvdGf5DdISeVSy8i+vobvPrO++R5JnPxgokycBLHVFRUBEBTU1Nmv4u+9u3bl3VcWqHLhr8n1u/4ghzrSailGE7SZ2Xrm37INAxefed9iuefz1du/EdmeHMBKC8vZ/Xq1axZs4a1a9eyePHicf03gyO3Lem2IxAIAGQ2ppe2QwgxGqXbtHRb1hUIUFxURKi7jdde25/pR480nhLiSCS1mRBiqAwqYH7TTTfx7W9/m66uLi688EIURWHDhg08+eSTPProo/zsZz8b6nqKcUaWUImhNNAS9/RS0L5L3H0+H5ubHDJoEsdUUVGB1+tl3bp1rFq1ioaGhkygtLy8nHXr1lFSUkJFRUXW+xaWFfLSthbMPmVKb7kYvaTP6q9v+qG+S+637OvKBMwhtdpwxYoVsuS+V9+2pe+N/sKyQtZvPUj9h/W4XC48Ho+0HUKIUSs9HvJ4PLhcLjZt2kQsGiX58WZeiHUBqX40Ly9vwPGUEEciqc2EEENlUAHzZcuWcdddd/Gzn/2M1157DYCamhqKi4u57bbbuOSSS4a0kmJ8eerFN/jNI88xcdq5XLb8TC5cOAMz6Jdl22LQBlri3jc1Rt8l7rK8XRwPTdNYuXIld955J//0T/9EPH7oerLZbMTjcX70ox/1my07zeNm2fxSNjd10hVOUJBjleWgo1xdXR0/uec+zIKpxEunoCYiWIPNdHV1ceedd/KjH/1oXPZZfdvYvkvuB2pjZcn9Iem2paamhjVr1rBixQqmTp1KtP1jdr35LC1N7Sy96PN4853SdgghRq2+46FpU6ew/W8bsYUOAhAprsCwOtmXjGLZf4B/vOyz4371kTh+ktpMCDFUBhUwB7j88su5/PLL2bNnD11dXeTl5TFjxoysp3hCnKg9rd2sfX4DpWVzOG/pUhRF4Y2dnSybf5os2xaDNtAS976pMfoucZfl7eJY0nmZ/7Y7RqS4AiXmh7j/uN8/zeOWINcol74GOoIx1v3xdSKeMzitpIh58+ZRkJ9PIBCgo/51tm98g/vuu29c9ll929i+S+4nFvXfA0eW3Gerqqpi1apV1NbWZqULLCkp4fYbrhuXD2CEEGNH3/0tCnKstG55BWf7fnB7COVOzxxn2nOJWWbzwhsbueaaa8ZdPyoGR1KbCSGGyqAD5s888wzvvvsua9asAWDjxo1ceeWVfPOb3+Tiiy8esgqK8eX5d+ozy7YVRQHAhMxSKVm2LQZjoCXu6aWghmlmlrh7vV5Z3i6OKp2X2TSMVP7DaaezdOlKpjmC2JM9mZQsNTU18nBvjOqbm7ulpYWQVoCzoIAzFi2g0GUHoHjCBE6/9J8g1Mb27dvZunUrCxcuHMFaD7++6YfSS+7r6z/kS+fPyzrOMIwjpjAaz6qqqli8eLHkxRdCjCl9+1CAbbv20WYpZd68Ei5Y/lUa9h4gEongdDqZMGECL//1r7Q3h8ZlPyoGR1KbCSGGyqCmgz/55JPccsstmWUsAMXFxZx22ml873vfY/369UNWQTG++LpCQGrZtmkY+FpbaWpspGHPfnRdl2XbYlDSS9w3bNjAmjVraGhowOtSmeGKsOGNl2k+sJ8LlpwlG36KY0rnZU7nZK6YV4GiqoTtHs4//3wWLFiA1WplxYoVtLa2Ul9fP8I1FkOtb25un8+HqVnwer20BqJZxwUiSb785S8DsG3btmGt46kgvdzek2vHZrVwwZKzaN/2Gn/47X/S0NBAOBymoaGBNWvWsGHDBq677joJBh9G0zQWLFiQaVvk7yOEGO369qGQ6kdRFE5f8jkCkWTWa4qisGDBAgyLc1z2o2JwBrrvC4fDvanNnqal6SMqz/4U3nynbPgphDiqQc0wX7t2Lddffz0//OEPM2XTp0/nl7/8JXfddRe/+c1vZJa5GBRvgQuAjz7aya7duwiFUgF0NR5k519q+fznPw/Ism1x4o62xP0n18kSd3F80vkP++Zkhv75D+Xh3tjVNzc3Jih66gY/mjCyjuu7xNc0Tcaj7PRDMzh3im3ANlj2JhFCiPEhqw8F0rug797fQuNf/0ogeqgvdblcTJ82HTUZGbf9qBgcSW0mhBgKgwqY79+/n/POO2/A18477zz+8Ic/fKJKibGtb966Qpcta9OqLyyp4LmXXudvW/7GpEmTqKqqorCggDn5Cd584SkefvhhCgoKZNm2GBRZ4i4+qXT+w745mYuLigh1t/Haa/sz15TkZB67+ubmLinxou7Yjc/nw1OYh6+1NbWUPCeHC8sreOA/fwXAGWecMZJVPmVIG3xkRxsbCSHEWNG3D4VUP/ph/Yds3fQOn5pWhDJpAZqq0RMzaPIF+KCxHaslB+90ufcTJ0bGHEKIT2pQAXOv18uWLVtYsmRJv9fq6+spLJQ8UGJgh+et8/fEeGlbS2Y5VNkEF66evcTJQ8Wk0KlxQfkECLVl3iMzDMQnkV7iLsRgpPMyp3Myb9q0iVg0SvLjzbwQ6wJS+Zrz8/MlJ/MY1Tc3t9frxWkxibTvY+tbu9CTSdRkBGuwmfcfDxOPx8nPz2f+/PkjXe1ThrTB/R1rbCSEEGNF3z4UYEJvHmlrsJk9W3cR3raNWOEsEu7JqBho0QCKptEYddPoD0qbKE6IjDmEEJ/EoALmV1xxBffddx8ul4tly5ZRVFRER0cHL730Er/61a+45pprhrqeYow4PG8dZG/qWV9fT7T9Y2685hpeeOEFntv0J57rPa6kpIRrrrmGhx56SDb9FEKcNEeb6ZnOy7y5qZNpU6ew/W8bKVaDXHv9VzjnnHN47733+MMf/sCuXbv44he/KLNYxqC+10BXOMGC2WVsff3P2BLdxK15JNyTiBXOJJmMYuk5wEUXfVauA0FLSwvBYHDA117Z2U1HONmvfP3Gbi6cnfeJfq7b7aa0tPQTnUMIIYbK4X1ovLsNW8dHWGJdRByFJFwTSeZ4wEiiJHpQ9Sgm0NbWxuamHAmYCyGEGDaDCpjfeOON7N69m5/85CfccccdmXLTNLnkkkv4zne+M2QVFGNLv7x1vdL5f9P5fj0eT7+Z5IZhMGHChKzjhBBiKB3PTM9pHjdTipw8e98LLCjMo7s7yq9//Wt+/etfA6mHe7NmzeKtt97immuukWDpGJTOza3rOl///RpOK3RwoEshVjg7c4xudeGc8in++u4WrrlGl+tgHAsEAtx4440YhjHg66HSs0EZ4PowdJ5p3fSJfraqqjz00EPk9+63IIQQI63v/havvNLEC7EuHMWn0W6bBICp2TBRSWpF5OhBkpFuwuFwv/1ihBBCiJNpUAFzi8XCPffcw0033cTGjRsJBALk5uZy9tlnU15ePtR1FGPI4Xnr0tKbo6Xz/f7sZz/jnHPO4ZZbbqGsrIympibWrVvHPffckzlO8n0KIYbasVbBpNXX1+Pz+aiursZWOInn36nH1xXCW+DiC0sqiHc2U11dLathxrBGf5Dn6raxV52CmohAcS4Yhx70qqpKMBQiHLfJdTDO5efn89vf/vaIM8yf2tLBnrYYsaSB3aJS7LKQ69AoyrEwy3E+99xzDz/4wQ+YMmXKCf9st9stwXIhxCmj7/2bYZg07AgRKj2bbnshih5H1aMoehJTswEKEexYgVgsnrWZthBCCHGyDSpgnjZ79mxmz5597AOF6HV43joApbcc4PTTT0dVVfLy8rjlllv46KOPeO+99ygqKuKWW27h+uuvp6enB0fxaZLvUwgx5Pb6g3zcESYa13HYNErznRS4bP1mNaVXuShuDy/X+7DlTeC0vNQKmL/W+zhvlqyGGcvSKxGa23tA0TBsbhwls5nhzSPXrqLrBo3NPg52RcBVyv9taSW3dLr0T+PYkdKiNPqDYIuDFey9o/L2GBQUuLl40VSSgdRYZ8qUKcyaNWu4qiuEEEOu7yq+rlCc+gMBfJ1WYnnTMTUbbqeVOV4XqqrSGjLo7umhp7sbAKvNmrlfFEIIIYbDcQfMr7nmGn784x8zc+bMY+YoVxSF3//+95+4cmLsOTxvXUGONWtm+I4dOzAMg66uLr785S8Tjx9K4WKz2TLfv7hhB7be4FTaQLNAhRDjz9FyBR9NcyDOjv3tRBOptAmhMLR3BTmtwEZZkZ1du3Zljo1EIgA8+com1JyCfud66tU9meP6vu9kkBzFwy+9EiEaTa2YysnJIRoJ87ePOrFG/BiaAzW/FIvDhR4N4QtE5aGuGNDmpk4KXDZm4KYlECWa0HFYNQpzbEzzuNkVGOkaCiHE0Oi7im+vP0hnKE4knsC02AEIxmHz7mZswWYMzYHpyEfVk6jxIHmhJqZ5PjdSVRdCCDEOHXfAvG8+6cNzSx/tWCEGSp1yxaKBlxX3nY15tOvI1xXKzObsS3LbCTG+HStX8NFEiitIOiegO4swUTLle/QYrgN1PBPr6vee9a/XHTH3sAsyec1PJslRPPzS+3HE4qmAeTBm4Mx34ZwwlVmlZ9PRHcLn9xPs6UaL9xCLx+ShrhhQ+loqcNkocNky5ZqmjlSVhBDipOi7l1Vbb4pOwzAwFRU1GcVUNAxLDgCqHkWLxFG6mzFsbho6VZ7euF9ScAohhBg2xx0wf/jhhzNf33bbbcycOfOkVEiMLcezgV5fBQUFAJx22mnE43F8Pl/WazabjY8//hhPfs6AP09y2wkxvh0rV/DR/GlrJ0nDpCeq0xZKEtcNbJpKSa6Vqysv7nf8li1buO/Z9yiaNI0SbwnbPtzG/HnzafW10tHcyLXXXssZZ5wxFL/WUUmO4uGX2Y/DBENzkHQWAwo5SpyOjg5awwYqJlqkA1WPks5DJg91xeGOtbeLEEKMFQO1dwoKimmgGElIRgAFDB01GUGJB0m6UyvoNItNUnAKIYQYVoPKYb5y5Uq+//3vc8UVVwxxdcRYs7mpk65QPGuZcWm+44iz7NKzyj/++GMqKyuprq7ObPr5+OOPs2HDBgBmFVv5OMkRc6ELIcavwaYnmdm1H39PjCKgrE+5J9fOrFn9V8XMmjULxe1h7f+9x7YPtwGw7cNtuF0uvvnPl7H8c0uP+LNk0+LRLb0fh91ux7DlYrFoBHt6iPgaUfUoCacHRQGXxSSmg92eWm4uQVBxuKPt7dLoD/LKzm5CpWfzys5uLPlBpnnc0n4IIUalvu1dca6d/W0hDM2CqVoxrDmoegxb115crZuA1Mo/Q3Og23LpsRbR0BygNN8pq7WEEEIMi0EFzJPJJIWFEpgUx7bHF2SP79BMz3AsyR5/EMsRlhp3dnb2KxsoNYs92cOy+eVHzIUuhBAnqu+NXN8HfWdNSwWuBmpfln9uKWeeeSaPvFDHy2+8w0VLl/DPl1QxoyTviD/nRFfeiFNPej+O9uZGTEVDj0VwKjEmTfKiWTTCCWjpSRIL+wHQNRs7mrsJFjllSbnIcqS9XQDWb2uhI5wERaMjnOSlbS3MnZxH/YHuzPul/RBCjBZ927vSfCcHOyM4NJWEqQOp2eZTSopwzbiCrnCCQNiCrtpQjCSaZiEc09njC2LRlGP8JCGEEOKTG1TA/Hvf+x533HEHbW1tzJ49mwkT+ueSnjRp0ieunBj9uiMDLD83IRCO9y8Hunt3Qv/CF77Apk2bqK6uzrxWUlLCJZdcwgsvvEB3dzfTPG65ORRCDJn0jdzL21pobAvhsKpMm+DCMDlqQGpGSR5f+vQs3vnjr/nSp686arAcsje9SpP81qPPNI+bS+Z7WL9+PYbNTRLYFz4UyFRMAzURJukoJGRYmZPvwO2wSoBT9DPQeObpjfv7HWcC67e2MLkop1+5tB9CiNGgb3uXY9N4528NhGLdKEYSRY+zN2HD4m8GQM+fganZIBkhHIlkJuwFJL2ZEEKIYTCogPltt92GruusXr0aRRn4Ce/27ds/UcXE2JCfY6U1EB2wfCB5ealAk8/n4/7776ehoYGOjg6KioooLy9nzZo1WccJIcRQmuZxU5xr75feaagCUo3+IHUf+QnFkjhsGqX5zsxGf5LfevQxTRNrsJlY4WwUVT20Iso0cfU0QqiNUOkiMFOfvSNw6DOXAKc4mr6b4/XVHoz1C5iDtB9CiNGlMxSnwGUjJ9mFLXQQgITTg2lxpP6/N1WLqaig2Ugmets4BfJzbEc5sxBCCDE0BhUw/8lPfnLEQLkQfU33uEnqJi2BCNGEgcOqUprvZPoRggTp1QqbNm2ipqaGFStWUFlZyb59+6ipqWHTpk1ZxwkhxFA7UqDqeANSR8ovnE7FoptgmGSWFs/wuilw2SS/9SjU2dmJJdYFnTsxC6YSx4qajGANNmMzw4TtBSRyJxOMxilwuLI+c+sRUpMJAanN8Xa29NDYHiPunkhjewzVHqfYbR/weGk/hBCjSXoDUF09FCA3bHmYKGim0XuUAWiAiqYp5NgtlOY7mO5xjWDNhRBCjBeDCph/8YtfHOp6iDFqYVkhbT2xzAxKOPrmnBUVFXi9XvLy8tizZ09WShaPx8OsWbPo6emhoqLiZFddCDFOpW/iDne0gFRzIE6kuIKHN7QRNLopzXdQ0HuedPqNdCqW0nwHe/zBzK7FLYFIJrAuRpd0GjFLrAtbZxhrPE7SXkDCPYkeRy4xSy6YCsmkkfW+lkCE2aW5I1FlMUp48uz8ZetBIgkDUIkkDPb6gyybX0pHMC6bngshRrWFZYX88b19xG35mFrvamTVimkamKoFxUiiGgkMRUMxEkzuXV3c2BaiyG074t4y44Gu69TX12dWYVdUVKBp2khXSwghxpwTmt700Ucfcdttt/H1r3+dO+64g127dg1pZfbu3cunPvUpnnzyyUzZ9u3bueqqq1i4cCEXXHABtbW1We8xDINf/OIXLF2a2njtuuuuo6mpKeuY4TiHGFg6J7An145VU/Hk2o+at1XTNFauXMmuXbsygYi0QCDArl27uO6662RQIIQ4aRaWFXL4GqqjBaQa/UHebgxi2Nz4ehKZzY27emeqp9O5pGeuF7hszPC4ybFbUFUFTVUln/Uo5XanPjOLxUK8N1geK5qTymlumBj2XEzVgqFkD7diCUMCnOKo/N0xZnjcOKwqiplaoTfd40ZVlBMaVwkhxKlomsdNYY4NzUym9vzQ4yiJIKpppPKWA+gJ1EQYRY/ji5iAmbW3TKM/OKK/w0ioq6vj61//Ov/6r//K3Xffzb/+67/y9a9/nbq6upGumhBCjDnHPcP8/fff56tf/Sq6rlNYWMibb77Jo48+yt13380ll1zyiSuSSCT44Q9/SDgczpR1dnZy7bXXsmzZMm6//XY2b97M7bffTkFBAVdeeSUAv/nNb3j00Ue58847KSkp4a677uKGG27gz3/+MzabbdjOIY5sKDbnTNoLSBSmlru/vT/OpHE8q0AIcXJN87iZOzmP9VtbaA/GKHbbuXjBkQNSfTfxjCUN7BbAhJZANLO6Zq8/RCAcx98dzeQuL5+Umi3lybVLezZKHJ5up6MtBEAymURRFGYs+ixFU+eyedcB2kOJ1E2/oWPoOjl2C9GEjsOqUTEpTz5zcVTp/L7Ti+18FDrI9OIzKHDZ6AonZNNzIcSYoKoKLr0ba28Oc4CkTcW0ODFsCoqeRIu0o2Di1FPpqPruBzLe9gKpq6ujpqaGyspKqqurKSsro6mpiXXr1lFTU8O1365GKZrWLyWgEEKIwTnugPmvf/1rZs6cya9//WsmT55MZ2cnP/jBD7jrrruGJGD+y1/+EpcrOx/Z448/js1m47bbbsNisTBz5kyampp44IEHuPLKK4nH46xdu5bq6mrOP/98AO69916WLl3K+vXrueyyy4blHGLo6LpObW0t55xzDqtWraKhoYGG/W181G1jwoQJvPnmW7z6zvvkeSZz8YKJMggQQgy5Rn+Q+gPdTC7KyWyut/1AN5MLcwZsc/rmPLdbDs0kjiZ0ALpCcVoCEUrznbSSnbtcUrGMHukc9Gn+nhh7euwk7QVYYl0UFhbyYaOPRJuGYXGiWazohomp2QgmtUyaHgW4aH7pyP0iYlQYTGooIYQYTQpdNpw5zsz3diskNRuKEUdNhLFarSRtLsxkjLDqJhxLjavS4yiLNn72VEvfI1dWVrJ69WpUNTXeLC8vZ/Xq1fzojp+x9vkNXP53JSiqmpUSUO6XhRBicI47JcvWrVv59re/zeTJkwEoLCykurqa5uZmfD7fJ6rEhg0beOyxx/j//r//L6t848aNVFZWYrEciusvWbKEvXv30t7eTkNDA6FQiCVLlmRez8vLo6Kigg0bNgzbOcTQqa+vx+fzsWLFisxAYG9XKveroihUzKsgFArh8/myZnUKIcRQGahtMY9QDqkbvrRi16F+wmFNpY5qDUQpzXf2S8USiiXlRmYUGejz//jAARLuSQB0dHRgWhyZpeS6boBpoBhJ4okY/p6opM8Qx+1EU0MJIcRos7CskGTi0IbqDlcBJYVupnoLOW3SRNwOK1qkA9Oag24Y/d4fOM7N2MeCge6R01RVZfpZFxAKhfD7/Znyo41dhRBCHNtxzzAPBoNMmDAhq2zatGmYpklnZyder3dQFeju7uaWW27h1ltvZeLEiVmvtbS0MGfOnKyy9M9pbm6mpSU10+vw93m9Xg4ePDhs5yguLj6B3/gQ0zSzUtAIMp/Hvn37+I//+A/8fj+h0rNB0cjJyWH+vPlA6nr0B0Ly9xNCDKl3dnew7p1GQnEdp01j+gQXpxWlZj/5A8kB25zyEif1u5MAOC0mU10OfN0xcqzQ5OumIxglqeskk6ljdF1H13V6IjGi0Sjh8AltJzLqmaaJogzNrLDh7Ed9XSGShplVFkpArGAW8fwyMEG3OjFUG6gaKL17bZg6mhFntjeHz1WkxgvSd4lj8bpUzptVwF8/aAdDJ9dqct6sArwuVa4fIcax0dqHHu6d3R08+0EzuyMuokVzUeI9JHpCaL79qHoUQ3NgOvIwnIUYFidJA3RDz7xfQcFlU8ZNe5i+R/Z6vQP+zrrFAaTukQuLijLlRxq7CiHEeHUi/ehxB8wNw+j3NNNuT+USSwcBBuO2225j4cKFXH755f1ei0aj2Gy2rLL0z4zFYkQiEYABjwkEAsN2jsFKJBJs37590O8fi/a09hAprqBmXR0TPfO54nMz6VLyae4Ism/fPt7b8B4A0ViMSKCd7dtDI1xjIcRYsa0lxvpdEbpjBkndJBaDzcEo3QENr9tCgVM7YpszUWkH02BHcxcOR4xCh0IsBG6biqonaeuMcLDdxDTB1ruEOBlTePyN7Zw9yUZp7nF3x2PC4X3qYA1nPxrtjtIVOXSzHowb9Kh56PZkalMyBXDkg2KHzCafBqBiKBZaWv3SZ4kTNkXx4WrdxBTlbEI+C9s/2aJOIcQYMBr70L62tcR4bkeYrohO3NAwNCuKoxCSUXBAUtMwNAeqkQA9gWIkQbETCaX6WpumUJSjYk/o4+ZeOh2XeP3115k8eTJNTU0Eg0HcbjdlZWX4P04F1KOxGG19ZpkfbewqhBDj1fH2oyN6h/7000+zceNGnn322QFfdzgcxOPxrLJ0gDonJweHI/UkNR6PZ75OH+N0OoftHINltVqZNWvWoN8/1uxrD5PwOzDt9dhtNs698PPEVZVPTcwl52AP06dP57nnniMejzNr5kwumlfC1OLB//3F+GQYBtu3b6erq4uCggLmzp3b72GgGJ+e2tVAjktBsxl0heOk5xK3JyzM80zgwrmeI7Y5HTEVlM2cPqmAwsJCPmrpIRI3KHTlMNMFjW0h2oJxUCCnN4/1tAku8nOshGw25s6dOOB5x6Jdu3YN2bmGsx91ecO8st2fuS46WoIk6UTRUzO3DMWCrlihb3tiKqCoGBh4PBOYO7dsWOoqxo70BI3p06czY8aMEa6NEGKkjZY+tLW1lVBo4EDtBy0hggmTuAGqxQK6jqmo6HY3hqqimAamooHVikIYLdpB8ZSJOG0qZYWpIIcCzC11Yrcf2tfB5XJRUlJyUn6fkXb66afzf//3f7zyyisEAoGstLDFxcXYCifhyilm1qxZmZmTChx17CqEEOPRifSjJxQw9/v9NDc3Z77X9dRMq7a2tqxygEmTJh3zfE888QTt7e1ccMEFWeU//vGPqa2tZdKkSf3yo6e/Lykpycxs9/l8TJ06NeuY8vJyAEpLS0/6OQZLUZRPFHAfaxrq2wl0dWGaJrFYjHffeZeKeRW0uW2cXpDkkeffIhYJoyYjzM6NUT5lwrFPKkQfdXV11NbWZv179nq9rFy5kqqqqhGsmTgVBKI6mqqRY9dI6CadoTgJw0Q3kpwxrZjyKRNo9AfZ3NRJZyie2bBzmsdNY8DE0Bx8HNBpDvfg74nhsltoCyUpn5SHxWKhc087ScMk12mjND/1QHa3P8z2g0FstkPnGuuGail5+lzD1Y86QgY2q5UdB7tBgaQBRiyEYiQxVQuGLRdUCygKmGa6gmCa6Ekdh90ufb44oiO1LenJHA6HQ64fIcSo6EMDgQDf//73MQbIOw7QNev/kcjxptKXofSuyuoN8pomoGKqVpKKgmJxodp19u7di4LBrp4DqMkI1mAzb8e6ss6rqioPPfQQ+fn5Q/47jYTD+4X5iy/klT8/3m+iT2dnJ0Z7Oxf+3T8yuTiXrnCCghzruBlXCiHEiTiRfvSEAubf/va3Byz/xje+0a/seJZH3X333USj0ayyz33uc3z3u9/l0ksv5bnnnuPRRx9F13U0LZUL9O2332b69OkUFxeTm5uL2+3m3XffzQS7u7u7qa+v56qrrgKgsrLypJ9DDI3OUDyTIufcc89ly5YtrF+/nvWGjqt1EyUlJfzbV77CPffcgz3ZM8K1FaNNXV0dNTU1VFZWUl1dTVlZGU1NTTz4+LP8+IFnOG93jDPnzpLB5ThW7LbTGogSTeiE4zp2q4YdcNktbD/QDUB97/8D+HtivLSthWXzS/m4K07SWUwkYeC0pOKlnaE4am+HXOCyMaXYBZiUT8qnKxRnjy8IQI7dknUuuf5OPY3+IOu3pZY7z56YB8CO5m40DJKqBcPixFTUQ4Fy6P3aTP1H1QbcsEwIyL6+ILttaQ7EiRRX8Ketnczs2i99lBDilJefn89vf/tbgsHggK/f88pBth4MY/bpFpOmCUaSVODcQDF1TNWKZnOQX5hHnl2jwGnhn8/+NJPyB15K73a7x1SwvG+/4AtEeOHDdpKli7BoGka0B2uwGUusC4vFQjwe5/03/sL3rv9yJl4hhBDikznugPmdd9455D/8SLOzi4uLmTx5MldeeSW/+93vWL16Nddffz1btmzh97//PbfffjuQyjtz1VVXcffdd1NUVMTkyZO56667KC0t5eKLLwYYlnOIoVHosmXS4IRDYczewIOaTAXRDcPI7Pxd1GczEyGORdd1amtrqaysZPXq1ZmZGY7i05h53hU0G2+w8f0PmDhpMi9ti0nQcpy6eEEpf3irkWA0e1+OknwH25u7eW17K958J6X5DgpcqZu1zlCc/359D9tbIxjWHGJJAyfgdljoDMWJJg7lvJ6Y70hPoKIlkGrXUKA0PzWD1AQ2N3XKtXcK2tzU2a+sJN+BRbMQM9MzvQ4FyDMfdG+5hknDgW4efG131uxhIWDg68sEXt7WQltHEMPmJmmYWYH09PsOn5EuhBCngtLS0iO+NrMhzkf+GLGkgWmm9ndRULBYbdgtEOnpwOrMQ7VYMU2IJaELmDUpjw4zl8/MmjJsv8dIObxf2LO/hbAlj5ziAmzRdsKGSaxwNnTuZEKuBYfDwccff8y2bds488wzR6jWQggxthx3wHz58uUnsx4DKi4u5ne/+x1r1qxh+fLleDwebrnllqy6fPe73yWZTHLrrbcSjUaprKyktrY2k8R9uM4hPrmFZYX4u6PY7Xb+tuVvqaCmaWINptL9dHZ28vDDD5PjmcquaD4bJfAgjlN9fT0+n4/q6uqsZYybmzpRFIWKeRWsX78ev9+Pt6REgpbj1KfneAG4/6Wd6KaJ06qR57Swvz1EUjcJx5NYNJVwPMkMUtfHHl8QVVWwqoCi0R3TcTh0HFaNQpcNl92CVVMpyLFycZ8g17vhBJF46riWQGqlVYHLRlc4MSK/uzi6zlC8X1mBy0a+GiESNzBtbhTTxFSSmBZH7zLz3hnnehyrVSec0PsFPaWdETDw9QWwo6WH4sMmUprAyx+2YPRZzCDXlBBitGj0B2ntjlLkttMSiKLrJooKdk1Njac0B+GghqJpxJMGqqpgQcGiQlswxl7/+NjAMt0vdIXitASifLi/B8OaQygRpaSgkE9/+tMU5OejxIP4P3iB9957D4AtW7ZIwFwIIYbIJ9r087XXXqOurg6/38/NN9/M9u3bmTdvHpMnTx70OXfs2JH1/RlnnMFjjz12xOM1TaO6uprq6uojHjMc5xCD1zc/m6KAoSfB0FESIew9B7D05qfTdZ2kvYAu5xT83VEUVZWbRHFcOjo6ACgry95wLz0YTS/fTKcEkqDl+PXpOV783TH8PTG6QnHe291OQu9d7aIoqdmc2DJBbgCHVSXPYUFJRsAspDUQxe2wUJxr51NlhXztM/036ntjhw/dMOmOJOgIxdjXHqJ8Yh5nT5fVM6eiQpcNf0+sX3m+JU57yAdmCaZmQddcYEvng+2dca5ZSCoKXaE4mxs7cNg0SvOd8mBOZBzp+spK8dPHjoPdzC7Nyz4UWaEihDi1pdOM6KZJsdtOOJakJ5rEME1MTFRFIZY0MGx5GCbYLKkgugloqgomBMIDP2AcawpdNna29GTS9yUBU9Gw5eSxYNHpFLpSG0JbHcWsXr2aW265hR07dmRWaAshhPjk1GMf0l8kEuG6667jxhtv5IknnuD555+nu7ubRx55hC9+8Yvs3LlzqOspxqj0wMnfEyNpmBxsaSWRSGLv2k1e985MsBxS6XMS7kkkEglafT66QnEamrv5oKmT/359D43+gfPkCZFO4dPU1JRVXtibViMQCABkUgIV5FiHsXbiVLOwrJBAOJ56kBeOE44lSepG5noJRpNEE3om3UppvpNil4XeXBzYrSrFbjuY0BmO92ubNjd14rKnUrYkdAPThETSYMfBbjx59mH9XcXxWVhWyOHbwygAsW4MSw5oVkDFtLkycfJMsFNViZs2/N1RfN0xOoKp/PV7pc8SvY50fZ0+KW+gw9NNTT/ysFcIcSrb3NRJVyhOJK7zcUeYQCSR2d/DMEE3TFJzFMzMHjCQ6k7DMZ2WQIS2nti4uOdbWJaagJFm7V0hqxpxWrsOlafvWdL7wuXm5g5jLYUQYmwbVMD8nnvu4cMPP+S///u/eeeddzJPMv/jP/6DkpISfv7znw9pJcXYdXh+ttbWVlAUimedxaOPPspPf/pTfvjDH/LTn/6URx55hOKJqY1ZG5t97PEFCceSGH2WuI+HAZQ4cRUVFXi9XtatW4fRZ+O9hWWFYJrUf1iPy+XC4/GgpMvFuGaakNANtD5RLHtvmhVFSW0E6sm1M8Obms3ZFkpias7MbPQcu8YMr5v8HFu/dq4zFCcUS1LosmHVFBQFrJpCrsOKv3uAWaZixE3zuFk2vxRPrh2rpuLJtbNsfiktnWFUPYoW6UDV4yiqhqIqoJipiKeikM5nHorr9EQTmdz2AQluil5Hur4umlc6cCB94sCBdHnYK4Q4le31B9njC2KaoKkKpnkoUA6QNEySeuqps01T0FQVTVVSgzLFpCDHht2qjot7vmkeN5OLnOTYNVRVocCpoiXCxCNhtu/cTVtbG8lEgjyjizvuuCMzKaigoGBkKy6EEGPIoFKyPP/88/zgBz9gyZIl6PqhDc08Hg833XQT//7v/z5kFRRj2+F5O8OhMACnzTgdq9XKggULsl6vmFXGa+0ddIR0SvvENB1WVZYjiyPSNI2VK1dSU1PDHXfcwdlnn43NZiMej7Nz44e0NHWw9KLP4813Sk58weamTgpcNqYU52RmgkNqZvmEXDvFbjvfXDYbgD++u4/dviDRhAG9ge+CHBul+c7MxqCHz/osdNmI9uYvd1i1THmO3SIzRE9h0zzufm1DQrEBBqoeRY1ESTgnYFqdZDb9zEQ7TUzTJBzXsagKwViS/JzDklOLcW2g6wtgyTQ3L8aDWFQFT64980D3pW0tWRPN5WGvOB66rlNfX09HRwdFRUVUVFSgadqx3yjEEOj7oFgBbBaFePJQwBzSC2gUch0ahmLBoiokdAOrpuCwplKajZd7vukeN25H6kGozxHn4E4fhi2XcKCDl5/bhDXYjCXWldl3DWDChAkjVV0hhBhzBhUw7+7uPmKe8vz8fMLh8CeqlBg/Ds/bmeNK5X79eM8ODOOSrA0aDcOgteE9MC0o1uy0BaX5qVQaEmwSR1JVVcXy5ct5+umn2bBhQ6ZcVVW+fMUVXHvVhSNYO3EqSQfIS/OdhGM6hS4bwWgS3TRx2S0srzwtc5NW6LaRE9CIRUHREzitKsFokg172plS7KI038Hs0tTy2PR+DXt8QQKRBFZNPRQwV6A03yEzREeRRn8QXMXEDQuKnqQ030FUSdJugqEovXf9CukcLQqAaaIbkOewMt3jGsnqi1FiUr4Na7CZPIdGZyiVKmphWSHL5pem0huEExTkWOVhrzimuro6amtr8fl8mTKv18vKlSupqqoawZqJ8SLPaaWpLUQwmqAnmiCeNHvzl6cmkasqWFWIY6AbJhOL7bT3pPa48uQ5mO5xH3Eywli0sKww83DU4/GQ69Cw25I4unYRaN+dOa6wsJDc3Fx6enqoqKgYuQoLIcQYM6iA+ezZs3n22Wc577zz+r3217/+ldmzZ3/iionxoe9AAKCkpIT6Dz+kfdf73HHHHfzjP/4jU6dOZd++fTz++OPsb/gAu72AKZ7PkFQVHFY1ayanBJvEkdTV1fHUU0+xaNEiyirOpjliJRBN0nagiXX/9wqnn3663DAK4NCDvAKXjRleNy2BCDm9KVi+9pkZWUEpVVEon5RPh0NnV307kUQJVgwUBcKxJHv9QarmTMjs1wCQ67Qy3eNmx8FuVEWhwGWjNN9BocsmM0RHifTnWZTvJtwZw9RsHAzqWCL7Ue2FGC4vqOm89gaKqmGzqKmHJDZVPmtx3JoDcWJFc+gIJylymFmbnV+xaMpIV0+MEnV1ddTU1FBZWUl1dTVlZWW8vXUXjzz/Fv/24Hou3R/nys8ukocu4qTK771PS+gmhpnKWmYaYFFTX2uKgt2qkghGiSTcJHWTXIeVyUVOphRnP2QeD/d86XRd6YejFyw5i5f/uJYzFszi7P93cWa17KZNm9i4cSOrVq2SFSNCCDGEBhUwv+mmm/j2t79NV1cXF154IYqisGHDBp588kkeffRRfvaznw11PcUYdfhAYP6sqWx9sYVIrIvNmzdnzQROLzeb4ITvXX4Wf633yXJkcVx0Xae2tpbKykq+cuP3efnDViYAE4AZM2fzhmLjvofWsXjxYhloiqwHeQUuGwUuGwqwbH5pv2BC31UypmYjz6GRREFRFHLsqaXD/u4YDQe6aWjuJprQe5cUO6icUUwolmSaxy0zRE8xLS0tBINHzo/6ys5uOsJJpniLOdi8DcOWi6laMDUbuR+/hm7LIzT5XAyLA1O14LRaeoMBBhYMlkzWSAZa2BXIPq/b7aa0tPQk/3biVJNefdIZimcepqTbgh2+aL/jx0s6AjE0+o6BVq9ejaqqNPqD7A45qVx6EdHX3+DVd94nzzOZixdMlOtKnDwmOGwa1qhKntNKUjfojiZQAKuWeqjstkG3ApPyrMwpzWOPv4et+wO0dceY7nVnxmTj5Z4vO13XDM6dYqO2tjbrHrmkpIRVq1bJxB8hhBhigwqYL1u2jLvuuouf/exnvPbaawDU1NRQXFzMbbfdxiWXXDKklRRj2+F5O0tuuIo777wTpc/u6H3ddNNNzCjJQ1VVWY4sjkt9fT0+n4/q6mq27OvKek1RFCoq5vHy3o+or6/vlzdfjD+HP8g7WvuSDq4DmJoFu0WlIMfBjD7Lhvf6g+xq6SGdojMcS7LHH2RGb9v3tc/MGLbfTRxbIBDgxhtvzNog+HCh0rNBST1cUwE10hvUNHQssS4ssS44AFHPfHSLk1jcCkaCRDKC7t/G7/+6j98PcF5VVXnooYfIz88f8t9LnJr6rj4BsmaQT/O46Y7qA75vPKQjEEOj7xgoneowvRm1oihUzKtg/fr1+Hw+Njc5ZCwtThpVVZjhcdPeE0NRwGmzkOe0EkkYlOY7UFUFIx6lJRGiIEdjjy8IKBTkWAlEEjS1hShy27hoXv8JDONFVVUVixYt4vnnn+fgwYNMnDiRL3zhC1l5zIUQQgyNQQXMAS6//HIuv/xy9uzZQ1dXF3l5ecyYMSMr57QQg1FVVcWPfvSjfnkWCwsLue666zJPz4+0QZYQh+vo6ABILUF+r7nf6/n5+RgWZ+Y4IU6kfVGAfZ0xTM2BAlnBcoADHRG6wgnC8SQWVcWqKSR0k/aeGBWT82n0B6UtO4Xk5+fz29/+9pgzzJs6YrSFknR0ddNyYD9qvAdLvC1zjL1nH1q8m4rPrqBLyacnZpBrVyk//2wWl7mZlN//5tbtdkuwfJxJBy776juDPM8x8Kqn8ZCOQAyNvmOgtPReHUCmzYlEIvIgRpxUhS4bScNkQq4df3eMpGEAKoU5VhQFuiMJQuEEmNAV1nE4IZrQM/vIlFo1MBnXY6aB9iJ45plnZC8CIYQ4CQYdME+bMUNmxomhV1VVxeLFi6mvr6ejo4OioiIqKiokXYYYlKKiIgCampoodLmyNpqF1IxSNRnJHCfE8eg7M3RqoZ0PgwdByc4pvL89xO7WHpKGSSyho6oK8aSBAiiqgi8Q5Y/v7eMfzpk6rm8ATzXHSovSavh4/2AjikXDlV9EnmklEOgBDJL2AiyxLrxeL3/3pa+xK15M2BekuHev6j0BUA7CP0wdvzPkxCF9A5d97fUHeXrjfj7uipN0TqAnqpPuocZTOgLxyfUdA5WXlwPZ6cQCgVRuKKfTKQ9ixEm1sKyQta/tprkzTDCqoyr07u+hYAJnTClgT3M7PkWhLZQk14wTjqdW2Vg1lXAsyQdNneN2osFAexE0NTXx4OPP8uMHnuG83THOnDtLVl0LIcQQOe6AeXl5+RFTZBxOURTq6+sHXSkxth0tV2dfmqZJegwxJCoqKvB6vaxbt46v3Ph9/vphayb/vWma1Nd/yERHXHaWFyfk8Jmhqh5lcr6NUCyJJ8+Bbhi09cSw9N4I2iwqPdEEumFiUVUKnFZMYHdrkJc/bGHlBbNG5PcQJ87fHWOG1832AwEOdIYBjeIJxTiKXPiSMb586Tl8+f9dzLMfNNOyw5f9ZhMOBqKSg1oA2YHLtK5QnJZAFLfDSo5NRY0HaQ8lKY4mmO5xSzBEnJC+Y6B0DvN0OjHDNKn/sB6Xy4XX65UHMeKka+uJYdU0nDaTpJ6KGyQNkwKrRoHLRrErtWG2pkJnKIGmQlw3sGsqbT0mnjzHuOw/B9qLAMBRfBozz7uCZuMNNr7/ARMnTealbbEB990RQghxYo47YP6tb33ruAPmQhxJoz/Iunf30RKIZja/29XSwz8sHrrZlccbkBfjh6ZprFy5kpqaGuA/+fTnr6AtmUPTwTY+2vYB7dvquPXmb8gKBgEcakP2+IJ0RxLk51gHDFINNDM016FR0puX/OmN+1EUBbfDSmcojkVL3dyoioJFUynsk7Zlx8Huk/+LiSGT/ux7oklsmkpcN+iOJOnUVeIFs3lhv4O2Fz9id2swFVA3waKlrgWHVSOa0CX1gQCyNxlOaw1EKc13ZL5X9SjTiu1M97i5YtGU/icR4ij6joHWrFnDihUrmDp1KjNcER55/i2aD7Ry6bLzZcNPcdJtbupEURQm5NqJJiwEo0mShkEwmiTXYaErFKc9lMRUU+PxcCKJYgIKxBMGoViShG7yt32d464tHGgvAjj0N03vReD3+/GWlIzLhwpCCDHUjjtg/p3vfOdk1kOMEi0tLUfN63osT23p4MODkcz3IaA90IMZD7L8jP7pMJoDcXb4onRHdfIcGqd7HQPmfe17/NuNh+rna4OPmg6yZNrA+WKPxu12H3NZvhg9qqqqWLVqFbW1tbz3k3/NlJeUlHDrzd+QvH8COJRmpSsU791sKhW8SuombT3ZM3YGmhkKh3IL7/EF6QrFCceTJHWDuG6Q7N3502FVcVj7PqCRB9KjiWGYbG7qpD0YI6EbmKaZ2dTVtOfiC8Z5bbsvEwxwWDUcaJkHuUVuu6Q+EMDAmwz3FDrJdfa/PuQhixisvmOg6urqTHlJSQk/6bM/kBAnU2cojsOq0RGMZR48J3WDSDxJU1s4Nd5KJjFs+QSiOrpuoqkqhmGikNoYO6kb7DzYM+7Ssgy0FwEceoDfdy8CkP5CCCGGwqBzmEejUXbs2EEikcA0U3eJhmEQiUTYuHEjP/zhD4eskuLUEAgEuPHGGzEMY/DnmPEFDM3Rr3zXTp2/PLMLw+pETUSwBlMbM8aK5mQfaJrYO3diiXUNeP5IcQWGrf/g6cV4EGf7iaUJUlWVhx56SDZgG0MkN744lnSalZZANKt8ry9Ii11jc1MnE3Lt5Dmt5OdYCYTi5PeZKZ7OLdzoT80stllU2oM64XgS00zNLk8dqGRW2aDA6aW5w/UrikFKrzzY6w+ys6WH7kicpGGgG4eC5QCoGpG4iaIkM+OjnmiSeNLAoimgwLzJ+ZL6QGQcvslw7Su7qG/uJprQ0eOxzLhJHrKIT0LGQGKkGYZJJJ6kuTNCPKmTNEz03mA4GIR7F+6ZioWkYWKSCqjbLCqqmjoqrhvYrdq4m0E90F4EcGjyRt+9CED6CyGEGAqDCpi/8847fO9736O7e+Al5C6XSwLmY1B+fj6//e1vP9EM83tfPUgolh1wjyUNokmTJeedmSlTAEWBrq4Ab7/zDucuWUJeb+C6KOfvuHB23oDn/9PWzswMzr4sqsLfLzix4ITb7ZZguRDjTHqmTjShZ8pS6TPiFOTY6ArH0Q2T1u4oMzxuFAVUUm2MGg+yZFoq8PX0xv2U5jvpCMZJ6AbpfAuKAg6rhkVVCMWSFLntTMx3cNF8Wc1yKuu7wevHHWFMEyyqimmC2a/LUTBI3eSnvgNVAcNMrStXUTh3zoRxdaPfl67rErA7ikZ/kI5QnHAsCUA0YaA7iwhGdXnIIj4x2R9IjJR025bqN01iSSPTfyoKGGZqqKQAqCoKoCkKSdPENNN9qYLdolHgso67GdQD7UUAqUka67cezOxF4PF4ZGPoPmTMIYT4JAYVMP/P//xPCgoKuOOOO3jmmWdQVZUvfvGLvP766zzyyCM88MADQ11PcYr4pClKzvoYNu7pyCoL9cSYWGTPPDlP23mwm+LegHVefn7mdaumYsn3DpinfGbX/gFTJHhy7cyaNb5y3Yn+6urqqK2txec7tAmf1+tl5cqVshxZAIdm6jisWiZgFYymZoe3dEUwTJO2ntRmfC2BKOWT8ijOtXP+lEJeXVufSf3UGYpT4LLhtGloqoJiUVM3elaVCbkO4kmD4lw7S0/3yD4Lo0DfDV6j8dTDlAJX6gEKQFI3++SgNjFMhVjSACV1g68pCrkOK6cV5ZBj1/B39++nxgNpg49tc1MnBS4bM7xuWgIRYlFAT5Dn1KSdEEKMWum2bUKunfoDgUy5ooCqKuh636fPSurBtKagm2ZmDxBI3QeW5jvH3QzqI+1FEG3/mF1vPktLUztLL/o83nynjCt7yZhDCPFJDSpgvmPHDn7yk59w8cUXEwwG+d///V/OP/98zj//fBKJBPfddx//9V//NdR1FWPARfNK6QzFOdgVIZowcFhV7FEVE5PNjR04bFpqEOSypUZQA9B1I5NjOL156Js7/CyvPG3AzbPkKfvYdKKbu9bV1VFTU8OiRYv44he/iM1mIx6Ps2nTJmpqali1apUMngSePDtv7vDTFYrTEYqRSBp0RxIYZiogatVUAuEEkbieSa/SFU5AQfZ50oF3RVHId9pI6AZJ3SCpm3SF4lgtKmdOLRh3m1aNVumVB12hOF3hBOFYEpPUNaEbh4LlKqlZcqRny5mgY6IrJt2ROIGwhRneonE3Mw4OtcGVlZVUV1dTVlZGU1MT69ato6amhmu/XY1SNG3cb9idvtYKXDYKXDaaiLMT2OGLUvvqLjBTwaXx/DcSQow+naE4XaE4H3eEU2Oq3hnlpgmm3veRM6CoJAzQNHDZUulZgrEkVk1lhtedaf/Gm6PtRXD7DbIXQV9HG3Pcce/9XLQ/TlHpFOlLhRBHpR77kP4Mw8jMNJ4+fTq7du3KvPb5z3+e+voTyxUtxo9pHjf/cM5Ulp7upXJGMRWT81MbW5kKhgnhmJ7ZKO/00tx+2+Apvf+T3pAvHEtiGCahWJKnNnwMwLL5pXhy7Vg1FU+uPWuTPjE2pNMj+HtiJA0Tf0+Ml7a10OgfOF2QruvU1tYyc+ZM9uzZw/33388vfvEL7r//fvbs2cPMmTNZu3Ytuq4P+H4xPjT6g9Qf6KYk34HdohKN6wRjOgapGzrDSKXZSOgGkYROd7Q3sDXALKeFZYUopNKvuB2W1KZWCR1NVVI3iEBnMH7Ea1acWgpdtky/Y7OoJHSDQDiBbpioCmhKKu0KAGYy83XfPswwoTuaCpSPt5lx6Ta4srKSVatWkUgkeO+990gkEqxatYq5i5ay9vkN+AKR42rTx7LCPnsidIXifNwVx9Rs6LrJxj0dbGzsoK0nNq7/RkKI0afQZWOvP4i/O9qbouyQ/sk0U3TDwGZVmVTopCTPwaQCJ6qiMHdy3ri9t6uqquJXv/oVl156KQsXLuTSSy/ll7/8pQTL++g75li9ejXl5eU4nU7Ky8v5yo3fp3jeBbz6zvskkrr0pUKIoxrUDPOpU6eyY8cOFi1aRFlZGZFIhN27dzNz5kySySShUGio6ylGsYFmAqdnVT69cT8zPG72+INZo6XWQJQVi6eyb1+cF+PBVH5gBTDh7Z1ttAaigNkbjLLisGpEEjqbmzoz507/zPRS+vE6sBqL+qZHSDN7ywf6nOvr6/H5fFlL8tLa29tpb28naS/g/j9vIKfAI7MNxqn0dVXgsuG0pwLddqtJZyiOoYJipjZ31A0TTU0F1Hc0d9PstPCX9wN0zvp/3PvqQc76OLWaZu7kPBqauwlEUoFVp1XDalGxaCrlE/PId9nG3aZVo9XCskLe3OEnmtAJRhNEEzoJ3SSVQlTBMPtu/KmgpPb2zNoMNKmbdATjvN7gY2bJ+PrM023wJZdcwje+8Y1+y6MnVv4doY+34ff78ZaUAEdv08eyvivlWgIRAJS+AyQztSlxgcs2bv9GQojRZ2FZIb9/Yw/dkQS6cezjAXQDrKqKTVMJxpIkdAO7VaWhuZtPz/Ge3Aqfoh588EGefvppDCP1R9y8eTMvvPACV1xxBddee+0I1+7UkB5zVFdXZ3K9p23Z10XFvArWr1+fGXNIXyqEOJJBBcwvv/xy7r77bgzD4Oqrr2b+/PnccccdXH311dx///3MmjVrqOspRqm+G6UBmae46Vnf6Ty/M3Bn0qs4rBqTi3KY5nGTDNhwttdTOdXFju7UbKt0OgTdMAjHdTpDcdwOK5MKnXSFE8f8mWL0Sy9ZB3pT80SIxnVcDsuAge62trbM14qiYPaZ2aIoCglbPrGiOTS391Cg5bHt4wDrt7Vw1rRCLpon1814kV4u3BKI8tHB7lTuciChG5mZwqqioKoKVk1BN8Bp02j0h/B1xTDsBbR0J3j2/QM8veljLKpKaYGDaRNcNDR3E0sa5NgtnD4xj6kTXADjMjXHaDTN4ybXaaGpLUSy94GJRTVJGkZmM7IM1dIvGJAJnJupVQovbWuhJN8xZm/4D39QnvCl2uCHHnqIc845p9/y6Fc2/Q0UjUgkknWe8fTvo+/fLL3xeTyZSl2nRTqystRFE3qmrdqSTF1s8pBXCHGqS+omCf1I88n7M0xo7Y7i645i0VSsmkJXKE53JDHmx+cDTTh75c/rePy5v5IsmotucaAmIliDzVjjAZ588kkACZoDHR2p/dLKysr6vdYZipPfu0da3zHHeBpvCCGO36AC5tdffz2dnZ1s2bIFgB//+MfccMMNfPOb38TtdnPfffcNaSXF6HWsmcDpPL/pXJ1pnlx71nt2+KLgsNESiOJ2WOgMxUkaJophYrWohOPJTBD9RGcfi9Enfd2kUySk6QYDPhzp6OggaS8g4Z7ExGmz+PSihVy4cAZm0M9jjz3GG3vDALT3ROng0PnqDwQwTeRhyzhhGCZ7fEGiCZ1YwiBpmKn81Ok8m6RmmTusKnarRqHLxh5fkLaeKEndwFA0OkJJVM1A101sFpX97QaYqa9tFhXTNGkLxshzWlPt3jhLzTGamSa4HRaC0SSQJGmYmTzlA++40Z/S+7+mCeu3tozJgPlAD61bA1aS9gLOmDmJ1atXZ2Z8lZeXs3r1aj5a/QsOtPdgdziyzjVe/n0c/jcDUExYOLWQto4OPtKj2C2HZsmZppnp+3LsmkwMEEKc8jY3deKwaShKqt88XukHznrSIKGn9pJpD8Z5eVsLKy8cm5P0BupH//K3Azz50iZinjPI9U6h2FtKYa6LHDVBfNcbNGx6k6eeeoqvfOUr2Gy2o5x97CsqKgKgqamJ8vLyrNcKXTZafH4AnE5npny8jDeEECdmUDnMVVXlX/7lX7jrrruAVIqWX/3qVzz++OO8+uqrVFZWDmklxejVdyZwX3v9IZ7euJ+9/iA7mrvp6nPcQJt0dkdTuaXTM9AdVjWz4Z6mKNgtGg6bBuaRf6Y8OR470vmh08vVAVCgNN+ReTjS1+ZdB4gVzUHNKeDTn15KezDOwy9tZl97mFWrVqE584DUMve+ogljwPOJMao36tkZimOYqWC50SdYnhbXDSJxnZ5IAn9PlEhcJ540wWIn0Xtnp5smhmkST+jE+0w3TvaesCUQlQ2JR6HOUJyEbmDVVBQO3fQf772/QSonK0DHEfqq0e5I7WXCPemI7ykwA2CaWQ8extO/jyM96EeBYEwn4fTQHdVp64kRTehZ11tpvjNzvPRVQohTVWcojk1Tj7/DHIBhplb96brBjpaeoavcKWagtvyjj3YSKZ6HpXAyk6dOwzAMWto62d8ZY87S5UybNg3TNHnuuedGoManloqKCrxeL+vWrcukrkk7Y2oB9fUf4nK58Hg8wPgabwghTswJBcy3bNnCN77xDZ5++ulM2cMPP8xnPvMZrr76aq655hoee+yxE6pAe3s71dXVLFmyhE996lN8/etfz9pEdPv27Vx11VUsXLiQCy64gNra2qz3G4bBL37xC5YuXcqZZ57JddddR1NTU9Yxw3EOMbC+m1elpXZID7GzpYePO8J0hmL8bV8nzZ2RI27SmefQgNQGegBWi0quw4LLbsHlsJDntDLBbWdHSzfbDwRoaA5kBeFBnhyPJdM8bpbNL0XrTY+RY7cww+POrFI4/OFIUyA1Ok8mkzzx5JO8/Ne/UldXx3888Bhf/vKX0SPdAETjyaz3OazqgOcTY5OqKEzItRPuvQ609N4JpAbTqpIqMwwIxhL4eqLoRmp6sdkb3UqPyzVFQVV6c1sbqfQKhS4bOTYLqqqgqbJyYTTKsWnEEjrRhI6mpXKVH/5A5Vjiukk0oVM0QP84Fgz00DoajWJYnGzfvp01a9bQ0NBAOBymoaGBNWvW0FS/CXvnTmxmbFxu2H2kB/3dkURmBYPdquDJs+O0aSR1kxy7xgyvO2t1nvRVQohTlWGYhGLJrPRSg2Ga9E5E+ASR91PcQH2C3+9Hd+ST685lx0c72bO3kf0ff8yevXt5/IU3WLRoEZDK3z3eaZrGypUr2bBhQ78xxx9++5+0b3uNC5achc1qGXfjDSHEiTnulCzpgHFRURFf/OIXgVQA/ac//SmzZs3ie9/7Hnv27OHee++lrKyMZcuWHdd5b7rpJlRV5YEHHiAnJ4ef//znfO1rX2P9+vVEo1GuvfZali1bxu23387mzZu5/fbbKSgo4MorrwTgN7/5DY8++ih33nknJSUl3HXXXdxwww38+c9/xmaz0dnZOSznEAPru3lVWmsgistuySwntlk0bBaNnkjiiDk4T/c6+Kg7FazY1x4iHNMxMZngtpPvsjHBbaetJ0aO3UJpvoM9/iB7fMHMzaQ8OR57pnncnD4xj/rmbqIJPTM7fKA0F1ZXAbR19zuHYUnNzLMGm4kVzsZhy24S0zP35GHL+FDoshGO6+Q7bSR0AzWWJJLQUQwTVT10h6cASR10M7UZn5IuJHX7Fk8aWDQ19R4j9ZpFVXFYNSom51PgsuHJtcvgfJRRFAjHdexWDbtVIxRLEk2k8tsf7227AqikggYXLyg9ibUdOemUWX05nU7UZISrr76aF154gerq6sxrJSUlXH311Tz00EN8YYGXBQtmDHeVR1zfNGN993NRAI9DwxLxc7r3rMwy8wMdYSYX5fQ7j/RVQohTVVckTlI3sFpUzKSRtSn2iVCUVPD99Il5Q1vBU8jh/WhXKE6P6sbQVFoDIRQ9e0VWLBbjj398GshOMzKeVVVVsWrVKmpra/uNOW69+RtUVVWNYO2EEKPFcQfM/+u//ou5c+fy3//935mG+OGHHwbgrrvuyuSHamtr4+GHHz6ugHlnZyennXYaN910E7Nnzwbgm9/8Jn//93/Pzp07efvtt7HZbNx2221YLBZmzpxJU1MTDzzwAFdeeSXxeJy1a9dSXV3N+eefD8C9997L0qVLWb9+PZdddhmPP/74ST+HOLL0TODNTZ10hRMU5FgJFjn5uCPc79hIQj9invFJ+Ta03Dy2NwfIc1hRzNTxCSMVNA/Hk5mUHH03EfX3RJldmiubYY1Bjf4gHaE44VhqNnA4lmSPP8hM3Fw8PzsQdUb5TPY27QPA4/GQl5eHruvk2cDVafDBBx9A507OvuACWhMKdqtKab5THraMMwvLClm/rSWzT4LNohJN6qiqgmGmAp0mSmpGOWTycWiKio6eOY9FVXDZUqthFC21SmFCXurBXksgSmNbiLOmFdLoD0q7NIqYZuomNhhNkjQMdMNEU1JLxFWF47r5t1oUXA4r807LH5P5y2HgB+Ver5dSe4yGhgbuv/9+Ghoa6OjooKioiPLycmpqaigpKaGiomLE6j2SFpYV8sd392XtyRGOJVObfvb+JXuiOr7eB8QK4LZbyO8zu1z6KiHEqay1K4onz4ElFKcrHCeaSC3JSwd+jyd+rpBa6ee0Wbho3th86AzZ/ei+tlBq43hrPorZhalaUTULBTl2rFYr4XiSWLefSHEF1mAzn/nMZ0a6+qeMqqoqFi1axPPPP8/BgweZOHEiX/jCF8Z9jnchxPE77oD5hg0bWLVqVdZTyzfffJMpU6ZkbaZw3nnn8dRTTx3XOQsLC7nnnnsy37e1tVFbW0tpaSmzZs3il7/8JZWVlVgsh6q5ZMkSfvvb39Le3s6BAwcIhUIsWbIk83peXh4VFRVs2LCByy67jI0bN570cxQXFx/nX3F8muZxZwWFnt64n10D5J1zWLWjLif2d8con5Sf+b4rFGevL0hjW4hEUqfIfWij0PQmolZN5YpFU4boNxGnks1NnamHI143LYEI0YSBw6pS6Lb1C0Ke7nX07syn0NLSQktLC5gm9s6dWGJdAFhiXVw+L4+CybOyHvDIw5bxY5rHzVnTCqk/EEBVFKIJnRy7JXVjF9dTwXLTBBQ0NTWvWDdMNAvYLQrJeJJ8lxWnPTUQt2oqU4tdLK88jYYD3bzf1InDqjJtggvDHHiDWnHqynNacdi0TGqwQDiBSerm3W5VMxvFHonDojJ3cj4zvG5ml+YOU62H30APyheWFTLP8Y/U1NRQU1PDihUrqKysZN++fdTU1GTGmJqmjXT1R8Q0j5tCt42cgJbpy0rznbQEIrSFwhiag4+74jidqb9Pjl0DJZVXUdNU6auEEKOCw6oxscCJVVOJxFOr+JJ6aix1pP5T6W3rLJpCOrw+uXBsz6JO96Mvb2thx8FuwMRtUwkko5hWF7ph0tETBkwUPYY13IZhcxMrnE1Lj36s048bdXV11NbW4vP5MmXPPPMMK1eulBnmQojjctwB866uLkpLDz3J3b17N52dnf1mkjudTuLxE9/I6t/+7d8yM7nvu+8+cnJyaGlpYc6cOVnHeb2pGVnNzc2poBcwceLEfsccPHgQYFjOMdiAuWmahMP9Z1qPZfvaw7R0BvF1RzFME5dd6112rDDBZSHHkv03iUajJO0FvFjfzrY2sFkUSvIc5OdYSSaTJA0dt03F7rIQjuvsaumm2J1KqxBN6Exw22jY38bU4v5Ll8Xo5usKkTRMXDaFmZ5Dn6+hJ/v9u9Kindg7d5JwT8KwpFIDWIPNAESKKzCsTtREhPomH1fMmcPnKrL/TY+3f6fj2adnFhCPJzA9h8q6Iwka/SE+ag2SNMCqqlg1hVjSIKEbGL0zjRUjQYHDRZ47lat8Tqkbq6bwqdPcHGjrYd6kQ8GsRCL1cPC9na14XYPaf3vUMk0T5ZMmMe1zruH693lagY1Y3EFrd4xYn40XDdMkltDRjf7vSadrUUhtVObvjlDkslBe4h3T7YrXpfZrR70LF3LzzTfz8MMPZy2P9nq93HzzzSxcuPCU/5u0tbXR3d0/vddQ8Pt7KLKYmZF5PBTDpus0B8MYtlwikWhm87ICi4VYMEZM1/jMDBcAwdYA21qHtk55eXlMmDBhaE8qhPhERmsfOmOCkw/2BTAxies6qpp6kBxXDMKxwztQEwUFi5ZKaYeioJgmNmvqAeHsEhfPf7CfC+d6xuw9ntelkmtXKHJZMUyTAwf8KEYSNRECRcNUNBRTRzHBsOaCCaoe5bm6rXx28YKRrv6Ie/av7/C7J16kdOoSPvd38/jMgjLMoJ+nn36ampoabr75ZhYvXjzS1RRCjIAT6UePO2BeUFBAW1tb5vt33nkHRVE499xzs47bvXt3JsfiifjqV7/Kl770JR555BG+9a1v8b//+79Eo9F+S2bs9tQs4lgsRiQSARjwmEAgADAs5xisRCLB9u3bB/3+0aalJ8mmA6m/V4lDpymQJBqFIqdKvkNhd3OEQFcnLS0tzCyyUJprYcvuZiKeM6jb1UF30kJSN/moGXLtKgn90MVu1SCcMLEo0NwO+Q4VFMhTozz+xnbOnmSjNPe4L3cxCkS7o3RF+s+iKHBqbN8eyirr6urCEuuiNNdCPBKnu7ubpL2AWNEc7HY7mqYRDmts+DhC/ntb5VoZ56bakuzuSHKwO0koYZJjVZico+J3KIQTJpgGmGBTARPsFhMrOtFECCORQzgE0TC0aZHM9bizKZzaIPQwne0K2+1dw/47jrShWg47nP2oK54kEY5TpJkEdQONVP5y3eybjsXM/L9CalPQdJFpQlcoxvb9Cd7dEiVUau/3M8a6vLw8brrpJpqamggGg7jdbsrKylBV9ZQfD3V1dfHrX/6ShH5yZu9FiiswbAPMEDcNcHo4cGA/ipFEi/fwsZ7aswND5/nWTSelPgBWTeNb3/kOBQUFJ+1nCCFO3GjsQ6fYkuzRYnSEdZLxJDE99cDZMA9PaWam/qOYJHQFTANVAZum4HHCRLdBItSFPwQvBjv4dJljWOo/EnY2hUlGE0STJolEakKihoFuGKCpKHrqvtrQbJAzAcJtdASjp3x/erI1dyf4/YubKCidyqzZc+gMJ/nTe3s4e5KNyy67jJ6eHtauXYvb7UZVx9ekFSFEyvH2o8cdFTrnnHN47LHH+NznPodhGDzxxBPY7XaWLl2aOSYej/OHP/yBs84664QrPGvWLAB+8pOfsHnzZv7nf/4Hh8PRb7Z6OkCdk5ODw+HI/Nz01+lj0qljhuMcg2W1WjO/93iwe/NBJnhSf8cJHpgcTtDaHU1tkGdRmdk7cxxgXxxmej207I6RdBajWh3kWDX8PXEwwGpoJE2TaMLAk2tLLZVPGLR2R7FqKhMKXZmZ6AAhm425cycesW5i9HF5w7yy3Z+V81CBAWebJJOpPOfFxcXceuutrF+/njcbI6jOAmbMnMHrr79OOBwmPy+fkG2CXCvj1L72MFv2B+hKJrDlmuSpCab02UTPEw4QSeipPRNIzfoBBadNxUmM19t9RLESiqeWDWs9Gos9Rf8/e38eJdd13/ein73PUHNVz2gABBoECIoEB1MiKVLUZEqib2zl5pqh9fJyI99lm/aT7OR5xQMdLst5llZCmytSJCfLliVblGPFg2zakq04nihZssxBEidIBMEJU2NoNHqqueqMe78/TlV1N7oBNBrV6Oru85EIoGs4dar61B5+w/dLZmSY/W6Zo1N1zlXcjqHftnyCfSOZLXe9HTlypGvHuprz6I3AvtkG33hlmtfemMEyDRSKhrewMm5hTfl8ECDSXYWEZRIKyXdnLT5w741X5bx7kZtuumm9T+GyOXbsGH4Ycn+xzHBrTukmM43DHB69ecntByYPcap/jGoikvFpWGnKqQK+YZFzq7y9AUP12a6fz7Rp8uX+Atu2bWPv3q1nxBoT06ts6Dl0XzSHfvP1GaarHn7Lk0EKPZ9u1gItonk0mjtlZPSJQFpJ9uycL8yzDMGNN+6+Kue/Hhx1zyJTdU7MNEiUkzQaTZRSGFaK/lwKYfZRdUMaXkigNdJIkcv73Hjj1l1fAPzTXz+P4zi87W1vW6QEULdtbrppOz/6oz/Kf/yP/xFgy39WMTFbkcuZR1ccMP/pn/5p/tW/+lcdCZaJiQn+7b/9t+Ry0QL+z//8z/nDP/xDjh8/zn/5L/9lRcecnZ3lmWee4Qd/8Ac7upVSSvbt28fU1BSjo6OLNKeAzs/btm3rBMGmpqbYvXv3ose0ddWvxjFWixDiigLuG426Hy3M2gwVLIYKab47XsQwJKeLDjN1v2O2+Oq5JqcrUSWXlJIwEKQsAy9UOL7GNiUpSxAqgSEN0gmDlB1gSolhGIuOlw621me9FbihlfBaid6440TVeK+99hoPPvggnudRH70dhMGhlw8RtioGgyCgEV8rW5IT0zX+13enOD5dY6bqUnN8bMvglmv62D0USR7sG81zruzwph35zvPKdY+K43NqqomystQ9hSbSu0ZIqp7mySMlBrI2J+ei61AISbkZMFFy8BTYh2e3lP5wt1rJ28e6mt/XZF1hWBZ9mSS2aXJsaqkfRztgfn4/Qaih3PRJWAbjc814nNlgtIsqhoOA7V0OmE9mhqjkr8GQNnU7RcZrsL02zb65cQBOmynO9e1CI3BNGzv0sYB+r8mpkQMMT7zEaH3m4i+ySpLJZHytxsT0EBt5Dr0hneZ/f3eq0yWsdJRQFiLyiFG63ZQVvUcNeGHUzWUaklNzTbKpGknLYLSQZP9odlOPT2/dv42KO4lpmjRrZUrFWYTyGcxZDOQSjFclPgJpCsIgRFspRLafqbraMmvK5SjWWwV6g4OYC2IP7T1eW2q30Whs6usnJiZmeS5nHl1xwHz//v386Z/+KZ///OeZnZ3lp37qp/jX//pfd+7/jd/4DUzT5Ld+67dWnKmbmpriF37hFxgcHOxIu/i+z+HDh3nPe97D0NAQX/ziFwnDsBNQf+aZZ7j22msZHBwkl8uRzWb59re/3Ql2VyoVDh8+zAc/+EEA7rzzzjU/RszK6M/YTFcXS9iU6h5TFYfBlmFnww05NlVj70gWy1jcIhUohWlITENim5Js0mSu5hGo+eo+rcHxQxpuuOh4A9nYDXszcr6hbJsT0zUOjhcp1j36MzZpc95gr90tIv0mys52guUQeTD0Lagojtk6/PmzJ3nq9Wlqjo8UgkAp3EDx0qkS+ZTVMRI2DclwLtFJ0hzYmefp12eouQqhQwwhsC2D/oxN0jKYLDv0ZWy+d7LUMag9V3KYrbmYhuTQqTLnyg5PHJrkLXv6ee9NsQloL3NwvAhEbeTFuocfLmdStnQRplt/KMAPFE0v5MR0Lf5dxzCZGeL5HZHebCpwSAUOAig4FV7YfhNvDF5LIvTJOVXO5rfhmAmybh079JnMDlMMfYRW/OCRf1zfNxITExNzCZ56fYq/P3QWp2X2OS9iFu3hlptR251aKlCYEpTSNNyA49M17rl+c3ssLDTRPvbKHIniG1i1CarlHcyUriVIDaKNqNsRNIQ+xUrIwfHill5fjPRFhS6lcnmRD0d7j3fy5EmAVckIx8TEbC0uS6j3uuuu49d+7deWve/P/uzPGB4eviwdqBtuuIF3vOMdfOxjH+M//+f/TD6f5zOf+QyVSoUf+7EfI5FI8LnPfY6PfOQj/ORP/iTf+973+P3f/30+9rGPAZHuzAc/+EE+8YlPMDAwwM6dO/n4xz/O6Ogo9913HwAPPPDAmh8jZmXcNtbPVw9NookC5ZPlJqdnG50gd9IyOo+dLDcZyNpoDWEiz0TZi1rxhMA2JTv6U6RsA63BCxRSCpKWwUDGpuqeV/m1QEM2ZvPz1OtTfOnZUzheSNI2GC2kyCczhMl+DKeIbdt4nodVm8Dt349hmp2g+dDQELeN9a/zO9g8TE1NrZlBXjeZKHs8+cokVSdAKQiBQGmkgFpTc2xilj2DUVJvIG1yc58JfQAuX/7eWY7NuNQcD7RCa4VWIcVqg76USaWuqNfrTJQ9BtMmTqCYrgVoNEEANQcarks+YfDc6w6zs3PcvSfLjkLvJ/ny+XzHAHurcHy6xksnS5yYrtH01WVNLe2gudaa0UJyy25owzDk8OHDzM3NMTAwwIEDBzrFCFuRowNjS26rWmmeHHsrAFpIHDOBY9hYoY8ZhjStFLYK0AgcM8EbA9fy5szLa1ZlHhMTE3OlnJiu8QdPHafhhYRKLwmQX6reTwO+gmNTNYZyCfaOZJmurN5LbKPQLg569Zk6bwBu/z7QAm0mo162MDKRF4AImgQ6T6nhr+s5rzc/ePcB/vbrT3H45cO8813vRIhI3ue2sX6UUjz++ONs27aNAwcOrPepxsTE9Dhdc7ZbjTSJEILf+I3f4L/+1//Kv//3/55qtcodd9zBH/7hH7Jjxw4APve5z/HII49w//33Mzw8zC/90i9x//33d47xsz/7swRBwK/8yq/gOA533nknjz32WEfEfXBw8KocI+bStLPkf/6dkzx7LNLb9ANFyjYoNjz603YnaF5q+MzVPJTSaGnR9BUIgWVIbGAoFwWvTs02yCUtkpZB2jY45QYkDEml6ZO0DPoyNqOFJIYRG3psBU5M1/jSs6eXdBjkpYOX2U7KKZJKpXj/+9/Ptm3beO30LF8/eIy6Ahk0GUtU2TOcXVKhvpXkMrrF1NQUP/PhD+P6vb9obw4eoLHtNpSVASFZuG3zHI+XZsZ5rX4WtCZRfIOvuCUAgkQftd3vRiNRVhotLarNtt+FYLIECAGhj9ABU0UDDDt6Da1pRU9pNkPmtEK6ZV6rnuLvvRqp2cNX90NYBQnL4tOf+cyWCZqfmK7x3LE5TkzXWLawfIUkLIMbdxa25Ib26aef5rHHHlskczcyMsKDDz7IPffcs45ntn5UE/NzS81OM5kdYTI7jBKSROCS9RrYysczbMrJLL6MKuRSgYPdCpTYyufowFgcMI+JielZDo4XGZ9uLKosX8hKp9Wa45NLmczUXI5P17t5ij3JiekaXzs0ybfrO2gOp0D7SN+JPi+lEFJGFfoIMJOEhk0YqkscdXOzd1uen/iht/LpP/7fPPVPirfd/n18//ddizN7mkc+8zjPPvssDz/88JZO1sfExKyMrgXMV0sul+OjH/0oH/3oR5e9/9Zbb+VP/uRPLvh8wzB46KGHeOihhy74mKtxjJiL0w5AHpuq8cKJIpmESdIymKk6NLyQtG3gBYp06/ZM63mTVR9UgG0KtJaR1p0QvDZRIZMwySZMqo7PXN1Do8lYBm6gCJTCCxU7+iM99FhmY2twcLyI44dLbj9xroQyUwwMDDA3N8eXv/zlRfdf099PsVhk6vhhTtxwA08cmuzcN111+eqhSd53cyyVcTlUKhVc318zg7xu8mQOXm82mDazqAXBcoEm67lsa9a4bu4cu4rji8z1XrxmjNebDTwzQQOPSjKJ0hBIsxNzF1ojpYnWBshoYa4hCqQjQWgMBYaGjLDY60PO1bx9uvsmft2kbQhYqVS2TMD8z589yWSpeelgudat3+9SpIBcW+Jni81LTz/9NI8++ih33HEH7/rBf8lE06LsBMycGec/f+oz/ApsyaB5zq1RSuap2WnGC9dQTWTwpYlE41hJAmmQ8Zs4ZgIQaCERaKp2hpwXSbP0N0vU7MwlXysmJiZmvfjuySLlpnfRwPhKmoJDDTNVl1zSotzwLvHojc2J6RpPHJrkxRNzONpEGTYCG4UENDJ0QAlCK4uWBlpI6oHB1185B8B7t/De5f4feCfbsgaPPfYY//u5v+R/t27ftm0bDz/88JZcb8TExFw+6x4wj9n8tCd7gDPFJg03oNxQmIYgUBrPj7LgOwfS3DbWjwDOFBscHC9ScUIQBhJQEqTSBKFmtu5RbHgMZRMMZhPMVB2avqYc+JitanI/ULx6tkIhZXHfzaPr9O5j1pqF1eCvnCmj9dKldsP1kUGTubm5ZY9RLEa6xNPT0x2N4oVo2LLyCVfKWhjkdZsdzQoToUdZ+ThmAo1AoDGDgD6vxnWlM0gzRSV/DcNB2KnifCo1iJAWtUQez7SwVYjXGn+k1h3rR0MpfCOabgU6aqUV7W1hFFhVQpIMA9xEnutLEz3/mW1FDp4oXigOvmKEgGoz4NRMfUvNS2EY8thjj7Fv3z5eOz3LN06/0LkvnU6T3vtWfvsLj3PXXXdtuYqvfXPjfHPsLo4OjFFK5FvJFo0ZRmNAYJhUZQYrDLBDH0MptIjGkkAajJVOk/UaZL3NX2kZExOzcTk5E8lwdoMg1NScgMImTzy39yQzVZdGswlEK0dpJSkkJIYhCEPFnN8K6WgIfJeak+T5E3No2NIFP/fccw933XVXLAMXExOzauKAecyaszAA6fghGmj6IUYgSCdMAqkpNTwMKXjNMsgkDV45U6HU8KKFlZA4oUYKhdag/AAviILsdScgk3BBQKg0phQM55PUHJ9AaQTQn7W37EJhs7MwGQMQak3TiyrM2/I+jh+iDBsvsx0/u4OEDNmeM8mrElmajI+PU61WgUjDvO2sfj5bUT5hq7BvbpxnrnkLZhhi4xNIAwGYYYAvTbSQhEApmeeFHbfwlomXAJjJDKCFIOs1mDH7UUJiKIUpQkwVEIio2kdJGbXKCjCDECVBIdECQCO0Jhl4BNLEkxb75sbX8dOIuRB+qPBX0uZ8kah6qCFUitmau6XmpcOHDzM1NcVE2SN10//BcG6QpCnJWYrS9AQTExNIz+bw4cPccsst6326Vx0NrfEi0lk1lEKg0QgUEt+w0Ehy7hzDjVnKrcC61Iqs10BAPG7ExMT0NGIF5eMrjadrrUlYkms3+Ty6cE8StpKohmGgwoBypYIMnOg2M4lI5ggUrerzKMgeF/xEn9dWXFfExKwH58vaDucTTFfcDS1zGwfMY9ac49M1Ts81cLyQUsMnaAUclNYErQCEbUryKZO6GzA+U8cyBWhQAEIQhLS2jtDuh28vqupeiN2qVhemQdIyOsHSdMLEuAwj2piNxfnV4KOFVKRfLiBtm5TqHjUnIG+LKMAANNGMz80hA0gUT2O61c7zM5kMZsZmurrURGirySdsJUbrM2S9GnU7jakD0IJQSJpWklmznyMDexitTZH1GmjmTfr6GyXO5kawlU/GbxJIg0CaCBRKSASghGBhSVVgGJ2xS2iNVCF5tw5CI7Ri/9zxWIe4RxnIJjg507iiY2gNXqg4PrO1qoFnZmYIEn2k991F0VF41bOtezQ5mvT391OcDZmZ2XrX/tGBMbJ+g5HGHFpIAmkQCgPXsAikhRZgqBA78ABB2ndIew7FdB9SKfqcCvvmxuNxIyYmpqe5ZiDNqxNlVBfktW1Tgo5MHDcz/a09yWDOZnJKEBJ1bAkdJVXNxjRBZhiIzOpBgDBouAFNX/DqRIXaQHpd30NMTMzW4PxCxjcmq/zd986ydyRLX2ss24gyt3HAPGZNOTFd4/Rcs2PCqLWm6gQIQEqB44cYUjKUtSk1AkwZUKz7WIagkLaYqgQg5y/TZU1itO5omy+KjQsYLSTjQOcmZrlqcCFgruaSG7Loz9jcsCPP0y/MD94agbJzyNDB7b8O32+grBTSb/LSsbP8+Lv7+eqhyUXXmgCG8wn+4rlTGzpDGnNhhpolHDNJ3UpTTBUIDBMlBEYYMpPup2anyXpRsDTlOww0S2T9BturUxTTffjSoGrnkCoa6zzTQguBoQKUiLQmW/8H2tIsmlTokfXq2MonGbi8+ezL6/MBxFyS4XyCbthohQoqDZ+nXp/i7ddvDf33SqWCn91BsVgks32IoaERAi1wAo3jOtRKk1hCUKlU1vtUrzpt08/+RonZZIGancFrjT9Cg6UCzNBHSUk1kWEyO8J1cyfIlRu8ZeKlOFAeExOzIbh1dx9/972zl37gJTAk2KbB/u35Tb8Ov20s2pPsHc4xPmFH+x5hgN9kIGPxQ2+5hX98bZpT9ZYIoGGjjASNVjHZyZkaTS/gxHRt039WFyIMw1iSJSamC0xOTlKr1S54/9ffqDDXmJcUPT7r4viKYxMuewYTndufeK7CvfvzK37dbDbL6Oj6yVjGAfOYNeXgeJHRQpJj0zUcL6ThhZhSEGpNJmHiBYrBrE3CMpituaRsEynbre8aKUTkAG7IZYPlgrYCsGBbPkmoFFIKkpbBaCHZCWzGbE76F1SDl+oex6aiQXznQJr9o7lOBbp7nkuflibKSBIm+7Hq0eJd2VmONaIqjPfdPMrB8SKlhk9f2mI4n+DwmflAzkbNkMZcmO3VKapWmsncMEHLnFO0zBs9w8I1EwTSpOBWUVIykxmgv1nqRMB9aeGYNgBW6GOpANewiWqAoqCXErIVPAdThSRCl5Tv4pgJ8vUq7zj5bBz86lFOTNeYqSztPFktAs1fPHt6ywTMs9ksykphWRZ+dZpizSW0ovHWMCSGlUSZKZpy6xlXtk0/ASwVIlCtsUcitcIMfWwVgAZTh8ylCsyk+8n4zU63SzxuxMTE9DrFmsd5TXeXhRRgSkE+ZbFrKMP37e7r6vn1InuGs7zv5lG+dmiSXCpBuVQG5SMDh3K1wl+8EkkEitE7wM6DMFr92FFfdtMLaXohX3t5kge//7r1fTPrwNNPP81jjz3G1NRU57aRkREefPDB2PQzJuYyKJfLfOhDH0JdpEWoPnp7lNBr4We3o5GgFa/VFyRLVchXzj2/4teWUvKFL3yBQqGwqnO/UuKAecyaUqx79GVs9pLl4HhkmJZLWYRKc81Ampmqix9qGl7kml5zfHSrWhwiXXJQGBIMAX44f+yoSh0SpiSTsHjrvkEkcGy6xqsTZV49U2bPcIYbd27+CoStSrvyQgOTZadz+2ghBUDSkkyWHXSwuBJdqIDQziHUYmNF1/M4OF7kh+/YteiaeezrR3jhxByzreD8UC7BtcPZLa8LuJnYNzfOS9tuwA59Amm2JKEiPWHfsJBaEUoJWtPfKAEwmR1GS0ndSjGT7kcLidAa17Cijhet6KT0Wp2yUiusMCDtO5jKp8+tkvRd/sVrT8RBrx7m4HgRtWJ11YsjANsyODV3ZfIuG4larQZa0DT7MMwU+b5tmHYCz3VpVEuI+jQydHltyrn0wTYZ++bGeWHHLRTTfZ1OkwQeTTMJAnQrySaEJuU5OGaCoUaUDF7oqxCPHzExMd1mamqqa50/Lxw9y5X4ZgsgYQrQihQeA6LKkSNHunJuAPl8npGR3kti7xnOMphLYJROkChPLrrPz+4gNXsY0ymBkcDPbAcpEcJEad3x/Hrt7Nbo3lqonzw3eYqv/dnnedut+3nooYcYGxtjfHycxx9/nEcffZSHH344DprHxKyQQqHAZz/72VVVmBO4nHz5LG+7+27yhQIDaZN7939wxa+dzWbXLVgOccA8Zo1pVwD3ZWz6Mjb5VCSPIgSkbIN8YFGsu4RKYxuSRhASaIUUgqrjE8mdR9XllpRorQgWJLYsKUknLIZyCV6dqOD4AbM1D6U1SsEb56p8+u9fB9gylXxbiXblxcHxIt8LFOmEwWghRV8mqvQdLaQYn6mTFh5VooilQCO9KmGyH+ks1kCXUi4x9zwxXePp16eZXSD/MlFs0vRCTCPWx98sjNZnGKrPMZcq4BgJEAJb+aChaSWRSpEMXLZXp8j6UaCzLatSTuQ6FT2+EQXbpQ7RUqKRGFqhpKTjdyUAoSm4NezQB0FcKdrjFOteK31y5RhSkLKMyKtji9CUGZSVRlhJhJQUKxUEAhk0yOkqSob4IQQycemDbTJG6zO8ZeIlTudHkToaZ8yWtFPTSna6UgylaFpJCs7iwEfbVyEeO2JiYrrJ1NQUP/PhD+P63TG9L1/7g4T5sajaaSXz6aJSdE2ooNrwqHt1Xjg2zhtferIr59UmYVl8+jOf6cmgebHu4bpR0Y6UslPlqcyoQAihsd1ZglQ/YEQa70R+YcW6Ryax+UM+C/WTtVJ841svMHjzu/k3H/p/sXckB8ANN9zARz7yER555BE+//nPc9ddd8XyLDExK+RSsihmobZI1lYmPI5P1xiwbU4C+UKBwYGBDdehv/lHz5h15baxfv7sOyc5dq7GiZk6gVKkbZNbd/eRS1qAoOb4NL0A1w/wlaZVXE4YatK2pOoHCEz8lqyGpOW0jkBpjSVhIGvT9EKOTTVxfIUQ0VLMNATTNY8vb6HW963GnuFsZ9A936yzL2MzkLUpv1bBbDhoM4UImphOEek34DxDWKXUEs37g+NFqk5Aww1QOpIJsk1JzQkoN5ZqqMdsXNJ+g4zXpG6lo8A3YOgQK4yqPq3Ap5jugwZk/QbJ0EMJSTL0QIiOJAuAFqITRA/bFaJExp6ayNTYNWy0EGyvnosrRXuc/oyNEGI+6XElaE2gNLft3jpyYa9NOcjQQdWnyYzsIpXIgxBkzSxWPWCiGiUvTdU92ZuNwmRmqJMws0Of7dVzlJMFcm6dsCXjJLSmz6ngS5Pt1SlqVppiug/XsEiEPk1z6yUaYmJi1pZKpYLr+9xfLDMcBJd+wiX4p9w438mM4sjUKp4dzb4GgqwGI7OTe3Uf+2eOXvF5AUybJl/uL1CpVHoyYN6fsUmn0hSLRQJho1I5tGFC4FMfvYMgNQxCojCQQuIF0V7YahX2JK3NHxRuy3ACTE9PU6/Xueeee/jeyVInYA5RwuEDH/gADz30EIcPH+aWW25Zj9PtKRZW5sc+XTGrZWEhY6nhs380xz3XD3H46GmeViEDaXPDBcshDpjHXAXKDZ/pqoshIVCCIFQcmaySaE3eDS/EDUK8UGNIkELghZEYQjYhqXkNEuk0zUCBBsuUmEZUoWcaEtOUjBZSfHe8iONHTfNaR1p3fqgRIuR0ceu0vm8lFk7wSmnKDY9Cej5oKYD33jRK4yWD0qGnFj03SPTh9u+nk6EBCoX8Es3749M1mn5I2Kp0CbWm6YcIERnTxmwOJjNDVO0srmFhaIWLxDFNEr5LwalgqRBLhzhmgrO5EXZUp+hrlnl1+Docs61VPn8t6bbDQiu5h9ZoIQBJIDRGGJD3avQ3Sx0z0bhStHe5bayfv3/pbFdEWSKhHsHd+4e6cLSNQWgkARjMp3BKp6l7pwhSA1S0pqDL9Pf3U5yb44Zt6XU+06vLZGaI53dEm/WCU+FsbhuOYVNwyrhmEqkVWa/GUKPE9toUlUSWip3lbH5b5xiOmWAmPcBkZigeO2JiYrrOcBCwvQsB83edeYkTQ9dxsm/X6g4gBKEwqdsZ8m6dwztv5/rq7KYf905M15itufi57XgZjTYshArQ0gDbxjOvQXp1wmQBDBuJ7GjFCwRp22DnwGqSFBuL4oJO4GazCUBfocB0ucFv//ZvMzExwY4dO/ixH/sxdu/eDcDc3Ny6nGsvsbAyH2KfrpgrY2EhY5ttssJXzj3Pvfs/uCGvqThgHrOmHBwv0vBChnIJIIHjh9ScgFLDJ5PQWKag7gb4oYpkVEKQQkeSBgYEoQYrRX/awHAljq9IWJK0bdKfsSk1PIJQMVl2KDeXbxkMQt3JsMdsHs6f4IHouhFgSElf2uoEv4+6fdRHb0f6TazaBKZbwnRLUHwDP7sDZaaQQZO9qcaSgXyi2CQIFbol8yOlwJSClG1w7QYc9GOW5+jAGIjIvNOTJgKNHXiYyue64jgA44WdFFN9KCGpJLIMN6KFtqlCPCOSXEHrlvgPCK1acgp6UfdxKnARgkXB8jY1e+uZHm4E9gxnGc51r4rXNATTXTQR7XW29UdjZbEYVYBJwGzOoQ2bhlPFKU2RqE1wYOz+dTzLq0+7shwg6zXYXj1HMdWHL21uOfcqBadCOZmnmog+v13lCZ4ceysAnmHRNJOEUjKoNS9sv4kfOvKP6/I+YmJiYi7FaH2GglvDbHvFLChYuRwCadI0baqJzKYvMnjq9Sm+9OwpHC+kUqkRJgtoaYNWCK0QQRNBgLIzaCMB0iBAIwKNjBalJLfIfqUtAwuQSkUJgm/84z8ye+Y4qdnDABw8eJC//uu/5sCBAwAMDAysz8leBSYnJy+qN93mfN3pNk88V+He/fnLes1sNntJ2Y6YmI1GHDCPWVOKdQ9noVNnCz9UVJoeliFRShMqjY7i5EgRBSXDUFMJNNqwmWsE5FIJIGRHf4qkZeD4IY4XVf6emq3jnfc6qlMKqNk7HAehNhsHx4uU6h6T5SaOF5K0I/3ywWyCH74jql5pB9U9mQRhoOxsVFVefAOIzHKUleoE0rdl39Q5/onpGl97eZJXz1bwwigE2pa5s01JLmUtqUaP2bhUE1kmsyM4VgJLBWgEnmnTsFK8OHqA0doM1UQWoTWhlMykB5hJD2CHXqtRWCCVQgmB3TKTDaWB1u3weUtSSmsCaRJIk2Kqb0nAPOvVr+4bj1kxTS/siiSL0uAF4RK/hM3KU69Pcaxq4Q68Ca0UQrkI5SNDn+T0IRLVkwSJPlRhF8/Opjj63Kkt0w7cDoS3yXoNsl4DU4XsmxvvVJ9DZPBZTuZJeU0cw6ZmpzGUIus20EJwZPBaJs++vKmDRzExMRubmp0hGbjUbRPdmU0vP3AeGia+YW3qIoMT0zW+9OxpGm60v234Gm2mQUf65VoYaDuLDmwwrKjiXMioRkNG+Qg3UEyWHIbzm1u268R0jdmqy8HxIklLsi3fh7AznK1pzNQgu972w9y+d4ji6Tf4xrOHeP4cyJ13ccQpkJuubbr1Rrlc5kMf+lBH6/5i1EdvB7GMZI8K+cq55y/rdaWUfOELX1hXg8aYmG4TB8xj1pT+jE3SMpiruRTrHjUnQC6YxL1AEeooC66I2sdCFVWZh511lKDhaRA+AjhTbJC2TRw/xA8VWkOp7rdkMs7ziCHSbcslLU5swglxK3N8usaxqfnMecMNOTZVwzTmF95tPbtFLXdC4PZdt0i/vB1I/+6RM8B8oP3ViTJJ00CrlgwLIjLsSxjcc91QfD1tInJujXIi0jh0DZumlWxJqAjqdobxvmSnKiowzEhyRYArEpgqwFCKTNAANHbooYRBIA1cM4Ev56daoTVSq6gqXS6W9BHAvrnxq/emYy6LE9P1rkiyAPiBIlzBRmaj89TrU/zBkycIwxAd+igrgxAppFNCekWCTCQtEmSjiiTH9ZjWbJl24Jxb43R+lGKqD9ewSYQe/c0S11QmF1Wft2mbBidDj4FmedF9duhv+mrLmJiYjctkZoialcYzrNZcunrjayUkVhhs6iKDg+PFRUVnLhZRNFwARmT+iUQbNkL5UZR8AVpHWx2t2dQdbQs7jvcMZZgsO7wyUca1CpjOHAYBr56Y4NXjZzDr59AD16PCEKU0k8U6X615m269USgU+OxnP3vZFeaVcplnvvUt3nb33ezZPsi9+z94Wa+bzWbjYHnMpiMOmMesKbeN9fPC8TmO1j2qjo8XhJGsRduVs1182fqrfVO4KCoh0ETVfZmESRBqZqoOoYra2m1D4gRBxxRUMN/lJ4VgeyFJIWNzcLy4qSbDrcyJ6RqHTpWZq7mYhiCbtDpdB4dOlfm9fzxKf8bm2FSNXMpasmAI0sOYzuzigwrByWp04bSr10/NNnD8AC/UpCyDlG0ylEtgSMF7b45bzjYT++bG+dq19xAKg6aVaAXLATQagS9N/Hb1Tut2EGghoo0bIXbos60+w67yBFIrqnaW747eSGAbHX1zQyssFZAOmuyfO44GTud3oAXsLk+swzuPWQknpmvM1Lq34ZRSdME9tPf5i2dPM1N1mZmbQ1tpaNUUqkSOMIg0Rt2B6zG8CgDPfOtbvOtd70LDlpizC06FZ3fcitdK0oVSMpUZZEdlknpi+fee8RqUk+e1SWtNf6O0qastYy6P2MQtptc4OjCGpYIrkmOJ0JihT86tbeoig2LdI2kZNNwomKmFQWe3LEGpMPochUSLVkinta/Wrbi6KSWmKTZ1R9tCs8++jE1fxubvnj7R6mRz6LQHC4E7cD12WEcZSZSd4+++8xr7rt2NAB6897r1eQNrxEqlUcxCja8emly0JC0UCtx3x/XxnBETQxwwj1lj9gxnGRvOcPRclemKQ9iS8lV6cSOeIaMAgqRl1Nm6b+HgrTRUnQBJVI0OkT55EEaV5e1ge9v00zIE2YRJXzZqQ9vMi4WtxMJKgnYipdz0MYQg1JqRXJJAaaarLkfOVaPHJEcIdB3pVaPF0wVQZqR5165e11pjSIltKLxQIYOQdMLkwI58vIjYZIzWZ7hh5igv7LgZjYQFo5CgZdipF2b55jd7oTRwAW2nSftpjgzsQWjFjuoUGa9OKASekcDQIUnfJefVyXoNdpUnGO+7hp3V6HpWQvLCjlt4y8RLcZVoj3FwvHhl+/tlMDa5t8aJ6RpHp6p4gcJTAm3YgEBIjSUEfaltSLkdx/PwzkYB84XJza0wZ5eTeQpOhZN91xBKiaEUSd/l5ZE3MdgsMpsewDUsEqFPf6NE1m+wvTZNxm8y3ncNnmFhL7hvM1dbxqyc2MQtphepJrJRsFwr0PIKgubR826aem1Tr5X6MzajhSTHpms4Xri4glxrRLvbEd1qrxYsKtoXoLUmZRr0pS02KwvNPtvUXR8tTUZGRrj3+7+fmZkZms0mZxoGN+wa4h+ePUy9XsfxPBpuwIvjxS3bib5nOMv7bh7l4HiRSkkgvRp371lq3BgTs1WJA+Yxa0654eOFCkMKVKiXFNVp5mVYDCmwTUEQ6iXSKm3Uec+FxTIssl2xLiBhGSStaIGxmRcLW4l2JUFfxqbpBcxUA5TWBFqTtg3cUFFqLZ6aXmQyixAow0anBqA5i/Sq+KlhtGEiwgCjFUgXQvIXz53iheNzOL7CMiR+GGIaEtOQZBImN+7Ix9Xlm5R3jX+HIwN7qFvp+YTeknFomQ2e1q2wusAzbCqJHKYK2FafYV/xJJPZEfJuhUoiTzmRxTFtRupNntx9B66Z7MgwZL0GGmJZhS4xNTVFpVLpyrGOnipidLEkvOGFTM/McORI92RZ8vk8IyMjXTvelXJwvIghJU3fn09CCYFW4IUuc040llt2AtMwItmWBZP5Vpizq4ksrpWk4FaX3O6YiU5AyTETnM2NsKM6xe0TLwGghVx0RcaSTluPC5m6ddPEbTliY7eY1ZBzawTSaGltX0EGWkTrrbO5USYzQxt+vXSh7/GA8NBujUE75LWSg21ovBDaRvK6bdalvJZoeasCfUHVWRAqtPIZEFWOHDmy6Pib5Xu80OyzjSU1QgWk0xmkYTCyLZJ/M+caTFV9LDNaX8jWdZiw5JboarsQe4ajAPmRPpdvfP4wOwr2ep9SzBrRzb3RSjl16tSiv68m3dgbxQHzDcp6XOyr5czUHE3XW1RVfj4dGRbVeoxefbd6e7+tlCbwfVJ4FOfmeFM+u2Sx0Iv0WtCj12hXEowWkpycrZNORMNYzQ0wDUk2YTJZdgBN0jKQQlAM/aiiRQWtPkUJhgVEVY9BagDDq+EKg+mqi21Iig2fcjOMKteVRrW0ALtdZRrTO4zWZxhoFplLFfCMBFpEmuNKXKwSWCO0xlIBduhTtTNYKiAVuBRTfSQCl1Iyx0RuBKkVWbeOrQKODezBNWzybhXtC87mtrG9eo6s14hlFbrA1NQUP/PhD+P63alSbg4eoDHyZkj2rewJF8r4tlBK8b+f+Drf/L0nr/zkWiQsi09/5jM9M38cm6oRhJFXiZZyPtstBVk7xdBgGq0VfnWaUhAlNrOZaLMqYEuYKufcGq6xNDHgGyaJ0GNbdYpiqq9TSZ71aozWZ5jMDIFWnCnsAA27KhO8OTb83FJczNStmyZuyxEbu8Wshn1z45jXhujlCg8uE8+wmEv3bfgCg4t9j4NEH27/dfiZHQSpAYQKETpEW9nF8oAdnxzdqt4XaDQhEGrF6bMlfv3Xfw/TLS06/mb5Ht821r9EUmTPaD+Vcyc5eXKWt771rRiGgQDuu2WUP3zyOOVK5AGSz0cJxNFCakt0tcVsbbq9N7pcPvnJT1711+zG3igOmG9A1vtiv1yqO9+BVxhD2bnlF/ALCNtBhvbf7QXBJYIP8+hWhZom8D1K5RLfeuVVrNoE/3TeQqFX6bWgR6/RriToy9jkkxaVpk+gFCnL6JjMOn7YuWb6MjZnnRmUE0mxBMnBSL+8OYeyc2hpIlSAkjbCjyo8bFt2nu+HkSlt0pKM5lOoLWRItxUZapao1GeZTg/gmXYULG9nSURb9GnBZk9rTBWS8ZuAxpUJcl4dO/SZSg9SS2RQLZ1zqRRT2WHQGgMFSlNO5DrB9mKqj6wXyyp0g0qlguv73F8sMxwsrbS8XGYah/mzwVuYvfRDV4RAMypz/Jvp7hxx2jT5cn+BSqXSE3PHiekaZ4oNEJBJmFQaQSsZriAMaDgOEzNFpFfFbM6QqE3gZ3eQsE2Gc4me1lueMS++jrkc8pXTuDtvpZrMoYTRGV2UkPgIcmKW/uq8tEZDCF4qbOPw6M0AFGpTAFQMk2nTQJvdW9Z3833GdJ+LmbpdqMJ8IG1y7/4PcurUKT75yU/y8z//8+zateuyXzs2dotZDaP1GcZKp5lN9xGKKxurtJDU7PSGLzC40Pd4ouzxzIkaVSfkdMmj1Iy8ukrlEkp5oATaTLBIIlCr6J8yGrujeyQy08eB93+In37n4mryzfI9XigpUmr49KUt/vktw7zx1Zfwszv48z/9E95885t44D138MrTf83r3z4FyWGQJvl0gr0j2Uj7fAt0tcVsbbq9N+p1urU3igPmG5CNdrG/mDjFayLFscFcJAF8KVo65zIMCc2LVHZqvcQ4FKJAhBX4DDbmePOZF3nz6Reu7A1cRXot6NGLLKwk6MvY2K1rZDif6LjAJy0D0DS8kNFCktek7Bi8hIk8CNkK1Ex3juunR5FExxKIjgxL0wuwDIkXKM6Wm6QmyowWUlu6dW8zs706RdVKU7OzCMA1bEK5UBdy4SAWVZeH0iAUkoJTJWm42KGPZ1iUk7mWZTGESDxrfjEeaomQEGiTc5khkoFDIvAYaJQ6kgsxV85wELC9C/Pk9vI5/s5vMHv+hLMqNFYQ4FuprpxbL3JwvMhoIcXJmQZJC0JTUGs0QBgIvx5N3YaJsrPI8glMt4Tplvih//Ot/PAdlx/Au5p8qb+va8cKEn3U8QmlgTJMtIzGCAHUpKA4tBuzPoUMHZSRRBs2T4/sQSM7UmJtXtx1gNTs4a6dW0zvcyE5heVM3AQsSfTv2rWL667bXEZ3Mb3NdcVxjg6MUUwV0Bft3rs4Ao1nWJuiwGC57/Gh504hE3B8skjDg0BL3FAhEjm015yXXwEWrUnkfGhH0673ELwy7W3q73pbUqRNGO7gTwo2njdB6WyJV84+y39+4g8AsBJ92NsTGNLkjut3IKTcMl1tMTHQvb3RViEOmG9gNsrFLqaP8ca2A5g6xOdSFUsCgUKqEBNFeKHghI4CVYYKMVuO64Gcdwi3VYhnpdldL26Izyhm5SysJKgNpDkz12BbIUlfJtJbOzZVww8V/Wmb4VyCvoyNmcoTyCiILoImZrYPLUZAeQT1UmQGGjRI5VKU6h4zVZdAKcJQ44carVUnMN9wQ45N1TCNWJtlMzGZGeLowBhnsyOczW8j69UZcEqcyY3iSInWYhk9HoEWAqEVTTOJkVBsr57DNWxqdppQzleMhos2N7Q0OEELjS9MQpEhFAYNK3nV3nPM5ZF165H7tLzC774Gk5CM1+jOifUgxbpHX8bmhh15Xj1baelZSTQazBSGdrG0wNIBfmYbhlfBdEv09fWt96lfkn9ZLDEUhF051ovXjFEtnqVRK/PG0HU0EpEUlKlCLA3INFZ6OynfwbFTDNRnmUvkCaUJdh9pt46tfKzQo1+H/ECXOhYgqjDvZnIg5uqxZzjLjTvzPPHSJLM1l8FsgvtuibviYtaffXPj5HbVKKaurLJZa4XQetP6NhybqnFsqkal6dNwA7xQoXXk72VYKcJQgQ5AmK2lpUBKi/OFXQTR0rXpd88vpRc5MV3j4HiRYt2jP2Nz21g/Dz74II8++ii33347tm1Tr9fJZDJ4nsd3Xj7E9//IT2BbJn1pq6e72mJiYtaXOGAes+bMpPuZTfVH0gZa0Tb+WkrHwhNDK/SFxKK1RuqQZBBVEzfNZKSP2jqEAAIpGWzWKSev3NwopvdYWEnQXiQdn64xU3XJpSykENGisRXbUnYW0ShjeFWUkaBp54EQoUEaNjo5gD33OnLoAMemamgNppSYErxQobTG8RWh0jh+SNIyKMdad5uGycwQz++4BYBU4GCFAaVkHl+aeIYV6W1eULx+Pmg+0ChiKEWfX2YiN4KmdR22B6YLPF9qjakD7DCglCrwwvab+KEj/9j19xlzZQw1StihhycSF7keVoAAT5jsnzvRtXPrNdrSWbuHonb556o1hPIBiQwaaOWjmnP4oQNC4Gd3YLqlDeHNMhSEXUvEf9dMkVUKlCIwE5g6nF8KCYknTTzTJjCTSK2Yyo1iaEVoWDiGTcPOkHXr5Lw6zZRGJPo2tJ5vTHc4MV3j8JkKOwfS7BxIA/DKmQo7+9NxUChm3YkMzq8w8SwMPLl5wxiVpo/jh7h+iK+iYHnb49OQglBLwGp1WwtE2+xzQVtJ+0etNSlr80psnZiu8cSheemy6arbks68lYcffpjHHnuMqampzv3btm3jV37uw9xzzz3rcboxMTEbjM0708T0BJOZIZ4ceyuGVhgqREgIEa0AVDvI3Q6i05noTR3iCQuh9TKBc42pFZ5hR1Xlrcw6rb+UkHjYVOwMZ7PDV+V9xqyeC7nDX4yJssdrUw6nSx41NySbMJiu+RRbmp2NVnAbBKemSqiFLYqGjQyaaMMGBCL0MLwqQkBShujAxZYBvq8xZOQwH6poaR+EglMzNfrSBiMpddkmspvFkf5y2Ag6uC8O76Um51uDPSFomgmkVkgVEBoXcYsXAo1EakWhPoNUIefy0e9Y6BAtrZYsy2Ipl4U/SxVghj6hiF77SN9OznZRi3gt2Ai/126jxZUXl0cIAsMk617euLeRWCid1fACkjKg5lXR0gAVzfmhnUM2I0kRZaYIEn18+0xA6R+PdirENntwL+fWKCXzFNN9i26XWhMIA2UY2IGHpQIcM4FCYKoAx7TRrZHFNW0EmuH6zIY3wIvpDgfHi0tu063bN/t3Kqa3+ebYWzlR2HllSecWdTuzaQsMCmmLmhNgm5KmH3aC5VIItNatLXP0p0QgJYSq9bHq87bGQnDn3oF1eR/dZrk944U8G554rsK9+0f4D//hP/Dtl4/x2rkmykwxtmOIIJG+rD3cVty/xcTERKz7jrxUKvHJT36Sb3zjG9RqNd70pjfxC7/wC9xxxx0AvPLKKzzyyCMcOnSIvr4+fvRHf5QHH3yw83ylFL/5m7/J448/TqVS4fbbb+dXf/VXGRsb6zzmahwjZnmODoxRtdN4hkUgTZSUrYk8cvK2Qx8lBKEw0AiE1shWMFy3/h0uqe4U+NJsBdKXW3BFFZ+OlWQmPcBkZijeQPYoF3OHvxBBoo/m8K2EyQHCRA60QoQuysqgZSJq/V+QfZkphxhOA2HYBKkBtIhMPoUKkKHX0TFXZopTp07C6TPRz0YSP7uD0M5GLY86xI9qNahXPeYOv8ILf/TcZb3fzeJIfzlshJb+ev/QIkNip2XU2UnqoYD2dbU8joDv9u9Ahh5+egAErTFKRzqder6DprOjAdAaX/n4rZerWxZShPzO8GD332jMFTGb6lsoCnqFCI4NjPHOU8934Vi9x0JJiBPTdVwlEF4drAzKzpJIpUjaFn1hjqkzJ1Ba4Q5cTy2QBEovqBDb3DIS++bGeWHHLbiGRTLwaNiRJJOpAhpmEg0kQg9DhdGYBHiGjaEUoTQ640rWa+BayQ1vgBfTHYp1b9nbS3FnXMw6MpkZ4oXtN9Gw0104WlRQdTq/owvH6j2uHc5y6FQJiDpcG14UEFYtWZb5QvKok1G1/D4tQyCFIFQaDdiGZCiX4MffvW8d3kV3udCesT56+6I1fAcV8pVzzxMk+nAHru/c/KRdIEwNIJSP4VZIzL1Oonryoq+9FfdvMTExEeseMP/5n/95Zmdn+eQnP8nAwAB/9Ed/xIMPPsiXvvQlBgYG+PEf/3He97738bGPfYyDBw/ysY99jL6+Ph544AEAPv3pT/PFL36RX//1X2fbtm18/OMf56d+6qf4q7/6K2zbplgsXpVjxCzP2ewIVTsXyabAfIwIgdQKhUALiUQjlOosAEIhkUT3LwlOCLGiVr5QGPQ75bjiqoe5kDv8xfjy9+Z4+Wyz4xgPEGqoOiGhXvp4wzDpy++kPD3Rqvg1IYz6HKRXRQgR/efXeeCBByi78wd57VyTqapPM9AkzflrTkjBu9/6g9x/67+5rPe7WRzpL4du6v2uFS8mZqgmcgA07DSHDZugVaEj0IQqRLW6V4AlY5IZ+qRDH1MmyHsu5cDHNwSu1AQiSg5G45/upHKEBqlDTB2SUJEWZ9prYIUee+ZO8s4uahGvBVtR37iY7MMxrUs/cAUINNXE5g0EL5SEqDoB426VcrKAlibSNGk6Lk6zQdV3yKbzuNWoItZa8PluhYrY0foMb5l4iel0P75h0Q4CRX0rGhmG5Nw6CKjbaZSICgJMFSKUxg58EqGHrfxNY4AXc+W0JZHOpy/dnfErJmY1HB0YwzFT3TmYiIqsNiu3jfXz5GvT2KaB1tD0A5RapLiyLGGo6c/b2IZBoBTb+1LcvmdgU8yjF9ozXqjCfCBtcu/+D/L1NyqcODvLM9/6FvtvvYvT9WgtbxqC/pSJELfx/gN93HbNhRPOW3H/FnNhwjDk8OHDzM3NMTAwwIEDBzCMrdd5u1VY14D5+Pg4Tz31FH/8x3/MW97yFgA+8pGP8M1vfpO/+qu/IplMYts2H/3oRzFNk3379jE+Ps7v/u7v8sADD+B5Hp///Od56KGHePe73w3Apz71Kd75znfyxBNP8P73v58//dM/XfNjxFyYup1qGdtFG0ANnSJNjSQ0BLRkV4QAIwxa9xGZWl0BhgqZzI5QTuTZNzceB817lMttcZv+zgukUinKXhOrFb/03WCJ0c1CAi1I5gdoVssYUpBPJqnNnGH7UIFSqYTrOLzr9lupiwzPn4kClZmESc2XOEqQsg1MQyJEpG0+nE8wPDTEddftXeW73jp0U+93rRDTx3hhxy1U7TTlzHDkoYDCDj1AEAqBayXbIxgLwt6gNYaO/m1pTTORwzcSNKxUR04q6pzRCKGj5lmtMEMfU4Wk/SamDrFDn6zXYKBR4l1nvsdoj39mW5FyIrt8FdMq0FqT28SSLAfHi5TqHpNlh1Ldo9QMUGZUVWiaJlYiQcIUFOwCVvU0E1UFGJwr1pATZRwvJGkb1Aa6UYnY24zWZ/g/jnwzGoOsNGdzI1QSOazWGOEbkam5VCGBYWOogETgEgoDU4ek/EjWxg79TWuAF3N5LJREaiNat8fEXC7dkmCbSOU766grRhN1KruVrkjY9ZrM3J7hLPffeQ1/+NQJqo6PbUhcrbhojiBaklKse2zLp+hL26Rtk/fevHmkRJbbM5qFGn/2nZOcLTU7a4ftfSnuu2M3e4az/NOZo+QL0Zp6zrewWptHISCVihI4h2YFP/L91129N7JCpqamrqq3y6lTpxb9fTXJ5/OMjIxc9de9XJ5++ukluvgjIyM8+OCDsS7+JmVdA+b9/f38zu/8DjfffHPnNtHS5iqXyxw6dIg777wTc8FEePfdd/PZz36W2dlZzpw5Q71e5+677+7cn8/nOXDgAM8++yzvf//7ee6559b8GIODcev8hcj4TZQUhIASxgJRNd3633wFuYZIa1qKtkvJqlvfNVHAXAuBkpIXdtzCWyZeioPmmwhTSvwwCpOrVuWuEHR0/tro1n+5XI6U1MyVK1TnpsGwOTs9h+2VeddbbiGz5zaOnKuRSZgU6x5ztQZJ2yBpSUwpCUKFaURyARoih/qYTUG7yvMvb7iPip3FCEOC1ubJ0CECiadUpF8tBKEOQUgEKgqEo/ENm36ngidNHCsZybAs2BhKFUZDm9CkfAc79En5DntKp9hZPUfNzpD16nFyr4fxzIto2V8uQpL0m907Xo9xbKrGsakoIWCbEkOHIG20EPhuE4IyvgqooUm6ZaTfJEgNUQpsCm7UkdJwQ87MNTkxXdsU1XEXoz0GvbD9Jk7KHZg6oOBUqFtpiqkCicAjFbjkvDp26CEAMww6XTB24PGOk8/GY0cMEAXb3nfzaJS4avj0pa0lngBBoo+vv1Hhn85sHc+AmNXRrW6ypg1K+ZGXxRWjcZTPYQvGN6mE3duvH+HVMxXOlppogmj/EV445dCWavECzblyk6mKoNzwOVNsbPrvdrnhM1lyaPohKcsgY8/HbPozNlOtqdHxFYbZqjBf4F00dwEZq/VkamqKn/nwh3H9qy+l9clPfvKqv2bCsvj0Zz7TU0HzE9M1Do4XKdY9+jM2eu4Ev/ebH+fOO+/koYceYmxsjPHxcR5//HEeffRRHn744ThovglZ14B5Pp/vVHW3+Zu/+RtOnjzJO97xDj71qU9x/fXXL7q//SWamJhgcjJyRN6+ffuSx5w9exaIzCHW+hirDZhrrWk0Gpf9PMdxVvV660HGaxBgRDIYCx1IlpNagfnbrlgiVtCwkpTtDNsr59CwoaRZHMdZ1bWxFdg7nOLF8RIpW+A1WmkXEen2gcAPVEfCvC03bEpBqBQylWPfQD+NUpq5E4e4fv9+/t2P3MvhszWePjJHqEIsAwwJtikIwhBDSuquTxBqEpZkJJ9AhSHTlQavnpph9+Dmr4BcDRtpnGrjmEnyXhTkq1spanaGAEBIdtSmqCYyaASOmSAQRsdHwZcmRhjSMJOE0kCqECWjMU4ohULjmzZSq6iq3Gti6YCqneHF7TdRShW4pjyxIYPlqxmrtNaIruiAX3geXYvrryPJ0w2E4LWh7lczrcfcce7cOer1xVIgJ8/OUW/MSzElLUnFD5FILOUQqPZ9Auw0g80aZ+09WJY5fywBBdPkr595mXftXdwqnclk2LZt21q+rSWs9Zg2Wp+Jpi4h8aVFKGUk06LBVCHb6jP0N0tkvQZCKwpu7aok2uL1yMZkJCP5gQOL9yft3+PxqSruwPVMVRz6jRRN1+PsXI17bxyO1zQbgKsxh8L8mNctab2ZxmG+ltrBkaH9V3wsgDQGN3qaH+iChF1bZq7XxrsT0xWaXkAYaqRY6NB0cfxQY5vQcH2+8M1juK7H3fs2h/Hn+fzti6c4V26QSUgyiWiddq7c5G9fPMX/844xbtiW4vDRqMLcNsHXCoEgbUvC1lpkMGH21O8dooC56/vcXywzvMm7TqdNky/3F5iamiKb7Y3kzsnZBv/wynTn54bj8rd/8x3e9OZ7+Lmf+3dIKdFas3v3bn7u536OT3ziEzz22GPceuutSNnF/UIX2Yh7826w3Lh+OfPoumuYL+T555/nl3/5l3nve9/Le97zHn79138d215c0ZVIJABwXZdmM6rOWu4x5XIZiD6gtT7GavF9n1deeeWynzcxMbHq17zaVO00gWm1JvfuLO7mWRARPR8hUNKgtkAjdiOZYR0/fvyKrq3NzC4r4JjhEXohKanwQsjboCxJw1NYApyQTmti0gChQoIwEqWe8X0giTKS5HJ5/uHFI1RdxVzJQ2nwQs1sPcQPo0srYwksCSFAGGJrj4Ih8Wo+f/9slbePJdf3A+lRNtI4BVFCTQPlRI5QGoRCEgpJYFgkQp+GlaBqZwmljAyK0S05KYkApAhwrCRNM4EWAi3mhyctzGhMQuAbFpO5YYSKJFqs0KdhpXh9aB81O8u7xr+9oYLmqx2rzp9TV8uF5tG1uP6ECsHongZwMdV9PcyrPXfU63U+8YlPoM/rE6/ufAdBeoj2vK+liU4UAIEnEgjZquaSNk4gmFVZCB2K05PMzc5EpsxeldOhw3dUyN+cW2yOKoTgF3/xF8lkrt68fjXGtNcH9lBK5gkMs2OILlseCLvK86/fsFIU3FpH9mktidcjm49nXo2KhUrFEuGCQMzf1+biNc0GYa3nUJgf87olrbe9fI7S5KvdCZgLgWulaKYKXZX966XxbrIa8N3jFRxX4auog3bxTLvATP68PbYG3EAjCKjX6/zFt45Q8HJX5byvNi8crdDwlnb9vnC0yZ2DUZBsu5hFejXSOJxpmmgN1aZH0oRcwuDt2/WqYjJrSfv7NxwEPS9t2S166fv31LhDqTmfKCyWStQbDbI338Zrr7225PG33XYbzz//PH/7t3/LtddeezVPdcVstL15t7jQdbXSebRnAuZf/epX+cVf/EW+7/u+r9MGkkwm8bzFLTLtN5tOp0kmo0Wd53mdf7cf09akuhrHWC2WZXHddZdfYdYO1m8Eiqk+QiG7HyvvcPGguWPYTOZGuG7uxIYyw7r22mvZuzfWx16OG4F9+xp849Vp3jhXAw37t2W5fnuOrx2e4nunyuCFJC1J0jKwWq13s1UPSwoMQ4AShKkBjHSOVGGQ0ZTFtD9Hse7hNDw0CiE0UgiUMDANQdYSZBImb7luqHMuliG48cbd6/RJ9DYbaZyCyKC4bqepWyl8aRIYZsdQSgtJw0qiEa0qY9HapijaGxVfWnjCRMnoftG6XQujNT5pELKTPNQGoDXKgOn0AHboI3J6Q3XCwOrGqiNHjnTt9S80j67F9WfpkG42xq7EvPpyWY+547/9t/+2pML8m8fqnCp5zDZCqo6i7iuqtQaO56ONBNpMobVC+g0M5RKkhkgO7WGgr0A+KRlIG+QSUdt+f8rgXXt/ZNHx16PC/GqMaeVkHu8849NAGjjm/GvXrDTFdB+hNCim+nANm5dG3sQ7Tj7LzdNvdP2c4vXI5uOJY9Gepq+/j/7+eV3zeE2zMbgacyiszZh3bGBsxVXSF0cQGEbXi6F6abx79slxPOoEShEu+4Et8NO5AF4IgbQJTZsbb7xxjc50fckdfhncpQFlQwqOun2UGj5BcgTp1dg5lMcvQ6nhEYQaJQTbB/Pcdeu1Pddds9H2Ud2gl75/zxdPMpSd/+K1i2y3XXMtN9649Bz37NnDY489RqFQ6Nnv2la8pmD56+py5tGeCJj/wR/8AY888gj33Xcfn/jEJzrR/tHR0UWC+kDn523bthG0sm1TU1Ps3r170WNuuOGGq3aM1SKEWFXAvR3Y7zWDkuU4l+onMEyWn8wvPsmvBKEjSY4LGbFpIZlK95GvZ9k9dbgrxjBrSft3mkwmrygZs9lJ1hWGaXHDzvmN3gsnK/RlkvyL2/MAlOoeh89EXSI1J/qeN7wQKQW2hNDKcK6quLuQ4baxfk7OuZwpOUghMaRE6UizPGFKQhWFthxf8/JEjaRlMFpIsn80G/+eLsDCBORGYDbdh2MmkGh8I6oIb1eSq1agfEk1p5AIrRFatRKDUVAcFgZD24ut5ZN6WphUE1nSfpNQSM5me0e7byWsZqzqVit5+1jLvf5aXH+m7q5vgR10XzNzPeaO5SppsttqfPXQJHuBVycqNNyAcjrJxHQF1/daiSQDZWfxDYtE/26MZJKyK0ilEpRDg8FMlv6MzftuHu0J/dWrMaaF0iCQ5vzqSGuUkDhmgud33ELBqQKQd6uczc2vPx0ryZNjb2WoUex6wi1ej2w+BrPRptk0TSxrPkEznEvEv+sFnK9f2ys671djDoW1GfPGCzu7lyzWGl92r+sLemu8e/ZEmYYXEFxBdkFrmKt53LCj0DPvq9sc2NXPc8fmFt3m+CGB0nz7eAnHC1G+R3PbmzlXVfRnUvRn5gOHhiF59VyTG3YNnX/odWWj7aO6QS99/0b6MkxX56uS21IxImgue44nT54Eorhhr7yH89mK1xQsf11dzjy67tHDP/qjP+I//af/xI/+6I/yy7/8y4s0f+68806++MUvEoYhhhEFEp955hmuvfZaBgcHyeVyZLNZvv3tb3eC3ZVKhcOHD/PBD37wqh1jveiWCctaMpO8yMLyiuPlIgpgaXVRg9CKNHjFUpxMA+nNaQyz1Tg4Xlxy29lSExD0ZaKE22TZIWkZuEFI3Q3wAoWvFLaQSBFV/s40AobzCfYMZ/mRu3ZzYrrGVNXFMmTHe9YLFUbr2jKlQClNww04Pl3jnut7a3EVs3ocw8aXJk3D7gS9EVHgO0Sc58Ewj4YF3gvLadZdepBTQtI0k0gVUrdTq3wHMWuN2+WNedbvLb3MbrLQdPB7gSKdMHB9g2wmhRUkqDseSmkMw8BIpDBMiRcqbENScwOkENTdgA/ctbsnAlRXg8nMEBqQSqFa0k9Rx4pGakXNSlOz0tjKxzUsbLW4os4zrA3XoRKzPrxpJBmtmxcggNvG+pd/whbkxHSNJw5Ndn6errp89dBkzyTwNiKTmSGqiS5+dkJgqatviHg1ODFd42ypiVq+tHzFaMAJFPfdMtqdE+tB3nvTKMW6x9lSE8dXJC2JG4RoHZmHAzR9RZjIM1MPuOa8ZbbjK0qNzXkdxaye28b6+eqhyU7Z0/DwMJl0muMvfAP1Q7cvilkqpXj88cfZtm0bBw4cWJ8Tjlkz1jVgfvz4cX7t136N++67jw996EPMzs6bdiSTSR544AE+97nP8ZGPfISf/Mmf5Hvf+x6///u/z8c+9jEg0p354Ac/yCc+8QkGBgbYuXMnH//4xxkdHeW+++4DuCrHWC+6ZcKylvz3MKCuQpQ0WDZwdJFA94oQ4oLV5a0XoD/wubVW5+1dMIVZa9qmMzEX5/h0jdNzDRwvJGkbjBZSlGoeVTegVPdw/JBK08OQUXV4JmEShAoRglIapQVChwylTaYrUfZ4z3CWN187wFOvTTNbcwlCjWkIbEMSKjANSc3xKTU8kpbB/tFc57kxGx8BBLItqXL+nRcZo4SI4g5XWDAVisjgL+Nt3iDqetDNTixfdnfJZPlO17qeerHjrB1UOjheZLriMFluonQ79ySBAISBH2qUjja3gaHIJi0SlmTPcHZLBaaODowx2CzjGTaesAlaaxuhNKYKMVVIYJjUrDRVO0MqcEj5LqnAwQ597NDfUF4tMevHjoJNovgGA+l/jmVI+tJWz1RPrxWTk5PUarUVP/7rb1SYayyVeXjiuQr37s+v+DjZbJbR0c0brLwcjg6MIbTqmkynFgJLbU5t54PjRRKWvIAUy+UhgZ39vVnx2g32DGd52/4hnnhpEi9wySUtyg2/I8nZQSu8ZT7QpBWNgTExC1lY+FFq+PTlEvzED72V3/vNj/PIIw4f+MAH2L17NydPnuTxxx/n2Wef5eGHH+4U18ZsHtY1YP53f/d3+L7PE088wRNPPLHovvvvv59HH32Uz33uczzyyCPcf//9DA8P80u/9Evcf//9ncf97M/+LEEQ8Cu/8is4jsOdd97JY4891pF1GRwcvCrHWA+6ZcKylgy6VRwrjV5WzqAbK6ZLH8O1kmS07vnPKmZlnJiu8fpklbPFJk0vAASvTVQIlcYPVVSR0aqckoBtGSRM2WnPUxr8IEQbSbTWfPXQWZ5+fZqGF1Kse0yWI40yKcD1Qxw/6mBQjehqEwLcIOSVM2UKaYsfvmPXun0WMd3DDr0LVpFfnCtM+i08DrC9Nn2Jx8VcDt1MQKouS45Pi4DfGd68XU9PvT7Fl549xblik9mGT7UZoLSOunc0wHwwIGip3ahAR9qiShGG3ZXA6RbTayTtNpHKY7s1yAwhVYgwoipz3fJAaFoJVMuMWABNM6oSdg2TjFujUJsmDLuXhFmr9xlzdbiUnIjplrh3f57rrusNvdi1pFwu86EPfQilVj6m1EdvX74gR4V85TwT4oshpeQLX/gChUL3TZ43GvPV5d2ZTIXWSN2FiHIPUqx7pK3uBN408OffPskv/PPNWfl6YrrG4TMVdg6k2TkQJQa+e7KE1ppQaYJQgVZoYSBlJNdSc/xWYZTkxnw+7q6JWZalhRu72JY1+NznPsdDDz3UuXVkZISHH36Ye+655+qfZMyas66r4Q9/+MN8+MMfvuhjbr31Vv7kT/7kgvcbhsFDDz206KJdj2PELM+NU69zJje6NFh+tRAST9pU7SyTmaG4VXkT8LVDk0yXHebqLkqB1npB1WIUiGkvn0OAQDFbcwlbj4Pofi0Njs65ZOuKhCUpNXz8UAMaSWTnGO2t9CIfejToUFN1Al4+Xb5abztmjRlqlDjRFywy11vEhbphulBdjo4UPU0VsG9u/AoPFrOQbnZiPaoVXevp0pr9jQo/3KXOp17rTnrq9Sk+/cQbVJo+TS8gVNHGVRN9laSAUCwNdGig7gaEoeLVsxVOTNd6puo1n8+TsCy+3L82ga+mDV4mR6iaaGFH3S5CRAbmpg0LpKG01oTCoGalEEGThoSypTlGmWe7mIRJWBb5/MqraWN6g1hOZDGFQoHPfvazq6owr5TLPPOtb/G2u+8mXygwkDa5d/8HV3ycbDYbB8tb5Nwaoexe9aXQmsQaeIH0Av0ZGz+MEsxXWmUugO8cm+2p+bSbnC/TWap7aK2pOX5n/6aUAiHJ2FHVuRACyxQM5RLkk3F1eczl0U0fiZjeJy4fiVlT+twaY6XTHBnY07UWvMslkBItiLU9Nwkvnpij0vTRmk4ABuaD2ecThJog1IvuinSnTQIVGYJ6YSTdolrHUwsftwxRgF5Tacaad5dio1QpqtBBdRZA50XBLyUdpfUqq9Nbz21pFO+ePYZ2Sz1vTgwb5/farU6sycwQWndvErMDF0Pam7Lz6cR0jS89e4pK06PU8Jcff9v/WOYjVRqkFDS8sKeCfCMjI3z6M5+hUqmsyfEnyh7/49vTKA01N2S2HuCFUaJXa4UQsvORSRn9bUhJrpBiJLuNH3vr29hRsLt6Tvl8npGRjWFEHIYhhw8fZm5ujoGBAQ4cOLBlW6OX83nRrdv3DGeZKHs0Bw/wly8V2Vc6tenlWIDLlkUxC5FxcZt8ocDgwADvuzk6Ti+agfY6++bGCS8qo3l5KCFIhJtTGvG2sX4+/49Hu3Is1Sr8aX//NxvF+uKkyWTZoT9jU3N8DClQKkrSo0NyCYOBbIJ7rh9e9JzN+tnEdJenn36aRx99lBvveCd33v9hjFSesFnh+Avf4NFHH42rzDcpG2PHG7NhqSaybK9Ocax/bEEwqlusrLRTC8nZ7Ah9TrXLrx+zHpSbPkGoCNXKSi4u9iitIWw9Quvzgu8rOK4h4wzzhVjrasxuU0+naUoJKoROBVRrjLngr7l1paw2WA5RIF4raMwwUTq0oSQ6tlL16dGBMbSxnKnr6ggMC8fobnCzVzg4XqRU82h4YatrZykX66KXIqreSVqy5zb5IyMjaxZANqdrDL7mcORclWIjjILhtqTp+rg+naFItAyptQaJJGXbDOYzvOv2zdluvxKefvppHnvsMaampjq3jYyM8OCDD/b85nVqaqrrSZijp4oEy6yRKiXBN0WVv/vuGZSdZa5YIlCa18fPcveebNcTLsvRa0mYC0nXtPVrn3iuAipkIG12guVbrXq/awlyt4TopoSKEJSsVFeKDHqtCGDPcBatdFc0zINQk02am9bYsj9jM12dT5yU6h41J0BpOqapphCI0EMQSbKcz2b9bGK6RxiGPPbYY9x4xzvZ944f7lSZG5l+rnvHDwPw+c9/nrvuumvLJus3K701O8RsOjQw3n9N17VfL5fpzADXzx5b35OI6QqFtM34bH2R9MqqaF2TSoPrK1Yjl7tnKDZYuxBrXY3Zbf7ypSLfeL1M2Q3xOmtpcd7f53NeMH0VJsYC6EvbXLt7H//vf/PWqxKw6Ba9FvhYSyLt1e5NZEpKdPfi7z1Fse7hBAp1kaSmgpbx51KEAFNKRgspYGtsZNt676W6h+OFSOZbfi1D4roe0rDnZcV0O3CuaXoBcw1v07bbn8/5AU49d4Lf+82Pc+edd/LQQw8xNjbG+Pg4jz/+eM9XfE1NTfEzH/4wrt/da7w5eABlL70WpFfjb6Bz3zPf+hbKSKLsHH/1jwq7Mo70aig7i7JSSL+JVZvAdEtdO7eEZfHpz3xmVXNHt5MLE2WPZ07My7RMzbAkeXBdskzm3PNcl3w3QXmya2agK2G959i1KHwIlAt0b51zIpnuWqFBrxUBOH53fDzaHbib1djytrF+vnpokmLd49h0jVNz9U4HshSglMZXGm1lmWsEDBgBr06UcbyQpG0wWkixfzS33m+jJ5jMDHF0YIxqIkvOrbFvbjzuzm9x+PBhpqamuPP+Dy+VZBGCa9/y/Rx+9pscPnyYW265ZX1OMmZNiAPmMWtK1c5QSuToXqBBLyjqbFUEdw69nL6wBh0SSIu6vXkdwrcS145kOHS6xBWGy1l4vSxXiXUpDCn4v9++5wrPYXOzltWY3WZf6RQvTwUUJ6vzY8tVIGFK9owUEFLwesVm9+7NW6W2kcm5NaRShF2sMpeb06uM/oyNEKsbVwHQglzS6Bgwb/aNbCRhc5qGG2KbBoYhUD6oUBGEkDRBKA8hbEwpOt1QUgpsQ2Iakr603VOV+GvF+drcU+Um/+uvv8OBO97JRz7yC0gZfT9vuOEGPvKRj/DII4/0dMVXpVLB9X3uL5YZ7qI800zjMIdHb15y+4HJw7y67QDKbwDQsNJM5/KgQGjBkMgyPXAtw7Vp0o0GICFxDQeKJYbqV+63MG2afLm/QKVSuey1wVokFy6UWPh7r0Zq9vCi2z75yU8C3TMDXQlXklzoBmtR+PBrf3+Gw+ecSz9wBQUIhhC89bYD/PS/u7cr53YlCYq1SOYsVwm9GrSGs6U6QW2OI0e6I2Gz3smchewZznLjzjxfevYUs1WXtG1QdQLQUaA8CHUUDpAmxUZIzW/g+CGFtE3DDTk+XeOe64fW+22sO5OZIZ7fMR/oLSXzvLDjFt4y8VIcNAfm5uYAMFLLJ9WMVG7R42I2D3HAPGZNKaUKUQtxJwB1scXPJSRWtEboEIREIxCtn7Uw0DL6eT6A3jqOAFNp0n6DYrKvC+8oZr3pS9n0pe2oEi/oTvXFakiYm7Q8dIty21g/f//S2ct+nhRwobigISCXsqg2/Qu21cqWrE/SMnpOfiJmnn1z4wjdzfFGXLWkzNXmtrF+/ujpE6tOkyctyWAuuWU2sgfHizh+iOOH1BwfL1AYUuCHCtswMKQGrbANgW2Z1JwA0xBYhiBpGQghGC0kt0Ql/vna3NPT09QbDa593z/rBMvbSCn5wAc+wEMPPdTzFV/DQdBVP4Pt5XMMByFHB8ao2RmyXr1TKVjJX0MpGW34i8k8dksiIxl4uIk8NuAm84y485XXlfw13FI+17XzWw1rkVx4MkcnebAQQ2nefgFD5hcTM1QTS5N4ObfKm7tk4gxXllzoJt0ufNh1sM4r5ya7Mv9lkxb/8p79XHfd+gZu1yqZ4+98BxgrqAq/lMyN1hRLdT7zP55YkghaLeudzDmf6YrLDTsKOH7U3eZO16iHAX7Qkt0EEDKSiROKiZJD1Q3IJy32jmSZrvSuFv6MeXWSvS8O76Uml+5tXxjey5u72GW0HFfrPV4JAwMDAITNCkamf8n9YbO66HExm4c4YB6zpjQNG8dMtALmlwowXmJ7LQRgABrR+Q+UDkFLDB0Z53nSah1KdxzUA2nimBtH6iDmwkgp2DuS5XsnS4hQXXKduBYIAZmkyRMvTfL263tjsRhzZewZznLdthyHT1cI1cqrehYHy+eTfpKoC6HmBNFNF7pOW4aho4UksDXkJzYio/UZdDd9OLTGNTdnezSALQW2aeCFlx/YcvyQ2ZrLrsEMo4VkT29ku0Gx7qG17hiX2YakqcLIqMyK5huBJmFGQXRDCkwjuha9UDOcN+nL2Ju23X4h55u7NZtRF8KFKr52794NbM2Kr9H6zLJVgfvmxnlhxy1owF0QjOtvlpjMRusZ77wgXc3uHfm5biYXdjQrneTBQvqc6gVfQ0wf63x+nduAt0wfY3QTmjh3m6YXkrQkzS7Ijdx8TaEn1uBrkcz5y20DHFomeLkqhEBKmxt1ih/oQlKnV5I5C2nPDUnL4GyxQd2LguWLlt5CoAC3lZTWSpNPWczUXI5P19fjtFfEl/r7rsrr1PuHlu+eSSV41t04/kprxYEDBxgZGeH4C9+INMsX7gm05vgL32Dbtm0cOLB1/WQ2K3HAfAPTawYly+EJSdCZ8Fdm0nkxtAChQWqFBpQ0kEohVQhaRK+1QKJFC/BMC/wQrYKuGMOsJev5O10L46m1IGhUaDYamFIhrlTHfJVoDZWGy9GJOY4cObIOZ3B59FLrZC9TSFmkbEmoFVprLtXA0K4uj7poQGmNECBlpMGstEZpffGkjhDsHc7Sl4kSelsh6LVRCWV3K2AcM9XV4/UKB8eLbOtPUfUCau7lBw9CDRPFJpmEwQ078ps+idSfsReJQJmGJEU0z2QSJn0JKE45GELgAZYRdSckLSN6rG0iiCr7Nzvnm7ulUtF3KGwuv3Y5efIkEFd8nY/QilOFHTTMFKnAYXttiqzXIBF6OGYCO1z8nct6vRNM6mYlYr5ymtPppdI1uyunL7xfcEvsmjrMqf4xGlaatN9gV3Ec7Za6usfYCBWXq6HhhRhSXLSOYCUYIgqS9pJ3QzeTObX0AFyy0GzlaCHBTHa1k6WXaM8NadtgquKg1HLSivMxCK01VSeg3PDwQ02tOctfPHeqY/rbS/zLYomhoDvyPBfjanXPLMeMaVy1xMBqMQyDBx98kEcffRSAa9/y/RipHGGzyvEXvsErz/0TDz/8cE/Kv8VcGb0dPYxZlrUwYVkrSrZJqHwwEnRLx1wDoRAdw7BQSqJFxfLH96VBKOAUza4Zw6wl62E6s1bGU2tBkOijOvZegmR/q/zuChaUqy5P1zSdkGOlKX7u5/7r6l//KtFrrZM9i4hafDXgeCGhUpfc0LVHHSkjzeFC0iKZsKk5PqGiY3y43HFaaiycmKmTLDtsLyS57+bRLr2ZmO7TXffqzSrKElVMw1x19ZXhodK8ca7GrsEMb9mzuYOdt43188ShSfozNjUnIFCKVMLk+u15vEAReg5CRZ0qKdvElHRMqgezNtmkyftu3hreB21zt/Y3Z3h4mEw6zfEXvoH6odsXybIopXj88ce3ZMXXhYzbFmrUXlOZpK9ZYTI3vy5oV5n3N0qd2wRRVXqv0O2gSuCexs/uQJkpZBCZnL6aBtLL7xeCRF/0+LYpql/m2Ys8PmYxWmtCpTGkWL3PBVG3ac0NNq2MXdNMXraJ/EURmoy3VH5os9CeGxpe2PH4EMsGzSO0jq7FmapLOmGST1lMV12+emiy5+ZT3eW154XYVRxf1vtiV3Htx/+r9R6vlHvuuYeHH36Yxx57jMPPfrNz+7Zt23raYDzmyogD5huQtTBhWSs+9Y2zzNUDJqs+TX+1BmALjV8EUkTBp87RLjDGCkAKgSElu4ZH+P7vv4579//I6s7hKrIe1cBrZTy1Nszyp8N3cMrK48j1k9kxgG2ew4+vcdb9SunF1sleRQrBjTvzvHKm0qkY98MLL7jb1eVSgCkFgdYdrfKgtSE0DUGoNOq8avV2Vfo8utvx2JgeJ+dU1/sU1oT+jM2p2cYFtf1XgiZKNh2bqvET797XtXPrRfYMZ3nLWD+HJyqkEyZJy2C0kKQvYyOBF46eRWhFyjLIphMkrah6SUrBbWP9DOcSPbW5X0v2DGd5382jHBwvUmr49OUS/MQPvZXf+82P88gjDh/4wAfYvXs3J0+e5PHHH+fZZ5/dchVfFzNuOzowtuxzjvXvZrBR4prKBDsqkxwbGGMqO0TerXJ7jxm+db/achY4etFHzGQGOdU/xnRmiGJ6gEKzvCamqItecwNUXK4Gx1cIoqTolWC1ZKk2awdSICMJ0m4tDM0gYHttuivHulLWqqP5+rzHi0frCDSG0GgJF1L+ES3pVqUUKUNh4Xeku554rsK9+7tXuLbaff16FEhebgKxm6xHweBquOeee7jrrrs4fPgwc3NzDAwMcODAgS21zthqxAHzDUq3TVjWirecgq8dPofS/hW33y1EiJUVBwsRmWJtH8xz3x3Xb5lN5WrptvHUWpEIFb5hdbf64nLQYIU+ucDbEJ9XzMpQSlN3QxKWZLamMFvSB4FaLKtitJJ2UgiEiAxgTaFxlI8b2CRChSlbgXINhpSLqtXbz0cIEqZkz1CmI8myWaul1oteli6zvVrXWviv9H12cwM7IDxKdeeKAuYQJaQaDYegPMmRcldODehNiar33jy6uBCAKEzy3ptHUU6FV75zljeN3MSsZ3QelLTklpFiWcie4ex5Y+QutmUNHnvsMR566KHOrRup4qub8hsXM26r2xlUqyuvYaWZblWXm4FDoT7FuWSec6k8aadM0om+dC8P7EZ7la4EhLvxPoeC8KquuyYzQ5wciToUmql+MGzKmSHS1SmyLcPQXjBF3QicmK4xV3cvaIJ+OQRKk02Ym1bGTrf/6No2R/dEp8hadzTXR+/A6X8Tys62OpDFEq1p0KjAx1MevlY0KwoRuBwOmkivivTrfOXc8107p9V2+a5HgeSpU6f45Cc/yQc/9HNUjD4qTkg+afCmkSQ7CmtbpNaLa7MT0zUOjhcp1j36M3ZHsscwDHKj13LU7ePYnMfRFyd6Us4npjv07k4yZlNww848/+vFMwgEQlxCy3eFKFhR5L0d6FIa7rl+KB7ENgmTmSFO9e0gXIlz/FohBFpIrtyyKKZXiDZyHg03wPVDpIiC5bYpMJXGDVSn2cU0BEqDZUgyCZOhXIKzczUwLJSKKqgSlkHTC8kkDIJQobXA7+wSo04Z04Bs0mSy3OwEzDdrtdTVZk0qc7Ra3hBplbyRznVVJmy11TlrsYGt3vT/gL1UC3MJl1gUTJSa/Mz/71Mkqie7dGa9KVF1fuV0qBRo+Prhc5SaAcpIkEsaCDvBsakaTT9k30iWG3fm47UNG7/iq5uVxBczbpNBkyA1gLJzhIkCWghE6CH9BtOZNEFqGA1YzcWVqC/uOkBq9nDXzvFKWG1ysCIlnrz86OMr266j3nrNOSsRaUED49kBhquR0eBMukA+mVj2+bbS5M9vMVsBvZzsXS0Hx4tYRuTvcqXbQdmKJA/nl//cNzqi80eXjidET3SKrGVH80xmkOd8yUnfZdbOdpKDEXrRPw0tkJggBRKNkAlsmSCDxf7yLO/sUvfwlXb5rkeBZJDo44SbZWAgTz4Z3fZ6BXbv7i2pmrXmxHSNJw5NUqp7TJYdHD/kydemuf/Oa9jZn+aJQ5Odx/aqnE9Md9h8s3FMTzFdcRnI2gShotjwrrpDoyEgZRvM1XrLGCZm9byw/Saqdm/8HmMFjc3DwfEifRmbvSNZZmsuoAlDjSaSZWlXy0ZSLVGwPGFKkpbE9UPcQIPWJCxBLmXSn7apuQFaa8pNH8uUKK0wFm7YW8dxFvSMbtZqqavNWlTm/OQfH8MJVpKt1ZfufhGC3dcd4KM/+wPdOTlWX52zFhvY/xaG1LpxIGmQGbqNnzj2YjeO1tMSVe3K6fYmDaKul/bYU3ND5jyP0b4ko4UUfRmbV85U2Nmfjtc2RIZct9xyy6Uf2IN0U2ZkoXFbw0pTThXwDYucW+Wa6jSHc3tBQVkLNAIhbK5pnGOg0eCkHV1su+uLtY4NpXl7FwJIVyIzsl7+TfXCQCcB4UvQRrR1FoZkJoiiSdKrcWIN5FM2ikTBSinWowRD0IUSczdQaDTTldV7ZXSbbnaKRDNx93YZoZBd62jrxvtci47mY/lrSCuFCUitUedJus6jCQ0DhYEGDK0RaAJpoqS5acxRJycnqdUubyV26tQp/OwOKuWlbX0rkarJZrOMjm4sL6YLfU5ff6PC+JzL6ZLXua0O/ME/vsbewcSyXZSXI+ezET+rbnIhr5VeJA6Yx6wpxbpH0jTwQnXF7dmrwWjJImhiqYPNwunCDpRc/6oxJQTJwLv0A2M2BO2NXF/GJpswma26kSb5+Rs7HemVp20DpSOT0MlSs3OnJQWmlCQsAy9QbOtLcq7sMFt1CUONF6pOUa0QcKbY6Kznt6K8wlrS7cocKU8AXdTONSyuu+667h3vCunmBta3kl05DghmsyObYvO6Ug6OF5fcJkOXhqeWjA/x2mZz0E2ZETF9jBd23ELVSlPODgNgAf1ek9PD1zPcLOOaCRwrgxaCVOAgDJusUuRaa5rseRXRfU513b+DV5oEnZmZodlsXvqB5/GdiZCKG03adR/O1SNJh4Qh2JkbAyG4dVgykvlnyz4/lUoxNDS0qnPuRYmCK0EpTbUZdKV2SgNHztV46vVpfviOXV044pXTzU6Ritld+YtQyq52tPUiZ3MjHB0co5gsABqpVavK/LzEg4hchHRL8yYUGkMphIBAmkxmhq/+yXeZcrnMhz70IdQqulvU6O08861vLXNHeEmpGiklX/jCFygUrm5ic7Vc7HOqj95OkB5FGed9F7XiZeVhNpdJIq/gM2qz0T6rbnIxr5VeDJrHAfOYNUVpTanhUXeDFcuxyJbYeTfkLrSGhBW1ZMVSB5sD5/yJa53whUGf00Vh3Zh1pT9j88ZklVcmyhw5V11i9ikFWKYkYUgQkE6YjA1l0BpOzzWQElAhvgLHC5ipapK2wfa+FA03xDIkp2bruMGCRhsNfqg5W3KoND0euHN3HPjqYfywm0Zz4K9iI7NR8GT3OiXCHkiQXk3aybvzKTfDVmtwE8cLSdoGo4UUlrFUrzpm6zJan+EtEy/xd9e9C6kVdujT3yyR9RpMtgLou8oT9DdLnM1tA8BrSdwNNEpLjiegJ7SP4cqSoKtNTl47XeOrhyY78/bOuse5ssPOgTTXDmdi3drLQYDXRcPWUGmOnOtKL1NX6GanyKc0NC79sMtA8P/pksxILxrSHhrez+uD1zKb6m+NZ2IFOvDz1edagBEqEFC301fhjNeWQqHAZz/72cuuMIeosnqusTRBOpA2uXf/By/63Gw2u6ECwBf7nL7+RoVnjleXFHymLImU0CcdnvnWt3jb3XeTb73nlXxGbTbaZ9VNljMg163b44B5zJajVPNoeJEecLjCmgIBIKOLUylQF5jtVmIiqrQmbUWb7Vjq4NJ0s51wrXClpMtOOKtCCGh0scVxrdgIv9NeYDif4C+fP83J2TrBBdphDCFIJ0yEgKFspJvp+CHoaOOGNLEkGIbEDzWJaO1NOmEipVgkxyKIriEpIj3zajOIN909zInpGt2Obzfc7gbge4XJzFBH57cbiG6Yn2wg+jM209WlMgO2KTg2Nb+pa7ghx6ZqDGR7I4m8HlzIkGurM1qfYVt9lqFGkZqVppjuYzI7TN1O44VR8UjWa7C9eo5iqg+pFH1OhdsnXgKiTWvNzpD16j3dJn01ON9fYP9ojg/cFSe3V8PpuQZe2L2JVGtQuncSz93sFDG6Pu+Jde8SWSsmM0M8OfZWzDAkkMaq1h8aSSg1MlQdM9+NzmrlPszC4iQhRHuWzarPfaHPySzUeG3uderu4u/N3pEsA1mb2dk5APKFAgMDA5v6M+o21cTyn1HNzlzlM1kZvR3pidnwnKs49GdsGl6A37z0RC2BlG1iGgI/VARBiOspWFBBtVCNzJAQXGStZBqSuhdSbnjcd/PW1YlaKb1WMbAcRas3hi0NHBzYzvgmb3HcKkxXXJK2JFS6Y7a0cL+iNQRKEYQK05CUmz5NPyRpGQznE5yeC1mUxBFw7UiWc2WH0UKSyXITrzVYtYPl7QB6oDRzF6gqjekNvvby5KUfdJlcSub8atOt5NqLw3vpZlJTa91T2qtrzW1j/Us2q2jNYMZkJrJXmGcllQOblIVa77CxTbfWwuBRBU2mstuYzs1XZGulqFppppJZ0l4DAof+6iQHJg8xVJ/tXEp7z5bmnwNd+/5tVCPLtr9AzJVxcqax4m7jlaCBoWy35L96iyu3Rd06HB0YwzUsfMM8z+hz5WghQAsSoce+uRPdPcENxvlJwr60tSWT0XuGs9x/5zV8+dnTrf2eZLSQoj9j896bRjl50uPvvRqmFAznElvyM1otObdGKblU6z3r1dfhbC7Nxly5xGwokpbBzv40nl/DWSa6LQDTEJhSYJmSjG2iiYLdTa1x0VgShBQkTYOmHxIqjWzJItTdgPMLFgRgGIJ8ysI2Jf1pOx7EVkA32wnXij/c7XNivU+C6BoriFTXWhzXil5snexFinUPicA2JQLwQoXQS2NRfqgZG05FZkI6CggW0jYzlSaeqwk1ZBIme0ey7B7K8N3xYqcqtB0gPz+UaErBQGbrVoluBF6bqESeGF0wK2tTSPfW77xb40S9f3V6vRcilAafvmYfplvq6nF7lfM3qwNpk0TxDfpSP0g+n2Gy7OC0knWjhSTGJpRkWYlZ2YXaxi/HdOt8rrYJ11oaWQaUqRduQhkLuys10p3lUCaPYYTIoIlVm+DVNJC+Osn/zWZkGbNyLi9JfOmkqxBw9/7NWbQiei2j3sNUE1kSoc/ZRCbKIa/EeH1ZNInA5S1nX+72KW444iRhxNuvH2Fnf3rZ5EFQtknNHub/uqWf667rDR+FlbLexSP5ymlOp29ecvvuyumudu53633GAfOYNeVNO/I8dyxqWbFM2XI1n0cAtikxDYEhBIHSBEojBOwaTOM0mrxSbyCEhW0YpBMmXqgIVRSYCkKFFIJ2QtmQUaBdIEjZkmsG0qQT5qbcUK4F3WwnXCtygct6y7EAaAQI2fOfV8zK6M/YJG2DtG1SVT4ibK23W3u2lGkwmEuQT1lcty3HkcnqIp+FtC2pVRx29Rd42w3bOrcnLYO6FwmXZ5MWXqAifXQdGWBFleaSW3f3XeV3HHO5ZBImXpe8MKSA23b1deVY3aJbCdMXEzP8zTbdzid1hVvsnbzz9NErPk6vJhCXkxZpG9kdOXKEr7gl8kkDkjZ95yXXNpvc3ErNyuqjt4NYZjN0GaZb53O1Tbiu1MjyUnzmyXOMF10cX5O0BNf02YzmberVCi/++X/j53/+59m16+pu9DebkWXMyrlmIM2xczVCtQKRTq0vudTPJUyGc5uzwtwOu+271VsV690M2KmgScKpEIjdoBVCSPRl7RNb1TEafAHaLW2prraYi3O5yYOnXp/iiZcmma25DGYT3HfLKG+/vrfmvF5YBwfuafzsDpSZWpfk/eUQB8xj1pT33jRKse7x4okiUkSV5BAFitpTt9Ia148qxo2Wzq8A9g5nKZdDXj2jMITANARVxycINaq1jvIXVPuZhkDr6Bi2IUlaJggYLSQ33YZyK5MM3NZCer2D5gJD9XY1fszKuW2snyPnqszVPIJQEYYaP1QYhiCTMNnelyJpRUm7csMnaRuLNKhTlgStsM+Tj9o5kCIINZNlh8GW7nm1JeeCAMsw2DuSYa7mcWK6Fld09Chv2p7njXNVLDdYNO+slnTC5IG7dnfhzLpHtxKms/ViV5VCJILJwq5Nm5x86vUpvvTsqUVGnjNVd4m0yJtGkrxeWarIcttY/1U/57VkpWZly1WYV8plvv3Nr646ELweJlxXYmR5MU5M19BWhaHC/PrX0SATWXalTV4Edu3atWozzJiYy+W+W0b57ngRr6ou6BUzz8XvNyUU0hbHp3vH9LObkkPZZpnZ9EDXjkcXpc268T67GbALKFPP7scTRmtvuKDaZUUIEJpQCkpWkt+JpTZjluH8woYBsVRK86nXp/iDJ090fj5XdvjDp6KfeylovlaKAjOZQU71j1G3M2S8OruK4wzVL9SJPwtceSHMRc+nS0UyccA8Zk3ZM5zlR966m6myQ9OPzD8NGVWS190A3TbLA6SQJFoGnSnb4FzZodkMkG6FRD6Haj1OLRDAU0ojpcAyBEnLYHt/imozIFCaoXyCvcPZTrVWTEy36XfXpios5urTHqv6M5O8eKLIdNVhruaRSZhR9bllRAafAsoNH9sUHVkEgIQlMevn2De0F8uQnba9g+NFpqtupyr01GydZ4/OYhqCfMommzQBQbHucXC8GAfMe5T33jzKP7w8Gc1f4ZWpixoCbtu9ebUOy8k8Vui3DJq7kdhU1O10F47Te5yYrvGlZ093km9tI8+9I9kl48GOgs3u3VtDV3QlsigXMiazahNxIBg4OF5ktJDk2HRtUezxXNnhrhuiqtyJsseh507FpqkxV4W3Xz/C4TeX+eOnxwm9C1eZC0ArHyHnwxTnPzabtPBDzcRcc61Od8WshbRSme4XB3VT2uxKpZW6GbB7fudu/im9nVBIQlpFK7r1x0o/P62RWpNRqqtSm73a1bbZmJqaWrNOLYjmymdOzCfnpmagUqkQJPp4/tWTfP2NChUn5IVTdZTWJMzFygZfevoNtsnund+VdmqthaLAZGaIkyMHAEhr0FaGUyMHGJ54acMbh8cB85g1Z89wlnuuHybUMFdzKdY92h1KXqBwA4VlCFKWQTZpkU2aJC0DKQV7B5O8Uj3JjTfv47Vpj8CPmqwMAVLOT4IJyyBlmwxmE3iBInQDak6AJHYsvhw2giFTU4heUGQBNNtKJ7uqtbUWbITfaa+wZzjLg98/H2R57OtHODxRwfHDSBMRQEMhbTJaSHF8uoYUgnTCZG8fnPuH57j/1vdz3XV7Fx13YVCn7gYkbZO+tNUJtgNMlpsM5zdna/FmIWEb9KVtpirOFRmXGVJwz/Xd1fnuJaqJLIZW3fH91NGcn/EbXTiz3uPgeDFKxJ3HhcaDWFd0nuWMyd6Uz/JPrYBQuxrs+HSNcsMnn7LYO5LdMkHhYt2jL2Ozl+wi3fudA2l2FEyCRB/PnKgxMBAlczeyaWrMxkEiGMwmKNY9Gl7AwkLz9nQhBYStv5crRG8XSQFRt946sxbSSp/6xlmeP7WCeW+FQXXTNHnP//3/5f5bu1O13isBu8nMEN+59h24dhoQCDS6rdO6woWa0JH8lwQGm+VN2822WZmamuJnPvxhXL/bMkbzNAcPoOxl5sW+6/jsV54CQBlJ3P7r0EIiQhcZOAgVXUtHVcjrf/5o184nYVl8+jOf6Sl5s6MDY0tu063b44B5F/n0pz/NM888w//8n/+zc9srr7zCI488wqFDh+jr6+NHf/RHefDBBzv3K6X4zd/8TR5//HEqlQq33347v/qrv8rY2NhVPUbMxbltrJ8jk1UaXkA/NjUnQAjYO5LF9RVKa2pOQKAUNScaXHIpM9LsBEbzNtJOcXKmQbnhobRGKY3Xao0XCK4dzlBzAnJJi1wyakE9Ol3jTLERL/4vwVoaT3WbSjLZnUBMF3jeglc2QOtebLK1Ot5782hb1pBXJyo0vZCZqks+sADBtcNZ9o/m+OE7dnHkyBG++XslYGnb3o0780xXXEoNH0MIRvuSS8qlHF/F0lE9zMHxIv0ZG62jQJS7jIH1ShBEZp9y3SWl1g4NeIbVnTFaCKTSjNamu3Cw3qNY90haBg138QY9Hg9WRntt1x5vpxsOQaKPibLHa6cmKdW9junyuYpDqPSycjebkf6M3eluWqh7P5xLAC5+dseS52iIO51i1owT0zVeODFHoBTZpNmS2gw6ncYQFUOZQhO2gp3LhTzbU0t/xiad6A2N6G5LKzn/MNNVabOkbTDtWpuu8+bF7TdRTWRRQqI6ciwtVrTOascRNBmvwU3Tb6zJecasHZVKBdf3ub9YZniNkh1P5kD5DRp2mnKygG/YWKFHI5ki7Tdp2GmaVgo0KEAKC1tqMkGAFfrknTL/V5c6F6ZNky/3F6hUKj0VMK8mll831OzMop8nM0McHRijmsiSc2vsmxvv+YB6zwTM/8f/+B/89//+37nzzjs7txWLRX78x3+c973vfXzsYx/j4MGDfOxjH6Ovr48HHngAiILsX/ziF/n1X/91tm3bxsc//nF+6qd+ir/6q7/Ctu2rdoyYi7NnOMuP3LWbrx2a5LXJKsN5zZu253nvTaP8+XdO8k+vzW+G/VBRrHvcfE2BN42AMhKcmHXxMCk3PQwpkAh8FAkZVaZbpuTUXINMwlxUtak1PPHSZE/pRvUia2081U3+6z+c5eCZxpUvIq+w1dEyDG6791/w0+/4qSs9kzUnNtlaHQsrGL/d8Kk5PtmkhW1KGm7Aseka5nmGwu1ATZvpqrsoQPMXz53ijcnqkjb5lGXE0lE9TLHuMVpIcfRcbdHm/nKQIjKBvWYwTalL5qHdpFvdKFUpibYsXUoKaE1DiK508/Rax01/xl5WNmMzjAdr3SINS9ukK+Uybv9+/v57E+TyeU7MujT9+eTW0QmXawcTPPFchXv3dzeJ3Gvz7G1j/ctK1tw21k9QnkRZqWWf14tjU8zm4OB4kaRtYEqJHyqSlkHNia43QcuDypR4Qbi8oe+Cx7V50/bNWQxSdXyEWHGR9CVJ2Sa9ZvzZDU4WosTfkmD5Smh9uInAw1QB+2eP8+azL3f5DGOuFsNBsGbdATuaFU7nRylnhgGwAM/OUEr1YzaK+GYShIGpQnwjkiM0tCYwEmR9l3ec/m5PdS6sxVpYBU1qidyS23N+nbOmyUxmkFe23cT4wB6s0KPglCkbJqfTfRyYPHQRrfPV0633ue47h3PnzvGRj3yE559/nmuvvXbRfX/6p3+Kbdt89KMfxTRN9u3bx/j4OL/7u7/LAw88gOd5fP7zn+ehhx7i3e9+NwCf+tSneOc738kTTzzB+9///qtyjJiVsWc4y4P3Ls1s92Vs+jM2NccnUBpTCrJJq1UR4xHlfSFpm2Rsk7oXEoTRBihhSlK2wXA+yWTZoeb4iwLmAHP1paYMMUtZK+OpbuP9wwyWKfCC9V34ZZMWvkxsumqNmMW0JRAOjhexjPMW4xrKjcXjy2tTDiTt8x/Wqdq7bayfmaq7qE0+ZRncf+c1cVVfD9OfsZmpuoRKLfLRuBwsQ5JJGOwdzvZU9XC3O4yqhX6QXVpeao2P4nuFYca71M3TSx03m3U8mJqa4qc/9CG8Nd4gLtcmrcwUX3/5LFKdILQyiNDvtEULrXi9fhZUyFfOPd/Vc7FNk9/+7Gd7Zh21nGRNW47mSBmkv7z2cy+NTTGbi3bi+WyxSbkZEISa1nYOQ4JlCkLVkvOSBkJEMhlKt0KhLUVGpaP5NGUbvPemS/sdbEQCpZFCrHq9cT5Jy9iUyQUBGCrANy53zdGuLFcYOmRH7Rx3THyv5ytdY9aHfXPjvDTyps7PnrQoJgtoIZlLFTC0QmqFpQKkVgg0UivswOO9x57k5h7pXFhLRYGAMm56ZHExotYk3NM8c80+3IHrCVLDKMMGbEhlMJtzyNDhxV0HSM0e7vo5QXfW/OseMH/55ZcpFAp85Stf4bd+67c4c+ZM577nnnuOO++8E3NBduDuu+/ms5/9LLOzs5w5c4Z6vc7dd9/duT+fz3PgwAGeffZZ3v/+91+VYwwO9r4kQy8jheDAzgKT5SaOr0haktFCCkNKXptykKHDtYMJZCJDww3QeDQ8TdqOfh/ZpMW1w1nKDZ+Gt3RzNpCxl9wWs3GpOX7XKi5WiwD6s3Z8bW0hCmmLc2Vn2dsXUnFClpMib1ftLQxiDOeTm9q4bzNx21g/T742jdarq/iSAkxDMJRL9pwRdbc7jH77yXM8dbx26QeupMtHCJJ2mpv23sLP/ewPdOX8eqkSeLOOB5VKZc2D5cCSKmllJAlSg2hpopUPCLSZgqCJUEEncC6D7hsFekHQcy3SF9O8t2oTS+ox2xXoMTFrQTvxnLAMbEPi+H6n5llrIkPtzvwqEAIMEQmZSyGwjCiAnLQMdg9luGYgveHHyguRsQ0SliRwu6PRfuPOfE8lF7pV+dlXncQs7ESYCfRldQ1HgjeGUhQaRZQKeXbbDWiv0tVK117ratvMzJhrKM/klkg5ZRwpaVhpmnYSrTWG8vEMO7r2tMbQCiv02T/1Omm/Qc6tMlg83lW/syt5n1e63p+ZmaHZvPD6aaquOVFW1H3IWLCnIBnJvJOvvlrkmRdfZmTHNVjW/L45YexiZ05gSMG9Y//sgsdNpVIMDa3O+6kba/51/xa/5z3v4T3vec+y901OTnL99dcvuq39hicmJpicjNret2/fvuQxZ8+evWrHWG3AXGtNo7E5jawuh4wFTVuwbzi96Pa0qTlWcwEIgoDpeh3LgELKxPWDaGAyBLYhyNiCscEUr0/WCNX84kIgeNf1A/HnvIlwgxBDCpTShOsUOE/bklzCjK+tLcLJ2QazlSZNz8dtJfUKaYtt+SQ7CzaNRgPHiYLpKUPhL2M8U0jYnWtlJCP5gQOL542tdB1prRFd0vC+WvPoSEaSsrikdrkhiCRbFrw/Q4BtSoJQU6y7BL6P4zg0GvIiR7q6ZLNZstnuBB62DTSRJ2rLmrWtBgXcsnuIHTuWai6vll76vl1oPDg52+B7p8ocOzNNc/AAx6eq7NjRO+d9Mdrj4b8slhgK1s6U78XEDNUFLcDj/cNUZQKlBVImMH0P10xgYpD1GgzXpkn7DQ5MHu5qUGTGNPhSf1/re937vyPHcTDdEm/eblFEUG76/P/Zu+/wKKq2j+PfLdlU0iAFEAKClNCRSBNREXnEisBrAVFARbEXFI1dUXywAhbUoFiRCGLlUWwookgVMBRpCS0kkF43W94/ll2zSYAEQ+rvc125ILMzs2cns+ecuefMfUL8fejeKoTIQGO9+Aw1weFwsHnzZrKysggNDaVz584YjbVfb9fHNhSgU5Q/y5JS8TGBr4+RUKMPuYU2im0O13wxzlIBc6cTnODEtcx+ZAJoi9lAm2YBtIvwp1mQT4M9V7u0aEJ6bjGu6U//HQNwdsemdeK7bbFYsFTjCFebdT9F9s44nQFH+l2V/F4cOdHsTjtpZiOYgzD4B7LZ3IfAg6urpWxuFh8fLBZLrR/7hsrd31gUFnrS3sPmG0pBk1AclgAcJn9w2nEa7DiNPjg9sxWbKHEaKTIY+TOsBeaiw/in72XVSZrr7ET7Gyfa38/JyeHuu+/GWYVRQ8uP/JsffToYTKTt33tkhPkRTgcp+QcwWvNYd4wR5kajkTlz5pzwSPGKjlNV2tFaD5gfS1FRERaL9whOX19fAIqLiz13OCpaJzs7u8b2caJKSkrYvHnzCW/fUARabWw5ZPUetmcwEGOxYM3NACArM4sMq6/nAryZPzixgxMKC2wcSrfiZzBw5ikGdmYWk1PkINjPyOktLIRYD7J588Fa+GRyMpicNpwOx78cZe4s9W/VLjqMBgj1NTCguUPnViOQmmtjzb5irFYHdqsdkxNKrGDxLaGkoJhAayGbN2exf/9+APyL0tiTV3F9tnlzVu18iDqobJt6omqyHc3OzsXHYMffDIW28tlAA8xgxEmezYYBHwyl6han04GvERy2EtLS01lw6BCnt7AQ3aROd8NOiJ+tCLMRrMe8zq9CHex00sqS06j6S6m5NpbtKiSj0EFufjHFIW1ZvHY/Vqu1Xpwz7vqwmc1+UvN2GtJ3srZFN5xAnk8Aef4hgIEQaz4lRjO5lkAMOHEYzUQVZNE+e/9JnWBq165d/+q6oKa4/z5Fh/fSrkULcF3SkJ+Wxea0WixYHZKUlMS3335LVlaWZ1loaCjnn38+sbGxtVewI+pjGwrg6yggt9hOUZH9SH8aDtnB7nSlWsEJBoMDHCU4nSacpdoHu8OJEfCxF3DoUEmD7lc194eiOysAAQAASURBVCnG57jB8sq1o75m2PR3MiHWunG9MvmWW6o1ePxNspG/MoxYHYZjD6QqfZgMrh6axccPv8DmmAzga4ImrZoz+tLe1VY2gICAANLT00lPb5iTl9c2d3t2sm7Q/92sHWsj4vA3BZBvCqLQ7IvBYMDHVkKJwYSPzZWa02qyYHQ6MNtL8DeYaV1YRJ/MrGrPze2+QV8b/Y3bbrvNc4OiKtalG8m1GiiwQXrhP3WVxQTNA5sTG+agmf+ZR93ez8+Pffv2eWUiqQ6VbUfrdK/bz88Pq9U7P6z7xAgICMDPz/Xcu9Vq9fzfvY6/v3+N7eNE+fg0vNmqT0RnoN2RkVSlR7m0bhqAxbKVn35bQ2hYKCXFPhRYbRiANs1cM+4ezCmi2ObAarYQ7O9Di2YB/Keva1tpmDpv38K65CwyC0qOO3/N0WeYd79StWC5AddkbH7+vrRq3ZrO7cKrtL3UPzvWH6BZhJVmQFhBCQdziikusWMJsPB/A1p76hr3TdS42Lb0D4musD4Tl+3bt1fbvmqyHT1l3w7252diMNqw48q/6gRwgq/FRIi/mdxCK0ZbEb6+vhiMBgwGg+uxTaMBP4sJX7OJZhGuSYPyLRY6d25+zPesj7ItGXy5dStW+7ECpZWrg00GCPT14ZwzulVnEeu8Vb8mk2V3YLSAr92A02Qh1xnAnpJgzukcU9vFOy53fXjSH0cvzqJVWhJ7wmI4GNIck82K2WmnxGAg38cPo9OOyWGjaf5h/IqzCc7Zi7M4q1ofj4Z/Pmfbtm059dRTq3XfJ4P771NfylvTVq5cSWJiIr179+ayyy6jdevWpKSksHjxYhITE7nrrrto3r4bG/Zke/LD12Q7X1/bUIDexQc4lGdlW2ouBUfuqlqdheQV2zCbjPiYDNhtNvKs4GM2YjYZcToAAxiNBlqG+hEa6u/V/2qIdhQfoEXTNDKLcrEd9XGtyrWjfhYz/iFN6dy5dXUXs07Y/N0ODjmzSM8tpsTmmmfGUSp93j9Hr/yxcgBmHwsmkwEHBgJD/BgypHvNFV7+NXd7djJu0G+KOI3lpw2hyOyHE7CbfMBgwokTjAZ87DZ8HHaKTRYs9hLCi7Kx2EswOh1EFueTE3wK3bJPzo2q+tR+n3a4gB83p+MEsktdS/doHcLZnSJqpS6vSjtapwPm0dHRpKV5D3Vw/x4VFYXtyJciLS2N1q1be63TqVOnGtvHiTIYDP8q4N6QdAoIoFOr8rmJ2kY2wTfzbyKDLyKAAPZlFBAV4ndkQlDwMZtxguf37GIny7dncZ6fX4PNa9fYXdDrFP7an4fJaMNwnLQs1Z2xxWgAk9GA1QafrN6Pr6+FgR3qTr5SqX75JXjyrTUL8aFZiKvO9jEZveos9w1XPz8/2rdqVmF9Ji7V9Si5e1811Y52aBFKbrGD1bsy8DGZ8DE5sTuc+JiNNAtyjTgpLrFR6LDj52PEjgGjwUCB1UaJ3YnBYKRZkI/nfCqwNcw+QE7xYUIDLeQW2f51HWwwQLMmvg3iOKWmppKXV4nc7sDG5ENYi13pf0pKrJ5/NyYfYn/bqk3KGBQURHR0zeaujYyMPGkTS1WoOJl8ezMcRSXY/cOx+wTiNLhSZxgMPhRSzP7AgJM+sVRkZGS9OFdLt1f1obw1yW638/777xMXF0d8fLwnBUt4eDjdu3dn2rRpzP34cwaNbonBaMRgMtf4tUd9bUMBzjgtiu82pdIyPIidaa760MfHRBODAbPJSFighczcAvJzSwi0mIgICSCvyIbN4cDHaMTP10x2kZ0tBwvxa8DXevklYDaZCA3wITPf+q9SUBoNBiJCAhvsd72gxIm/xYy/j+1Iyk4AJ1a740iufDsVZdNzAnYH5BTZ8DEZMRsNGA3GBnucGqrSA16rU2pgM5bHnEGR2RebwUShjy8OgxGTw47J6cBiL8HkOtkwOIsJshZgcbhSclrsrn/zLIEnpWxQv9rvTkcGKa9PziTAr4TOp4TV+nw9VWlH63TAPC4ujvnz52O32zGZXAnuf/vtN9q2bUvTpk1p0qQJQUFBrFy50hPszsnJISkpibFjx9bYPqT67E7P4/tNqWw94JqMIMLPdUPjnNOCad++PbvT81ifnOkZ0WE0UC5PqhNYn5zZYDtRjd3ADpH8/vchlvx5AKvNjtPhrLZcucdjd0J+sY0AXxOFVjtLN6YqYN7AhQVajuSR9BYacOyglbuuysy3eiZ5VJ1Uv/WMCeNQbjG70vI4nGf1PPEUYDFRYLVjMIARcJgtOHFdpNrsDgwYMBrAYjLgBLLyrYQGWo57DtVXmflWfExGfM1Gio6T8/14jEYjwf71/zhlZ2czadIkHI7KHY/sUy/AYfK+CNyzdx/7bEXc9dl/q/TeRqORd999l5CQGgpeU/0TyR7P/mwrn23M5EBmPikpewgJCcNkNmM2Qqi/mc7RbQAwGw1c2u3kTGpZlyaTrQq1Vd6SkpJIS0tjypQp5fKVG41GRo8eza3T3yY9PZ3IUoOmdO1ROaUnOjabDGQXlFBid+Jjds07ZTAYwGYm3VaAgTDSc4ooLLFjPdKWZORbad00gPTcYr7blMp5XaMb5DEPC7TgZzER7O9DbpEN+79oS602BxHBvtVYurolJMCHvCLXEwpmk+s7W1Bsw9/HRLHNgcHgHotffoS50+lK9WPAQYDFhyKbg93peQ3ynGroqvuJtnURp5JrtmDDQJHZgsNgxIkBu9HkeurF4cCnpJBisx++JQXkWvxwGAIxOu00z84lz2ikSUn+SXuirb451iTkdV2dPuIjR47krbfeIj4+nuuvv54NGzYwb948Hn/8ccCVd2bs2LE899xzhIeH07JlS2bMmEF0dDRDhw6tsX1I9didnkfiyhTPiAOAtMxCCiO6sT/bSnvKf9neXrYDRwXJrLMKyk+6Jw1Hv9OasXZXBnsyXDnwjp56pXKMrsmtPfs55r4MHJm8z4rZVH2jfKRu6hkTxnebUr3OCcOR5UezOz2PpZtSPb839Au7xqJNRBCdWwbz7YYDlNjt2B0ODAYDmfkl+FtMmI0G8q0OnEYLJXbXxa3JZCDAZMTXx+S6APYxkZpd5AlMNUSuz2nEYjZitTv+1Q1NH5OhWkdT1paQkBDmzJlT6RHmn27I4K/UQspWPF2i/Rlx+/lVeu+goKAaDZa7RUZG1kgAeXd6Hlv3pBLdLIzDBTYwGPC1mAlrEoCfxcSpEUGepxAjmvjSvn2rk16m+mJ/tpWte9RWlZaR4Zo7KSam4tRHrVu3xuHj75kDqzRde1RO6XMrM9/1BE2gr9nzPc3IcLJrUxpOWpJdWOKaSBtXX73YZictp8hz47mh3qToGRPG2t0ZFFjt+FtMx51w/Fj8fUyk59T9uRVOVNuIIDbtySKnsASbw4nT6RpdbrO7/n/cJ5GdeNLe+JqNDfacaqiCg4NPyhNt+WHNsJkM2EwmHO67LgAYcOAk11FEUdEBHEYLWYHROCwBgAEcJeSEROJjdp60ST99fXxOeAJMqbo6HTBv2rQpb731FtOmTWPEiBFERERw3333MWLECM86t99+OzabjYceeoiioiLi4uJISEjwJHGvqX3Iv7c+OZPU7PITCdgtwWxNK+KsCrY50dGfUn/tTs9jxbZDrnECR/ID/9sB5iajAbPR1RI6nE6stqPv04ABq92B2WSkkoMFpYZVJfVBZXQItrI1rYicIjvBfiY6RPphy05le/Y/6+zZs8fz7/a/c8goKJ9Hb+nqHM45rfo7OLWRcqGx2rI/B/ORkeIGgwG7w0mJ00mJ3YGPyYgRcA09gRKHkyb+ZlqEBdA2IojU7EKKShyYjDTogFTPmDCWb00np7CEvOITzydpMoDFZCTA11SNpas9VfmOjg7Jw7AyhQPZRRSV2PHzMdE8xI9RfVs32POmtKrU4T+Wqm9DTcUY7VZ8sJNXUETLID8cxXlkFLuudTsGBx0zb2V9q0tPtK1zt1e/bdkPfuXbpOO1VfXtOFVFeLhrbprk5GRPas7SUlJSMJYUeua5Kk3XHpVTdlBBoK+ZXel5tOWfm1vgxIABi9lIyZHgp8MJPkYDJXYHqdmFhAZaGuxNijYRQcQ0DeRQbjE7Dp54f9ZoALvT2WCPE7j6HN9uPACFJdhsDgpK7JQcGVluNBpwOJyufOZHSffuXlxU4iAr38qu9Pya/QDyr5ysJ9p+/DuH5Ixi/txXQIndQbHNSYnD6UpxFOaPnyGAA0n76NWrN5k2C8U2BwUlDuwOJ2ZjU7q16MC1Z1xerWVyq69PtNVXdSpgPn369HLLunfvzscff3zUbUwmE1OmTGHKlClHXacm9iH/Xma+laKS8rMbO41mcooqnvX4REZ/Sv3mvrFSYLVjNLhGIDqcTk9+utJ9oWMH0l1dJLPRgK/ZRJCfibwiG0YM2Oz2o45IMBpwBcoN0LrZyctNJiemqqkPqtsLL7xAfvTpYKggyOew8/nBNdX+nrWRcqGx2ro/xxMct5YcyV2I6wkVm92B2WTA4CjBzxyABSM+JhMGg8GVgqXUKNeGHPRsExHEiLhTeG3p31jMRopKqv5dNAAWsxEw0LF54xtF0yYiiFF9W3uloGssqTKqWoeXrW/NwOFt6TiMPmT+mYnD7I/RVohP3n5+Kc465r7qU11aHW3dNz8tP6G2qj4dp6qKjY0lMjKSxMRErxzmAA6Hg8TERJr7WcsFK3TtUd7Rbuj8WMGggnCLndRDmRhLLFCUg7GkEKfDhsNhwAQ4jzwJ6nA4sNudZGbnkeFnJzzA7HUTrCHdzDEaDbSNCOJAZiGFJTasthMbHlRkdTT4mzlNg3xJzy3GanedHy6uazynE2zux4iPwmAAPx8jJXYn2QXWGimzVJ+T8USbOSSP7zalctiawaGcYvwdDpxOCA+04O9rxg8rGZl/YzWdg7+PL/5AaKntiw01O6GynDx1KmAujZv7cfWCMiPSDA4bwX4VjzArnQuvsV1UNlbuGyuuSYBcnSLXI/vu/+MaAXqkv2Q0GPA1G8kvtmF3ukYtmoxQUlREaHATTCYTPmYj0SH+7M0oOJLvzo7R6Zo9vTQDYDYZ8beY6HZKKD1ah9bUx5ZKqmrqg5OhootBgPAAM+ecNrba36+2Ui40Vja7E4fDicXHiMPhxOZwYrO7LsZKjzAPC7JQaHWNDnZrLEGVgR0iWbn9ME5gT0Y+JRU9teN0uirsCpiMrol1mzaxMKRLwwh+VFV9zvf4b1S1Dj92fVu1my31qS6tjrbuRNuq+nScqspkMjFx4kSmT5/OtGnTGD16NK1btyYlJYXExERWrVrF1KlTaXFac117HMOxbugca1DBNveNmujTyTq4F7t/U9cEvgYDGIzgdGIrLODvtAx2r0vDN/NvPi91I6wh3cwJC7SwaW8WZpOBAIsZm73khFKcOQ006Bzm65Mzad0skGB/H1btPExGXjFgxGBw9SOcTgcOp6vfZjQAR26+uA+l0eBKxWI2GbE5HIQ08JsLUjnuGJMBWJecia+PK1YQGmjBgOvp420Ls46xhxqaYE1OOgXMpVaVnmzI4XQSaDFRYLV51TEmaw4dI48+A3JjvahsrNw3VmxHOuFOp+sxTXfYxYDrMf4SuxOzyUBMs0D6nxZBdr6VXel5pOcWU1JSQnpmBp1OiyDLasJqc2A0GvCzmDAZDRRZbTgMTq/z0D2avWOLYE6NCGrQOYjru9oeXeQelVD2yZeGnIajsejYPJhdh/JxFB3JqWo04Gs0YjE7MRlcT6cYnK7UPSH+FkIDILZFMCaTsVEFVXan55FTWIKfjwmz0YjB7HQ9CWT/Jxet3enAgLHcJYUR10XuKU0DGNgholEcL/FWlTq8Mde3/7ata8zH7lgGDBjA1KlTSUhI8Hr6OCoqiqlTpzJgwACARn2MjudYN3Qqc6PGnQ5h88FCsgvt2I9EOI0GaB4SRI+WbegbE0SLEIvXPhrSzZyeMWEs3ZRKkJ8PJXYnBcU2rKUefzUdSbdyrKHTJqOBUH+fBp3D3J0HPzTQQqumgTidTnKLbBRa7djsDmwOp+sIOR1YzGYMRiPWErvr2tEAJoMBs8mIj8lARLAfbfW9liPaRAQx8Zz2nnhV6RuktmxXWqk24b7szCq/bWN8OrKhUsBcak3ZHHYAwQE+hPj7cDC3GHByaqg/B3/cSIuQk5MDSuqfnjFhbE/NxWw0YrPbPaMtjMZ/BiwG+JrxM5sI8jPTrVUYEU18GdrVdWH53aZUDmdk8M3W/UQHd6OlXxBhARZyimw4HU6yCq0cPtK/Nx6Z48NoNGAyGgjwNdMhOpi2EYGNJvAlVacnXxquIV2jST6cz6odGZTYHRiNrht0wf4++PqYwG5le3oW/j7NCfQ1MyLuFAZ2aFx5Bt1te6CvGYvZiK/ZSF5xCQYMrotTowEDTuxOOyaDGXvpkV6An8VEsL8ZPx8TnVrogkOOTfXtidOxO7oBAwbQt29fkpKSyMjIIDw8nNjYWEymhjGnQk042g2dytyoca8TEmJlZ3ouh3OtGIAz2jdlZFzjmMuhTUQQvWPCSNqfQ4nNQU5hCWaTKx93id0VBLbbS/Dz88VodE0M6p4g1WIy4GN2pRPy9zWxK732nro82UrPZxYd4kdqViElditGg2syT4fTiREw2ArxCfDF7nClfLPZnThxjbgyGQ1gMNAsyFeDoaScigZnuuex6hsThMEXDmS55iny8zHSPNS/0T4d2RApYC5VUp2T6R1rhMGlca6L5D179vBzcZZngqKa1JDy4DUk7tyuSfuy2ZaaCxxJlXLkOTtfHyN+PiZaNQ0g0NdMsJ+ZzHwr65Mz6RkTxnldo1m6OgccrtyHQ/u4Ot6LV+8hyM/Mut0ZHMotpqDYjtPpxGg04O9jwmI20rllSIPPAyjVQ0++NExtIoKYMLgdIf4+/LHzME4nNAvypW1kkCuXuTWP5LWp9G97BkP7dABg8eo9ZOZbPU+lNPTzYn1yJuAa7XVqZBCHcotdI72OjPJyOJ34GA1gt+Ib4IfV7rrZaTIacOLE7nBiMZtoGxHUoEfFSfVRfVt5dru9XBBYx65iJpOJbt261XYxGpzK3KgpvU5EsF+jvZkzpGu058aCj9lIek4RhSV2LAYDJTbXE22dIv0JDAoiK9/K3ox8z7whJoOBZk18CfG3kN3AJ/1034AJDbQQHGAmu8BEXrEdgwEsZgM+Bif5hXZXSk67K0WcwQg+RiNGgwEDEBHkS7Cu8aSKWoRYGNVaN54bMgXMpdKqezK9qkyM98ILL1TLe1ZFQ8qD1xB1bhlCem4RxTYHDgfYHA78fEw0D/UnwNdMdIg/O9PyyC+206lFMOm5xXy3KZXzukbTMdIPo62QnCK7J7jjfqTPALQMC3BNHlNixwEE+JqwOyAy2A+bw+m1LzWIIo1Lm4gg7rkw9qiPaP789hrPY+Wln6JqLPWGuy51KznySLTT6cRsMh6ZpNkJJguWI3NCuCf8NhqM+PqYXAGSQAtZDfgiX6SmrVixgoSEBNLS0jzLIiMjmThxoifNiEhNqMxNLt0I++fGwbYDOa7820e4pm5ygMHIvkNZDGoRRnSIK33p4bx/bjT7+pjAACEBFhqqsjdgTLhSq/gUWD0TsucWWXGYA8grdmAyGmniZ8Zsco3ADwu0EOBr9owsX5+c2ejPO6ka1VUNmwLmUmnVPZleTU+MV1UNKQ9eQ7M+OdOVqy48kPTcYmwOBwXFrsn1XD9GUrMLATyBGHA99v/9plQOZeThsAR5Bb/d/VCnE/KKbBhwYjIaCbIY8beYCQ4wExpo8dqXOlUiDVNln6bqGgqEAhRjy071PA21Z88eth+ljVu6OueokxE2hCeb3I9HZ+Vb2ZmWR6HVNcrL6XSNLjcbDeAE25FaNyLYj7wiGyV21814H5PBM1GqnugRqR4rVqzgqRdfp2XXAQwa3ou2LSJoasrn128WM336dK/c3CJStwT4mtl9KB+7w4mzxEpRUb4rDaXTTlZaFl99s4uup7YkNOpUHE4neUU2bA4HVpuD2JYhtI0IrO2PUCOcTieFR0bYm41GT78CJ2A0cWTOTzAYsDucmIwG8opKCA/65/pON+qlrNJz7mkOs8ZHAXOpkuq8kNdkQ3Ki3CMY20YGec6fQ0cC5wDRIf7sPpKvzx14cduamkvTMgMtnLhGa2TnWykssVNid41AMBldozKMBgOnRjQpVw51qkQanup4muqFF16o0lNUbvXxyaayNxfCDVa2ZeSx83AxRSUO7Haba3S50TUvhNHgxMfopMhWQJDZgtNuxYyDApsdnBBgNuNPMZkZGXQMDmL79u3l3rMh3FgQqSl2u51X5y2gaZeziRs0CIPBQFaRg2z8GTPpTuAl5s6dS9++fZWjW6SO2J2ex/ebUlm7O4MCq42MPCsFxVYcdgdGow9Bfj4UZB8mMrolGRmH2LxlM23tRvyaneK59jEaDQ0+wFd+TjQnmflWAiwmSuxgtTswGgzgsBPo64vZZMJsNFBc4sBkNGBzOIkO8fdsrRv1UlrZ88s90K5DsPUYW0lDooC51BpNNiRwYnnxbQX/jNxs6mvncL4Ni+Gf3x3FeThKiim0OWjqayEjI8OzbX5+MT6FRQDkZGd7lpuNBpxOJ74GG4FmJ1a7E4sJ/Aw2DAZwFOeRUSadbniAucJgztEoyCNS91XX01Qn8hRVfXuy6Wg3F2y+oeS36I/DZMHhE4TDx98zohycGO1WTNY8Dm/dwmEn2AIicBp9MDht5Bdnk1aUiU/efn4pzqrwfevjjQWR2pKUlERqsS9DusRiMPyT18EJbEjJYvTo0UyZMoWkpCTl7BapYRVdB+3PtvLb7jx2HS4mu9BGTpEdu92Bw24HgwGzJQB/i5NCh40mAb7ERLcnaU0au7cn0bd5FBkFDqx2B2H+ZjoEW7Flp3omKXRrKNck7tSabqGBFhxOsNocNA3yxZrlwOTjpKjASph/E/z8XE+12Z1OfMxGIoJ8PU8QG6BB31yQ8o4XhzhaX/63/TkAJzzPXkP5/jUGCphLrVLOp8btREdy2nxDKQ477UgSvyOcTsz5B/ndEoTD7A8GAw6zPyn2Yq91wOma6QX47fffPS8ZrXk4fPzLjQg9ADiMPmyxW8u9n2/m33x+lIBORRTkEakfqqMT2xieojrWzQX3RUZukZ0tBwvJLLThcLpuTjYx+RLp58vA1i3p2+VUjEZjld63vt1YEKlNGRkZOHz8Ca3gO5NVUELr2Nae9USk5hztOqiwaSwOSxAlQc2x+wThNJhc1y5GMzgNWIttHMovxIiT3VvWsz87GVtgFBgM/P7zD66dOJ0cyPybbQuzKnzvhnJNUnbelOgQfwqK7Z685Fv253A4K5f8vfvxPSXCk74zwNdM8xA/woIsmIxGDdxrhCoThzjW06KBnPg8ew3l+9cYKGAuIrXm34zk3J9tZWtaETlFdoL9THSM9KNFiOWY65CZzPc//EAaEZ7gt7+/P506duTSvu3YmlZ01BGhHSP9jvt+x6Mgj0jj0VieojrazQX3DYNwICTEyq60PPYeyiLv8H6yMnZTmLmdfcVZ/KRJB0VOqvDwcIwlhWRlZ9OsWTOv10IDfEhJSfGsJyI152jXQZ9tzMTmcLLrcDF7s6w4nU4KCgopshYTFhKMzWkgyLcJ/dsE0TcmiBYhFrbuPcyL7yyidftO9D+9x3GvUxrKNYl73hS30EALp0YGkV9sw8dkJLZFMLsNxaRYszkl1EIhJopLHMS2CGZIAxrAIFVXmThE2RHmBw8eZOvWrRRnp3uWhYeHc+mll9K9e/dKv3dD+f41BgqYi0itOtGRnO2Bs6qwzooVK5j+2tv06dOHC2JPZ3+hDzlFNtL3JbP5x0RG9ryJoX26H3VEKECGMxPzkQk/WrdueIEvEalejfkpqtI3DHxMRoz5aexe8j5nd2vP6Wf1wWIZgNVqZc2aNTz14usM2WMlPLqVJ99qYz1uItUtNjaWaN9ikpL+YtCgszxpWQxA99ahfDDnHaKiooiNja3dgoo0QhVdB7XL2kN6bjFGXyuHiw5TYnPg42OjuCifJj5Oep/WnKL0ZJqkbSPT1Jx+3S5g+/bt+B9O4tIRA7j0gt618ElqR8+YsHLXbmGBFkb3bU2biCB2p+eRmJmBzb8pmYU2erePYEgXBcrF5XhxiNJPi+7Zs4f169fTsmULxo8ZRv9u7UlOTiYxMZG3PlrMkJJw9WMbIIPT6XQefzWpbhs3bgRQrkCRGmC327nxxhsJDg4mJyeHtLQ0z2uRkZEEBweTm5vLnDlz2JNRWG5EKFBmQpmGl1pBpKZUV/undrT+OFYdHNKiHUVhp1FcXMzFF12EwWhU/SpSzVasWMFTL75Oy64D6NC1FzHNm9HMXMCv3yxm1apVTJ06VU951BNqQxu+3en/BOlSDuWz5UAOJTY7h/fuwGLNBms+loxtmI+khTQYDFgsFmw2GwsWLMBiqdoTsPXd7vS8Cp/mc0/YmJGRwTfffMOwYcMw+QYRFmTBaDAosCmVsjs9j3W7M3j7gwVEhQXxwM1jODWyief1nWm5PPpqIlnZWerH1hNVaf80wlxEGrykpCTS0tJIT08nLi6OKVOmEBMT47krvGrVKpxOJ0lJSTSJbgtA6XuJZSeUAddkWeuTM9UQiogcR0V1sCEogh/X72TJ6u1kZmZjtNpJT08nMipK9atINRswYAAPAQkJCfy8+ivP8qioKAXLReqYsk9ohQb4kJpVROFhPwptVoymElr2Hkq/3t3Ys2E565Yvpbi4mNNOO63RBcvh6E/zlb1+yy2yczg7j4BsE51ahJCeW8x3m1IV2JRjahMRRG7qLpw7lnHPjBlewXJwTZ4d2yWWpUuXqh/bAClgLiIN3qFDhwDo3bs38fHxngnmOnXqRHx8PE888QRr1qwhKTmdnEP+nu3cHamcwhKa+PuU229WQUnNfAARkXqsbB2ccriApZtSMQWG0TKmHVbnbvJyfUjPzicyyrWN6leR6jVgwAD69u1LUlISGRkZhIeHExsbi8lUwYRmIlKr3EFg9yjpQF8Tq389AAFNsZt92b7nIDt3J4PTib9fGH72PHbu3InVam2wQfPU1NQqzXu1Y48rF3xOdjYAew/lgtmX4iLI8LN71lu6OodzTgs+6n6CgoKqZTJ4qb/ck2LHxMSUey0z3+rJR15YWOhZrn5sw6CAuYg0eDk5OQD079/fEyx3MxqN9OvXjzVr1rDlYAEtTvXe1glHDZiHBpRfJiIi3srWwaVHfflbTAQ3CSY3N49Def9MrKT6VaT6mUwmpeAQqUfc7eX2v7dj9wmieXQLQsNCyM/KINCRQ5OgJvTvPY7AzC288sorLFmyhEsvvbSWS139srOzmTRpEg6Ho9LbFDaNxWH5Z4TvjuQUnBgx2K3sXv/PpI047Hx+cM1R92M0Gnn33Xc1SWMj5p4UOzk5mU6dOnm9FhZoITXNdT75+/8z8E792IZBAXMRafCCg12jBn777TeGDh3qFTR3OBz8/vvvANhNfhVuHxLggwHKTQbqzm8uIiJHV7YOzsy3el6LCvEjaZsroO40urqlql9FRETwtJe5ebk4TWaCg4MwGoyENI2gZ0wH12vFDs6OiwPgwIEDtVbWkykkJIQ5c+ZUaYT5/mwrv+/O81y/7TpcTFGJg1NCLTTx++fJmvAAM+ecNvao+wkKClKwvJGLjY0lMjKSxMREr6fVwTV59sKvviUwMJCIiAhA/diGRAFzEWnwmjVrBsCaNWuYNm0ao0ePpnXr1qSkpJCYmMiaNa5RBVFhFecZaxsRRM+YsAonlBERkWMrWwdH9PoPDksQ2dnZJP2VRGHaYQyWJjTxtxDRxFf1q4iICK7Rq+m5xTQJaoLBnkVOTh7h4WH4+fwTsAsN8GHVqlUANG/evLaKetJVNS1Ke6B1638mBG0W7iCzwEpIwD8pazQ5o1SGyWRi4sSJTJ8+vcJYwuFNfzNk1AQsPmbFCRoYBcxFpMFz3xUODg5m165dTJkyxfNaZGQk7du3Jzc3lwv6xfJDUlqFI8mPNqGMiIgcW9k6eMWfMykOOw0MBgIDA2kWEoC1uID7RvTm1Kij5xEVERFpTHrGhPHdplTan9aeNRs3k5aWSlhYKNEhrtQPBqDbKcE89vIHmEwmLrjggtotcB1T9vptd3qeBkDJCRkwYABTp04lISHBK5YQFRXFQ3fdpMmzGygFzEWkwSt9V7hPnz6MHDkSi8WC1WplzZo1rF69mqlTp3JqVLAnv646UiIi1aNcHXz66WTbfNiRYePv5P0cSN7O5KsuVLBcRESklDYRQZzXNZr1yZl0PS2Gv/5KImV9KuE9etDitDY4Mnbz2JTHycrK4vLLL2+wE35WFw2Akn9Dk2c3Pgan0+k8/mpS3TZu3AigiXdEatCKFStISEggLS3NsywqKooJEyborrBIDamu9k/taP2jOlhE5N9RG9q4vf322yxevNhr8kuTycSll17K+PHja7FkIiL1Q1XaP40wF5FGQ3eFRURqj+pgERGREzd+/HjGjBnDkiVLOHDgAM2bN+eCCy7QyHIRkZNAAfMqcDgczJ49m8TERHJycjj99NN59NFHiYmJqe2iiUglmUwmjaYREaklqoNFREROnMVi4dJLL63tYoiINHjG468ibq+++irz58/nqaee4uOPP8ZgMHDDDTdgtVpru2giIiIiIiIiIiIi8i8pYF5JVquVuXPncttttzF48GA6derEiy++yMGDB1m6dGltF09ERERERERERERE/iUFzCtpy5Yt5Ofn069fP8+y4OBgYmNjWbVqVS2WTERERERERERERESqg3KYV1JqaioAzZs391oeGRnJgQMHTmifTqeTgoKCf102ERGR+sLpdGIwGKptX2pHRUSksVAbKiIicuKq0o4qYF5JhYWFAOVmoPb19SU7O7vK+yspKcHpdLJ58+ZqKZ+IiEh9UR0X+2pHRUSkMVIbKiIicuIUMK9mfn5+gCuXufv/AMXFxfj7+1d5f+4/kI+PT/UUUEREpB4oKSmplot9taMiItLYqA0VERE5cVVpRxUwryR3Kpa0tDRat27tWZ6WlkanTp2qvL9evXpVW9lEREQaG7WjIiIiJ0ZtqIiIyLFp0s9K6tSpE0FBQaxcudKzLCcnh6SkJPr06VOLJRMRERERERERERGR6qAR5pVksVgYO3Yszz33HOHh4bRs2ZIZM2YQHR3N0KFDa7t4IiIiIiIiIiIiIvIvKWBeBbfffjs2m42HHnqIoqIi4uLiSEhIKDcRqIiIiIiIiIiIiIjUPwan0+ms7UKIiIiIiIiIiIiIiNQ25TAXEREREREREREREUEBcxERERERERERERERQAFzERERERERERERERFAAXMREREREREREREREUABcxERERERERERERERQAFzERERERERERERERFAAXMREREREREREREREUABc6lh11xzDR07dvT66dq1K+eeey7Tpk2jqKgIgKlTp5Zbz/0zefLkWv4UUlddc801TJ06tcLXZs2axbnnnlvpfb3xxhv069ePHj168N1331VXEaWeqqjucv9MmzbtmOee1A95eXn06NGDAQMGYLVavV4rKCjggw8+8PxeUlLCO++8U+l9n3vuucyaNatK5Vm0aBEdO3as0jbV7dxzzy3XXp999tk88cQTZGZmVno/TqeTTz/9lMOHD1dq/RP5Pq1cuZKOHTuyd+/eKm13MlR03IYNG8Zbb71V6X3s3buXjh07snLlSqD8MVmzZg2rV6/2/F5f6iCbzca8efO4/PLL6dWrF3379mX8+PH89ttv/2q/7r9/6Z8uXbpw9tln89BDD5GTk/Ov9l/V73xVVMf5UleVrTtPlqysLB555BHOOussevfuzVVXXcXq1as936Nj/VS1bpZ/lD13O3fuTJ8+fbjmmmu86ieATz/9lKuvvpq4uDj69OnDlVdeyZIlS2qp5DWvMnVfZeuC6qzvy7Y1dc2J1o9Tp07lmmuuOeprx6sXyvbB3MvqoltuuYX/+7//K7f8qquuomPHjvzxxx9ey//3v//RsWNHUlNTT0p5TqTPWxd88cUXXHHFFfTq1YtevXoxcuRI5s+f73m9qp+rvh6Hso53XDIzM0lMTKzFEp5c5tougDQ+F1xwAfHx8Z7fCwoKWL58Oc888wx2u51HHnkEgF69elVYyfj6+tZYWaVxysnJ4YUXXuDGG2/kiiuuIDw8vLaLJHVA2brLzd/fH5vNhslkqoVSSXX56quvaNq0KYcOHWLp0qVceOGFntfmzp3LokWLGDNmDABffvklzzzzDNddd10tlbbmTJgwgQkTJgBQVFTEtm3bmDFjBqtWreKjjz4iKCjouPtYtWoVU6dO5fvvvz/Zxa0zyh63P//8k4ceegh/f3/PeXQszZs3Z/ny5YSEhFT4+tVXX80zzzxDnz59qrXcJ5PVamX8+PEcOHCA2267jV69elFUVMTChQuZMGECzzzzDJdddtm/eo/ExESaN28OgN1uZ+vWrUydOpVDhw7x+uuvn/B+T/Z3/t+eL3VV2brzZLn77rs5fPgwL7zwAuHh4Xz44YdMnDiRTz75hOXLl3uV5+uvv+aTTz7xLAsICDipZWvoSp+7TqeTrKwsXnjhBa6//nr+97//ERUVxV133cVvv/3GbbfdRr9+/TAYDHz77bfcc8897Nq1q8EPhqpK3ddQ64J/o7qPSXx8PPfcc4/n9zPPPJMHH3yQ4cOHe5Y1adKEQYMG/fvC14ABAwbwzDPPUFRUhJ+fHwC5ubls2LCB5s2b8/PPP3PGGWd41l+9ejWnnnoq0dHRtVXkOueTTz7hqaee4sEHHyQuLg6n08lvv/3GtGnTOHToELfeemttF7FWVOa4/Pe//2Xv3r2MHj26tot7UihgLjXOz8+PiIgIr2UxMTFs2rSJr776yhMw9/HxKbeeSE3Izc3F6XQyYMAAWrZsWdvFkTqiorpLGo6FCxdy5plncvDgQebPn+8VMHc6nV7rlv29IQsICPA671u1akXnzp258MILSUhI4I477jjuPhrT8XKr6LitXLmShQsXVuoC32QyNbj6ZubMmWzZsoWvvvrK60I9Pj6egoICnn76aYYOHUpgYOAJv0d4eLjXcYuOjubaa6/lpZdeIjc3lyZNmpzQfk/2Ofxvz5e6qia++8nJyfz666989NFH9O7dG3CdUz///DNff/21Vx0VEBDQIL9btansuRsZGcnjjz/OWWedxbfffouPjw/ffvstn3zyCbGxsZ71br75ZpxOJ6+88gqXXnppg+5vV7bug4ZbF/wb1X1MmjRpUq4taNKkSbl6wR18ruv69+9PSUkJGzduJC4uDoAVK1YQHBzM6NGj+fbbb7n33ns9669atYqBAwfWVnHrpA8//JBRo0Z5jdQ/9dRTSU1N5d133220AfPKHJeG3sdXShapM3x9fTEaK39KTp06lSlTpvDss8/Sv39/evToweTJk0lPTz+JpZSG4Nxzz+WNN97wjPLo27cvTz/9NDabjZUrV3pSt1x77bVVSuMijVfpx2MXLVrEueeey6effsrQoUPp2rUrI0eOZN26dbVcSjmaHTt28OeffzJw4ED+85//8Mcff7Bjxw7Alc5p9uzZ7Nu3z/NI7gMPPADg9Rjzr7/+ypVXXkmPHj0466yzeP7557Hb7Z73SE9P57bbbqNnz5707dvX81SV29KlS7n44ovp3r07Y8eOZf/+/TV4BKqmRYsWDB06lC+//BJw3WR8+OGH6devH6effjrjxo1j48aNgCtVxrhx4wAYMmSI55HmTZs2MX78eHr16sWAAQN45JFHKCgo8LxHfn4+Dz74IH369OH0009n6tSpXq+vXr2a0aNH0717dy677DK2bt1aUx//hPn7+3v+X9Ej9aUfIT/WY/Lux8QfeOCBoz6W37FjRxYsWMD48ePp3r07gwYNYs6cOdX1UaqspKSExMRERo0aVeGotjvuuIO33noLPz8//v77byZPnkzfvn3p2rUrQ4cOZd68eZ51Z82axZVXXsndd99N7969efzxx4/53iaTCYPBgNnsGie0Y8cObrrpJvr27cvpp5/O7bff7vV9u+aaa3jwwQcZPXo0ffr04ZVXXqnwO3+ylT5fcnJyePTRRxk8eDBdunRh4MCBPProo55UhgAJCQmcd955nlSHr7zyiudCdtasWVx33XW8++67nHnmmfTs2ZO7776b9PR07rvvPnr16sXgwYP59NNPPftzOp28+eabDBkyhB49enDppZfy+eefe153p8FZtmwZF110EV27duXCCy/kxx9/9Lxn6brzZKVLCgsL44033qBr166eZQaDAafTSXZ29nG3nzx5sqeOctu5cycdO3Zky5YtzJo1i6uuuoo5c+bQr18/4uLieOCBB8jLy/Osf6w6EKCwsJD4+HgGDhxIt27duOyyy/j222+r4dPXTe7vmsVi4cMPP+Tcc8/1Cpa7jRs3jnfeeccTqCwqKuKll15iyJAhnuNUOi1iZfpXNpvNk4axR48eXH755fz8888n+RMfXVXqvqMpXRdU5Hh1GsB7773HsGHD6N69O8OHD+ezzz6rcF+7du3izDPP5J577vHqo9Q1ZdvT0nX24sWLy60/ffp0+vTpw/r16yu1/7qQFq+y3KPF165d61n2yy+/MGDAAAYNGsSWLVtIS0sDXG3Jtm3bOPPMM4/7fQNYt24d48aN4/TTT6dv3748+OCDXvVqbm4u999/P3369KF///4nLXXZyWY0Glm7dm25NuOGG27g448/rnCbhQsXctlll9G9e3d69uzJNddcw19//eW1Tnp6OjfeeCPdunXjvPPO82pD64PjHZepU6fy6aef8scff3i+L3a7nXfeeYdhw4bRrVs3hg0bxoIFCzzbHq/vAMfvf9QkBcyl1tlsNn766Sc+++wzLr300iptu2TJErKysnj//feZPXs2a9as4cUXXzxJJZWGZNasWcTFxfHpp59y22238e677/Lll1/Sq1cvTx6uWbNmeT22K1JZaWlpzJ8/nxkzZvDxxx9jNBq5//77G/xd+Prqk08+ISAggLPOOovzzjsPi8XCRx99BPzzKHB0dDTLly/nP//5Dw8++CAAy5cvp1evXvz5559cf/319OzZk0WLFvH000+TmJjIzJkzvd6jT58+fPHFF0yZMoV33nnHE5xau3Ytt912G+eff76nLXzjjTdq/kBUQYcOHUhJSSEvL48bbriB3bt3M2fOHBYsWEDPnj256qqrSEpK8kqvlpiYyPDhw9m7dy/XXHMN4eHhfPzxx8yePZuVK1d6njAD+Pbbb2nWrBmLFi3iv//9L19//TVvvvkmAHv27GHChAl07tyZTz/9lJtvvplXXnmlVo5DZW3YsMGTB/LfcqeYePDBBytME+X23//+l8suu4zPPvuMkSNH8sILL5TLK1xT9uzZQ1ZWFj179qzw9cjISLp37+5JXRAQEMCHH37IV199xQUXXMDTTz/N5s2bPeuvW7eOpk2b8tlnn3HttddWuE+bzcbq1at59913GTx4MP7+/uzbt48rrrgCi8XCvHnzePvttzl8+DBjx471CoAuWrSIcePG8dFHHzFq1Khy3/mTrez5cv/997NhwwZmzpzJN998wwMPPMCiRYs8F/I//PADr7/+Oo8//rhnNOFrr73mdYG5evVqVq9ezbx583jppZf45ptvuOiii+jcuTMLFy7krLPO4pFHHvHMT/Diiy/y4Ycf8tBDD/HFF18wbtw4HnvssXI5yWfMmEF8fDyLFi2iVatW3HvvveTn55erO92pcqpbcHAwgwcPxmKxeJYtWbKElJQUzjzzzONuP3LkSP744w+vAOPixYvp0qULnTp1AmDjxo389NNPJCQkMHv2bFatWsWdd94JuC7sj1UHArz88sts3bqVN954g6+//pqzzjqLu+66q07MuVDdDh48yBNPPEFAQACDBg1i27ZtR/3eBwUFERcX5/nb3X333SxevJj4+Hg+//xzzjvvPG699VavdF7H6189/fTTfPDBB9x777188cUXDB48mMmTJ7N9+/aT/tkrUtm672hp/Y7XdlSmTktISOC5555j4sSJfPnll4wZM4YHHniAX3/91WtfKSkpXHvttQwcOJAZM2bU2VSDFR2T0nX24MGDvdZ/7rnnWLRoEXPnzj3q36G+69+/v9eNo+XLlzNo0CC6du1KaGgov/zyC+Ca/8RkMnHGGWcc9/u2YcMGrrnmGtq3b8/HH3/MzJkz2bBhAxMmTMDhcABw5513smHDBl5//XXmzp3Ljz/+yL59+2r+APxLN9xwA5s3b+ass87ixhtv5I033mDDhg00adKEtm3bllt/6dKlPProo1x33XUsWbKEefPmUVRUVK5PtmDBAnr37s3nn3/Otddey9SpU1m6dGlNfax/7XjHJT4+ngsuuIBevXp5+qbTp0/n1Vdf5dZbb/X0HZ544gnee+89r30fre8Ale9/1ASlZJEa98UXX/DNN994fi8qKqJFixZMnDiRm266ybN89erV5S5KIiMjvbYNCgriiSeewMfHh3bt2nHppZeybNmyk/8hpN4bNGiQZ0RRmzZt+OSTT1i7di2XXXaZJ2d5SEiI8peLR9m6C1xzLcydO7fcuiUlJTz22GN07twZgEmTJnHLLbeQnp5OZGRkjZRXKsdms/HFF19wzjnneEYsDR48mM8++4x77rmHwMDAco/xux/ldf/+7rvv0r17d89o33bt2vHkk096RvQADB061BPYa9WqFe+++y6bNm1i1KhRvP/++/Tu3ZvbbrsNgLZt27Jt2zbefffdmjkIJyA4OBhwBerWrVvHb7/95qkv7777btauXcu7777L9OnTPXm4w8PD8fPzY8GCBYSEhDB9+nR8fHwAeOqpp7wmpurWrRt33303AK1bt2bgwIFs2rQJcF2ANGvWjEcffRSTyUS7du04cOAAzzzzTI19/uOZM2eOp24oKSmhpKSEHj16eOVIPVGlz8NjpRgZMWKEZyDCnXfeyYcffsiaNWtqJe+5e3TS0XKyuxUWFjJu3DiuvvpqT378W2+9lTlz5rB161ZPnQpw++23ez7/wYMHAbjoooswGAyAq39pMpkYPHgwTzzxBOB6vDggIIDnnnvOE6SbOXMm5557Lp9//jlXX301AJ07d+biiy/2vFfZ73x1O975MnDgQPr06eMJ4J5yyim8//77nicrUlJS8PX15ZRTTqFFixa0aNGCyMhIWrRo4XkPh8PBU089RXBwMO3ataNz5874+Pgwfvx4AK677joWLFhAcnIyvr6+vPPOO/z3v//lnHPOAVzfw3379pGQkOCVBuHOO++kf//+nv9feumlbNu2jV69etVKCpQ1a9bw4IMPMmTIkEo9JTh48GCaNWvGF198waRJk3A4HHz++edcf/31nnUMBgMvvfQSUVFRADzyyCPccMMN7Ny5k4MHDx63DkxJSSEoKIjWrVvTpEkT7rjjDvr06XPc70N9UPrctdlsWK1W2rVrx0svveSp3yvzOXfs2MH333/P66+/7jnnbr31VrZu3crrr7/OkCFDgGP3rwICAliwYAEPPfSQ57tzxx134HA4PIGYmlbZus+tqm1HZeq0d955h3HjxnnSKowZM4aioiKvEeR79+7l/vvvZ9CgQTz55JNVeur7ZKvMMSlbZ7u99NJLJCYm8s4771T4lEND0b9/f55++mmcTic7duwgNTWVgQMHYjQa6d+/P7/88gsjR45k1apV9OrViwMHDhz3+zZ37lw6duzoGczQvn17nn/+eS655BJ++eUXWrVqxfLly3nnnXc8/Yrnn3/es7/6ZNiwYXz88ce89957LF++3BNPatOmDU8//TSnn3661/qhoaE89dRTnrkHWrZsyejRo3n00Ue91hsyZIgnvtW2bVvWr1/P3LlzPSmY6rrKHBc/Pz9PKuW8vDw++ugjpk6d6vk+tmnThj179vD6668zduxYz76P1nfo2LFjpfsfNUEBc6lx5557Lvfeey8Oh4M///yTZ555hgEDBnDTTTd5HuED6Nq1K88995zXtmXvdMfExHg6Y+C6oCkpKTm5H0DqLLPZ7LnjXZbD4fA6v9q1a+f1us4dOR533VXasR6hLX2OuYMtOsfqnmXLlpGenu514TV8+HCWLl3KV199xahRo467j61btzJgwACvZWU7w2VHqISEhFBcXAzAtm3byuWT7NWrV50OmOfm5gKu0XOAJ5jhZrVaPZ+vrK1bt9KlSxev9jsuLs6TexMqPl7uUUvbtm0jNjbWq0/gzl1cV1x55ZWe9Co2m43du3fz4osvcvXVV7Nw4cIaKUPZdi4oKKjW6iB3IDErK+u461199dV8/fXXbNmyheTkZM/I8tLte9OmTSu8WfDGG294gpoWi4WmTZt6jTzetm0bXbt29VrWtGlT2rZt65XWJyYmpuof8l843vly9dVX88MPP/DZZ5+RkpLCtm3b2LNnD23atAHgkksuYeHChZx//vl07NiRgQMHMnToUK+AedOmTT03usCV0qD0qG9fX18AiouL2b59O8XFxdx///2edDTuslmtVq9UMKeeeqrn/+6bHLV1nn333Xfce++99OjRgxdeeKFS25jNZi655BI+++wzJk2axO+//86hQ4e46KKLPOu0adPGc14BngE927Zt84wSP1YdeMMNN3DTTTfRv39/evXqxcCBA7nwwgtPOKd+XVL63DUajYSGhno+l9VqxWAweJ5aOBb3969sYKpPnz48//zzXsuO1r/atWsXJSUl5UYR33XXXVX7UNWosnWf2/HqgtJ1Fxy/TsvIyCAtLY0ePXp4bTdx4kQAz/n72GOPUVJSQvPmzetUsBwq155WVGevX7+eVatWER4e3uAnuOzfvz9ZWVns3LmT5cuX06lTJ8+NyjPPPNNTH65evZpzzz23Ut+3ivqmHTt2JDg4mK1bt1JYWAi4Bji4NWvWjFatWp2cD3mSde/enRkzZuB0Otm2bRvLli3j3Xff5YYbbig3KjwuLo7w8HBeffVVkpOT2bVrF5s3by4Xhyg7QKFHjx71bnBnVY7Lzp07KSkpqfC8cj/94na0vkNl+h81Ob+AAuZS4wIDAz2NWtu2bYmOjmb8+PGYTCYee+wxz3p+fn7HvWAp22mQxi0kJIScnJwKX8vKyvIa3VHRuaN0GXIspeuuytA5Vj+4c2rffvvt5V6bP39+pQLmZrPZM6r1aCp6tLn0+VD23CgdTK6L/vrrL9q0aYOPjw9BQUGe41ja0droEz1epZU9XqVviNYFISEhXvVFu3btCAkJYcyYMaxYsQIo/xmqO8hYl+qgVq1a0axZM9atW1fhSMndu3fzxBNPcNNNNzF16lTCwsIYMmQI/fv3p1u3buUesT/axVKLFi045ZRTjloOp9NZ4blnt9u9vnM1Pdnb8c6XDz/8kK1bt3LxxRczbNgw7r77bh5++GHP+uHh4Xz22WesW7eOX3/9leXLlzN37lxuu+02z2RlFdUpRwuMuc+Tl156yeui1q30uVVXzrP333+fadOmMXToUK/RtpUxcuRIEhIS2LRpE59//jlDhgwhNDTU83rZY+cOiphMJhwOx3HrwF69erFs2TJ+/fVXfvvtNz755BNmzZrFW2+95RlhV1+VPXdLs1gsdO3a9ah5o/Py8rjlllu4+eabj7r/sgNe3Psty+l01sl2s7J13/333w8cvy44++yzvbY/Xp3mPlbHa3NHjBhBhw4dmD59OkOHDq1T+bsr055WVGcHBATw+uuvc8899/Dkk0826LStkZGRtG/fnnXr1rF8+XKvdFRnnnkm8fHxbNq0iaSkJB5++GHPYIeySn/fjnZuORwOr+9a2SBxXeuPHU9qaipvvvkmN954I1FRURgMBjp27EjHjh0ZMmQIw4cPZ9WqVV7bfPXVV9x3331cdNFFdO/enVGjRrFt2zbP02xuZdtYh8NRb+JXJ3Jc3G1/2fPGfY6UPjeOVo9Xpf9RE+rW7UNplPr168f48eP56KOPanVSFqn/unXrxsaNG8uNanQ6naxevdrrDriISEZGBsuWLePyyy9n8eLFXj+jRo1i48aN/PXXX+U6fmV/b9eundcEbwDvvPMOI0aMqFQ5Onfu7DVZE1Buf3VJamoq33//PRdffDEdOnQgLy8Pq9VKTEyM5+fNN9/05MEse7zat29PUlJSuUlPzzrrLM+IpWPp3LkzGzduxGq1epbV5eNVlvti0z1K3y0lJaWWSnTyGY1GRo0axaJFizzpU0p76623WL9+PX/88QdZWVnMnz+fyZMnM3ToUE9Kg+oIwnbo0IENGzZ4nTuHDh0iOTm53Ij80o4XbDqZNm3axLJly5g5cyb33nsvl1xyCa1btyYlJcVzTD777DM++ugjz4R/CxYsYPTo0Xz99dcn9J6nnnoqZrOZ/fv3e32vly1bRkJCQqVHoNbUcfvwww958sknGTNmDC+99FKVL6jbtWtHr169+Prrr/nxxx+5/PLLvV7ftWuX1/fVnSu4c+fOlaoDZ86cyZo1axgyZAgPPfQQ33zzDa1atSqX5q0h+r//+z9++uknTz730t577z3++OMPWrZsSYcOHQBXSp3SVq9eTfv27Sv1Xu4nj8u2B6NGjeKtt946wU/w71S27mvZsuVx91XRU7THq9OCgoKIjIwsd0xuv/12nnrqKc/vF154IWPGjKFr16488MAD2Gy2qnzMWnO0J4vBdWx69erF448/ztdff92gJ9qFf/KYr1mzxitgHh0dTfv27Zk/fz6BgYF06dKlUt+3Dh06lJv3ZMuWLeTl5dGuXTtPipvS/decnJx615exWCx8/PHHFU4q6R753KxZM6/lr7/+OqNGjeLZZ59lzJgxxMXFeW5ClO6rlJ0EdM2aNZx22mnV/RFOisoel9LtvLvvUPa8Wb16NREREZVKTVVd/Y/qooC51Al33HEHbdq04dFHH621HHNS/40cORKDwcAtt9zCmjVr2LdvH2vXruWee+7hwIEDnjydIiLgCjLZbDauv/56OnTo4PVz0003YTKZ+OijjwgICCA7O9vzuHdAQADgCmQVFRVx/fXXs379el566SV27drFsmXLmDNnTrlH9I9mwoQJbNmyhWeffZZdu3bx+eef18rENhUpKCggPT2d9PR09uzZw3fffcf111/PKaecwvjx4xk0aBCdO3fmzjvv5LfffiM5OZlnn32WhQsXegKQ7uO1ZcsW8vPzufrqq8nMzOTRRx9lx44drF69mueee46BAwd68sgfy1VXXUVhYSEPPvggO3bs4Mcff2T27Nkn9ThUVenjlpaWxurVq3n66aeJjIykf//+9O7dmxUrVvDDDz+wZ88eZs6cybZt2yq9/4CAAHbs2FGpVAd1xU033URMTAxXXnklixcvJiUlhY0bNxIfH8/ChQt58sknadeuHYWFhSxZsoT9+/ezfPlyTy770gGhE3XVVVeRl5fHvffey5YtW9iwYQN33HEHYWFhXHjhhUfdrux3vrod63wZPXo0ZrOZJUuWsGfPHjZu3Midd95Jenq655gUFxfz7LPPsnjxYvbu3cvq1av5448/TniC0iZNmnDllVfy0ksvsXjxYvbs2cOnn37KjBkzygUOjqVs3Xky7Nq1i6effpqhQ4cyadIkDh8+7DmWZW9KHcvIkSP54IMPsFgs5SYLLSgo4L777mPbtm389ttvPPHEEwwfPpxTTjmlUnVgcnIyjz76KL/99hv79u3jf//7H/v376+RCWRr26hRoxg0aBDjx4/ngw8+YPfu3WzZsoXnnnuOmTNncvfdd9OqVSvat2/P4MGDefzxx/nxxx/ZtWsXs2fP5vvvv2fChAmVei9/f3/Gjh3Lyy+/zPfff09KSgovvvgi27dvr9W8ypWp+9wBqOO1HWVVpk678cYbmTdvnue9P/jgA77//nvOO+88r30ZDAamTZvGtm3b6tTE41U9JmUNGjSISy65hMcff7xetZlV1b9/f89N0rJp6s4880y++uorBgwYgNForNT37brrrmPLli088cQT7Nixgz/++IN7772X2NhY+vfvT+vWrfnPf/7DE088wYoVK9i2bRv33XdftbTVNSk8PJzrr7+el156iRdffJHNmzezZ88efvzxR2699Vb69u1bLrVK8+bNWbt2LX/99RcpKSm88847vP/++4B3X+Wrr75i7ty57Ny5kzfeeIOlS5cyefLkGv18J6qyxyUgIIC0tDT27NlDkyZN+L//+z9mzpzJF198QXJyMh988AEffvghEyZMqNRN9Orqf1SX+vW8hDRYvr6+PPnkk4wbN65BPy4lJ1doaCgff/wxL7/8MnfeeSeZmZmEhIQQFxfHxx9/XG9zqonIybFo0SIGDBhQ4cjSVq1aMXToUL766is++ugjFixYwCWXXML7779Pv3796NGjB1deeSUzZszgggsu4NVXX2XmzJm89dZbREREcM0113hNZH0snTt35s0332TGjBm8//77nHbaadx0003l5vGoDXPnzvVMthUQEEB0dDTnn38+EyZMIDAw0LPOjBkzuOuuuygsLKRdu3bMmjXLcyHboUMHBg8ezJ133sndd9/NhAkTmDt3Ls899xwjRowgODiY4cOHewKjxxMVFcW8efN4+umnGTFiBM2bN+fmm2/m8ccfPzkH4QSUPm5Go5GwsDBOP/10nnvuOfz9/bnuuuvYs2cPU6ZMwWAwMHz4cK677rpyTxoczYQJE3jrrbfYuXMnr7322sn8KNXG39+f999/n7lz5/Lmm2+yf/9+fH196dKlC/PmzeOMM87A6XTy119/8eyzz5KXl+eZSOv7779nw4YNXHXVVf+qDK1ateK9997jueee44orrsBisTBw4EBmzJjhld+7rIq+89XpWOdLVFQU06dPZ9asWXzwwQdERERw9tlnc9111/H999/jdDr5v//7P7Kzs3n11Vc5cOAAISEhDBs2rNy8G1XxwAMPEB4ezsyZM0lLSyM6Oppbb72VG2+8sdL7OP/8873qzrJ5lKvDN998Q0lJCUuXLi2XT3XEiBFMnz69Uvu54IILPJO4lU0J1bx5czp06MDVV1+N2Wzm4osv9hxbk8l03Drw8ccf59lnn2XKlClkZWXRsmVL7r33Xs+kvA2Z0WjklVde4f333ycxMZHnn38es9lM+/btmTVrllfQ9sUXX+SFF17goYceIicnh9NOO41Zs2ZVaYK8u+++G7PZzGOPPUZOTg4dO3bkjTfeOOYTJCdbZeo+t+O1HWVVpk4bO3YsxcXFzJw5k/T0dNq0acOLL75Iv379PDnM3dq1a8dNN93Eq6++ypAhQ+pEapaqHpOKPPjggwwfPpynnnqqXE78hqJv375YrVYGDRpU7imbM888k3feeccrJ/nxvm+9evXizTff5OWXX+ayyy4jKCiI8847j3vuuceTkuXZZ5/lv//9L3fddRcOh4MrrriCjIyMmvvQ1eTOO++kTZs2LFiwgA8++ICioiKaN2/O8OHDmTRpUrn1H374YR555BHGjh2LxWKhU6dOnuPw559/er7TEydO5Mcff+SFF16gZcuWPP/88/Tt27emP94Jq8xxueyyy1i6dCkXXXQRS5cuJT4+nrCwMJ5//nkOHTpETEwMjzzyiGfS4cqojv5HdTE4lVBVREREREREGqm9e/cydOhQlixZ4plMFWDWrFl8+umn/PDDD7VXOBEREalxGmEuIiIiIiIijc6BAwfYsGEDH374IYMGDfIKlouIiEjjpYC5iIiIiIiINDqZmZlMnTqVNm3a1Lm5EERERKT2KCWLiIiIiIiIiIiIiAhgrO0CiIiIiIiIiIiIiIjUBQqYi4iIiIiIiIiIiIiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiISL2h6QhFTi4FzEXkX9mxYwdPPvkkw4YNo0ePHpx++ulcccUVfPDBB5SUlNR28aps7969dOzY8ag/Q4cOBWDlypV07NiRlStXVnrfVd3mRN5DRETqr4bUph6vPXX/LFq0qLaLKiIiDczUqVOP2fZ89tlntV1EABYtWkTHjh3Zu3dvpbexWq0888wzfPHFF55lU6dO5dxzzz0ZRRRptMy1XQARqb++/vprHnjgAU499VTGjx9P27ZtKSoqYtmyZTzzzDP8/PPPvP766xgMhtouapXdfPPNnH322eWW+/r6AtClSxc+/vhj2rdvX+l9nsg2IiLSODS0NjUyMpKPP/7Y83t6ejq33nprufa1devWtVA6ERFp6CIiIpg9e3aFr9XntictLY133nmHZ555xrNs8uTJjBs3rhZLJdLwKGAuIidkx44dPPDAAwwYMIBZs2ZhNv9TnQwePJi+ffty++2389VXX3HRRRfVYklPTOvWrenZs+dRXw8KCjrm69W1jYiINHwNsU21WCxebZ579Nzx2lcREZHqULYdasjq8w0AkbpKKVlE5IS89dZbGI1GnnrqKa8Le7dhw4Zx2WWXYTS6qpmMjAwef/xxzjnnHLp27coZZ5zBLbfc4vX42TXXXMO9997L7bffTu/evbnxxhsB10X2fffdx5lnnkmXLl3o378/9913H5mZmZ5tS0pKeO655zjrrLPo3r07EydOZPHixeUecVu9ejVjx46lR48enHHGGdx///1kZGRU+fOXTZcya9Yshg4dyk8//cTFF19M165dGTZsGJ9++ulRtykuLubxxx/nrLPOomvXrvznP/9h7ty55d5r586dTJw4kR49ejBw4ECee+45bDZblcssIiJ1U2NuU2+//XYGDx6Mw+HwWv7II48wZMgQnE4nU6dO5ZprruGTTz7hnHPOoVevXowbN46kpCSvbfbv38/dd9/NGWecQY8ePbj22mvLrSMiIuL29ddfc/nll9OrVy8GDhzII488QnZ2tuf1WbNm0bFjx3LbdezYkVmzZgH/pCBbsmQJt99+O7169SIuLo74+Hjy8/M92zgcDl599VXOPvtsevToweTJk73ey+27777j6quvplevXp5rxPfff9/zXkOGDAHggQce8KRhKZuSxW6388EHH3DxxRfTvXt3zj77bJ577jmKi4s960ydOpXrrruOhQsXMmzYMLp27coll1zCsmXL/s0hFWkwFDAXkRPy/fff069fP5o2bXrUdZ599lmGDx+O0+lk0qRJ/Prrr9xzzz0kJCQwefJkVqxYwSOPPOK1zZIlS/Dx8eGVV15h3LhxFBYWMm7cOHbs2MGjjz5KQkICY8eO5csvv+SFF17wbPfII48wb948xo4dyyuvvEKzZs14+OGHvfa9atUqrrvuOvz8/HjppZd48MEH+eOPPxg3bhxFRUVe6zocDmw2m9eP3W4/5jFJT0/niSeeYNy4cbzxxhuccsopTJ06lR07dlS4/rRp01i2bBn3338/CQkJDBkyhGeffbZcPtdnnnmG008/nddff53zzz+fN998k/nz5x+zLCIiUn809Db1WEaNGkVqaqrXfB1Wq5UlS5YwYsQITwqazZs38+KLL3LrrbcyY8YMsrKyuOaaazh48CDguolw5ZVX8tdff/Hwww/z/PPP43A4GDNmzFHbYRERadjKXs/ZbDbPZJmvvvoqd911Fz169GDmzJnccsstfPPNN1xzzTVVasfcHn30UVq2bMmrr77K9ddfz8KFC3n99dc9r8+YMYNXXnmFkSNHMnv2bMLCwnj++ee99vHTTz9xyy230KVLF1599VVmzZpFy5YtefLJJ1m7di2RkZGeNDM333zzUVPOPPLIIzz99NOce+65vPbaa4wZM4b333+fyZMne00WumnTJhISErj99tt55ZVXMJvN3H777RUG8kUaG6VkEZEqy87OJjs7mzZt2pR7rezIZ4PBwKFDh/D39+f++++nT58+APTt25e9e/eWC/wajUaefPJJAgICANcFcnR0NNOnT/c8atavXz82btzIH3/8AUBKSgqffvop999/P+PHjwdg0KBBHDp0iOXLl3v2/fzzz9O2bVvmzJmDyWQCoEePHlx44YUsXLiQMWPGeNaNj48nPj7eq2wmk+mYI9UKCwuZNm0a/fv3B6BNmzacc845LFu2jHbt2pVb/48//mDAgAFceOGFnmMSEBBAWFiY13rjxo1j8uTJns/+448/8vvvvzN27NijlkVEROqHxtCmHsuZZ55JdHQ0ixcv9rSf3333Hbm5uYwYMcKzXm5uLq+99hpxcXEAdO/enfPOO4933nmH+++/n3nz5pGVlcVHH31Ey5YtATjrrLMYPnw4L7/8MjNnzqxUeUREpGHYt28fXbp0Kbf8jjvuYMyYMbz22muMHj2aRx991PNahw4dGDNmDIsWLeLqq6+u0vsNHjyY+++/H4D+/fvz66+/8tNPP3HPPfeQk5PDe++9x7hx47jtttsAV9t68OBBfvnlF88+tm/fzmWXXeZ1HdqrVy/69u3LqlWr6N27N507dwZcaVhiY2PLlWP79u188skn3Hnnndx8880ADBw4kMjISO677z5+/vlnBg8eDLja1kWLFnn6BAEBAYwdO5bff/+dYcOGVenzizQ0CpiLSJWVfWzaLTk5mfPPP99rWcuWLfnhhx949913Adfj0snJyezYsYO1a9dSUlLitf4pp5ziubAH6Ny5Mx9++CEOh4M9e/awe/du/v77b3bu3OkJJKxcuRKn08l//vMfr31ddNFFnov7wsJC/vzzTyZOnIjT6fRs26pVK9q1a8evv/7qdXF/6623lpv0szITrZXOkxcdHQ1AQUFBhev27duX+fPnc/DgQc455xwGDx7MLbfcUm49d0DEXYaWLVuSk5Nz3LKIiEjd1xja1GMxGo2MGDGCefPm8dhjj+Hv78+nn35K3759PYFvgBYtWniC5eCaVLRXr16sWbMGgN9++43OnTsTFRXlKY/RaOSss87i888/r1RZRESk4YiIiOC1114rtzwqKor169djtVq5+OKLvV7r06cPLVu2ZOXKlVUOmJfNlx4dHc2+ffsAWL9+PSUlJZ50Km4XXHCBV8D8+uuvB1zXjykpKezatYuNGzcClGvjj8Z9A7zsZ7vwwgt54IEHWLlypSdgHh4e7pX/3H39WlhYWKn3EmnIFDAXkSoLCwsjICDA0wFwa968OZ988onn91deeYVt27YB8Pnnn/PCCy9w4MABQkND6dSpE35+fuX23axZs3LL3n77bebMmUNmZibNmjWjS5cu+Pv7k5ubC+DJl1r2UfbS+8rJycHhcPDmm2/y5ptvlnsPX19fr99btmxJt27djnkcKuLv7+/5vzvXbOnH3kqLj48nOjqazz//nMcffxxwjSB45JFHvEYLlN6ne79H26eIiNQvjaFNPZ6RI0fy+uuv8+233zJgwAB+/fVXnnnmGa91IiMjy23XtGlT/vrrLwCysrJITk6ucDQhuC7+y7anIiLScFkslqNez/3+++9Axe1ks2bNPG1iVRzrms2d4iQ8PNxrnYiICK/fMzIyePTRR/nuu+8wGAzExMRw+umnA0e/pizL/V5l9202mwkLC/P6bGXL7B4gdrSb+SKNiQLmInJChgwZwg8//EBeXh5BQUFA+U5JaGgo4JoU7P7772fs2LFMnDjRc+f6v//9r2dk2NF88cUXTJ8+nXvuuYdRo0Z5Ohl33HGH5257VFQUAIcPH6Z58+aebQ8fPuz5f2BgIAaDgeuuu86TAqW02riItlgs3Hzzzdx8883s37+fH3/8kVdffZV77rmHJUuW1Hh5RESkdjT2NrVVq1acccYZLFmyhNzcXPz9/cuNrs/Kyiq33aFDhzyB/SZNmnDGGWdw3333VfgeFoulSmUSEZGGKyQkBHC1I2VTZ6anp9OqVSvgnwCy3W73pB8rPZFnZblTbh4+fJhTTz3Vs7xs23bvvfeyY8cO3n77bXr37o3FYqGwsJDExMRKv5f7s6Wnp3PKKad4lpeUlJCZmVku/aeIVEyTforICZk0aRJ2u50HH3wQq9Va7vWioiL27NkDwLp163A4HNx+++2eC3u73c6KFSuAY9/BXrNmDU2aNOHGG2/0XNjn5+ezZs0az3ann346JpOJb7/91mvb0r8HBQURGxvLzp076datm+fntNNOY/bs2V6TjdWEoqIihg0bxty5cwHXo+ZjxozhwgsvJDU1tUbLIiIitUttqmvyzxUrVvD5559zwQUXlAu6p6SksH37ds/vBw8eZP369Z6852eccQa7du2ibdu2XmX6/PPPSUxM9AQ6REREevTogcVi4YsvvvBavnr1avbv30/v3r0BPDexDxw44Fln7dq1VX6/Xr164efnx//+9z+v5T/++KPX72vWrGHYsGH069fPc6P3559/Bv5p34/Xnp1xxhkA5T7bV199hd1u94xYF5Fj0whzETkhp512Gs8//zz3338/l112Gf/3f/9Hx44dsdlsrFu3jk8++YRDhw5x/fXX0717dwCeeOIJRo4cSU5ODu+//z5btmwBXDna3J2Rsrp3785HH33E9OnTOeecc0hLSyMhIYFDhw557p63atWKkSNH8sILL1BSUkKnTp1YunSppwPiTo1y9913c+ONN3LPPfdwySWXYLfbmTt3Ln/++adnQpSa4ufnR5cuXZg9ezY+Pj507NiRXbt28emnn2qCFRGRRkZtKgwbNownn3ySP//8k6lTp5Z73el0MnnyZO68805MJhOzZ88mODiYa665BoDrrruOzz77jOuuu44JEyYQFhbG119/zYIFC3jggQeqXB4REWm4QkNDufHGGz3XYkOGDGHv3r28/PLLtG/fnssvvxxwTeT5zDPP8PDDD3PDDTeQmprK7NmzCQwMrNL7BQYGMnnyZF566SX8/f3p168fy5YtKxcw7969O1988QVdunQhOjqadevWMWfOHAwGgyeveJMmTQDX3B3t2rWjR48eXvto3749I0aMYPbs2RQVFdG3b182b97M7Nmz6du3L4MGDTrRwybSqChgLiIn7LzzzuPzzz/no48+4pNPPmHfvn04nU5atWrF8OHDufLKK2nTpg0AjzzyCG+//Tb/+9//aNasGX379mX27NnccsstrFmzxjPxSFkjRoxg7969LFy4kA8//JCoqCgGDx7M1VdfzcMPP8z27dtp3749Dz/8MAEBAcydO5e8vDz69+/PzTffzCuvvOKZ8OzMM88kISGB2bNnc/vtt+Pj40OXLl14++23y03SUhOeeOIJXnrpJebOnUt6ejpNmzZl1KhR3HHHHTVeFhERqV2NvU319fWlf//+bN261TOyr7QWLVowfvx4nn76aQoLCxkwYACvvfaaJ1VNVFQU8+fP5/nnn+exxx6juLiYNm3aMG3aNEaNGlXl8oiISMN222230axZM95//30SExMJDQ3lP//5D3feeafnKae2bdvy7LPP8tprr3HjjTfSrl07nnzySZ588skqv9+kSZMICAhg3rx5zJs3j169enH//ffz2GOPedaZPn261/7btGnD448/zueff87q1asB16j38ePH8/HHH/PTTz/x66+/lnuvadOmERMTw8KFC0lISCAyMpJrrrmGW265xXPjW0SOzeDUzHEiUs9lZWXx888/M2jQIK+cbM8++yyLFi2q8XQrIiIi9VVttalFRUUMHjyYSZMmMWHCBK/Xpk6dyh9//MEPP/xwUt5bRERERKQ0jTAXkXrP39+fadOm0blzZ6699loCAgJYu3Yt7733HjfddFNtF09ERKTeqOk2dd++fXz66aeeHOyjR4+u9vcQEREREakKjTAXkQZh8+bNvPTSS6xfv57CwkJat27NlVdeyZgxYzyzm4uIiMjx1WSbeuDAAS677DICAgJ46qmnGDhwYLl1NMJcRERERGqSAuYiIiIiIiIiIiIiIoCy/YuIiIiIiIiIiIiIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiIiIgIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiIiIgIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiIiIgIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiIiIgIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiIiIgIAObaLkBjtW7dOpxOJz4+PrVdFBERkRpTUlKCwWCgV69e/2o/akdFRKSxURsqIiJy4qrSjipgXkucTidOp7O2iyEiIlKjqqvtUzsqIiKNjdpQERGRE1eVtk8B81rivpvfrVu3Wi6JiIhIzdm4cWO17EftqIiINDZqQ0VERE5cVdpR5TAXEREREREREREREUEBcxERERERERERERERQAFzERERERERERERERFAAXMREREREREREREREUABcxERERERERERERERAMy1XQARqVvsdjtJSUlkZGQQHh5ObGwsJpOptoslIiJVpPpcRERE6hP1XUSkrlDAXEQ8VqxYQUJCAmlpaZ5lkZGRTJw4kQEDBtRiyUREpCpUn4uIiEh9or6LiNQlCpiLNGK70/NYn5xJZr6VjNQ9fP/JXPp3P40pU6YQExNDcnIyiYmJTJ8+nalTp6qjIiJSB5Wuy8MCLTgzdvP27BnExcWpPhcREZE6b8WKFUyfPt3TdzEERfDj+p2sWPMnj775OZPz7Iw4f1BtF1NEGhHlMBdppHan57F0UyrpucWU2Oz89PtamnYdzJhJd9KpUyf8/f3p1KkT8fHxxMXFMXfuXOx2e20XW0RESildl9scTtKyC5n79R907jOI+Ph41eciIiJSp9ntdhISEoiLiyM+Ph6/pqfw89+ZmALDOHPQYKJjOvD2klXsPJhT20UVkUZEAXORRmp9cqbn/+np6eTn5xMb24UNKVle6xmNRkaPHs3BgwdJSkqq4VKKNC52u52NGzeybNkyNm7cqKCmHFfpuhyO1OcFBbTtfTZGo3c3T/W5iIiI1DVJSUmkpaUxevRonE4nX63YRPLu3aQdPAhOJ7FdYsnLz2fJ7+q7iEjNUUoWkUYqM9/q+X9hYSEAoSEhZBWUlFu3devWAGRkZNRM4UQaIeVtlBNRui6Hf+pzk39wheurPhcREZG6xN0nSU1NZcaMGewytgKDa6LPwMBAunfrBkBaVn6tlVFEGh8FzEUaqbBAC+m5xQD4+/sDkJWdTfPwluXWTUlJASA8PLzmCijSgJTNMd0zJow2EUGe18vmbVTOaams0nU5/FOf2wsrfmxZ9bmIiIjUJe4+yQsvvEBcXBxxvf6D0xJEVnY2SX8l8dvvvwMQGRp43D61iEh1UUoWkUaqZ0wYhiP/j4iIIDAwkKSkv+jeOtRrPYfDQWJiIlFRUcTGxtZ4OUXqu7I5ptNzi/luUyq70/OA8nkblXNaqqJ0XQ5H6vOAAHat/QmHw+G1rupzERERqWs6duyI0WgkJCSEBx54gP/07YyPjw/NmjXjzEFn4ufnh9FgoGv71sfsU4uIVCcFzEUaqTYRQZzXNZqIJr5YfMyc3a83hzct44M5L7FlyxYKCgrYsmUL06ZNY9WqVUyYMAGTyVTbxRapd8rmmAZwllpeOm+jck5LVZWuy31MRiJD/Jkw/Aw2r/6FadOmqT4XERGROm3r1q04HA6ysrJ45plnKDq8lzPbh2LPz2TF8p+x5hzC5/BWNm1PKbdt6T61iEh1UkoWkUasTURQqUfYTqV/KwsJCQlMmTLFs05UVJTSQYj8C2VzTLu55wtw522MiYmpcD3lnJbj8a7LAVoRFWRSfS4iIiJ1nruPe8899/Dee++V67vEXzuGF154gbSsfE4JblZu+4rm4BIR+bcUMBcRjwEDBtC3b1+SkpLIyMggPDyc2NhYjUQU+RfK5ph2Cw3wAf7J25icnEynTp3Kraec03IiVJ+LiIhIfeDu40ZHR/PGG2+U67v8/fffgCuHeUXcfWoRkeqklCwi4sVkMtGtWzcGDx5Mt27dFFwR+ZfK5pgGMBxZDhAbG0tkZCSJiYnKOS3VSvW5iIiI1HWl+8IGg8Gr72IwGDx94Qv6xR6zTy0iUp0UMBcRETmJyuaYjmjiy3ldoz0pNEwmExMnTmTVqlXKOS0iIiIijUpl+8KnRgUfs08tIlKdDE6n01nbhWiMNm7cCEC3bt1quSQiIlIXrFixgoSEBNLS0jzLoqKimDBhQoPKOV1d7Z/aURERaWzUhkpD1lj6wiJSe6rS/imHuYiISB2gnNMiIiIi0lipLywidYkC5iIiInWEO+e0iIiIiEhjo76wiNQVymEuIiIiIiIiIiIiIoIC5iIiIiIiIiIiIiIiQC0HzFeuXEnHjh0r/BkyZAgAmzdvZuzYsfTs2ZOzzz6bhIQEr304HA5mzpzJoEGD6NGjBxMmTCA5OdlrnZrYh4iIiIiIiIiIiIjUb7UaMO/VqxfLly/3+pk7dy5ms5mbbrqJzMxMxo8fT5s2bVi4cCG33XYbL7/8MgsXLvTs49VXX2X+/Pk89dRTfPzxxxgMBm644QasVitAje1DREREREREREREROq3Wp3002KxEBER4fm9pKSEZ555hvPPP5/Ro0czZ84cLBYLjz32GGazmXbt2pGcnMybb77JyJEjsVqtzJ07lylTpjB48GAAXnzxRQYNGsTSpUu58MILWbBgwUnfh4iIiIiIiIiIiIjUf3Uqh/kHH3zAgQMHeOCBBwBYvXo1cXFxmM3/xPX79evHrl27OHz4MFu2bCE/P59+/fp5Xg8ODiY2NpZVq1bV2D5EREREREREREREpP6r1RHmpRUXF/P6669z7bXXEhkZCUBqaiodOnTwWs/92v79+0lNTQWgefPm5dY5cOBAje2jadOmJ/CJwel0UlBQcELbioiI1EdOpxODwVBt+1I7KiIijYXaUBERkRNXlXa0zgTMP/vsM4qLi7nmmms8y4qKirBYLF7r+fr6Aq4Ae2FhIUCF62RnZ9fYPk5USUkJmzdvPuHtRURE6qOybeqJUjsqIiKNjdpQERGRE1fZdrTOBMwXL17M+eefT1hYmGeZn5+fZ+JNN3eAOiAgAD8/PwCsVqvn/+51/P39a2wfJ8rHx4f27duf8PYiIiL1zfbt26ttX2pHRUSkMVEbKiIicuKq0o7WiYB5RkYG69atY9KkSV7Lo6OjSUtL81rm/j0qKgqbzeZZ1rp1a691OnXqVGP7OFEGg+FfBdxFRETqm+p6lNy9L7WjIiLSWKgNFREROXFVaUfrxKSfa9euxWAwcMYZZ3gtj4uLY82aNdjtds+y3377jbZt29K0aVM6depEUFAQK1eu9Lyek5NDUlISffr0qbF9iIiIiIiIiIiIiEj9VycC5lu2bKFVq1aeFChuI0eOJC8vj/j4eLZv386iRYuYN2+eZyS6xWJh7NixPPfcc3z//fds2bKFu+66i+joaIYOHVpj+xARERERERERERGR+q9OpGQ5dOgQoaGh5ZY3bdqUt956i2nTpjFixAgiIiK47777GDFihGed22+/HZvNxkMPPURRURFxcXEkJCR4krjX1D5EREREREREREREpH4zOJ1OZ20XojHauHEjAN26davlkoiIiNSc6mr/1I6KiEhjozZURETkxFWl/asTKVlERERERERERERERGqbAuYiIiIiIiIiIiIiIihgLiIiIiIiIiIiIiICKGAuIiIiIiIiIiIiIgIoYC4iIiIiIiIiIiIiAihgLiIiIiIiIiIiIiICKGAuIiIiIiIiIiIiIgIoYC4iIiIiIiIiIiIiAihgLiIiIiIiIiIiIiICKGAuIiIiIiIiIiIiIgIoYC4iIiIiIiIiIiIiAihgLiIiIiIiIiIiIiICKGAuIiIiIiIiIiIiIgKAubYLICJ1i91uJykpiYyMDMLDw4mNjcVkMtV2sUREpIpUn4uIiEh9or6LiNQVCpiLiMeKFStISEggLS3NsywyMpKJEycyYMCAWiyZiIhUhepzERERqU/UdxGRukQBcxEBXB2U6dOnExcXx5QpU4iJiSE5OZnExESmT5/O1KlTaXFad9YnZ5KZbyUs0ELPmDDaRATVdtFFRKSUytTnZS88d6fnqX4XERGRWlG67zJm0p0ctgeya386f29ax1Mvvs5DoKC5iNQo5TAXEex2OwkJCcTFxREfH0+nTp3w9/enU6dOxMfHExcXx2vvJvLthv2k5xZjczhJzy3mu02p7E7Pq+3ii4jIEZWpz+fOnYvdbvdsszs9j6WbUlW/i4iISI0r3XcZM+lOduT7k1XkICy8KXGDhtC062BeezfRq+8iInKyKWAuIiQlJZGWlsbo0aMxGr2rBaPRyOjRozlQZCE9Pd3rNSewPjmzBksqIiLHUpn6/ODBgyQlJXmWV1SPq34XERGRmlC677IhJcvrNYPBQGxsFw4UWbz6LiIiJ5tSsogIGRkZAMTExFQ40Urr1q1x+PhTWFhYbtusgpKaLq6IiBxF6fq8Iq1bt/ZaDyAz31rhuqrfpSxNxiYiItWtdN9lxcp9pB08SGFhIf7+/kRERBASEoLD7O/VdxEROdkUMBcRwsPDAfjyyy/53//+V26ilWHDhmEscXVaygoN8KmxcoqIyLG56/Pk5GQ6depU7vWUlBSv9QDCAi2k5xaXW1f1u5SmydhERORkKH0t+sUv28gucnheCwwMpF27dhhthV59FxGRk00BcxEhNjaWkJAQ3n333XKTxC1YsID33nuPphGtsQSFsmV/NkVWO34WE81D/RnaNbq2iy8iIkfExsYSGRlJYmIi8fHxXmlZHA4HiYmJREVFERsb61neMyaM7zal4iy1H8OR5dK4uSeD/XPzdpb/8A2923aq9ESyIiIilVH6WrRzn0GEx55FSEgIWdnZ/PXXX2z4808ijHkERsawePUeTVAuIjWiTuQwX7x4McOHD6dbt25ceOGFLFmyxPPa5s2bGTt2LD179uTss88mISHBa1uHw8HMmTMZNGgQPXr0YMKECSQnJ3utUxP7EKnvnE7ncX93LTOAweD613sVERGpZSaTiYkTJ7Jq1SqmTZvGli1bKCgoYMuWLUybNo1Vq1YxYcIErzQabSKCOK9rNBFNfPExGYlo4st5XaN1EdrIuSeDTcsuZPXadUTHdKD9mZfh1/SU404kKyIiUhXua88gQxFnxATSNMiC2WjADyu+mX/jdDr5ThOUi0gNqvWA+WeffcaDDz7IFVdcwZdffsnw4cO5++67WbduHZmZmYwfP542bdqwcOFCbrvtNl5++WUWLlzo2f7VV19l/vz5PPXUU3z88ccYDAZuuOEGrFZXPs6a2odIfZaUlEROTg7jxo0jOTmZKVOmcMUVVzBlyhRSUlIYN24cGc4mlORn06lFMD1jwujUIpiQQIsmhRMRqWMGDBjA1KlT2b17t1d9npycfNSRwG0igrisTyuuO+tULuvTSsFy8bTv6enp5OfnE9slFgwGr3b/aBPJioiIVFbZa9EXn3yQ9565k5/feQr2rmHCFZeQ4WxCenq613aaoFxETqZaTcnidDp5+eWXufbaa7n22msBuOWWW1i7di1//PEHf/zxBxaLhcceewyz2Uy7du1ITk7mzTffZOTIkVitVubOncuUKVMYPHgwAC+++CKDBg1i6dKlXHjhhSxYsOCk70OkvnNPoHLRRRdx+eWXl5vQq7i4mNe+/UuTfoqI1BMDBgygb9++mqBRTph7Mlh32x8aEgKUb/crmkhWRESksnQtKiJ1Ua2OMN+5cyf79u3j4osv9lqekJDApEmTWL16NXFxcZjN/8T1+/Xrx65duzh8+DBbtmwhPz+ffv36eV4PDg4mNjaWVatWAdTIPkTqu9KTxJlMJrp168bgwYPp1q0bJpOJlJQUTfopIlLPVFSfi1RWWKAFwNP2Z2VnA+Xb/YomkhUREaksXYuKSF1UqyPMd+/eDUBBQQETJ04kKSmJU045hZtvvplzzz2X1NRUOnTo4LVNZGQkAPv37yc1NRWA5s2bl1vnwIEDADWyj6ZNm1b9w+MaYV9QUHBC24pUp7Zt2xIREcH8+fO59957y00SN3/+fKJ9iwkLC6Ok5J+7+AagU1SozmMRqTSn04nBYKi2fan+ETk5OkX5cyAjj9CwMAICAti0aRMDBwzwavfdfYTIyEjatm2r76PISaY2VBoiXYuKSE2pSjtaqwHzvDzXBA33338/t956K/feey/ffPMNkydP5u2336aoqAiLxeK1ja+vLwDFxcWeR3IqWif7yCiYmtjHiSopKWHz5s0nvL1IdTrnnHNYsGABjz76KIMGDSIyMpK0tDR++eUXtm3bxv/93/8R7pvLjgwbucUOmvgaaRduJj+tgM1ptV16EalPyrapJ0rtqMjJ1dpiY0eGjXZt2/DXuj/YmJ9Mi8LTyaigj7B169baLq5Io6A2VBoiXYuKSE2pbDtaqwFzHx/X4zMTJ05kxIgRAHTu3JmkpCTefvtt/Pz8PBNvurkD1AEBAfj5+QFgtVo9/3ev435cpyb2caJ8fHxo3779CW8vUp06d+7MKaecwnvvvUdCQoJneWRkJHfffTd9+/YF4JzaKqCINAjbt2+vtn2pHRU5uTrzT7u/cmX4kT7Ces/rZfsIInJyqQ09PofDwebNm8nKyiI0NJTOnTt7jViWuknXoiJSE6rSjtZqwDw6OhqgXLqT9u3b89NPP9GyZUvS0rxvF7p/j4qKwmazeZa5Jxxy/96pUyfPe5zsfZwog8HwrwLuItXN/eREaU6nE19fX52rIlItqutRcve+VDeJ1Az1EURqn9rQY1uxYgUJCQle1+6RkZFMnDiRAQMG1GLJpDLOOecczjrrLE1YLiInTVXa0VoNmMfGxhIYGMiff/5Jnz59PMu3bdtG69at6d27N/Pnz8dut3sqyd9++422bdvStGlTmjRpQlBQECtXrvQEu3NyckhKSmLs2LEAxMXFnfR9iDQEK1asYPr06cTFxXHfffcRExNDcnIyiYmJPPXi6wzZYyU8uhVhgRZ6xoTRJiKotossIiIi/8Lu9DzWJ2eSmW89Zvt+rD7C9OnTmTp1qoJRIlKjytZfzozdvD17BnFxcUyZMkX1VD3lnvRTRKS21eqzSX5+flx//fW88sorfPnll6SkpPDaa6/x66+/Mn78eEaOHEleXh7x8fFs376dRYsWMW/ePCZNmgS48s6MHTuW5557ju+//54tW7Zw1113ER0dzdChQwFqZB8i9Z3dbichIYG4uDji4+Pp1KkT/v7+dOrUiTGT7qRpl7P56fe1lNjspOcW892mVHan59V2sUVEROQE7U7PY+mmVNJzi7E5nEdt34/VR4iPjycuLo65c+dit9tr6ZOISGNTtv5Kyy5k7td/0LnPINVTIiJSLWo9mdfkyZO57bbbePHFFxk+fDj/+9//mDVrFn379qVp06a89dZb7Nq1ixEjRjB79mzuu+8+T75zgNtvv51Ro0bx0EMPcdVVV2EymUhISPAkca+pfYjUZ0lJSaSlpTF69OhyOf42pGQR2yWW/Px80tPTAXAC65Mza6GkIiIiUh0qascrat+P1UcwGo2MHj2agwcPkpSUdDKLKyLiUbaeSk9PJ7+ggLa9z1Y9JSIi1aJWU7K4jR8/nvHjx1f4Wvfu3fn444+Puq3JZGLKlClMmTLlqOvUxD5E6rOMjAwAYmJiyr2WmW8lJCQEgMLCQs/yrIKSmimciIiIVLvMfGuFy8u278fqIwCelIbu9URETray9Zf7GsXkH1zh+qqnRESkqmp9hLmI1L7w8HAAkpOTy70WFmghOzsbAH9/f8/y0ACfmimciIiIVLuwQEuFy8u278fqIwCkpKR4rScicrKVrb/c1yj2wpwK11c9JSIiVaWAuYgQGxtLZGQkiYmJOBwOr9e6tw4lKekvAgMDiYiIAMAA9IwJq4WSioiISHXoGROGocyyitr3Y/URHA4HiYmJREVFERsbe3ILLCJyRNn6KyIigsCAAHat/Un1lIiIVAsFzEUEk8nExIkTWbVqFdOmTWPLli0UFBSwZcsWPpjzEoc3LePsfr2x+JiJaOLLeV2jaRMRVNvFFhERkRPUJiKI87pGE9HEFx+T8ajt+7H6CNOmTWPVqlVMmDABk8lUS59ERBqbsvVXZIg/E4afwebVv6ieEhGRamFwOp3O2i5EY7Rx40YAunXrVsslEfnHihUrSEhIIC0tzbMsKiqKCRMmMGDAgFosmUjjYLfbSUpKIiMjg/DwcGJjYxvcxV11tX9qR0Vq1ooVK3jrrbc8E4ADREZGMnHiRPURRGqI2tBj07VM/dcY+sIiUnuq0v7ViUk/RaTuKHsPrexjjSJyclR0kadglIjUFVu3buXw4cNeyw4dOsTWrVtVR4lInaFrmfpLfWERqUsUMBcRwNVBmT59OnFxcdx3333ExMSQnJxMYmIi06dPZ/ytUzCEtyEz30pYoIWeMWFKyyJSDXan57Hwh9V8/d0yTm0dx12TBtK/W3uv79/UqVN1oSAitebtt99mwVc/4NOyN91O70fX09rgOLybL774nA+WbWFtViJDBvVT30BEak3pa5mxN93FYXsgu/an8/emdTz14us8BOpL1WGl/35TpkwhJiaG3zZu56Mlv/Lw20sZvsfKyHP7qI0RkRqjHOYigt1uJyEhgbi4OOLj4+nUqRP+/v506tSJ+Ph4OvcZxNwlq0jLLsTmcJKeW8x3m1LZnZ5X20UXqdd2p+fx7Yb9/PT7Wlq0bEXcoCHszPfnYJ7d8/2Li4tj7ty52O322i6uiDRCVquVT5b8hKFFdy4ceRVtT21Hvt1Eqk8rTh9xM5bgZiRt2UpqVoH6BiJSK0pfy4yZdCc78v3JKnIQFt6UuEFDaNp1MK+9m6i+VB1V0bXowTw7O/L9iRs0hBYtW/HT72tZuvGA2hgRqTEKmIsISUlJpKWlMXr0aIxG72rBaDTStvfZ5Ofne+UtdQLrkzNruKQiDcv65EzS09PJz88ntkssBoPB67tlNBoZPXo0Bw8eJCkpqXYLKyKN0pIlSygOiKZ7t+5efYQD2UUczCmmW7duOJ1Otv+9XX0DEakVpa9lNqRkeb1mMBiIje3CgSKL+lJ1VEXXou62xGAwENsllvz8fNLS0tTGiEiNUcBcRMjIyAAgJiamwteNfk0AKCws9FqeVVBycgsm0sBl5ls936vQkBDP8tLfrdatWwP/fE9FRGrSgQMHcPj407JlC6/lRSV2ikoctGzhWp6blwuobyAiNa/0tUxmvrXc6yEhITjM/upL1VEVXYuW/juGHOkjFxYWqo0RkRqjgLmIEB4eDkBycjJ2u52NGzeybNkyNm7ciN1ux1Hkugj29/f32i40wKfGyyrSkIQFWjzfq6zsbM/y0t+tlJQU4J/vqUhlVVSfi1RV8+bNMZYUsm/ffq/lfj4m/HyM7NvvWt4kyHVzXX0DEalppa9lwgIt5V7Pzs7GaCtUX6qOKv33cyv9d8w+0kf29/dXG1PHqe8pDYkm/RQRYmNjiYyMZM6cOeTk5JSbmdwntDlBgeFERER4lhuAnjFhtVBakYajZ0wY6TlFBAYGkvRXEoPOGoTRYPB8txwOB4mJiURFRREbG1vLpZX6ZMWKFSQkJJSrzydOnKhJz6RKLrjgAt74YBEbNvxJ21Pbeh6Xbx7ih8Pp5KeVGzEYDLQ/rb36BiJSK9zXMomJiYyZdCc//HUQ55HXnE4nSUl/0dzPqr5UHVX67xcfH4/RaKRnTBjfbUrF4XSS9FcSgYGBREZGqo2pw9T3lIZGI8xFGqnd6XksXr2Ht5ft4It1++lyxtls374dq9XKrbfeyrx587j11luxWq3s2/YnZ3eKIDLEHx+TkYgmvpzXNVqzlIv8S20ighjarTln9+vN/n17WPXL95waWEhkoJEtW7Ywbdo0Vq1axYQJEzCZTLVdXKknPv32Fx5983NKWvfnwkmP8Nxr7zBjxgzatGnD9OnTWbFiRW0XUeoRi8XCqAvOxnlgI18t/IhdO7YTYLQRVZLCmk9fxZpziNhOHYkODVDfQERqhclkYuLEiaxatYoP5rzEqYGFhPgayMo4zKpfvufwpmXcPG60+lJ1VOm/37Rp09iyZQuRgUZODSxk1S/fs3/fHs7u15uh3ZqrjamjVqxYwfTp02nTpg0zZsxgwYIF5fqepeMPi1fv0QSuUucZnE6n8/irSXXbuHEjAN26davlkkhjtDs9j6WbUj2/Ox0OvvjiC1qaMrFm7vea3DMyMpLg4GByc3OZM2eOOpoiJ0lFozKioqKYMGFCgxqVUV3tn9rRiu08mMMd098iNCSUQWcNwmAwYADO6xpN66YBTJs2jeTkZNXnUmVvv/02ixcvxuFweJaZTCYuvfRSxo8fX4slE2k81IYeW2PpSzVU+vvVT3a7nRtvvJE2bdp4nhBwczgcTJs2jW37Mhg0+mYMpV5z9091E0RqUlXaP6VkEWmEys4unp6eTn5BAT0vuZQbLuhNUlISGRkZhIeHExsby99//82UKVNISkpqcB1rkbpiwIAB9O3bt9z3T0FNqYolvyeRn5/PgAEDMBgMADhx1fttIoIYPXq06nM5IePHj2fMmDEsWbKEAwcO0Lx5cy644AIslvL5gkVEaoP6UvWb/n71U1JSEmlpaUyZMsUrWA5gNBoZPXo0t05/m/T0dCKjojyvle6fitRFCpiLNEJlZ48vLCwEwOQfjMlkKhdEad26NYBmlhc5ySr6/olURVpWPgChISFey7MKSgDV5/LvWCwWLr300touhojIUakvVb/p71f/uPuUMTExFb7eunVrHD7+nphDae7+qUhdpBzmIo1Q2dnj/f39AbAX5lS4fkpKCoBmlhcRqeMiQwMByMrO9loeGuADqD4XERERkerj7lMmJydX+HpKSgrGkkJPzKE0d/9UpC5SwFykEeoZE4ah1O8REREEBgSwa+1PXrlJwZV3LDExkaioKM0sLyJSx13QL5bAgACS/krCPU2NAVe9r/pcRERERKpTbGwskZGRJCYmHjWW0NzPSmRkpNdr7v6pSF2lgLlII9QmIojzukYT0cQXH5ORyBB/Jgw/g82rf/HMTF5QUMCWLVuYNm0aq1atYsKECcofJyJSx50aFcyE4WeQmryNX39Zhj0/kzPbh1J0eK/qcxERERGpViaTiYkTJ7Jq1aqjxhJuHjeaod2ae+IPEU18NeGn1HnKYS7SSLWJCCrTQLUiKshEQkICU6ZM8SyNiopi6tSpmplcRKSeGHH+IE99/tXqz/jqyHLV5yIiIiJS3QYMGMDUqVOPG0tQgFzqEwXMRcRDM5OLiDQMqs9FREREpKao7ykNjQLmIuJFM5OLiDQMqs9FREREpKao7ykNSa3nMN+3bx8dO3Ys95OYmAjA5s2bGTt2LD179uTss88mISHBa3uHw8HMmTMZNGgQPXr0YMKECeVm562Jfcg/7HY7GzduZNmyZWzcuBG73V7bRRIRERGRf0l9PBEROZnUzohIXVHrI8y3bt2Kr68v3333HQaDwbO8SZMmZGZmMn78eM477zwef/xx1q9fz+OPP05oaCgjR44E4NVXX2X+/Pk888wzREVFMWPGDG644Qa+/PJLLBZLje1DXFasWEFCQgJpaWmeZZGRkUycOFE5U0VERETqKfXxRETkZFI7IyJ1Sa0HzLdt20bbtm2JjIws99q8efOwWCw89thjmM1m2rVrR3JyMm+++SYjR47EarUyd+5cpkyZwuDBgwF48cUXGTRoEEuXLuXCCy9kwYIFJ30f4rJixQqeevF1WnYdwKDhvWjbIoKmpnx+/WYx06dP10RjIiIiInXA7vQ81idnkplvJSzQQs+YsGNOxLVixQqmT59OXFwcU6ZMISYmhuTkZBITE9XHExGRKqmoDdr/9wa1MyJSp9R6SpatW7fSvn37Cl9bvXo1cXFxmM3/xPX79evHrl27OHz4MFu2bCE/P59+/fp5Xg8ODiY2NpZVq1bV2D7E9ejUq/MW0LTL2cQNGkJYeFOyihzszPdnzKQ7iYuLY+7cuXqkSkRERKQW7U7PY+mmVNJzi7E5nKTnFvPdplR2p+dVuL7dbichIYG4uDji4+Pp1KkT/v7+dOrUifj4ePXxRESk0ipqg5ZuPMCr8xaonRGROqVOjDCPiIjg6quvZvfu3fw/e38eJldZ5v/jr7PUqbWrq/clS2eFJBBkgABGQP0IKjKMLMM4jjgjE70c3IeP8YNf9BJGI/kJbteg6EhAwQWM4IKKDi6AGJaEEAPp7El3lt6ql6rqWk6d9ffH6aruSneSTqf3PK/rUtJn66f6nDrP87yf+37fTU1NfOQjH+Hyyy+no6ODs846q+T4QiR6W1sbHR0dADQ0NAw7pr29HWBSrlFVVTWmz+66LtlsdkznTjd27NhBR97Pm88+C8uySvZt2dfFtddey+c//3m2bt3KOeecM0WtFAgEAsFU47puiQXb6V5rtvSjAsFk8fLeTkzTHHF7bXh4LM2OHTvo6uri4x//OLquD9svxngCweQh+lDBTGekPije1UVH3s+nr71W9DMCgWBCOZV+dEoFc8MwaGlpIRgM8pnPfIZQKMSvfvUrPvShD/HQQw+h6zqappWc4/f7Acjn8+RyOYARj0kmkwCTco2xYpomO3fuHPP504kdO3bg+IKYpkm8q4tEMolhGGiaRm9FjLkL1OJxsjzliQ0CgUAgmEKO7VPHymzqRwWCyWJvaxbbcYdt7+uR2OlPDNu+Y8cOALLZ7Ijft8JYWIzxBILJQfShJ8ZxHFpbW0mn00QiEZqamsS7aRoxUh/UFY/jqEHRzwgEgklhtP3olArmmqaxefNmVFUtNvjcc89l//79bNiwgUAggGEYJecUXpahUIhAIAB4wnvh34VjgsEgwKRcY6z4fL7j2tHMNBzHQX5mJ4m+BAcOHiiJVij3Syx0FwJwzjnnsHz58qlqpkAgEAimmH379o3btWZTPyoQTBb78+10p41h26sjGsuXNwzb7jgOjz/+OKFQaFjGJXjZoiDGeALBZCD60BPz0ksv8cgjjxCPx4vbampqeP/7388ll1wyhS0TFBipD3Jdl91WTvQzAoFgwjmVfvS0BPNnn32WTZs20dXVxW233cbOnTs555xzmDNnzqivMZLgfNZZZ/H8889TX19fUiEZKP5cV1dXtP7o6upi/vz5JccsW7YMYFKuMVYkSTotwX06ccEFF1DBg7z++ms0zpnDm970JmLl5SSTSXqbn+PRRx8lWD2PI9Tx+ub2URWYEggEAsHsY7xSyQvXmi39qEAwWVy8tI4/vN7B0Pg+CZhTXcb/NvcMKwR6wQUXUFtby5NPPskdd9xREt3nOA5PPvkkdXV1XHDBBSiKMumfRyA4kxB96PHZtGkTX//611m1ahWf+cxnSopGfv3rXy8WjTzVoseC8WWkPqixsZF6f170MwKBYMI5lX50TPksuVyOf//3f+fDH/4wjz/+OL/73e9IpVL85Cc/4YYbbmDv3r2jus6uXbv4u7/7O7Zs2VKy/fXXX2fJkiWsWrWKV155paS4wwsvvMDChQupqqpi2bJlRCIRXnrppeL+VCpFc3MzF110EcCkXEPg4bf68fftJYCBKktURTQubgoTkXQsf4x02ULiKX1UBaYEAoFAIBAIBOPPgpoIV55bT02ZH58iU1PmZ/mcKM1HUyMWAlUUhTVr1rB582bWrVvHrl27yGaz7Nq1i3Xr1rF582b+/d//XYgYAoFgyhhtceIDnalTKnosGH9G6oOuWtnAR/7tn0Q/IxAIphVjijD/2te+xo4dO/j+97/PRRddxLnnngvAV77yFdasWcM3v/lN7rvvvpNe56yzzmLp0qXcddddfOELX6CiooKf/vSnbNu2jZ/97GdUV1fzwAMPcMcdd/DBD36Q7du384Mf/IC77roL8Cxdbr75Zu69914qKyuZM2cO99xzD/X19Vx11VUA3HjjjRN+DQE0NzeTTCb593/9V373u9/x3Cu/Le6rq6vjwitvYNPW14nH49QOROW7wLbWPrGiLxCMI7Zt09zcTG9vL5WVlaxYsUIMLgUCgWAW09HRQTp96mLPuTEgBpDnz3vj9GatYcc8vSXFW5dGqa2t5QMf+AC//OUvWbt2bXF/ZWUlH/jAB6itrR1Xq4jjEYlEqK+vn/DfIxAIZhbNzc10dXWxdu3aYR7Xsixz0003sXbtWp56sRktWl2yX8xJJ58FNZFhf+8FNau5/fbb2bBhQ0k/U1dXV8wOEEx/xFxUMJsYk2D+1FNPcdttt3HppZeWRF3X1NRw66238l//9V+juo4sy3znO9/h3nvv5VOf+hSpVIoVK1bw0EMPcfbZZwPwwAMPsG7dOq6//npqamr4zGc+w/XXX1+8xic+8Qksy+Jzn/scuq6zatUqNmzYUPREr6qqmpRrnOn09vYC8Pd///fccMMNw16SG/68l01bXy8WWS2QyJojXU4gEIyBTZs2sWHDhhILqdraWtasWSMGmQKBQDALSSaTfPjDH8ZxnNO6Tqb+QpBGmNA6Nr/qfOW45/X29vLQQw+d1u8+FWRZ5uGHH6a8vHzSfqdAIJj+FOaiTU1NI+4vWK92JTLMPUYwBzEnnS6sXr2aSy65RAiuMxQxFxXMNsYkmKdSqeP6lJeXl5cUfDwZlZWVfPnLXz7u/vPOO4/HHnvsuPsVRWHt2rUlq5BTcY0zncrKSgBaW1tZtmwZK1euLNnv6P0AxUKqBWIh3+Q0UCCYxbTE0zz+py389g/Psmj+Kv7zw2/ijSuXFH0b169fLyIzBAKBYBZSXl7Od7/73TFFmA/lz3tTI0aYV4ZU3rr05pJthw8f5mtf+xq33XYb8+bNO63fe6pEIhEhlgsEgmEcOxc9lkOHDgFQGwuPeL6Yk04fFEUZpiUIpj+bNm1i/fr1LL/oclZd/x8owSh2LsXBrc+IuahgxjImwXzp0qU8+eSTXHbZZcP2/elPf2Lp0qWn3TDBzGLFihXU1taycePGEQt1HNz6DJFwmJqamuJ2CTi/qWIKWisQzB5a4mn+d3sbz7y4lcY581h1+eUcyEgsSttF38Z169bx4IMPcskll4gIDYHgDEKkxZ4ZjIdFiVqeHrEQ6JXn1h/XpmDevHksWbLktH+3QCAQnC5D56Jr167l97//Pe3t7TQ0NPCOd7yDjRs3UldXx9WXruBPzV3D3nViTioQjJ1CDYHlF13O4suuKxZVVMIVLLnsOgAxFxXMSMYkmN9666187GMfI5FI8Na3vhVJkti8eTNPPPEEjz76KF/96lfHu52CaU6hINT69etZt24dN910E/Pnz+fQoUNs3LiRnVs2c8vH1iKVB0lkTWIhn6hILhCMA9ta+4jH42QyGVavXo0kSSVejEN9G5ubm0XEhkBwhiDSYgWnQqEI27bWPjFOEwgEM47CXPTuu+/mpptuKtn3wAMPAPDZz36WRXVRZFkW7zqBYBwp1BBYdf1/FMXyIpLEwgveQvPm58RcVDDjGJNgfuWVV3LPPffw1a9+lWeffRaA9evXU1VVxZ133sk73/nOcW2kYGawerUo1DET+eueLp5+rYOedJ6qiJ+rVtbzprNqp7pZglHSlzGKtQFiQ9LUh3oxFnwbC/6OAoFgdrNp0ya+9PXvMOfc1Vz+rr9jYWMNVUqGv/7+FyItVnBcRirCJhAIBNOFlniaba199GUMKsLaMKH7xdf2k6tagesLIZlZfOk21HzCCyZxXXbv3s3q1avFu04gGGcKc0wlGB1xvxIsKzlOIJgpjEkwB7j22mu59tprOXDgAIlEgmg0yqJFi4ZVpRacWYhCHTOLv+7p4ofPtxR/7kzq/Oiv3s9CNJ8ZVIS1Ym2ARDJJdbVXyGioF2PBt7Hg7ygQCGYvtm3z7R/8lKpz3sKqyy9HkiQSukOSIO/78KeAb4i0WIFAIBDMKFriaZ5+vaP4c7w/zx9e7yjaRu1t6+M3W1vxR6v5h2uvpaenh5yuc8XSCt580Tl88IMf5Je//CXve9/70DRtCj+JQDD7KMwx7VwKJTzc3sjO9ZccJxDMFMYsmP/qV7/ipZdeYt26dQBs2bKFG2+8kY985CNcddVV49ZAwcxDFOqYPDo6Ok6r0NcTmzrJ5YYX+Xpi017q5NTpNO24RCKRcfFbFXic31RBPKUTDodp3tHM5VdcjixJRS9Gx3GKvo0rVqyY4tYKBIKJprm5mY68n7eds6IkLdYFth9KCIsmgUAgEMw4trX2Dds21ILwx0/9Fdd1OW/leSiqSm1dHQBZvx+/38/73vc+vvWtb/HUU0/x7ne/e5JbLzgVRP2VmUehhsDBrc94nuVDbVlcl4NbnxFzUcGMZEyC+RNPPMH/9//9f7zrXe8qbquqqmLu3Ll88pOf5Jvf/KYQzQWCCSaZTPLhD38Yx3HGfI3Ekn/AlYYPQPY7NnseX386zTsusizz8MMPUz7EPkQwdhbURLhqZQOp+AX89g/Psvkvf+S9V7+J2rDMrl272LhxI5s3b+b2228Xg02B4Aygt7cXxxcssWgqkMiazF8hLJoEAoFAMLPoyxgjbi9YEHb0ehGsc+Y0jrh/1apVALS3t09UEwXjgKi/MjMZWs8OYOEFb0EJlmHn+jm49Rl2bvmLmIsKZiRjEswffPBBPvjBD/LpT3+6uG3hwoX893//N/fccw/f/va3hWAuEEww5eXlfPe73z2lCPO2pMHuLp2UbhMNKLx6JEPWGC64B8hzdD/cdtttzJs3bzybTSQSEWL5OLOgJsL/fc9beOM8jQ0bNvD1L/6muE/UEJhZiKgawelSWVmJbOZKLJoKxEI+YdEkGDMF/+D9h/vIVa2gLWmwZKobJRAIzggqwhrx/vyw7QULwvrKMnYDR4+2sXjJ4mH7N2/eDEBDQ8PEN1YwIifzoN+0aRPr16/noosu4oYbbkDTNAzD4JVXXhH1V2YAQ+vZNW9+rrhdzEUFM5kxCeaHDx/msssuG3HfZZddxo9+9KPTapRAIBgdp2Jt0hJPs/twBwQ0ogFvW3VM4UhfFr86KMhJEvyfhTF+8DuYN28eS5aI6fBMQdQQmNmIqBrBeLBixQrq/Xmam3dw+eVXFG1ZJOC8+TF+9N3vi7RYwSkz1D/YclwcLcKLLWnmz0+L4nkCgWDCOb+pgj+83oE7ZJs0sB3gX65+E8+99CrbX9vOwkULkWW5uN+yLH70ox+hKApXX331VDT/jOdkHvS2bbNhwwYWL15MS0tLcYEDoKamhsWLF4v6KzMAMRcVzDbGJJjX1tayfft2Lr300mH7mpubqagYbvQvEAimlpG8/+ZVhykP+ujPW/RmDCrDGletrKdOTvGDKWij4PQRNQRmBsdG2bi9LTx03z2sWrWKtWvX0tTURGtrKxs3bhRRNYJTQlEUPvJv/8SXvv4dXnYNauY0EQ2oNAZNfvidH7NlyxaRFis4ZQpjiETGoKUnjxFp4GBPnj/u6GDNW8TCukAgmFgW1ES48tx6trX2kciaxEK+kgjlpY0VXHPhAn77wuv86hdPsPqi87lm9bnseuV5Pv+jH5FIJIpRy4LJ52Qe9M3NzXR1ddHV1cWqVau48cYbSyLMCwL6sfVXTha1Lph8xFxUMJsYk2B+3XXXcf/99xMOh7nyyiuprKykt7eXP/zhD9x3333867/+63i3UzCDEJYC05Pjef9VRQP83ysWlWzbt29iCn4KBILhUTZdyRxP/vZlVlx0OXfc8X+RZRmAZcuWcccdd7Bu3ToRVSM4JVavXs1Nu3fzi1/8gs5XBm23ZFnm+uuvF4svglOmL2OQyBgc6EqTMx1AJmc6vNrSR0tcRJkLBIKJZ0FN5ITvmts+/H4qtIf4xS9+wYstf+XFn3nbFUXhhhtu4JZbbpmklgqO5WQe9N3d3QAsWrRoxAjzRYsWceDAgeJxcPKodcHUYBgGTz31FO3t7TQ0NHD11VeLhSrBjGVMgvmHP/xh9u/fzxe/+EW+9KUvFbe7rss73/lOPv7xj49bAwUzC2EpMD1piadp7c4QT+kENIX68iCxsNdxFbz9BALB5HBslE08HieTzbLwyncWxfICsixz0003sXbt2mFRNQLB8di0aRNPPPHEsO2O4/DEE09w9tlnj9gni0gtwfGoCGu8fiQxbLvfpxQjBAUCgWCqueWWW3jf+94nBLtpxsk86FOpFJY/xo5kgMaFK7nmhjfw1vMX4abjbNy4kZdffrl4XIGTRa0LJp+HHvIWrBxnMFjjwQcf5LrrrhMLVoIZyZgEc1VV+drXvsatt97Kli1bSCaTlJWVceGFF7Js2bLxbqNghlAo1LH8ostZdf1/oASj2LkUB7c+IywFppDC6nvYr9Jq2HSldA50pWkoD7KoLsJV547eB10gEJw+x0bZ5HI5AJRgdMTj58+fD0Bvb+/ENkww7SkI2gfjaZJZk2jQx6LaSImwbds23/zmNwGvOPT73/9+Lr74Yl5++WUeeeQRkskk3/zmN4dlLIhILcGJOL+pouT5AECC+vJAMUJQIBAIpgOapvHud797qpshGMLJPOhzcph85Vn4/X7edNkVyLLMX/b2ceW5c/nsZz/LBz7wAZLJJJHI4HjkZFHrgsmhMDb9419eZOffdlFVNZd/f88/cPHFF/ObZ17mp0+/yCObWtnZ/xgfee81YkwpmFGMSTAvsHTpUpYuXTpebRHMYAqFOpZfdDmLVv8D3d3d5OKHCQaDLH6TN2ARlgJTw/DVdwlwSeZMSkYtAoFgUjg2yiYYDAJg50a2Qjp06BAAlZWVE984wbSlIGgXbDEAOlM6tuPS3Z8vCtt/+9vfyGazRCIRvv/976Oq3lDvHe94B29729t4//vfTzqd5m9/+xsXXHBB8foiUktwIhbURLigqYLmthT5PMi2wdxyjVhYE5lqAoFAIDghJ/Og392lA5DP5/nLX/5CY0MjiiLT3rIH97AXoAmQTqeL1zxZ1Lpg4imMTW3bpnnXbvzRat727jWcfV4jSQtyscVcc+NCfvnLX/LKjr38/m9Heccb5ohxpWDGMGrB/F//9V/5whe+wOLFi0/qUS5JEj/4gSgZeCZRKNTRePG1/Po3vyGTyRT3hcNhzl+2lM7NzwlLgSmgsPrekcwR8CkEfN6ChSxLlIc1IYYIBJPMsVE2NTU1hEMhDm59BvMd57Nr165iDYhly5axceNG6urqWLFixZS2WzC1FATtjmRucKMLHUmd2JB3+TPPPAPAv/zLvxTF8gKqqvLe976X733vezzzzDMlgrmI1BKcjLedW48L9AQsWl6NUxZQSiIEBQKBYDogPJSnJyfyoLeVAODpBu3t7bS1tXk7HJuy+KvU1dXR2dlJNDqYjXmyqHXBxFMYm+7buw/XdTlv5XlIslwShCHLMitXrmTz5s3s3buPulhIaA+CGcOoBXPXdUf898mOFZwZFKwCNm35G41z5rF69Wpi5eUkkkmadzSzacvf0Pwxnnqtiy29+4U36iRSWH3XDbtke0E4F2LI7EIU3Z3+DIuyKfPz7++6mAf/+yv88z+/iGEMCpeapmEYBp/97GfFfTzDKQjax77LddP7ufAuL1j81NePbLdVV1dXclwBEaklOBmFd9fTW1Lg2FSGVGHZIxAIphXCQ3lmUlfh9SOZTAa/38/CBQuJRCK4epL2zfvo7OwEoLq6uqTeigRIEiiyPCxqXTDxFMam/el+AObMacR1HHYdOEwul0PzB6ipqWFOYyObB44T2oNgJjFqwfyRRx4p/vvOO+9k8eLFE9IgwcwkFosBMKcmxmVXXI4kSYDXqV1+xeX86Q9/oEuSMSQ/luMKb9RJpLD6HtAUsvkBoWXAdxQGxZChgw8r6xVeEcwsRNHdmcOxUTabNh0u2W/5Y5iRRvKBMhy9n860fewlBGcYBUG75F3O4OJn4V2+YsUKXnzxRR5++GEuvPDCkkKyjuPwwx/+sHjcUESklmA0LKiJ8NalUX7V+Qpn1/4T21r7+HNzZzEQAhCFYwUCwbhzvKLUQ7fv/NsWXnvuT1RHo9x8883F+h0//OEPi4WwhWg+PXn7qrN54jdPo/p8qKrKrt27wHXx9+1lTiyAaZrk83kCVXOH1dOQXHjL8lrR10wBhbFpWaQMgNdef5329nZyfd4Ch6NFCIfDNNQ3AFAWKROBGIIZxZg8zNesWcOnPvUprrvuunFujmCmUsgqKHcSSMfs8xyzvf1DJ+LCG3VyKESESRK82tKH36dQXx4gFtaKYsixxd56sxb5iqW0JQ2WTF3TBcdhpElD297trF+/nlWrVrF27VqamppobW1l48aNoujuNKdQA+Liiy/m9ttv588vv8Zze3oJBoNUV1fz/PN/5aGnNvOGN7yBRXUjFwYVzH4KgnZ9ebDoYV5Y/BwqbF9zzTU89NBDtLS08MUvfpGLLrqomKmwZcsWWlpakGWZa665puT6J/MXFQiGYvljvNCSprLSszmI9+f52cuHcF2IhQe3ieAIgUBwuhyvKPXyOVGaj3r1X2zb5pUde/E3rOTzt3+QfO9Rtm/fTmNjIw888AAf/OAH+eUvf8n73vc+Yc8yDdF7jqD17sGMNFJRs5SLz1vG4kqVcvVCXnnlFTZv3gzA/27ejRatLjlXaApTR2FsumTpEra+upV9+/Yxp7GR/3zvVcxpbOTnL+zl9R072NNyBCdUQ9ZfTU86T0s8Le6XYEYwJsHcsiwqKkTEkWCQQiGOlh1bCIVCLLzgLSjBMuxcPwe3PkM8ngFJIa/rJeeJlJzJYUFNhDVvWVIUWo8VQ36x5fDwkySJ3V06V0x+cwUnYKRJw9OvtfPsYz9l1apV3HHHHcWI0mXLlnHHHXewbt06UXR3GlOoAbF27VpkWWZv96AliyRJrDhnBU8//TRPvdjMR9996RS2VDCVDBW0VUUimTUpD2ksrAmXCNuapnH99dfzxBNPsGXLFrZs2TLsWtddd92IgsGJ/EUFgqGYkcZh29oTOUAqCuYghAyBQHD6HK8o9dOvdTCnMgQMeijPnTeP//f/ux/r4IvFY2tra7n00kv53e9+x1NPPcW73/3uyWq6YJT09vai5hP8v4+t4ZFHHuHlV7p4eWBfXV0dt912G1/72tfoSmSYe4xgDkJTmCoKY9NXW3rRVBkrmyLf+gpG7xyqFzcyR03wbHccK1CNKrksqInguIjFdMGMYUyC+Sc/+Um+9KUv0d3dzdKlS6muHv7SamwcPpAWzF4qKysBrzjs7373O5o3P1fcV1dXx+qLrmHT1tcJBoMl54mUnMnleGLI8Yq9pfSRbSCOlxYpmHhGmjR0dXXRkffzuZtuKrFfAK/Qyk033cTatWtF0d1pSqEGREdHB1/5yldoUeaD5C1shEIh3nDeeQB0JTLHvYbgzGC0gnZszhJyVStwfEFkM4cv3YaaTxT3n3322RPYSsGZgOMLDtumG7ZnJnsMQsgQCASnw/HmKT3pfFEwL3go79u3j3lzGvjsR+4pybb89Z9fxKxawe/2ZHG3HBZzl2lGQUuIx+Ml/vPgZQ/E43EAamPhEc8XmsLUsaAmQn/HQXyHX+Sqt7yF557bxbe+9a3ifrvmXJYubqS1tRUzk4BInVhMF8wYxiSY33nnndi2zR133FH0qj6WnTt3nlbDBDOLFStWUFtby65du/jOd77Drl27ikUHly1bxufu/gaRcJiampriOcIbdfpwvGJv0cDwaOTjpUWKVeLJYaRJQy6Xw1GDNDU1jXjO/PnzgUFhVjC9KEwSvvrVr6JpGnJZDkfzvktZC577237cSANJyydSGAUjMnQR03YcfvrbrThaBEVRsCWFfMVS6NtLyM1iGAb333+/yDgRnBaymRu2LaApMMyYTwgZAoHg9DjePKUq4i/+OxL2xkaxWIzr3vV2li3zxr7Lli3jfR/+FFvveYh8MkkoXCbmLtOEoWOXWKicYPU8Hn744WEZcKlUikceeYRYLMbVl67gT81dot7KNKMwx/zIRz7Cxz/+cZ566ina29tpaGggXrYcw7JpbW0tKTgvFtMFM4ExCeZf/OIXjyuUC85MFEVhzZo1rF+/nrvvvpsLL7wQTdM4dOgQP//5z9m5ZQu3fGwtUnlQeKNOQ0Yq9obrcnZtYNixx0uLFKvEk8NIk4ZgMIhs5WhtbWXZsmXDzjl06BAwKMwKJpeTZWScffbZSJKE67q84Q1v4LJ3Xs+epI9DnT28urcNo78fCaivqRATPMEwjl3EfHnXEbJyBFUxaKytJFbTSL8l47qr0JItHH19E4lEgtdee43zzz9/6houmNH40m3DpPGGWLC0WA1CyBAIBKfP8YpSX7Wynp1HU7hALFYOQDaT4bx55SXnb2vpLQp1hePE3GVqOXbssrcjRbzifFx/E2VSjreev4iz51bR2dnJn/70JwzDwDAMmqrDot7KNKQwxyzMRYfaHv1iy2F2HjwKUOI2IBbTBTOBMQnmN9xww3i3A4CDBw9yww038PnPf774O3bu3Mm6det4/fXXicVivP/972fNmjXFcxzH4b777mPjxo2kUikuvPBCvvCFL5REWk7GNQSwevXqom9qoTBHgRtuuIHr3375FLVMcDKOLfZWGVLx9+2lsXy4x+3x0iLFKvHkMNKkoba2lnp/no0bN5Z4mIP3ftu4cSN1dXWsWLFi8ht8hjOajIydO3cWCycDNEZ9NDZU8z9H4ki4yLaBbPRjZZK4ZUExwROUcOwiZk+iH5DQymvoTvXT0t/u7XAdyp0M/qYLybe+wvbt24VgLhgzaj7BpQsi9Lr+omhx1bn1AELIEAgE48qJilLPqQixrbWPI4cMZCON1NvGnWs/xlve8hbq6+vp6OjgiW3dGIY3f8nnB4NOxNxl6hg6dklkDF472IWJir+shkzyKL/e0sLTTz+Nmk8gSRJVVVX09PTw+uuv84Y3vEH0K9OMgtvAxo0buf3220vcBs6dM4/Hf7OD8BC3AbGYLpgpnJJgvmfPHn784x/T1tbG/Pnz+ed//meWLFkyLg0xTZNPf/rTZLPZ4ra+vj5uueUWrrzySu666y62bdvGXXfdRSwW48YbbwTg29/+No8++ih33303dXV13HPPPXzoQx/i17/+NZqmTdo1BLBp0yaeeOKJEff99Dd/oje0kMr6ecLzepoy1Bt33759/GqI3+1QjpcWKVaJJ4fjTRrOCfwT69evZ926ddx0003Mnz+fQ4cOsXHjRjZv3sztt98u7BemgNFkZGzfvh2A9773vfzxj39k7dq1AGTqLyQciXL+ooW8viNOZ2cXdfX1YoInKOHYRUzX9N7P2byF7Phg4GsvORa5XI4cIEcai36gIOpSCMZGY7nGFUvmDdsunh2BQDDeHK+GR2H7Yn+CrT9rZsWKFTQ3N/OLX/yieEy+agU1cxYSj8dFhOs0oCWeZtOeOBnDJuBTyBkWmYxXpydvOSxobKSxoZGK0KWcV2nyyiuvFIPxtm/fzhve8IapbL5gBApuA3fffTf//M//XFygAq8YfVYKceVNa9B8qlhMF8woRi2Yb926lX/7t3/Dtm0qKip4/vnnefTRR7n33nt55zvfedoN+e///m/C4dIiDj/96U/RNI0777wTVVVZvHgxra2tfO973+PGG2/EMAwefPBB1q5dy5vf/GYAvv71r3P55Zfz9NNPc80110zKNQReMY5vfOMbgOcdd/PNN3PxxRfz8ssv8+BjvyKu1vO/z73I295ZzcsHevjxphZqowH+bkEFbztH2AvMJI6XFilWiSePkSYNC2pWc/vtt7Nhw4ai4Ape0d3bb7+d1atXT3YzBYwuI6NgcXbOOefwnve8h+bmZnp7e3k94ccXqaSzqwt2ULQGFhO8M5tjxW3HKfXAqAwpdCdcXCTcUAWBYARNVahQsvQeSZHP53HUYLFgu6hLIRAIBIKZxrF94XnzmohGozQ3N3P++eeTSCRIpVJEo1F8sXK2dXThDwREhOsUUxhz2K6L47hk8xYdyRzWQJ3PslCAyy9bRXd3N3peZ/78Bt7+9rfz2c9+lt27d5dkZApmBpIkoeYTvHGexurVi4rbRbCGYCYwasH8W9/6FosXL+Zb3/oWc+bMoa+vj9tuu4177rnntAXzzZs389hjj/GLX/yCt7zlLcXtW7ZsYdWqVajqYDMvvfRSvvvd79LT08PRo0fJZDJceumlxf3RaJQVK1awefNmrrnmmkm5RlVV1Wl9/tnA9u3byeVyRCIRHnrooeLf6h3veAeZimX8z8OPotsyr+zrIO96Yk9nMseWAy59GYN/vHi+eEHOEE6UFimYWlavXs0ll1xSFFwrKytZsWKFiCyfQkaTkXHuuefy2GOP8eMf/5i7776blStXAtAUT/P0a+289tprgGe9IyZ4ZzYjidvJrAEulIc9C61oUEUy0rhaxJuMZvrJ2QYpx0RzvXeBbOWKQQqiLoVAIBAIZhIj9YV/3NGJqZUDKbZt21bc5xUjbMHvj+GrXYKqyFRG/GLuMkUUxhz15UEOdKUBUGUZHRVwIZfgyV//mmw2i2yk2fqzZmpqaopCeVlZ2VQ1XXACbNtmw4YNXHzxxcMsWZYtW8b69et58MEHiwXnRbCGYKYwasH8tdde48tf/jJz5swBoKKigrVr13LjjTfS1dVFbW3tmBqQSqX4zGc+w+c+9zkaGhpK9nV0dHDWWWeVbCv8nra2Njo6vC/ZsefV1tbS3t4+adcYq2Duum6JBc1M5umnnwbgpptuKhblKNCdyrFi+Qq27DlKdzJDuCwKgGlJ2I7NkZ40L+/tpDYsj3htweSj63rxvyM9o7VhmbevKH3uZ8uzPBtYvHgxixcvBkq9GgWTz7K6IO29aVzgSG+Og90ZdMNmYXWYqF/i0sWVLFmypBgVddddd3H99dczb948EkcPs+vZ39Hb1ocvWk9eDtHbn+PlvZ0c6EjQ3Z8vLlqdN6+c+VWhqf64o8J13XErHD6b+tHR8PLeTkyz1JIn5JOQJSj3SyRzJrlEJ7Ktg+3HkXWQC8WbJUwljM/N4Eu3sX//frLZLF2JDJYzPGIrnrTOqL/tmcqhnizbDydL3iXAsG1D3y/HjhFGusZMeR8JBDMN0YeO3BcePNJBZ/hsFLUW2cwhG2kcLYIVrMBVgkiWjpntpcbt5m0rzgPE3GUqKIw5wprE/MoAnSmdiF8ml5ORjQxpRcNVAsjBEIG0p9MMtZALhULivk1DduzYQVdXFx//+McxTbNkLmqaJtdeey2f//zn2bp1K+ecc86I32FAaEKCSeFU+tFRC+bpdLqYvltgwYIFuK5LX1/fmAXzO++8k/PPP59rr7122D5d19G00qKDfr8f8ESgQrXrkY5JJpOTdo2xYpomO3fuHPP504muri7A+1sd+5n0lI5lWbiKimU7mIb3clQViWzGRs/C3tY8O/2JyW624Bg6+i3291ocjSfIVa1gc/NBIbgKBKfJfM3iuYM5Xus0UCQJVYa9HQm++tsE59ZqXLEwwDvf+U5++tOfsn37drZu3Vo8V1VVfEqEJedfgmal0fthS08P7f02DWUKEU2mA9jV0saFjRr1ZWOq5T3pHNunjpXZ1I+Ohr2tWewRxG1FllhVGQI/bO07hBVsAmRwHMAARQPXQXId/H17UfMJurq62LlzJ3pKJ5GzAUgbDr1ZB8N2iQUV/qwkZ8wzJTh1OvotXjk62Md3AFt2HwFcIppc3Hbs+6WtrQ2AgwcP0tqdKbnGPsPh6W2HqArJNEZVFleq4hkSCMaZM70PPbYv7Epb7OnMYoYbcBQ/ZSENWwnis7LIahjXdbw5vyTz1KuHkCVJvJemiM6uLK19JobtoikSlSGZhWUyfl2nWdFAVpFtC9lIY4XrUIwUPiNZjDBPJpMz8pmd7ezYsQPwFqFGuj8FPWHHjh3Isnzc8WxfjyQ0IcGkMNp+dNQ9heM4yHLpak9BNLYs6xSaNsgvfvELtmzZwpNPPjni/kAgUBKpDINftlAoRCDgRU0ZhlH8d+GYQkGPybjGWPH5fONWNHWqufjii9m9ezd//etf+Yd/+IeSZyVYnebPm7Yg2X6CAT8+zYcExEIafp9MSFNY2lTF8uUNx/8FggnnUE+W1p44agSipoSjRWh3q3hjbZOIFBMIRqCzs7NYpOhENPn95PfnqQ77MGyHlO4U9+3rsygP2axafC7ve5+P3/72t/T1DVpklJWVseKN1xGqrC9uS/QbSJJMIg/locFuvDUFTdX+E7YlHA5TV1d3Kh9z3Nm3b9+4XWs29aOjYX++ne70cF/86ohW7EPVmteQ2nRcxRsISo4FjoVsG2ipVm/iCcyfP5/ly5cTrs3y551xElmTRC6D7Icg0FAd5pDhY3FtjegDZin7t7VTXVP6PPV29AMS1cekRGe0wWesMP5fuHAhzalg8RrJgWdI0kCXVdRIhEMG4hkSCMYR0YeW9oXJrEl7vA/DtgEHyecn4QSRTAOkAJKRRZJAlmVsrYxkMkVGqxbzzingUE8W9XAbSjZDQXVJ2hKV4RANjsOe5u3Isozrup5ALkmYkUa0vhSKomBZVnHsIpheOI7D448/TigUGubMALBnzx7Aq9e0fPnyUY1nBYKJ4lT60SldWn388cfp6ekp8S0H+MIXvsCGDRtobGwsRi4XKPxcV1dXFOq7urqYP39+yTHLli0DoL6+fsKvMVYkSTotwX06cd111/HDH/6QQ4cO8dWvfpX3vOc9zJ8/n0OHDrHxscfQW/ahViylsfo8+vM2Eb9KwOd5qc6tinDx0rpZ87eYjoymqMau5h58Ps9XOWdJmMEa9vWYPPpyGx+4YpHwE5sh2LYtPMwngWQyyac+9Skcxzn5wUBiyT/gSgq2Voar+PDKTbnItskfdu3iT0aaYE/zsPP6+vo4snU7SDuK24xIAyAjuQ77Mu2DBzs2T3W+csJ2yLLMww8/THl5+ajaPRGMVyp54VpnUt9x8dI6/vB6B30Zg45kDt2wCWoqb1hQVfw7SP4IihHHClYCEsFgAEmSwfGjtrUXo7RisRihUIhlA8ED33/uAD5VJeCTCWkq3RmLI4k8nf2m6ANmKRmTYr9fwLQBafj2rDX4XSsEmAQCATI9g8d2Z7IostffmM7g9l2dOZbNK81SFQgEY0P0oYN9oQt0Z3I4rifYSbbhFcJWlYFFYwnJzuO6Xgq+qwboMWX+sreXfsMFF2RZEgUHJ4ldzT1Ul4dQVdUbw5gOAZ9MTSzE9ta9OEoAUytD0QKUR0KUqTY+R8fYdYRUKgXA3r17S2rPCaYHF1xwAbW1tTz55JPccccdJcGTjuPw5JNPUldXxwUXXICiKCXf4QISCE1IMCmcSj96SoJ5PB4vpmGCJ8wAdHd3l2wHaGxsPOn17r333qIPYoG3v/3tfOITn+Bd73oXv/nNb3j00Uexbbso+LzwwgssXLiQqqoqysrKiEQivPTSS0WxO5VK0dzczM033wzAqlWrJvwaAi+l4frrr+eJJ57glVdeYcuWLcV9kiShui7/tHoeb/378/jj6x3s7ugHXM5uiPK2c0Rxh4lktEU1+jLeKm8iY3AkYeAqGo4rinDMJDZt2sSGDRtKFvhqa2tZs2YNq1evnsKWzT7Ky8v57ne/SzqdHtXx9z/fSVvSoKPfZOjo0KdIXLzySipCKu9e6RXzfGXXIb73s9+z+i1XMa+ukkTOYmjWYktPntzAJGNh1XnF7ZUhlbcuvfmE7YhEIlMqlgtOjwU1EZbPifLE5iPeRFNTqSsPsPNoijkVIRbURAgqDrKto+Z6sbUyclkHybHwZTvx68MLfBau21QdZk5liETGKBbiAtEHzGZGKkoc0BS8aWspQwsVH+8aumEPXsenkBhY2NlueQuLQpASCATjwYKaCFeeW8+21j5ezhlYtguSUsyswrVBkpHsQY9kV1a9/aqE7bhsOdALEiyqiWA5rujnJoHCXDMW1oiFB+0QFFnGcV2sYBWqqmJZFj3JND24aP1HiPT3E4vFSCQSxUV/wfRCURTWrFnD+vXrWbduHTfddNNg8OTGjWzevJnbb7+9qKUN/Q4X6p+IMYJgOnJKgvnHPvaxEbf/x3/8x7Bto/GWOl50dlVVFXPmzOHGG2/kgQce4I477uCDH/wg27dv5wc/+AF33XUX4Im0N998M/feey+VlZXMmTOHe+65h/r6eq666iqASbmGwOOWW24BPKudoZ2ZLMu8+93vLu5f89aZl/o3kylUIx+KO7B9aKdUmPR2JHMlxwZ8yojHC6YPLfE0j/9pC7/9w7Msmr+K//zwm3jjyiW0trayceNG1q9fz+233y5E83Gmvr7+5AcNcIMT5Zu/241PcbAH3o8SEtVRP72Gghrw85ejEo7rcjAZxNEiXoHkQBTJNlAkKA95kwvZb3AwnmZhTaQ44ZBATPTOEOKpPMsaoyXbhr6jY24SR/EPZDOoSLaFYqTw9w2mH1r+GK/GZZxn9xcj6wb7gNJAhoBPFn3ALOX8pophEV4NsWDJoh5475fzmypOeo2AppDN2yBBSFOKCy8hvyoWXgQCwbhSeI/8ZXccy3bJZCRMScFVg8iOCa6LkuvB1cIgyTiKhmQbaL4ILi4goRs221r7iIU1Aj4FCTFPnUhGWqQFsG2HXjuIozkYroMke3ZyEsBAdkAikQA8q0LB9GT16tXcfvvtbNiwgbVr1xa319XVjTgPXVATEeMBwbRn1IL53XffPZHtGJGqqioeeOAB1q1bx/XXX09NTQ2f+cxnuP7664vHfOITn8CyLD73uc+h6zqrVq1iw4YNRRP3ybqGwOOWW27hfe97H0899RTt7e00NDRw9dVXj1txGsGpU1jNBwaivXR00ybsV0tWcguT3kTa8CJatQjdaRNJzbOttW/Y8YLpQUs8zf9ub+OZF7fSOGceF6xezW+37uPll19m+bxq1q5dyz333MODDz7IJZdcIuxZpog3nVXL06910Hw0SV/GQJVlKsI+/D6F9kSOhQMRTrvakvQkDRxlsKZGeVhDBqrK/CSyJkvry1h9VjXxVF5EZZyBDH2nDyWR9SLpPJsgCan4/4OoqoquRMhXnkXGVrActyhkLp8Tpbs/j27aJefUlwdLri+YPYwU4XXVufUc7cvy9Gsd9KTzVEX8XLXy+CL30Gu0BX10JnT8Pk8s11SZgKZQX+69z8TCi0AgGE+2tfZRXx4ga1j4HAO9EFnuutTmW5AU0CWJrOniuiDbeYIWyEhkTZu+jIEkQTToI5u3eLW1j5Z4WryjJoiRFmkPd2foTufpzau4SEiSgqsEkO1+FL0XR/WTq1qBFajEVQM81xVG2nJYjHunKatXr+aSSy4R9qCCWcOoBfPJEod3795d8vN5553HY489dtzjFUVh7dq1JatYxzIZ1xAMoigKixYtIhaLUVlZKV6QU0xhNf9Qd4ZdbSl008ayXQKazH3/u4frV83lTWfVFlP9/9zcieV4sReW4xbFmYBPFtFh05BtrX3E43EymQw11TX87Gc/w3VdZCPNX3//Cx588EEuv/xyOjs7aW5uZuXKlVPd5DOW85sqipYXBe/GRMagIRYsRorrhg0uOFppBI2iyFx30bypaLZgmnG8CK2CZUZLykW2deRcaaS4GWlE7WnGLPcs83RdH3wWDZsjvVmuWlnPkd4s8f48AZ9Mffngs3k8Sw7BzObYCK+WeJrmoynmVIaYU+n5iA61/DneNcCz7wlpnjftwa48hi0ztzJUknovFl4EAsF40ZcxiIU1FhHh0IE8ipFFcizkfALz6AsAyEAEyFWtwNEiyNE6AppCV8rrR9UhXst+nywW9SaQYxdpbdvhSF+W/pxJznS8Gj+OjWxlkByvr7D9MZAUrKBng3s4abK3o5/u/ryYk05TFEUR880Zxmjq3Z2pnFbRz2effZZNmzYRj8f5z//8T3bu3Mk555zDnDlzxqt9ghmG8FCeftRE/fzqlSMciKexB4yQVVlCUXz0pPP8fPOR4kQ4nspzflMFO1otenscFNmLTkzrFivmlIvosGlEoWP7444O+pMZHCVAS2sLgUCA81aeR9P8uSziCD/84Q/544t/w6xawc+2drE/L6IypopCZM1Q78ZtrX0sqA4XjwloCpms57U5FCFWCgqMFKE11DJD9pcB8eI+RwngaGW4Ic9CyApUIjsGkhYe5lW+82iKq1bWs/No6rjXF8wujp0k9YywGNOXMfj+cwdoqg5TEdaolIxh52/aE8d2XerLgyxr9OokZPM2WaM0Y0G8ywQCwXhRWECOhTUWVvpp7twPgGwMry/jS7eRr1hKVWUVrgvxfh3HAZ8qkTMsfKpMQyzIwXhmsj/GGcXQRdoNz+yjL2PguuDYJiDjyjL4y7BlH7a/HMnKIkfrkSwT14V0Ok1HUicW1sScVCAYB0Zb7+5MZUyCeS6X46Mf/SibNm0iEomQyWRYs2YNP/nJT2hubuaHP/whS5cuHe+2CqY5mzZtYv369Vx00UVccfUNtOV8JHWL7qOtfOnr3+FzIETzSaYlnmbTnm56MwaO6xYFc0WWwHVJ6xYhv1occBQiNebGNPa0ukiSV5QwGlSLAp+IDpt6hnZsmqpgoWAFKwla/bz73e9ClmVqyvy846J3sOQNl/LRL30HxzBQfJroBKeQkewPLmiqwBlyTH15kJ5EGsmxituEWCk4FkmCPW0pkCTOri/jbUO+z0FlyBPlCxGpXUAwGMTUM6T1KI4/CkaajOMjPOSahXoV8VReFGI6QxhpklRYxCv2+QNFYGVZYk5liHh/nj29aSx/jLakwe7D3vkZw8ZxXA50pVlUG6G+PMiBrnSJxY94lwkEgvFk6AJydU017ARcl6DexRVXXMHSpUvZu3cvmzZtgnwC+vYSil3O3rhnGZU3bXTDQTcdygIqOcPmaG9W2LJMErvbUqiyjGk7uI6F5Li4sg9X9VNdFkBTZGQqiKfzOJkkkmthmmaxXxFzUoEAOjo6SKeHLxKOlj/vTdGbtYZtf3pLircujY5wxukRiUROqQ7YVDMmwfxrX/saO3bs4Pvf/z4XXXQR5557LgBf+cpXWLNmDd/85je57777xrWhgumNbdts2LCBxYsXs/tID88c2VrcFwqFCC26mPsf3ig8lCeZba19dCR1JAkCqkLO9QYYjuNi2A4+xyHgU4oDjkKkRllAQc0nqQ43EgwGCPkH75mIDpt6hhZyrS8PcOhoHpCQw5VIklQiSmw/nCQUCmEYBslEkoaGBpEpMIWMZH8wNFo4FtaYV6FxKNOJKkvUlPmFWCkoMlTgXNrgDWKPqc9IUxS2uy5IEpYaJpFMkkgmUHO9yI6DbKRxtEhpFoNE0Wc6kTVFIaYzhJGKggd8cjF6DygWgQ34Bm0LXDyLn91dOgS0gf0K2bw1cE6OZY3lLKqNkMlb+BRZLLwIBIJxZ2ggwittR5GNNL50G+QTPPfcczz33HMlx6v5BIfbu6mvbyKZNTjSl0UeyKbVDc/TfG5lSIyRT5GxCnaZbAYVi5zlIEkyuCaS5IJlkmrdg6OV4SgaBMqQfAHIp5FlBdvQPX/skMq+fftO/otGYKaJdgLBSCSTST784Q8P1C8aG5n6C0EaQZ9zbH7V+cpptG5kZFnm4Ycfpry8fNyvPRGMSTB/6qmnuO2227j00kux7cHIkZqaGm699Vb+67/+a9waKJheHM/fqLm5ma6uLrq6uqi/6BquWnE+sfJyEskkzTuaOdp2FNnQhIfyJNOXMdBNG1WW0VQZ3bJxXW+y6zigKjL15YGiCF6I1ACQjX4K9eIKRd9EdNj0YGjRv1hYI+SmkW2DrG6z+S9/5L1Xv4nasMyuXbv4+W+fL1aWT2cGB7MiKmN6MFLU+dnRcrb9ZAvvXvk+liwRvuWCQUYSON0h27e19rGj2/W2Oi6K5qciEqZMtVEcha6uLvJ5HfI2ql2JLEsEfF5RRuFVfuYxUgHZ+vIgrd2DlgSFSL7COKCAowZJ6TbRQOG8AAfiaXBBN72JW0VY46ZL5gvhSSAQTBiFBd5nfvgywZ79Jz2+N20QA0zbRZVlLNthoNekIqyRNWwxRj4FTkewy9RdhBmdiyP7cBUNSZJxHQcpn0K2dTDADVbiGDlcNYAM5HSDHTv3sAMXX/ooT/TtQ80nTvl3zzTRTiAYifLycr773e+Oe4R5Kpnkpef+wG233ca8eeM7F41EIjPqezcmwTyVSh3Xp7y8vJxsNntajRJMT07kb9Td3Q3AhRdeyPw3X4k9EPJWXV3N5VdczrPPPkv70SPF4wSTQ0VYI+BTiARUTNshpKlkDe+F6FNlljVEkSTo6c/z0LP7qQhrLJ8TpVlPIZsZzqkPeoVbZREdNtUMXaxq7c4Q9g/a5NREwxzev5vzzlpA/85n+PoXf1M8z7fwUpYsXsK+/fsoiwwWkhSi2PTh2GjesUbLCGY/IwmcAAfj6WIh0EAoDJJMMBgglzhMf1Kif+A4SZIIBAIYqW7eVD+PcFOF8Co/gxmpgGwsrFEZ0aiK+ElkTWrK/CX9TQHZyhENKCXnLSJCR1JHkRHZMQKBYFIpKxsc42qahmEYWP4YZqQROVCGo/fjS7cRVLxFQMtxUGXJi2wGNEUm4FPQTVuMkU+B0xHs2pIGT+9KEs9Y5C2HA3t34aCg6F4QgGzrOEYGglXguqD4aWhsoDrsoyqsUhY4Dwm4dEGExnLtxL/sGGaaaCcQHI/TzZRQy9Mj1kbypduYN28eS5YsOa3rz3TGJJgvXbqUJ598kssuu2zYvj/96U/Cv3yWcqLINimVAuCNb3wj2bBG8/7D5HI5gsEgNTU1zJ07l87WvaQGjhNMDuc3VbCvo5+sYVGBRlr3UqODmsI5c2PMrQzSmzZw8Gxa4v15uvvznF0bINz5Ctefd/MZ/5KcDhy7WBX2qxyMp1lIhFhYY8nSJbz66lbam1/k4fu/zZ49e7xUxcpK/JVz+NT6B5AkiSVLvXspRDGBYGo4XZ9BKzuyz2BXv0ltmTfBD4VCAOR0nerqKsKRCLbtoMgKmWyG7ngcf7qNpY1vJhI12N2lD0QKK5xVG8BKdrAvOeYmliBSnqc3xysg+7ZzBj3xj7WNKhzjS7dxdm2APSlKLKUqwpqokSEQCCada6+9lm3btgHw/e9/n42//TMvHcpSFilj4cIFPP7EE+QrlnLVeQvYl6aYfZsbyKKpGFgUDPoUMUY+Rcbazy8B5s9PF7Msz61y+f0vN2KF60CSBoqWR5BtHSXdy6Jz/g5/KMKi2kjJIm6v6+cKkZEpEIyJkbOdI/xlDJkbs5ExCea33norH/vYx0gkErz1rW9FkiQ2b97ME088waOPPspXv/rV8W6nYBpwvMi2RNakKep5qf72t78lnv0NHVR7VcnwJu9+TcOXbiMaHf/CAYLjs6Amwj9eMp8/vt7B7o5+aqIuZzdEi5PhX2w5jHOMAa4Lni+pYMIZrXg2UqpUpWbT0d2HbGpEAwqXL63glede5pZbbuHqq69mxYoVbNu2jaeeuhvXUFh20f8h0586bVFMCGATw9AMAiubwvLHprpJgnFmPHwGLX+MfMXSYv8KgOtiaVFcNYCrqEi2haIEkG2d7nic/r0vYkYacdQgspXDn25DzSe4//77x+FTnRiR8jy9GWmSdGxU+IkmUo3lGvPniwKxAoFg6vH7/cV//8u//Au5qhU4mvcu2vrqQG0tSULz+Xjfmxbw881HOBhPE9JUIgGVoF8l6FO4ftVc8Q6bRAp/622tfbj183jHu2/ihWd+TyLnYEWrkG2DkGJy8RsvoseJ4DguHclciWAuLHQEgtNDZDsfnzEJ5ldeeSX33HMPX/3qV3n22WcBWL9+PVVVVdx55528853vHNdGCqYHI6XuAti2Q3MqSKb+QnYkc2iZdvxuX3GCnk/GsfuPouYTVFdXT0HLz2wW1ERY89aRo8SPtwiS0u1h247nXy8YG6cinp2oGMeeY4px9Pf389Of/rRkmwoc+usTHPrrE6fTZEAIYBPBsRkEvVmLfMVS2pIGIr9j9jAePoPgpTAPjQqvCCr8ZkeC3pyF7bgosoRk5Um07sBv96HmE0V/T5/Ph2ma3HLLLZx33nnj8KlOjEh5nv6MpsDr8SZSbUmD3oQYFwgEgqmnUK+ngOPz6i54UcplxQXlg/EMHzurljedVVuc24gFv4nnePPIY8fA0dq5vOOmfyeQ3M9Dv32RVRdfyuJFi5BkmUxbimzeKtbJKCAsdAQCwUQxJsEcvLSna6+9lgMHDpBIJIhGoyxatAhZlsezfYJpxEipu8mMgQuUhStAUnC0CLpvCf6+vQR7mkvOl2WZs88+u/izEGCnnuMtggz1JYUT+9eLezY2TkU8GynCHKAypPLWpTeXbLMsi1//+tc8++yzvPnNb+bv//7vUdUxv+qHIQSw8Wckuyskid1dOldMfnMEE8h4ZGcsgZLnYsOf94GaRZJBLQzBNJU5Z5+PtPM3DE0kqays5Jp/+jekygX85ajoewVjx/LHeKElTWWlF+UnxgUCgWAqicViJT/LZg4rWI0VrCpuc3whWlISX39qJwtrIpzfVMF1Fwkrj4nmRPPI442B9UAtspmjsrISaUBfKhSXDvgG9SZhMykQCCaS01ZRFi1aNB7tEMwARkrLlSVwXOjsGOwEkSTMSGMxoq1QcMXxBfmf377C379pJYAQYKcB5zdV8LOXDtGe1NFNm4BPoaE8wMUNgZLjTuRfL+7X2BmteHa8YhzH+76oqsqzzz7LddddJzzopyHHLhYejKeJBIZHx4yU6SEQHMvu9hQBn0JF2KtT4RUyk6koj/HNb3+Vp59+mm9961t89KMf5ay/W80fm7tgYKFU9L2CkzFScAOAGWkcdmxhXMDAf0VAhEAgmCxse6CY58C80wpUYkYawHWQHAtXVnHUIIrkcqQ3i2W7PL87TmNFkEW1EfGemkBONI88Nts5kTHoSOZI9mdw1BDpvE3lwL5YWGMxESoiGoosi6wAgUAw4YxaMF+2bBnSUM/MEyBJEs3NzSc/UDDjODYt96Fn9+O4Lh2dncBA2pu/DDfsCYGykcYoX1BMhfvL7i509RAVkeGVrIUAOzW4Q/4fXE+JPYaRBzM62y0vJU4MViaW0fjMHovlj/HnvSn+cnS/ECymESNF2RztzVFX7pb4McLwTA+B4EQEfAoB3+AzE/IrKIpSXDQL1czn4edbiKd0AppCSFPJGja6aXOkN8sHrlgk3hGCEo4XFXhW1CjaHRzLwXiaeH++OE7QTZvnd8e5ftVc3nRW7WQ1XSAQnCEUFvX++PwBMnUX4fhCyLYOkowra7iKBo6B5DjIVg5T95PIhMnmPYH9aF+OsqBPLB5PICeqgzY02zmRMTjQ5WXeqrIEskwmb7OnPYVuOlRFNK5aWV/sSwr3/s/NnWKuIxAIJoRRC+Yf/ehHRy2YC84cCp1cJpPBUQLYoWpUVcXWMzhahHzFUmR/CNfM47ouGd1ifzyN0i3xhhHSp0TRjsllW2sfsbA2TKjb3ZUqEVxbuzOE/SqxsFYymAn5FRGhOEmMxme2QFvSIF95Fr1ZC9nO8/qRBE+/3sEFTRW8TdynKWWkKJu68gCdSb30e+i6nF0bGHas4MzleDZmZzdG2XKgd9jxZzcMFtku2GfE+yUcF3rTBvszaSrCGgGfeI8LRuZ4UYG7u3RkMzfiOUd7c2SNftoTOVRZJhJQcRyXn28+wpyKkHi+BALBuDF0Ua+tJ0W+Ygmu4kMycwPFsR1wTCTXAVkGB3J6Dt10cFxI6xZ2Sgc8uw8RuDUxHM8CtBAAVMii7UgO9CsSVIdVdikBerM2VZrLefNjAOw8mmJORQgQ2eoCgWDiGbVg/vGPf3wi2yGYQQydtDuuSzJjoOs6tlaG67rYloVs9ANga2EcZCTXi2C2bAtcSOojC+OiaMfkcqArzdG+XNGOpb48QCyscSQxKLhWBlzCfpWD8TQLidCR1Ivn15d7EWYiO2B6sbvLu0f9uk1PctAjvbkthcvxrVwEE89IUTaxsIaqyNSU+UlkTWQJwGXzoQy97uFhETOi/sOZx/EifZfP8URxw3bQDe89Hgv7aIgFeds5g5ZPZqSRft0mkXHIGha64aDIkNbNgch0WbzHz1BO9D45UWFwX7ptWEJaMmPQm8nTn7NwXTBtp3hdWZbE8yUQCMaFwntr0544tgshTSFh+XEVHy4SSqQSvyKhuDa2pGDZNoaew1U0TNObgxbebz5FJpu3OBBPoyqiFttEMFQUH5p9dMECL3hu+ZwoT7/WQUs8Q8CnsKg2QkTO42hlACQyJrvaUsX5qgRUlfmH/R4xjhEIBOPNmD3MdV1n9+7dmKaJOyCGOo5DLpdjy5YtfPrTnx63RgqmD8dO2gGQQFUUkCVk2yBAnkhZANv2Yasa1sDz4coqhuSnI5lDU2SSGYPyIRGVomjH5NIST3O0L1tMSSwMFhcRIZ0v9U6OhTUWEiGTtzAsh5Bfob48WBIRK7IDpg8F7+uejAXqoEWDbtpiMDnFHC/KZmFNmOsumkdLPM1jz3WDJGM57rCIGVGA98xkpEjf1u4Mf27uJBbW8KsymiqhSDIrGsuHZZJYwQqOJAw0VSOT94RMw3aLmYOFxU/xHj+zONn75ESFwdV8gksXROh1/SV1bSrC2jChPa1bVEY08XwJBILTZuh7K5O3cFw41JPBciVwHZAULMvByhtIro1kG0iygmybuIofbaDGVoFIYEAOcSGZHXmRUHB6FKwl//h6By3dGQI+mQXVYRwXfvbSIVxgTmWIft0km7fpTudxNRvHFyCeNrFci1TOLGYsvdrax+K6yIj1f0Q/IxAIxpMxCeYvvvgin/zkJ0mlUiPuD4fDQjCfpYw0aS8PaVRFNNpbXsfRIlhAYiCjynYSuFoYBgqtIKm47sCqsAQyoCiiaMdUsK21j/ryYNFeRTdt0rpFb3+esM/FUUrtIGJhjZpogPObfMdNqxNMDwre13nLwT/kLV/wNxaDyanjeIV2rzrXiwY+WYFdUYD3zGSkOhK72pJYjks0OPDulSSaqsNUlfmHPQuOr5y+nIU8sH4my+B4JShYVBspLn6K9/iZxcneJ0OjAgtIwFkDdlGN5RpXLJlX3PfQs/upLw9yqDuLaTvF7ZbjeIvs4vkSCASnydD3VkBTyOZtLNvBVTSkfBbUIK478P6RZMAFU0eSXGQ9R0CzCPkVDMshElBLan+Ui3fUhLGgJkJVmX9YcFx7Uge8Oj7FeakLRxIGjhJAtxyCmo+cYZHMmfhViWhQo603x1mNw++X6GcEAsF4MibB/Bvf+AaxWIwvfelL/OpXv0KWZW644Qaee+45fvKTn/C9731vvNspmAa0xNNs2hMnk7cIaIMRxomMQYdVhhWoxPFHkY00sq0PCK4ukmPhqCFPIPe8BsibNu2JHBVhjQ9csWhqP9gZwrFp1wfjaWJhjUW1EQ7E+0lkDVRZIhLwoWFhByvp1wcrk8Nwr7kCIjtgenF2bQBcF786JLVU8vwZQQwmJ5sSGyvHJaWbHK/Q7kgWCImMwd6OfvoyBjuPJqmJBobVHRCLILObirDG3o5+OpI5dMMmkTXRTRtFlunu17FsF1WRkICaaOliZ1vSwPGFsGwX38ArQVNkbMk7pyWeJpBUCPtVZDzRU1j9zH6KYzqj1JINBt8nxys4fejQIXJVK/jla30sTgzaRlWENSzHZfmcKDuPprAcB1WWqIkGis+UQCAQnA5Dx0kFgVWVZRSfhpNLgZVFAlw1iAu4aghUF8l1UI0uYrEKljVE2d+ZpjudJ5O3qC7zs7AmwkLR500YQ/sc13VxcZGRiPfnKRuI8veCs/zs70zTlTTABWUgEy5netmzeUvCxWV/Vz+9GcOb60jeUDqoqaxYNXeqPqJAIJiFjEkw3717N1/84he56qqrSKfT/PjHP+bNb34zb37zmzFNk/vvv5//+Z//Ge+2CqaQQvqb7YLjQjZvc6ArTU3UTzyVxwFkxwAjjaNFcCwVVw2i6l4UgFE2F1fxRLqKsIamehEBr7b00RJPi0n5BDNS2vXR3hx15d6Kfijpo77cG5CE/ApBPDmvO2PRhCfYdSZ1+iu8tP3lc6LEU/mSCbS4h9OHxnINf99eFlW/k9aUhH+IGCIWNyaXY797u9pSZPNWSVQvDEZ0VoQ1uroHzy8U2Q35FSzHxXa92gPHni8WQWY3NVE/v3+tvbjOkjUscoaNqriAFx1n2i7tiRy245Scu7tLR7ZyRAMKFhKW4wnlACFNBUkiZ9j0pg3KAj5iAzYcwupn9jI4pnNxHLfEki0W1kreJ8cWnG6Jp3mhxRvrHWsbVVhQn1cVpizgoyOZI286/J0oOC0QCMaJoVZRhcAfCUinFSzbQM31I9s6thbFCtXhyjK4DpJt4GhhnGAl+7vSuBJURTwfbNf1aoSK8fHEMLTPyeat4qJHRVjDdSGVs0gMbIun8kSDPjK6Qs7KoinVGLaDBMiShCJLZPM2PkVGNyza+gwsx6UipHF2o79YFFT0NwKBYDwYk2DuOA719V76+MKFC9m3b19x3zve8Q7+3//7f+PTOsG0oZD+Vl8eoPlokrRuYTkOLd1p/D6FdDqPGaxBMfpRc93YWhQ1Fy+er+aTWIEYlpkvSX1zXJfvP3eApuqwiGibQEZKu64rD9CZ1ImFNXRz0LO8vjyIk7dRc72YtsPfWvvoSulUlfmxBybH3f15IaRMc9R8guvPq0QtL40OrIn6+eOODna3eZZaZzdEhZAxgRz73St81zqSuRFrAJzfVMGe1vbi9kKR3YLHdH15gAPxdMn5YhFk9hNP5VlUE+FgPE13f5686eDiPU+6YWO7LookEQn6KEn/watpIBv9+H0ysYAXfd7dn0eSHM5vqiAW1tjVlsR1veet8FwJq5/Zy+CYbtCWjYH7XzEQ4feLLYdHLAQ69J3Wr9t0DRRiO9Kb5QNXLCpGpPsUmaX1ZWJcJxAIxpWaqJ/nd8fJGV7Gc9ivEvKrRJ1+snYeXBvZSIPj4GhhXIYW8pRo77dZWiWxsDpcLD4Z8ClUhDTxrpoghvY5h7qzxe19GQMksG2Xba19+FWZft3CclxwXVxZpSyg0JtziAR8WLZDWrfI5m0UGWwHygIqfp/iBXr1e2K7GLsIBILxYkyC+fz589m9ezcXXXQRTU1N5HI59u/fz+LFi7Esi0wmM97tFEwxQ9Pf8gNe13nLxrAcXNfr6FxFwwpWIhsZ7FA1thZGsi0Uox9sA1fxY6DSPmBwbjsuiiyRNx3mVIZERNsE0pcxSqqSF9Kv51SGqCnzE/ar2AWP0bBGbx4cxU9Kd+g3dVwXdMMuiUATg5GZwdDowJZ4mo0vHRoUSIAtLb30ZQz+8ZL54n5OAMdarAR8Ctm8hW6WRgEXIjoX1ES4dEGE/zXSqLKEIh3jMR3WWESE1u4MeztS4HqLHoLZTeE5cl0vIi7sVzkYT5M3nWK0uOO6pHMmv9x6hN3tKc5ujLKsMUpb0sAKVmBYDtl0Hst20E2nxIJDN7yFnKGLpyCsfmYrheepEJ3Zkcyhmw6K7GWQNR8drFF07NiscK6jBDiSMAgGlWHHXXfRoK95SzzNhmf2iUVagUBw2rTE0zQfTVFXHqAjqZPIGBzqzrKsMYrPzqAYKXBdfOk28hWLcV0JRwvhSjLSQJR53pW9OiCG7c2JVJmATx6wyxNMBIPz0By66XnOg5cZ5xVddenu1zFtry5LRVhD121c1VvkD/lVTNshlTOxbE8/sB0X2/HGKX6f7GXM4QWkHGtNJxAIBGNlTIL5tddey7333ovjOLz//e/n3HPP5Utf+hLvf//7+c53vsOSJUvGu52CKaaQ/nYwniZreKu6juP5j2UNC1vWkMjiyj6scC2SYwMyrqJhhmsBCRwTV1YGJlsuqiIT9CmkdJNExiAW1kRE2wThOG6JSFpIv75oQSXXXTSPmqifn28+UvSydQwDO1SLKoNueZGMfRmDCrRiBKIQUqYvbUljRH/Zba19dCRzpQe7XsEd8b2bGIamDicyBlnDoiOpo8oSr7b0IkkSQZ9S4rnYWK4R7Gnm3SsreD3hH7HIruN6EwXdtGluS4lFj1lORVjj5QPddPcbA77QMo7rIkvgul5IueWAi4vZn+egmuFAV5ontx7FJ9k4vii9GYuAX6YirKHkLVwo9r2FwmkBn1KyuFpT5he2abOQYy0NCgsnNWWezd6xDB2bFWyjHK2s5JiATx42hhOLtAKBYLxoiaf5/nMHiPfncVwX3bDpTOrYjsOuthSmq2EFa3AVFdtfjmTpOGoARw2C5EUgozqAjOu69KS9d10y59KTMTjSk2VDcB9vO0cs6I03jjs4Dw34ZExZIj1kgUKRZWTJpVB6KeBTcC0ZydKxHKgK+zmayOFTZMApjoEL1zZth7zlLYDIsiRsCgUCwbgxJsH8gx/8IH19fWzfvh2AL3zhC3zoQx/iIx/5CJFIhPvvv39cGymYegq+lN39XnRazrSxHM9PzLJdHDmArPhBVgAZycxgBytwZYWCWK6YORwlMBANJ2HaDhIS0aBUkgY+G4XYrq4uUqnUyQ+cIHr7esnlciNuf+6VZl5oSRPAJm1a9OkOvf06uKaXGeComLYnyPT2W0iOQW/AojKkltgxTTXRaJTa2tqpbsaUcyJ/2b6MUYwkHYpu2rPyezcdKLw7+wa8yAGCPpms4RU+bogFqSsPlHguDl3wiFVUkMwYlA+xbzkYT5MzbNyCn3XeYn88zR9f72DNW8WC9WykJuqnI6EX77lpe9ldsgS2C7iDTiyOC4msQd7yPD4jmoQreYK67bgYlsO8yhCHe7NsPtDDvKoQYb9KzrAJaUqJuBn2qyLzaxZyouLdf27uBBiMBjRsAppCujJUPHdPazuuUjqFKNhGJbJmsdDxpj1xjvbl0FR50I5PLNIKBIJTpOCBHU/pZA2beEonZ3rFIyVJoiedx7AiuD4XybGw/OW44XocNQSSjFdgXQJJxXZcuvvzaAPqbM60UWSJinCI5qOePZno88YZF6+TcSES8NGXMTDtwXoqAKoio8guuSHzFMmx8CsSFRGNzlSOrOPi4I17Cv2XhJd9pykyad2iKuIXNoUCgWDcGJNgLstyiU/5/Pnzue+++9A0jUWLFhGJjL6D6enpYf369fzlL38hn8+zatUqPvOZzxSj1Hfu3Mm6det4/fXXicVivP/972fNmjXF8x3H4b777mPjxo2kUikuvPBCvvCFL9DU1FQ8ZjKuMdtZUBPhynPreXZnJ4mst6QrDVStlnFxcHF9YSTbANvADkTxujIXZK+omGvmwLGwbRfH9To8VfGE86Fp4LNtVbirq4uP/Md/kDenTpDM1F+Io4axtTJcWUVyPKucQ69m+L2Vw9FKv7NGpAGUIIePHMWVVS86A5Bw6TvcS8vWLvx9e/lVPjEFn2Zk/D4f3/7Od8540Xwkv/pC1F/FkEjSoQR8yqz73k0XCu/O7z93AFmWCPhkJEmj3NOeCGoKsbBGX8bg+88dIBr0sfdID1awmr6sRVs2SSJjUhHWmFMZZGFNBBlKakEA4MLujv5J/3yCySGeytNQHiTeny9GmAc1hUzeQgKcY47PGTaSBJbtYDsyEuBXJQI+hYBPIWfYRPwqmQF7IAmbK8+tZ/uhRPE5LVh0icyv0TPVi+OnwllRg91dOindJhpQOKs2wKFDh3j9YB8dKZOMYRP0yfhVmUwWspksz73STGO5RpM/jWxkMIw8QZ9MVVjFyafpzXuLOA/8byc9GYsjCYPMgPihqRIBVSbok8nnZfYfttkXGx7NPl0Ri/ICwdRRGNsGNIWuVB7D8no9xwFFActxsCQVtDIkx/QiyhUNpCFjJdf11FUgb9nkLYdCxrNf9fpGfaA+iOjzxhdZllhUE6EjqSPLEkFNIWdYOC74FIlIwEdatzBtB58KIb9CXsez11Gkgex2CRfXK/4JuJJ3SxXJG0v7VBlZgutXzRX3TiAQjBunJJhv376db3/727zzne/kuuuuA+CRRx7h3nvvxTAM/H4/H//4x09JSL711luRZZnvfe97hEIhvvnNb/KBD3yAp59+Gl3XueWWW7jyyiu566672LZtG3fddRexWIwbb7wRgG9/+9s8+uij3H333dTV1XHPPffwoQ99iF//+tdomkZfX9+kXONMYEFNhLcsr+PX246S0S1UWcJyvJV9HBvJMZAcw4s6kuTB6HJ3oHCHFgZJRlEklIERS0EsL4g/s7F4XSqVIm+aXN+XpMaypqQNr/q76ffngd6S7ZLr0BFtJK/68dkG5XqSkJGlXcmS9YHqWCCZmJaFrvqRXZdz4i0s79xBdaZnSj7LSMRVlZ9XlJNKpc74Ce2xntkFElmTtyyvZV9nP/s7ByNIkaChPDDrvnfTiQU1EZqqw8wZiNDc1tpXtNFIZExebemlfSDVtLrMT850MMO17O/WiZUpaKpndVAW8HF+UwWb9sTp10d6l7gjbBPMBvoyBgtrIyV32KdIZPI2miphWA4DiUBFmxZZ8rK5FFkC1xMXLMfrcwsRv5URP8saowPnSSXP6VBEBsrJmQ6L42PF8sfIVyzBLJsDruQtrheCIqwcsmOi5Hr5r03dBHuaAQj5Y3Tkk3RIEo4SwNbKQFZxcXEVP5JjedfxBQGJbM7ygioAJZ/i0Et7eObB5qn6yKeMWJQXCKaOwti2UKjYchwsx8V2XEzby6xCUkCWcGWfF01exD3mZ69vVBUJayB+RJG9/QGfF3Uu+rzxpSKsYTluSbF7XIin81RH/MVNfVmD+liAZY3l9AZs9u02mBPTyOFpCookYQ2Mnwv3LKQpzK0MEwv7WDGnnDedJd7RAoFg/Bi1YL5z505uvvlmKisrueGGGwBPQP/yl7/MkiVL+OQnP8mBAwf4+te/TlNTE1deeeVJr9nX18fcuXO59dZbWbp0KQAf+chHePe7383evXt54YUX0DSNO++8E1VVWbx4Ma2trXzve9/jxhtvxDAMHnzwQdauXcub3/xmAL7+9a9z+eWX8/TTT3PNNdfw05/+dMKvcSbxtnPreaWllz3tKZzCQr0Esmsj2SZKNo5VNs8brBTxDnQlFdkxkfBWiIPFCEmJuQPFJwtey7ORGsuiYYoEcyl+gK2NK0vElowvhAtogC77SPrL6I3UUJlNUJ5PEXBd/JZOe1kdhuInaOW5vPUlLj/8Ch3havY3vIF+f4SyfJrFva3UZ7qn5LMJSin4yx5LLORjQU2Ef7x4Pn/c0cHu9hQgcXZ9mSjANgkM9QweLPxpex6OueK6Iu2JHAHZwVX8ZE2H2MD5umkXo57Oboyy5UDvsN8hin/OXgqTzaEFGhsqguRMG92wsR0X1xmIvJKlgRojgOti2S44NkigynJREECC+nKvMFYiY/C31j6SWYO85VBVprGopmyw2KzIQDkp02FxfCx0h6tojs6lXa3AGMj26/W5KI63yKLZLvP72giZWRTH5U3xwmJ5D919CXbWraC1shqfYVCei3OwaiGWpBK2LTK2TU52cGQZJAWfpOIiEZb9XNndxtLu6bPwfiLEorxAMLUUxlCxsEYspNGXNnAcd1ALdxn4hzQkduBYkZyBxeOhViAuEgOWLQxaS4k+b3w5v6mCn718iPbEoM1XddRPdZmfTKH4qqZQiYYiyezt6KfGD7KRpCygUO4PcKCrn/BAZpzhuDiuZ3FYUxbg0qXVSMDbzqmf6o866ylYrvVlDCrC2qzWbgQCOAXB/H/+539Yvnw53//+9wkGvc7kkUceAeCee+5h2bJlAHR3d/PII4+MSjCvqKjga1/7WvHn7u5uNmzYQH19PUuWLOG///u/WbVqFao62MxLL72U7373u/T09HD06FEymQyXXnppcX80GmXFihVs3ryZa665hi1btkz4Naqqqkb7Z5zxFOwFDnalAQdZktFUmVQeyPWgZTqwgzWg+AbT4FwHXBskGVVmoBq2N65RFZlz58b4z6uXTdlnOhOoz3RzQdtr7K9sIq2FiRgZZNfBkWSyZoD+srrisclAFAlY0nOAw7G5RIwsIXJIwKuNK2kvq8WVZCJGFoBEIMrWxpVc0PaaEM2nAQV/2aEMzdxYUBNhzVuEz/VkM9QzuL48wIF4mrRuEQn4SAxETkUCKmndImtauJKM7QwucRWycBJZk7ed4/nRtyc84TTgk2mIBcVEYRZTeH4KBRoTGYPOpM6SujJauzNUhDVSOZOcaWNaLj7VE8djYQ3LNEH2UR5QuHBxFZ0pHdvxnsPCtZqPJknrJpGAj37dor1PRzccVswpL06IBKNjKhfHx8KB6FwijoMk+9AGIveCttf+8nw/sutQm/eykmJ6f8lna0h2korOJdzTUtx2UFKwVD9JxVts8dsmJiqWrCK7Ln4rT9TMkS5rROrvEeMGgUBwUoaOoQKaQiToI5UzvIhjx0WSvEVjXGfAsxy84h4ORfPswv9cd0A+l/D7FPyqgqYqLKqNEAtrszLbeTrgdS8SSBI5wyZn2NSVBygLqEQH7ueimkhxob6vtxfZHCxO3RAL0taXQ5ElokEfFREN03IwHRcZRPDPJFCoJVBgaJ0s8bcXzFZGLZhv3ryZ22+/vSiWAzz//PPMmzevKJYDXHbZZfz85z8/5YZ8/vOfL0Zy33///YRCITo6OjjrrLNKjitEdrS1tdHR4X1hGxoahh3T3u4JRpNxjbEK5q7rks1mx3TuVHGoJ8vWA91UhH30ZgxUWcLvkwkqLjnFhy/dRj7ahO0vK6aAA0iSjJxP0VgG9dXzyJs2fp9CXdTP4trQjPs7nAq6rk91EwCKk9L9lU30+yMcKm8klkuR9wUoy2fI+QLYsozkutSnu+gOV1GRTdBeVktvKIbiOARNnX1VCwmZOg39nUXR3B247lRPfHVdn9XP0mioDcv8XYOP/zXS4NiU+yXOm1dObVg+4/82U0ltWOayJTG2H06CI/OGOWX8bSCCM6DJ+BQJnwJBTSKnu0iu4xV0dGwkJKrDKqZpUu7XqA3L/P15tWw/nCSZMykP+mbUPS4U6Rqva82Ez3y6DH1+WnuyHO3LURcNUB7y4ZOhpTtDLKRSo2hIEkSDPkKaStawSKRsevReVtbN5da3LuBQT5Y/74zjAqZpcrQ3Q3/OIOxX8SlQHlRJ5y3Sukkyo3PtG2pnzLM1lUyXvv5U6fd7k1y/baCrXmp80NRJayEM2YelKOyrbMJvmzQljhz3fIC0FsJFwkECWUJ2XSxZRnZdono/VXoCgICVnzbjhlNBjDEE04EzsQ8d2gfKuMyJ+cH1ili7rpdB5TAQoFWMJreRHBPJdXFlXzHwXMYh5Fewbc+/PORXCKgyuGLMPFG8vLeTsCaxuCZIMmtysDsDQF9a56z6MvZ2pKmN+glrEqZpesfEs5hljRyIZ3GUAPMqAhztzSJJIMuQN71aLMsayijzS+KenQadnZ1kMpmTHvfcgQx9OXvY9t++0MMVi8IT0bQRCYfD1NXVnfxAwZgpjGln67jnVPrRUQvmiUSC+vrB6LX9+/fT19c3LJI8GAxiGCN76J6If/u3f+M973kPP/nJT/joRz/Kj3/8Y3RdR9O0kuP8fm8wn8/nyeVyACMek0wmASblGmPFNE127tw55vMnm45+i1eO5jnUYyK7EPW56JaD6jqoTg45n0TNJ5AdE9lI4/qCuJKC5NpIZg7FTIMhUankYCD43MzqhI0cO3cmpvSzTSRtbW1T3QQAOsLVvNK4svizrgbYXVODIav4HJugqaM5JgErT8TIcjjagOo6JP1luEhYskLaH8YBQqZOXzBWFMwB0trkdZTH4+DBg6f1nZwt6D1tBHuaWRG4jEa/RqYrwc6uqW6VAGCxHxiwazTSNomcTZns0NZvkx3oOkOyScJIozpRnLxMZUjGzBh0ZyWaNK34vhx6rZl2j4/tU8fKTOtHT5fFfugwdSoVGzOj052BALCsAmJBhTc1Bfjdniy2o4MNAQV8ao5DuTjJZF/xbzVfs9jfa9Gfd8hmLBTXxjas4jMY9PROgk6GTFfrjHq2porp0tefKmX5NIlAlIpcgvaBbDPNMYkYGXK+ICEzh982qcglOBSbS3W2r0TkLpwP0BeMEbDz5Hx+HBQkHK+GDVBmDE7GK3IJYHqMG04FMcYQTBfO1D50sR86yi0SORs776JbYNgy3Vkbx3JxbBMwvShz10F2LJR8EtlIeRZloWrkUCWWYWINuJU5tsS8Gh+5/gThsuyMG0/NBPa2ZotZk4cSFrrl/VvPQrei05Mw6U9LVAZl2vtterI2ruPgyD5UK8uBNpeACpZp4ZNcXNvBcG1yjklfn8neXJKd/sQUfsKZSyaT4d577y3WVjrhsfUXlhbSLeDYPNX5ygS0bmQkSeLTn/404fDMGkPMJApj2tk87hltPzpqwTwWi9HdPThAfvHFF5EkiTe+8Y0lx+3fv5/KysrRXrbIkiWeRcAXv/hFtm3bxg9/+EMCgcAw8b1ww0KhEIGA571pGEbx34VjCpHwk3GNseLz+Yqfeyawf1s71TUGvXaavoyBnbeQFBdbkkDx4/ij5KpW4Mg+kBUkx0JyjYEiT67nYe4PYKgRykM+mqpCnDevnPlVY/8bzgQKiytTzf7KpuK/01qIvKphyl6atASk/WEi+QwNuU7vIMnzAbRluXieC8VCYIZS6u8XMU6+Mj3RLFy4kEWLFk11M6acwjN3sr/HoZ4s2w8nSWRNYiHfGfF9nE6Ea71I32qgImvSmdLJWw7zI0H6X/oxt950G31ES6LIC/dnJt+7ffv2jdu1Zlo/ejoU7vmuRDea6itGmBfwKRLLl89nf76d7vTgmEUZsJObX1/N8uXLOdSTJZNPEoia1Id8VFUZ7OroJ2vY5E2HRNYkZ1goskyV6Sdc2zRjnq2pZLr09afK4t5WtjauJGJkaejvpC8YI+0LYcsKITNHmZGhIpcgYmRHjAovnO8C/VoYXfWj2Saqm8ezPwAJl4CdRxsQ3guL7dNh3HAqiDGGYDpwpvehhbGTL2zS0p0lhIvis+jqNckZLrLRj2xmQPEh55PIVh4kMCONyLbJ3IiLGw6SM2wURSIa8LFgjmfBktE0li9vOEkLBKfK0HFJm54kNCDOhjQFXziA2ZekL2MRz0HWcLFsCduWsAMV9Fh+yiMBenWLaERFU2T8Ppm86ZDOWxxMwtmhMOHa+WKsMka++c1vnlaEeUVQ4YpF/1iy7ejRo9x333187GMfY86cOePWVhAR5pPBaLWEmcqp9KOjFswvvvhiHnvsMd7+9rfjOA6PP/44fr+fyy+/vHiMYRj86Ec/4oILLhjVNXt6enjhhRe4+uqrURRvtUqWZRYvXkxXVxf19fV0dZUu8RZ+rqurwxrwUezq6mL+/PklxxRsYibjGmNFkqTTEtwnm4zpDazKghr7OtMYtoNhOZi2g+yGcHxhjMgcnEAlODauIuMqfiQ1CLaJbFvEwgGaaj2P7DnVZezqzPHCgeSsLhoxdCFmKhmaNt0XjKHZJmVGplj8U3EdNNsgYmSRgJp0D30DViyWPLiaHDay4Lpo9mAFeQlv0jzVBAKBGfWdmigKz9yJ/h4t8TR/2ZcAQFJUknmX5/cluDIQmJXfw+nCscVyzltQRTyVJxQwWT63Asd1+euOw6TnXcHv9mS5YfUc/ums2mHXmMn3brxSyQvXOhO+80PvuStJHO3L09qToyKkEdAUJEmipsxPV8bh4qV1Ra9XwKu/4rqcO6eMrowz7NlpSxmkcjbx/jxZw8JxXBRZRpMlEjmbX/+ti3+8ZP6MeLamkunS158qQ2ucqI5NNJ8m5Y/QEanBlWR01U97WV3Rhu3YqPCh51uSgurYlJkZNGdwjCC7Nq4r0RWqoitcRVTvp7G/iwvbXpvsj3taiDGGYDpwJvehLfE0uzpz5CzI29BYGaI/Z6GpKmamD7OnB9kYFMkdJYAVrgPbwFFDuIqPXstP1HbxqQqW42DYLhnDJRbWyFoz6+8xUxg6LgkHNLJ5T38pC/rZ05khZzikdAvX9Yp5Fiu3SjKd/Ta6Y+C4LlURP30ZA9WQSGVNHNcbr0iyMqPGwdONhQsXjuq4SF26ZHwJngYwkod5YUy0ePHiGbcoJxidljCTOZV+dNSC+a233sp73vOeogVLW1sbH/3oRykrKwPg8ccf50c/+hEHDx7kK1/5yqiu2dXVxf/9v/+XqqqqYqS6aZo0Nzfzf/7P/6G6uppHH30U27aLgvoLL7zAwoULqaqqoqysjEgkwksvvVQUu1OpFM3Nzdx8880ArFq1asKvcaZQqFDenfY8jWzHxbScgX87uGoQN+xHch2v6CcSkmOBouEqGlawitcSkGzupK48wM62JMsaywFRNGIyGJo2nR8oxoULfjuPzzbJ+gL0BaMcjdYzN9lGbbaHgJ1Hcl16gjEU1yFo6UTzaSqzCSJGGsV1iRgZFve2zigfUgFsa+0bts0d2C6+gxPDSMVyuvvzxffeX/d08cPnW8jlLFxJoSdj8aO/tgDwpiGiubh3Zx6Fe57IGOiGjWk7WLbDkd4sIb9KRVgjXB3mZy8foiLkFQBtT+TIGTaulS9U2xr27CQyBvFUnoCmENQU+nUT14WwT6YmGiDgU2hP6uLZmoV0hKuLNU3K8uliP/7XeRfiSDIgkfSXYcsyiuMguS5LeltGjAqvz3RTn+mmPVLLkfLS6ExD9mHJflTHwZUkbFkmGYgS01OT9EkFMwHbtmlubqa3t5fKykpWrFhRnHMJZj8dHR2k0+kTHtOWNHihZfCYIJDO2QSAmjKFkOGj90A3sj+MJSnIto7tL8fWynB9YbxsZwnDUehM6QR9EooiEZAddhyKM7dco6nSP+rIw0gkUmJXKzg+C2oiXHluPdta+0hXhjjamyXkV9jZlqQvbSBLUiGxGXugiKcqgyVJGLZLKmtiuy6u63kPJ7IWqiwjyxJBTaG7P0806BNjlQlm6H0sZLjO1oBHgaDAqAXzpUuX8tOf/pQHH3yQnp4ePvShD/He9763uP8b3/gGqqryrW99i+XLl4/qmsuWLeOyyy7jrrvu4ktf+hLRaJTvfOc7pFIpPvCBD+D3+3nggQe44447+OAHP8j27dv5wQ9+wF133QV4vjM333wz9957L5WVlcyZM4d77rmH+vp6rrrqKgBuvPHGCb/GTGY0A5QClZLBnt40HT3pYiVySQJFAsP2CqrgmN6KjQsSNq6s4soqSDKua2Phkkjn6ExkqQgp1AZK03qe3pLirUujJ2yHGKCMjaFp037bIKVF6PeHKctncJGxZB+S65JVA+ytWgS4lOv9LOltIRquor2slowvSFRPsSK+h3Pje6f6IwlOQL5sPvc/34nx1z6qIn6uWllfIrr2ZUauNZHImiNuF5w+JxO6n35tUEx3ZZVEzqInl+He3+zipX09LKqNcH5Thbh3ZyCFe34w7lmipXUT3XKQgZBfJah5wtL+zjQhv0p9eYC0boEEVUEVZJmndyXpMzO4QMCnUF8eoCPp1XEpRKibloML+BSZgM+7pm7a4tmaZRRqmqS1EO2RWlKBMv64cDXLu/chuWBLMnlFK2aXWbJCbzBGxhc6YVR4Q7oLW5bpC8YwFB8uEjnVj+4LELDyxVopALovMOOKfgomhk2bNrFhw4aSbN7a2lrWrFnD6tWrp7BlgskgmUzy4Q9/GGegEPrxyFWtwNFKhTkrWOP1Wbl4cZshh3A1kHM6jhrE0cKA52kuOTZZw3sHGbqJZObokxWQZPbaBuGjL/Cr/kOjarcsyzz88MOUl5ef0uc9U1lQEykGh/y4I8VrhxNk8p5u4FNkLNspagiOBJYDSAq2C7plo8oSWcOLTHdcCPhkzz4Ul45EjlTORFXGL/tCMDKF+ygQnCmMWjAHz2f8y1/+8oj7fvazn1FTU4M8xO/4ZEiSxDe+8Q2++tWv8qlPfYr+/n4uuugifvSjH9HY2AjAAw88wLp167j++uupqanhM5/5DNdff33xGp/4xCewLIvPfe5z6LrOqlWr2LBhQ9HEvaqqalKuMRMZ7QBlKPmy+aTnvxVH8Q0UVHGxBvZJSEiugzMgkIPjieWFauWSguu69CT7QZJJp206W/bgKiqSbRU95351kqIRYoAyNoamTefUAL3BcsryXtp00l+GKfuwFAXd5yds5FAdi6S/jO5wBVk1RDTfz+L+ViJmdsTCX4Lpw7YjGbL1F9KTsQgGfXQm9WGRyoWMkWOJhXzDtgnGh5MJ3T1p737kLQdHDaKbDqbrIksOezv7sR2X7v48x8siE/du9lIR1tjb0c/hnmxxwlh4DCzbIW/aRfFbN20OxtN09+tYtku35GBp5RxOGJg4RIM+snmL5qNJElkDXE90Lw/5UBUJ03axhowLAj5FPFuzjP2VTaS1EK2xufQPWKzYksLWhpX4bAPFcQjaecryGXK+ALYs47fzRIz0Cfv9xb2tJANRz7rFF6I9WoetKMiuZ+1WWKTXHBND8c24op+CsXGsFdnQiMRNmzaxfv16Vq1axdq1a2lqaqK1tZWNGzeyfv16br/9diGaz3LKy8v57ne/e9IArl++1oflDJpB9Os2r3fkMEyHsP8sNEUGI0NrezcyAwFZhXmoBCARCYWwUPDJEuXBMKZdjuW4qLJEWFN4w6X/xqULIjSWn7wYXCQSEXPRU+SJzYf4yaZWUjkTy3E8+xXXRZa8+2rZXpFoXAbu4MBIx/UizxXHs2yRJTBsx7vnyLhA1rA42pujJZ4Wgu4UMfRdb2VTWP7YVDdJIDhtTkkwPxFj9fIuKyvjzjvv5M477xxx/3nnncdjjz123PMVRWHt2rWsXbv2uMdMxjVmIqMdoBQopMLt6sjRlfai2wYcWZBwyWdS4NhIahDXzuMqmldJeai6IysoSghZBkWSWDB3iKWNBOfUB7n+vJtP2A4xQBk7hbRpgJ8tv5rucCWG4sOW5GIkmS15k1pDVpFdl34nguLYZH1+kv4yQlaOMiNLxhegsb9rWDq3YPw50WRzJIamrBZwXXj6tY6iYH5+U8WIPnTnN1WMc+sFBUZapEhkDDJ5i4ee3U82b+O4Lv26jSv7yJhetE1AVcGFA/E0oaRK3rAIaF5Ucdaw0U2boE9hxaq5U/TJBBPN+U0VPL87jmW7OI6LZXv9ryRBSjcJamoxItx1XdoTuYILCznTwQrXkrccQkEF3bSJ9+ukcqYXpaV6diyJjEHOtNENG1mWaE/kkCSJhliAmujMLGgpGJl+f4S+YIyc6nlU2pKCofrABZ9tkdUCWLZKmZGhPN8PQEN/J4rrnuiyxYX5VxvO4UDFfEzVh2rbIEu4A0PBnC+AljfRbHPGFf0UnDojWZEVLBjnVQbZsGEDq1at4o477igGXS1btow77riDdevW8eCDD3LJJZcIe5ZZzmgyhxcnDhfHUImMQU8yDZKC5bqYroJpQUVZJaG8Siabw9RiuKofTzCXUGQZV1ZwHRdFUdA0P9XBwcXgkF+lojJKr+vniiXzJuqjnrG0xNM8/vJhTNvBdrwaaODNT4wBQWF4D+NSWPCQJE80lySJWMhHImvhODauYXsZ77JM1rD44+sdrHmr8MyeaI6dm9ZE/TQfHbRa681a5CuW0pY0EHdj+nGq2sKZzLgJ5oKZyalYm7y+5TCVlRor/AYcTRbTwmVJIhxQSel96LaLlOlGjcTQUaFYLFIa8v9eNLrmUwgGgyW/o7KyUhSGmCQa0l0ELc+PPl0fIqsFcZBxZG+l3pVkbAlsWUF1LFzJs22xFBVD0WiP1OIgEzGzJAJRtjau5IK214RoPs6caLI5tGMb2vEd7M0PZHeU0jskwln40E0uLfE0Pek821r7inYYAM1HkwQ1hXh/Hsd1OdqbJWvYoGhYNkiSiyU7xFM6ecsm4FOxXZdY0EdvxqAqohELa15diKMp5lSExD2cZRS+28mcgWnbmJaDPTCrdF0wLbeYvVCIlDMtB8N2cByQcXBlHznToaJMJpE1SOesoqCet2yO9GZBougJalkOOWwaKwIsrImIZ2uWUZZPk1c07ILliuL1F7LrgOQSsHRk10VX/ETzaSpyCSJGdtQCtyPJhCwd185jKD6Sqla8vj0gilZmE9OiWLhgYjmRFVl/x0G6urpYu3btsAxlWZa56aabWLt2Lc3NzaxcuXKSWiyYrhQCPfoyBtta+8gaFtm8hSIPBmbFUzqmK6MEwjiW7XWSkgRIOC6YtossQdawUXMGmjpgPyZRHJcJC7KJYVtrH73pPDnDxnS88QkUJfFhATxDf3bcgVIsskvIp5DIeAU/DRdvnCNDbVjDdeHV1j4RZT7BjDQ3fX53nLryALHwkOwMSWJ3l84VU9BGwfEZrbYg8BCCuWDUFCbksbDGijnldCR1OpOeZ1hVxM+S2rN4pXkfuqKRt2xQC11dwZLF+68sSZ6PtioXLQiqy/wsrImgnIKlj+D0GOpp7rMtZMfBUhVkx8E8JpLHGhBfHcWHZpv0+8MEzTx9oRiRZBbwBjbCj3T8GU2Bx2M7PkWScNUgecth6JJUZbg0xVT40E0OQ+/PguowHckcrd0ZnAHFslDECMB0XIYGcUqSt6+rX8enyCiyjE+R6Nc9Ww6/qhSLJ4vCn7OPoc9ONOjDp8jkJZtjXXl008ZyHGIhje6UTsbwhAJZlpAlQFLIWy5IYNqO55pm49UjAayBFGcJh5DmQx0oJFoZ8RMLa+LZmmUs7m3ltdqzURwbS1ZwBnxjVcdCcRxiegoXL9F9XrIN8EZyoxG491c2AV6tFF31o9km5fl+cqqG5ILPsTirez8XtO8Q44UzgBNZkfVmegFoamoa8Zj58+cD0NvbOzGNE8woFtREqIxo/Lm5k66UjipLKAP/A2+8lDVs/D6FVM5EQvLGVgPzT0X2IpT9foVowEfeckhkTepjCotqIkWhT1iQTQx/O9RHzrCxXbc4hikqBVKxNvnAWMT72UEqbgNPOM9bDoosockyumnj4iIjk9EtygI2lRFNjFcmmJHmpjnDoiOplwrmQEq3hx0rmFpGoy0UaEsavL7l8BkdiS7UScGoqRjyAoyFNcJ+hbzpEPApaKpMdzqPP1pDRWU1shby7FgKOVQDgxUXcFwvpTyVszAsh7BfLXaSYpAyeRRSp2N6inK9n5psryecuw6yC9LATZFccKXBRQ9D9WHKKkFLx1BK75fwIx1/RlPg8diOb27MB3jWHt39Oh2JHD3pPOfNj01gSwXHY+j9iYU1ljWW84amCvpzZtFGAyCtWyjSgMDp2iiSFzmjWw6m5WLaDpbtEAn4ih7T3eljLF5EZNSsYuizU18eRFVkbJeSRRVZklAViWzeIpE1SOYsbNtBliXKAp4vOY5BwCcj4Ynrtu3iuC4DOqkX4SVJ+FUFYyBNOq1b6ObgREc8W7OH+kw3lx3aTExPIeGi2haabaC6DkFTpz7dRUN/F+V6ipwaoDtUQXagSGdHuPqE1+73exOpilyiuE2zTSr0fi5qf51bXt3Iu/Y9K8TyM4SK8Mhe0LGQj8rKSgBaW0deiDl0yCu+WDhOcGbTEk/z1z3dRIM+wn4V23HJGha5gX6qvjyIT5FxHE+Q9URWT3KV8MRWZ2CROG85qIpn7RHS1KLIJ6wJJ45D3VkCAwXKJUkqcWz1q3JRFHfdAb1gyLmFMU/BlkWVJWzXxbBdbMe7nznDpi9jEParYrwywYw0Nw1oSsmYsUA0IOy0phuj0RYALH+MF1rSxPvzWI5bjERviY/Oznm2ICLMBaNmqOdxImPw8v5u0nkv0q0jkUNVvPUX03ZwJE+wG9obDl1N9g1Use7XTSzboSYaoDOpc9Ml8yfzI53xFDzNC9Hmmm2SCERJayFMWaUQAyC53r2VHQfZdVEcG832PEiHIvxIx5/RFOc8tuOrj2oo2V7M8kq0gYJ+i2oj9KYNkaY4BfRlDBIZg45kDt2wCWgK9eVBsnkL3XSwHAd1IFJGlkfwcCzabwzuUWW56P84FLHoOLsY+t2OhTVqyvz0ZvJeljkgy9KAp7mXmRDUKBbudF3v/eFa0NeVI6xJpHImmbyNosjYpj2wiO1d33FcNFUuCuaW45Qs6Ihna3Zxbnwv1dk+tjacw/7KBfQFopTn09SnuwDoC5YTtHS6w5VU5BIETX2Y/VpHuJr9lU0ltUzK8mkSA4U/G/o76QvGMBQf5XpK2LadgZyoXsq8ykZqa2vZuHFjiYc5gOM4bNy4kbq6OlasWDHp7RZMP7a19qGbXt0Wy3YGij96FmRp3UQ3NaIhH33pPLIsYduFPBmPwhAqo1tkJAufLJPN23QmcySzBnMrQ1y1UlgSTBSSRHFMoRs2zsAsU5ElIgEfRjo/LHuugDwQe+e44OIVBs0Zg+Ksi5eh6VMkMnlLjFcmmEIh+o6kjm7aBHwKIU1F4hjB3HU5uzYwNY0UHJfRaAsAZqRx2DFnYsapEMwFo2ao5/GzzZ3056wBWzhvcm7Yo0u58TpHGdf1CpelHQjmLc6bf+aleEwVI01yL2h7Dcl12Fu5kJieIq2FSATKMRUVzTZxkZBdB0eS8Lk2pqzSkO0sXnO06dqCU2M0xTlH7PgkWFjl58KlDcVNZ2InNx3ozeR5eX83lu2iKt7EoL0vRzpvYQ94L2qKJ1TKkoQiSVgD0b+qLCEPRJ27LqiKTFq38CkSyZxX6GhXW5L68mAxVU4wexjpu61IEkhuMRXdGLDxKSxEF9apDcuhM6kTCwBI+GSZYMCH42YxLacolHt7PfEdIKSpWLbnk55I59nVlqQhFuSqc0df80QwM6jPdPOufc8CzxbHBe2RWk8kzyboC8XQVT/tZXU09HcSMbJF+zWAVxpXkvaF6AvFyCs+Xqtbxjmdu4r+s57veRYJhFh+hnKyeilr1qxh/fr1rFu3jptuuon58+dz6NAhNm7cyObNm7n99ttFwU8B4Fl6HOrODNitgE+V8akyku0S1FTCfpVz55TzzK4uTNvEwmUkBdYeSKuyHYe85eBXZWzHJexXRb2OCWRuZQjbcUnrFkFNIZO3kCUJCYmAT0FVJAzLHbADK9iyOCiSgiJLXob6wC3NGlZJph14onoya5I3HTEWnmBqon5+v729+HM2b5EzLK48tx5ZkkhkTSpDKv6+vTSWj5xldKbR1dVFKpU6+YGTQKVksKc3jQteNnrGc31YXh/kOamfxnKNw4cP4/iCpJLJYeenEhL7YsMF9+lANBqltrZ2XK8pBHPBKVHwPH7wmf3e6r3jFtPbRkNhIm87DqoiI+N1lJbtEg2Ix3EiKU6Gy2rpDlUWi3gNjRi7et+z/F14x8CkuYaWinkYsmfBkvN5leYV1yFs5qjJ9FBmpFFcl4iRYXFvq5gMTwCjKc45kqiOrFIdHv6dOhjP8IsthzkYT5PMmkSDPhbVRs5IT7LJoCWeZl99LdXDAAEAAElEQVRnGnOgSqNpu8RTgxEZPsUTNnXLIaBKSJKMo0rkDc96Q5EgqCmoslewyqdI6JYNyFQPFPzUTU8YXX1WtbiHs4xjM7v6MgYhv1qMsLMtF2mgYw34FC/qbqBP1lQZv08ma1ggKeiWA6btiewMFtqS8KLSfaqM7UAsrJLJW9SENAJ+1Tti9N28YIZSyDj767wLiwXBO5Sa4v6+YIyIkSWthThaVs+WhnNJBKMYiudTHjR1XElmR+3ZXHbo/8/evwdJdt33neDnnPvMd2a9uvpZ3Y1uEAABEgQIkib4EEVyHDPc2BFM2bEbpnbHQ3ulnYlVhOWhwmE5QuZM0HIMFWTsjK0VZVGyZFtDWTukrNGsLIEcUhQpigQBtIhGAyC6G139qKquV74z7/Oc/eNmZlV19aOqu6qyHvcTQaIr8+a9mXlv3nPO7/H9vkDdLdKyc6ieb825w29HsXLN9ZP16bxh/3M3v5T3v//9/ON//I/58pe/zGc+85nB44cOHeIf/+N/zPvf//6depspu5jv/niel69U6QZR4sNB0gWVdy1GCzbvOT3KeNHlv/rQaRp+yA8uLoMO8YMYYciBRvatQ5kmkfO4UU0Se3/j4fG0sGSb+PgTk/z7714ZVJkvNn26YUwpYzJb8wbzZEP0uud6f/c7L/vBcnmHcxkrTTeMOTWWS8/fNrPQ8Dk9kU86Z0OFa0kmSxmkEPzUu48DcPHiRf7Irw33je4S5ufn+W9+7ufww90jFRQ5ZfzyGYLCUYSKMIImV855/InWONU3Mf0acvQxvvdXf7XutTJo8a3fujCEd31vHMvi137917c0aJ5GKFPui24Yo5RmE7FyND0zQq0JY02sYqQQ2KbE7Dt8pGwLc7kxXjzyBACL2ZE7Voz1F8z9BexcboyXjjzB1dIRPNNJdqY1h5vz5MMOJb/Fs9deHNKnOjj0F5tXFlp84/wcv/b8jwF425EiH3375Lqg+kjWxGreoOC+Y81++rIgUay4PJ/oj91seMRKs9j0U3fsbeDcdBUpBJWcTcuLiJSir6RimZJy1qblhURKY0mJbUp8Q9Ns1rEdGymTyptKziZjG2Rsk/lGl4miy2Qps8ZcZ6GxO7P9KffP6t/2m3MNso5JxjZYbgd4moFxrCkFppEExy1D4lgiqcAzJGEMWhg4pqTlhViGpEsipyZ6Q2+sNEXb4HA5w9FKlpxjrjNuSoMIB4O+BjmAE4eDsT8wLFp2ltnCIdCa5WwZz3BQUqKFIJIGBb+NNBV1t8iz115cM/eor3rt4eY8sZBr5F1SDi7vf//7ee9738uFCxdYXl5mZGSExx57LK0sTxnwtReuE8UqWUsOCrag0QmxDMHLV5aQUvLiW0vU2gGPHi3S7XT40RszWOUjSCnpBLfvhNZAGCluVLvU2gGWkVq8bQfPPpwEsJ5/ZY7ldsBE0aHaDihmbGZrHoYUg245QwoEMUGkEMIg7qm8SkD0pOhuhxRpPGEnqLYDyjl73Twx1Y6/PY1GAz8Mea5aZzyKhv12eizxMiWaXW/dMwVKvGvhEoudC1yYfHzd84/NXWCsvbQTb3JTLJgmX6uUaDQaacA8ZThcWWhxbrrK5fkWQZS0a28WjR68TmvQQuNHiazAG7PNVF95m+i3TwP4q4w6+xVjcHvDzr4x6LXiJFKrxLirUyMf3vk1KdvDlYUWf/D9q1yeb+GFMS0v5M2bTV58a5m/++xJnn14YvDbuXjxIl+tXVw3Z7xZ95gsZZird1ce1AxczdOA2NZTbQe4lkHHX5kgJUFOgdkLhverbZZaPofKGVSguTEbYRuCQEHLC3vdORZCCEoZe12wHNKJ6n6lnzC7PN+i5UX8eLZJEMcYQmAZEq2TAEI3iIjipOtLCihlbd52uMhitcHNxeRuEPXMPqVIDLMgea1pSDKWyfvOjCGFYLGZSLGs1txPgwgHg74GOUClU2O2MEFg2ESGQW3sIbSGbORhKIUyk2sikiZoWM6WyIYer44/zEPL02vmHtVMOfmHEFSzZfL1tcn6lIONYRg88cQTw34bKbuU68vtZJyCFd+O3nP1TsBiM8AyBS0vmWs1vRZlW6OsPGGsUdHdZUNjlShjz9U9zk4WtvfDHGCefXiCo5Us56arfP2VWSKlB4U8wCBo3v83aBxT0gkVvanzQNpV9RIoq8naBjfT4pFt5cpCi+nFNgsNbzA/7K9HUu34uzMeRRzeNQFz+GszQ16t98MyDJfDUcTh+k3Go5hLI1O07NyBVRRIA+YpG+LKQovnz89Rawdcnm9xv+vmdXpjMlnwB1FMrBRfPz+XVrluA3erGOtzJ8POyfYij8//eLCAXk1q8rlznJuuDsxVVhsBLjR8vvbC9XWai6Zf430n8yxrZyDl0hrJkHetde7WfVfzNOC69VRyNlnb4NKqc5Ys8zSWufZGGsaK5ZbPbNVDmRk6YaJp7iuNFcS0DMmxkRydIObyfIvTE/k1QfN0orp/ubLQ4ka1szKGaoi0xpaCrN0z0QpjlO4HEQRhrDh/vUbGUNCbEJuGQKmkUsuQYiCTFilFoxtS61UN9TtQADp+cr2N5FMdyoPAQ8vTfHvqvSz3dMkDw6Rp5ygGLSJpkol8mnYOJwp6viaSWEiUmdx/3MhHyaR6vGO6A3kX31i5flbPPdLEe0pKyr2wDIkXJnKeyboxKdzSQL9wPIo1TS8kYxlESnOxGaLtbM8o8u7ESmMbAj+MU/3rbWR1POFGtTs4L65lEMSKWCkEEikFphB00XRDRV+OPtE1ByH1QGanL9NiGhLTkKQacttH//zlHJObrMwPT0/kqeRsxosOf/jDa1TbAVGnQeSUB687N12l2g4GfktprGf4rC6QWM3q+M5q5YGDShowT9kQ56arXFtqD/Tj/HB9NupeDAY5VtrA7V7AqBvETJYyqSnhNnG7ijGEQCG4VjpCYFicXXqLudzYbW+KDy1P89KRJ9YZT6YmnztHtR0MKstXEylFN4zX/W4ip8wb8x5m1lljBrnQ9HFtg46/Um3Tr3DerwHXYRqtjIiAxWqDjKHohCpZlAlwMxJHxBD5+FFSJZMxFAu1Nt0gBsNIYpwyMXQMwgjTFSxUG4zlTGZbPj+otyg4idTGWN7kbcUSFy9eHMrn3A6TlZQVzk1XmSxlBgnrfrLFEKK3QARba46XMiw0PLph0sqcyLQoDK+G4AjFjE3Li1E6uRZjlXQ8JFVdmgszDR47XOzdaxIJIVNK8q6ZrkEPELqXSBGAZ2UQvZNvqqj3vKDp5JBaEQqLWMhBFxpaU+nU0EDbzgwC5k4cDJL1drwyjqWJ95SUlHvx5MkKf/H6Al4Y0/ajQbdy32BYkGhce2EiNxZEikgBOkkMS8FdO6OFAMs0ODWe6l9vJ+emq0DS2WoaYqBbbluy588jkDLJ8SutQWssKZCGxA8VWmuE0CiVFNz1Zen6QfNIKd52eH0AcD+wG0wjv/lmg+VOMg8YtXtmkbFibjHkVD7Pd15ZHmzbqNfxK2d5/uVpGnLl8flF+PH0LO87md+VhqAHaT2Txnc2RhowT9kQ3/3xAn89XR1ol6+edJiSZFJyD279MSpNT5sMTLlyKaZVrlvP6htiPuxwuDnPXGGCQJq4ccCh5gLqLnqifWmWvhnoYrZCYNhcK05yoj7Du2ZfPfDZx+2mkrN7pn5rZ/ymlLiWseZ3M1MP8EceZrkTIWOf89fr/G8v38A1kwodx5QD00kETJZcBOzLqprdYLTSPPoBYqeElubAWKUFzFs5zM48CEGUmSC2M8TOaC+rKFFaoXp5jbavudLpIIMmVnuOMHcILS2MsI1QETJo8MOvvoI5JIOd7TBZSVmhrxd5eiLPYtNnqeWjlEZL6PZ1y81E3sc0JEakiJTGD+NeplpwvGLz1MNH+eurVX54eZmmF6K1QgiB6Bkzzix3Wah7SJlETPsV6AANb/e0ke5mFs29rbv88vhpiDwqzTmWsiM0ipNoIfFMi1zQoZHJ9arKDUyVBMgFGqkVVhwQIuhIScfJs+QWmc+UsOIQO/IJLBe0puQ1aMkk0XOicZ1Zc3cvR/b6OU1J2et88pkTXLzZ4tVrtTVrUH3rf3try3BVRP1eud6kgMsgYxnrpO5StpZqO6DWDvjxXINGJyCK9aDbPDFyTRL4liHIWSatTjI3yVjGQIon6RjQoDRSSrTWvQIATcY2eeTI/guY74a1DEB78mmUmSO2CygzA9JEoxHAD/66i1AxMmgi454uthB85c/PYwTrA/1/FrTILO0+48iDtJ5ZHd85yJIr92J3z1BTdgVXFlq8PtMgjFWyQL/l+XhVsFyQBNDvVYDe9+qIYo1tSjK2MWjpSbXjtp5bb4jFoEUtKkLfyLPH3fRE+49dL07iWRkAujLDG6Onadp5PjT9/fQGu408OVXh4lyTq0ttwlUZqrxrMllyiWM1aIM7/1YVZbg0vZilemsg42IZvUpRkch/hJHCtQ3afsT7Hx7bl1U1u8Fo5WXnGk2ntu7xgj/N8eo0FyYf56oD2ve5acVEhokiqfgFMajutBCYRoaSNYKPAXHMiNeh1K2TDTsDk5adZrtMVlJWqORsFpo+5ZzN8dEsy20fDT0JFgEikWZZbPo0uuHAHM2UAtsAbdhcrwf811MVfurdx/nqC1f5n//0x8iBLIvGC2NyjqDlxxQzSbdJOWsPOlDqneBOby9lFV+tlIf9Fh6IdmUMhIEyXILicZSUgATDwrMzaCFBSIh9AmGADgADpSJU3KFtChYqR0AIRBxgBE2UXUC7WYzuEjLyWDQ1EoXVmuH1LJAdHfKnTklJ2c2cHM8jAdc20EG8EhC/Bb1OfiXJ+t7BIxIAx5KYUtANYxrdNDG8nSiteXl6mVo7SHTjNcSxJopjpOh3o2sMo9c7ICDWmk4QEyk1KNBL5j+AUoPOddnrlPvem4vrZCr3OrthLQPwF4UuV0YPEwqLtuGihCQ0LNzQA7NANuxgGQXGux7Znt/ZdWuUY+3Oun0ZSvPswu4yjjyI65lUcuXepAHzlHuStE9pIqVvqwMn+v1wPe42KbkVTRK4i2KFF8bcrHv87feeePA3nbKO/g1xLjfGn5z9Ca6UjxNJA0PHLLklzixPkw87t9UTncuNcWlkivMTD7OUrWDGMbbqZbmFYDlbTo27tpmT43l++r0nEAJ+cGkJDYwVHE6N5xHAcjugH0avdiLizAjXawGZTGYg4xIpNQh+FVyLrLNSifHajca+m2CuZphGK2Lh8m1b3p5auMylkSnySlGIErmCXOTRES6RNIlFosUodPI/icYAqrkRpNZYKqKeHSWwskzVbmAY4a4yk0nZOp6cqvD183NU2wHXljpYhiSOY2SvBNyUgnYQE8WKSCVyK0KA36u0i50iTU/xjVfn+PRPnEEKQTln0fYjlIKgZ4jW7YnB9vXQu0ESPM+7JqV9Ktm01fytao2xexjM7WZedhZpOgVmiyUWFMRRiG86aASGTORXMqHHieWrzJYOE0sTTYQSkpFe9Vu/Umm8tUA26ABJO3bBb/Ku6y8N8dPdH4umsecTISkpe52llk/WNomVJozvfI+NbynuunVZahqCuGcaKkhMRJXUtP2Imer6wF7K1nBlocVrNxrcWO4QxT0N8t5zmkQyRwoIY81yK0D2tFwNIVBaE97hlGtA0k+NwKWbrcFcZ78xbNPIglLYStG1HQytiQwToUFqMHVMZDjkogDfLTLhJ144Y17jtsaSZa+ZrllS9gRpwDzlnlTbAa5lolRw27Y2pXua5BoUd9eIux1KQ6MbEuskALhfA3a7hW9PvYfLlRPE0kALQSRMqpky0+WQty9cXKcnOpcb48UjTwDgmQ6e6aJNKPjtQdA8MKzUuGsHODme5x994rGBeUrfzHOp5a9JVDmmRCOodyMyGQYyLmavBX6x6TOadwZmn0DqH7CN3K3l7TtTz7CYHWHZLVFzi0RCooSBQvSC5ApDKZzIx9QKz7BQ0sCOfKRWRNKg5eSZK0xwrDk37I+ask2cHM/z6NEiv/Wtyyy3feJY49oGphQEkeqN0xLbMnBNg65Oftt9DVBtODT9mP/95RvUOgFXFtqYhsA2JJHQdIMkeKBIur6CSPWVgegvaYtuGjDfCGNRvKcXgf0E35y0sFWMLw2k1gitAJEEJrSmmR3BGPS/JItlRykEmjgOmWrMgYZqYRLfsHDiEENae/q7SUlJGR59489bpQlvxZSJNvadtlrdLa1JZED6o9tyK+DKQmtfzoWHqYE9Uw/43pUWs0ttgij5/vVtTlD/sUEFuTDIWZpmcPdzrjRIrYnjmG63y0sXZ/nwsa3+FBtjP2tgC+Bwc56GU0Cge4VaGs9yyIQ+ca+Io2/sLYCnZ17havlYqpOdsmdJA+Yp96SSsylkTKjeeZv1LXCbI4g12gu5ONfctxOV3cKlkSkgMe/qD2gIqGbKCKDkNfju8adpOnkKfou6s3IunDjEUDGRNOhaLrafBMztOEyNu7aZuzmM//afXxoY3wCM5kySVsZe9WnPWCfvJrf8MFYsNj2EELw+U2eylKGcs1P/gG3kdi1vc7kxFrMjNOw8LSdHJE20SALlpo4RWpELPfJBLzmlNcuZEjoOiYWBbzooIZC9x9PJ58bZDeZJm2GmHvBnr9dZbnaJohiloe2ppOurl6zWWiHRjGYNmp6m4cfEvefRmiCM6QQxf/LyDfJO0oLuhzFepNaM4UGU7FcAliHoehqLmOXq8tBMZTfLfl6wbjf9BN9CtkJgmHRNByfyMXSyNBY9qaiu5ZIJPepuAc90iKVB3SngRD7j7SU6pks9Uxrs1zMdFrMjdzQXT0lJSbkbT05V+OaFmwT3MM66XbB8dTP0rZ3QSoMfKmxT0vBCvnF+jk9/ZH9VJw9bA7s7+hhRZoygdBJt5dcapKxCr/tLsNTogrRA3tlLQqMJw5jI87i42EBGHv/wP/6PW/kRNsx+1sAu+C1iISn5TRYzFSJpghCYcYQWYGiF0Bo39Cl7jUFx0Finmupkp+xZ0oB5yj15cqrC//byDQxDEm/E3fM+CWNNtRPwv37/Kv/o//TYth3noJNIPRhJcA4xCLgJDSdq15kur6Tka26RSyNTHGotkA86VDo1GnaOppMn7lUrozUjnVoarNtGriy0eP78SvXwQtPn6+fn+Njjk5wczw/0jfsUXAOzu8zh4sNIKRgvunSDxOTTC2O0Tn5vlZxFx49T/4AdYi43xkuH38710pHBosCJfLq5MQJpoYRAC4GhNaOdKpYKiAwLgaJjuVhxRGjYuJFPvM6E7vaLj5T1DHvheD+0J99NUDiOsrIoM5ssHEX/Gkii4kGsCXyPWi1AxAHKKa1opkmDThADmiBQtNpxUj7e/x8aRGKe1SsrR2uNrxR+oFheajPz2hW+/dvfHdI3sDn284J1J5hsL/I3L36bl448wavjZ+lYGWIpMVXM8doNFnMjdM0MEkUsJJE0Ub0ASCxNFnJjzOfGMXqdDoZW2HFAyWuk8m0pKSn3xfvOjvHilWWWWnf207hT8dY9jT97U6iuH/GXby7y0d78er8wbA3s7xTgRsZhPo5pmQolNm6kbEgTdQ/zVqE1lorJhz75IODk8lU+OAR97P2ugf3Q8jTfnnovvmnjmzZSa5RIYgmxMCgHDZw44P/8xvNrxvk76WT3JV/7RXppID1lN5IGzFPuycnxPK6ZVKOFPFgl+b1QWnPuWm0bj3CwmcuNoYCOnZh2SqV62WA41Jqn7q53FrfjkGqmTD7okA87TNVuMFuYoGu5ZIMuxxszvGv21X09wA27GvWbbzZY7qyf4D7/wwYfOVtkRAT8eLk1+G026nVAM2J6GI5Fy4/JOqBRNIMAlMKPNFUVkbEkjim5POvz3sMMrYJ0v1eEzuXG+POT72W2cGjw2LJbIh90iIQkMK2ezzxoCXW3gBt5CKDuFJE6ZqRbp9KtspgbxVQxTrSSJKl0a2kgaoMMe+G4WRZzo3wtP4VvuGgFvlKEQqJE8osXWiEH+pAG2swiDRd6lef9qiyhkytMCwNDJP+ORF9So5cA7QXL+xhaYyiFNGyOiwx/Z5cZNN2O/b5g3SlWV5rX3SJ2HFLp1MiHHXzLpRAkWr+L2QoC3Uu8J5WdgWGhhQDs3nMKqWKulo6ynCkDpAvjlJSUTbHQ8HnX1Agz1S5+qLZ0Paq0JlYKSApL9qtE4bA0sI90G8xUplDS7Ml7rVYdvwtCotCD+fEdNyOZq4x2GxxuzvOhGz9icg/M7/Yak+1FCkGLot+i4eSRKIgBkXSuF/0WY+3Es2R1t/rtxvvVkq+QFOm9dOQJnpp5JZ0bpOwq0oB5yj25stDCC2Kydr9CbfvQGsI9bJZ1NxbXVYTu8PFzo1yYfBwzDhAqRgmDWEqEUhhxQLGzyEymiLolYOJ4DZZyY7T6FeWxx+HaVR6bO89YOwmeaGDWHN7tZDu/291QjdqefHpVNekqVMwf3XwRgMgpE+aPoMxMUipjZvnOD86h7ALKzKClgfQbxNlRlDBBmIPqU8OrYbVn+fwfDa96dL9XhF4amaLaCxT1MbSiaefo2Jkk0CREsigQkq7l0LVcnMgn0wuMN+0ch5s3qbtFYmlg9hYImbDL4eZ86iOwSYZtnrQR5nJjXJ14DISJlgaBYRFKs1edJUBrzDhGaI2SMrmnQ6+TWSB6Ej8aBgvO5FozkCoCRC+IDusWr0KgkFhECCRCmLv++0rZWlZXmq8OTo10agDMFsaJhdl7TqAFhNJM/o3A0DGmilBImk6ebORhqTBdGKekpGyaajugnLMZLzhcX+5u6b61hlhBN4w5ZBmpROEW89DyNH95/Ck8y+0lU1ehVyQk1yJ605w7Pb9qS50Ujrx75kdpMnabEcDx+gyQSK31kVpxvD6D0GpDgfCXDr+da6Uj+IaNEwdUujXyQSct/knZdaQB85R7cm66Sjlvo4DFu7TBbQVSwPHR/Rn0+WqlPNTjd0cfQ9lZQkMThy20lUUjUTpC+cu8UhxPNhQSGTSRsbfyYn+eRUsRuRW0mUFEHi9bj2G1ZjD92lA+z06xG6pRX3YWaTrr5VKEVuSdKdp2jlzQ5vi1C4y1l3j52FPczB9ipnyUtpXFt9wkoGYVQEiENJBKJVV/aFzh8M5GbSjti3AwKkKbTh7fsNc8lgk9lrKVwd96sDgAkAg0kWERxyGGVmghqGbLTLSXqTt5yn5zTdVn6iOw/+h7TrhRohUd9nTuB1FxQaJ73wtZGlphxhGSpE027ElvDaRZSF6qhEAZ/a4GzZ0qvTSJZJcb+bjR9o7/KbuT25kWPz3zCgB/euZDzOUnCKWBEqKfkkmuUb1yValewj0SBnacBKI0pAvjlJSUDVPJ2Xz79XmW28EaTfK7o1kZIe9M4geiiZWmnLMpZ1OT661ksr2IHQVYcYRv2oNEPkLcIxjen5/ceZ6SFA5EjHVrPHvtxa1+6ym3UPBb1NwilU6N2cLE4PzZcZiYxbP+t3nreD+XG+PN0VPoXpGeZzrMFg5xuHkTU+3PwsmUvUsaME+5J9V2wGQpw/I2B8sBHMvkp949JFvrbeZvVWuMDbF6/jsFUGGHWaNDPWPTNmJiIZBa4loFzDjCUiGelcHRFke6M2TDDh0rSy7o0LUyVEWWUqtONuwAEpxjPFatDSrNh8WiaWx7QmKY1ahi4fK6Cr+2lUUDNzMjzBYP4Rs2546/mw9e+T7SzFDPjeFZWSLT6QXIkurU/rJBSYnQoJUmNG3yKk6rR7cRBbTtDJ7pYqik6tI3nUS6YCXMNJhlapJqDbQemHtqIWlZWbRO2h1XB8tTx/n9SbNnuuzEYa+NOUH05C/6y8dYJlW+pk50yn3DTq4ZVi1GtYbeNTUIaor+8uYOCIFQirzf5lhjZhs+Ycpu4k56oqv1R1dv0zf3vDRyktBYuY/pXrBcAbGQSbW5irFUSL4n5QKkXTEpKSkbZrzo8NpMIo9omRJ/I75aWt91iLuVKNbkHIMnpyr33jhlU3TsLKInsDI4KYPzc6eTJJLy8bucRIkilhLPtO+4zX5h2N3qAMXGda5nH4fYo9RepJ4pERoWRxozHJ+/wOuHHlvXrQ7QdQuDbvSXx0+jVUSwqkIdYDZbodBeGFrX+m74fodBqiV/d9KAeco9qeRsFps+/gMGe+9VDWAIKLn795Ici4YbkDzSbVBzizha0explQsgNCxC06bSrZENu5h4eJZDMzPCpNcAU5HTsJypgGFTz42Rbc6TD5NFb6N4jCfqN4f2uQ4C/Qq/lw6/nevFI+ie+Y0WgpnC5GC7runyzVPP8ujimzTcpCJ9xYhNJtWog0lqEshAaDJRB0NvpzvBweb8+FneHD1N28oQGhZC6eS/aAwVYSqFb9qAxtAxUitCaWKoGC0EgWEhtUIhwDBZyI9R8JrM50aZzY9zuHmTD1z9YTq52Yf0K3kgCZrH0kSRyKwYWiWVvdJIdKKVSoycpUEsxDo98uT3L0HHiQTLPVqc+ygpKfhNnpp9dYs/XcpuYrWeaMvKcqV8jBePPMGZpbd4qudTcqvmKMBot061W6XulgilAVoPrkktJIZWgMBSSaeMb9hcHDmJEwecqF0fwidNSUnZiyw0fEwJIYnm+IYQ964uX41rGUyN5valfvkwOT9+lrpTQAmJ1BDLlbVIIhMHdw2a3xGN0GCqGDve/11ww+5W7xP513syoDGyewOrNcNrfo3XstC1QdnZNdsrw0UbNj/I/2fIsEvkjgA+sZVbo08vTIMl6rwwPrrDn+jgkmrJ35uhRydrtRpf+MIX+Na3vkWr1eJtb3sb/+gf/SPe/e53A/Daa6/xuc99jvPnz1Mul/mZn/kZPv3pTw9er5TiX/7Lf8kf/MEf0Gg0ePrpp/nlX/5lpqamBtvsxD72M09OVfjOGwuEkcKQicbb/XCvCYtrG+QzFs+/MsezD+9PWYZhUvIavDLxNq6Wjq09GTqpZO2aLiW/hR2HScu0gPncKDW3hIbEqEskVWIAZ5evAGmF2E6iheRocw6AiyNT3ChMDlrdZa8lURiapUyZSEh8wyYWBgqRBMd7usYDaYaeLmAuaKVyHtvEXG6M70y9By0EJa9Fy87RsrNoITBVRKnbxLcclBJ0TRctTMw4Iue3CUyHSMqk0hwSOR2tEFrTcnLkgw6FoA1CcrV8jLFONZ3c7DMeWp4edJfEUg7qspJfcVIh3pdh0UIQSSMJiq9ZYK4dfWMhNtSiDsnYkA86SHR6be1j5nJj/OmZD1FzSwD4pj2QTrlaPgZCDmRZbiUXdjjavMk7b74OwLXSEZbcMnU3CY6YKkKKJAkotKbmFslEHhpo2XnmcmPptZWSknJPqu2AjGXS8ran+CiRBc1gGOurY1MejBePPEEhaLOcKQ8KeYBVMoSbaAMY0OvK1JpKt8ZYp7o1b3YXM+xu9RWWgEu3fWaxc4ELk48P/u5YWRYKRcZb82QDH5DMZjKUvDp0ZwYV6lYccqQ+wwev336/O8FOdKzvNm43r0sl89Yy9ID5L/zCL7C0tMQXvvAFRkZG+L3f+z0+/elP89WvfpWRkRH+3t/7e3zsYx/js5/9LOfOneOzn/0s5XKZT37ykwD82q/9Gl/5ylf4lV/5FQ4dOsTnP/95/sE/+Af88R//MbZtU61Wd2Qf+5mT43mOjmR4Y7bB/RSh9odAQ8Jdu+c0tLyI5fb+zxDvNHO5MabLx6h067xVOQECpFKU/CZ1t0AkTXzTYTlTHshFxMJAC4Fv2jTtHL5hY6oYLWE5W6bVypIPUt3knaI/oM3nRpktTFB1S3img9AaW4UoIQhMCzOMadtZCkEHz3KRWhEbZi/AptfKAAqwohAnjlI5j23i0sjUQLvcViEjXg2ExjMc3NgnF3VBQMd0kUolv00dY6KZaMxytXRkkNhQKAwUkTAG1cNd08WN/HRys0+ZbC9yonadH4+cTO7NIiKSVrLg7Bl6GirGjkMCw8JUMYFhJ9W9q3/oQG9lCUKuN90asLpVWlHyGpT8JqGR6rnuV/rVRTW3iBaCulMgkgaFoD24rvr3l75E0K3kgu6gi9A3bCwV4fbMipORR2ILsFRMLCVd02W8vUguTA2+UlJSNobSmqYX4oVqE1XjGw/EKsCPNPH9Voal3JGGUyAXdmnYOQLDWpvHv418x4bQg/9DAEvZCt89/vS+lpMYdrf6Rjhcv8l4FA98TzzXYqoxt0aO7XC7SjVT4nhjlgm/BSTn8KmZV5jc5Z9vv3GneV1aELnCUAPm09PTfPe73+V/+V/+F5566ikAfumXfolvf/vb/PEf/zGu62LbNv/sn/0zTNPkoYceYnp6mn/9r/81n/zkJwmCgN/6rd/iM5/5DB/+8IcB+OIXv8gHP/hBnn/+eT7xiU/wH/7Df9j2fRwETo3ngZuYUhDEm4ua97e+l9RcJ4yxvZCRXOm+3mPKnXl54ERtYaoQQ0kMHRPJpJrVN+zEVBCIpEHbzjDWXsKJQ2puKalSFpKuZSWSEUrxxthDTLQWmUpbqneE2fwEb1WOczM/htSaWBpoBFpKQhhIeSRSLZIT9RtoBE0nR1PmiXvtjpYKEwNQkZhKTrSXONqY27eTy2HTdPI4cbDGSd5QCozefwHfdECAEwc4UYCpYwLDpGO5lL0GWki6pk1gOITSJBYGApVom/c7QkgnN/uVulvkcHMegGqmTMNONBYFAitOfs+RNJLq8kEHyR3G6bvJsPQz4r2kTd/kMzAsKt3a1nyYlF1HPxnrxCGe6STyXST3E0PFxELSmswilMbSERpBIWjjRD6+6eAbNk7kMdqtsZwpU3fyhIZFwW9jq5C6UyCWSUdTyW8Ojuub7uA4KSkpKXfjykKLV6/XaXrhpiRWNoMpIYzU/RU7p9yVot/kevEwvpXMhQV9LxVYU4038Pe8x0noebIIIYgNg7n8OJ7pYEcBdbeYykkMmdW+J//pzIeTLudV5MMOho4pe42Bmfh+TnTsZlZLP64mLYhcYagB80qlwm/8xm/w+OMrbRtCCLTW1Ot1zp8/zzPPPIO5Svj/fe97H1/60pdYWlrixo0btNtt3ve+9w2eLxaLPPbYY7zwwgt84hOf4Ic//OG272N0dP/rLI0XHdp+tOlgeZ+NuJlrDZ0g5uNPTN5jy5TNMJcb48ejpwcVhdnQS9quYxBSY2qFqWKcyO9pKitUnFQdVzo1rhUPE5j96kLdC54LIiGpdOupFMQOMJcbYzE3wlK2DEAkDEJp0m9HjKVEKI0dh0itGW8tkQ86jHeW6FoudhSASGRZEuO1CDsOKXsNzixfoew1hvr59jMFv0WlW2O2cAiAQFqD7o1YGLTNDC0rm0gXiBA38rFURCRzRNLkeGOWiyMn8XrBJSUSLXqhIBISIU2c0APSyc1+ZbYwwWwxuX5yQQffsIilidCKXNCh6eZRSJSQK2a+t13x310HFMCIo6RyXSR/x8LAMxyennlliz9Vym6hX11U6dSYLUxgqERnPDAt7CiRZ2sZJpEwKPnN5Dlp4VlOIgmlE5NZz3Q53Jyna7osZyuDy60vJWSqtW3kQa9rIb1vpaSk3Itz01WuLXXuveFt2MgaFEBpiJSi0Q3v6zgpd+b08jQXxh+mr8GiBwFUsX5qspGEhRCA7AXck7lx3S3wxuhpIO243E3cKSB7uLXAs9deHMI7Gh670VR0YOJ6Cyca14dmvnq/bNf3O9RvoVgsDqq6+/zJn/wJV69e5QMf+ABf/OIXefjhh9c8PzGRaFvPzMwwN5do+R4+fHjdNrOzswDMzc1t+z7uN2CutabTub/Bfye5utThr68sYZuCzn2qpWw0zK7RvOtYfk98LxvF87yhHv/SyNSaCtdc2AWgY7nYUYShIw435hBC0LKzdMwMkbSYKSTXuFQRUpmJUQsaJ/IwtMKNA/JhZ1dJQXiet+XXzrDPHyTfb6VT41LlBEBPt1wjEcg4Qsuk0tRQEY/Pv86R5jw1t4hvOpT8JpnQo+nkUEISSpNQmthRQNFrIGDXyLHsx/P30PI0b46cpG7naTk5QmliqoiC3yYwLRZzI0Q9YzyJ7un+CiSJLv1Ee4mF7Ai+YeObNoJETilBUPSb+Ja7K87jRs+f1hqxQcPJjexrs9fMsK+JzdK2Msl/zQz1TJFYSGIhMRW0nDxKC0LTYK30Sl8YVPcWlrdqmt/++1eGASrG0En9lxKCidY8jy+8uV0fb9vYjvvJvY63F+kvZvNhh8PNeQQwU5jAVBGGjkHTk2SLiKRJPuhQd/MYWhFJAyuO6FgudbfAXH6s1/0k8QwbN/IIpYWlIqw4TK7J3m/fjsNdcd/aDDt9TaWk3I5hj6HDYL7WZrHl35eP1kbXoIJEx/zqQovXry1yYjR7z9fsFYY9Pkmg5NVZylSITGfDpuN3pb+PfnJWGHTtDJcrxznSWnjw/T8AWz1WDPv8QVK81ZdmK/itDVeEr/bi6SNIvNW+e/zpTe9vJ9iu87db9dFXTFwzyKiL1Zrh9SyQ3ZtFwRs5f5sZR3dV2uDFF1/kn/yTf8JHP/pRfvInf5Jf+ZVfwbbtNds4ThL0832fbjcJ/N1um3q9DiRf2Hbv434Jw5DXXnvtvl+/U3x32qPWjbHFZmYpetV/N6EfpzTf/MErTBZ21aX5QMzMzAz1+E0nv6bCFZKgeSFo83fO/zGXRqaouUVaVpaGnSc0TAwVE5gWNwqHiKSB1Bo7DpLJZM+A0IpXNMZ2S0v1W2+99UC/ydsx7PMHyTnMhx3yQYu2lQPZC5oKgUmMGUVMthaRSvHB6RcAeOnIE2u0s93QwzNdLCKUkGSjLr7pcKJ2fddMUPbj+VvMVpjPj62a2AtiadC1XDzTQQswetU2XdNF6OS8Sq2wYoOWnUVoTSbyiIVEiF6VudbYsU8haCOV2hXtp5s5f7eOqffL/Yyjw74mNksu6HIzN574TQgDJSUaQWgI9MC+M7m+pNa96i0xKKsTvcD5im75bcZklQQytRAgTWI0bhyTifytWdgOge24n9yNvXZd9Vm9mM2HHc4sXyE0Erm2aqaE1BolosQPQ0psFWKqmIrXIJIGDSe5Lj3TJu7NF9A62YeKyQdtPNMhMi1KrXl8yyUwLE7UrvPU7KtDv29thp2+plJS7sQwx9BhcHO+QxDGm5Rj2dxaNFbQ9QLCbsyfvfAGz065m3+ju5Rhj09NJ0829FjMbmI+sSrBujGS+XXTKQy9c2mrx4phn7++10mfmlvkpSNPbGjtMdleHJiG9+VXSl6D6fKx+9rfTrBd52/3mLbeyu1NXBdzo1yrTNG2c+SCNser04y1l3b+7W2QvmnrRs/fRsfRXROV/PrXv85/99/9d7zzne/kC1/4AgCu6xIEa0ua+x8+m83iuslAFgTB4N/9bTKZzI7t436xLIszZ87c9+t3iherV1lqNmgGm7lxDETINnUsx5K07TEeffTwvTfeI/STK8Oi4LeIheRw8ybVTJnAsLDjcBAoXcxWeOXQI8xnR+jYGaRKJpimipPAHCIxIVQxoDF6wTs7Dge66GWvwVxubOiD3KlTpzh9+vSW7nPY5w9WKgBP1GZ6pq0CJQRKiUSLXGs6lsvRxtwg+y+0wo08fNNJKvm0JhclGW438jleTwbv+m3a5IbFfjx/Lx55ArunM962MknQSUi6VgZNry1VJHqOWgg0BkmU06BlZXn50GOEpk0kEx8Bs2fKC4mG9aHmAseau0ODfqPn7+LFi1t2zPsZR4d9TWyWbNihazoEhk0sJVKrQfBSI5IAZU8LVOi+AVbP9FNI0KoXLL/LeNzrWkkuRg1a4BkOUiladn5X3N83y3bcT+5G/7pa2GMtrPg1js9f4Fplio6VJRt2OLF4Mbk3qcMEpkPk5IllL5kuBDIOCYSga9hoHROYDrHst8ImHhsCjWdYRDKHVAqBYMkt8NjNC4NFl4Y90fLbP6c7fU3tF64udfjRtTq1Tkg5a/GO46V9Vb270wx7DB0GLyxPI968uvFycWCza1ENhFqwFFj4VpFHH31o8290lzLseU/BbyGASJobDIJvNljeJwmal4YsNbnVY8Wwz1/f62Q1m+kwX61pDvDd408/0P62m+06f3vBtLXPXG6MqxOPAZDVoK0c1yYeY3yXJDXuxkbO32bG0V0xS/13/+7f8bnPfY6Pf/zj/Oqv/uog2j85Ocn8/Pyabft/Hzp0iKh3wc3Pz3PixIk12zzyyCM7to/7RQix4YD7/Pw8jcZwbv7X56ucv94kVttls5JgCDiUN7l2c5mZme091u0oFosDqZ2tZHUiZhj0q8f6k8z+N3uiPsP58bN8Z+o9NO0sXStDKC0MEWPGvfZpQEpzoJtsxmrQYt3KJlXlhooo+q1dkRl2XfeBklh32uew6Z/DbOiRD1pJtZ40MXUi7QGCtpXh0shJlJBM9LK/ThTgmS6+YVF3VlroQ2lyrXSESre2Tld2mOzH89dwCmv+ViIJcqq+fmNvPaBZ9bdO5KmUNGi5+Z60RlJJHEkTpRPDVjTMFSb48PT3d+zz3I2Nnr+taiXv72uz18ywr4nNMJcbo2nne8HInq64NEh+tcn3GLFSOa4GleWqp2Wu7x0sHzC4GEn8KpLEzpKQ/MdHPs5/+frzu36SvJrtuJ/cjYmJCRzL4muVPWpc7k9Dry4iooxfOYvCJ7ZyKGKU4YJhUrOzoCOEchEqBB0nRqFCgFYMRhStiU2LIAYjauDpiKZtU6fOC3uw1dexLCYmJnb0mtoPXFlo8RcXawAIw6Tua75zscbHXJeT4/nhvrk9yrDH0GHQCcE2JEortms5KgUEkWK+6XNlsbsnvpeNMux5z0PL07x45IlEc3xD3P81LrTiaunIUKXktnr+Mezz1/c6Wc18bpQfHXqEvzr2LrQQjLeXOLM8fVdplb6sy0uHH8dSiVdaPlyRztgtHev77fzdDw+aJBkmGzl/mxlHhx4w/73f+z3+h//hf+BnfuZn+Cf/5J8g5YqL7jPPPMNXvvIV4jjGMJLKle9973ucOnWK0dFRCoUC+Xye73//+4Ngd6PR4MKFC3zqU5/asX1sN/Pz8/w3P/dz+OFwTEhqp/4LosIRtDRBbFJMX298VhNHPtd//AbzL93gW791YZPv8sFxLItf+/Vf35ag+TCZbC9yonad70y9h8CwcOKQSrfGhfGHmS4fpWNlBqZcQmvMOCYyTIwoIBYSJQ2cyMdQSUWjQOObNvQMQjOhT90tkg27e+ImuhdZfQ7dOOR07RoNO0fLzvU6BqJE1gO4WjpCNuyChlqmBFrjxiGRNGmZDiWviaUiPNNhtnCIgt8a9sfb1xT9JtVMGUgSGL5po8WKjMZtzRkFaC1uqa7Rg/9XQmDHEaaOeuavKfuVSyNTPTmmNjW30LtebrlmhFg/1grRz7PcBd0rvlu1kdarivJ6ki9ac6Mwyben3suHpr+f3uPvwMTEBL/2678+tOKGrWamHvDGvMf1WsC1qs/1eoAfKgwJtoRmdZHK6DilrEM7iGn6MbECtepaNKSg5LqUMxUAMpbkqf/sKT5ydvd0Nm2U7Sqq2K3Mzc3Raj34/OCbbzZY7qyvqHv+h41dcx3k83kmJyeH/TZ2PcMs3roxv0zWFgQx2xYw1xrCSAOK2eXWllbyb4btvNcMzXTQr1FsLaArUw8SC783WmPEERfLR4fSvbQbTR23gluNO+dzo1yunEAAnZ7PTsPOoxDU3eJtC+hWy7qsrEMnONycHwTNhy2lk7LC7ZIksHuSGjvJUFfab731Fv/8n/9zPv7xj/OzP/uzLC2taOK4rssnP/lJfvM3f5Nf+qVf4u///b/Pj370I37nd36Hz372s0CiO/OpT32KX/3VX2VkZISjR4/y+c9/nsnJST7+8Y8D7Mg+tptGo4EfhjxXrTM+hDaOf39CsxD6tJ2t0cu7E1KYTGLxn1+7sOP6SAumydcqJRqNxr5cENXdIsfrM7TsLNVMmaulo9zMjeKbTs9EMMZWIVoIAsMa6JRH0sSMQwp+O9HBjpLys66VwQ18upZLy8liKIXQmrLXHOKn3N/0z2GfiyMn6WqFEStKfpPlTIl+K2I/QBtIC8+0EX5zIOURGSb0byP6tuHafcmwJrGnbr7K9Yd+As9y8Q2TuFftm0hm3Alxy4JC3+bfGhlHKB3z0vhp3uXXtvy9b5T9ukDYDaxMWBO18jv+YAdB7/71cZdtB7qgffkVvSronsixaASGVgPjR0MrlrPlNCl6DyYmJvbNHOIM8CGSCuH/+c9+TDNsE/Yc98IwqSwfL7iMlgscKrm8PL3MzbqHicA0BB0/qTXPZhwymWT+eHoij5VzOXMmlTXZzdTrdX72Z38Wpe7DYfEW2pNP377YRsX80c0XH3j/W4GUkt/93d+lVNqj3SE7wLCLt5pHP0CYnyR2R2GzhQIbLN7SaLTW+F7MzcYi//AffvE+3umDs50FXMMyHYycMq3SoZ782/YSSslbbo7fGN9bXUy7mVuNO2cLE0ltxarCDC0Es8VDTHSWbztXXF2xPPBWE4Jqtky+3tlzJuB7lY2at96aJOlzEJMaQw2Y/+mf/ilhGPL888/z/PPPr3nuueee41/8i3/Bb/7mb/K5z32O5557jvHxcX7xF3+R5557brDdz//8zxNFEf/0n/5TPM/jmWee4ctf/vJA1mV0dHRH9rETjEfRUHSPxr0GM6Uj2278paTEs/OMRzGTe0Tfaa/QdPK07CyzhUME0mI5U8Yz3aSSFdDSwBcSJ/bRWmDqmMCwAE0u7GKrZIJc6daYy08QCUnTWckwRtJgKVPuBQP3J8MOCs5kiisyHoBWIUFPMzbot8L3NGabpp3I5rh5DBXhSwPfMFEIAiEJ0VhxSKlbpy3E0DVkd+K7Hd4iAdpxm8jJoSwn0ZTu1ZcDGzM16p3fvia11hpfSgI7Q0tK5g49xAt+OsncjxT8FtcLk7ScPPfjC3Jb1lxvqwLrQqzJzcRSYipBLAwKUZvAsA5kZclB59x0FS+MiW4JnmrDRkg4OpLl1HiO6cU2YayJYoVlSDKWgQa6QYwgxLEkc/UuI/ntLb5IeXBKpRJf+tKXtrXCfCRr8pGzn1rz2LVr1/jCF77AL/zCL3D8+PEHPvZGyefzabD8Hgy7eOtl5xo3/YCXj47y4GmcO5G0VxkIjnXrfGph583ttruAa1img39x+u285I4S7kCZjqMVJ7wOf2cI569vOrjfWG3cOZufoO4UiIVM1p06xo5CDB3jG8n4fru54uqK5XzQGXirRdKg7DXuKuWSsjVsxrz11iQJcGCTGkONkvzcz/0cP/dzP3fXbd7xjnfw+7//+3d83jAMPvOZz/CZz3xmqPvYz4y1lwiMnTCbEHStTFrBtg0oksyuZzoEhoVn2Ou8cJQQBDIxBH3nbCKJc2l0iraVJZIG2dCjmimjAUPHxEKuuYmaOt7X1crDngB1bVB2oselDJcokyO2XEDR0hkgRksLoWJahiB28ijLQSiDumGgexVeUivCIPl9zdggEbx6AKowhrVIePnYFM3qLNPY3DRdAmGs1ZQe/GhuI48x+IGKpEJPK9C6Z/oosOIQS2tce4TnOgzNuXyvLhCGnQTbCMXGdWYnHyVerXt/Vx7wLnxL8iYwLISOCYXAVhFx7A09wXYv9sJ53e1cWWjxjVfneGOmwdWlNrFeKdKMYoUXKZSZoekpiq7JT737ONV2QLRKK6HWDrhwo06tE1DMWAB0gphqK+DKQivVr97lbJVEiVlq8fXzc+sW3R97fPKO18Dx48f3hBHlQWRYxVti4TLfzo7vwDpDYKiYqcbNPWPOtxmGZTpYLRzC60l3bDdu6HO0vbwvz98w6cdmrhcm0QhCwyIWBqEwCaRFNvLIBF2ulY4gteK7x59eEwS/tWI5H3TIBx3KXoNnr+2ObqP9zmZ0yVcnSVp2jnzQPrBJjd296knZFSzmdi6Y5kuL2fz4jh3vINA3jfMMB40gkiaxNBBKJYE7vaKjHEuDUntpoCV2uHGTi6OnaFtZ2laWhewIVhxixwF5v03XcomlxFCK4/UbyE1o1u81hhVw7fOmnuHl48/Q7hm0uqFP1K0TmA4Ii1K3TsG/iW86uGGHa3aJOAp78jpiUJFT9Ls81F4xWHlsbuclkG5lJwKuw1ok/LWZIa8UbbdEKK1esPx2iLXB8/5jqwPpQiCUHhi1xoaFlgamUlwff4Qn6n++rZ9lv7FXgvxN3cWX8vZ699uMFhLPdJnNVnCiJkvUeeEAJNgOGlcWWpybrlJtByitubLQZrGZSLDFStMNYmKVyEiFsUIpQGssCdVOEgCv5GwWeq8BKOdsXNsgG5lIKXAtg8mSSylnc266mgbMDwgnx/N87PFJzk1XqXVCylmLJ6cq6flP2RST7UUKQQsZx8TC2Nau51LQoJT6+2wpvmEn5tDbidYYKqLsNzjcmt/eYx1QLo1MMVdIOh9WF3EoKekaDhnRxTMdDjdvrqteTiuWh89mdckn24sHMkB+K2nAPOWeNJwCW9YKfi+EoG3vH1fy3UA/m2iqmJadRSERWvVichotDUQv0C20pmNnuDhykqLX4Gr5CB3LJRYGloowtAIhiKWJHbdwYx+7ZyKaZIr3r67VsAKu0Et6FI4w2a5yyS0ihCQybE7Ub5CNksp/qRRvX7zMQ8vTyTk3MzTs/EpSI47IhF0OtRcpR+GBzhTvJP2KisAw7xIsv4XB7VavkizXSDRaQCQlWkiE1tg9qZY3R07xrtyr6fncBMNOgm2Ul51r/FXuGDUrQgmTHRmLVyMEJiZnvIAPVGtDT7Ddi73a8TAsriy0eP78HLV2wFy9y7WlDk0vopK1KGVt8q5FGGtMA4JIIUiMPYWOcCyJ1olsy5NTlXWVxFIInpyqUM6tlWGpdYajg5wyHE6O59MAecoDM58dXS1otz0I6Jruvl7PDAM7DlZMxbcNTT7sUvDb+zYIuzDkDr+ZTJElt4ASSSdGLCVaJ4FzJSASUGovQOTR6iVIBj5Lfo3j8xe4VpmiY2XJhh2OV6fRfm3XdC4O+/vdblJd8vtjf18VKVuCHQdIrVE7sEbXGnJBd/sPNASGdRO+WJzkZnESQwWYykLqGC0cYiQSQMU9OzmNE/poYD5b4Wa2gm86vQyyJpISpUAZFqbWCBVyqDE7OE5LSk40rg9l0NvvA1w/6ZEPO+SCLtnQA8C3XCY6y+SDDqaKBy1t35l6Bt+wadlZDK3I+x1sFSKV4m9e/HYaVN1B+hUVVtxPtmw8aC4ALfr/1j0/RtHTQWdgzqukRAuRylltkmEmwTaDWLjM90++vyerdI/rZ7Ag3coBW6AF+E4+7WTYh5ybrlJrB1yeTyoqw1gRRjGLLYVjrcjbdIMYpTV51yJjGFyrNdB6nAs36kwvtqm2g6QRRoNhSMpZi6dOVlC3iW+Vs9ZOfbyUIbC6Y6GSsx+oonwr95Wyt7lRPDSQF9w+BB0ru4066QeTsW6NTOTT2daiuKSL+nj9xr6bCxeLRRzL4muV4XotdG3oGkbSLTCYZioSy1yoGzavui5y9RCfcXjBX9WZ6E9DrxnthSyQ3V1di45lUSyuDyrvB9Iq//tjf0eZUrYEJ/IxVIySiVndtiIEubBz7+32EMMe5BqFMrGVjFxa+WjDRqsAtETLvrW1hqiLr2O6ZgakBSpEG2av7TGJ2sVSEGqBsBymZcysleiYyqiL1Zrh9SEOfPt5gFvdQuXEAZ6ZeAokxqwJ/ezwXG6MG4VJam6RWEoCYREYJuPtZc4uv7XvJpF7Aq0QvcnkQAj4ntXmelVFevIaLRJxHY1EkEiz2HEiu6O5c0tdyt7HjoO7S7JojVAKIXSvCn1r0UISGDbXike2fN8pw6XaqyzvY0qJFAKlkuf6FDMWXri2I8OPFF0/IIjUQL9cAD/x6AQnx/NcWbi9fvWTU5Vt/EQpw6TfsdBnoenz9fNzd9Usv9e++t0PXhDznTcWeO6ZYzz78NYbIqbsbnzTIZZiW+VYIOm2vTwyxQdTXeUtIxt0KHlNuqaDFnJbzqHUitFulWvlY8zlxvbVemdiYoJf+/Vfp9FoDPV9zNQDfvuvFrhaS8b9/pLGMASWhHw5w+RDhzk16tCo1/neX/0Vf/MjH+CT7/3U3Xe8iygWi9tiuAu7oMDvLlX+r5QOca0yRdvOkQvaHK9O7/qO0lvZru83DZin3JPAdCj7DRaM0W2Pl0dScqW0vxbkwx7k/u0Li0wvJ6lcP1I0vRgv0mRtybGyzUjWZKYeDKrA/Eix0AxotSNsyybSDKpdhQTLEGQtySMPv4f/5wcODeUz3Y7tHOCGzeoWqkq3xnTpGF3LRaC5VjrCSKfG0zOvMJcb4w8f+TjzuVFCw8KMIywVEQtJwynQtrJ89/jTlLwGdbdI08lT8FupNMs2sdqNvNKt0zVdvEHXxp1JWo41Wq+/4QqtMXWEpULcyMdQikzkIdFpS90+5dLIFPmgix2HBKZ9x+20IRGJuDT3N1iv1s5fixKSulOg7A13sZay9VRyNl6wEgjPuybdICKIFZ0gImubg8cFUOsGtGKFsrI0vRjTkrirKtE1DDTK+/rV3zg/xxtzTdCatx3Zn4nt7WJ+fn7oQZLN8M03Gyx31nfuPP/DBh85W2SmHvDGvEfDiym6Bm+bcDlSSu5r165dW/Pfb77ZYHrZ53ptJXHT7sC/+9YbxM3Fwev2Kvt53roduJGfBFu3GSXkHbV+U+4PAeTCDtmw25Ne3fqAQn/KHBjWvuy4nJiYGPr94gxgFOb58jcvcWm+hUZjGZKMbeKakkhp5juaXM4k4+RBa/7GI0cOvInzsIsn1+FPE1EmzB9BVZ4GBMrMImOvt0EeKhM41Tcx/doQ3+jm2Y4CyjRgnnJPNBAY9o7IpkoUN/ZhBdswB7l31Rzyc03eWmixtNQhUALXNnBsk64ymWmDk3EHM41M7zy3W5qia9AKdZJFBgwhyLk24wWHY4fKB34A3CnWtFCt0rc245Cb2VFm8+NcLR/BiiOWMmWkVpgqIjIMIm0QGSahYbGYG6HpZKk7RQ4350HAlfIxXjzyBGeX3uJds6kG9lay2o1cAGPdKnWnQMPOoblThY1G9Ew+hY7RIjF71CTVM1LrpFLHb2GrFR1gOw7Tlrp9StPJExgWVhwSmBa3HYx715KSq9rVtb7lGrtXIP0uzwlBy8lhx/6dt0nZkzw5VeE7byzQ9pMgp2sZjBddBHCz4WGbktGCw1je4fWZBrYh8eIYLU2agSJLjBfG1NrBQKv8Vo1yBZydLCT/1tx3xfFBY35+nv/m534OP9w7mu/NY8+i7DLaMBFxhAyaySJcxXy1dgl/5OG1L9B63aL8C1/4AgDtyacJs5NoY21gXGjFf/+Xb5JZurDdH2dbcSyLX/v1Xx96EGyvUO7WuFGY3PbjaCmJt7mK/aAhgMPNeWYKh/p29luORjKfHWWivZh2XG4jzz48wdFKln/1/I+ZXkwKdfKOOTinQaSotX2utj0ip8Ab8x4nFloHerwfdvHkrczUA753ZcXY+MqSTzdSHCvZFNxkHdGo1/n+t9v84n/7X3P8+PFhvdVNsx2J6DRgnnJPTtRnuDB2hp2ImCth4N+lgi5l8zw5VWGx6TNXN3AtA6Mnw5J3TVzLSLL+jkk3iHEsg8mSy4VOFwEUXAPTEjS9iCjWuJbB8dEMp8cLnDrAA99OM9le5KmZV7g0MsWNwiRFv0XBbzFTOETXcpFa0zVd3DigbbqsVvKIDAOJJpYG14qH8UwHKw5ZzpQSaQ+hMZTix6On0UIO3MxTHpxbpXS0EJS8Jr5hExkm0W00qYXWIDRSaaw4THQCSSqe+hIt2bDLVP061UyZwLCwo4APXH0hPW/7lILfounk8C2bDY3DevVSdOsMu5UQAzmolP3DyfE8zz1zjK+9cJ1uGONaBqcn8lRydmLw2dvu9ZkGedckjBWuJWlrjSkh1hqtNT+4tEQhY1LJ2Tx2dKWK6tx0FWCNrIZrGwgBn/6JNOl+NxqNBn4Y8ly1zvge8FtYzI3yDbIESoCKAQFGgfGux6HWIlCi2V4vu1igxLsWLq17/GVnkVedSbRamzCwI59jvubZhb3VLr6aBdPka5USjUYjDZhvgPPjZ1nOjmy7HAsAWtM2M9t/nANEwW8RC0ncKwLZOJuYwwhBaJjU3SIqTXhsKyfH8/y3H394ILn2+kydjh+DgGMjWa4vdwhiRZyb5MVrberxVX76vScOfNB8t9zrz//wGiMjK/G2q41lMiZ0MZkaWanOVmaG48ePH/gCyTRgnnJP8n6LWO7MpaIRmGr3Lwr2Ev2W6JenqzS6IaDJ2CvnU0jB24+V+YlHJxLzr05I1pGYrVnKmUmMSOKHiqwtydgGp8cLA+OllJ3HN21iIVnOJKaskASyIsMaBMb7C4pYCLSQSK2w4gjftImkQSQMPMvFjKNEG1kKljNlmlZ2X7YxDovbSeksZiuDc5CwWgYj+bcVR5xZeou5wiFCaRIYFkoKtBCYKiYwbQp+i7LXJB+0U0mdfY4CWlaOaKPa5IJe0LzvP7H6iTuxsUVpZKRmjfuRfsVYfw5QzlqDMb6/IPZ6wfRKzqbajBBoXFOihKTTk3RpdiMcy6DaCrjSqyirtoM1pqIAHT/m5SvVwTYpd2c8ivaEQfHl4jEOd6rMFtbK9flukafe+h7nDr+dvFpvp2gY7m0/n1i4zNXRM3iWu/Kg1hxuVznsNffEd5KyNXz3xLt7Uh5blwS+I0LQcgvbe4wDxkPL0/ynMx8mNKxNnr5NBtc1hNLclgr2lLX04wvnpqv8KFIIkfw6z1+v0fajxF9JGHih4tJCi2+cn+PTHznYgdfdwmp/GgDXNuj48TqfGhl1SUkD5nuKRXO7ncFvz0uHHmFHJig9XL/F7A6bIgzru91JXCsJeHf8iJYX0glixvI2hysZ4lhxbrpKtR1QydmcHHF4LagzmjPBN7AMSctLKnxu1j3e//BYusjdQVZrYVsqYjk3RtdyUUIg0CiSio2O6Q7MJaXWCCF7atiC1eEzJWWylYBImhhxgNSKarZM2W8O74PuM/pSOk07y3TpKDfzY4m8Ve+MaN03r9KrqoI1hooY61aZK0wQGhaRkUz+DaV6evR53hw9zUcvf4fHF94c3gdM2REuj0wh9Pog0x3RAAJDK+I7Sv/0N9zEuK6TJFDK/qSvOX4rfQ3yRjfED2PGCg6BbSCDFuP5Q7RjAVoQqWTBfHo8TylnD3TMKzmb89dr6/brWMZgm5T9QdPJkw86HG7eXOmAikPG2stMthfXJJFXcyf/jcn2Ih+4+gLfmXrPYF+VTo1C2EklyA4Y87mxNUb328pmxtuUDTHZXsQ3bew4wBPOxjoF1snK3R2hNRJNJvIxdBoy3wn684alps8P31oGoO1HxEoTKr2SuNAkPiYpu4JKzmahuSKxOFnKcHm+tcaPRgBWa2YI7273kQbM9xBfrZSHctzFyrHE7XFH0NRVl98YH92h4x0Mzk1XyTkmXhjjRQqtNQLFfENRylq8eGUZIQSuZZC1Da4vdAkKx3ljvks+m8G1DFzb4PR4nnLOZqGR6tjuJKu1sCvdGjOFCYRWKGkCkkgaCK1RUiK0wlAaU8XEaBByECSXKkYqRWwkE9BQmkihMVVEIWwTGFZqHLmFTLYXOVG7ztdPf4CF3CiRNAGNFqInvQL9qnLR+69UilCafP/ok4TSTLp7+h0DAFojdcxsfpxvnHqWsU41rS6/T4buVr9BbuRGieRGk7o9l2YEsZAbiIff2ejzVgSaUzdf3fGE9mbZK+d1N3FloTVImiudVOlJKajkbMaLDgp4x/EylxdaaA3tINEwR0DRsbB7i6ysY67TMX9yqsLz5+fWHlDAZMldp3WesrfpB8TzQYd8sCK90jcLXuPH0kP0Hr8Tjy+8yVinyqWRKVp2Lu2qOqCYKiKUJjtVvFXp1nbkODvNMMfHpulQ8JoEWRu1kSlNv6Bkg+dcC4EC7LBDHHtDmasc2PmHSLrQWl6EHyr0mlKtPit3/tVzjn7Xepo83zmenKoMugcByjmbhw7lqWRtDENSzlq8rZjnL/aY4ed2cUB/1XuTv1WtMRbF995wi/kVae9oa9M76ov8zR3WJVw0jaElJHaCajtgcRDk1iidKMgFseLSfIucneiSemFMEGssodHCJIo1tU7A4XKGU71gOaw39ErZXlZrYeeDDqOdGouZnrSHkQTLBRqpVDJFEZpYGBhxhDYkrFIMNLRCR6B7Eh+DCY1IjSO3g3qvmk73JFeETib1WiTnJSn0TyrMtZQgJJGUhOIOqwkhUCReD8vZCi8ffjv/+cU/37HPsx/YdW7196BqWYkB2YbWjGITFVmbCzwoFfG8C9/cAwltx7IoFtdXsqas58pCaxDQHkin9CrFI6X5zhsLHCq5lHM2p8kzV/fI2QYLQnKsZNPFHrTyCpEk6F3L4LEjyfd/cjzPU1MVLsw0BrIuk739lbOpxM9+4l4B8dV+LJsJfk+2F9MA+S5hWB25h6tXmc3vnP6vFXSGEnDdru93N8x7aoYgzBRAbqYIb3NdcDGaBdPkO7bmhSHNVQ7i/KM+iAtoLEMQRBoh1s5H33Y4+U5WzzkAFpp+agS+w6yW0+nL8H38lu//4sWLQ3yHu4s0YL6HGIvi4ej17Vh1OYAA0051CbeYSs5mtt4ljBWWIbEMUEoTxppuECOFGLRQSQG+htgt4YWKvJUMdv1gOZAucncYBbw5cpJGT1PRDT0KQRtTh7TsPFFPr89RAb5hg9YoKRD0jSJF0mKqk5y/gcKIIkytkEohhCYSBh+Y/sG+XZQOq+pjJlNk2S2iBD0TInFLwUwvWN67z8ZScs8MpYBQWtSdHN+aei9NafDozVcZaw/HAG2vVdTsNrf6e/HP/+wGr930HixxvcnW5ttRKeb4W5/+h3zk7O5fCBaLxV1jrrTb6ZtyAszVE71KL4g5N13tdZR5tIOQp3KjSZA7ZzPhRty4cJ2pkcdokeHNXqt1N0gqzCKl6AYRj/x4nmcfnuCjj08Oeh/6CEi9UPYZGwmIb3Xwey43xqWRKZpOnoLfSqvPt5lhFRdF7Yvo+AmQ2e0/mBBcKk3uq27n3TDv+dX/Y4ZXZrrEm5nMbGbuIgR5N8MTZ0Z47GNPDG2uchDnH41umHSjWwZ512Kh4dENQkCSsSQPHcrz0bdPAmvnHH107/E0YL5z3EmGL2U9e2uVmzIUxA7rgF0tHd3R4x0Enpyq8Bv/x1pNvv6ERetkcay1RmlQfaUIIQl6QfXZWpdTPYOIm3WPZiXDH/7wWtpCtQPM5caYLh9jpnAokVXRGs+wyQcdckEXoZNK8Uzk0TVdpKXpmi6gUdLA0PGgAl0AQissFQE6kWhB4EQ+Rxtz+1IPe9hVNV0b2paJlgZJ9e+qBGRPa1rLW8wZxQYi5j39+cgS/OXhR/lBaYTMwiuYQ2qf22sVNbvJrf5uXFlo4eub2KbEj4arqzpayGDlypw5c3qo7yNla1lt/uQFSaV4tR0gBBQzFlrDXM2n1g7WJM5Nr8pHzhY5c+YMX/7WRV68vMxsvYspBeWsjdbwtReuc7SSvW01Uzp/2J/sZDX4an8XgJpb5KUjT/DUzCtp0HybGFa3Myzxh+U3efXIO9h+WRaBYWT5f+xwtzNsb8fzsOc97T9L5jLdcHvmMlJAJe/iYdMiy5kzqcHkTlHKWtysewC4lsF40aXaVPhLdZ46fpKPv/vEYLy/1XCyT9q9nrJbSQPmKfdEasVOTo08y93Box0MTo7nOVLJcHWxjdIaKQRaaiLAlJIgUqhVMbokjifxI80h20AIwfRiG6fXSl3IWAeuhWpYVbR/cfQJZvJjgCYSEi0lgTRwwi4jXo3R1k0Wem2qgTSQKsKMw8RUsqeVrYXAjnyE1tixj6li2nYOgSbXM/msOlleKR0aSpXydn63w66qmakH/I/fmKHWjdEq6RYY/NSEwBBJkmptiFxsrKpGGJjCID9+hMOFk7z/9MfSipp9xrnpKo4lsYwk0RJEakcl0lZTzFppd9E+ZLX5k2sbzPfk28xe23zeNWl5EXN1bxAwv9UMSgpBxjGYLGXW7LsbxoOqsbSa6f45CMb098PL46dp3Ube4aXx07xrl2uv7tVzOqxu57ncGL5TZKc0zGMp027nLSaMFUIIZG/eu9UonYxXaKh3bh+UTdkeTo3niWLNXL2LFypG8jZH8/BX51/nI2c/uGbsv9Vwsk86v0zZraQB85R7s8Nu4W7o7ejxDgJXFlpUcjY36x5RnJzPSCWTFsuQREqjbtMjpzV0wpgnjpXxo5izk2uDcQehhWrYFcr1sSlCy0XL3kSi93tczJSoB8uYeKioQWwXiEVPqzyoo60MWicLCy0sAqNnHmmYaMOCnkZ21c4gww5Wq8G/P/4YmaULQ/iU21uhPMyqmjPA777UoOk3CbTi1oadB100aAFBLKgFpNW/+5C+IdJyK2C55SMFm2tn3iL6IYpUQmP/sdr8KeeYVNtBT75NEMaKSs7m0aNFvDDGuoMZVCVnD6rT+5IsppTkXZO/fHMhNfZ6QPazx86diJwyYf4Iysogwy5Wa2ZdB1W7MjaYy6wh4/CCv3/kNFLgP535EG9Vjg/7baQ8AKN5hxvV7rYEy2+llAZfd5QnpyosNv01XWjV5eU1ifXV2642nIRUoi1ld5MGzFPuiXhA3dPNcqJ+Y0ePt9+5stDiD75/lZaftDrFShMpTdY2QEDRtZiteURA348ckn8YEipZm04QY9zhMtjvLVTDrlD+4rdmeXPeI1wVJVO9qOuhiSd55kQOSCr8lNY0ujHNVpMXLi1TLFcwDINYa/xI4/ROYtNPArdSgmPa2EaRRx47ybGyw3/5xHAmLPu9QlkKkLCuW+dB1w1aQxQr/FCl1Rn7kErOZrKUYbbaZZle00Hvoun7gO7E4jPnGJydLKbBzn1IXy7lG6/OcWO5i5Rg9lIkHT8i6xgUXIunTo7wU+9OAla3mkE9OVXhz16ZXdNq3Q1jukGEaxtESh+4rrStZHgyGMNhMTfKheIxCIHQp2PnaYw/Q7lTZby9wPHqNGPtJV52Fmk6hXWvL/hN3jUEOY3NsJ3SG/uR18bPEsudC1sYO1wsdhAYKzoPaqVyT25UO7zvzBin0jFmR7md7NqtifW7bZsm01N2M2nAPOWeGGpnJ+nZsLujx9vvfOPVOS7PtwDBWMFhruahdEzWMXnkSJG2H1HrhBgSwlijtEYpTawiXNPFtQz8MOZdUxVuN308CEG6YVYoP3UNrtauEwdJa2hybkBKQTcSzHUNDpczfPI9iT7clYUWz//wx7z0o1cpHD5EMZeh4QWYfoxpSDpBhJTJeRZCYEgDw5DMdwQffmKSM2fSCp6txgtiDClR97kAEyTJDZX4g65DA64l0+qMfcjqqp2bdY9OuGo8XnUt9NegYotbnU0Jtmlw9nCBU+O5rdtxyq7i5Hie0bxDOWejtF4T+A4jxc26x99+74m7vv6hiTwLDX9QXZ6kB+UaAYWD0JW2HQxLBmNYXC4eI6+S8bJlZ6nnxgHoZsrooMO1iccYn3mFpxYu89KRJ9ZVKj61cJnJA/R9HQQ809m5g2nNSLe2c8c7IHT9mKJr0eiGSWfzNiT7/VCx2PQZL+7g9ZICrDeRvDWxfrdtU1J2M2nAfA8xLA1lMw5Jljk7UGkuYC5bYXaHP+uwvtud4I2Zlcpo1zJwbYmjE83H46NJAKTaDqi2A0wpCWOF5wfUghjTEGQdg8eOlvjo2yfTFqoh8NHHJ3nxyjIz1S7dIMaLY4QAx5REseLyzRZXFzs0uyHvOjkyCHTkbr7E/+u//pss6wLfeHWOSCVyLW/MJtdD/9cca003jJFemJ7LbcK1DVxL0l4v2bchNNBTUlrTBSJIAqQZy+DZt42nk899SL8S568uLiJ6XQp6le69JuleQEPONdEa2n50x86FNV1EG0BryNoGD00U0vvDPqfaDvDCGNcyqOTsgbSKEIKjI1kA/vCH16i2A6JOg8gpr3n9SN7hPQ+NDjRMFxoeOcdc16W437vSUh6cprMyllUz5cG/AyMp0GhaWf70zIc41F4CrZCA1Jp80Oah5enU8HM/crtqgW3kI2/95Y4e76BgmZJixqLtR3jh1nuyhLHCtQwWGvc54U5JSUm5hf0bJdxHDFtDuS1idspkBQRXbJvfGN957cHt1FDeTfSD4qup5Gy0hpYf0fIjhAYZtpmqjPLokSRYnrZQDYeT43n+7rMn+doL1+mGMW/Nt1BaE8YKQ0o00A0i/uriEnnXopyzWe5E+JWzQJLQODddZaHp41oGtpHofSqlE19JEjmXYsZKz+U2cWwkS6w0tU44SFzcmnjqG+utSCLd3vRzECAFLENQyTm840SZTz5z5+rPlL1PN4jJuxax0njh2vu30mCIlYVi31BLiqQzQSuIVHI9ubZBGKnk7zvQT8RoneynlLX5G2fH0vvDPqeSs3Etg44fJcl1Kxkrso5B0TV5/vzcYNv+GDNTDziz6vWR0gMN09dn6nT8eLCfPgehKy3lwSj4LWpuMh/3jRVNXDsOaVlZZouHkFox1qkOnnvn7CtpoHwfkwm7tIydundozi5P79CxDg5vO1zkrcU2bT9Jxm5HCsQ0BNeWO7y10N6GvaekpBxE0oD5HmDYGsq//CfXubR4H5naOwR87sWH3/cu/u8//59t/ngPyH7VUH7b4SI/vLI8iNDlXZNqJ2Asv9KulnNMllvJY3nHZLnZoS0txvLmGr3RtIVqODz78ARHK1nOTVf5yveusNyrIvfCGBkpYq0xpWCu7q0YrgjB96dbvNGYI+eYiZyDHwG6p18uyFgGppF0G5ydXK8DmrI1fPyJSf79d69QcE3q3V51ZS+gmcipGORdE1MKOkFMrNS6wHr/TiqlSLTohaCSs/kvnjwySGil7E/OTVdxLYO2HyHl+jFVihVt824QDx6zLSMJpEeKKAzJOi7FjEUUK5bbwaAdel0CR4AhBQKwTclk2U2rtXY5c3NztFqtB9rHiAjI4rPkBWsuiDHXZrm6vKZ9vlGvgxB87/UZjpTswet/vNwavDRDzLIXMOrYLC8vA8m19rZi/q6t2vcin88zOTl5369P2f08tDw9kFpx4iCR49CaSqdGNVsGkuB5Hw1cGplKA+Y7wLA6ckfbS7TcnSpqEnzt7If5qfP/cYeOt8J+7nh+5GiR7/54gfm6x90sGdbOSTQSMfj7bkF2AWRtkyhW1DvBXbZMSUlJ2Tj79668zximhrLrLAI7t1gul0ucOXPm3humbIiPPj5JtR0wW/fwwpiRvMPxkSxT4zkMKSlnLSRQcC3m6l2kFLjCpnpljk5wlG9euEklV02ryYdMP1nx8vQy37own2iQkwS2YqXJZCy8cO0M9Mqyz5MVKOdsTk/kmat3KWQs3EhhmZJIaTKWwemJPO88kcotbBfPPpzcu3/962+iNL3zpDGkxDYlGdtgspQBIGMbvHa9SjUMkcLAkGJNNbBjSkZ70gdnJwsDE76U/Uu1HVDO2XSDaN0iUJDkpmMNWqvB9WQaEqU1jmmQMWOWmg2cQrYXUNc4psSP1Jr99C8zKZJAOUDetfBClcpo7GLq9To/+7M/i1IPblIXOWX88hmibKIZbXYXuFm9iF95CISxbvs//eZ3+M5X/t9rXh/mj6DMDDLqIoMW1+z84G+rNXNbE7DNIKXkd3/3dymVhtN1mXL/zOXGuDQyRdPJU/Bbd5RPmWwv8tTMK1wamaJruizmRqh0auTDDnNGcm1WujVadpZqpoxv2GRCL5Vj2UaG3e3cjHe2aOzC+Bnmh9DtDPuz4/nKQosLNxocG80yW+uumX/cihBgiGRto7XCMCRSSixD4oURd3qpYQhcy8CUklLaybRnuLLQ4tx0lWo7oJKz03hDyq5jVwXMf+3Xfo3vfe97/Nt/+28Hj7322mt87nOf4/z585TLZX7mZ36GT3/604PnlVL8y3/5L/mDP/gDGo0GTz/9NL/8y7/M1NTUju5jP7N8v8K794EAbta9HTveQeDkeJ6ffu+Ju0qp/PafX6KcswfVydMzCyg7T7UbESnNQtPn6+fn+NjjSVVXOrANhysLLeYbPqYhCeO4FyjTmFJiGnJd6ztArR0kmrJBjGsbPHKkyHIr4J2r9IhTLfrt52gly0OHChSziezBZMkF4PJCk+VWSNZJgublnE1OBnzrhStkxqcI4iSAGWuNZQicnv5j/7eXsv+p5GyytkEniLFMSRAp4lvKrDQrgXPXkEyWM7S8ECEEOlYIrXBMATK5R1imRnghmkTKRaxyC+0HzjM9LWvXkqmMxi6mVCrxpS996YErzO/GN99ssNxZb6I4kjX5yNlPbdtxb0c+nz9wwfL9UHW6mBvlwuTjg7/r2TLXs2UemzvPWHtp/Qv8Gqdna5zuvfZaZYqOlcUJWjiRT0dKFvIrhUTaMPjzY++88/52GXvtnA672/mbbzb48l8tbP6F99PtLARWpsAXv/jFzR9vC9iPHc/npqvU2gELDZ/JcoamF91VGs42BVlTUl1YYOzwEaRhYghBN5AstYKBh0sfUwpcU2KZkkcOFzmVrkv3BFcWWmvk3lbHG9LYQspuYdeM1v/m3/wb/qf/6X/imWeeGTxWrVb5e3/v7/Gxj32Mz372s5w7d47PfvazlMtlPvnJTwJJkP0rX/kKv/Irv8KhQ4f4/Oc/zz/4B/+AP/7jP8a27R3bx36mE9ylb2pb2Cm99IPDvaRUKjmbheZKYmSpnSyM7Z5cByQTk2+cn2N1Yj8d2HaOKwst/s23L3Oz7pGxJKARCKRMzpMUYhCEBUBrRrMml+dXgigdP6bjx5yZzDNecFIt+h2iPyFcLY1zeaHF6fE8T58c5dGjRRYa/uB8vK1Y4i//9E0Yn8I0BLYpkVKgNIzmHY6PZtPf3AHiyakK33ljgUovodnxYyR6YPwpWNEdt4xk/OxrUEsp8LqaWRWSsSTdGKJYEcQKKZMq9IJrkXdNNEk1exRrbEMyXnRxLYPD5UyanNnlbLdEiVlq3db0O70PbS/DrurdSrqjj6Hs7LrHXz7+GJmlC/fegT8NPkRhGb9yljA7ge5pWgs0RtRgJpfd+P52AXutkniY3c5mqcVvf3+Bu8RYt/Z4hky7nbeQaq94p49l9CrI77C9UlBwDWrK54nDGZ56+BhfPz/HpZstcq6JF8aJFxPJWORaBmcPFzg9nk8LSu6DrZB1u5Vr166t+e/tuFMy/vkfNvjI2TvfG1NptpSdZOgB85s3b/JLv/RLvPjii5w6dWrNc//hP/wHbNvmn/2zf4Zpmjz00ENMT0/zr//1v+aTn/wkQRDwW7/1W3zmM5/hwx/+MABf/OIX+eAHP8jzzz/PJz7xiR3Zx34nvEvb1FajgUNF557bpWwtT05V1iyG/Ugh0Izl1t4i3phrrtO61iSVA+miefvoB1wXGh6GEJiGJCMEphS9IJnkvQ+N8tChArVOyEjWxKm+iebjLLZ8olhhSkneNXFtg3LGTqU8dpBz04kx2WppHC9UtP2Iv/3eE+t+OxcvXkQIePvhDNcbmkitnL/RvMN/9aHT6e/tAHFyPM+RSgYNZB2TWGlafoTXS2YbMimi0yRmvqa9kuh0LQmRwOwuU848jBFJlpo+jmlgGYIw1hhSkHctXMug4FoIoBPGjBcd3na4mGrkp6Sm30Ni2FW9W8l/fKV624pSUwr+yyeS4Na1a9f4whe+wC/8wi9w/Pid5ygz9YDff3mJbqiwDclYzqTgGuv2t9vZj5XE28XJ8TxZy6C1Q0VcR8uZHTnOQaGSswdzlpYXknNMwjgc3BP6ZuVr/HpMiZYWr8x2OX7YZ77hEcYxIMg5JkprlErmQGcnC7z79Fg6Nt0HWynrdju+8IUv3PG59uTTt5V7Q8X80c0X7/i6VJotZScZesD81VdfpVQq8Ud/9Ef8q3/1r7hx48bguR/+8Ic888wzmKva1t73vvfxpS99iaWlJW7cuEG73eZ973vf4Plischjjz3GCy+8wCc+8Ykd2cfo6HA0zvYjUkA5aw/7bRw4bl0MV7ImRnd5sAAZoG9fC5Dq224v/YCrayfmkNV2gCkFliEZKzjkHJNPvmcl8Hrx4kW+CtyoBVjSoNVVRCqi5UdMjWV5Y67Jb//5pVRSZ4eotld0p1dLH1mGvON3r6wMk0WbI+MrAXbXkhwdyaTn6wByeiJPIZNUU7qWwaWbTbTSxFpj9NrNVU8Xvy/N5IUxQoAXamK7gGsJGmHyetMQjBeTjpSFhkfbjxjJJwmdcs5mvOCkSbWUNaSm38NhmFW9W8lDtWtrOhn7jBcczpxZuddETpmLXokrN8Qd5yhngGW9sf2l7B8OVzK8eXP7pKdW8xNvP7Qjxzko9Dvl2n5EFOuBjGQ3jEAn+uNRL4EvSPx6ALRhr1l7SiGIddJhl7WTuIxtSj72+OF0znKf7ISs2524X7m3gyjNljI8hh4w/8mf/El+8id/8rbPzc3N8fDDD695rD9pnJmZYW4u0Tw6fPjwum1mZ2d3bB/7PWDuWnLHZFkmig7GKhmQlJ1j9WL42zmPl7/bXfO8AN52pHjbdshU33Z76QdcJ0sZOn5MJWfT8iL8KKbZDZksu4Ogev8chvkjaA2NbkisFFprgjDm4lyThyeL67Tp00DI9nGr5FGfu/1uZJj8/lYH2CEJBqQcPFZ3AU2WXC7Pt8i7yRTO7I2ZWdvACxWHetJMGdvg1Hieej3mx2aG1256A7MsKQUaKLoWkUr08fsa+qmnQUpKylZzaycjrPdPmakH+CMPs9yJGHHvPkfZyP5S9henJ/I7EjCXAh45snekcvYCJ8fzPPfMMb72wvWBF4trSSIlUaqX+JdJp5xhyJ4EXQxCUs4kc52xvEPHj+iGMauLoccKTvq7f0CGJW+Syr2l7AWGHjC/G57nYdtrq40dJwkW+L5Pt5sEFG63Tb1e37F93C9aazqdzn2/fqc4VHRYbm9/BbFjCh47UiRr7o3vZT9wdanDj67VBy3W7zhe4sRolhFH4VTfpGD9TVARpUzyHMA3X1tYN7A9cqicnrNtJGfBpfkOVxbb3Gz4+GGMIRM3+LcfLVDKWswst5hdbvGRR8eJPA9lZeiGEd1A01cJDGKFUnB1qYVtwqGiSylr8YM3bzKRSxNV28UjhzLMLrc2/LvxPA+rNUOt7TPbruKFcWIUWnT44Jm9/1vTWicmk1u0r73+fWyEiZzkA2fK/OhaHZTk5KhLJ1AEkcKLYlxTUsraPDKZ5//2gSn++Nwsl+bb3FhuU214xFYGP4zRQmIZAglUWwFhpChnLYJYcflmg3eeKPETj4wzkZMH4ntNSUnZGVbfw+rdcDCvXH2vOX+jCUAURYThyrrjdnOUjexvv3JQx9DDRRvHFPjR9gqZG0JwY7FJ51gasNtK3nUsz2jmBH/40gx/dXEZx5LkXZdmN6QdxOQcE8eSlDIWWdsgDiMMv8Fk4TBhGHJ8xKXth9Q6IUGksAzBaM7mp9995ED87vcjB/k+vtvxPG/w3/14LjYzju7qgLnrugRBsOaxfoA6m83iukkVVRAEg3/3t8lkMju2j/slDENee+21+379TvHOMcXrs9zRmOP26FX/3djFmDXh2nyNtxU8XnuttqmjpWyeuWbEizdWEj5zwOtXZnj6iI1qzmP6NY6LeY6Uk9tEe74GwAk74tJyRNNXFBzJQyMm7fkOr80P4UMcELpVn3NvdWh4KyUV3RAsEVOtLhO2VxaSf9Za5pS1jAy7NDoBhjCIYk2kQcWJMWDXD1msNlmsNTlSMKi6Bq85tSF8soPDZn43MzMzADQaTXwZEkSayBQsxx0uXerSnt/VQ/eGuDUJfb/slXF0q3jIARw4YmhenAlXtSrHIDyO24rXXnuNl37c4no9aXMNggBtOISxBpKkWaySkVmpmKIVc7xgkLc1QXM5vZ+npKRsG/17GCTzytX3munZRQBq1RpxtNKmf3VGMzc3t2b8nCyY99zffuYgjqFXZlq4BgTRRtekm1+LAkRK89KPr/NQOi/eFrKxx8MjsNyNCaKIw3nBSMai4EhA8Oaix0JHY6oAo7tEo9Fg0UjO5SFXYWvNaNbgSNHgoRFBKbjJa6/dHO6HSnkgDup9fDfTX4u+9dZbD1QgvJvZ6Di6q1fdk5OTzM+v/cX0/z506BBRbzI1Pz/PiRMn1mzzyCOP7Ng+7hfLsvaEA/ejj8LXXvvOJjP6go1OUAwBri3JZx0eO1EmU8nx6KOH7/m6lAfj0rlZxsaDdY+3bZvHTuUAOHXqFKdPn17z/KPAR3biDaYMuOTPUi7ME4mAWCUafzKIkaZBYGQYG0+MWOudkOmWT8cZQ5lZhGHhmomecTeIAYUhBYYhyOaSZF9gGJydGk1/c9vM7X43d+rwcBwHv3KG0MxiWi75vBx0A7Rte8+fq4sXL27ZvvbKOLoV3Hq9fOAJh8Wmv6Yq58Ro8rs2L75ONkomuJEGZIwmkWERumeuJUAhOD5R4dhIUiBgGYJHHz1xh3eQkpKSsn1M3Yh4AShXylQqicRCvRPiNTzMfIFKr+D3agAPTYwP7ncHjYM6hpoXX8d1NJGOaG9IKnTja9HVaCCQWR599NH7eJcp9+LF6lVO5jUnVz1W74T8eK6FbQrqYYxpiMTNU0gMN09NZfBDRSVn8X999wTve2iEq0sdvvX6Av/HhUSm5+yhPD/x6MG9L6SkbCV9NY3bxYL2A5sZR3d1wPyZZ57hK1/5CnEcYxhJ0Od73/sep06dYnR0lEKhQD6f5/vf//4g2N1oNLhw4QKf+tSndmwf94sQ4oEq1HeSrG3iR1svyyIFGFKgtQABpmnSifbO97KXaYfJRPlWOpEYdFu4rpuei11AOwTTMJgoZgaPLTZ9IqUIlcCyLGrtgKvLHlnHREgNUlLKGHTjpPpcCk3WkUSxJuuYGDK5l0VK8J6zh9LzvM1cWWhxbrpKtR1QydmMFx0u3GhQaweJqWcQ84O36jz3zDFiXxIWjhLEgowt8SO4uuxx2jTJ7oP741a1kvf3tde/j41wZaHFX1ysASAMk7qvafjeOp3H/nV2sxlQa0fkXRMvApRCySRIjhAIoREiua9UuxGVQDNX9zAE/NmFpdQMOCXlgDM3N7fjJnCjsg1a02m3Mc1kiXp1yWc0Z9JsNtds+xfnu3zk7NboTOfz+aFp+N4PB3UM9WNo9TSst5uGH++Z72WvMVHOrfP1uVZt0vJj8JNr0g8VtSDCL51iuhYxWoio5B2q3Zj/34/mqXmKSzdbXJ5fuUf99Y0mrUDz0+89kc5fUlIekP0eC9rMOLqrA+af/OQn+c3f/E1+6Zd+ib//9/8+P/rRj/id3/kdPvvZzwJJGf2nPvUpfvVXf5WRkRGOHj3K5z//eSYnJ/n4xz++Y/s4CGyXWpzSSeubRtH1Yy7PtxjJb02bYcrdubsR4f5svdmrVHI2rm3Q8VcWCXnXpOVHaK15fabOtaUOGnik4ABJ58zpUZflwCBjm1xbaqN1UkFaztkIkWigP3akmE4st5krCy2ePz83+Huh6fOdNxbI2AaLq36DSy2f/8/zb+LICGVk8CNFP0XihTHnpqscrWT4wx9eSwOaB4y+qe9qdO/x/nVwZaHFH3z/KnP1LvVOSBgrau0AP9aI2EdazqDQLklUazKWZK7WHQzypyfyqRlwSsoBp16v87M/+7Oo1c56O4TjlPn+t9soM4OMukTuCFKt74ZExfzRzRe35JhSSn73d3+XUqm0JftL2XquLLS4ONckjBVqeyXMkQKa3vZ7dx1U+oa91VUFI1cW2pSzFt0wJorVwNhTGw5+qLi61EYDrmXQ9iO++sI1bEPS9CIipTClJO+azNa9NfOilJSUlAdlVwfMR0dH+c3f/E0+97nP8dxzzzE+Ps4v/uIv8txzzw22+fmf/3miKOKf/tN/iud5PPPMM3z5y18eaNLs1D72O7YhMSVE2zR31lrTCWK8MN6+6HzKGvoTlluNCJ+cqhDV5+70spQh8ORUhYs3m1y62cILY1peSKQ0WcugG8SDLGneMVls+Wg7CawXXIPRkQKnxvO8tZDlxnKHQyWXci65twngo4/vnaqqvcrtgp3dIGK21qWYSbo8vDCm2g4QAtoqAh3T9BWum5zL5DnBeNFNA5oHkGr7NgEjoNZZWdR/49W5QbVVzjEJogANOIbACJrY+RJCSIQAKQS2JclYBp0gJusYTJYyg3vDrcH4lJSUg0OpVOJLX/rSjleY345vvtlguROte3wka/KRs5/akmPk8/k0WL7L+V9/cJV6J1ix7dhGpBDpWnQbOTme59GjRb76wnW8UKGBWCnmmz4SUKtPshCESmNIScsLca2kO7bRDfHDmIydhLLCWFFtB0gh1syLUlJSUh6UXRUw/xf/4l+se+wd73gHv//7v3/H1xiGwWc+8xk+85nP3HGbndjHfufs4QLfe3Prq45losQyCPi5toFhyLu/KGVLODme52OPT3JuujrQxO1XrV6sD/vdpazm5Hien37PCf7XF67y/YtLCCGYLPdMijWcHMvhWjKpQNew2F5ZXJ4az/NT7z4OrMg13Hq+U7aXfrBztfxKrRPS7IaDgHnLS86ZKSWRAqEiCo4kiBRhrLAMyVjRSQOaB5S7dwQlvDHTGPzbtQwqOZuWF+HHIGOfyaJFJ1oZXys5G9cyCCIFCK4stnHrHpO9pFq66ExJObjsFokSs9S6bXFHmjA+WJybrmIaEo0iivW2xbMF4FiS8aK7TUdIAVho+DxypEitHXB5vkXGNmh6EQrwI4XZDxCoCKVtMqYkWtVacKfEiRfGa+ZFKSkpa7lVIjSNBdybXRUwT9mdXFloMVnKYBsSbwtLzPvKQVIKHNMgY0ukEOlAt4OcHM+nN8khslmN0KLwePqoM/j7jZtdlIbLM4nG51I3CcyGQRJYazQajIj8GmOLx8tAGcAnqs9tOjmy17Q+dwOVnM2bc801Wot2b/LvhTGuZRD1Wt/zrgmxYgGNY0pyORu0RgGnb/mtpgHNg8PdOoLuhGsZuJaBVBB+/y9514ef5vUlhRck11w5Z5FzTBabPh0/Sdh0/IjLCy1Ok+fsZGF7P1RKSkrKPbhbcUfKwSGMFbYpibXGNARhfPeQed/uc6P07D0wpOBQ0eVdJ+88tqY8OP1Ckrl6F4BKziGKNWGscUyB0hrHgCCokysXMA2JKUWvyzYiVknSJIoV5qpCO9cy7jovSkk5yNxOIjTtWL43acA85Z6cm65SztkcqbhcXequyfDenTs7kwuS6nIAQwhcS+JaBpl0oEs5INyPRmh78mkQxuDvKDOOMmzQCrs9izJcYruA0Ao7aPHS//47/OirtS1936nW5+Z5cqrCd95YWPOYaxs8eqTIzXpi1Jq1TWwzuQ+O5m3e6i6TsSQ5xyRrG+Qcc1Bd3idNLu49HsRI7+FiwBvzHg0vpugaPDzhrkl6jbsR86v0yAEQcCwTYPo13l1p896pQ6v2Iah1fZQdc722VvLl8ozPew9vzkX+dqQJtpSUlAclLe5IOT6S47WZOkrDrdPmW4Pj/TXmPWLqg20BbFNgGZKRnMNTp0b46NvTcWs76XfNeUEiO+haBuNFlyBSCDTLnZCKI2iFXY6VLJZ9gW0IWl5I3k3mvpYhBgawliEZLdi8+9Roeq9IOXBsdG1xJ4mz53/YWGeife3atTX/3Ur22togDZin3JNqO6DWDgCBEOtnH4ZMNM7DWBGrlUB4HMcYpkT0HtBKozWYxkoQXUqBbSaaquNFl+eeOZYOdCkHgvvRCL11oGt6MdfrARlTcnL0HUAy+X/fyTxHSttjnptqfW6ek+N5jlQy3Kh2BxXlfdmLY6PZnsZ8e6Axr/wWMvY4Nerwdz50FmDT1cUpu4/tNtKLnDLd8SdQdhEtTYSKkEGDmwuvYAJf+MIX1r2mn4TrJ9v6rzP8Gp//3777wO8pTbClpKSkpDwof+PhMc5frxHHCilBaFA6mQuZhkDppDo8jFWi5DEYZu9cvGUIcEyDkbyNEIJi1uL9Z8f46NvTasvtpt8159pGIidJUkhybCTLYtOnkLXRoQ/SRAjB/+VvTPGjqzUWmj6uJTk+mmWh4VMCso7JI0eKiS9TmuhIOWBsZm1xa+HdgLuYaN9u7fCg7LW1QRowT7knlZzN+et1OkGMKSVaJ4Hx/hRECjCkXDVREZhS0+m2mJqY5OnTE5TzNn/540Vma13CWKE1uJbEMmWizVtw+LvPnuTZhyeG/XH3Pal21e5hs9nVW7U8R4ByKaCStzGkTFuVdzGnJ/IUMusrwm+nMX/pWhsZtHjfyZWqurQlfe+zE0Z6M/W1Vehvm3A5Uvpbd9z+7oZ6P/3A7ydNsKWkpKSkPChSCA6XM8k6UmksKci5JlIIhIBmN8I2JV4Y0/ZCEGCQmEmahkQgMHoFW1IIXMsg5xoUHIuMY+JaBo8dKfLpnzgz3A96QOhLLQkBL1+p4vQKSebqXRAwlndYqPrQ819962YrkY7riZcXXIuCazFXT+IK4wUnnRenHEg2s7bYCRPtjbDX1gZpwDzlnjw5VeH583N0gyjRG5cGSmmifsW4lEwUHRZbPoaWaA2VrIG/2MYxBFeWOjyZt3nkSJH3nR3jpSvLLDZ8vDDGMiQFxyRjG7w+00gD5ttMql21t7mdlufH03O3J9iIBnW/7fxi2edbv3VhTZdA2pK+P9juFsQzwIc2sX1qqJeSkpKSstuptgMytrFuXJJS8MzpUYoZk6++cI2WF6GFwJICiaYbBDiuTTFr884TFT7+xCS/95fTLDQ8IAnGap34ybwx1+TKQisd+3aIk+N5Pv0TZwbFIrVOyELDYyzvsNj08UKFRlLvRnznzQUOlzNoDR0/5vJ8i9MTeR45UmK84AwKT1JSDiIbXVukc/77Iw2Yp9yTk+N5njpZ4a35FrGKkUKQcQyCngGoYxmEsUYpjdIaU0o6oSI2XTSJLtyFG0mF+ljXYa7WJYwU3TDGD2OCSKFIMszpRGVzbFYPd6PaValu1e4lDZzuTW6X7BgvOpybrvLNCzfTbo+UoZAa6qWkpKSk7HYqOXuNfAeA11tD/vDyEo5lcGo8TxApFps+SmksQ+DHPpVMCWlIri93+PffvcJMtQMkBpI36x5GT47lcMVNi4iGwOp1zR/+8Bp/cYvnTzdUWJaBRifOrL1o31y9O5g7p6Sk3Jt0zn9/pAHzlA3x0bdP8uJby8xUu0SxIogUkdI9ORZB3jXpBhHdMMa1JN0gRFs5/EgxWcpwZaGFF8Scm67iRzFBqBACRM/YuuVFjOST4FH6o90YW2EaOeAO2lWpblVKytaxelFwt26PlJSdJE3CpaSkpKTsZp6cqnDxZpNLN5MiIS+MB9KSSmk6fkQniBgrOGgNYaxARbTjgG6oyBrQDWLqnYAo1kRK0fGjpMKc5PVeoKi2g3QtOkT6Xe19tDRp+Qorjmj7MZVc0nnpWgaFjJUmN1JSNkk65988acA8ZUOcHM/zd589yZe/eYnr1Q4IKGYsso6JF0TUOiEZ26CYtQgjRccP0YBrSso5G7WgqbaDJKBuSrpBDDpppQOIlGKy5FLrhMP9oHuIrTCN7LOT2lV7TbcqJWU7ODddXfeY7j3+eHnH305KSkpKSkpKyq7k5Hien37PCb7x6hxvzDZo+RGHKy6nxwtcWWgl0tYatIC8a1JtB4l0qGFD7zEpBB0/wjQkQRwlWgQaBALHkriWwVzdY7zoDvvjHlj6Xe0XbtRptBTasDElBLHCEIK2H1HJ2diW5G2ThTTwl5KSsu2kAfOUDfPswxO8fqPBhZkGXhjjrjLouLbUYTTvDLYNwhCv6Q0qyEXPodySEtOQ2KYkjBKDUMuQjBcdyjmbcna9KV7KnXlQ00hItatSUoZBtR3c9vFaJ4Tyzr6XlJSUlJSUlJTdTF/zGuC3//wSkUpWM259RapFCsFjR0tcXmixVFdUtWIiZ/HY0RJzdY9GN0hkRDW4pkGsNYZMTEAhqVxP16KbZ7MSoXfjbCFgyY1Z0iEy7ICuoJTAMgRhGLLcjKhkTJary1y8ePG+j5NKhKakpGyENGCesimkFDxypLju8etLnTV/5yzJYuxjG0nEXAhBJWcjgGonpOBaRLHCMiVjRYdT4/l1BngpW0+qXZWSsjuo5GwWmv66x5OF2vrHU1JSUlJSUlJS1s6hJksZLs8nwVrXMijnbJ7OjfBwMc9//z//Jx557xnKPSmP5ZZPtR1gSYEhBV6osA1J3k2C5BnLSNeim+R+JELvReSUaR/5G2DYNGrLoBW+NNBCIlRMvXmdqy+3+fZvr5cT3SipRGhKSspGSAPmKZuiP0GptQPm6l28IMa1DR45WqTtxQMN81HHZeb1mzw09mhSQV5wyI3lKOfs3ms9ar0Ky4cni5waz6WB2x0i1a5KSRk+T05Vbtvt8eRUhag+d6eXpaSkpKSkpKQcSK4stDg3XeXyfIuZapdDJZdyzub0RJ6bdY+jI1nGC85gLmW1Zno9zlDO2Tx2tMRbCy2CUNH0QiaKJq5tIIQgYxk898yxdI20Se5HInQj9GVE31ry8cKVYHzGkpwcfeiB5URTidCUlJSNkAbMUzbFk1MV/r8/uMqFG3VaXkSkFKYhefRwkeeeOcZCw6fWCQnbNV5ceIXn3vG3OHPmNFcWVqRAyjmbcq/aPJUCSUlJOYjcrdvjYn3Y7y4lJSUlJSUlZfew2iy9kLE4pDQ36x6mITg7WeBvv/fEmjXlxTqYfo33ncyzrB1qnZCRnM1IfgQpBMstn7mahxfFjOYdPv7EJM8+PDGsj7en2Q5pk76MqHQCLi+06FeYnJ7IU8nZaQwhJSVlR0gD5imb4uR4HqFZCZZLSd4xWWj5vH6jwac/kmjLffvFC4T5I/zHV6o8VLvGk1OVVAokJSUlpUe/SqraDqjk7PR+mJKSkpKSkpJyB/pm6f1O5b6fVtG1+Kl3H7/j646UbD505vhKwF3D9GKL1240iJRmsuySc0xeu9HgaCWbzsV2CasLS0xDUu8ElLIWp8bz6Zw5JSVlx0gD5imb5mbDY6zgrH1QwxtzTSAJBH3vSgtl54mUZqHp8/Xzc3zs8cm7TmhSUlJSDgKrq6SANffIdAGQkpKSkpKSkrKWajug1g4GeuUAHT/i5ekqVxZa95w//f/Zu+/wKKu0j+Pf6amkkRB6hxC6EEAUsYAKqEsRK7ICKmBvKIqrWFh4BUUBUVcpLhYQQRTroq6silKUaohICzUkkF4mU98/wowZEhQCpMDvc13ZTZ55njNnEpn7Ofecc5/SCfet+3NwukumLB/OLamF3owwNqRm6T6sGlEZURGpakqYn+Mqsqt1QWEBRcVlN/YweorZvn07//09l9yckpoCvv8HWLEul0talt0w9GRpV2sRqQ4q8v4Jf9RlPJbvPXLv3r0A/v8/nfT+KSIiItXJidxPuQpz2XGgIKCeNZTUtF6xbluZMeax91I79mbh8njZfaSYomIH3qMlPlwuA0WFHnYcKMboLGB75IltvK77KRGRs58S5uewiu5qXRDfFUd4A/BvowLgxZq3jwc+WkdBfBcwmAD48aef/jjF4+bjQxXfzdpHu1qLSFWr6PsnEPAeGeCY98gXX3zxVLpYLr1/ioiISHVxovdTLlsk+Q174zUYSx31Yi7K5Lc1BccdY/rupYpiEvFYw3CE1cVjCcN79D7M4HWTnVaIweth+6rf+XZu8gn1W/dTIiJnPyXMz2EV3dX6QI6DFb/lcDjfRbHLg81spHaYmb6tz6dexM3HnT15qrtZ+2hXaxGpahV9/4TjzzA/Xe+Rf0bvnyIiIlJdnMz91IebMtl5uNg//owJNRMeZDqh+6cDOQ5+2p3PriPFZBe5yLW7MRgMhNuM2MxGgi1GbuzSk3oR1hPqt+6nRETOfkqYn+MqspSsBdCoUf5xN/D07WrtLXWNAVSfV0TOKhVdiqv3SBEREZESJ3o/NfQU7p9849evf01j/e4somp58eLFaDASbDExKKkBF7SKq/BrEBGRs48S5lIhf7YJR+ldrctLqIuInMv0HikiIiJyck71/qlJbBijLm7B7ozjT/wSERHxUcJczgjtai0icnx6jxQRERE5Oafj/kn3YCIiciKMf32KiIiIiIiIiIiIiMjZTwnzk+DxeJgxYwa9evWiY8eOjBw5ktTU1KruloiIiIiIiIiIiIicBkqYn4TZs2ezcOFCnnvuORYtWoTBYOD222/H4XBUdddERERERERERERE5BQpYX6CHA4Hc+fO5Z577qF3794kJCQwffp0Dh06xIoVK6q6eyIiIiIiIiIiIiJyipQwP0EpKSkUFBTQo0cP/7FatWqRmJjI2rVrq7BnIiIiIiIiIiIiInI6KGF+gtLS0gCoW7duwPG4uDgOHjxYFV0SERERERERERERkdPIXNUdqCmKiooAsFqtAcdtNhs5OTkn3Z7T6cTr9bJp06bT0j8REZGawOl0YjAYTks7iqMiInIuUQwVERGpuJOJo0qYn6CgoCCgpJa573uA4uJigoODT7o93x/odNzwiIiI1BQGg+G0xD7FUREROdcohoqIiFTcycRRJcxPkK8US3p6Oo0aNfIfT09PJyEh4aTb69y582nrm4iIyLlGcVRERKRiFENFRET+nGqYn6CEhATCwsJYvXq1/1hubi7Jycl07dq1CnsmIiIiIiIiIiIiIqeDZpifIKvVyrBhw5g2bRrR0dHUr1+fqVOnEh8fT9++fau6eyIiIiIiIiIiIiJyipQwPwn33nsvLpeLJ554ArvdTlJSEnPmzCmzEaiIiIiIiIiIiIiI1DwGr9frrepOiIiIiIiIiIiIiIhUNdUwFxERERERERERERFBCXMREREREREREREREUAJcxERERERERERERERQAlzERERERERERERERFACXMREREREREREREREUAJcxERERERERERERERQAlzERERERERERERERFACXOpoEsvvZSLL76Y/Pz8Mo+NHz+eW265pQp6JSfD6/WydOlSbrnlFnr06EG7du3o06cPzzzzDIcOHTrudfv27aN169asXr26EnsrPpdeeimtW7dm3rx55T7+5JNP0rp1a2bOnFnJPZOKys/Pp2PHjvTs2ROHw1HV3ZFK4vu37Ptq164dV1xxBW+++eafXvdXMfaWW24JaLf016RJk073y5AaaPny5Vx//fV07tyZzp07M2TIEBYuXOh/PCsri8WLF1dhD6U6OVPvVQAul4u33nqLwYMH07lzZ7p3786IESP48ccfT+dLkLNAebGtXbt2XHrppUyaNAm73V7VXZQTVPq9Yfz48WX+rm3btuXCCy/kscceIysrq9w21q5dS5s2bSqz23JURf9+Ho+HN998kyuuuIJOnToxYMAA3WtUgYr+/dxuNzNmzOCSSy6hQ4cODB48mG+++aaqXkalMVd1B6TmOnjwIFOmTOG5556r6q7ISXK73dx111388ssvjBkzhieffJLQ0FB+//13Zs+ezZAhQ1i2bBm1a9eu6q5KOSwWC1988QUjRowIOO5yufjPf/6DwWCoop5JRXz66afExMRw+PBhVqxYwYABA6q6S1JJRo4cyciRIwGw2+1s3LiRJ554guDgYG6++eYKt9uvXz8mTJhQ5nhwcHCF25SzwwcffMBzzz3H448/TlJSEl6vlx9//JFJkyZx+PBh7r77bp5//nn27dvH0KFDq7q7Uk2cifcqh8PBiBEjOHjwIPfccw+dO3fGbrezZMkSRo4cyeTJkxk4cOBpfBVS0x0b2woLC/n++++ZPHkybrebJ598sgp7JxXVuXPngIk+drud9evX88wzz5CZmcnrr78ecP7q1au5++678Xg8ld1VKceJ/v1ef/115s2bx9NPP03btm356aefePrppzGbzQwaNKiqun/OO9G/3/Tp01m6dClTpkyhadOmfPLJJ9x9990sWrSI9u3bV1X3zzglzKXCGjZsyOLFi7niiivo1atXVXdHTsK8efP47rvveP/992nbtq3/eL169ejWrRv9+/dn7ty5PPLII1XYSzme888/n++++46DBw9St25d//GffvqJkJAQJcVqmCVLlnDhhRdy6NAhFi5cqIT5OSQkJITY2Fj/zw0bNmT16tUsWbLklBLmQUFBAe2K+Lz77rtce+21XHfddf5jzZo1Iy0tjX//+9/cfffdeL3eKuyhVEdn4r1qxowZpKSk8OmnnxIfH+8/PmHCBAoLC/nnP/9J3759CQ0NPeX+y9mhvNjWuHFjtmzZwqeffqqEeQ1lsVjK/F0bNmzInj17mDlzJvn5+YSFheFyuZgyZQrvvfcerVu35tdff62iHktpJ/r3W7hwISNHjqRfv34ANGrUiI0bN/LBBx8oYV6FTubf34QJE7jooosAGDt2LHPnzmX16tVndcJcJVmkwq655hrOP/98/vGPf5RbmgUgOzubp59+mt69e9OhQwduvPFG1q1bV8k9ldK8Xi/vvPMO11xzTUCy3Cc4OJi3336b+++/H4Bt27YxfPhwOnXqxBVXXMFPP/1UyT2WY3Xo0IF69erxxRdfBBz/7LPP6Nevn3+G+dKlS7n00kv58MMP6du3L+3atWPIkCGsX7++Krot5dixYwcbN27kggsu4Morr2TNmjXs2LEDKFkmd+wMz7S0NNq0aaPl6mex0h943XLLLTz++OMMHTqUrl27smzZsjLnT5kyha5du7Jhw4YTfo7c3FyeeuopevfuTdu2bbngggt46qmnApa07927l7vuuosuXbrQvXt3HnjgAQ4fPux/fMmSJfTr148OHTrQr18/3nrrLc32qgGMRiO//PILOTk5Acdvv/12Fi1axPjx4/nwww9Zs2YNrVu3BkpWpc2fP58rrriC9u3bc8UVV/D+++/7r129ejWtW7dm5cqVXHXVVbRr144BAwbw3//+13+O1+vljTfe4LLLLqNjx4787W9/4+OPP66cFy1nxKm8VzmdThYvXsy1114bkCz3ue+++3jzzTcJCgoCoHXr1nzyyScMHz6cDh060LdvX7755hu++eYb//L+2267jczMTODE/puUs4fNZsNoLElrOBwOpk6dSq9evejcuTPXXXcd33//fcD533//PYMHD6ZDhw4MGDCADz74gNatW7Nv376q6L4ch81mw2Aw+Mc1hYWFbNmyhblz5zJs2LAq7p38ldJ/P4/Hw5QpU8pdNXTs/YhUD8f++xs/frx/UldRURHz58+nqKiI7t27V2U3zzglzKXCDAYDkyZNIjc3l8mTJ5d53O12M3LkSNatW8f//d//8eGHH5KQkMCtt97K5s2bq6DHAiU1yA8cOEDPnj2Pe079+vWxWq3k5eVx6623EhYWxuLFi3nyySeZPXt2JfZWjqdfv34BCXOHw8FXX31VZnZyeno6CxcuZOrUqSxatAij0cijjz6qGYTVxAcffEBISAgXXXQRffr0wWq18t577wEwaNAgNm3aRGpqqv/8jz/+mDp16pz1Nyfnqk2bNvnrS/ssXbqU4cOH895779G7d++A86dNm8bSpUuZO3cunTp1OuHnefTRR9m0aRMzZszgyy+/5LHHHmPp0qUsWrQIgLy8PG666SYKCwuZP38+8+fPZ//+/dxzzz0ALFq0iP/7v//jrrvu4tNPP+X+++/njTfeYNq0aaf+S5Az6vbbb2fr1q1cdNFF3HHHHfzrX/9i06ZNhIeH07RpUyZMmEC/fv3o3LmzP8k0ZcoUZs+ezd13383y5csZPnw4zzzzDAsWLAhoe+rUqUyYMIGlS5fSsGFDHn74YQoKCoCSpbzvvvsuTzzxhL+NiRMn8s4771T670BO3am+V+3du5fs7Ozjvm/FxcXRoUMHTCaT/9hzzz3HzTffzCeffEKLFi146KGHePXVV5k6dSqvvfYamzZt4o033gho58/+m5Saz+Vy8e233/LRRx/xt7/9DYDHHnuM7777jqlTp/Lhhx/Sr18/xowZw7fffgvA1q1bGT16ND169GDZsmXcddddPP/881X4KuRYXq+XX375hbfeeitglUmtWrVYuHCh7oGrufL+fkajkfPPPz/gA9J9+/bx6aefcuGFF1Zhb+VYx/v35/Pxxx/TuXNnJk+ezJgxY87q2eWgkixyiurXr8+4ceOYOHEiV155ZUBplu+//55ff/2V5cuX06pVK6BkQ8KNGzcyZ84cXnrppSrq9bnNN0MwOjo64PiYMWMCNvKsV68et9xyC0VFRfzf//0f4eHhtGzZkscff5y77rqrUvssZfXr1485c+b4y7L88MMPREVFkZiYGHCe0+lk4sSJ/o1xRo8ezV133UVGRgZxcXFV0XU5yuVysXz5ci655BL/TL3evXvz0Ucf8dBDD9GtWzcaNmzI8uXLufvuu4GSzfr+9re/+WdSSc32+uuvM3fuXKDk36rT6aRjx47079/ff06bNm24+uqry1z70ksvsXjxYubPn1/m3/3y5cv58ssvA4517tzZ/1wXXHABXbt2JSEhAYAGDRrw9ttv89tvvwElq1Xy8vKYPn06kZGRAEyaNImPPvqI4uJiZs+ezejRo7nqqquAkqWb+fn5PP3009x3333YbLbT8NuRM+GKK65g0aJFLFiwgO+//56VK1cC0KRJE/75z3/SpUsXgoKC/Et08/Pzee+99xg/frz/v8MmTZqwd+9eXnvttYBZfvfffz/nn3++//u//e1vbNu2jdatWzN//nyef/55LrnkEqBkKfb+/fuZM2fOKZUfkspxut+rfDMKIyIiTrgPgwYN4oorrgDghhtu4JtvvuGBBx6gQ4cOQMn72rZt2wKuOd5/k507dz7h55Xq49jYZrfbqVevHqNGjWLMmDGkpqbyySef8MEHH/iTOCNGjCAlJYU5c+Zw8cUXM3/+fNq1a+cvO9msWTOOHDmiPbmq0Lp16wL+TRYXFxMdHU3//v39K56l+qrI3y8jI4M77riDmJgYxo4dW0k9lfKc7N8vKSmJZcuW8eOPPzJt2jSio6O56aabKrHHlUsJczllN9xwA19++SX/+Mc/+OSTT/zHt23bRnh4uD9ZDiWz0rt27cp3331XFV0VICoqCigpl1Pa008/7V+Ov2DBAr755hu2bdtGkyZNCA8P95+nQUb10K5dOxo2bOjf/POzzz7zJ6+O1bx5c//3vr+l0+mslH7K8a1cuZKMjIyAhEP//v1ZsWIFn376Kddeey0DBw70J8y3bt3Ktm3bmDFjRhX2Wk6nG264wb9TvcvlYvfu3UyfPp2bbrqJJUuWACX1WY+1YcMG1q5dS3R0dLnlDC699FIefvjhgGO+0gYAN910E9988w0fffQRe/bsYdu2bezdu5cmTZoA8Ntvv9GkSRN/shygZcuWPPzww2RmZpKWlsbLL7/MrFmz/I97PB6Ki4vZt29fwHuOVD8dOnRg6tSpeL1etm3bxsqVK/n3v//N7bffzooVKwLO3blzJ06nky5dugQc79q1K/PmzePIkSP+Y82aNfN/HxYWBpTEmu3bt1NcXMyjjz7KY4895j/H5XLhcDiw2+0B/31K9XO636t8kzaOvRf9M02bNvV/7/vvpWHDhv5jNpsNh8MRcM3x/puUmskX2zweDxs3bmTy5Mn07NmTMWPGYDabSU5OBmD48OEB1zmdTmrVqgVAcnJymVW2Xbt2rZwXIOVq164d06ZNw+v1sn37diZNmkRCQgL33XcfISEhVd09+Qsn+/fbuXMnd9xxB06nkwULFpzUB6dy+p3s369u3brUrVuXhIQEdu/ezZw5c5QwF/kzvtIsV199dUBpFq/X6695VJrH48Fs1n96VaVhw4bExsayZs2agPIdderU8X9fOnAdW7pDf7vqw1eW5aabbuLrr79m8eLF5Z5ntVrLHFNJlqq3dOlSAO69994yjy1cuJBrr72WQYMGMWvWLDZt2sTnn39O586dA5IGUrNFREQEJJmaN29OREQEN998M6tWrQIoN5EYEhLCa6+9xkMPPcSzzz7L9OnTAx4PDQ0tN3kFJf/2x4wZw2+//cbVV1/NFVdcwYMPPsg//vEP/zlms7nc+A3465Q/9thj5Zb2Kr0RsVQvaWlpvPHGG9xxxx3UqVMHg8FA69atad26NZdddhn9+/dn7dq1Adf4YsWx/z34/jsofU9wvFjja+Oll14KSGD+2XVSvZzu96qGDRtSu3Zt1q9fH/Chsc/u3bt55plnePTRR/219Mu7/zze+5SP7n/OLqVjW9OmTYmPj2fEiBGYTCYmTpzo/9u+8847ZcoI+FbmmUwm7bdRzQQFBfn/rk2aNKFJkyYMHTqUBx98kNdee+0v/51L1TqZv9/PP//M2LFjiY2NZcGCBbpnrAZO5O/ndDpZuXIlbdu2DfibtWrVyv+h+dlKa7rltKhfvz6PPPIIH3zwgX9Tz9atW5Obm1tmeeTPP/9MixYtqqKbQsmN4vDhw1m2bBkpKSnlnnPw4EGgZHntrl27/JsoAao/X43069fPv7t4w4YNNauzBsnMzGTlypUMHjyYZcuWBXxde+21bN68mV9//ZX69evTrVs3vvjiCz777DPtIn8O+bMBfatWrejcuTNPP/00n332Gf/5z39OuN3k5GRWrlzJjBkzePjhh7nmmmto1KgRe/bs8ScbWrRowe7du8nLywu4rnv37hQXFxMTE8OePXto3Lix/+vXX39VqbVqzmq1smjRonI32/TNvq1du3bA4LZZs2aYzeYyG7avW7eO2NjYE5oZ5mvjwIEDAf/NrFy5kjlz5qjEVA1Xkfcqo9HItddey9KlSzl06FCZ69588002bNhA/fr1z1i/pebr0aMHI0aM4L333uN///sfLVu2BEr27yn9XrN06VJ/UichIYGNGzcGtHPsz1K1WrRowcMPP8y3337LwoULq7o7cpKO9/fbtGkTt912Gy1btuTdd99VsryaKu/vZzKZmDBhQsCG71Dy3nm25/V0hyqnzQ033EDPnj3Zu3cvUFJLsHXr1jz00EOsXr2aHTt28PTTT7Nt2zb+/ve/V3Fvz2233XYbl1xyCTfddBOvvfYaKSkp7Nu3j2+++YaRI0eyZMkSevTowYABA4iJieGhhx4iJSWFNWvW8M9//rOquy9HtWnThsaNG/Piiy+W2exTqrePPvoIl8vFbbfdRqtWrQK+xowZg8lk8m/+OXjwYBYuXEhWVla5M/Gk5iosLCQjI4OMjAzS09NZt24d//znP4mLi/PX3f0zvXr14pprruHpp58mKyvrhJ6zdu3amM1mPv/8c/bu3cvmzZu5//77ycjI8JczuPrqq4mIiGDcuHGkpKSwZcsWJk6cSKtWrahfvz633XYbCxYsYMGCBezZs4evvvqKp59+GqvVqtnC1Vh0dDS33XYbL730EtOnT2fr1q3s3buX//73v9x99910796drl27EhISQnp6Onv37iU8PJzrrruOGTNmsHz5clJTU3nnnXd49913GTly5AnN/AsPD+eGG27gpZdeYtmyZezdu5cPP/yQqVOnUrt27Up45XKqzsR71ZgxY2jcuDE33HADy5YtY8+ePWzevJkJEyawZMkSnn32Wf8HOSLHc99999GkSROeeuop6tWrxyWXXMJTTz3F119/zd69e5kzZw6vv/66v3zPyJEj2bJlC9OmTWPXrl189dVXvPzyy8Bfr1iQynPTTTeRlJTEtGnTyv1QTaq3Y/9+LpeLhx9+mJiYGKZMmYLD4fDHlNIT86R6OPbvZzQaGTlyJPPnz+fTTz9l9+7d/Otf/2L58uXcc889Vd3dM0q1FeS0eu655/wb/pjNZubNm8f//d//cc899+BwOGjbti3z58+nU6dOVdvRc5zRaOSll17i888/Z8mSJfz73/8mNzeX2rVr07VrV95++22SkpIA+Pe//80zzzzDjTfeSEREBPfddx/jx4+v4lcgPv369ePVV19VIrWGWbp0KT179ix3VUDDhg3p27cvn376KePHj+eKK67gmWeeoU+fPgH7CUjNN3fuXP9GekajkaioKLp06cK0adP8G8H+lccff5z+/fvz3HPP8cILL/zl+XXq1GHKlCnMnDmTd955h9jYWC6++GJuvfVWvv76a7xeL8HBwcyZM4cpU6Zw4403YrVaufTSS/2bpI0cORKbzcaCBQv4v//7P2JiYhg8eDAPPPBAxX8ZUinuv/9+mjRpwvvvv88777yD3W6nbt269O/fn9GjRwMwcOBAVqxYwVVXXcWKFSuYMGECUVFRvPDCCxw+fJjGjRvz5JNPct11153w8z722GNER0czY8YM0tPTiY+P5+677+aOO+44Uy9VTqMz8V4VHBzM22+/zdy5c3njjTc4cOAANpuNtm3b8tZbb9GtW7cz+ZLkLGGz2Xj22WcZPnw406dP93899dRT5OTk0LBhQ5599lmGDBkClKx6mDVrFi+++CLz58+nadOm3HzzzcycOROLxVLFr0Z8DAYDzz77LH/729+YOHEir776alV3SU7CsX+/22+/ndTUVAD69OkTcG79+vX55ptvqqKbchzl/fu7/fbbsdlsvPzyyxw8eJBmzZoxc+ZMLrvssqru7hll8KqQm4iIiIiIiIicxTZt2oTZbCYxMdF/bPny5Tz++OOsX79eezWJiIifSrKIiIiIiIiIyFktJSWF4cOH8/XXX3PgwAF+/PFHZs6cyYABA5QsFxGRAJphLiIiIiIiIiJnNa/XyyuvvMKHH37IoUOHiImJYcCAAdx7770EBQVVdfdERKQaUcJcRERERERERERERASVZBERERERERERERERAZQwFxEREREREREREREBlDAXEREREREREREREQGUMBcRERERERERERERAZQwF5EaRHsUi4iIiIiISFXT2FTk7KaEuYj8pVtuuYXWrVsHfHXt2pXhw4ezZs2aM/78aWlpjB49mv379/uPjR8/vkyfSn917979jPdLRETkVPli7A033HDccx544AFat27N+PHjT8tzfvzxx7Ru3ZrPP//8uOfMnz+f1q1bs3379go/z+rVq/80Vvu+Vq9eXeHnEBEROVG33HILt9xyyym1kZuby6OPPsq6desCju/fv58JEybQu3dv2rVrR48ePRg9ejQ//fRTwHnjx4/n0ksvPaU+iMiZZ67qDohIzZCYmMhTTz0FgNvtJisri/fee49Ro0axdOlSWrZsecaee9WqVXz77bf84x//CDgeGxvLrFmzyr3GbNbbm4iI1AxGo5ENGzZw8OBB6tatG/BYUVER33777Wl9viuuuIJnn32W5cuX069fv3LP+eijj+jcuTMtWrSo8PO0bduWRYsW+X/+9ddfeeaZZ3jyySdp27at//ipPIeIiEhl2rp1K8uWLWPw4MH+YxkZGVx//fXExcXxwAMPUK9ePTIzM1m8eDG33norM2bM4PLLL6/CXovIyVJGSUROSFhYGJ06dQo41rNnT84//3yWLl3Ko48+Wul9slqtZfokIiJS0yQmJrJ9+3a++OILRowYEfDYN998g81mIzw8/LQ9n81mY8CAAXzwwQdkZ2cTGRkZ8Phvv/1GcnIykyZNOqXnOfbeobi4GChJkCt+i4jI2eL9998nNzeXzz//PCBe9+3bl6FDh/Lyyy8rYS5Sw6gki4hUWHBwMDabDYPBAMDevXsZO3Ys3bt3p2PHjlx//fWsXLnSf/7MmTO58sor+eqrr7jqqqto3749f/vb31i/fj0bNmxg6NChdOjQgauuuooff/wRgKVLl/LYY48BcNlll530cvRff/2Vtm3bBlyXlZXFBRdcwC233ILH42Hp0qW0bt2ajRs3MmjQIDp06MDVV1/NZ599FtBWXl4ekydPpk+fPrRv356rrrqKDz74oMzz/f3vf6dLly507tyZW2+9lY0bN/ofL28J3r59+2jdujVLly4F/ljCvnDhQi655BJ69uzJ999/D8C6desYNmwYHTt2pFu3bjz66KNkZmae1O9ERESql5CQEHr37l1uiZTPPvuMK6+8MmDlVGZmJk8//TSXXHIJ7dq1o1u3btx1113s27fPf85fxeRrr70Wp9PJF198UeY5ly1bRkhICP379wdKYnFiYiIbN27k+uuvp3379lx88cW88cYb/mt8sWzevHn069ePbt26+ePaXxkyZEi5JWlGjRrlXzp/yy23MH78eF5//XUuuOACzjvvPMaOHcvevXsDrtm2bRujR4/mvPPO47zzzuOuu+4qc46IiMjx/PDDD9x000106dKF7t2789BDD3Hw4EGgZJw2fPhwAIYPH+6PUYcPH8ZgMODxeALaMplMPPTQQ1x33XVlnmfp0qVcccUVtG/fnmuuuYb//e9/AY+vXbuWUaNGkZSURLt27bj00kuZOXOm/zl8cffTTz9lzJgxdOzYkd69ewec47N48WIGDBhAu3btuPjii5k5cyYul+v0/MJEzlJKmIvICfF6vbhcLlwuF06nk4yMDF588UUcDgdDhgzB4/EwevRoCgsLef7555k9ezaRkZHceeedpKam+ttJS0tj8uTJjBkzhpdeeomcnBzuvfdeHnzwQa677jpefPFFPB4PDzzwAHa7nYsvvpixY8cCMGvWLO68886Afvn6dOyXbxOWtm3bMnr0aD788EN/Ev6pp57C4XDw/PPPYzT+8TY4evRoLrvsMmbNmkXTpk158MEH+frrrwGw2+3cdNNNfPzxx4wcOZLZs2fTpUsXJkyYwGuvvQZAfn4+t912G1FRUcyYMYPp06dTVFTEqFGjyMvLO+nf+fTp03n00Ud59NFH6dSpE2vXruXWW28lKCiIl156iccff5w1a9YwfPhw7Hb7SbcvIiLVR//+/dm4cSMHDhzwH8vPz+d///sfV111lf+Y1+tl9OjR/PDDDzz00EPMmTOHO++8k1WrVvHkk08CnFBMbteuHQkJCXz88ccB/XC73SxfvpwBAwYQEhLiP+7xeLj//vvp378///rXv+jSpQvTpk3ju+++C7h++vTpjBo1iueee44ePXqc0Gu/9tprWb9+fcD9wqFDh/jxxx8ZMmSI/9jXX3/NkiVLmDBhAs888wwpKSkMHz6cwsJCAHbt2sUNN9zAkSNHmDJlCpMmTWLv3r3ceOONHDly5IT6IiIi566PPvqIkSNHUqdOHV588UUee+wx1q9fz/XXX8+RI0do27atP9Y++eST/pKlF198MXa7neuuu445c+aQnJyM2+0G4IILLuDvf/97wPMcPHiQf/3rX9x3333MmDEDr9fLPffc449VKSkp3HrrrURGRjJ9+nReffVVzjvvPGbNmsWnn34a0NbEiRMJCwtj5syZDBw4kNmzZ/P888/7H3/99df5xz/+wfnnn89rr73GzTffzBtvvOF/HSJSPpVkEZETsnbt2oB6oz4PPvggzZs3JyMjgx07djBmzBh69+4NQIcOHZg1a5Z/CTaU1GJ96qmnuOiiiwDYsWMHL7zwApMmTeLaa68FSgbr9957L7t27aJNmzY0atQIgDZt2tCgQQN/W/v37y+3TwD33XefP7k+duxY/vvf/zJx4kTGjh3Ll19+yQsvvFCmTuywYcO4++67AejVqxeDBg1i9uzZXHbZZSxdupRt27bx7rvv0qVLF/85LpeL2bNnc8MNN7B7924yMzO55ZZb/Oc0a9aMhQsXkp+ff9LL6W+44QauvPJK/88vvPACTZs25fXXX8dkMgHQsWNHBgwYwJIlS7j55ptPqn0REak+Lr74YkJCQvjiiy8YOXIkACtWrCA6OtofUwDS09MJDg7m0UcfpWvXrgB0796dffv2sXDhQgCOHDlyQjF5yJAh/POf/2T//v3Ur18fgO+//56MjAyGDh0a0D+v18udd97pP96lSxdWrFjBt99+S69evfznXX755f54fqKuuuoqpkyZwkcffcS9994LlGxMGhQUFLCEvbCwkCVLlvjvC5o1a8agQYP48MMPufnmm5k1axZBQUHMnz+fsLAwAM4//3z69OnDm2++WSXl40REpGbweDxMnTqVnj17Mn36dP/x8847j/79+zN37lzGjRvn33ejRYsW/u979+7Nk08+yYsvvuhPVoeFhXH++edzww03cOGFF5Z5rldeeYXmzZsDJaXSRowYwYYNG7jssstISUmhZ8+eTJ061T/B64ILLuDbb79l7dq1XH311f62EhMTmTZtGgAXXXQRhYWFvP3229x5550YDAZeffVVrr/+ep544gkALrzwQiIjI3niiScYMWLEGd2LTKQmU8JcRE5I27Ztefrpp4GSQXNubi7/+9//mD59OoWFhdx///20aNGCf/zjH6xatYqLLrqICy+80F9OpbTzzjvP/33t2rUBAmqZ+mqp5ubm/mmfYmNjefXVV8t9rE6dOv7vLRYLU6ZMYciQITz22GNcffXVAbP1fP72t7/5vzcYDPTt25eZM2dSVFTEmjVrqF+/fkDSAuCaa67hgw8+YOPGjXTt2pXo6GjGjh1Lv3796N27N+effz6PPPLIn76O42ndurX/+6KiIjZu3MioUaP8s/0BGjZsSPPmzfnhhx+UMBcRqcGCgoK49NJL+fzzz/0J808//ZT+/fv7S59BSXz797//DcCBAwdITU1lx44d/PLLLzidTqAktp5ITL7mmmuYOnUqy5cvZ8yYMUBJOZZWrVrRsWPHMn3s3Lmz/3ur1Up0dLR/drdPq1atTvq1h4eHc/nll/Pxxx/7E+bLli3jyiuvDJjl3rlzZ3+yHEqSBA0bNmTdunXcfPPN/PTTT3Tv3p2goCB/nAwLC6Nr166sWrXqpPslIiLnjl27dpGRkcGDDz4YcLxRo0Z07tyZ1atX/+n1N998M4MHD+b777/nxx9/ZM2aNaxYsYIVK1YwYsSIgBKhUVFR/mQ5lIzpAP+q5IEDBzJw4ECKi4vZs2cPqamp/Prrr7jdbn+s97nmmmsCfr7iiiv497//zYYNG4CSceSll14aUILFVyL0hx9+UMJc5DiUMBeRExIaGkr79u0Djl144YUUFhby5ptvMnz4cObOncurr77KihUr+PDDD7FYLPTp04eJEycGbCjmm/VVWlBQ0En3yWq1lunT8bRu3Zq2bduyYcOGMjXEfUon2QFiYmLwer3k5eWRk5PjT+6X5juWm5tLaGgo77zzDq+++iqfffYZCxcuJDg4mGuuuYYJEyZgs9lO6vXFxMT4v8/NzcXj8fDGG28E1Iz1Odm2RUSk+unXr5+/FnloaCg//vgj999/f5nzPv74Y1588UUOHjxIZGQkCQkJAXHUYDCcUEyOjIykT58+/oR5Xl4eX3/9dZlkgc+xsdpoNPpLoPmUFytPxLXXXsvHH3/MunXrsFqtbN++3f9BvU9cXFyZ62JiYvwfsGdnZ/PZZ5+V2YMEIDo6ukL9EhGRc0N2djZQfhyrXbs2ycnJf9lGcHAwffv2pW/fvgCkpqYyYcIE5s2bx+DBg/0fKpf+MBjwfzDuqz1ut9t59tln+eijj3C5XDRo0IDOnTtjNpvLxN1jY6Mv3vnGjwB33HFHuf1NT0//y9ckcq5SwlxETkmbNm1YvHgx+/bto2PHjkycOJGnnnqKlJQUvvjiC9544w0iIiLKDHor2+LFi9mwYQMJCQn885//pGfPngFJfCjZDLR00vzw4cOYTCYiIyOJiIgIqK3qk5GRAZTMEoCS5eFTp07F7XazadMmPvroI9577z0aNGjAHXfcgcFg8Nez8zl2dl55QkNDMRgM3HrrrQwYMKDM48HBwX/ZhoiIVG8XXXQR4eHhfPnll4SHh9OgQQPatWsXcM66det49NFHGTZsGKNGjSI+Ph6A559/np9//tl/Xp06dU4oJg8ZMoRRo0axdetWtmzZgtfrDVhxVVm6detGo0aN+OKLL7BYLDRu3NhfcsbHl8wo7fDhw/5Z5+Hh4fTs2ZMRI0aUOa/0pqkiIiLH8o0NDx8+XOaxjIwM/3jvWG63m759+zJw4ED/Kimfxo0bM2HCBAYOHMj27dtPeBXWpEmT+PLLL3nppZfo2bOnP8F+/vnnlzn32Njoq4MeExPjL8M2bdo0mjRpUubain7ILXIu0KafInJK1q9fj8lkwul00rNnTzZt2oTBYKBNmzY88MADtGrVirS0tFN6jtIbc1bEgQMHmDJlCoMHD+Zf//oXRUVFPPPMM2XO++abb/zfe71e/vOf/9ClSxesVitJSUns378/IBkBJbP8LBYLHTp04IsvvqBHjx5kZGRgMpno3LkzEydOpFatWv7fQWhoKFlZWQE1ZH/55Ze/fA1hYWEkJiayc+dO2rdv7/9q2bIls2bN+sslgiIiUv1ZrVYuu+wy/vOf//D555+X+wHp+vXr8Xg83Hvvvf5kudvt9pcc8Xg8rF+//oRjcs+ePalfvz5ffvkln3/+OX369DluUuBMMhgMDB48mK+++oqvvvqKQYMGlTln/fr1ZGZm+n/+9ddf2bdvnz+B0K1bN7Zv306bNm38cbJdu3bMnz+fFStWVNprERGRmqdp06bExsayfPnygON79+5lw4YN/rKivr2kfEwmE3FxcSxZsoSsrKwy7e7atQs4uZJlP//8M927d6dPnz7+ZPmWLVvIzMz0zxr3KT2GBfjyyy8JDg6mY8eOdOzYEYvFwqFDhwLGkBaLhRdeeIF9+/adcJ9EzjWaaiEiJyQ/P99fBw3A6XTy9ddfs3z5cq6//nrat29PUFAQjzzyCPfccw+1a9dm1apVbN26leHDh5/Sc9eqVQso2fzsoosu8td7czgcAX06VqtWrQgODmbChAkEBQXx6KOPEhkZyYMPPsgzzzzD5ZdfHrCp5tSpU3E4HDRt2pTFixezY8cO3nrrLQAGDx7Mu+++y9133829995Lw4YN+eabb1iyZAl33303tWrV4rzzzsPj8XDXXXdxxx13EBoayueff05eXp5/07JLLrmEBQsW8PjjjzN06FB+//135s6dW+bGqzwPPvggd9xxBw899BDXXHMNbrebuXPnsnHjRsaOHVvRX6+IiFQj/fv3Z/To0RiNRv8GXaV16NABgGeeeYYhQ4aQm5vL22+/TUpKClCyaikxMfGEY7LRaGTQoEEsW7aMtLQ0/vWvf535F3kcgwcPZubMmXi9XgYOHFjm8aKiIm6//XbGjh1LQUEB06dPp1WrVv59Se68805uuOEGRo8ezY033ojNZmPRokV89dVXzJgxo5JfjYiIVEdpaWnMnz+/zPEWLVrw4IMP8thjj/HAAw8wcOBAsrKymDVrFhEREf7VS+Hh4QB8++23REREkJCQwBNPPMEtt9zC4MGDGT58OG3atMHj8bB27Vrmz5/PDTfc4N8g9ER06NCBzz//nPfee4/mzZuTkpLCq6++isFgoKioKODcL774gtq1a9O7d2/WrFnDO++8wwMPPEBISAghISHcdtttvPzyy+Tn59O9e3cOHTrEyy+/jMFgICEhoeK/SJGznBLmInJCkpOTuf766/0/22w2GjVqxAMPPMCoUaOwWCzMnTuXF154gUmTJpGbm0uTJk145plnGDx48Ck9d/fu3enZsycvvPACP/74o38wn5GREdCnY33wwQds2rSJVatWMX36dP8yuxtvvJHly5czceJEkpKS/OdPnDiR119/nb1795KYmMjcuXP9y8GDg4NZsGABL7zwAjNmzCA/P59mzZoxadIkrr32WqCkftybb77Jyy+/zIQJEygqKqJly5bMnDmTHj16ACW7mz/66KMsWLCA//znP7Rt25ZZs2Zxww03/OXv4cILL2TOnDnMmjWLe++9F4vFQtu2bZk3b17ApqkiIlJz9ezZk1q1alG3bt2ADcF8unfvzpNPPsm8efP8g+Tu3bsza9Ys7rrrLn7++Wd69+59UjF58ODBvPLKK9SrV4+ePXtWxsssV506dUhISCAqKoq6deuWebxr16706NGDCRMmACWblj3yyCNYrVYAEhISeOedd5g+fTqPPPIIXq+XVq1a8corr3DZZZdV6msREZHqac+ePUyePLnM8UGDBjFlyhRCQ0N5/fXXueuuuwgLC6NXr148+OCDxMbGAtCyZUuuuuoq3nnnHb777js++eQT2rVrx7Jly3j99dd5++23/SuOW7RoweOPP+4fL56o8ePH43Q6eemll3A4HDRo0ICxY8eyfft2vvnmm4ASn/fddx9r1qxh0aJF1K1blyeffJIbb7zR//j9999PbGws7777Lm+++SYRERGcf/75PPjgg/7kv4iUZfAeu2OAiMg5ZunSpTz22GN8/fXXNGjQoKq7IyIick46dOgQl156KS+++CJXXHFFwGO33HILAAsWLKiKromIiFQr+/bt47LLLmPy5MmnPEFNRMrSDHMREREREakyW7du5euvv+bLL7+kQYMG9OnTp6q7JCIiIiLnMG36KSIiIiIiVaa4uJh58+bhdrt56aWXTmhfDxERERGRM0UlWURERERERERERERE0AxzERERERERERERERFACXMREREREREREREREUAJcxERERERERERERERQAlzERERERERERERERFACXMREREREREREREREUAJcxERERERERERERERQAlzERERERERERERERFACXMREREREREREREREUAJcxERERERERERERERQAlzERERERERERERERFACXMREREREREREREREUAJcxERERERERERERERQAlzERERERERERERERFACXMREREREREREREREUAJcxERERERERERERERQAlzEREREREREREREREAzFXdgXPV+vXr8Xq9WCyWqu6KiIhIpXE6nRgMBjp37nxK7SiOiojIuUYxVEREpOJOJo4qYV5FvF4vXq+3qrshIiJSqU5X7FMcFRGRc41iqIiISMWdTOxTwryK+D7Nb9++fRX3REREpPJs3rz5tLSjOCoiIucaxVAREZGKO5k4qhrmIiIiIiIiIiIiIiIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAoC5qjsgUtO43W6Sk5PJzMwkOjqaxMRETCZTVXdLRESqKcUNERGRmkfxW0Tk3KWEuchJWLVqFXPmzCE9Pd1/LC4ujlGjRtGzZ88q7JmIiFRHihsiIiI1j+K3iMi5TQlzkVJ2Z+SzITWLrAIHUaFWOjWOoklsGFBy0zRlyhSSkpIYN24cjRs3JjU1lcWLFzNlyhTGjx+vmycREfE7XtyY9/5ynnrjYy7cUUzHNi0CYo2IiIhUjuON/TTuExER1TAXOWp3Rj4rtqSRkVeMy+MlI6+Yr7aksTsjH7fbzZw5c0hKSmL8+PE4nU7WrFmD0+lk/PjxJCUlMXfuXNxud1W/DBERqQaOFzf2HCmkWc9riG/cinW/rCc9p8gfa0RERKRyHG/st/NQrsZ9IiKiGeYiPhtSs8oc8x49npe2i/T0dK688krGjBlTZmnelVdeyZo1a0hOTqZ9+/aV2GsREamOkpOTy40bRTGJBEfVoUXzFuw/sJ+MjAzi6tRhQ2qWZpmLiIhUkuON/T7/qfz4DRr3iYicS5QwFzkqq8BR7vHsQieZBZkALFiwoNyleQsWLMBli+Tzzemsy9xRppyLiIicWzIz/4gbbbr2ImnQGEzBtfhlxyEy9+9m46aNABQVFQElsUZEREQqx870fPZnFWF3ugmymIiPCCIy1Ep6dgHw5+M++CPOi4jI2UklWUSOigq1lns8MsRCZGQkAG3atGHChAkkJCQQHBxMQkICEyZMoHFiF4qjW+Ew2MqUcxERkXOPL240TuxC8wsHYgqNAqOJkNBQohsnEBlbD4CgoKCS80MsVdVVERGRc8rujHz2ZxVSWOzC4/FSWOxiZ0Y+2QUOYiNCgOOP+9q0aQP8EedFROTspIS5yFGdGkdhOOaY4ehxr9f7p9dmGyKAkmV8Pr5yLiIicu7xxY0cY2TA8fiIYMCLHVvJefwRa0REROTM25CadTQel+KFQzl2WsT8+QfYvvj+V+NDERGp2ZQwFzmqSWwYfdrFExtuw2IyEhtuo0+7eJrEhpGTkwOU1KSdNGkSKSkpFBYWkpKSwqRJk9h/OBuAYrs9oE0tsRcROTf54sa+jCy++993HD58GKfTiasol8w9v5GflwseNzZvsT/WiIiIyJmXVeAgMtRKs7gwQmwmjEYDITYT9aODCfaUlGQ53rhv69atwB9xXkREzk6qYS5SSpPYsHKTFtHR0QAMHz6cL774gnHjxvkfq1OnDj27DmDVL1sIDg6cqaAl9iIi5yZf3Ligayc2pOxkxYoV/sdCQ0O5KLEpGz/9nH7thyhZLiIiUomiQq1k5BUTGWolslRZzthwG9E2F3D8cd8tt9zCggUL/HFeRETOTkqYi5yAxMRE4uLiSElJ4bXXXiMlJYXMzEyio6NJSEjgickvERYaSmxsrP8aLbEXETl3+eKG49DvXH3V38jIyKCoqIjg4GBiY2PZ8cNH1KlTh8TExKruqoiIyDmlU+MovtqSFlBO0zd2axhd70/HfVOmTFH8FhE5B6gki8gJMJlMjBo1irVr1zJlyhQsFgtJSUlYLBamTJnC1nXfMaJfEnERwWXKuYiIyLnHFze2rvuOHT98REyYlcaNGhATZmXHDx+xdd13jBw5EpPJVNVdFREROaf8WSnOvxr3rV27VvFbROQcYPBqt4oqsXnzZgDat29fxT2Rk7Fq1SrmzJlDenq6/1idOnUYOXIkPXv2rMKeiYjUDKcr/tWUOKq4ISIip8u5FkOrkuK3iMjZ52Tin0qyiJyEnj170r17d5KTk/1L8xITEzXDQEREyqW4ISIiUvMofouInNuUMBc5SSaTSbMxRETkhCluiIiI1DyK3yIi5y7VMBcRERERERERERERQQlzERERERERERERERGgihPmq1evpnXr1uV+XXbZZQBs3bqVYcOG0alTJy6++GLmzJkT0IbH42HGjBn06tWLjh07MnLkSFJTUwPOqYw2RERERERERERERKRmq9KEeefOnfn+++8DvubOnYvZbGbMmDFkZWUxYsQImjRpwpIlS7jnnnt4+eWXWbJkib+N2bNns3DhQp577jkWLVqEwWDg9ttvx+FwAFRaGyIiIiIiIiIiIiJSs1Xppp9Wq5XY2Fj/z06nk8mTJ3P55ZczdOhQXn/9daxWKxMnTsRsNtO8eXNSU1N54403GDJkCA6Hg7lz5zJu3Dh69+4NwPTp0+nVqxcrVqxgwIABvP/++2e8DRERERERERERERGp+apVDfN33nmHgwcP8thjjwGwbt06kpKSMJv/yOv36NGDXbt2ceTIEVJSUigoKKBHjx7+x2vVqkViYiJr166ttDZEREREREREREREpOarNgnz4uJiXnvtNf7+978TFxcHQFpaGvHx8QHn+R47cOAAaWlpANStW7fMOQcPHqy0NkRERERERERERESk5qvSkiylffTRRxQXF3PLLbf4j9ntdqxWa8B5NpsNKEmwFxUVAZR7Tk5OTqW1UVFer5fCwsIKXy8iIlLTeL1eDAbDaWtLcVRERM4ViqEiIiIVdzJxtNokzJctW8bll19OVFSU/1hQUJB/400fX4I6JCSEoKAgABwOh/973znBwcGV1kZFOZ1Otm7dWuHrRUREaqJjP4SuKMVRERE51yiGioiIVNyJxtFqkTDPzMxk/fr1jB49OuB4fHw86enpAcd8P9epUweXy+U/1qhRo4BzEhISKq2NirJYLLRo0aLC14uIiNQ027dvP21tKY6KiMi5RDFURESk4k4mjlaLhPkvv/yCwWCgW7duAceTkpJYuHAhbrcbk8kEwI8//kjTpk2JiYkhPDycsLAwVq9e7U925+bmkpyczLBhwyqtjYoyGAynNENdRESkpjldS8l9bSmOiojIuUIxVEREpOJOJo5Wi00/U1JSaNiwob8Eis+QIUPIz89nwoQJbN++naVLl/LWW2/5Z6JbrVaGDRvGtGnT+Prrr0lJSeGBBx4gPj6evn37VlobIiIiIiIiIiIiIlLzVYsZ5ocPHyYyMrLM8ZiYGN58800mTZrEoEGDiI2N5ZFHHmHQoEH+c+69915cLhdPPPEEdrudpKQk5syZ469JU1ltiIiIiIiIiIiIiEjNZvB6vd6q7sS5aPPmzQC0b9++insiIiJSeU5X/FMcFRGRc41iqIiISMWdTPyrFiVZRERERERERERERESqmhLmIiIiIiIiIiIiIiIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgIoYS4iIiIiIiIiIiIiAihhLiIiIiIiIiIiIiICKGEuIiIiIiIiIiIiIgKAuao7IFLTuN1ukpOTyczMJDo6msTEREwmU1V3S0REqinFDRERkZpH8VtE5NylhLnISVi1ahVz5swhPT3dfywuLo5Ro0bRs2fPKuyZiIhUR4obIiIiNY/it4jIuU0Jc5Fy7M7IZ0NqFlkFDqJCrXRqHMWB3zcxZcoUkpKSGDduHI0bNyY1NZXFixczZcoUxo8fr5snERHxW7Vq1XHjxnPTX+OyvQ6i4xv640yT2LCq7rKIiMg5yzcG3Lh1O99/8yXnNU3QuE9E5BylGuYix9idkc+KLWlk5BXj8njJyCtmxeaDzH7rfZKSkpgwYQIJCQkEBweTkJDAhAkTSEpKYu7cubjd7qruvoiIVANut5s5c+aUGzduHn0/MW0v5tuffsHpcpORV8xXW9LYnZFf1d0WERE5J/nGgOk5Raz7ZT3xjVvR4sKBBMU00LhPROQcpIS5yDE2pGaVOZaenk5asY2hQ4fi9XrZvHkzK1euZPPmzXi9XoYOHcqhQ4dITk6ugh6LiEh1k5ycTHp6erlxY2NqFoltEykoKCAjIwMAL+XHHxERETnzfDE4IyODgoICEtsm4vV6+XTVFo37RETOQSrJInKMrAJHmWNFRUV4zMGkpaUxderUMrXshg0bBkBmZmal9VNERKovXzwoL24YmvemfYeOQEl88ckudFZuJ0VERAT4Ywzoi8v5+fmsWrWKgrxcvjj0M6Bxn4jIuUQJczknlVej3Fc7NirUSkZeccD5wcHBGF1FvPDCC3Tr1q1MLbsXX3wRgOjo6Ep/LSIiUv344sGxcePHzdt55bNNrNySiiE4FpfR5r8mMsRSVd0VERE5p/nGgMHBwQD8+OOP1K9XnwGX9eLvlz1aZtxXbA5n2bq95Y4nRUSk5qsWJVmWLVtG//79ad++PQMGDODzzz/3P7Z161aGDRtGp06duPjii5kzZ07AtR6PhxkzZtCrVy86duzIyJEjSU1NDTinMtqQmqO8GuWla8d2ahyF4Zhrateuja0wjcjISB577LGAWrSPPfYYkZGRmEwmWrduXfkvSEREqp3WrVtjNBoD4sahfDc7CoLp1qUjFrMFzFayXRayCxwYKIk/IiIiUvl8Y8CY2rUxGAwEBQXRq9eFXNm9TZlxnzckhp1FoccdT4qISM1X5Qnzjz76iMcff5zrr7+eTz75hP79+/Pggw+yfv16srKyGDFiBE2aNGHJkiXcc889vPzyyyxZssR//ezZs1m4cCHPPfccixYtwmAwcPvtt+NwlCypqqw2pOYor0Zs6dqxTWLD6NMunthwGxaTkdhwG02DCzAWZZKTk8PkyZNJSUmhsLCQlJQUJk+eTE5ODm63m99++62SX42IiFRHv/32Gx6PJyBurPn9EIcPH2bLz2vw5qVjcDmwFxVRUOyiT7t4zUwTERGpIr4xoLsgC6/bhTPvCDt++Aj7kX1lxn324DocOXw44HrtRSIicnap0pIsXq+Xl19+mb///e/8/e9/B+Cuu+7il19+Yc2aNaxZswar1crEiRMxm800b96c1NRU3njjDYYMGYLD4WDu3LmMGzeO3r17AzB9+nR69erFihUrGDBgAO+///4Zb0NqlvJqlENg7dgmsWEBiYuVK3cC8OCDD7JgwQLGjRvnf6xOnTo88MADvPjii6plJyIiwB+1TUvHjYL4LmAwERoaygVJnfjxp59oENqiTMwRERGRytckNox2kcV8cehnHnrooaPx+3/+x33jvmffXRmwB4mP9iIRETl7VGnCfOfOnezfv5+rr7464Liv3Mntt99OUlISZvMf3ezRowevv/46R44cYf/+/RQUFNCjRw//47Vq1SIxMZG1a9cyYMAA1q1bd8bbiImJOe2/GzlzyqtRDn9eO9ZXizY+Pp5//etfJCcnk5mZSXR0NImJifz+++8B54mIyLmtvLjx+eZ0nMYgYmNjOXI0oR4cHKza5SIiItXEiYz7jM4if63z0hTPRUTOHlVakmX37t0AFBYWMmrUKM4//3yGDh3KN998A0BaWhrx8fEB18TFxQFw4MAB0tLSAKhbt26Zcw4ePFhpbUjNUl6N8r+qHZuYmEhcXByLFy/GYDDQvn17evfuTfv27TEYDCxevJg6deqQmJh4RvsuIiI1Q3lx47q+3alTpw4YDCT/mkxoaChxcXGqXS4iIlJNnMi4r26Qw58P8NFeJCIiZ5cqnWGen1+yKcajjz7K3XffzcMPP8yXX37JnXfeybx587Db7Vit1oBrbDYbAMXFxf5lUOWdk5OTA1ApbVSU1+ulsLCwwtdLxcSFGrmwRSSb9uaQU+QkIthCh4YRxIUa//TvMWzYMKZPn84zzzzDwIEDadiwIXv37mXZsmX88ssvPPDAA6f034OIyLnA6/ViMBz7sWXF26rOcbS8uNHAnM3ir9Zw4EAGl198Ab1aRv1l/BEREYFzK4ZWpRMZ99VtEXXS40kREalaJxNHqzRhbrGULFkaNWoUgwYNAqBNmzYkJyczb948goKC/Btv+vgSkiEhIQQFBQHgcDj83/vO8S2Rqow2KsrpdLJ169YKXy+nprkNKPncg4L0bLam//n5tWrVYujQofznP//hH//4h/94ZGQkQ4cOpVatWvp7ioicgGM/hK6o6h5H/yxu3Hr55SQmRFGQnvqX8UdERMTnXImhVelExn0F6aknPZ4UEZGqd6JxtEoT5r4yJ61atQo43qJFC7799lvq169Penpg1PH9XKdOHVwul/9Yo0aNAs5JSEjwP8eZbqOiLBYLLVq0qPD1Uvlyc3MDatkDmM1mGjRoQJs2baqoVyIiNcf27dtPW1s1IY4qboiIyOlyrsXQqqT4LSJy9jmZOFqlCfPExERCQ0PZuHEjXbt29R/ftm0bjRo14rzzzmPhwoW43W5MJhMAP/74I02bNiUmJobw8HDCwsJYvXq1P9mdm5tLcnIyw4YNAyApKemMt1FRBoPhlGaoy+m1OyOfDalZZBU4iAq10qlxFE1iw/yPr1q1iunTp5OUlMSjjz5K48aNSU1NZfHixUyfPp3x48fTs2fPKnwFIiLV3+laSu5rq7rE0fJiyIHfNyluiIjIaXO2xtDqpiLjvr8aS4qISNU7mThapZt+BgUFcdttt/HKK6/wySefsGfPHl599VV++OEHRowYwZAhQ8jPz2fChAls376dpUuX8tZbbzF69GigZBr9sGHDmDZtGl9//TUpKSk88MADxMfH07dvX4BKaUNqvt0Z+azYkkZGXjEuj5eMvGK+2pLG7oySOvtut5s5c+aQlJTEhAkTSEhIIDg4mISEBCZMmEBSUhJz587F7XZX8SsREZHKVl4MWbH5ILPfel9xQ0REpAapyLjvr8aSIiJS81Rpwhzgzjvv5J577mH69On079+fL774gpkzZ9K9e3diYmJ488032bVrF4MGDWLWrFk88sgj/nrnAPfeey/XXnstTzzxBDfeeCMmk4k5c+b4a9JUVhtSs21IzSpzzFvqeHJyMunp6QwdOhSjMfCfjdFoZOjQoRw6dIjk5OTK6K6IiFQj5cWQ9PR00optihsiIiI1SEXGfX81lhQRkZqnSkuy+IwYMYIRI0aU+1iHDh1YtGjRca81mUyMGzeOcePGHfecymhDarasAke5x7MLnQBkZmYC0Lhx43LP85Xz8Z0nIiLnjvJiSFFRER5zsOKGiIhIDVKRcd9fjSVFRKTmqfIZ5iLVQVRo+bvkRoZYAIiOjgYgNTW13PP27NkTcJ6IiJw7yoshwcHBGF1FihsiIiI1SEXGfX81lhQRkZpHCXMRoFPjKI4t/W84ehxKNqiNi4tj8eLFeDyegPM8Hg+LFy+mTp06JCYmVk6HRUSk2igvhsTFxRFvK1bcEBERqUEqMu77q7GkiIjUPEqYiwBNYsPo0y6e2HAbFpOR2HAbfdrF+3c2N5lMjBo1irVr1zJp0iRSUlIoLCwkJSWFSZMmsXbtWkaOHInJZKriVyIiIpWtvBjSt31d7vz7dYobIiIiNUhFxn1/NZYUEZGax+D1er1V3Ylz0ebNmwFo3759FfdETsaqVat48803ycjI8B+Li4tj1KhR9OzZswp7JiJSM5yu+FdT4qjihoiInC7nWgytSorfIiJnn5OJf5phLnKSDIZjF9yJiIgcn+KGiIhIzaP4LSJy7lLCXOQErVq1ismTJ5OdnY3LFklRTCIF8V3Yb4jn2RdfZdWqVVXdRRERqUZKx43SsrOzmTx5MqtWrWJ3Rj7L1u1l3sodLFu3l90Z+VXTWREREQFOLH4fS/FcROTsYq7qDoicKbsz8tmQmkVWgYOoUCudGkdVuI6c2+1m9uzZADTv0J2oxIuIjIggOyeHX3/9lQMGGy+/+Q7du3dXPVoREQmIGx07duS6666jcePGpKam8v7777N27VpefvMdLru5NgajkewCB1v2ZbNiSxrnNY7iMtU+FRERqXQ7D+UyecF/KIjvQp36dbip/4Wc375FQPx+9dVXA8Z9uzPyWbElzd9GRl4xX21JUx1zEZEaTDPM5azku2nJyCvG5fH6b1oq+kn/5s2bycnJITExkfP730Dt2rUxWyzUrl2biy66iNqxsRzxhPnrIYmIyLmtdNx44oknSEhIIDg4mISEBJ544gnatGnDEU8Yh9LTyS5wsDM9n8JiNx6Pl+QDuacUs0REROTk7c7I551vNlHgNhEbF0+3i/qwsyCYQ/nugPidnZ0dMO7bkJpVpi3vcY6LiEjNoIS5nJVO903Lli1bALjpppvILnQGPGYwGGjfvj0ec7D/PBERObeVjhtGY+DtltFo5KabbsJjCSY9PZ20nKKAx+1OtwbaIiIilWxDahbp6ekAtG/XDoPBEBCPffEbCBj3ZRU4ym3v2HGjiIjUHCrJImel033T4vV6/d9HhlhI3rGXoqIigoODiY2NBcDoKgo4T0REzl2l44Hb7SY5OZnMzEyio6NJTEwEwOgsAi/YHe6Aa4MsJUu8NdAWERGpPFkFjpJZVkd5PR4yMjLYt8dOc1u2P35DYJyPCrWSkVdcpr3IEMsZ7a+IiJw5SpjLWel037R06NCB999/n9dee41ct5WD3hg4umt6SEgIZpMJS/4BOnS46ZT6LSIiZ4fScaO4uJiMjAz/Y7GxsdhsNiz5+dSJr0OW20Rh8dGkuQHiI4IADbRFREQqU1SolTp14vg1+VfW/fwzLpeLwsJCjI58fvkg2R+/oSTO+3RqHMVXW9JK59oxHD0uIiI1kxLmclY6nTctuzPy2emIwtGgB78X5RJjzGfE1d0wxTRly7ZdbPllNcXp26llctCuXbvT9hpERKTmateuHcHBwezbt4/IyEjuuusuunXrxpo1a5j3/nL2FIVhjmtIfJ04gouc7EovwGYxER8RRGSoVQNtERGRStapcRQZuXbMZjO5ubkEBQXRLSmJGy9pz8Htm/+I3w3PZ6cjioiMfJrEhtEkNow+7eLZkJpFdqGTyBALnRpHacNPEZEaTAlzOSudrpsW3+ahXo8Ho9mC0xpGprEW777zDubibABsNhve4mKskZGn/4WIiEiNZbVaKSoqorCwkFdeeYVXXnkFly0SV2wbPG43RrMFj8dLRLCVG3vWJiO3WANtERGRKtIkNozL2tbh48XFuDzgKcxm45fv8OvH2WXid0auna+2pNGnXbw/aa64LSJy9tCmn3LWahIbxsCuDbn1omYM7NqwQjcwvg1eMjIyKC4upmOHjtiCgnCG1fOfExERwS233EJ2djbJycmnrf8iIlJzJScnk5OTw/Dhw4mIiPAfd4bVIygoiA4dOmC328nIyMALZOQWn3LMEhERkVNTkJ4K+35m7BVtqec56J8kdbz4rQ26RUTOTpphLvInfJuHFhUVAdCqVUvatEkg88hhzq/T3795W3FxMQsWLCAzM7MquysiItWELx5cddVVDB482L/p54+HLETH1MbldrNp0yZ/fNEGnyIiIlVP8VtEREAJc5E/5ds8NDg4GIDsnBxq165NQrOG9O7a0H/enj17AIiOjq6SfoqISPXiiwepqakkJCTQvn17ALLW7SUjr5icowNyX3zRBp8iIiJVT/FbRERAJVlE/lSnxlEYgNjYWEJDQ0n+NRm83oCN2DweD4sXL6ZOnTokJiZWXWdFRKTaSExMJC4ujsWLF+PxePzHOzWOAq+X5F+TCQ0NJTY2Vht8ioiIVBOK3yIiAkqYi/wp3+ahcRHBJHXpTFrqNrZ/vwz7kX0UFhaSkpLCpEmTWLt2LSNHjsRkMlV1l0VEpBowmUyMGjWKtWvXMmnSJFJSUigsLMR+ZB/bv19GWuo2krp0Ji4i2L9hmIiIiFQtxW8REQEweL1eb1V34ly0efNmAP8SL6kZVq1axZw5c0hPT/cfq1OnDiNHjqRnz55V2DMRkZrhdMW/mhJHFTdEROR0OddiaFVS/BYROfucTPxTDXORk9CzZ0+6d+/u3/zFt+mnZpaLiEh5FDdERERqHsVvEZFzmxLmIifJZDJpNoaIiJwwxQ0REZGaR/FbROTcVeU1zPfv30/r1q3LfC1evBiArVu3MmzYMDp16sTFF1/MnDlzAq73eDzMmDGDXr160bFjR0aOHElqamrAOZXRhpw73G43mzdvZuXKlWzevBm3213VXRIRkWpMcUNERKTmUfwWETl3VfkM899++w2bzcZXX32FwWDwHw8PDycrK4sRI0bQp08fnn76aTZs2MDTTz9NZGQkQ4YMAWD27NksXLiQyZMnU6dOHaZOncrtt9/OJ598gtVqrbQ25NxQXi27uLg4Ro0apVp2IiJShuKGiIhIzaP4LSJybqvyhPm2bdto2rQpcXFxZR576623sFqtTJw4EbPZTPPmzUlNTeWNN95gyJAhOBwO5s6dy7hx4+jduzcA06dPp1evXqxYsYIBAwbw/vvvn/E2pPrbnZHPhtQssgocRIVa6dQ46qR3NF+1ahVTpkwhKSmJcePG0bhxY1JTU1m8eDFTpkxh/PjxunkSERG/Y+OGISyW/27YyaqfN/LUGx9zZ76bQZf3qupuioiISCknM+47HeNMERGpfqq8JMtvv/1GixYtyn1s3bp1JCUlYTb/kdfv0aMHu3bt4siRI6SkpFBQUECPHj38j9eqVYvExETWrl1baW1I9bY7I58VW9LIyCvG5fGSkVfMV1vS2J2Rf8JtuN1u5syZQ1JSEhMmTCAhIYHg4GASEhKYMGECSUlJzJ07V8v0REQEKBs3gmIa8L/fszCFRnFhr97EN27FvM/XsvNQblV3VURERI46mXHf6RhniohI9VTlCfNt27Zx5MgRbrrpJnr27MmNN97Id999B0BaWhrx8fEB5/tmoh84cIC0tDQA6tatW+acgwcPVlobUr1tSM0qc8x7nOPHk5ycTHp6OkOHDsVoDPxnYzQaGTp0KIcOHSI5OflUuysiImeBY+NG6ZhjMBhIbJtIfkEBn/+kuCEiIlJdnMy473SMM0VEpHqq0pIsDoeD3bt3ExwczCOPPEJISAgff/wxt99+O/PmzcNut2O1WgOusdlsABQXF1NUVARQ7jk5OTkAldJGRXm9XgoLCyt8vZyY9OwCXB5vmeMZOa4T/v37PliJi4sr95rY2Fj/ec2bNz+F3oqInN28Xm/AniWn2lZ1jaPHxo1jY1FoSAgAB4/kVtvXICIi1cu5EkOr0smM+9INllMeZ4qISOU5mThapQlzq9XK2rVrMZvN/oR0u3bt2LFjB3PmzCEoKAiHwxFwjS9BHRISQlBQEFCSePd97zsnODgYoFLaqCin08nWrVsrfL2cGHuuneyisqVSIoNNbN1acEJt+D48+d///kf9+vVJTU0lPz+fsLAwGjduzP79+/3n6W8qIvLnjv0QuqKqcxw9Nm7s23mAIwVOrFYrkRER5OblAWB0FVXb1yAiItXPuRBDq9LJjPvsxpBTHmeKiEjlOtE4ekoJ85UrV7Jq1SrS09N58MEH2bp1K23btqV+/fon3EZ5CedWrVrx/fffEx8fH7ArNeD/uU6dOrhcLv+xRo0aBZyTkJAAUCltVJTFYjlu/XY5fULjCvnv1gxKf/ZvAC5pE0ujmBP7wKN169Z89tln/Pe//yUvL4+MjAz/Y7GxsYSHhxMXF8eVV15ZZumeiIj8Yfv27aetreocR4+NGwdznRRHtQSDgZCQEGw2G6EhIdxwxfnaHExERE7IuRJDq9LJjPv2ZdlPeZwpIiKV52TiaIUS5kVFRdx1112sWrWKsLAwCgoKuO2223jvvfdITk7m7bffpmXLln/ZTkpKCjfeeCNvvPEGXbt29R/fsmULLVq0oE2bNixcuBC3243JZALgxx9/pGnTpsTExBAeHk5YWBirV6/2J7tzc3NJTk5m2LBhACQlJZ3xNirKcHTQLGdWwtGVBBtSs8gudBIZYqnQ7uW9evVi6dKlREZGcvfdd5OUlMTatWt5++232blzJ5dcdR1fpWiHdBGRP3O6lpL72qrOcbR03Lj55mFkB9Vj7bYD7Nu7h8IjB7gqqRmJjeOqupsiIlJDnEsx9EzYnZHPhtS/Hq/91bhv8ODBhIWFkRAWdlrGmSIiUjlOJo5WKGH+4osv8uuvvzJ//ny6du1Ku3btAHj++ecZNWoUL7/8MrNmzfrLdlq1akXLli15+umneeqpp4iKiuL9999nw4YNfPDBB9SuXZs333yTCRMmcNttt7Fp0ybeeustnn76aaBkGv2wYcOYNm0a0dHR1K9fn6lTpxIfH0/fvn0BGDJkyBlvQ6q/JrFhp3Tj4na7+f7772nRogXZ2dkB/33HxsZSv1VH/puSQViLIgxGo3+H9D7t4nXDJCJyDiodNw7lu5n7+Rr/YyEhIQTFxLB+/S+43Tf5P4wXERGRM2N3Rj4rtqT5fz7eeO2vxn0tWrTghx9+YPjw4ZhMplMeZ4qISPVUodoRn3/+OQ8++CA9evQIyM7HxsYyduxYfv755xN7cqOR1157jfbt23P//fczaNAgNm7cyLx582jdujUxMTG8+eab7Nq1i0GDBjFr1iweeeQRBg0a5G/j3nvv5dprr+WJJ57gxhtvxGQyMWfOHH9NmspqQ85uvt3Se/bsWabkisFgoHbLLhQUFAQs2dMO6SIi567ScaMoOLB8m8FgoEHDhhy0W0lOTq6iHoqIiJw7yhuXlTde+6tx3/nnn8+hQ4cUv0VEznIVmmGem5t73DrlERERJ7UjdHR0NP/85z+P+3iHDh1YtGjRcR83mUyMGzeOcePGVWkbcnbLzMwE4N///jfdunVj3LhxNG7cmNTUVBYvXsx/f94IBhNFRUUB12UXOstt70SXA4qISM1UOm5Edf0b3RLbERkRQXZODsm/JrPh1214ajXmg1/S2VG8V3FARETkDMoqcJR7/Njx2vHGfT9u3s57n//AayuSMcYkkrL3MO3bn/Fui4hIFanQDPOWLVuyfPnych/75ptvTqh+uUhNEhERAUBiYiLjxo3jt99+46233uK3335j3Lhx1K8dCYAtKCjgusgQS5m2fMsBM/KKcXm8/uWAuzPyz/jrEBGRylE6blxzxWUcOXyEDRs3cuTwEdp2TsIa0xAMRsxWm+KAiIjIGRYVai33+LHjtfLGfS/PeZfPft7DeT0vpnZsHTzWMH7LsShui4icxSo0w3zs2LHcfffdZGdnc8kll2AwGFi7di1Lly5l4cKFvPDCC6e7nyJVyld66NChQ1x//fV4PB7/Y3PnziUkthEYYim9fYAB6NQ4qkxbf7YcULMLRUTODqXjxrwXJ1IU0RyOHnP9theTNQSjI88fNxQHREREzpxOjaP4aksa3lLHyhuvlTfuK4pJxGM9wPoN6wkqNUFKcVtE5OxVoYR5nz59mDp1Ki+88AIrV64EYMqUKcTExDBx4kSuvPLK09pJkaqWnZ0NwJEjRzCbzQwePJi+ffuyYsUKli1bRv6h3dhs2Vi9F5Bvd5FT6CAixOJPjpe+kTp2OWB2gYO0HDubXCVJeC3LFxGpOY5XYqt03LCazfTt1oyoZp34eXMKG3cfxl2YDdZwtqYVkuXJJT4iCIupQgv/RERE5C80iQ2jT7t4NqRmkV3oJDLEEjDu8sXz9b8epigmkUP5BwgyGrnkqqHsNDdjX9phjqQfpMCeixGw2+3HLb8pIiI1X4US5gBXX301V199NTt37iQ7O5tatWrRrFmzMhtjiJwNatWqBUBQUBBhYWF88MEHfPDBB0DJZrd5eXnY7dm0b1CLfW4zYUEl/7TK2309KtRKRl4xUJIs35lespQvxGY67m7tIiJS/fhKbPmUfg8/Nm58/fEioGQvlFrNepMTVBuPx4PRZKKw2MXOjHyij7NcXERERE5dk9iwcsdYpeO52WLFYw3DHdsGE3l8vHYXzuB8vCYrFmsIHpMVT8FhbDZbueU3RUTk7FDhhPnHH3/M6tWrmTRpEgDr1q1jyJAh3HnnnfTt2/e0dVCkOti9ezcA8fHxvPjii6SkpJCZmUl0dDQJCQk88MADpKam8tO2gzRoHris79hl9qWXA6bl2P3nxUcEl3u+iIhUT39WYsu7dzdQftz4Kd3Goq/XYrcXY7cXExYWXnKhoUxzIiIicoaVjufZ2TkAhIWHk5jUH5u7gMO5hRwpNhMSEsz2HTtwOMPJzskut/ymiIicHSo0HXzp0qU88sgjFBUV+Y/FxMTQoEED7rvvPlasWHHaOihSHRw6dAgoSZxPnjyZPXv24HA42LNnD5MnTyY1NRWA9KyCcq8vvVzPtxwwNtyGw+UhxGaiWVwYkaVmFmp5n4hI9XdsiS2f7ELnn8aN7777H66sAxjcDpxOhz8OmLRKT0REpNKVjuf5BSWrf7Ozs/l5y2/k5OQSZPRQy2hn/57d2IuKwOsh1p2uCU4iImexCs0wnzt3LrfddhsPP/yw/1jTpk2ZOXMmU6dOZfbs2ZplLmeVunXrAtC5c2d+/vln1q5d63/MaDTSqVMnNmzYQHx0eLnXH7tcr/RyQF95lj87X0REqp/SJbZKiwyxYPiTuGGv3ZZ6DZuTlpZGi+iGtK4X4b9OREREKlfpeB4eVjKei4+PZ/+RNNYd3OY/z2Aw0KhOHdL3pNKmYc8q6auIiFSOCiXM9+7dy4UXXljuYxdeeCHvvPPOKXVKpLrp168fc+bMYf369Zx33nk0aNCA4uJibDYb+/bt45dffsFoNHJTvwtY+duRMruvx9aysWzd3jKbwp3obu0iIlL9/Nl7eL0Ox48bKfuOsP7AQQxGI7H1G5FyIAe708N5jaPYnZGvGWsiIiJn0LEbdsfWsnE4rxgv0KJlC35Z/wtpBw+SWC8carXC5XJjNpnJzcvl4IEDBBem0a9fv6p+GSIicgZVKGEeFxfHpk2b6NGjR5nHkpOTiYpSsk/OLiaTiaCgIIqKili/fj2//PKL/zGDoaTobFBQEM3q1MJisQTsvh5by0by/lz/+cdu7Plnu7WLiEj19Wfv4W63+0/jhs0agSeuDXuOFBFkNdOkdige0MbPIiIiZ1B5G3YfziumTf1aZOQWk5lfTBAOvFm72X8oB6c1AmdYPTzmYExuO7a8/YSZHJhMpip8FSIicqZVKGE+cOBAXn31VUJDQ+nTpw/R0dFkZmby1VdfMWvWLIYPH366+ylSpZKTk/01+71eLy5bZMmNkyUYo7MIS/4BCguzSU5Opn379gGJjmXr9pZpr/TGnsfbrV1ERKq/472HHxs3SvP9bDeGkl9QQJC11h+PoY2fRUREzoTdGfnM/99OMnLtBFlNxEcEExlqxQtk5BYzsGtDNm/ezIcHNwAlMdlcnI25ODugnULwj/tEROTsVKGE+ejRo9mxYwfPPvsszz33nP+41+vlyiuv5J577jltHRSpDg4fPgyUrK44kOOgOLqV/zGPNQxzg0649m3wn1fan20KJyIiZ6fScSM9PT3gMZctEnPDzngMoTgcDgqL3exMz/dvAK34ICIicnr5ZpZn5BXj8XLc2Ptn8bv08fLGfSIicvaoUMLcbDbz4osvMnbsWNatW0dOTg7h4eF06dKFhISE091HkSqXm1tSUuVAjoPC+K64raEY3C4MbgeYrWQZzZjiu7IrPY9Ljrn2zzaFExGRs8/ujHw++62AnGb9yPGCOT4DW9Z2/ww1V3h9igsKMASH4HJ5/Nel5RQRGWpVfBARETnNNqRmARBkMVFY7PIfPzb2+sZ96enpGAyGgFViBoPBn0TPzc0ttxZ6Rm5xmX2rRESk5qlQwtynZcuWtGzZ8nT1RaTaCgkJwWWLpDi6FaEx8YSFReDyGsh3esGRT2FeLh5LKL/nB5XZsM23KVxWgYO0nCLsDjfBVjOJSQ2q8BWJiMiZsDsjnznf7iA5y4IruDZ4PQRFxdG8UxI9G5iJMDt5b81+Dhw8hNGRh8lk9F9rd3q08bOIiMgZ4Fv1Gx8RxM6MfHw7dh8be0NCQvzXdO7cmW7dumG1WnE4HKxZs8a/J0kBwQG10H9Py+Ojn/cRbDVhAIKsJrYfyuPabo2UNBcRqYFOOGE+fPhwnnrqKZo3b/6XNcoNBgNvvfXWKXdOpLr4/fffcYbVA6AgN4fcvAI8lhC8BhNGSm6yDB4XR44cKVN7tklsGG3q12Lp2n3YnR6CrGbqRASxdX8u9aNCdAMlInIW+XpLGikHcilyOPFiAIOJfAds2H6QlLXbCD6SjLNOBzAGYXTbsTqzCbHFYne6iQ23acNPERGRM8C36jcy1EozwkjLsZcbe3///Xf/NVu2bAnYtNtqtfq/X/P7Idp2aeb/eVdGPlkFDvLtBmqHB1FY7GbHoXy+/jWNURe3qIRXKCIip9MJJ8xLL0U6dvOqPztXpKY5dmldp8ZRZGZm4rEEA2Cw52AIjgZDyaxADwbMeDE68igqKr/2bEZuMQn1agUc08ZuIiJnn98O5uLyePB4/ii14vV68VhCcAVFURSTiMsSjscagdGRj7e4gIR6tTCAkuUiIiJniG/VrxdKSrCEWsuNvXuOFFIUk4jHEkyRswhL/gF/STWH44+9qY7dp+rw0RKcLk9gLuS3g7ln5PWIiMiZdcIJ8wULFvi/nzhxIs2bNz8jHRKpSr7NYHwy8or5aksaTmsERuc+PNYwjG47FGXiMQWByYLB7cRUlInRbcditpRbe3Znej77s4qwO90EWUzERwRpYzcRkbPM7ox8DmYXUVjswo2p5INVb0ni3Gsw4rZFYvQ4Mbqd4MjHYw0Dk43YcJvqnIqIiJxBTWLD6NMung2pWWQXOokMsZSJvbsz8kk31sFjLcJjCsIZEk9xVEssefuxZf+xFwlAmNVQ7vOYjcceL/88ERGp3ox/fUpZo0aNYtmyZae5KyKVY3dGPsvW7WXeyh0sW7eX3Rn5/sd8m8GU5gW8kY2w5B8ArxePKQiPNRyDx4XB48FkP1KSRAciIyPK1J7dnZHP/qxCCotdeDxeCotd7MzIJ7vAoY3dRETOEr4PXMODLVhMRgxGI16jFa/JhtccjNccjMccXPJhK2B02zEXHaZpXBgDuzZUslxEROQMKr2KuLxkOZSMBSMiI/CYgnAFx+A1WfEajLhC61Ac1RJ30B/jvA4NI/2p8OwCB14g3+7C6fZid7pLHjBA6/jwynmBIiJyWlUoYe5yuYiK0oZUUvP4EhoZecW4PF7/DHJf0vzYpXU+2YUOzMXZmAsOYQiJpFZUbeIiQ4kP9WKyBuMxWjA68mloySn3xis+IjiwQS8cyrFrYzcRkbOE7wPXprFhxNYKwoQHDAYwmjHgwWo2YguPJqhOc0xBfwyeswvLjzsiIiJyevzVGNAnq8CBw+HAbS2J0yaTiYhatYisHUfDRo0wxDTxn2tz5dKnXTxGYPfhAmLDbMRF2LCYjCWriA3QPDaMy9rFV+IrFRGR0+WES7KUdt999/Hcc89x+PBhWrZsSe3atcucU69evVPunMjpdrwZ5L5a4r7NYI6Vd+QQAB5rGIa8NArz0ig8+pgBMDnyCT6SzJE9ZWeMZxU4SjaXiQsjLaeoZONPi5H60cGaUSgicpbwfeAaGWolsX4Ee/cfAI8JAKMjF5fJitNgwu51YzYEYSYP+CO+iIiIyJnxV2NAn6hQK5mZmXhNJWkSt9tNTm4uRreD/KIM8BgJPXru9u3buTU2jJijZdWgZKa5b7wXG27j2u6NNN4TEamhKpQwnzhxIm63mwkTJmAwlF+Ta+vWrafUMZEz4fgzyEtqiZfeDMbHANSx2jkM/o0/S/OYgnDVisFjCeaQNZ7dGfllbrx8O7JHhv6xs3psuO10vCQREakGSn/gGhlqxWZ0U+hxg9eDweMCwGsOBoMRr7Hk9stjsuEyBzNv5Q7/JtMaWIuIiJxefzYGLF2qxePx4jUHYXAX4jWVjNsMeDE6Sj7kNrqK/NcGBQWVabv0eM9iMiqmi4jUYBVKmD/77LPHTZSLVGfHm0HuqyVeejOYXRn55BQ6qRVswVqnJS7bRozOopJN2o7y1bczuh1gMBEeU5+vtqQF7LZ+vCS8yrGIiJw9jn2vjwwLJasoD4O7ZCBt8Lgwuorwmqx4zEE4QuMBI6GRcQHLw0vHDxERETl1xxsDuj0eVmxJCzgWGRXFgfQsPLaIktJqjoKSB7xerAUH/ee1adPmT9vWXlUiIjVbhWqYDx48mEGDBv3pV0Xs2rWLzp07s3TpUv+xrVu3MmzYMDp16sTFF1/MnDlzAq7xeDzMmDGDXr160bFjR0aOHElqamrAOZXRhtQMnRpHldmn/NjkdZPYMDo1jiIsyEL96BDCgy2YQqMojmqJ0ZEP3j9S325reMCsg4jICP/yvtLttalfi/2ZhWzak83+zELa1K+lhIiIyFnE94GrEfg9LQ+TNQijyw6lPi41eL0Y3cVY8g9i9LjBYCCfELKPzk47Nn6IiIjIqSs9BswucJByIJcNqVmk7M/1x2Cf8LBwMNuw5O3DZM/GgBePNQxzwSFM9j9idOPGjcu07aPJUSIiNd9JJcy3bdvGxIkTueOOO3juuefYvn37aeuI0+nk4YcfprCw0H8sKyuLESNG0KRJE5YsWcI999zDyy+/zJIlS/znzJ49m4ULF/Lcc8+xaNEiDAYDt99+Ow6Ho1LbkJrBl9CIDS/ZkCU23FbubL5jExYZGRlgMOCxhmHL+r0kce5xY8CDqSgTo9v+x3n8UeIFSjaZSd6fS/3oEDo0iqR+dAhb9+eW2WRGRERqPg/QMj6cWp5szIUZGN1ODB43Rpcdg7MQc0E6RrfdXx+1oLCQtJw/lniXjh8iIiJy6kp/qL37cAHgpUntUAodLnZm5Ackzfdk5OI1mjG67ZiLMrAUHMRcdDhglTFAcnJyQNt/Nb4UEZGa5YRLsvzyyy/8/e9/x+12ExUVxffff8/ChQuZNm0aV1555Sl3ZObMmYSGhgYce//997FarUycOBGz2Uzz5s1JTU3ljTfeYMiQITgcDubOncu4cePo3bs3ANOnT6dXr16sWLGCAQMGVEobUrM0iQ0rcwNTunZdVKiVnen5uD1e0nLs2J1u9uSCM7QehHgAsOQfwFycTVFMYsDNU2FByQc+pZfgnegmMyIiUrNtSM3yb/iVmguu4GjwgtHrwJqbiis4CqPbiccUhMcUjNdkIa/YS3bBH0lyLeEWERE5/ZrEhoEBgixG7A43aTlF/oXDaTl2f+3x7CIPLlskbls4BrcLU9ERzI4cPObAvax8E6V8bWtcJyJydjnhGeavvPIKzZs3Z8WKFfzwww/88MMPJCUlMXXq1FPuxNq1a1m0aBH/93//F3B83bp1JCUlYTb/kdfv0aMHu3bt4siRI6SkpFBQUECPHj38j9eqVYvExETWrl1baW1IzbY7I58VW9LIyCv215HdfiiP5P05FBa7KCx2UUQQblstvAYjHmsYxVEtcdkiseQfCCjREhwcXGYJ3l9tNCoiImeHXRn57EzPp7DYjddoxW2thcdWC485BI81DI81Apc1AldwDHjdgAGMJnKLnGQXOLSEW0RE5AzZnZHPL7uzKCx24/FCYbGbIqcb+9EvgD2HC7BjBYMBL0Y8JiuusHhc1oiADT8BoqOjq+JliIhIJTnhGeabN2/mn//8J/Xr1wcgKiqKcePGMWTIENLT04mLi6tQB3Jzc3nkkUd44oknqFu3bsBjaWlptGrVKuCY73kOHDhAWlrJBh3HXhcXF8fBgwcrrY2YmJiTeMVSWY6dNd6pcVS5n/wfr15svt0FQFq2HbsbPEYLBuPRfzIGA86wegQfSYas33GG1cNjDsaRd7jMEjxtBCMicm7IKfVBaOHRwbcX8BpL3u+NjnycYXUxuB0YPC5wFeFxW7CZjWxMzSIy1Mq2g7m0rleLy9pqObeIiMjpsiE1iyCLicJil/9YkMWEwYC/nMqBrCIs3mIcXo//HC8G3MHRWNJKJtO5bJE4w+rxZaqR1CWbqBVsoVlc2HHHmiIiUjOdcMI8Pz+f2rVrBxxr0qQJXq+XrKysCifMJ06cSKdOnbj66qvLPGa327FarQHHbDYbAMXFxRQVlXzKW945OTk5ldZGRXm93oCa7XL67DlSyIc/H+BQrh2700OQxUjK/iwGnlePRjEhAeemZxfg8ngDjnk8HiwmyMy3U+Bw4vYawGDEawnFYwrC6LbjCooqKcliCcboLMKWvYOY2nbiQo0UFhay50ghm/bmsPtwIQez7cTVshFxNEluABLqROrvLyLnHK/Xi8Fw7PZYFW+rOr2PhlgMFBY7yS92Uew14zWbwOvF6/XgskbgNVlLlnSbggAwuouxufMxGmuTW+gixGbE4XKxZnsGGTmF5cYsERE5d53NMfRM23Ygm/yiYvZn2XF5PJiMBoIsJmoFW7ihW0m8XbM9A5OnGKPLgddkxWswYvB6wOvFGVaPotrt8NgiwO0gy23jQFYBB7MMHM4tYmVyGnUjg2hSO4QODSMUv0VEqqGTiaMnnDD3eDwYjYEVXHxJY5fLVd4lf2nZsmWsW7eO5cuXl/t4UFCQf+NNH1+COiQkhKCgkgGnw+Hwf+87Jzg4uNLaqCin08nWrVsrfL0c32e/FfBbxh8z/fKBw9l5OAuy6d86sFa+PddOdpE74Jir2EV+oRun24vZ4MXpPTpT0GTGFRSN2Z6J2xqO0VPyHL4yLQdycti6dStpeS5+3v/HhykWt4cdB/KJDTFSt5aZ5tFmCtIL2Zp+hn4BIiLV2LEfQldUdYujxfmFFBUVU+Tw4PH6bsS8eIxmXGF1we0AgxG8LgwAXjcFnmDILsRsMlBY8Ecs2u4o4j/uPC5oHFTeU4mIyDnqbI2hZ1JanottewvILfbgcLhxeUo26fa6XYQY3ezYsYOCdDNmdxFOpwuDp+QLwGs0g8GExxqG23b0w29bJMUuL4UFhTjcXg4c8RIRZCQvPw97npmU3QfoUs9KfPgJp1tERKSSnGgcrdJ38CVLlnDkyBEuvvjigONPPfUUc+bMoV69eqSnB2YUfT/XqVPHn6hPT0+nUaNGAeckJCQAEB8ff8bbqCiLxUKLFi0qfL0c37vJvxISWrbkSbbHTGhcYzbtzSG70ElkiIV2LW38djCP0nPMrWFODu/IxGLyYnR7KSo++oGJx43XEoLH48DkyAts3GAg1xRJmzZt2LHhILVj//iQpTbQBKgdZuWqToHlf0REziXbt28/bW1Vtzi6NjOVqMJsinOKwVtckhzHCEYzXrcDLMEYnIUls9YATFY8BiNug4m48CBslj8mJpgMBoIjImnTptHxnk5ERM4xZ3MMPZN2bDhI8/rB/Lw7m6CgPz6ctpqMJDaKosAaSps2dRlozWTL73sCLzZaMRWWjP29ppL0iddoxG0wEBIaQlG+A5PZS0ioDafLQ6bbgt3pwXHIwrDmjTTTXESkGjmZOHpSCfOMjAwOHDjg/9ntLgk2hw8fDjgOUK9evb9sb9q0adjt9oBjl19+Offeey/9+/fn008/ZeHChbjdbkwmEwA//vgjTZs2JSYmhvDwcMLCwli9erU/2Z2bm0tycjLDhg0DICkp6Yy3UVEGg+GUZqjL8ZlMJkxGb5njxS74bns2AAaTmdTMYtbsyiEsqOSfQkSIhaaxYfRvHMXerGLSc+y4jB5MbgdujwfwgseFsTgXo6fsZp52Uzj/ST7Cd79nYjUbiY8IJjLUSnaBg7ScIrYezMdqPX49dRGRs93pWkrua6s6xVGb1UqdyBB2pBfgNRgp2dTTCF4TXi8YvG6M7mK8XjdekxUwYnQ7CbOZCbEFfsgbYjMRGxFarV6fiIhUrbM5hp5JBU6oHRFCREghuUVOXB4PZqORWsEWakeEUOgq+V1c2j6E6Xm7cIQ0xmMOxugqwmjPxOwoKdVqcLvwmqwYvB68mHG6Id/uxouX9NySsWGQ1UKxy8u2QwXM/HoX5zWO4rJ22pdERKQ6OJk4elIJ87vvvrvc42PGjClz7ESWdx1vdnZMTAz169dnyJAhvPnmm0yYMIHbbruNTZs28dZbb/H0008DJdPohw0bxrRp04iOjqZ+/fpMnTqV+Ph4+vbtC1ApbUj107puLdbtziRg2rihZGMXn+wCBzvT84GS0xLq1cIA/mT2eY2j/G3kH3ZQ5CjCgBdL7j6MrkJcwbVxW8PxmswY3C4MbgfW0Cgy8oqxmks2lNmZnk9sLRsZuUdL+NjMZOQV89WWtIDNQU90g1IREam+okKtrN1ZXBJ6DKXK2BkAkwWvx4DHZMPoLi5Z7u12EBViIjKkMYfzi3G5SwbwYUFmmtcp2UBMRERETk1UqJWMvGIiQ61YzX/E5xCbiewCB+m5dh559xcKHW7sUS0xZ+3H6C6Z2OcKru3fw8rkyMMVHI3B7cBotZFV4MCLF6vJSGGxC6vZSE6hg0KHG4vJiMfjJflALl4IGPuJiEj1d8IJ88mTJ5/JfpQrJiaGN998k0mTJjFo0CBiY2N55JFHGDRokP+ce++9F5fLxRNPPIHdbicpKYk5c+b4a9JUVhtSvVzWLp6sAgcHc+zYnW6CLCbqRgRhNBqOzva2s/dIAV4vhAWZMRpLPmXyUrKDepPYsIA2TAYwuh0YHbnYsrfjttbCHd0KL0evM1nx2CKwGEpmFoRYTew5UoDL7WFfZiG1w20EWU3ERwT5n+frLWnEhNvYlZHPvswi4iOCiDx6M3dsQl1ERKqvH7als2JzGvsyC9mVnl9mI2kAjs5m8FpC8QAYTRgNJuwmG1GhVoIsJg7nl3y4Gmw1cX7L2ooBIiIip0GnxlF8sGYPhQ4naTl2zEYDFpOR3ELYmJoNcHTFsReHKQR3aBzmgnSMbjtGRz4eaxjGIjtGtx1zUSYeaxi2IBuhNjNhNjPFbg8YXJiNRrIKHNgsJv8KZrvTHTDGFBGRmsHg9XrLGdXJmbZ582YA2rdvX8U9OXv5Zm37apV3ahzF11vSWLcrE7vTzf6sQjweL0ajkfpRwfRsFQuAxWTk1ouaBbTxxlvvUlRk5+gubbhtUSXJcpMVr9GMwePCbQnChpt+F5/PzvR87E43+XYX2YUOIkOtJNStRaPaJRuOZhc42H24gE6No0g5kENhsRsM0Cw2jMjQkg9qYsNtDOzasCp+dSIiZ8zpin/VJY7+sC2dN/+7g3y7C5fHw5H8Ytxu79GydX9s/AleDG4nXq8HAx6MjnyMLjtmWzAJbdpQO8xGocOF3eEmyGoisX4Eoy4+N2rLiojIiTnbYmhl2Z2Rz+LVe0jLsZNd4CC3yEm+3Ynb68Xt8eLxeHF7vXi94HQUY3DZsRQdwVyUAYDHaMFsz/KXabHkH8BYtx0DBw8BSsZ2a3ccIafIid3pJirU6v8wPMRmJqFerYAxpoiIVI2TiX+ntOnnypUrWbVqFRkZGTzwwANs3bqVtm3bUr9+/VNpVuS0aBIbRpPYMH/S+7/Jh0g5mOtfJoe3JIXhdJUkz3/6/TA2i5EQq5l5K3f4S6MM7NqQf8/YSVFQA3/bHmsoXgyYizL9y/W8xOK22EjLKfk5yGIiyGLCai6pj1fo+GODmbQcO0FHN3ez+457S477EubZhc5K+C2JiMipWLZ2H1kFf+xpYTIYcHq9lCTLj52T4MHodmBw2zG67HhNZpzGIHIKHRzOLaZ2uA2AwmI363dnsTsjX7PRRERETtGG1CwiQ63+cdb63Znk250UOz14vCUJcy9QEr5NeE02POYg//VmexbBR5ID2vQ4CgJ+NpsMeL1ejAYodLhwuT3E1gqiWVxJHI8MCdyrREREqrcKJcyLioq46667WLVqFWFhYRQUFDBq1Cjee+89kpOTefvtt2nZsuXp7qvISdudkc+KLWn+nwuLXRQ53YAXm8VYMrMb8Hi8HDm6FD4q1MrhvGJcHq+/NIojJJ6SNfQlfBu+uK3hGItKEuQmRx5Gswm70310drkTl8dLVIgVu9PtL/sCJUvzmhydbR5kNfn7YXf+kVTXTZWISPW3N/OPAbPLXRIojAbwv5sbDCUjcI8br9cLJisYTXgMRrwmK15TEAcyiwi2mvwJcwCbxaTl2yIiIqdB6Q+2swscHMwuwun24vF6cbm9/o+3Db7/NRjxmI4mzL1eLPkHyrQZbE/3fzS+Kz2fQocb69HJUnanG8fR4p2RoVb/PlkiIlJzGP/6lLJefPFFfv31V+bPn89PP/2Er6rL888/T506dXj55ZdPaydFKmpDalbAz0FWE3jBYjLRIDqU8GALFpMRo9GAw+XxL53zzRLPKnAw/387yQ9rjCs41n/jZHTkYcCL1/jHZ05GVxGhWSmEWE1kFzoAA5EhVmxHNxoNsZiwmIzEhts4r0mUf4ZDfETwH/07eq5uqkREagaL6Y9bKYfraMLcaAA84PGAt+TL4LZjchaAAbwGIx5zMF6DCYPXjdvrpejoh60AGCA+IkgrjURERE6DqKPjLoC0nCLMRiO+5cal14KVfO8BrxsMBoyOfGxZv2Muzi7TpsmeRZ928cSG20jLKaLY6cEABFvNxNUKIiLYTKHTTWy4TXtTiYjUQBVKmH/++ec8+OCD9OjRA4Phj1mzsbGxjB07lp9//vm0dVDkVJSeTQAQYjVjd3rIKnRwOK8Yt8dDiM1M/agQwoLM/oS13ekmu8DBzvR8MvKKMeLBY7LiDo7+Y5f0osyS5IfH7b+ZinAcIqFuLeIjg0s2+jzaXpDVREK9Wtx6UTMGdm3IZW3j/ZVtI0OtNIsLI9RmpkF0iG6qRERqkNIfbro8Hv+Gn0Z3MUZ3IQaXHYOzAFNxLkZnIQZnARhK3X4ZwGgw4PZ4OZRjx1BqPwutNBIRETl1nRpH+cdedoebsCAzXgxYzEZKLQI+ul1VyT4j5qIjBB9JLjdZDmCxWGgSG0anxlGYTUZsFiMmowGn20Ohw01YkIVGMSEM7NpQ4zoRkRqoQiVZcnNzj1unPCIigsLCwlPqlMjpEhVqJSOvpNRKdkFJkjwqzEJWvuNoYgPCg0pqjQdbTP4ZBl6vlw2pWRQ6XIRYzQSZjTgcXrwY8Bwtw2J0FWHL2IS5OBuXLRJnWD3scfX57WDu0c3bSmYLBllMxEcEYSo1C7FJbBh92sX7NyVtGR/O0O6NdDMlIlLDDOnWiANZRWxLy8PhLpmqFmw14S52Yj9ay9zocWEtOOi/xm2ygteL12jFa7RhMJTUPjcZDQHLwrXSSERE5NQ1iQ2jTf1arNicxpH8YkxGI9GhVpxuDy63B6e7pPa41Wyk2GMAkwXcDopiEvFYgjE6Szb6LJ08j46OBkpWNNcOt3EgqyjgOfPtLi5sHVuZL1NERE6jCiXMW7ZsyfLly7nwwgvLPPbNN9+ofrlUG50aR/HVljS84C+zEhFspUWdcAqKXWQXOCl2uv2bsexMz/cviS90uPB6S26cDEG1MOYfKKk3azBhdOT7b5pctkiKo1sBEBpeC7cXDucV0ywuzF92BcrWJPdtSioiIjVbfGQw/D97fx4m11Uf+P/vc+5Se3X1qpZsqSVZlm1hE2MscAyGAHYm+TJ5ZhzCZBYzk4QkkGTIDEnM8BtnnoQnccIzEMjMNyEQsGcgQ2JwWL5MZjITw7AEMGAbPLZob9paS6vVW3Xtdbdzfn/cqlK31JJaUld3V+u8eIykqtu3b1dX3XPP537O5yPgpakKzSDCtSSh4+B5VbBTCHWmtIrll0HaKMtFWUlsCZYUOJYkjBR+EFHzQnMT1TAMwzBWydGZKuMny1wzkCaTsDk8XWW26nVKtZQaAVLEN6ttCVEUoNwcKqgAoNwsXv/1sKg8y7Zt24B4RfOu4SwN/0wPK1sK8mmHN71sdD1+XMMwDGMVXFbA/Fd+5Vf41//6X7OwsMAb3vAGhBA88cQTfP7zn+eRRx7hj/7oj1b7OA3jkh2dqfL0RJFyI2j955NPOYz2pZYEsqvNgF3DWRbqAQNZl+dOlmkEEX6ocG1J0rGIVIS2XJzGDNKvLumSHmS3df7u+z6jfUkOz1SZKjU638dkChqGYWxOT08U4/IpGRcQzFc9qs2QmYoEYUEUr3JS0sFuFklUXyRy89Su+dFOQ9CUY2Fbkv7WfswNVcMwDMNYPYv7WrXLYSI089UA15Zs7UsSRJpQKRrNOaphE7GkujkgBEF2WydgXq1WgXhFc6g0+67pY6rUYKHm0wwUyVbzbsCM6YZhGD3osgLmd999Nx/4wAf4oz/6I77+9a8D8P73v5/BwUF+93d/l5/4iZ9Y1YM0jEt1dKbKYwemAMilHHIph2ozZEtfckmwHGDXcJZ/fPv2zr//y9cPESod1zCfqYIGKWTc4FNrpF9dsjwvTPUjowBlJanJPEdnawjACxSOJSmkHW4d6zcXSoZhGJtQseazUPM5MlPl1EKDuhfhWAItJCLykGisxjwy8jsrk2xvAb+6HbLbcdJZUq7d6aPRDJSpXW4YhmEYq+jsvlaFjMttmUGqzZBS3Wem4pF0JKN9KZ554vpsCwAAtDFJREFU8hBVoRFReM5+lJ3q/D2RSABnVjQDNPyI+Zof1zS3JX//wgyPHZjitp39vOllpkeVYRhGL7msgDnAT/3UT/FTP/VTHD58mIWFBfL5PLt370bKy+ojahiranEWQduWviSnS80lAfPlMr/bdc8LGZfdZJkqNXEcGyuoYddOE2bPLK1TbhblFlCRj3KzhFaS6VKTUCkyrs31o1les3ekaz+nYRiGsb6U0oyfLHUm444lqHohSligNVZzHlv7hHaK+ujtWF4RVwfIwMOpTpLv28NQLtHZX8qxzIokwzAMw1hFi/taLbZrOMOtY9d2SngCJFNJZLGE9KtIKVFKdbZ39JnAe39/PFbvHM4ykHX56vhpZiseUggyCcHh6Sr9GZekYzF+soTWcPfNJmhuGIbRKy47YN62e/fu1TgOw1hVZ2cRLNR8pkpNSvWAk/N1+tIOu4azDOcTPD1R5Kvjp+nPuNw61r+k7nl7mf38kTL+1JME2W1YlkUURZ1921ENL7UFtKIRWbhRfFHl2JIvPHGCa/rT5sLIMAyjh01NTXWWXp9tvjhPsVIniOKpdqQ0UaQQSJSdRFkJvMQgoZNFqAgR+YTaRwkH0IxkBDr08CNFwpLcsTtBWJriYOn8x5PNZhkdNXVRDcMwDGMlFs/v2tqJUzuHs9x98yhPTxRZqAc4UYPkzAH8vjGC1DBKSEQUIv0yicoRNBAmCoyXU/yXrx9CKc1TR+fJpxzqXogGys0Q1xJUm2Fn9ZgmTuoy80LDMIzesOKA+Y033ogQYkXbCiEYHx+/+IaG0SWLswgWaj6Hp+NAR1/a5pqBNAIYzicYP1nufM1MxePLB6a4++bRzkXTkZkqpXpAqe4TZLfhZ7aCnURbduvCqYL064hEgJYuSsVL8bNJh6Rj0Qgic2FkGIbRw0qlEu94xzuWZJgtVht9JV5hD8rJoKUFSECDVmCnUPkdaCEAjSAgTA1AYx4ZNUErjvzfx1F2Chk2cKqTfPK/L/DJixyTlJJPfepT9PX1rfJPaxiGYRgb14VuYF/M3rzPC9NNys2IfNJi70hyyQ3qAeEzU2tSrPmEmRGUlUQrhV60gj4IAkgU8Ab2Ml8PmZ6d48icx4kFj1zCQitFEGn8QNH0NXUvIAh8+tM28/Oa8oLgYOHcTPfzMTfIDcMw1s+KA+a/9mu/tuKAuWFcqiu5+FnOgPB5cb6KBo7MeZQaIY1AkXEtarU6Qxmb5yZOM5I7t07sY0+WecP1eQaEzwv1Kikg5QjmU0Oo3FZ0GF/kaCcLqQEsv4KjAkIdkZYOGVujQ59GGPdze+zpoxw6PkU+aXHDSBJgycXaDSNJtvW55xzHajMXXIZhGJeur6+Pj33sY+cdo77wzDzfPFzBCxT1QKE0oOPzfxBGS7LZlLDjTDUgExUROuJD9/+zSy5nl81mTbDcMAzDuKpc7Ab2lQhbQXBlJYncHNHAXtACuz6N05jpbOcV9hAlC0SJAsc9mxOPj6OsFMpKMAegArSwwHZBC3wV0KwGzIR1jjw7jd2Y5WsPrzyx0NwgNwzDWD8rDpi/613v6uZxGFexbl38hIkCQXYbzYEbidwMIOJu51ohIw+0wq2cAEBZSZSbizPHQ5/PP/Q4QXYbyj2TGa5Sw+jQQ9tJNAKEREsLnRxAeSUEUKlUqVSqrX0m0JaL1CHPPltC+hVAAyLOLGzv10oggwYIjQwanaZwq81ccBmGYVyeC91sHDh+kEwqoOo30AiEiM/0kdIIaaG1iqPnAFogrDS4Lgs1m4HhUX7vyzP0pV1eYRqCGYZhGMZ5XewG9kpMls5kmSsd39KWQjBZ8lFaU6xHaK156cQ0Wghk/7UMijxzU8cZGL2WikrQ9BTKzeO4cf8RqcGW8X4yrqQRxFnmSoNrO6QdST45RCG9m3922+AlJUqZG+SGYRjr57JrmDebTV544QWCIEC3BhulFI1GgyeffJLf+q3fWrWDNDa31bj4uZA/+j+nOFZcuvRNCEHKEdy+42VUmhEnFs7UPE85kl2vv52ar0i7cdaf1pq//U6cDaClEwfLhQU6Ah0itEJImz27d3WCJTPVABDkEpKEvQ0ECA1JR7JzML7Aan/vpCPZ1XpMAHfszK561rm54DIMw1h9Ugr60nHd0oV6fE2k0QgpUFoTIUG388wFWmsCbWFnR2lEFrrmU2mG1LyQYs3nZ161wwTNDcMwDGMZV7Ja9uhMlReOT0HSRUVnSnYO5VyOl+NeVynXoj+TIJvJUKnV8YOQqUYTB5gueShLoZKDSNsFIYhUa3zXAseWpJMujcDDsgRbcgkEglApQiEZHSzwulfuW4VXwTAMw1gLlxUw/853vsO/+Tf/hnK5vOzzmUzGBMyNS9LNUiHBV2cJVJw1IIXAtSW2JenLJhgcGGB6skwqZXW23z2SpZBxqc/XGRhIdx6/9tprOTy1EGeXt+vTQufPse1bee2+axjMJfj2SzPUwhqZhE3SObPvuapHOpNkYCDuqj49WSKVspBSdB4DmNcJXrdne9deE8MwDGN19GdcpBBsLaTi/hnlJpVmgNIQdeLk7XGj9XchEVKggWagSALVZsiphYbpe2EYhmEYXfD0RJGFms9UqcnxuRpag2MJZivxyt9IKepePHAP9fehNDRqFbSMQyZa2ghEnFl+Vik1IcCWgpG+FM0gnhsO55JLttFaYxiGYfSOywqY//Ef/zGFQoHf//3f50tf+hJSSn76p3+ab3zjG/zVX/0VH//4x1f7OA3jshydqVJuBLi2xA8VSmv8UJFPOwxkXe6+eZQXT5WRUqCVphlEPHF4DoB8ykFpTc2LaAYRvkySy+Wp16uEnY+OwLIsduzYTi6f54WpCjfJOMV8MBfXrjtb0jlzgdX0o9Zj1pJtFupBd14QwzAMY1XdOtbPN1+YYa7qUaz51P2QSIEUtG+vtrT/FY8LkdI0/Qgh4uwzIeLguTn/G4ZhGMbqOjpT5bEDUxybrRFGCi9Q2Fa8Eizl2gzlEszXfLwwLtXiBREjgwXy1wxRnDnF3PMv8fIb86jCGIemqwShikuvtfbvWJK+tMvOoQyTxTo1L2S24pFNnkme6kuf2zvLMAzD2LgurctUywsvvMC73vUu7rnnHt74xjcyOTnJ61//ev7Df/gP/MzP/Ax/9md/ttrHaRiX5emJIkO5BLYlcW2JlAKloVgN2JJPsnM4y517h9k5lKERREyXmyzUfOarHsfmajx3skTDD4E4xDFUyHD9jm2kEglAkU26FPoHqCuXE3N1jkxXeeLwHEdna5wqNinV/SXHM5RLsLWQAmCh5rNQD5gqNaj7AQu1M9sWzAWVYRhGT4jHkSGqzZCGH2JLSTZpY0txdgLaErqVgR4qTTNQzFd9Dk5V+OGJBY7OdKdEmWEYhmFcbdrB8plyk7of4keKUCkafkjdjyjWfKZKDZTSnZvcQaSpeyGB0ty+dxtOdZKfff3NiFZPkrC1rRACKUApjWMJDk9XsS3JUDYBaBbqPoJ4BfMus3rMMAyjp1xWwFwp1SmhsWvXLg4ePNh57h/8g3/A+PjKOz8bRjcVaz67hrOkXSvOMFdxbdkgUoyfLPPQVw8ynE9wutRkptyk3AhoBBFBpAlDRakR0PSjTlZ4ECpSrsWt27PIsInj2ESRJlSKuh8xV2lycKrSaSLTCKK4macUZBI2/+I1O/mZV+1ACjg6W8O1JRqYWmjyvUNzHJ+rIYgzFg3DMIzeIIXgVdcN0pd2saSg7oU0AkV0Ti/rVoOxZfahNPiRYrbi8dffO2aC5oZhGIaxCp6eKALQ8COCVnZ5GGlCHd+8VlpTa4YgBGk3zgi3WgN1uR7w3FSD2jV38txUg1QrW1xrCCMNaGxL4tiSyWKTg6crBGHc7Hsol2S0L0UqYdGfcc38zjAMo8dcVsB8x44dvPDCCwCMjY3RaDQ4dOgQAGEYUqvVVu8IDeMK9GdcCq3/0om4jEoYqTgTQGvGJ8s8dzKuxV/zwk55WSkgUHH5lhPFOvNVn3Ij4NRCk/87UeSlmSZWc4FswmIwmyAI4yV5QgqCSDFb9vDCCC+ICELNcC7Btv4UM+W4+ehgNsHOoQxJx6I/7WJLSagUh09XuemavKlfaxiG0UOKrRVCQaSoNAOCSLNspVIdjy+0xpmznsIPI7ww6tQyNwzDMAzjyhRrPgutciuWiJtvt6ukSRFnibfnf0nHItLxXC2MFKWGz6lygJ/dxqeemOV7h+fwggjQSBEHzttBdyHOlGgpN3yaQYSUAktK7r551MzvDMMwesxl1TD/qZ/6KT74wQ+ilOJtb3sbN998M7//+7/P2972Nj760Y+yZ8+e1T5Ow7gst4718+UDU3it5itSiE55lmLNJ4gUoHnuRCleWqdbvdmI/wwjjS01pxYa1LwQiC+wFhoRUWYLYaQQoUITB9e1Bo1GCEEUadIJm7mqxw1b8+RSDjMVjy8fmKLSDDg8U+XUQoNqMyRUCqsVPXl+ssxr9o6szwtmGIZhXDKlNIenq/GNV83ywfIWQZxNvtw2kYKJmRphpE0tc8MwDMNYBf0ZlwMnFki7FhUVr/zVWseNuYUgaUssS9DuyRmEiulyMw6MC0GkNFgJIg1Rq5u3IA6wSykIlEJpQag0ltS4dpyTOFvx2JGwSbvW8gdmGIZhbGiXlWH+i7/4i/zTf/pPeeaZZwD4nd/5HZ577jl+9Vd/lcOHD/Oe97xnVQ/SMC7XzuEsd98clw8Sray+lGNhW5Iwii+GDp2uUvFCIqWJlEYpTRDFfyqtCZWm3q5jLgR2qyitFoKar5iveQShQhHXswtV3MwtVPEFldbxUsCnJ4o8P1mmWPM5Od/gxFydUj3Odoha2ezlRsC3X5w1S/ENwzB6SetGq1Jn/r78doKoFSw/X1A90nBqoUGkzqnnYhiGYRjGJbp1rJ9moOjPJEg5FkKcuXGtlG5llwvsVkm1qFVqM1Rx8pRaZsDWxPtQShMpOvM+pTQ1L6TmhTSCCKU0mYTNlw9MmfmdYRhGj7msgLmUkn/37/4dH/jAB4C4RMuf/Mmf8NnPfpavfe1r7N+/f8X7mpub4/777+eOO+7gFa94Bb/8y7+8pCb6c889x3333cett97Kj/3Yj/HQQw8t+XqlFP/5P/9n7rrrLn7kR36EX/iFX2BiYmLJNmuxD2Pj2jmc5WXX9jFaSNGXcrFbRemaQYQfRCzUfbSOL5SgdfGj4+yDlBs3bouieF+2FHEGOQBxJoFsr6tvL+9r/TWI4gB4M4io+yF1L+TYbI1vvzTD4ekqXhAHyhcTreMyS/ENwzB6hxSCoVwCYNmJ9aWKzpeCbhiGYRjGJdk5nOW2sX4Gsgm29KVIOhZSgCMFtiVaJdEUzSCCVlmWtgsNxe2g+dmiVsIVGrwwYqrUoFjzzfzOMAyjx1xSwPyZZ57hne98J1/84hc7j/3FX/wFr3vd63jb297Gv/yX/5LPfOYzl3QAv/Irv8Lx48f5+Mc/zl//9V+TTCb5uZ/7ORqNBsVikZ//+Z9n586dfO5zn+Nd73oX/+k//Sc+97nPdb7+Ix/5CI888gi///u/z2c+8xmEEPzSL/0Svh/XE12rfRgb2+6RLLuHswznEwgBjiXjbPJFDVvi2nPx9mnXIuXY3LqjQH8mgWOLeOmdFK3gOoCIMwpChRcqlAZLtGvhgW1J/DCi5oVUGgEz5SZBFJdtaQZRvPSvdXyCOBgPgqRjmaX4hmEYPUQpzYn5OklHXjDBfKUEYFmXldNgGIZhGMZZ3nTzKDdty3PH9UMU0i6FtEvKtcgmbFxLtvpbETf9dK1OqcyLWRwvb5d0aQfRR/IJErZF3Ys4PF3liMkwNwzD6CkrrmHezrAeGBjgp3/6p4E4gP4Hf/AH7Nmzh3/zb/4Nhw8f5sMf/jBjY2PcfffdF91nsVjk2muv5Vd+5Ve4/vrrAfjVX/1V/tE/+ke89NJLPP7447iuy+/+7u9i2zbXXXcdExMTfPzjH+ctb3kLvu/z8MMPc//99/P6178egA9/+MPcddddPPbYY7z5zW/ms5/9bNf3YWx8t471M1vxKGQG2FXzmSo1ma148ZK81rL3xXVng0iTTVqMFlJkkjaNIyHlZhiXMBcQRoC0UFpjS9nJTgeNJeMlfe2gOsRZCxpIEQfSE46MM9db2QdKa6QQpBN23KQ07azp62MYhmFcvoWGz0y5iR8qpBAofWXp4SnXMuOAYRiGYaySdpnOpyeKSCFIuRbD+WQnm/zITJVmGFJthkjZXnl88bFcQKdhKK3moUppcimHvrS7ZNuSSYgyDMPoKStOX/rzP/9zbrrpJv72b/+WH//xHwfi7HKAD3zgA9x999388i//Mv/8n//zzuMX09/fz4c+9KFOsHx2dpaHHnqI0dFR9uzZw5NPPsn+/fux7TNx/TvuuIMjR44wNzfH888/T61W44477ug8n8/n2bdvH0888QTAmuzD2PjaF0nDuQTD+SR33TDMNQMptF7U4XzR9kprwkgxfrJELunw+pu2sGckS8KxSNhxsBsdN+pUKg6SO5bAkgLXlji2RBD/PZOw4+7rxMvs+zMuo4Uk2aSzNHtBxJntW/uS3DrWv9YvkWEYhnGZnjtZphFENMMoXmEkW6uNuHBJ8+VIAf1p14wDhmEYhrGKdg5n+ce3b+eeW0YZyp0JljeDiGYQ4bRKbwahivuIXGQAbwfL43vkgkLaYTAbZ5VHWjNVajBb8TqlXs4OoBuGYRgb24ozzJ944gne+973kkqlOo9985vfZPv27dx4442dx1772tfyhS984ZIP5D/8h//QyeT+sz/7M9LpNFNTU+zdu3fJdiMjIwBMTk4yNTUFwNatW8/Z5tSpUwBrso/BwcFL/nmN7js6U+XpiSLFmk9/Jg4+/OPbt3ee/9aLM5yYrxOGekmwXBBnBjSDiMliAz9UvGKsn9fcMNxZYve1Z09w6HQ9Lu9iS1xL0gwUWinSrbrnmjgAXvcjBIKEIxGtuni7h7OUGwE1LySMFM1AkXAkhYzLj+4dYudwdi1fKsMwDOMyHZ2pMllsoBbVHRetGbTmTNB8pTnnSVvSl3HNOGAYhmEYXfCml40yMVvj0OkqDT8kiDSuLdGtmuNhpOPWVAKs1orgs8dwAdhWnDglpejMCTWQTlitm+eSUCmqXsi1A2l2DWfW4ac1DMMwLteKA+YLCwuMjo52/n3o0CGKxeI5pVdSqVSn9vel+Ff/6l/xsz/7s/zVX/0Vv/Zrv8Zf/uVf0mw2cd2ld2ITibiplud5NBoNgGW3KZVKAGuyj8ultaZer1/21xvnd2yuzv95boZSPeB0Ob6z//XxKX7qFVu547oBAJJ2fBF0dvKAIM7wC6K4VIsfhoRRyFw5IpuMPzIZF2TYJGVncF2LkXwCL1DUvFZ2oRVnnCcdC8cSkIJSIyBpW+wYSJJxBZPzPntGMtT9OKsh6VhsySc4OVuhfq0JlBiGsTlpreOA8irta73H0e+9dBop4gZfulWKRRNnnNkSMgmbajMkjqfHIfQzRbzOkIJ43HAtSnWf54/PsmMwvcY/jWEYhrGRbbYxdK0dm6vztednODZbRWlFX8qm6kUEYUQjjBbd+I7nhK4tkEC1GSFEnJGuaQfToT2m25ZgbDBNozWvq3khKVdQ88APIw6dLvOGGwevutfbMAxjo7mUcXTFAfNCocDs7Gzn39/5zncQQvCjP/qjS7Y7dOgQAwMDK91tx549ewD4vd/7PZ5++mn+23/7bySTyXOC7+0AdTqdJplMAuD7fufv7W3amfBrsY/LFQQBzz333GV/vXF+35po8uKMx0QpImqVTEnZgr/6+yrHjyUoeZrx4w1sonOy/xRgAQJNytb0ORF+dYHjpbDVRV3T9HyEigjDCEvAQjmkGWrSjmQ4JSh5mrmaImEJtuUkI1mbalKQS2hUo0SoJGHT51hRdY65CswtQGmhyHWJhbV9wQzDMNbQ2TehL9dGGEdfmqgjdYRWmkif2wAsCsNW6S+N1nGNc404J1tN6Xh1U90LyDmKv3viBV4zlsQwDMMwFttMY+hamKqEHJoPmSyHzNYjvDDOILeAUEESmAtDIgW2iGvWdvpahQpb6LgUp4hLboa6Va1FaSQQKYjQHJ5aIFKaTEIiFUzMNIk0WAJUQvDNZ4/QmDvJaG7FIRjDMAyjC1Y6jq74bP2qV72Kz3zmM/z4j/84Sik+97nPkUgkuOuuuzrb+L7Ppz/9aW677bYV7XNubo7HH3+cn/zJn8Sy4ju2Ukquu+46pqenGR0dZXp6esnXtP+9ZcsWwjDsPLZjx44l27TLxKzFPi6X4zidGwXG6vrKyUOcaswjLIEdv7XwNNSUzQ/mHPaOZsll5gkJ8FWACtRZNczBlRYDuRTXbc0BEFaquLZEiIimp1F2AsexyWUSBJFia95lMJtgtuohHMWQA3Uv5HRTcO2WAr/wum1LsgX/4L8/jyfPXaFgpxLcdNON5zxuGIaxGRw8eHDV9rURxtFD3im+f/oEutHk7F6flhT4Ks5Ea+tkNOglf8Srm6Qgk7Ap5NKk+grcdNMODMMwDKNts42h3XZsrs4zxyc5XfU4WYpQ2sILIgaz8WrxqhfiBRF+FNcv10JgWfFcUAqwhCDlCJqNGplMgqTr4IWKKFJErUHftQWWJZCWRSMK8ZuCZhCX5LQtgRTgKUlTZqi5fdx009YLHbJhGIbRRZcyjq44YP4rv/Ir/OzP/mynBMvk5CS/9mu/Ri4XBxM/97nP8elPf5ojR47wH//jf1zRPqenp/nN3/xNBgcHO5nqQRAwPj7OG9/4RoaGhnjkkUeIoqgTUH/88cfZtWsXg4OD5HI5stks3/3udzvB7nK5zPj4OPfddx8A+/fv7/o+LpcQ4ooy1I3zqwe6daEjWzXCI7xQMVvxmS77+JEmlbDxQ818zaOd593ONFc6rkN38/Z+ChmX5ydLDOSSpF2L5yfLKC0QKmQk6zBYyLClL9narkwQQakR34hxrLh23YGTFe7ap7gxne7UVj9d8VmohWSTNknHohlEVJshGsHfjc9x61i/qWFrGMams1pLydv7Wu9x9FXXb+G/fvMYWp37XFwXVRBE7fqngnap87PrmrfHnr60i21bDPdl1v1nMwzDMDaWzTaGdtu3vjvJsfkmzSCiWAvwwnj1cakekHAsbCueK0oJYdQOlIu4ebcUJGyL4YxkYbqKaxUIIk3KtRktJPB8xamFJkGkWvXKNZGCZhDPA9v1z4UUuLZkYq7B3m2FTf+aG4ZhbGSXMo7KlW54/fXX89nPfpY77riD66+/nt/5nd/hXe96V+f5P/7jP6ZYLPKnf/qn3HTTTSva54033shrX/ta3ve+9/Hkk0/y4osv8u/+3b+jXC7zcz/3c7zlLW+hWq3ywAMPcPDgQT7/+c/zyU9+kne84x1AnEZ/33338cEPfpCvfOUrPP/887z73e9mdHSUe+65B2BN9mFsPPmU07kAqnkhzSC+OFI67oR+4PgC4yfKcdPPKP6a9scmYUsSjsQLIp44PMdjz57i8HSt08Azm7TjmnVCstAMKdY8pkpNgFbQOyCMFNVmQBAptIaaH/KFJ07wrReneezAFDMVj3zKIZu0qXohlUZAtRmQTdrkUy4zFY8vH5ji6Ex1XV4/wzAMY2XiG5uaZeLlaOgs/Y6dKcWyXBPQINKcKjVpeCG3jvV34WgNwzAM4+rxwqkyzSBiptykGYSEUTwfDBRUvYhyI6ARREtuetuWQGmNQHDTtjzXFlyEjhjM2GwtJOlPOxw+XeOl0xXqfogQ0AgiSg2/M/dTmtY+4sC7bUkaQUQh7azba2EYhmFcmksqoLVnzx7+4A/+YNnn/vqv/5rh4WGkXHEMHiEEf/zHf8wf/dEf8W//7b+lUqlw++238+lPf5pt27YB8IlPfIIHH3yQe++9l+HhYd7znvdw7733dvbx67/+64RhyG//9m/TbDbZv38/Dz30UKcmzeDg4Jrsw9hYdo9kKdZ8njwyT6TjCyOIAxSh0kjR/tei5fAiXnonRXyREypNw48II0UQKX4wMY8faLwwQmmFkgmCUFNuhLTD7UnHIow0fhjXqQUII0Wk4PB0lYe/dpgbt+UpZFxG+1LUvThaP1vxsKXodFFvH9fTE0WTZW4YhrHBRctFyxdZFC+/qKYfUWmGV3pIhmEYhmEA1WZIw486K7wWUxqEBi3iZ8JIo3WE1iCE4rnJMq5UaBk3By2X6yitCSONEHEz72YQIUX7WqC9ngyUAiE1QaQII0Uh4Zqb4YZhGD1EaH12xU1jLTz77LMA3HLLLet8JJvT0Zkqf/3dY3z9+Wnmaz6RWv5tvjh2YVvxv9SibW1LtmrPxbXowkjH2eUawjAkk3SQVlwLL+XaSAF1P4qX5lnxMj6tIelIUq5FM1QkbYt8yqGQcal5ARMzNWp+RMa16c849KVddo9kKWRcHEvyc6/b3cVXyjAMY22t1vi3UcbRb704zQOf/b80g4tEzYHWDPyCm0gBuaTNP7ljjLf/2OauLWsYhmFcms02hnbbQ187yN/84CTzVQ8/1Muu7jq7RFr7McSZ5fhRFCEta0n5TkE8ZrfLrLUD8u3H0CAl2FKSdCx+5tXb+aU3XN+NH9MwDMNYoUsZ/0yLZmPTKrdKo4DuBMbPvhha/O9IxZkCqhXPEEAQKYLoTGC9/Xz7H/VAI4IQ15b4YVwnPc5UF2gNDT8i5cb18RxLUmoEeH68ZG+u6lFtBiQdi4xrk3AkdT8i4URMlRoUMq5ZtmcYZ4miiPHxcebn5xkYGGDfvn2d3hKGsR6+8MSJJTdar5RuTbhfOFVetX0ahmEYxtXoTS8b5akj88xVvGWD5bB8ibR2wDtqPyAkZw/1GohagXNFa6Uy8TxQaQ0SLCkZ6Uty49Y8w7nkavxIRo8zcxnD6B0mYG5sSk9PFKl5IaOFFN6swg8jwgsk/8UZAvHFjSUFAk2gzgTK21/aSkKPy7bQyigQ8X9BdKbui2sLbFvSaGWbA0yXm3GmuxBYAupeiBcqQFBIO5SbIUopvCBCCoEAs2zPMBb59re/zUMPPcT09HTnsZGREd7+9rdz5513ruORGVezE/O1865iuhxxdppgRfVbDMMwDMM4r53DWf7Fa3by2599BqLo4l9wGdoZ5o4Vryhu+CFoQcq12LMlxyt2DgCwUA+68v2N3mHmMobRW0zA3NiUijWfph+RdCzyKZtSXRMpdd7MAikg4chWkxaNHyytbw5nltq1A+RtSsfBctWqbqQ0eKHCtuP9NQNFseYTKkUcAhFYjoyD860gfag0riXwEYRK4wURN12TN/XLDaPl29/+Nu9///vZv38/999/P2NjY0xMTPDoo4/y/ve/n/e+972XdaF5dKbK0xNFijWf/kxcW9J87oxL0W7utZoafsSWXGJ1d2oYhmEYV6Fr+tMkXUmkFEG0fFmWK6UBP1KIIG4WasszK8YWar5ZOXyVWW5+MfnSM12ZyxiG0T0r79BpGD2kP+PSCCKOzlQpN8L4AkbEGeLyrKQ9W8YZAK4lsVqlVKQU5+T2ac7UrPMXJSjEgfS47Ev7wkhDq7lM/HgQxo0/QxVvq4Fs0iGbtGl3EbAtSdq1KaRdfmSsn5my15XXxjB6TRRFPPTQQ+zfv58HHniAG2+8kVQqxY033sgDDzzA/v37efjhh4kuMXPo6EyVxw5MMVPxCJVmpuLx5QNTHJ2pduknMTajoXxi1ZPBg1CZKzTDMAzDWAVPTxQZyCTIpxxcW5wzF1wtWkMQgULjR4oo0syWPcZPlijVfLNy+Cqx3PzisWdP8ZFPfnbV5zKGYXSXmY4Zm5LSmumyhx8ptNYodaYRy9ltbpXWeKGi0gyp+yFBpDrZ4hekNQnrTL3zdtZ5uwGMWtSKffHelAYviKh7IQhBNmnjWAIh4qV8N12Tp5BxzbI9w2gZHx9nenqat771rUi5dNiSUvLWt76V06dPMz4+fkn7fXqieM5j+jyPG8b57NmSYyDjrOoEXAg4Ml1bvR0ahmEYxlXqyEwV1xY0Q9Xqvd29kmeR0vhhe9WxphlEVL0QITArGK8Sy80jpqenmfISqz6XMQyju0zA3NiUnjm2wHAuQS7poIkzCdolVc7WLqkSKd15flGse4mlVWXjTHG7FSXRCGwpcG2BEPF/VisQ3s5uX7wnISBlS2xLUG6GeIEim7TJJePlembZnmHE5ufnARgbG1v2+R07dizZbqWKNX/Zx83NKuNS7BrO8mM3jbKtkMRepasqSwpKDfM+NAzDMIwrcXSmyon5BknHZiSXiBt1rnYdtWUoDZHWeGGEIwWnzcrhq8Zy84tGo4GyU6s+lzEMo7tMwNzYlOaqHknHYmshRcqRSCk6AfCLdUi/UHK5XrQdQgKCkXySlGuTcS0Gcwn6MwlSrkUh7eBY8UdM0G7kBlKCa0tSrk0jiKg0ArTSSBEPsGbZnmEsNTAQN0uamJhY9vljx44t2W6l+jPuso+bm1XGpbh1rB8BJBybpGNd8f4EkE7Y9KVMmxnDMAzDuBJPTxQZ7UtSqvvMVnzCSHeSny410VwQB09W8mVax6uNI6WZrfrUPXMT/Gqx3PwilUohw8aqz2UMw+guEzA3NqXBbIJmEHFqoU6lGRBFK8skWBIQvxghiZRmoe6jlCKMNMWaFzf4jOIleHGQPK6LrnX891zSIZ+KA3J+pIA4gO6HqrWMT9Gfdc2yPcNo2bdvHyMjIzz66KMopZY8p5Ti0UcfZcuWLezbt++S9tsOdC4mWo8bxqUoNwNOLTSoeldee1IISDoWu8wYYBiGYRhXpFjzObXQYLrcpOYFS+Z67SSplcbNNZc2V2yXflFKkXLNTfCrxXLzi5GREUYT3qrPZQzD6C4TMDc2pZfvKFCs+9Rb3Tm7tfAu0lDzIrxQ4UdRvMRPQKgUzUARRgrbEqQTFglb4tpxg9GBjIsQoFQcRLctSTphk3QkhYyLJc1H0zDaLMvi7W9/O0888QQPPvggzz//PPV6neeff54HH3yQJ554gl/4hV/Asi4tu3fncJa7bx5lOJfAsSTDuQR33zxqblYZl+QrP5zi4FQFL1idRk0CSLsWGkwDWsMwDMO4AkppnjtZWlJ6czkr7UNyKXNKjcYSgmzSYVt/6hK+0uhly80v7rllK7/6r/7Jqs9lDMPoLnOr09iUpBDccm2Bp47MY0mJ1vGd3BUmml8S3dqv0K2lfZFCylY9cycOhG8rpPACRbkZkE1YVL2QSiOkEYQIoBlGOJYk7baC5qYkhGEsceedd/Le976Xhx56iPvvv7/z+JYtW3jve9/LnXfeeVn73TmcNQFy44q8MFmmWPNXbXwRQpBwLLSOl5Kb96exkURRxPj4OPPz8wwMDLBv3z4zwTcMY+MSEChNdKGam8QBc82FS3NeKq3jVcQv31Ewq8auMsvNL3YOd2cuYxhG95iAubEpFWs+O4Yy1P2I+arHyWKdSGmaftS5GFrt2Llu/V+k467ogvjiTLQWZd1x/RDHZmu8cKpMECkipUCDAlAaXysEIZmEbUpCGMZ56LNmMmcvazSM9RCs4t1YWwqSjsVUqclwPrlq+zWMK/Xtb3+bhx56iOnp6c5jIyMjvP3tbzcTfcMwNiQpBAMZl9Olxnm30cRNOh0J/uosFsOWAkvGPUl2DGbM3M7oMHMZw+gdJmBubEr9GZeZisdoX5K6HzKUTTBb9ZFCEem4wabqVtCcOCAvAK00kVIcn6tRqsc1brUGS8ZlW4QAHcfNsWRc33xsMGMyCg3jLF/4u7/nI3/1P9i6807e/NM/whtu3Y2uzvDoo4/y/ve/32RmGOvmhq15vnd4btX21wwVM5UmW2TKrDYyNoSjM1U+93+e5H9++evs3rGfd7/jNfzoLXuYmJgw52DDMDa0/ozLjdvyLNR9gig8bwa51hCuYtxSaY2OYGqhwfOTZW66Jm/md1eRozNVnp4oUqz59Gdcbh3rZ/KlZ3j/+9/P/v37ec973sPY2JgZRw1jgzOFko1NaTif4IXJMs9PlpmteDSCCEuAkHHZFCHEimvVXa52tkLVi5it+ByertLwI4Ioou5HhFErsC4AAbmkzUA2gWWZj6VhLHb4dJmH//YJRsf28tq7Xo+V6efvXyqSHLyWBx54gP379/Pwww8TRauUFmQYl0Ch8YLVzQ46OR83KDMZacZ6OzpT5e+emeRr3/k+267Zzv673sThWorT1Ygbb7zRnIMNw9jQbh3rZ8dghutGshcst9Ket60W1Vp1rIHJYp1Pf+so33px+qJfZ/S+ozNVHjswxUzFI1SamYrHY8+e4iOf/Cz79+/ngQce4MYbbySVSplx1DA2OBOZMzadozNVxk+WSScsyg2fMFKdDG7HkiRsC8eKo+Vdjpl3LO6orvSZkjDtCyk0NIKIciOIS7UYhtHxt98Zp1arse9l+xAi/tRq4vrOUkre+ta3cvr0acbHx9f3QI2r0mPPTnVltVKx6q/yXg3j0j09UWRmZmbJObh9/gXMOdgwjA2t3YAxm3Cwup0tdRZBXBJmturR8CMee3ZqTb+/sT7a4+Ni09PTTHkJ3vrWtyLl0hCcGUcNY+MyAXNj02kPUjUvZCiXZLQvhSMlQaQQCCKl8CPVlZIsF7Nc9kI7eN7wI5pBxIIJkhjGEtMLNQAKfX1LHl+oBwDs2LEDgPn5+bU9MMMApsvNruzXCyO+8kMzuTbWV7Hm02jEtX8Xn4Pb518w52DDMDa2k8U6E3M1pFjbgDnE9aqbfsTUQoOTxfqaf39j7RVr587lG40Gyk4xNja27NeYcdQwNiYTMDc2nfYg1WwFoGcrHsW6jxdqwijCDzWRWnmwvBuXVmd/bwHYVtwc5shsjaMz1S58V8PoTSOFDAALpdKSx9v1nY8dOwbAwMDA2h6YcdU7OlMlXMWGn4sppXnhVLkr+zaMlerPuKRSKWDpOXhxfX1zDjYMY6M6OlPl808cR2uNZa3t99bETcEjpfFCRcOLzBzvKtCfcc95LJVKIcMGExMTy36NGUcNY2MyAXNj02kPUg0/4uR8nZlyk7oX4gURzVBfUla5awssq3vZCKL1f1qDUnHGVt0Ll13KZRhXq5+8Yx+ZdJrxH453OssL4rqUSikeffRRtmzZwr59+9b3QI2rztMTRewuXUlFGuYqZsWRsb5uHetnZGSETCbTOQe3z7+AOQcbhrGhtRsvBpHu2g3uC2mX4AyVZqQvaeZ4V4Fbx/rPSbgbGRlhNOHx6KOPos4qv2rGUcPYuEzA3Nh0bh3rp1T3ma/5eGFcfkWvoPyKACwR/9fqwxk3h9G6ax+U1u5RxBdSzUDx4lSFz333mMlAMIyW3Vvy/ML/8yqmJl7km9/4OlNHXyRdPswPv/d1fv/3f58nnniCX/iFX8Ba69Qh46rXnoR3y3zV69q+DWMldg5nueeWrfzYHbcxefI43/vGl3HmXuClpx/nf/yP/2HOwYZhbGhHZqpUGkHc0+pCXT+7LGFLhBBLylkZm1O7bv5wLoFjSYZzCe65ZSu/+q/+CU888QQPPvggzz//PPV6neeff54HH3zQjKOGsUHZ630AhrHadg5n6U+7uK20v/Yd3otdImlAiLjGuBBxk1DXkjSCiG604RTLHJMAlNYcL9b56+8e42devYOdw9kufHfD6C33/vhdLJw8yBe/+EW+95Tie63HpZTce++93Hnnnet6fMbVSWlNt+LlgnillGGst53DWX7zZ3+MgfoRvvjFL/LXT525KjLnYMMwNrJSPcCxJPOBzzrGywmiuFTo4nJWxua1czh7zhx+5/CdvPe97+Whhx7i/vvv7zy+ZcsW3vve95px1DA2IBMwNzYlKQXbB9PMVjy0FoQr7PAZtuaAAogiTVNF5zTpXC3L7Va3/i+KFKdKTZ6eKJqAuWEA3/72t/nCF77A7bffzti+VzLZcCg1Q2ZPTvDo//wqN9xwg7nQNM4xPT1Nudy9OuDdbs6kURw8eLBr+8/n84yMjHRt/0bvOTpT7ZQw6M+43DrWz87h7JJz8Ctf+Upc18X3fZ566im+8IUvmHOwYVxluj2+rhbt1ynXPcIo6toN7pVoBpp6rc6AqHR1XF8t5vqgO+68805e/epXMz4+zvz8PAMDA+zbt89klhur5nzXccblMQHzTahXLmC6KayXUX6DMFKoFQbLF9OcCV6vNU2c5T41X+LQ8YiDhat3Sb65WDMAoijioYceYv/+/fyzX3wXn/n6D2mEDXK5Pna99o18U7j82ace5dWvfrW54DQ6pqen+dV3vhMv6N7y59roK2H01fGypJVaYYqbRlOZnebd7/5Pl3l0F5dwHD7y0Y+a86wBxJOsxw5Mdf49U/H48oEp3rhvpHMOfuCBB5DyTKG6n/zJn+TBBx/k4YcfNudgw7hKrMX4ulpqo7dTH7oF7AQICedUl74EV5KirjVHDnyHD/yvb17+PtaQuT7oHsuyuOWWW9b7MIxN6HzXcXffPGqC5pdp3QPmCwsLfOhDH+JrX/sa1WqVG264gd/8zd/k9ttvB+C5557jwQcf5MCBAxQKBd72trfx9re/vfP1Sin+5E/+hEcffZRyucwrX/lKfud3foexsbHONmuxj42ily5gusnL7aB2zY8SOTmwnFYw40IXSO0LoEu8iLrUCyetFgVWzve9NFEUceR4kdNP/S++9vD4pX2PTcRcrBkA4+PjTE9P8xM/8RPc/4d/Sql5phxAJpPhuuuu48ARl/HxcXMBanSUy2W8IODeYonhMOzK9/hBYpb/OdqVXQOCwTDkl2fmurL3GdvmC/19lMtlc441AJZtRqeBv/3OOJMln/2v+Ak++fdHlmQsSSl561vfyv3332/OwYZxlViL8XW1/H2uwXeHBB4Xmwt2l9CKW+oNfrxLY/pqMtcHhnHlpqamqFbXtifdV18qM18/95z82JNl3nB9vmvfN5vNMjratQnRulr3gPlv/MZvMDc3x4c+9CEGBgb4y7/8S97+9rfz+c9/noGBAX7+53+eu+++m/e97308/fTTvO9976NQKPCWt7wFgI985CM88sgj/OEf/iFbtmzhAx/4AL/0S7/E3/zN3+C6LsVicU32sVH00gVMt8xmBhnP53k+DKnYilCFRMJGd+LU57tY6vJFlNZIrVDCahVMP/+mttakkPzk7CTXz278C6tuMBdrRtv8/DxhosDH/seTJHbexvVbR9k12o/264z/cJxnnnkG7FTXy2MYvWk4DNnapfFQzBzmf93YOq+vNq3xEtmuHbthnK1Y85d9/PB0FW9gL9rNEip9TsbSjh07gO6XKDIMY2Pp5vi6WqSVAK4ws3w1jkNrsJMb/vUyusuUy7g6lEol3vGOd6BUNzrhnV9t9JWw3JxERXzp9FNd+75SSj71qU/R19fXte+xXtY1YD4xMcG3vvUt/uqv/orbbrsNgAceeIBvfOMb/M3f/A3JZBLXdfnd3/1dbNvmuuuuY2Jigo9//OO85S1vwfd9Hn74Ye6//35e//rXA/DhD3+Yu+66i8cee4w3v/nNfPazn+36PjaiXriA6ZbD+WvJKoUDpMK4nEnDSeJbDkrI5b/oIgHsK6LbBV4ECInQGn2B7HKhNa4K2FKbw3JMsMQwGjKDN7CX4eFhrr1+D3UvYmKuye6RPHe97i6+/OUvMz95dFMO0sbGNlqbJRk2qbuZ9T4Uw1iRC2U8hfXlM5MqzfixY8ePUygUOo+3M5aOHj0KQKPRuOTavJs5K8kwjPVXc1NIFIILzb+6TGuk1mT8+vp8f2NDMOUyrh59fX187GMfW9MM8+PHj/PgJ/8Xr37d3eTPmhMPpG3ecP19Xfve2Wx2087D1zVg3t/fz5//+Z9z8803dx4TQqC1plQqceDAAfbv349tnznMO+64g4997GPMzc1x8uRJarUad9xxR+f5fD7Pvn37eOKJJ3jzm9/Mk08+2fV9DA4OduslMi5DJREPOE4U0rAhEhahsFAXyy7Q+tLq0F4S0fkeohU818hlv5+jQpKBx9bqNFUThDEMDs6dKTG1pS/JkZkaaJgqNehLOwjAqU4iuvb5NYzzy3g16k561ccPgWZLZXpV92lc3S6W8RQmCnj91y99L2uNshJgJfnWM4fRlo2IQqRfQQa1JRlLf/qnf3rJx7SZs5IMw1h/maDRhZZUl55plQwbbK3OrPqRGFdurUpnrKRcxmTJ54XpJuVmRD5pccNIkm197kWfuxTmRvXaWI/X2KlO0tfXR//AQOcxAeamzBVY14B5Pp/vZHW3/e3f/i3Hjh3jta99LR/+8IfZu3fvkufbpRkmJyeZmorv0G3duvWcbU6dOgXEJ8Bu78MEzDeWnFdlIZkn59eoO0mqyTSRvMhy+c7ksAup5osmnnHQ/nyBeY3QEAqLnF8j69fJ+rXVPRbD6EEzpTgjZ2Zmhmef/C7b99xAXbkslKs8cfAJKi89ju0tsLCwsL4Halx1pjJDRJZDN8YOqSLedOTbq7pP4+q2koyn5Sbk352o8t2Ds0xNTZHJpMmks8zMnOblN15HeqjJ+Pg4P/dzP8fLX/7ySz6mzZyVZBjG+sv4dWwV4WsVZ5ivys3tS9yHgEha9DXLq/C9jdW0lqUzLlYuI0wU8AaWxpzQmkTxJYDzPmd7C5d0HOZG9eZlewvcsTPLvE6wUA8opB1T9ucKrXsN88Weeuop/v2///e86U1v4o1vfCN/+Id/iOsuvWuWSCQA8DyPRqMBsOw2pVIJgGaz2fV9XC6tNfX66i7Najabq7q/XnTd/ATfGHs1ZTdDMdXHmYualQQ0upyhesHmowIt4mP0LRtB/LNc7ZrN5qp/Toze0p+Jz783v+xmDh85zMlv/B8ApF9lzJrlX/zjf8AjjzxCOp0275UeoLVetdUAFxpH12I8PDTQag7ehdUNqbDJUP3cJoyrzZxjry75fJ58/vyNn7Ztg9tvWvrY+PwEgwMRjm0xdXqaWi1e+XDgwLPsUjO8+93v5tWvfvVlH5N5/xnGyq3VGHohvTTf1MQlOpWQ1N3Uuh2EpRXjw3sZqhcZrc2uz3Fcoqvh+sBxHP74j/+YWq37SWrfOFyj2IgAqJQrfO+J7/Gq/a9ix5YCr9v9M0ueX6w/9Q8Azvvc63Zf2or0TCaD4zib/nd7tWmflwcSitt3L03oNb/rpS5lHN0wAfMvf/nL/NZv/RY/8iM/woc+9CEAkskkvr+0AVE7QJ1Op0kmkwD4vt/5e3ubVCq1Zvu4XEEQ8Nxzz1321y9ncnJyVffXqzTQsJOgBZGU6PPVLt9odNxFvZzIk2uWe+aCqpuOHDlyRTemjN533aBDMpHg1NQpbn/lKymVywS+zy3Dkluvv4bPfvaznbq6q31ONbrj7JvQl+tC4+hajIdxCbDVX+zdvsH7g60v4ycPfr0L+z/DnGONi5mbrdNnRURJh5HRrZSrdcqleYZ23cI//tF/QD7vmHOvYayhtRhDL6SX5psSGKnN8sLgdaxf40+NVJr5dIFDA2M9M78z1wcXN1UJOTQfUvEUuYTkugGb0Zy97DaT5ZC5uqI/JdBRHPyOVMhYPo4tFWs+kTr3mrJYa2+7/HOed2khPc/zTJPuTah9Xjaf25VZ6Ti6IQLm/+2//TcefPBB7rnnHj74wQ92Dn50dJTp6aX1O9v/3rJlC2GrGeL09DQ7duxYss2NN964Zvu4XI7jsGfPnsv++uW0M9+vZocGxkDEjT4jKXonWE7cHNRREW7oc3hgjLuOd6+bca/YtWsXu3fvXu/DMNbRTUC9VucTn/s7DrkOr7r1Zdx18w6ozfLFL36Rl156iXe/+9287GUvW+9DNVbgUpsCXsiFxtG1GA9zXhXfcujGJFwAx/PbVn2/ZzPnWONiDnmnODRdoxTVaDY8nGQaSgsUBgY4EfRx/cgwOwYvP4HEMIyVW6sx9EJ6ab6Z86pU3AyRXN8+N57tUHXTPdWfylwfXNixuToTczPYWehvVbw45sN1i8bExdvsyEJfPWC67JHJ2ki/yo/fso3X3HoDEI+1s1X/nO8zlI1jY+d77qabtp7zuHH1aZ+Xzef24i5lHF33gPlf/uVf8nu/93u87W1v49//+3+PlGeCm/v37+eRRx4hiiIsK6739Pjjj7Nr1y4GBwfJ5XJks1m++93vdoLd5XKZ8fFx7rvvvjXbx+USQlxRhvpyFmfJX60qiSwTfddQd1Lo5eqEbVgCoTWRkCgpO81Lr3bJZHLVPydG7/nZf/hGtg8keeihh/i773+Jv2s9vmXLFt773vdy5513ruvxGSu3ms1ZLzSOrsV4qICm050l3pGQNO3VySK8EHOONS7mmqEcX31hjvlagBCCUIG2k2QSNrbj8PzpBjduH1rvwzSMq8JajaEX0kvzzb5mmbn0wDonUMW1033L6an+VOb64MKeH5/DcZzOvxdqPlOlBgcmjzCcS9CXdijVAzIJm0KrvORQn8NQXxqaZf7v3Di7RnKd1/hV12/hywemlqxbFK3HgfM+Z35HBpw5L5vP7cVdyji6rgHzI0eO8Ad/8Afcc889vOMd72Bubq7zXDKZ5C1veQuf+MQneOCBB/jFX/xFnnnmGT75yU/yvve9D4jT6O+77z4++MEPMjAwwDXXXMMHPvABRkdHueeeewDWZB/GxpLzqhRTBXQXasp2m5YSpTRNO4EdBet9OIaxodx55528+tWvZnx8nPn5eQYGBti3b1/nRqZhrLXDA2NYKiKUq3w5pSEQkkR0bjaRYay1mbLH7uEscxUPITSOJRBhk0YQT90X6kuvV47OVHl6okix5tOfcU3DKcMw1k0pmScRetSc1PpVZBGCUNq4YWD6U20ixdqZa7SFms/h6SrNIGKh7qOU5nSpiR8qXFuyeyTbCZoDlJvn1iPfOZzlpmvyPPbsFHNVn8Gsyz23jHbGz7tvHuXpiaJp5mgYa2hdA+b/+3//b4Ig4LHHHuOxxx5b8ty9997L+9//fj7xiU/w4IMPcu+99zI8PMx73vMe7r333s52v/7rv04Yhvz2b/82zWaT/fv389BDD3XKugwODq7JPoyN47r5CUJp9WTAHEBJSYhFMjS1pwzjbJZlccstt6z3YRgGAOVErjs7FoLQdtG6G/XRDePSFGs+hYzL9sE0dS+i0Wgwq0L8SAFQSJ/JsDs6U+WxA1Odf89UPL58YIq7bx41E3vDMNZcJZEl59copvrQ6xYxh1BY2MrvmfrlxsX1Z1xmKvF8farUAKDaDLEXVUxoBhGuLZkqNZYEzPPJc5N9js5UGT9Z5pqBNNcMxBnCz50sc01/mp3D2c5/hnG5TELDpVvXgPk73/lO3vnOd15wm5e//OV85jOfOe/zlmVx//33c//996/rPoyNJRU0aXRpmXz3CSIEs+mB9T4QwzAM4wLyXoWoS8u8tZDMp/u7sm/DuBTtoMBoX4rD09XO464lEcCtY2fep09PFM/5et163EzKDMNYa3GvEXv9E6kETOZG1/cYjFV161h/p0xK048zxkOll9xETjoWCGgGqvOYAPaOnFvWyIyfRjeZhIbL0yvdEA1jxQ4NjLG1ehp6OTNPSk5nhpjKmJqghmEYG9Xu+YmuTsJ9u3caqxmb161j/QigkHHZPZIl5UiEVlw3lDhnorV4ifpiZ5dtMQzDWAsKmE/1s371WNoEDbt3ar8bF7dzOMvdN48ynEuQSdqkEzajhWQcJG8pZBx2D2cZziVwLMlwLh43t/Wd26PGjJ9GN13ohoxxfuve9NMwVlslkcWzElg6IhK9+hYXRNLm0MCYWbpnGIaxQUkgEfrU3e6MNTI6t8alcYZZWro22kGBpyeKOJakYGU4+ndf596X/9g5r/fiJeqLLc64MwzDWCvtXiNxaGi9s8zXO2hvrLZ2mZR2tnmx5nN4pkq7O+doX4r+jMtbX71jyXh5sHTuvsz4aVypMFHgqy+V+fuTh+jPuAznE8yUPYo1n+dOlki6FjUvpOlHJF2L0b4UjmVyqC+kV6OJhnFeGphPF1j3i6IrZOmIqptZ78MwjDVngmBGr6gksmT8GnW3G93oNbYOu7DfzcEsLV1bi2unHjx4kC95C0ueb5+3D09XmSw22NKX7NRrPbtsi2EYxlopJ3JIrTZEvNxWZkzfrBbfWLYtSanu05d22NUKpq/kumRxiZc2M34aKzVZ8vEG9jJfDxlIal6aqvC/nznVaThb9UJenKrQn3FJOhZ1L+LwdJWB7LmrHYwzTMB8k5q1z20kcbWoSEmEQPX4XXw39IiiJqfsq/NjejW/h69mZwfBXpqq8M0XZtjWn2L3yMovOhfvzwTfr27dPJeosNG1GuYAnnS6NgZsxHPs1NQU1Wr14hsCX32pzHz93ODDY0+WecP1+VU5nmw2y+ioqTl7MYvP27mUwxalOV1qYlvikoIFhmH0lo04jpxN6RDPcjZEdnfCb/TEvK4Xfq8b0Wo05RTAi6fKIOCGrXne9DKTBGCszAvTzSX/nio1W3/GDWd161ZMtRm2/gwIlea5k2WOzlTN++w8Nv4Z27gsn+8vrPchrJtaJoWnPHq4gjloTU01eZwSTwwPrvfRGJvcpQSpum1xEKzSjDixENfzq9ZqBI0KL06c4o6d2WVr/51tsuTz+NEzP9f0LMt+/WTJ54XpJuVmRD5pccNIckX7vxQm8LZ+ujkehpQoOd2rM75gSf78KhkDSqUS73jHO1BKXXxjoDb6ShDLTOpVxJdOP7UqxySl5FOf+hR9fX2rsr9ecHSmylcOTPHCqTIAN2y7+IT97PqXhYxLIeMynEvwj2/f3tXjNQxj/fTCfLOimwRdvLG9YlpRsx3+392vIFE5tt5HY3TBSpJ02tscOl6kMbiPyZLPHpbeeL5+a56Fms9zJ8uU6gF9KQcESCFM8o9xXicWfMLUMC+cbpAozzO10AQ0jiUZ7Ushid8/C/WAhbqPLSWFtEMjiMwKzQswAfNN6qeLCwyFV2ft0x8kZvlhYpQTyYioR2syCRXyipmj/PiJQ+t9KOtm1rZ64kK8111qkKrbFgfBgtQw2mot6deKF2unAPg7v0pqbvyi+2oM7kO55w78i78+TBTwBvYu3UBrEsWXsM8qOXAlrsbA20bR3fFwjg9fB/Vu7FrDtY0S983MdWPvG+4c29fXx8c+9rErzjCnWeabjzzFb/zGb7B9+5UFa7PZ7FX1mT06U+XR7x7j8PSZ38GTh+eZmK0xNphByniyNSCWNiYzjcoM4+rUC/PNb+bmeXxA4a9nTRatSYZNUkGDazJj/KPDP1if41ihjXZ90AtWUiZu8Tah0ig3y3eOVtmxo9q58bxQ8zkyU+XUQgNbSuaqXqeJ6O6RLKHSJrh5FVh880UpfdEbJkdnqkxXApTl0ggU880GdT/EtSS2FHFdfTRJxyLtKvKpM3Xxk47Vaf5p3lPnMgHzTWoojNgaXp110sTMYX647UfQskeXk2lFKgrYUzl91f4OjbVzqUGqblscBHvhdAPVWiqSdCS7Bl8OQK1S5gefG79oQOz/e7ZIqM5da2JLwT+6pf+c77fYQPofrlpZB7j6Am8bSTfHwwPD1+PZ3cswHytfXePApazCsPuqy9b63JvP8k1g+/bt7NmzZ7UPcVN7eqLYWcLbDCKqzYCqF/LCqTLPphcYLSQRCEqVOqXd/w9/8cQsr1hIoPTya/pMozLD2Nx6Yb65rVEGvb4FzOPvLMkFTUInveFfM+PSnb3SCjgnCHmhbYo1n4Waz+HpKrOVJlpDECkmiw229adIOtai0homuHkppqenKZfL630YK7Z4hfTi1dbXFlxySWvZ1dJffalMQscZ5eWGD8JCak3DV+RcaNQb8XlIAJGi0WidgwQMJlzm5+cpLwgOFs5tOruR5fN5RkZGuvo9TMDc2JQ0AqEU9GiGua0jrpufWO/DMK4SG6lUyOIgWH+zRN2LQMDu4WyngdxA2uYHXDwgdt3C8WW7zQ/nEuzZEwfa//7kIQaS5wZ7HEuyZ8/uVfmZjM3rqW23oLo4CZfnCUQaSxtsLdQDCmmHW8f6CUtTF/9iY1nFmk8ziGgGUefvlUaA0uAFEQs1n4RjgYoIk/28NNNkujmJH2gSjmTXcJZKM+DQ6SqNIGL3cJbhfILX7O3uZMYwDON8rpufQK97SRYNaNwoIOdtjAQVY3WtZKXVhbbpz7gcOFECIIzOXPtpdKfm9FzVo+lHJF2L6kA3ms1vPtPT0/zqO9+JF/TOirfFK6TD1DCqtdr6UOTjNGaAc1dbt1do21aS4nwaLS2EVqBCTkxX0dJGRj7J2R/iDexFORmECpF+hWNRnCgh/Spfe/jiK7g3koTj8JGPfrSrQXMTMDc2nUMDYyQiH1tHRL34FheSpuXy0sAYo7XZ9T4aw1hTi4Ng1YE0J+cbbOlLdoLlAtg7klzRvlbSbb4/4y4bVDeZkcZKzKYHurqaqeamurbvzWC5BlsHS+t0MJtAf8Yl6VhMlxqEkaLmhbTn7ZGGZqDwQoVjgZY2pUZIoH2Gcgk08NzJEjOVePl4X8qh5oV8+ltHAUzQ3DCMdaPXMbscQAuBFhKhNa+cfHZdj8XojpXMJy60za1j/Z1yLbYlCFqDb9q1aQYRQaRwLIHSUPciTs43TKPGFSiXy3hBwL3FEsM9srLjmzlQQVzs8Zir0SogsBw8O0vOBSfy6dcRP76oZOMPErNUEjmgzikS+K3Vr27osbUclzTNeRVeceIHzJ4+xvjozed8331T4wzVulMGshtmbJsv9PdRLpdNwNwwLkUlkUUj8Hu1JAugtOCru15Df7PMzTMvrffhGMa6KKTduMaaBsuSl5RB2q79Vm4ElBsBfWmHXcPZc+q+DecTfPOFGRp+SNK1GO1LderDGcbFaNHlSbjJMF+RxbUew3qZMFFY70PqSbeO9XNwqsLh6Qp+pIjOKmmlid+SfgjaSlIPIrzII1QKx5L4oSKMFKElOhlxScfisWenTMDcMIx18fdj+9FyvTPMBZGQ7Jk7bOZ1m1Q7SadY85kqNWj6ESnXZt/+a8/ZZrlEnp3DWW7b2c/4yRL50KHcCMkm41DdVKmJJQWOLZmtNAmVZrSQ5Cs/nOLtP2ZKz63EcBj2TCmkbY0yC8m4LGgu9CknsjSdNLaKcAAsl0aqH5EodJIrxcxhvr/tFjSwtVbkVG4EhGBrvUhWxWthb5s5zGgYsrV0muEw4tDAGFU3Q9avcd38hEnUPA8TMDc2nZxXpe6k0LJ3396RZeHZDk9tu8VcWBmbxkq7xy9umgPxxeSP3TTS2fZiGaSL95FLOeRSzpIL0sXbjZ8ss6UvyVSpSTOIOF1qcufeIZOxYaxItlmFbpWm15qGs7LVFFezs88Z8/UQr/96Jks+Zhp5aXYOZ/nRvUM8PVFkvhovHV98S0gv/lNYNAIQRERKk0nYlJshtoCEYxFEqnOunz/PMnTDMIxuOziwMy5NwPonUh3v27beh2B0yc7hLDddk+fzT5ygGSiSrs2WviTPnSxzTX+6syKuvYq2vCCQfpU7dp5ZKfeml42idTzGLrQC716g2NaXRIu4pIst4wQitOAHR4smy3wTum5+ohP87q8vMJ0ZJBISJMyn+rBVRF+jxKFF1QhGa7PcNvkshwbGsFVE3q+iAUvrTkAc4FvbX0klkSXnVU2QfIV6N6JoGOdx3fwEX7rh7vU+jCuipSSQDpWEGQCNzWEl3eNhZU1zltv34kD83FnLHdsXnS+eKnPn3uFO4Lz9vQoZt1PyBWCm3FsNT4z1k4o80ArE6k/EJZqqm1n1/W42y50zEIIXppvsaJ0bjsxUKdUD8imH3SPnrjTpFd1uXDVZ8vm750s4IsSRGqUg1LDsOofW6gpNXKrFj3zQoARUGh5KgxQQBgEDiRQHDx7s2nHD2jR+Mgyj9zTtBNEGWHUcWg4n8lvX+zCMVbZ4DjIxWyPtxu+1ZhB1mmgvnsO0A+cHCx5fe3h8SePGJWUpmwG5pEM+BcdmI4o1D1tKskmbpBN/j4Rjmeafm5TQiuN92xAa7MjHFjYIjaUUycCjlMxzKju85GtGa7PnDYBPZYZ4atstnX8vJPN8f9st3Db5rAmaX4QJmBubzmhtFl/2ev1hQSht0xjG6GlnX0RmEvaSwLQGvvLDKQaziU6w+8hMlWzy3M/vkZkqX3zy+JKSC5Mln69/9SDfPzrfKacSKh1fPA5lKGTcTsd5ACnFkkD94uY7cVA9zjLPJOyeDagZaysTNLA0RF3Yt6Ujgp4fy7rvfE20Tiz4PHZgask54HS5SaQ0sxXvnJt1G91aNK6qjd6On9uOljbKyaDtZOtmkIblagC3SgZpNFF4Jqwe+hHtMHtda54ef4x3f667jaTWovFTN6xk5ZVhGJcvEXrdL5+2QjU3zVRmyASoNomzk4GOz9U5XWpgWxJBXIt8vuphW+cvCTRZ8jnQmt+0x4Bbx/qZqXiEkebwdBWlNaV6gNaa6TI4liCXcrj52sKSpqJG71sc2L62HL+3ZtP9ZP0argrwLYeGk6SayBBa9orPJ4cGxs55TLceN+ejCzMBc2PTmcoMEVq9/9aOpGUawxg9a7mM8tOlJrtHsp2g+ULN5/nJMoWMSzOISDoWDT9k13B2SWC9HcxuB9Ln6yG10dv5L9+doRZKtNZkkw51L2L3SJakI5kqNSlkXKZKjc5+2hkZ7Yz1dvOdxQE1gEipZbPfDeNsWyvTSCKiLiz1DoVNxq+v+n43m/bn+NhsjcPTVcq1Jl7fbo4XPa4dZck5AE3n3NBrWVlr0bjq0WsKVCKo2QmIQupSEVoreG9rEGik1kitEFoj0Fgqoq+xwCtqNV4x071GUmvV+Gm1rXTllWEYly/j1c97z2+thcIyAapN5OwVbpVmQCOIsEJFOmETRJpizWeyuPy1XJgo8PjRKgMD8ZynPQa036qLr1+01viRQgpBqCAIFSfm6+wcMisRN5PlAtuOCqg7aQihsmjlqdasOEv8fFULzErWi+v9qKKxrBn76v3V/mB4d3wG2QAXRldCqIjB4hFOXaW/y6v5PbwZnH0RmXQs6l7YufibKjU5PF2h6SuU1p3nm0HEcydL9GcT5wTR2yrNiDCzhWI9RFg2WsNMuYltSeaqHkPZBF6kAGj6rdxfAaN9Z+pBL9QDfuymEb58YKqzZLJttC910TIwRu/o5rkkXz6B1t0ZbLQQjJaOdW0M6LVz7PkycW8d6+fhrx/i2eMLAASRInIyHJn34MUZEJCwzwR9m0F8TujVrKxuNq5KaEXRTmBpTSQtlGxnl1+cG4VE0sJSCoEm69dJBU3GSiewrGTPNNtaLVNTU1SrF14l+NWXyszXz31dHnuyzBuuz6/q8WSzWUZHR1d1n4bRCwLHRUYhyrI7paTWixbSBKguoNtlx1bboeNFQqWpNCNmayGz5SZBpLAkOLI1dgqYL1XOKUt2/Phxguw2yqWljZkqzYgXZ5pkXUmxEZK0JY1AgdZx1roA0GgVUazUmS/Od73k2WoxpdMubrnAds6vA4LAslvJCIpU0CQX1FeUJT6VGeJ0ZpCFZJ5EFNBfXyAbxDdxsn6tSz/J5tFbsyXjovL5PAnH4Qv93epCtvHV+ofQK5zgbWSh0Pz58OB6H8a6SjgO+fzqThqNtXF2mYTRviSHZ6os1ALqXhywqnshjiU7AbB2Bnix7tOfbWeYa7xALdnXbC0EIQmVJuVIGn7YyegQwkYTZ2K8OFlmruphSXlOZnvNC/mq1ggBXhAhpSDpSEb7Ume269GAmhFbq/Ew7OL8+2mqPNfFcaBXzrEXy8RteBGOJWkGEV6oQQiCSHPwdAXXlmSTTucc0z7PFNKm3M3ZdpQmOZmLg6qhjM+lZzIzL5CiKUAJgdCKUFpIrQnbpVz01TchK5VKvOMd70ApdcHtaqOvXL7/gYr40umnVvWYpJR86lOfoq/v6p0fGKuvF268BoCrQ5obJOxRsqwNnwy1Hr/XtSg7ttoag/sIU0OEqfg6LUr2o6VNAHh1D6FCRORTOVHl3f/zg+d8vRp9JY9/5zsoK4lycyg7hbITgEAGNZSTBmGhhUC3SvSFaITWeJGHCJv87fNH+cZ/Wd3xolvWs3TarL3+fQxWQoUNqonckscSzTKeEKBc7NAjsByqTpIQaBauob+eYvd5PrOzmUHGR29GqQBPWnjSopzfwnB1hnRQZ0f5xIY/H53PWv1Oe/PVMc5rZGSEj3z0oz11d3a1ffWlMo88NUst6HLQXOuuZioM5DJ8+MMf7tr+e0Ev3onuteyIbgnr52bODboRRyoe2hYkbIkrNUpFBCqiWAkppGwWGiFCQAqfuh9SrCsqXsT4hMeNoykAyrUGaIWOImxCGn6IUholQEVQqtbRWlMhZM+AzYmSz/HpBXSrvMWJks+1fS7Ts3FmeeR7DGZsckkL5VWZb/X8HEjbPZO10Q29+PlbbC3Gw8mSz//vS8dXXsP8UsYNIXj1P7yPf/Wq4Ytve5lW63fc7fPexTJxi+UqGVvT8EKU1iAkSoESGhEpSjWPIAzoS9oMJhIU5+e5IZ9ds893r3yWXnHqhxwYuYGZ9ABNy0WvZKme1gitsHQrOKzBjfzW21xQTBd4/cR3u3nYG05fXx8f+9jHLjvDfCBt84br7+P48eN86EMf4jd+4zfYvn37FR1TNps1wXJj1fRSglZZ1QkiD+zkxTdeA9/LD3T1RvhqWesb6mtRdmy1zdbH+cree6hF0HQS1DSo1hhoRyG2joiEw4gf8ApdoJrso+ZmyPg1thcnOF6c5XR2CzO5PCioCJtIC4TWpEMNqk7NzRBKG6UiLBVhq4i0X8dRAW7osXdhtqslz1bLepdO+3x/Yc2/5+UIKeGlR5bOFbTGLr2AN7CXyO1D2UlE5FO2BdhZjrkOB6+9DttbOGd/jcF9KDcNgArLRG4OLW1OZ/Okp17k+TSE/dcRZLehnBQyaOBUJ5fd19XKBMw3oZGRkZ6YmHXLaTVN7rkKjXIT1cOJ5i/bPsCePXvW+zCMS9CL2RHdEiYKeP3XnzPgKyuBVHH2uZ/dRuTGF+MCzaxfRblZRNhg+pRAWy4I2QraCI4cOIKMmgSZbehEjmKpQnEhRMl4OwEEc3PMAQjBcSGRYRNlp9DS5lBQR4Z1RORzLDpThiXO7MhiN2aXHGui+BJfuoovGHq1id5i3R4PDzx5vKvrmV6cCzf8OLA2zSjjTNx2Fpa2bEQUIr0FvnTyW5TH7iZyc4SpAUCClCgVgtJ4fjzx9ipNFrTixMEF7MYMXy0eXLMJQS99lrJ+lZn0ABLd+h+gBaL9d9H+P41UCkupOPsNEdcs9yqE0iaSktCyGKrNX5X1eldS/sTuq/LlA1NLziECzqlhvn379g1/HjCuLr2UoPWVF0r81fdnaV5pDHYVEqUStuBlt9/Ju3/rLVd4MN23Xjd6u1l2bLVtLZ3m+16dUnoQISTZ0MOTikhKPCdFwquS9evkQ4/vj93J1so02aBOJTPMtwb3kAqbnMqNYusINwoQwsLSmpxXw418kr6PqyIadhI7CgksB1tFhHYCT6YYrC+wo1bsmddrPf10cYGhcMXpLetojpeaML71FmpuloxfZd+pZ7l+9hCzp4/xf/beg2d7ZzbXmuHqLFvo4xUzh87Z2zdzoIJ2Df06MA+ApSJec+JQnIGevzZeihN4gITEtewrLjBU29g3YmZta01uhJiAubHpzJQ9btle4BvPT+OFF14Ou5H96N6h9T4E4xL1YnZE98wxW1zgeP8YdSdNOqjH2RT9Y1RaS83m9DwnChl820VoSIkEURgBCSLLQuq4Zh+t5YcjuBSaNU67AYGqAIKmk6ApwA2bXLtwnIH6PMf6x/Atl6bjkFMe+HFwXCrFcHWBZNg861jrNK0aw/XZJce60S8Uumm9M0F6RbHm081RZuGs0kYb0Vqc936QWJqFhYoIpEuU2srYwO3oSomThSxFpVFCE7VqibiRh6NChFL0eWWEVuwoHo93ukYTgl76LB0aGEMgGKoXmU3349kuSgjQmrgca4QWErEoxKtFnE0nUaQCj0xwpkmZ1Iqt1em1/0F6xM7hLHffPMrTE0UW6gGFtNOpzW8YG12vJGgdWDiOZo6V9mPopoFckkwmY26AbSYC+rxK55++5TCb6icScTKQG/mUEzkQ8YorGjDRdy0NJ4lAEwmLphDkvCrJsIkdRbgqQKLZXpoEoNAsc938BH8/tp/nhq5HaM1AfYHR6jTHCtcyVC9elTemL8VQGPXEjYWpzBCV3Da2V+cgTgGjmtuGqMxxS+k0L9TmmE0P4FsO7qJ65OfrFbOtUWYhee5KkUKzwtYw5HD+WrLLlI8r56/lltLpVf/5epEJmBubTrHmk0852JbA2/jnxfMqVjd+oMRYXi9lR3TT1tJphsOIQwNjVBJZyvlr2VErcszJUHHT+IkcBb9GVWsiKbHQbK1Oc6SwHSUlbhRgqTgbIOfVSEWKPZXTDAUNqm6aYqqAHzbRxBlOO6rxxWIu9DjtZsn5TVx9ZoKUjHyayTwNUcCznCWNT66tn+Y1x3ujBqCxcfRn3ItvdEV6p3t1N897YuYwXxy6vvN59qVD002T82s0UoV4UlmdJbJcKoksQoEdBbgqPh4BNNwsAk0xN0p/Y4GsX+/JCUE3azZOpvJU7ASBEERCxJnjQoKASMeNPYUKUUISWg6gsVWcTUekQIfMJXMoYSF1RK5ZJr8G9TF7pTbpcnYOZ02A3DC66PB0lSBa/2C5FGBLyQ1bN37fEOMSaCgnsoTSbpVMicfIZOiR96ogBHOpPrJeHWkpprIjLCRzrZVYZ8YuS4XsKE1SagU33ShetVdz0giteHrry6g7KW6YPdRp2Nj69hdt+mj0jkMDY+c8tvh3vLUyTSo4O/Hr/L1irpuf4PvbbjlnJdt18xMAnMqOMJsZwLNcEpHfuT42zYnPMAFzY9Ppz7gcOFGKV86xEfIJLp0l4IWpysU3NIwNbCozxFPbbun8eyGZp5TMs2PhBE9tuwWpFXmvSiL00a1lrgJIhR4NJ0koLBLKJxU0cVV84djuHp7162T9MxeMDTtJoVmm6mbYsXCCqpPG1kuX3iVCj9l0P46K8KXDQrKPyewIg40F3nT4m11+NYzN6Nax/q7u35K9EzDvptHaLEO1eWYzcVZNaFnk/BpuFOBbcSOs4fo8W2qzVNwsp3IjzKUKWFphq5C6k0JrQc6r0bQTnMptYWvlNLbqheW5S3Vz+WnDhabjECVyaMsBIenctBEa33bjVT9aQeSBsAikjBtXSpu6k4i/RoNQAVW/zGf7C9jprh2yYRjGBZ0qNi6+0RqwBNx0TZ43vezi5ZqM3jCVGaLhpkgGHg1H4Fs25dY8JZKSmpMilDZNO4FvOQzUi8ymB/HsM8kWlopQwqLiZphJDyLQNOwEMoqoOUm0AC0kEbCQ7EMn6ZR2aTPBzc2jPc89W/t3fLEA+NlGa7PcNvkshwbGqLoZsn6N6+YnGK3NMpUZYjYzQNNOACy5Pr62PLWaP1ZP21AB84985CM8/vjj/MVf/EXnseeee44HH3yQAwcOUCgUeNvb3sbb3/72zvNKKf7kT/6ERx99lHK5zCtf+Up+53d+h7GxsTXdh7Fx3DrWz3///kn8UPVksBziIEm9l9PjDYPz3yUvJfNsqc0xVC8CcHBgjHZQpuJm4otHBBJNKjwTLL+2PEnOqy67tCzdunDUQtDnVdlROsmp3BZKiSwIQb5ZoZzIkfPrJMImx/qujbPalcKzHL65Yz/PD+9ha2W6cyFhGBezcziLawv8sFujTe+MYt3O8k035uhv9T/w+sfQQuALgRuFTCezlJJ9hNJmR/EYW4tHKVRTNNw0VTdLCHFwXIf4rZtzp9L95GozPZf93M06nLP1cb6Uv5556eAtDpYDZ1IQBAiJJeMbFa3qNygEQgiEBqEViSiiD5fr3Wu468S5dTVX9bjXqI6lYRi9pxFEuLakGaxvmc6EY/ELr7/OrCjZRA4NjNFfX6DsZgiFhWcniIREKoVCMpMZwFIKgSYUNqVkH0Fr7FRCIrRGC4kWEFgOs+l+Mn6dHaWTeE6S54f2kPeqbK1Ok/XrnTlUOZFjpD7XyQY+X3ax0XvON8+NhOBb218ZB9S1QgJS6yUB8PMZrc0u+3z7/Xsqt7TJaDHZx+uPXl3N2i9kwwTM/+t//a/85//8n9m/f3/nsWKxyM///M9z99138773vY+nn36a973vfRQKBd7ylrhZxkc+8hEeeeQR/vAP/5AtW7bwgQ98gF/6pV/ib/7mb3Bdd832YWwsi1pV9ay6H3J0pmourIyedaG75Dmvyon8KMVUgVIijxYCW4WE0saO4ptFoWUzm+pnqD7PzoWT7ChNcrxvG4cGxuK6ba0LxZqTRhNnYFSdNEcL1zKfzNN0kmT9erysUQjmk33sLB7Dc5KdeoO+dKgmMrgqZFYMkAqafH/bLdw2+awJmhsrMpBxmSp5F99wk+t2wDKkhJeOL+oDC7TlINAI7aH6rwFARj7T2Uynaa89v0Bt9JUolSFKDcRZ0y3CtpijxBPDg1097tXWzTqcIowQ0m61WRbLXEWJTtPPSIhF93PiQLrUEQLi1T1SEjpJFrJbTIkywzDWTdq1SDrWugfMg0hzslg387qL6KUSW5OpPHUpCYTEs+3WkKhRUhBoC60FkZDYKgQUWiu0iMfLOFguCGQcjhNaEwpJzUkymR3GUQGe5TCXyuNLSbZZpmYn8KSFAMpOkrIzynDlNDumx7t+8/9K9dLvdT0tl0G+eJ672I+cOneuOpUZ6pRCzXnVCwbTK4ks2aDO1so0xXShUxd9qH51Nms/n3X/ZJ0+fZoHHniAp556il27di157rOf/Syu6/K7v/u72LbNddddx8TEBB//+Md5y1vegu/7PPzww9x///28/vWvB+DDH/4wd911F4899hhvfvOb12Qfxsby9ESRhCNxLEm0TBODXuDaFglH8vRE0VxYGT3rfHfJs36NvmaZJ7a9HIQgGXpUExlqTopMUKfpJHAjHztQIDShtNlamWKicC0AWyozFNMFTmeHyc0dIedXUa1g+an8FnzpUE7E9QF9yyHfrDLQLDHQWMBzkniLgmaVRIbAsplPFbCjsBOEN/UAjZU4OlOl4XevrIcl5cU32iC6mfkcO9NIeCYTUUwP0NcoUUr14QcBaM1wdQaAUqqAHLqdPbMvUa010cKj3mhSSvURWA5OFLCtNNn1zGforeznQwNjIIjrY2rwbPecCdoZAlBxVpI+k5nUnuQpIeLa5j1menqacrm83ocBwPHjx5f8uRHk8/meaPRoGG1b8kkafrTuZTojpfjikyd4zV7z+bmQXhkvAWrpNF7/brTloKUNOgIdoS23VZ5MARqlQ7QQhBIIm2hpoa1EXM4MoJXm51sOvrRopnJIv4KSoIVDRTno5DZE5KG1D8KiblsIFTJra46lgXRv3fw3lrdcCRWpFeqsa7HFdc3bQfJTuRFm0wOduexCMn/BJLD2PD0b1MmWzpT4KTQ3xjXQRrHuAfMf/vCH9PX18aUvfYk//dM/5eTJk53nnnzySfbv34+96I7ZHXfcwcc+9jHm5uY4efIktVqNO+64o/N8Pp9n3759PPHEE7z5zW9ek30MDpoT1EZSrPlIBJYU8TyuBxPNpQApJAv1YL0PxTAu24XqrB0aGOvc0ZaWIlH3mUsVqDlpJAo0+JbE0opQWvxwZC/bW/XUFg/sfV61k8leTBfwpUMlkSGUNghwwpDAsulvLABwOjtMIgrieoLSoeEkcaOgdede9HRtY2PtPT1R7Nq+pYBCxrn4hhtENzOf27aWTneadLYnCN9PD5APmvTXFwA4ld8Sb6wV2smAnUIAI16VEa8KxOeh2yafZdRkPi9RSWRxopCqI+OGnytpOts6wbfz0dtfIbXGUopry5PdOdgumJ6e5lff+U68YGNde33oQx9a70PoSDgOH/noR03Q3OgZhayLYwnWu9Kl1nB8zpTOuJju33xfHbOZQZ6MJAex0ErjC40WFk4UoLSHbyXQrTJl6Sj+eQTQ15gnsByK6QGawgIBUsWBdYgbbUsrSU762IFPJCyyQUDRzmJLUMKir7HAcG2GtF/HUhGvmZlbz5diRXopeWC9nV1C5X/tef2y21XdDFOZIb6+89UUUwWm04NoISi7WcZKJzplfM6XBHap9dCvVuseMH/jG9/IG9/4xmWfm5qaYu/evUsea1+gTU5OMjUVB0+2bt16zjanTp1as32YgPnG0p9xSbrx4EWPNv70QkXdCyikeydYYhhnu1CjkW/u2M9UboRSIgcC8s0KWb9Gw0kiIxU3lwNCQGrFqdwW+htlskGdqpummCrgWS5CK9zIx7MTlJJ5QhEPa1Ir2qGbSFoUUwW2lybJzR1BAC8N7CJ0rE6ncQGdvxdTBdPsxFiRYs0nnbApNVZ/Jp60JdeN5FZ9v5vF4glFeyXL8b5tnec1guN92/Asl0TYJOdXV1zv8WqV86pxCSsEkbS4YLxca6QGoSOUAEtrLB3XakVDMmgytnCC2079cK0O/4qVy2W8IODeYolhczPlHDO2zRf6+yiXyyZgbvQMKQRb+pJUp9c3WK3pzSSutbYWN99Xw+H8tYw0q5TqRUrJPAIIpIPTSrhRIi5v5kQBFhAJC0uFjJXjm/4vWC6hdACN1Kr19faZYVdYRJbF1sppPMslkhaRtFFCMJsdoZIssHthgr1zR3vi9VpvMxu8ZM2FqLBBNXHufCAX1PjGNbcwkY8bCXuWjRYCz8qC2sJYMQ58N5K55Uv2eAtsnx7neP8YdSdNOqizvTiB9hY2fIkfWLvf6YZ+JZrNJq7rLnkskYi7uHqeR6MRd71ebptSqbRm+7hcWmvq9frFNzQuyY1bUnxtPMKPerfppxRQbYbcuCVl3iM9pNlsrvchbDjLNRqZygxxpH87M5lBlBBIrWlaiVY94rgEy2ICSEQ+xXQBGnAqF2eQ+pZDw06SChrE+Y2CeitjXGhNJCQNJ4mtQipuJs4qPfVDRmuzbB+e5L/fcDee5eBbCYRW+NIm59WQSpm76y3NZnPVz0Faa4RYQebqCve1nufIjBMHtlebANIJm9ftHdjwY8B6nPcW12hUxPUdM0G99Xl2qDppImnhRgGpsIkgbqy1XL3HtXKln6X269zNCUK+fAL/mpcTSkkkZCvboHXzsb1kT8S1Vi0VIXWE1BqNINlqvOzbCaRWJP0a6cY8M7aF7vKkpv2arNZrPByGJgBxAd0YF4yV20xj6FrIOJBN2EgBah0nhlpDf9rZ9K/35eq1OVR7devW6nSnYaIvHZp2HNxOBw0SoU9o2UQyrmOeDBscHtgR92tSIcO1WZpOEgDPTqBVfAPaURG2ikgFzbiniNZkgkbneyohaDhJjhR2sP/kM+vy81+utR4/XNfFdRy+0N+3Zt9ztS3u4dOhNQnvBLWhfSg7TrCMLKvVq0dQyY8wHVWQURPpV/nhhfr1eBPQCmk+0WPlfVzHwXXdS35PXco4uqED5slkEt/3lzzWDlCn02mSyfgE4/t+5+/tbVKp1Jrt43IFQcBzzz132V9vnN/8QgVLQMTqZJdL4iB2uKTBVfvPS7toFcQXb7Vg+WMTQMrW2DqgNj3Bc9OXedDGmpucjJeem8YmS81mBjneP0bNzZDxa0xnRlhIZAlF3FouEhLfsdEIUn6doJVdLrTGViERUKjOUElkaab78VsDXNVOkgg90BGBsImAUEpCmWgFzSMC6aCkw1wyj/KraG+BZ/u2MD6wAx+J11oyqYUFuERJyUD1dM/cXe+W9nv4yJEjV3Rj+HzOvgl9udZ7HG0UPcq1JvaS8eF8Lm3c2JXX9Pmnee6501d4lN3VPu+tlanMEE9tu2XJY3UnSTGVZ7618kRq1SnnVHEzuKF/wWWpa+FKP0sLCws4ltX1SV8lKuHJLYsap6vWW7eVca41WkdEKCIdIlSI1SjiBXG5myCzBW25NNJ5pkf38r2+QVIzz2J7C109bseyOH369BW9xmv9Xu5V3RoXjJXbLGPoWsj4IY1GHeuKAuaXP+9rE4CrGpv+9b5cvXb+7dR/9utsrZymmIpLTG6pzZAJGkRITuVGKMscaE0kbWpuluH6PL5UVN24h5JUCqkVGoGtQvqaZbZVTuM5SXzLQSqFsOL3nRsGhFacZS7jNQuUlukVtZGtx/jxq7/2az1/o2q2AcerknoIaRu2ZxVDqVfw6ectSoEkiOIKBUEY4jgOlhSM7L6Z4ZTi9hHFUOq1y+73pQUYn7eoBpB1YN9AxPWFNf3Rrkg6nWZmZoaZmZlL/tqVjqMbOhowOjrK9PTSaGH731u2bCFsZX9MT0+zY8eOJdvceOONa7aPy+U4Dnv27LnsrzfOr/nNJ+nLSMJIE0QKP9T4YdwANOlIGhfolC45k0ilBdgS8kkH25KU6gHNsF3qQbW2Bqt17dSqAtNhCYjOujgTAgItSdgaP9JLLt6kiLMPrhlIMZJLcNNNN17pS2GsofbKE1Oj7YwwUcAbWFzSKotX2IOyWs3k2v+hQWvqFmgdooUNUiKEjQzrHBVN8OqE6WG0jBvdRCJAWKCdFNpOIv0qygfl5glbjT2FCoiAQAr+bs/r+Mo1N4NlA5IgXYg/dC2BlARa81Imx59f6E78VWTXrl3s3r17Vfd58ODBVdvXeo+jh7xTDPWdohrUCS8aMW8XCLvwZFsISDmSa7YMkRnZxo7By78xvxba5721Epd4OlOWCeLmlHmvykCjxGy6n6adgCholQg584pX3cyaHutiq/FZuv7667vekPK/j5f5yktVgs71iUWk4+sbAbgORJFF6De4ZiDHDVvSzNVHaYaaYiPCCxVW66ambQ1QSO7mppHX8lMv6+6kPp/PMzQ0dEX7WOv3cq/qxrhgrNxmGkPXwk3A8WCCme9PUm6GROefAl7AysbvC5ESfCvFTTfddNn72Mx67fy7uP5z1q+T9eud/iiHBsY4kRvFt1wCaVNz04TSQmqFm8h2VtLaKsRWIUpI7CjAUQHZoEE6aDJSnwfiBow/HNnbaqKtW3V9ROfP9byuuRxm/Fg9x+bq9J1+iUbJI/RDLCKCMMK2LPoyLtuGMtw4muVnXzu27Nd/59A8z3/3ODID7Su0FzzBrTuv5Y7rBtbuB1kHlzKObuiA+f79+3nkkUeIogjLirPdHn/8cXbt2sXg4CC5XI5sNst3v/vdTrC7XC4zPj7Offfdt2b7uFxCiCvKUDfOL+FY1P2IUGm0Fgh03EhTCgoZl6ji4Z8dyW7RgCXj+qdSQF8qbhbTl3ZRWqMbAUGoWXy91Z5IShl/r1Zs/pxgefsbREoRqTgw0l4iKAHHkji2hW1Z/OQrrjXvjx7TXqXSKw1ruqmdVX5w6HqUEPQ1SqRbS/Z/ULCoWy6SeFmhaF0A2ioiGSkCyyIUMq7ppyGnYIevuf34kxzvH+N0bgulZB/zdg4tIbBcFBLHSiN1RBDUUdJCCYkbBigZn7cDK0HGzRO1utJXhYVQCt1ZkqXJhgEDoeKf90ADnW5qN+dJJpOrfh5araXk7X2t53myFkAYQbSK67wFsHdrnsG+NM+fbnDj9isLAnbb4tV5a+FUdqRTlgmglMgRSguhNW4UkPNqBJZNKG0SQaO1pDn+/WT99athuxqfpcWJHd1wdKaKffQYjtNEC4VSmiDSaK07yQQJ20Zbiqqv8bEpRglCqUinJVPVKqGmdR0jEQIymRRFZXPzzTd39dhXw1q/l3tVN8YFY+U20xi6Vn7i1u187/AC/lyNuhdd3upjrZeWRLgElojPi8VacFW83pej186/F+rTBPDktpczly7g2QkiIeMm2kJQTPaRDptYKkKgSQdNHBWC1viWy1yqn8ncFhJhk8FGiTcd/ibXliY5ntuK75zJiFVCtv5cvfPBWjDjx+U5OlPl6YkixZpPf8bl1rF+nj/dYM9oH35UolmM4rFBR2RcyWv2jlDIuDiWPO/r/Y0XD2LJc1fFf+PFed54y7Xd/pHW1aWMoxs6YP6Wt7yFT3ziEzzwwAP84i/+Is888wyf/OQned/73gfEafT33XcfH/zgBxkYGOCaa67hAx/4AKOjo9xzzz1rtg9j49k9nOWbC2eWZkQ6XlwspaDuRRcMbmggUnFtI8e1WpnpklozJO3apByb+VqTas3DdhLx9q1rKKX0Ra+lFKBaAfV285d2sD2TsMilHP7Fa3bymr2moVKv6pWGNd0ylRni2Mg+ALTlghCUMkPQLFNK5vGcVKtzfKsjPPFnwFYRmaBJqVUD11EhllJElkslM8jJ4RupuhlmcltxVUg2aDKfLlC3k1g6glaGhqsUEQpLB1hKERLXBrS0BiFxVUTNSSG1QgmJ0BrdqqWOkAw1K1f1789Yuf6My2zVX9VGXkrDXMXn2GwNx1r9+ujdshbNd2Yzg7w4sJ2am8XSEYnAw5cWWgjqtoMT1EFKco0ydTdFyo/LhCgVUpWSHeUTa15qqZcaTT09UQRgIJPgxHydVps6hGidoy1JECmCSKGlRcOPmC17IOIawe01dn6osC2J3VnB01sT+vW2uEZ/zquaJrWGcYV2Dmd52bV9TJeb1L3LTGi5gsCk0mBLgZDmXLgZ6bPeG6O1WWp2kqad6AS2aRU6i6RFKG0sFaERLCTzWDpCaJBa0XQSKCHwbRfPchgf3su+mRf54cheGm6SUMTl0ewoIhH5PduvzVi5ozNVHjsw1fn3TMXjywemqDQDChmXfdf04YeKUq2BV2nSlypQyMQ3Vwpp57z7nasuXxpnvuYv+/jVakNfxQ8ODvKJT3yCBx98kHvvvZfh4WHe8573cO+993a2+fVf/3XCMOS3f/u3aTab7N+/n4ceeqhTk2at9mFsLDuGM2w5XaFY8wmURiKI0AShQq8gE7C9iR9ESAE60FhS4NqS/dcN8tyxGZ4vzZHNpvAiWmVaYpcbOFFak7AtfuymERMsN3raoYEzS78SkU/TTuBbLscK8d3quL6waMVW4qYbUisKzXKcFRp62Cqiz6vgS4dKIsNsagC3EDKdGcSzXCwVoaTElw6iVfsvJkhEHlUrgxsFRK075wqBG8UB9FTQpOrGd9ujVmaq0LrToX63afhprNCtY/34oVrVRmICmKt4/ODo/AUvdDeKfD5PYg0aKrXLO3mOjbYsNBbCduPTiJBURYp5AdpOICIfEdZpSI2WNk6zyJx3gufXqZlRwnHI5zd+ndHD01XGT5bww4h0wsILFKFSSKGxLYklBUHYrmken3NDpUg5FlOlJpHShJFGt+ID2aQDAm4Yza3bz9Rrzq7Rv5DM8/1tt3Db5Po1rDWMzWAgm2DHYIZyM8C/eNORVaUBL4gYyKxO7fnNrFduMs9mBhkfPbNy6lRhG0+O3kShXiQVNCim42sigaZdHK79rouEIGhn9mqIpI1vuSghsXSEEwVYKgIdMZnpJ1vvJ1efp5jIQavPkxv6oCJmEpme6LnUK7/XjaidzLCYBkr1gGzSodDKOP/hRMjCVJ1c0mKh5nO61KQ6kOKLTx7n1rF+dg5nl+xjMJvgdOncZrvmPLXUhnrnvv/97z/nsZe//OV85jOfOe/XWJbF/fffz/3333/ebdZiH8bGIoXgFTsHmCo1WKj5HJ+vo3y94mB2u1Kd0q2s8dbkL4gUp0tNXDuuu2xJQV/CIY+mVAvwQnVZd3o1caB9vuZTrPocnamec1IzesfVflEwmcp3MioSXpmyM0LFTaKERSQtIiFAxzeZHKWxdIQVhaS9MvPpASIgGXr4QlB1kwTSIpQWZSdJvRV8t1SEE/kIFFKLOPsxiu+INy2bpFclHTaoJHIgBG4Yd5q3Q49ACmQUgLSQ6szNLisK2Vo6QcWyeuLis5uu9vfwSu0czpJN2jSC1S3BFGqFHwmmFs69kN1oRkZG+MhHP9r12tpffanMfD3k6JzHQiOkHqh4tZiOG64mbEF/yqZSbzI1M88tu0a5bfcQN4wk2da3vhf/+XyekZGNfyP81EKDYiuzKGFbJGyLciPolLSLlF50jaNJOhKtodwI4kA68c1/oSGbtBnIJtjal+RNN4+uy89zudazcfcPhndTleeuLPn+8G5e0eXGqRdjGpobvaw/4yIEuJZFEIZrnpmrNVy3xcztzmetbr6vlsbgPlQr+UZZScLUIFrakB0EKYkst9WnaVH2uQZQ+GgCHSGUj7JT8WpcBEhJqAWekMjIo+Y4CNtisjBElEwSRXWI4vKWIVC3YD7Xz9Ee6bvUK8kDG03xPBnffWm3E7MqZFyuLbgcjjwyrmSq1GC0L0U26XQy0u++eXRJfOmeW0b59LeOLomPCRE/bpxhZsTGptSfcQmVppBxeX6yxHzNJ4w0SmlsSyCFIIgUzTC+56sXNetstdToiJTuLIt3LMk1AynCVMizByMcS9CfcUk6FpmEz/G5OkGkOyev5bRrlp+tPZz2ZVyeniiagHkP6rWLvW5puBCmBojcHNqyQQuU7aC1BstG6whadcSFgDBoINCc0HVU6BA5aeoWYDko20FZDiIKmHQcIsuOlz5aFg2ZaH1w4pptoYhLqmhh4/hlKlEJFYKyUxA1wbKpWaCcNCJqopQErVs11BWBX+NUVOJUYYgnvN64+Owmc2G7MtsH08xXfaJVrMuidRyw9C6vO9maGxkZ6XpA+O9PHmIgqZEJn8PTVQqtx+eqHpmETcq1EEKQdCRzh5/htt038Es/eVtXj2mzafjn3vixLUHCthjOJThZbBDJOIkganrkk3nKnqIRRFhSkHYdklFcjqWQdrnrhuFls5o2uvVq3B0mCtSu2Ye2XEQUIv0KMmrdNEslzLhkGFfg1rF+vvlCq1znhSZqy4g3X9r0c/EuBK3SnBfYZ8KxGMz2Vp3utbRWN99Xy//3bJGw9Qtv38gvN6NWfFxQ8yKaoV7yNrMk9KddXnHtACdnK7x05BiFoS1EWhIojd/a3rEEGSfNUHaEpCN55fbbOLHgM1H0lr5vBYz1J3jbv33z2v3gV6BXkgdWy9TUFNVq9Yr3E9bjhJGzDaRt9uaTvDDdpNyMyFEjc/LbjLzqekg6KK/K/KKqK489WeYN15+Z122R8MZdCR4/WqXUjOhLWvzozixbZJmDBy/tc5jNZhkd3ZyBdhMwNzalW8f6+fKBKTTQ9CNsKbEtiesK7FbwWwhIuzZ1P6LWDFoZgnGTUNWKoLcvhlw7/pqhXIJdw1luLjg89tefZOv1/xTp2CQdicBl1vXRXhBfMOmlF1LphIUlBUpDwwtRZz1vSUg68fdZqAdr9VIZq6jXLva65ekTNf7m/9/efcdHWaX9H/9MycwkmVQIBEIJNZSAgAhKkaYiqFhX3WXZZVkBxd7xpyIoZVcRREAfWBDFBi6yKovCYuNRQVf0UUFpIh0SAmmkTf/9MZkhk0aAFCDf9+uVXTJ3mTO3d+acc93nXOeX7JBGXXahhwiLwT8asci/joDL63+4FNcwmlu6x9Ot2cUcynHy3k9Z7M92UOT2T+/3eH00iDRjNTci/biLAqcHR1Eh4eERWM1GHB4fNrORxlHxONxeCl1eUpu0IMpWvLinw0O0zUSew0uew8OR4y4ii9MNlGx3Gg2Q0rgL8RFmBrX7Y21esrNSfWvYnq52iVH8diSP3ELXKaVmMRpOpPDylXjNaACTwYAtzKRpkSXERVrIOO4gNtJC60Z20nIKKXJ5sZqNdEqKCeZrzMzMZIfH33mQUxNhMREXaSGvyI3b68VsNNLQbsXj9XFJ+wSy851sPZjDvmN5GHw+rCYDBoM/ZZ3VbCweRGDDFmYiwmriup7N6/ojnZLo6GgsZjPOOljDIpByyIfR/2Oy4AuPh8JMjJ4ijO7CWi9TeSxmsx6kyjkpOcFOn/YN+Wl/FkagshrixFLwJf7f5++rmUxGom1milweilzeE2tY4a+/y8v2YjYaiAo3nxNp1upSbTx8ry5tsveTcdwfjdyXm4m7EMLCjMFBdm6fC4fbFVwDBPwPoFOaxtKmWRwt4qzs2fINjaPb4TNZyMp3kFvoxuv1EWk1E2Y2Eh4RTpsEO5f3bMEPe7Owpx0nLaeIIpcHW5iJxBgb7RKjaNv23Kpr64OcnBzGjx+P13vmA1/c1lgcce1KzVbwYc3aibnUzDMzsPbzL4MD00J4PXyQ/l2F75MO7ABeO40yGo1Gli5dSkzM+TdoUAFzOS8lJ9i5LDWRT35OI7fIjdvjxWI2hATwzCYj3VvGcVPvFgA8++9fOJRViNvjpdDp8adX8fkwGfzTkA0G/8EJ0VbAgfX4Pn7fowGZviiyC1z8ciCbRlEWjhog3+HG7fVPSwYIt5hIbmjHGmbE4fJS5PKw71g+bo9/B5PRv3p60zj/1C41qM5d51Jjr6Zsyd5P5xZhIY265o1M7DicS3yUFZvNQ16RC7cXEmOttE+M5qaBHQEwZ+TR5DAYLP5jvT4fadmF2Gz+mRx2twEfTpwFTuzWKGxWC/EmAwaDgchIC+58J12T7DRvEBksTzyQEGWlW8s4ftibxYYdGXh8kGAxcTTvxGiNCKuJBvExZaasiVSmVYKdzkkx/LgvmyKXG3cV28Ym/wSH4ANWQ3Gw3GAwYDQaiLKZNS2yhJIPwmMjLcRGWoqzgvoX0y7Ja7JxKMfJkvW7iCvO7ai/6ZNLaRLNcUcmtrASHS0DtE2wkxBlJa/ITZzdQowlnE3puzAYGuPxQkO7lZiI0g93zr3F7Ro1asTLCxZUy0Pvo0ePUlhY9SD3fw95yHX4yHdBer7/S8HpdJFx2EW3tu24pFU0jSKvPO3yhIeH07Bhw9M+PuB8epC6JyOPH/ZmkZXv1PdEPWE0GLi4bUO+351JZr4z+JDbZPDPIvb6fHiK+34YwOv1B8ONRnC73ZjCrERYTESH+/tpYWYjJoMhuJaJ2WSgwOHC7TlRL5mN/hRVTWLD6dYyrm4+uFS7km0Sm8WE2+vFXTwr0OP19/VNJkNxGiAjRqOBhnb/zNjYiDDiI23+oKfZCGYTTWIjiIv0P8bJd7ixhpnomRzPkBJ9kl/TjoeUwVBcDjn7xMTEsGDBgmoZYQ5wKMcZHEkebTNVmm4wkMKwtJocEGa328/LYDkoYC7nOa8PujaP5beMPIqcHrLynRiLG0W92jTgxl4tgpVQm8Z2MnIdeLxeLGYjFrMRl8cLGIgKD8NuNePDx1sb9pIc7cNtjaVpjIVLi5/qvrdpP19sP0KY2URWvoPsAhdenw9bmIm2jaLo3ioe8AdE8MFnW9M5dtyBw+0fIRdnt9IpKUaVn5zzsvKdwYBW6detYSaMRgPxdiuJMTZiIy0kRFmD+/ywN6vMsfuO5rP7SB4RVjMJ0TbMeMg/cpwLkpoTExNDek4RSfERtEqIZHdGnn+huVJ2Z+QFR4IkRNv47UgeBU43De1W/4h1l4dOSTEM6axguZyawDTv5g0iyMp3Fo/O9eH1+keeuT0+PKVGnNnCDJiN/nUwwkz+EUkOt5e8Ihc+INJq5uoeSVoAuoTAg/Af9maRXeAiNiIsWFcGOq0Ax4s8uMPjCQ8z4vb6KszdKGUNSU0kK9/J4RIPO5vE2Lixt7+t9N6m/dhtZjIzPYQVZpDSuAc2G2TkOUJPdA4v9FkdD71zcnJ48MEHT2lkWX7ihcERYV6TzZ/SzGjG6POyff277PpP9hmV6Xwe/XU69mTksW5LWvB3fU/UD1n5zuCAiq9/PUqh0z8ww2gwYDIZMGHAZjSSFBeOLcxEkctDfpEbfG4O7d1Hm6btiYyMIKfQRYuGkeTkO/1pP70+3F4vYCTSGkahy4sRH2FmI5FWM4mx4Yzsm6x76zxSsk2SFx/B/qMFuIofk5iMRoyAsThQHhdhwW4zYwvzz27t1jIOd44Da9ZOWje8kr25BqxhJlo3sgcHA5T3XeQr8b/BqfBy1qrOFCVtgUuruK85Ji+kXQxUeE/JySlgLuetwIrCsZEWGhZa+e1IXrDSGjOwdZlARHyklQ5No9l2KAe3yYfZaPDnIzcYSGkSzdHj/pGoXp+PXUcdOOLacSjHSdvi47u1jOPX9OMUODzBp8RZBU7iIiy0auT/cjJAMCA3pLiS3Z2RR06Bi5gIC60SIjXCRc55gdQJpbVqGMnhUqtx5xQ/xAqMBP3tSB5R4ScC3tn5TgqcHsKtZhKi/KMY3TGQvvkAcRFdaZMYxe96n3jw9d6m/eW+d2AlcSAkpYPD7T1n8+zK2SE5wU7TuHDynW4MBf77324zk5XvJCvfSVS4GbfHP9rI7fZiNplIiAqnVxt/PuLdGXk0sFv9dUyx1o3sZGoB6DKSE+xlrseejDwMBthxKBcMBo7nuzEXZgZTMoG/e6m1QU4uOcHOJe0bsm5zGk63lyibmUvaNwxet6x8J9n5TvYcc+C0N2HPMQcJ8dE43P6HQ4F7uGGUlQ5J9Tdtx+mMLKt8RNgVZ1yms23012+//cbevXvP+Dz79+8/rRF8OwqiKPCW7QZv+c5N+4jj5Rxxcna7nebNzzw1QsuWLWnduvUZn0fKCrRP8x1ukuL8D7ndHi8er390uNPtoYHdEpxlYwsz0blZDL0S4blPZvH4nbNp27Ytsz/ayuZ92RzIKsCHP42aAX+/MdxiJM5ioklsOO0So9W3O4+VbJN4fb/w9c5jxenMDEQXz7qKi7QQb7eSne8kt9BFXPFaZfEGJ2ZHNtd3jcccU3YwQOn7JRDXOBEl96e5VNtGSqtogInuk9OjgLmctwIrCmfnOzl63EF0eBjR4WEYjQa2HswlKS4i5IsjLtJCgdNDw6gTC7KkZRdiNhr47UhecPodgNPjBYOB7UeKgk/7khPs3NSrBZ/8nMb2w7lEhYeRmhRDrN2CyWgs82VVXsdf5HxQcppiQE6+Ex/QOMZWnHvYEwwUxkRa8Pr8I0EPZRXSuHjB3ux8/+J+ANHhZpLiIzAA7RvZ+d/0TVzbZWSZvH3lvneBk6O5RWQcdwRz/vkZyl3kTuRUtW5k52CWf0X6AH8uaBeG4llKkRYDxw6ncVFqG8JsESRE24iNCKNPcYDSaPQvWJkYE05spEVB3pPYk5HHJz+n8f2erODfdWykhY3Z5Qe7tDbIye3JyOOXg7kkxUeQFO9PEVeyveT1+fjtSB6FLv9IykKXl4xcB7GRYaRlF+H2+ggPM9HAbi23nVWfnOrIsvo2Iuwf//gHW7ZsqbP3LzmiP4TXw65KcrzWhtTUVGbMmFGnZThfBdqIRU7/DJq4SAt5DjfRtjBiI8MwGvzpO/dnFhBmNtCtRRw39mqBO+fEbIQ9GXnsTDvOgcwCipe8wunxPzS0hpmwhZlo0TCCDk1jSIiynnNrOcjpiY+00qtNg+D6Kj6fj0KnhwirmcQYGwUONxazkZYNI8k47mBHZh5ua2zIOXyVLB7/25G8YJ8IoMDh5reMvODabCIlKc5UfRQwl/NWYBRBWqkRrbYwY7mBiG4t40KmZ4I/z7ndZianwBkSMLcUV06lFxVLTrDz14FtEanPgmsIbElje9px8PlXfW8UbQtJt7LtUA4FpQLWjWNspOcUERtpCfnbDQQifcD2I6F/06Xfu2NSNOs2p3Esz4ktzIgtzITVYqLA4aHA4eaXgzkAwYXpNBVbzlR59YctzETjGBtZ+S4MBoM/h6Ujh8RoCyktE7iuZ/NgDt1jeY6QoG+AgrzlC6RT2HYoB6/XF+w4tsaO1WTAaymbDkRrg5zciRFsJ4S0l3yUmQJe5PJw9LiDhlHWYDvpaJ5/kIIe+FRdfRsRNnbs2LNyhHmE0U37HqeXkqc6R5hLzQj8nR3ILCDjuIP44nSYgUEaaTmFdGgaQ/um/hky5WW8+GFvFj58eAGT0YDb6wsuCgrg9nqDbVbV4fVHXKQFd/GAn4DsfCf5DjcZxx1EWE3B+2LboRyycgopSOzJDwfyydofmh5qxTf7iLNbMBoMwfUVcgvLuZd8/kFBIlJzFDCX81ZwFIErNCBXUSMmOcFOj+Q4fjmYQ5HLiy3MSMfoaDJyHTgtJf5UDNAw0swOINpm0qJBIhXwAu2K89j+sDeL347kBfPzARQ5PWAwFHdSTuTMjQ73p1/5ye0NNjBLNkBLP6gqqfQIyW2Hcjia5/DnKnf4j8sr8k979wcoTwTiFdyR01Ve/RFpNVPk8hBp9dEwykphYSE+SyR5RR66tYzjqx1HWPntAYpcHrLznVjMRgqcblpz4m9EQd7yBQK7RSUfuPkgLaeIBpFmfMbQ5q3WBqmawMy80gLtJaPRQOsEO7sOOTD4/Pe5IcwU7LAXuTzFOfy95Ba4NPLtFNWnEWGtW7eu07QjezLq14h+OSE5wc7oS1uX+e+fnlMUMksMTrQNU2NPvJaV78SIAbvVTIHTjcHjw+cL5K420CQ2XHV4PVTeDNe4SAu/692Cf23az4HMArYdyiG30I3dZvYv+h4WySc7cmndNCx4zwRm10bk+PsoWw7ksG5LGg6XB4/XF7ooNxCje0ykRilgLuet0qMISk51h/IbMUM6Jwan1wVEh4dhAHZn5GMtHgHodeSBz0dcuEmLBomUo/RIRVuYiQKHm7ScwuDfoM1iosDpKTPFsGRwq7x85NG2cqZRV/C+RU4P+KDA6QnmLffk+tcoKBm8B40EkjNTuv7YdigHm8VEs/gICpxuHEWAx0V0uP/+Xfnt/uBDHIvZ6H/oin9mRWDRJwV5yxcI7NqKZ44EFLk8NIoyEZZ3kPiIHoSZyqZDk4pVtP5EoL0UGEHXqoGVHfmHadWgK/uOGwi3+B8OlQy4FzjdHMwsUB5+OSvVtxH9Eqq8//558eHlLhqfXeCC2BO/x0VasFn86VwC3B4vTo+PmPAwWiWcWLdKdXj9UdnC5AcyCylweMgtdOHy+MjKdxJu8mLwunG4vSF9o8Ds2ux8V0j7ptDpwWI2gsGH0WAMxjVa6TtLpEYpYC5nhbS0tNOaUlkVg5PNfL2nCB8evI48Mh3+RkxKtJ1ff/21zP7to51sP1JEbpGHaJuJXok2msZYOJRI8ev5eItysWbtZNfBDLCV7Vyu25TLoHZn14JXdru9WldrFqlM6ZGKiTE2fsvIo8jlDb7WJDac347kUTpjX+MYGz/szSp3tIY/h7mNipR+30BArcjlKZEOxgCETpsEjQSSM1O6s2Qy+EfjBu6zTJuHPT9kYDQY+GFvVsjo6EAuVafbi8vjJSHKquBNJQKB3cSY8JAHbrYwEwbcWLN+ZVC7aNq21cJ5p6Ki79xApz+wvaTwMBMNGtvZejA35HWz0Rj8Ltd9LGej+jSiX8oq/d+/okXj/W3DE693axnHr+nHKXB4itcqcWMwQKNoC52bx9DAbtMDmHqqvO+U9zbtD/aB3J4TtWuhy4fReRyL2RjSNwrMjC9yFQfIi9nCjFjMJiIsZjqUSBmkhzIiNUsBc6lzOTk5jB8/Hq/Xe/KdT5PbGovL3hSvORyju5CwvEN84cg+o3OagbWff1nhokEf1PGiQaUZjUaWLl1KTExMXRdF6oHSIxVjIy20xk6+wx0c9Xl5amJwmmIgjUVgFkh2gavC0RolF1862fsGAmolpzA2ibGVSUypRqdUh5KdpYo639E2E1n5zjKjo/059c0M7tRYi4SdRCBwGxtpCc4ccbi8dGoaTbto5xnX7/XVyUbdBrav25QLXg/xEWb6dWnG1oO5HMwsJLfQidvrw2w00jEpOvhdLiJytqvsgWHJdmdygp2berXgk5/T2H44l4RoGymJUQzR7GIpR1a+M9gHyi1wUeB0YzYasYR5yfUU0TDSTBEn+iiBGbmlU6/ERlpIjAkn43iRZs+J1CIFzKXOxcTEsGDBghobYV6TPtuZS2aBu8zr8RFmBrX7Yx2UqGJ2u13Bcqk1FXU8mjeICFkFvlWCvdwpsIHR3uWN1vjVv2Ynh3KcbNm0P2T9gNLvGxtpoU1jO3ERFkzFDcxOSdFsO5jL9sO5YICUJtEM6ayOjlSvhGgrX27PoNDpxmYxEY4HfD5SGtnYmeuj0OkhLacQs9G/uLQtzER4mEkPbqqgZGA3zGSkXWJU8Lqt27SD/MQL+WxnLuYYpQM5VScbdZucYGdQu2g+SP+OQe3+SNu2jUiKiyhOf2eqUvo7EZGzTWUPDAPtTiC4dpXRYKBPuwQFLaVSgYE8scX9lMCsuKJCL67wBA7luujcPAajAUxGI52aRpNV4ORwdhEFjhMxhkB+/QiLOaQfJSI1SwFzOSucq6lCzDFaNEikPKU7Hh6PFx+QmeckLaeQIqeHL7dn0Kd9w+IEKSeUN9q75OK67oJcHFEt2Lgnj/h4f1Cm5PoBpTs8l5f4e9yTkRdcd6BdE/+URrU7pboFFp9tHGMLLmhb4HRjzk8HIDPfic8HsREW8opcZBe4aBJr4vqLmqnuqKLSgd3A33ZmgRsMJjIL3FpT5DR8teMI6zancSzPQQO7lcu7JNK3faNKj6loET3N3BGRc8nJHhgeynGyfX/la1eVbK8GBnOoDqq/Sg7kCcyK252Rh9PrxQA0jQ4jOtKCzwcDOzYiOcHOnow8PtmSxv/tzcJbvDjOtkM55Ba56dAkGrfXp3XTRGqJAuYiZ0CLBolUrHR6iszild8D8h1uNuw4yvUXNSMj11Hh31DJIDdAZoGbooRUjhd5iC/xfj78i35e17N5hX+DpRcFLXmc/m6lIqe6zkbJ2UeNbIANcnOK2Gmxs3HbIbBF08Dq4ZjbjSHMh9VspFUMNDbm8uuvuZWfnPN3TYozWc8kcM1zc/xDAQP/fyZripyv17kiX+04whtf7gn+np5TxJtf+X+vStBc7SEROZ9tP1IEttD1b0q2IUu3VxXUlNJ1Y7vEKOIjLRzNhMObM4iy+VOvlLyPkhPs/HVQW77acYSV3x6gyOWhyOXFbjVzNM9BdHgYsZEW9V9EaoEC5iJnSIsGybmuJhfdDdi1P4vfMooodIWuVeBwwC+7DvgDWrEADtw5aSHTX0unPsrNycFrCuPA0ePBhmZwW7aBX2PL5o0uWQ63t+yQ8pMdd6bqW+DtfHI662zkJ15Y/voW5vAK177Y7vXwv0uqtvbF+bgmxZmuZ1L6mm/8+mv/P85gTZHz8TpX9n2/ckM6hYVl08yt3LCTxsYTD3L2798f8v8lpcZS4Xd5efTdKCKnojbarKUFv/PSM4mMKvsdGWhDVpSqUw9uz261cU+VrBvf359V5uE+lO2L/LIrl0Y2N9igsMCN1w2Fbth1yEGrBtZyj6kK3VMiVWfwKQlSndi8eTMAXbp0qeOSiEh9lpOTw5/+9KcaXXQXoLBBJ4ri2wHGkNeNHifm/DQiKwlolRd8dIUngNFMWP7h0PM58wg/9kul5fBayj7gOtlxZ+p8DLydruqq/2qzHj2TEeYlxUf4xylUvPZF1TrU52tnpzpGmJd2Kte1tPPtOp/s+z677Qh85TzMMXg9xO76oEbKpO9GkVNzLtah1aW22qwVOVkbssKH5V5Ppe3cyug7smbVxT1V1b5IyfvJFZ6Az+Sf3WDweYP9n9Ppv+iekvruVOo/jTAXEanHamvR3UM5Tt7+/hiFzhINUgM0i7HQMr5XpYvklhcIO17k4Vi+m+QGXUuejouT7TSNsVCRQzlOvt6TVybP7smOO1NadPfcdqpB08rWtwC09kUFziQ4rTVFTu5k3/cvf5nOsfyyDx0aRJq5465BNVImfTeKSFXVVpu1IidrQ1b+4Lbidm5l9B1Zs+rinqpqX6Tk/XS8yMOBbCcAtjAjrRp0Pe3+i+4pkapTwFxEpJ6rjRGUbQFT1BH+9e0BCl0ebGEmEmNsxEVaThrQKi8Q1gAYlhRdae7zisrRokWe8uxKjTpZPmfleq5+yqFdNZV939/gjebNr/aELIRsMMANfZJp27byHOYiIrWhLmf9nKwNqQe356bavqeq2hcpeT/FAzExTtJzikiKj6BVQqTaOCK1QAFzERGpFX3bNyIpLuKUA1rVHQjTugNSGyq7z3QP1gxd1zMTWNhz3eY0MvOdxEdauLxL4kkX/BQRqS9OVrfrwa1URVXaK+UtGPq73i10P4nUIgXMRUSk1pxuQEuBMBGRmte3fSMFyEVETpPaq1KddD+J1C3jyXcRERERERERERERETn/KWB+CrxeLy+++CL9+/fnggsuYMyYMezdu7euiyUiIiIiIiIiIiIi1UAB81Pw0ksvsWzZMqZOncry5csxGAyMHTsWp9NZ10UTERERERERERERkTOkgHkVOZ1OXnnlFe6++24GDBhAhw4dmD17Nunp6axbt66uiyciIiIiIiIiIiIiZ0gB8yratm0b+fn5XHzxxcHXoqOj6dSpE99++20dlkxEREREREREREREqoMC5lWUlpYGQJMmTUJeb9SoEYcPH66LIomIiIiIiIiIiIhINTLXdQHOFYWFhQBYLJaQ161WKzk5Oad8PpfLhc/n46effqqW8omIiJwLXC4XBoOhWs6jelREROoT1aEiIiKn71TqUQXMq8hmswH+XOaBfwM4HA7Cw8NP+XyB/0DV0eARERE5VxgMhmqp+1SPiohIfaM6VERE5PSdSj2qgHkVBVKxHDlyhBYtWgRfP3LkCB06dDjl83Xv3r3ayiYiIlLfqB4VERE5PapDRUREKqcc5lXUoUMH7HY733zzTfC13NxcfvnlF3r27FmHJRMRERERERERERGR6qAR5lVksVj44x//yMyZM4mPjycpKYnnnnuOxMRELr/88rounoiIiIiIiIiIiIicIQXMT8E999yD2+3miSeeoKioiIsuuojFixeXWQhURERERERERERERM49Bp/P56vrQoiIiIiIiIiIiIiI1DXlMBcRERERERERERERQQFzERERERERERERERFAAXMREREREREREREREUABcxERERERERERERERQAFzERERERERERERERFAAXMREREREREREREREUABcxERERERERERERERQAFzkSp5+OGH6dq1K3v27Cmz7dixY/Tu3ZsHHnig9gsmUg8MHjyYgQMHkpeXV2bbxIkTGTVqVB2USuqjVatWccstt9C9e3e6d+/OjTfeyLJly4LbR40aRUpKSvCnc+fODBo0iJkzZ+J0Ois999y5cxk8eHBNf4SzTulrVvJn2rRptVKGiRMnVliGCRMm1EoZatLZcI0DvF4vAwcOJDU1lWPHjtXqe9e0s+E6ly5Dhw4d6NGjBzfffDMff/xxrZThbDF48GBSUlJYsmRJudsnTZpESkoKc+fOZeXKlaSkpNRyCeVspX6f1AT1Z6S6Beq5wE/Hjh3p2bMno0aNYtOmTXVdvPOCua4LIHIueOKJJ9i4cSNPPvkkS5cuxWAwBLc9/fTTWCwWnnrqqTosocj57fDhw/ztb39j6tSpdV0UqadWrFjB1KlT+X//7/9x0UUX4fP52LhxI9OmTePo0aPcddddAAwbNozHH38cAKfTyY4dO3jiiSfweDw8+uijdfkRzlolr1lJ4eHhtVaG7t27M3fu3DKvW63WWitDTTobrjHAhg0byM7OpkGDBrz77ruMGzeuVt+/pp0N17lkGXw+H/n5+SxatIi7776bd955hy5dutRaWepaWFgYa9as4S9/+UvI6263m//85z/B9vzw4cPp379/XRRRzkLq90lNUX9GqtuYMWMYM2YM4K/zs7OzmTVrFrfddhtr1qwhMTGxjkt4btMIc5EqiImJYcqUKfz3v/9lxYoVwdfXrVvHmjVrmD59OjExMXVYQpHzW/PmzfnnP//JF198UddFkXrqrbfe4qabbuLmm2+mVatWtG7dmpEjRzJ69GiWLl0a3M9ms5GQkEBCQgJJSUkMGjSIUaNGsXLlyjos/dmt5DUr+WO322utDGFhYeWWITo6utbKUJPOhmsM8O6773LhhRcyZMgQli9fjtfrrdX3r2lnw3UuWYZGjRrRqlUrnnrqKWw2G//+979rrRxng0suuYQff/yRw4cPh7z+9ddfExERQZMmTYAT10wE1O+TmqP+jFS3iIiIkDq/ffv2TJkyhcLCQv7zn//UdfHOeQqYi1TRkCFDuPrqq3n22Wc5duwYeXl5TJkyhT/84Q8alSJSw0aMGMEll1zCk08+We5URpGaZjQa+f7778nJyQl5fezYsSxfvrzSY0uPLp04cSJ33XUXY8aMoUePHixYsKDMMUuXLiU1NTWYRmHw4MFMnz6d4cOH07t3b77++usz/ETnhlGjRjFx4sSQ10pPXX7vvfe46qqr6NKlC/3792fatGkhKXC+//57Ro4cSdeuXRk4cCBTpkzR90gJtXWNc3Jy+Pjjj+nbty9XXnklBw4cqFdBg7q8l81m/6Rii8VSTZ/m3NC1a1eaNm3KmjVrQl7/8MMPGTZsWHDkcMmULGvXriUlJYW1a9cG93/44YcZNGhQme9/OX+p3yc1Qf0ZqQ31tc6vCQqYi5yCJ598EqvVynPPPcecOXOIjIzkkUceqetiiZz3DAYD06ZNIzc3lxkzZtR1caQeGjt2LFu3buXSSy9l3LhxLFy4kJ9++omoqChatWpV4XG7du3irbfe4pZbbgl5fd26dfTp04d3332XESNGhGx76623mDlzJvPmzeOyyy4Lvv7222/zxBNPsGjRInr06FG9H/ActW3bNp544gnuvvtu1q5dy/Tp03n//fdZtGhRcPvo0aPp27cvH3zwATNnzuTnn39mzJgx+Hy+Oi79uaG6rvG///1vnE4nV1xxBT179qRRo0YhawDUdzV1L2dlZTF9+nQcDgeXX355bX2cs8awYcNCAuZOp5OPP/6Yq666qtz9hw4dyrXXXsszzzxDTk4Oq1evZvXq1Tz33HMaVVzPqN8n1U39Galp6enpPP3000RERHDppZfWdXHOecphLnIKYmNjmTx5MnfddRdms5k33nij1vN/itRXSUlJPPzww0yePJkrr7xSI3ykVg0dOpTly5fz+uuv8+WXX7J+/XoAkpOTmT59OhdeeCHgXxg0MDLR5XLhcrlo3rw5I0eODDlfTEwMt912W5n3eeedd/j73//O/Pnzy9zjAwYMoE+fPjXx8epUyWsW0L17d1555ZWTHnvgwAEMBgPNmjWjadOmNG3alMWLFwdTYCxevJhLLrkkuHhncnIyzz//PJdddhn//e9/6d27NwCbNm2ie/fuIedu1KhRmXKdq86Ga/zuu+/SrVs3mjVrBvjzRr/++uscPnw4mBrjXHc2XOeSZfB4PDgcDpKSkpg2bRpdu3atzo97Thg2bBiLFy8O3mdfffUVcXFxdOrUqcJjJk2axIgRI3j88cf55ptvmDBhAj179qzFUsvZQP0+qQnqz0h1WrBgQbCN4Xa7cTqdtGnThhdeeIGmTZvWcenOfQqYi5yiyy67jNTUVJKSkujWrVtdF0ekXrn11ltZu3YtTz75ZL3LxSp1r2vXrjz33HP4fD527NjB+vXrWbp0KWPHjmXdunWAP3XKQw89BPgbrocPH+all17ipptu4v333yc+Ph6Ali1bljn/kSNHmDx5MmazORhULKm8Y84HJa9ZgM1mq9Kx/fv3p3v37tx4440kJyfTp08fhgwZQmpqKgC//PILe/fuLRMMB//o/0CQMTU1lZkzZ4ZsN5lMp/Nxzkp1fY23b9/Ozz//zGOPPRbcdtVVV/Hqq6/yzjvvcO+9957Bpzt71PV1Ll0Go9GI3W4nLi7uTD7WOS01NZXmzZsHF//88MMPufrqqys9xm63M23aNEaPHk3nzp254447aqm0crZRv09qgvozUl1uvfXWYGo3o9FIbGwsUVFRdVyq84cC5iKnITw8XCMMROpAYCrjNddco6mMUmvS0tL4xz/+wbhx42jcuDEGg4GUlBRSUlIYMmQIw4cP59tvvwUgMjIyJLDdpk0b2rZty4ABA/joo4+CI83LC6IZDAb+8Y9/MGfOHB577DHeeustjMYT2fOqGng715S+ZqWVTjfhcrmC/7ZarSxdupRffvmFL7/8ki+//JJly5Zx3XXXMWPGDLxeL9dccw233357mfMGHl6A/9qerw8koO6v8bvvvgvA3//+d5599tmQfVasWMGdd94ZzLl5Lqvr61yVMtRHgbQsf/jDH/jkk0/45z//edJjfv75Z8xmM7t37+bgwYO0aNGiFkoqZyP1+6S6qT8j1SUmJkZ1fg1SDnMRETmnJCUl8cgjj7BixQo2bdpU18WResBisbB8+XI++OCDMtsC6RIaNmx40vN4vd5KtyckJNC3b1+mTp3Kli1beO21106vwOeRsLAwjh8/HvLavn37gv9ev3498+bNo1OnTowbN46lS5dyzz338OGHHwLQrl07du7cScuWLYM/Ho+HGTNmcPjw4Vr9LGermr7GLpeLVatW0a9fP95//33ee++94M+ECRM4cuQIn376aa1+5rqge7nuDBs2jB9//JEVK1bQvHlz2rRpU+n+27dvZ86cOTz11FOkpqbyyCOP4PF4aqm0IlIfqD8jcvZTwFxERM45t956K3369GH//v11XRSpB+Lj47ntttt44YUXmD17Nlu3bmX//v189tln3HXXXfTu3TuY37aoqIiMjIzgz5YtW3j88ceJiIjgiiuuqNL7tW/fPvh+e/bsqcFPdvbr0aMHGzZs4NNPP2X//v28+OKL7NixI7jdbDYzf/58Xn31Vfbv38/mzZv57LPPgmkrxowZw9atW5k0aRK//vorP/74Iw899BC7d+8mOTm5jj7V2aWmr/Fnn31GZmYmf/nLX2jfvn3Iz1//+leioqJ4++236+rj1xrdy3WnY8eOtGzZklmzZlW42GeA0+nk4YcfplevXtx8881MnTqVrVu3snDhwloqrYjUF+rPiJzdFDAXEZFz0tSpU4mMjKzrYkg9cd999zFt2jS+/fZbRo0axbBhw5g+fTp9+vThf/7nf4L7ffTRR/Tr149+/frRv39/xowZA8Crr75K48aNq/x+EyZMoGnTpjz22GMnHZl+Phs9ejRDhw7l4Ycf5vrrr+fo0aOMHj06uL1v375MmzaNFStWcPXVV3PbbbeRnJzMrFmzAOjWrRuLFi1ix44d3HDDDYwbN47mzZuzZMkSLBZLHX2qs0tNX+OVK1eSnJxM3759y7y33W7n5ptvZuPGjezdu7e2PnKd0L1ct4YNG0ZeXh7Dhw+vdL/Zs2dz4MABnnnmGcC/dsQ999zD/Pnz2bJlS20UVUTqEfVnRM5eBl/pZHoiIiIiIiIiIiIiIvWQRpiLiIiIiIiIiIiIiKCAuYiIiIiIiIiIiIgIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYiIiIiIiIiIiIgIoIC5iIiIiIiIiIiIiAiggLmIiIiIiIiIiIiICKCAuYjUAz6fr66LICIicl5R3SoiIiIi5ysFzEWkVm3evJmHH36YgQMH0rVrV4YMGcITTzzB/v37q/29nE4nM2bMYNWqVdVyvlGjRjFq1Khyt40cOZKUlBQ+/PDDcrcPHjyYiRMnVks5RESkfps4cSIpKSkV/vTu3RuovN46XWlpaYwfP56DBw9Wut8333xDSkoK33zzTbW+f0pKCnPnzq3Wc4qIyPlh1KhRZerE1NRUBg4cyJQpU8jJyanrIgKwcuVKUlJSOHDgQMjvJX+6dOnC4MGDefLJJ0lPT6/SedXnFKk+5rougIjUH2+++SbTp0+nd+/ePPjggzRq1Ih9+/axaNEi/vOf/7BkyRI6d+5cbe935MgRXn31VWbMmFFt5yzP3r172bRpE+3bt+ftt99m+PDhZfaZN28edru9RsshIiL1R0JCAvPmzSt3m9lcc038DRs28Pnnn/Pkk09Wul/nzp1Zvnw5bdu2rbGyiIiIlNapUyeeeuqp4O8ul4uff/6ZWbNmsXXrVt5++20MBkMdlrBi8+bNIyEhAYDCwkJ27tzJggUL+PTTT1m2bBnNmzc/6fHqc4pUDwXMRaRWfPfdd0ybNo2RI0fy+OOPB1/v3bs3Q4YM4YYbbuCxxx7jgw8+qMNSnp53332XxMREJkyYwH333ceuXbto06ZNyD6dOnWqo9KJiMj5yGKx0K1bt7ouRoXsdvtZXT4RETk/lVf/XHTRReTn5/Piiy/y448/nrX1U8eOHWnWrFnw90suuYRBgwZxww03MGnSJJYsWVLp8epzilQfpWQRkVqxePFioqKieOCBB8psi4+PZ+LEiVxxxRXk5eUB8PHHH3PDDTfQpUsX+vbty9SpUykoKAgeM3fuXC6//HI+//xzrrnmGlJTUxk6dCj/+te/ADhw4ABDhgwB4LHHHmPw4MGAfxr7n//8Z5566il69uzJ9ddfj9vtJjMzkylTpjBo0CBSU1Pp1asXd955Z3CaXEU8Hg/vvfceAwcOZPDgwURFRbF8+fIy+5WcHnfgwAFSUlJYsmQJw4YNo1evXqxcufI0rqqIiEjVeb1eFi5cyOWXXx6sN19//fUy+61evZobbriBCy64gIEDB/Lcc8/hdDpZuXIljz32GABDhgwJ1muDBw9m+vTp/PnPf6ZHjx5MmjSp3JQsW7Zs4bbbbuPCCy/k4osv5v777+fw4cPB7du2beOuu+7i4osvpnPnzvTv35+pU6dSVFRUw1dGRETOd6mpqQAcOnQIj8fDwoULufrqq+natSvdunXj1ltvZePGjQB8//33pKSk8PHHH4ecY9euXaSkpPDRRx8B4HA4ePbZZxkwYACpqalcc801ZVJ0er1eXnrpJQYOHMgFF1zAhAkTTik1TPPmzbn55pvZsGED+/btA070hefNm0fv3r257LLLyMrKCulzDh06lDvvvLPM+X73u98xbty44O8n63eL1FcaYS4iNc7n8/Hll18yePBgwsPDy93nyiuvDP571apVPPTQQ1xzzTXcd999HDx4kNmzZ/Prr7+yZMmS4BS6jIwMnn76ae644w6SkpJYvHgxEydOpGvXrjRv3px58+Zx1113cccdd3DFFVcEz79p0yYMBgNz584lPz8fk8nE+PHjycnJ4cEHHyQhIYGtW7cyZ84cJk2axCuvvFLhZ/vyyy9JT0/n+uuvx2q1Mnz4cN577z0eeOABbDZbpddl9uzZTJo0iejo6GADTkREpKrcbne5r5tMpnKnm0+ePJmVK1cyfvx4unfvzrfffsv06dPJzc0NdqqXLVvGU089xU033cT999/PgQMHePbZZ8nKyuKhhx7ijjvu4OWXX2bevHmkpKQEz/3mm28ycuRIxo0bh81mK1O2bdu28fvf/56uXbvyt7/9DZ/Px/PPP8+YMWP44IMPyMrKYuTIkXTr1o2//e1vWCwWPv/8c1577TUaNmzI7bffXo1XTkRE6pvdu3cD/gD0zJkzeeutt3jooYdISUkhLS2N+fPnc++99/L555/To0cPWrZsyYcffshll10WPMeqVauIiopi8ODB+Hw+7rzzTr7//nvuuece2rRpw7p167j//vtxOp1cd911ADz33HMsXbqU22+/nW7durFmzRqef/75Uyp7v379WLRoEd999x0tWrQA/IH/devWMWvWLLKysoiLiws55tprr+Xll18mLy8vmKZl3759/PTTT8yaNSv4earS7xapjxQwF5Eal5WVhcPhCJleVhGfz8fMmTPp378/M2fODL6enJzM6NGjWb9+PQMHDgT8ed2mTZvGJZdcEtxn0KBBrF+/njFjxtCxY0cAWrRoETI9ze12M2XKFFq2bAlAeno64eHhPProo/Ts2RPwp4o5cOAAy5Ytq7S87777Lq1btw5O67vppptYvnw5H330Eddff32lx15xxRXcdNNNJ70mIiIipR08eLDCdT/uvfdeJkyYEPLa7t27eeedd3jggQeCI8v69euHwWBgwYIF/OEPfyAmJiY4am3atGnBYx0OB//617+w2+3BjnrpaeONGjVi4sSJGI3+CaylF/t86aWXiImJ4ZVXXsFqtQKQmJjIfffdx/bt28nOzqZjx47MmTMn2LHv06cPGzdu5Ntvv1XAXEREqsTn84U8tM3JyeG///0vL7/8Mt26dSM1NZVXX32V+++/P2RhbJvNxt1338327dvp3r07I0aMYPHixRQWFgYHfa1evZorr7wSq9XKV199xRdffMHs2bODa1j179+fwsJCZs6cydVXX01BQQGvv/46f/rTn7j77ruD+6Snp/PFF19U+TMF8ppnZGQEX3O73Tz66KP06dOn3GNGjBjBiy++yLp164L90lWrVhEZGcmQIUNOqd8tUh8pYC4iNS7QefZ4PCfd97fffiMtLY3x48eHNHQuuugi7HY7X331VUjFXTL/XGJiIsBJp5DZbLZghx+gcePGLF26FPA/qd+7dy+7du3i+++/x+VyVXierKwsPv30U8aNG0dubi7gb2C0atWKZcuWnTRg3r59+0q3i4iIVCQhIYGXX3653G2NGzcu89rXX3+Nz+dj8ODBIfXr4MGDefnll/nuu+9o1aoVR48eDRlNBzB69GhGjx5daXnatGkTrO/L89133zFgwIBgsByga9eufPrpp8Hf+/Xrh8vlYvfu3ezZs4ft27eTmZlJbGxspe8tIiIS8O2335Z5oGw0Grnkkkt45plnMBgMwRHemZmZ7N27l927dwfro0D/79prr2Xu3Ll89tlnDB8+nJ9++ol9+/Yxffp0ADZu3IjBYGDAgAFl6tUPPviAnTt3kpGRgcvlCqYKDRg2bNgpBcwDSo/4rqw/2axZMy688EJWr14d7JeuXr2aoUOHYrPZ2LVr1yn1u0XqGwXMRaTGxcbGEhkZyaFDhyrcp6CgAKfTSXZ2NgBTpkxhypQpZfY7cuRIyO8lU7wEOuo+n6/S8jRo0KBMY+ODDz5g1qxZHD58mNjYWDp06HDSlCrvv/8+LpeL+fPnM3/+/DLbt23bRocOHSo8vmHDhpWeX0REpCIWi4UuXbpUef9A/XrVVVeVuz09PT04nbtBgwanXJ6T1WnZ2dmVntfr9TJr1izefPNNCgoKaNKkCV27dg0JsIuIiJxM586dg/1Ig8GA1WqlSZMmwdlLAJs3b2bKlCls3rwZm81G27ZtSUpKAk70JZs3b06PHj1YvXo1w4cPZ9WqVSQlJQVnJGdnZ+Pz+ejRo0e55Thy5EhwUFV8fHzItsCI8apKT08HTgwQCzhZ3XvdddcxefJksrKySEtLY9euXUyaNClYfqh6v1ukvlHAXERqRb9+/fjmm29wOBzldn5XrlzJtGnTeOONNwB45JFH6NWrV5n9YmJiqr1smzZt4tFHH+WPf/wjf/3rX4MNkWeffZbvvvuuwuNWrlzJBRdcwIMPPhjyelFREXfccQdvv/12uY0PERGR2hYdHQ3Aa6+9RmRkZJntTZs2JTMzEyD4/wHZ2dn8/PPPIbO6TlVUVFSZ8wKsX7+eDh068K9//YtXX32VyZMnM3ToUKKiogCUukxERE5JZGRkpQ+U8/LyuO2220hJSeHf//53cIbU+vXrWbt2bci+1157LdOmTeP48eN89NFH3HjjjcGBV1FRUURERARnKpfWsmVLfvrpJwCOHTtG69atg9sCweqq2rBhAwaDIRisr6orr7ySZ555hnXr1rF3716aNGkS7GMH2gW12e8WOZdUPG9SRKQajRkzhuzsbGbPnl1m27Fjx1i0aBEtW7akW7duNGjQgAMHDtClS5fgT2JiIs8//zy//PJLld/TZDJVab//+7//w+v1cs899wSD5R6Phw0bNgD+UW+lbd68me3bt3PDDTfQu3fvkJ8BAwbQr18/Vq1aRX5+fpXLKyIiUlMuuugiwJ9OrGT9mp2dzQsvvEB2djatW7cmLi6OTz75JOTYVatWMXbsWBwOR6VpVyrTs2dPvvjiC5xOZ/C17du3M27cODZv3sx3331H27Ztuemmm4LB8vT0dHbs2FFuPSwiInI6fvvtN7Kzs/nTn/5Eu3btgvXa//7v/wKhfb9hw4YBMGfOHDIyMhgxYkRwW69evSgoKMDn84XUqzt37mT+/Pm43W66d++OzWZjzZo1IWX47LPPqlzetLQ0/vnPfzJw4ECaNGlySp81KiqKQYMG8cknn7BmzRquueaa4Odt3bp1tfW7Rc5HGmEuIrWiW7du3Hvvvbzwwgvs2rWL66+/nri4OHbu3Mkrr7xCfn4+CxcuxGQycf/99zNp0iRMJhODBg0iNzeXl156ifT09AoXOCtPoMO9ceNG2rRpwwUXXFDufl27dgXg6aef5sYbbyQ3N5c33niDbdu2Af50MSWn8IF/sc+wsDCGDh1a7jmvu+461q9fz6pVq7j11lurXGYREZGqcDqd/PDDDxVuL53XtH379owYMYInn3ySgwcPkpqayu7du5k9ezbNmjUjOTkZk8nE3XffzdNPP83kyZO5/PLL2bNnDy+88AK///3viY+PD45IW7duHZdeeilt2rSpUnknTJjALbfcwtixY/nzn/+M0+lkzpw5dO7cmUsvvZStW7fy0ksvsXDhQrp168bevXtZsGABTqeTwsLC075OIiIiJbVq1Qq73c7//M//YDabMZvNrF27lhUrVgCE1DkxMTEMGjSIt956iy5duoTUeQMGDOCiiy5iwoQJTJgwgTZt2vDTTz8xd+5c+vXrF0zDMmHCBF544QXCw8O5+OKLWb9+fYUB861bt3L06NFgObZv386rr76K1WoNplI5Vddddx133nknHo8nJOBfnf1ukfORAuYiUmvuuOMOOnXqxJtvvsmMGTPIzs4mMTGRSy+9lNtvv52mTZsC8Lvf/Y7IyEgWLVrE8uXLiYiIoEePHsycOZPmzZtX+f3sdjt/+ctfWL58OZ9//jlfffVVufv17t2bSZMmsWTJEtasWUPDhg3p3bs38+bN48477wwuVBbgcDhYvXo1ffv2DeZ7Le2yyy4jOjqaZcuWKWAuIiLVLiMjg1tuuaXC7YGOf0kzZsxgwYIFLFu2jLS0NBo0aMDw4cO57777grOyRo4cSUREBIsXL2bFihU0btyYMWPGMG7cOMBfZ/bp04fnn3+ejRs3snDhwiqVt1OnTrz++us8//zz3H///URGRjJgwAAeeughLBYL48ePJysri6VLlzJ//nyaNGnCtddei8FgYMGCBeTk5Gh6uIiInLGoqCheeuklnn32We69914iIyPp2LEjb7zxBmPHjmXTpk0MHjw4uP+IESNYu3ZtSLAZ/OtnLVy4kDlz5rBgwQKOHTtG48aNGT16NHfeeWdwv/HjxxMREcFrr73Ga6+9Rvfu3Xn00UeZPHlymbLdddddwX/b7fZgXThq1KjTXv+qf//+xMTEkJiYSLt27UK2VVe/W+R8ZPCdbHU8EREREREREREREZF6QDnMRURERERERERERERQwFxEREREREREREREBFDAXEREREREREREREQEUMBcRERERERERERERARQwFxEREREREREREREBFDAXEREREREREREREQEUMBcRERERERERERERARQwFxEREREREREREREBFDAXEREREREREREREQEUMBcRERERERERERERARQwFxEREREREREREREBFDAXEREREREREREREQEgP8PdjRGqoptqAIAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(3,3, figsize=(15, 10), sharey=True)\n",
"axes = axes.flatten()\n",
"for i, col in enumerate(imp_category_features):\n",
" sns.boxplot(data=eda_data, x=col, y='SalePrice', ax=axes[i])\n",
" sns.stripplot(data=eda_data, x=col, y='SalePrice', ax=axes[i], alpha=0.5)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "cb4cb5fa",
"metadata": {},
"source": [
"确实的,都有着不错的效果~😊"
]
},
{
"cell_type": "markdown",
"id": "ee0ee714",
"metadata": {},
"source": [
"一些特别的(后续训练出现的)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "a3ae6ade",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" f_score \n",
" p_value \n",
" \n",
" \n",
" \n",
" \n",
" MSZoning \n",
" 41.762896 \n",
" 1.401300e-10 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" f_score p_value\n",
"MSZoning 41.762896 1.401300e-10"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result[result.index == 'MSZoning']"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "83cb0e35",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=eda_data, x='MSZoning', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "9bdd15e6",
"metadata": {},
"source": [
"### missing\n",
"先处理缺失值\n",
"- 缺失的程度\n",
"- 缺失是否有规律?还是人为异常?"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "f7b821d7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total \n",
" percent \n",
" \n",
" \n",
" \n",
" \n",
" PoolQC \n",
" 1453 \n",
" 0.995205 \n",
" \n",
" \n",
" MiscFeature \n",
" 1406 \n",
" 0.963014 \n",
" \n",
" \n",
" Alley \n",
" 1369 \n",
" 0.937671 \n",
" \n",
" \n",
" Fence \n",
" 1179 \n",
" 0.807534 \n",
" \n",
" \n",
" MasVnrType \n",
" 872 \n",
" 0.597260 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" total percent\n",
"PoolQC 1453 0.995205\n",
"MiscFeature 1406 0.963014\n",
"Alley 1369 0.937671\n",
"Fence 1179 0.807534\n",
"MasVnrType 872 0.597260"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"total = eda_data.isnull().sum()\n",
"percent = eda_data.isnull().sum() / eda_data.shape[0]\n",
"missing_data = pd.concat([total, percent], axis=1, keys=['total', 'percent'])\n",
"missing_data.sort_values(by='percent', ascending=False).head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "d8d459f4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total \n",
" percent \n",
" \n",
" \n",
" \n",
" \n",
" LotFrontage \n",
" 259 \n",
" 0.177397 \n",
" \n",
" \n",
" Alley \n",
" 1369 \n",
" 0.937671 \n",
" \n",
" \n",
" MasVnrType \n",
" 872 \n",
" 0.597260 \n",
" \n",
" \n",
" FireplaceQu \n",
" 690 \n",
" 0.472603 \n",
" \n",
" \n",
" PoolQC \n",
" 1453 \n",
" 0.995205 \n",
" \n",
" \n",
" Fence \n",
" 1179 \n",
" 0.807534 \n",
" \n",
" \n",
" MiscFeature \n",
" 1406 \n",
" 0.963014 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" total percent\n",
"LotFrontage 259 0.177397\n",
"Alley 1369 0.937671\n",
"MasVnrType 872 0.597260\n",
"FireplaceQu 690 0.472603\n",
"PoolQC 1453 0.995205\n",
"Fence 1179 0.807534\n",
"MiscFeature 1406 0.963014"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"missing_data[missing_data['percent'] > 0.15]"
]
},
{
"cell_type": "markdown",
"id": "2ebebb56",
"metadata": {},
"source": [
"缺失比例大于15%,我们考虑删除特征: \n",
"\n",
"主要都是质量材料相关的缺失,应该不重要,可以删除"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "b153d261",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" total \n",
" percent \n",
" \n",
" \n",
" \n",
" \n",
" MasVnrArea \n",
" 8 \n",
" 0.005479 \n",
" \n",
" \n",
" BsmtQual \n",
" 37 \n",
" 0.025342 \n",
" \n",
" \n",
" BsmtCond \n",
" 37 \n",
" 0.025342 \n",
" \n",
" \n",
" BsmtExposure \n",
" 38 \n",
" 0.026027 \n",
" \n",
" \n",
" BsmtFinType1 \n",
" 37 \n",
" 0.025342 \n",
" \n",
" \n",
" BsmtFinType2 \n",
" 38 \n",
" 0.026027 \n",
" \n",
" \n",
" Electrical \n",
" 1 \n",
" 0.000685 \n",
" \n",
" \n",
" GarageType \n",
" 81 \n",
" 0.055479 \n",
" \n",
" \n",
" GarageYrBlt \n",
" 81 \n",
" 0.055479 \n",
" \n",
" \n",
" GarageFinish \n",
" 81 \n",
" 0.055479 \n",
" \n",
" \n",
" GarageQual \n",
" 81 \n",
" 0.055479 \n",
" \n",
" \n",
" GarageCond \n",
" 81 \n",
" 0.055479 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" total percent\n",
"MasVnrArea 8 0.005479\n",
"BsmtQual 37 0.025342\n",
"BsmtCond 37 0.025342\n",
"BsmtExposure 38 0.026027\n",
"BsmtFinType1 37 0.025342\n",
"BsmtFinType2 38 0.026027\n",
"Electrical 1 0.000685\n",
"GarageType 81 0.055479\n",
"GarageYrBlt 81 0.055479\n",
"GarageFinish 81 0.055479\n",
"GarageQual 81 0.055479\n",
"GarageCond 81 0.055479"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"missing_data[(missing_data['percent'] <= 0.15) & (missing_data['percent'] >0)]"
]
},
{
"cell_type": "markdown",
"id": "59c02665",
"metadata": {},
"source": [
"对于缺失小于15%的,\n",
"- *Bsmt* 有相关的 TotalBsmtSF 表示。 删除特征\n",
"- *Garage* 有相关的 *GarageCars*。 删除特征\n",
"- `Electrical`删除行就可"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "147b0ee0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index([1380], dtype='int64', name='Id')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[eda_data['Electrical'].isnull()].index"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "e15aadb1",
"metadata": {},
"outputs": [],
"source": [
"eda_data = eda_data.drop(index=eda_data[eda_data['Electrical'].isnull()].index,axis=0)\n",
"traindata = traindata.drop(index=eda_data[eda_data['Electrical'].isnull()].index,axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "e16b5d68",
"metadata": {},
"outputs": [],
"source": [
"missing_remove_num_cols = {'MasVnrArea'}\n",
"missing_remove_cat_cols = {'Alley', 'MasVnrType', 'Fence', 'MiscFeature','GarageType', 'GarageFinish'}\n",
"missing_remove_ord_cols = {'PoolQC', 'FireplaceQu','BsmtQual','BsmtCond','BsmtExposure', 'BsmtFinType1','BsmtFinType2', 'GarageQual', 'GarageCond'}"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "94cda818",
"metadata": {},
"outputs": [],
"source": [
"eda_data['GarageYrBlt'] = eda_data['GarageYrBlt'].fillna(eda_data['YearBuilt'])"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "eaca5552",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PoolQC 1452\n",
"MiscFeature 1405\n",
"Alley 1368\n",
"Fence 1178\n",
"MasVnrType 871\n",
" ... \n",
"ExterCond 0\n",
"ExterQual 0\n",
"Exterior2nd 0\n",
"Exterior1st 0\n",
"SalePrice 0\n",
"Length: 80, dtype: int64"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data.isnull().sum().sort_values(ascending=False)"
]
},
{
"cell_type": "markdown",
"id": "8732db62",
"metadata": {},
"source": [
"先进性粗略的填充使用median,none"
]
},
{
"cell_type": "markdown",
"id": "a08c9c5c",
"metadata": {},
"source": [
"### 异常值\n",
"- 删除行:"
]
},
{
"cell_type": "markdown",
"id": "27ed45f6",
"metadata": {},
"source": [
"**应该聚焦于那些关键的特征!**:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "43debd7d",
"metadata": {},
"outputs": [],
"source": [
"imp_numeric_cols =[\n",
" 'OverallQual','TotalBsmtSF', 'GrLivArea','1stFlrSF'\n",
"]\n",
"imp_category_cols = [\n",
" 'Foundation','LotShape', 'CentralAir','Electrical', 'PavedDrive'\n",
" ]"
]
},
{
"cell_type": "markdown",
"id": "a9626b5c",
"metadata": {},
"source": [
"关于离群异常点的定义,不能使用简单的IQR,很多数值特征都是长尾的,所需需要log变换"
]
},
{
"cell_type": "markdown",
"id": "87d5f81c",
"metadata": {},
"source": [
"#### 目标异常"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "79f89308",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XdXQnxNWjOyW7d1P0f6/QdNw4DLvd6pBEREREpBGyPMEePHgwgwcPrnRfxuFrK4M8Hg/PPfccXbt2JSkpiVWrSpOCFi0qXjOamprK7t27wxOwSAMTOHgQPB5wOrElJ1sdTq04OnaCz5fg37kT91dfE332QKtDEhEREZFGyPIEu7p8Ph8TJkwgKyuLl19+GYDi4mIAXC5XhbJRUVHk5ubW+limaVJUVFT7YKshGHvwd2OkNihVV+0Q7XDg9XqP2u7buRMAW1oqPr8f/H6ASsseS3XLm6ZJ8RHvr2O1QVVxH8l+agf8P64j/7XXCJzep1qxRBq9J9QGQXXRDqZpYhhG2OoXERFpjOpFgl1QUMBtt93G8uXLmT59Oj179gQgOjoaKD2zHfw3gNvtJiYmptbH83q9ZGZmnljQ1bR9+/Y6OU4kUxuUCnc79MzIYP++oxcBi9q+HSdQ0jSevMP7k6DSslWpSfkEv7/K91dlbVBV3EeypaYSyzpK3v+An/7wezjii7f6RO8JtUFQuNvhyC+oRURE5MREfIKdnZ3NDTfcwM6dO3nmmWcqXG8dnBqenZ3NySefXOExnTt3rvUxnU4nHTp0qH3Q1VBcXMz27dtp27btCX0ZUJ+pDUrVVTvY7Haap6Qctd2dk4sJNDnlFOLL7a+s7LFUt7zNbqdLly4Vth2rDaqK+0hm8+Z4N2yAXbtpv2s3rl9fVP3gI4TeE2qDoLpoh6ysrLDUKyIi0phFdIKdm5vL6NGjKSgoYN68eXTq1KnC/s6dOxMXF8fy5cvLEuy8vDzWr1/PiBEjan1cwzCIjY09odirKyYmps6OFanUBqXC3Q6m14vT6ay4ze2m5OBBAFytWmIrt//IssdT3fLHen9V1gaVxV1lDJddRsFTT+N//31ih11RrcdEIr0n1AZB4WwHTQ8XEREJvYhOsB966CF+/vlnZs+eTVJSEvvKTRNNSkrC5XIxYsQIHn74YZKSkmjZsiVTp04lPT2dIUOGWBi5SP3g37MHACMhHluTJhZHc+Jifns5BU89TcniTwnk5GBLTLQ6JBERERFpRCI2wQ4EArz33nt4vV5Gjx591P7FixfTqlUrbrnlFnw+H/fddx8lJSX07duXOXPm6LoykWrw7y5NsO3pLY5Tsn5wdO6Mo2NHfJs2UfLxJ8Re+TurQxIRERGRRiSiEuwpU6aU/dtms7F27drjPsZutzN+/HjGjx8fztBEGqTA3r0A2FukWxxJaBiGQcwlF5O/aRPF77+vBFtERERE6pTN6gBExDrBKeK2tDSLIwmdmF//GoCSJUsIFBZaHI2IiIiINCZKsEUaqUBBAWZhIRgG9tRUq8MJGUdGF+xt20CJG/dnn1sdjoiIiIg0IkqwRRqp4PRwW1ISRg1XDI9khmGUncUufv99i6MRERERkcZECbZII+XfczjBTm8Y11+XVzZN/JPFmG63xdGIiIiISGOhBFukkfIHFzhrQNdfBzl798KWno5ZUID7q6+tDkdEREREGgkl2CKNkGma/1tBvAEm2IbNRsyQ8wEo+eQTi6MRERERkcZCCbZII2Tm52MWF4PNhi2led0ePBDA9Hor/EQ7HPTMyCDa4ThqH6ZZq8NEnx9MsBdj1rIOEREREZGaiKj7YItI3Si7PVfz5hiOOu4GDIP86Y9X2OT1etm/bx/NU1JwHrHgWtNxN9fqMFFnnYkRHY3/l1/wbdiAs0uXWocsIiIiIlIdOoMt0gg15OnhQUZMDFEDBgClZ7FFRERERMJNCbZII+TP3geALa3h3P+6MtHnnwcowRYRERGRuqEEW6SRMU2TQHY2APbUBp5gn1eaYHtWr8Z/8KDF0YiIiIhIQ6cEW6SRMQsKShc4Mwxszet4gbM6Zj+pBc6uXcE0cS/+1OpwRETCIjc31+oQRCRCqD+wnhJskUYmePbalpRU9wucWSB6yP9WExcRaWj27NnDqFGj2HN48UoRabzUH0QGJdgijUzZ9dcNfHp4UNl12EuWYHo8FkcjIhJaBQUFBAIBCgoKrA5FRCym/iAyKMEWaWQay/XXQc6ePbE1b46Zn49nxUqrwxERERGRBkwJtkgj498XPIOdYnEkdcOw2Yg+bzAAxZ98YnE0IiIiItKQKcEWaUTM4hLMvDwA7CkNMMEOBDC93qN+os4dBEDJJ59U3Kcp4yIiIiISQg1/hSMRKePfVzo93EhIwIiOtjiaMDAM8qc/ftRm0+MBmw3/tu3kTnoAW1ISAE1vGVfXEYqIiIhIA6Yz2CKNyP+uv26AZ6+PwXC5sLduBYBv2zaLoxERERGRhkoJtkgj0thWEC/P0e4UAHxblWCLiIiISHgowRZpRMrOYKc0wgT7lHYA+H/5BbOkxOJoRERERKQhUoIt0kgEiosJHDoENJ4VxMuzJSaWXnsdCODbscPqcERERESkAVKCLdJI+DI3gGlixMZii4uzOhxL2NuVnsXWNHERERERCQcl2CKNhHfdOqBxXn8d5Dil9Dps/7ZtmIGAxdGIiIiISEOjBFukkQgm2PZGnGDbT2oBUVGYJSUE9uyxOhwRERERaWCUYIs0Ev87g934rr8OMux2HG3bApomLiIiIiKhpwRbpBEwvV68GzcBjfsMNvxvNXHf1q0WRyIiIiIiDY0SbJFGwLc5CzwecLkwEhKsDsdSjrZtwTAI7N+P75dfrA5HRERERBqQiEqwZ82axciRIytsy8zMZMSIEfTq1YtBgwYxZ86cCvsDgQDTp09n4MCB9OzZk+uuu44dugWPSAWeH38EwJ6SgmEYFkdjLSMmBnuLFgC4P/3M4mhEREREpCGJmAT7+eefZ/r06RW2HTp0iDFjxtC2bVsWLlzIuHHjeOyxx1i4cGFZmVmzZjF//nwefPBBXnnlFQzD4IYbbsDj8dT1UxCJWN4ftYJ4efbD08RLPv3U4khEREREpCGxPMHeu3cv119/PY899hjtDt+jNujVV1/F5XIxadIk2rdvz7Bhw7j22mt55plnAPB4PDz77LOMGzeOc845h86dOzNt2jT27t3Lxx9/bMXTEYlI3nWHz2A34gXOygversv91dcEioosjkZEREREGgrLE+x169aRkJDAW2+9Rc+ePSvsW7VqFX379sXhcJRt69+/P9u2bePAgQNs2LCBwsJC+vfvX7Y/Pj6ejIwMVq5cWWfPQSSSmYFAuTPYaRZHExlsyckY8fHg8eD+8kurwxERERGRBsLyBHvw4ME88sgjtG7d+qh9e/bsIT09vcK21MNTXHft2sWew/exbXH4esryZXbv3h2miEXqF/+OHZgFBeByYUtqZnU4EcEwjLKz2CUffGhxNCIiIiLSUDiOX8Q6JSUluFyuCtuioqIAcLvdFBcXA1RaJjc3t9bHNU2TojBPGw3GHvzdGKkNSoW7HTzffguAs3MnfIEABALVepzX663RcWpS/siywb+rquNE6q5S27awZg3FH32EKy8Pw2F9d6j3hNogqC7awTTNRr/ooYiISKhZ/4nyGKKjo49arMztdgMQGxtLdHQ0UHotdvDfwTIxMTG1Pq7X6yUzM7PWj6+J7du318lxIpnaoFS42iFu6RfEAY4uXdi3b1+1HpME7K9m2ZqWP1bZ3JycsNV9FJeTpgkJmIdy2PL6G3i7da3e4+qA3hNqg6Bwt8ORX1CLiIjIiYnoBDs9PZ3s7OwK24J/p6Wl4fP5yradfPLJFcp07ty51sd1Op106NCh1o+vjuLiYrZv307btm1P6MuA+kxtUCrc7ZCfnY0PcHbrRvMj3k/H0jylZgui1aT8kWW9Xi+5OTkkJCbidDpDWvexGOcNpnjR65y0aROxV/6u2o8LF70n1AZBddEOWVlZYalXRESkMYvoBLtv377Mnz8fv9+P3W4HYNmyZbRr147k5GSaNm1KXFwcy5cvL0uw8/LyWL9+PSNGjKj1cQ3DIDY2NiTP4XhiYmLq7FiRSm1QKlztkJu5AQBX166Yhw5V+3GVJbqhKl9VWafTWem+UNRdGccFF1C86HV8iz8l5sF/Rsx0Wb0n1AZB4WyHSHm9i4iINCSWL3J2LMOGDaOgoICJEyeSlZXFokWLeOGFF7jxxhuB0qltI0aM4OGHH2bx4sVs2LCB22+/nfT0dIYMGWJx9CLW8+/dS2DfPrDZcHSp/ayOhirq7IEQHYX/55/xrltvdTgiIiIiUs9F9Bns5ORkZs+ezeTJkxk6dCgpKSlMmDCBoUOHlpW55ZZb8Pl83HfffZSUlNC3b1/mzJmj68pEAO8Ppfe/dnTogK0RT7etii02luhBgyj54ENK3nsPVwRdhy0iIiIi9U9EJdhTpkw5aluPHj145ZVXqnyM3W5n/PjxjB8/PpyhidRLnh9LE2ynEscqxVx6CSUffEjx2+/QdPxdmjYrIiIiIrUW0VPEReTEeNetA8DZVQl2VaKHDIGoKHxbt+JbXzd3DxARERGRhkkJtkgD5v2xNMF2detmcSSRyxYXR/S5gwAofucdS2MRERERkfpNCbZIAxXIycH/00+ApogfT8xllwJQ9PY7mKZpcTQiIiIiUl8pwRZpoIKrYttbt8aWmGhtMBEu+vzzS1cT37ZNq4mLiIiISK0pwRZpoLTAWfXZ4uKIHjwYgOK33rI4GhERERGpr5RgizRQweuvnbr+ulpiD9/+r3jR65iBgMXRiIiIiEh9pARbpIHyHj6DrQXOqid68LkYCQn4d+/Gs+wbq8MRERERkXpICbZIAxQoLsaXlQVoinh1GdHRxFx6CQBFixZZHI2IiIiI1EdKsEUaIF/mBggEsDVvji0tzepw6o3YKw5PE3/3PcziYoujEREREZH6Rgm2SAPk+eEHAJzdu2EYhsXR1B+ufv2wn3QSZn4+xR9/YnU4IiIiIlLPKMEWaYC86w4vcNZV08NrwrDZiBl2BQBFr7xicTQiIiIiUt8owRZpgLTAWe01+f1wANxLluL75ReLoxERERGR+kQJtkgDY3q9eDM3AKVTxKVmHG3b4vrVr8A0KXp1Qdl20+PB9Hqr/+PxWPgsRERERMQKDqsDEJHQ8m3OAo8Ho2lT7CefbHU49VKTq/+AZ9kyiua/QtNbb8Gw2cAwyJ/+eLXraHrLuDBGKCIiIiKRqFZnsFeuXElhYWGl+/Ly8nj33XdPKCgRqT3P4enhzq4ZpYmh1FjMry/CiI/Hv3Mn7i++sDocEREREaknavXpe9SoUWzZsqXSfevXr+fee+89oaBEpPa8Px5e4EzXX9eaERND7OHFzgpfeNHiaERERESkvqj2FPG7776b3bt3A2CaJpMmTSIuLu6octu3b6d58+ahi1BEasT7Y+kturTA2YlpMnoUhc89T8nHn+D76SfsLVpYHZKIiIiIRLhqn8G+8MILMU0T0zTLtgX/Dv7YbDZ69erFQw89FJZgReTYzEAA77r1ADi76RZdJ8J56qlEnT0QAgGdxRYRERGRaqn2GezBgwczePBgAEaOHMmkSZNo37592AITkZrz79iBWVAA0VE4Tj3V6nDqvSbXXYd76RcU/t984rRomYiIiIgcR61WEX/ppZdCHYeIhIDnh8MLnHXujOHQTQJOVPTgc7G3ORn/jp8ofuNNq8MRERERkQhXq0/gxcXFPPnkk3z22WcUFxcTCAQq7DcMg08++SQkAYpI5UyPBwyjwjbv2rUAOLtkYHq9RzzARGrGsNuJu/Zach/4B4UvvED0xRdjHNHmIiIiIiJBtUqwJ0+ezMKFC+nXrx9dunTBplsBidS9Su7LXPze+wD492Ufta/puJvrLLSGJHb4VeT9Zyq+jZvwd++B4+TWVockIiIiIhGqVgn2Rx99xO23384f//jHUMcjIrVkmiaB7GwA7CmpFkfTcNgSEoi98ncUvvgS3jVrlGCLiIiISJVqderZ5/PRo0ePUMciIifALCjELC4Gw8CmW+WFVJMx1wLg27KFQF6etcGIiIiISMSqVYI9YMAAli5dGupYROQEBPaVnr22JSVhOLXAWSg5O3bENeAsME08362xOhwRERERiVC1+hR+8cUXc//993Pw4EF69uxJTEzMUWV++9vfnmhsIlID/r2HE+xUTQ8Ph7jrxnDwy6/w/vADUf3PwIiKsjokEREREYkwtUqwb7vtNgDeeOMN3njjjaP2G4ahBFukjpVdf60EOyyiBg3ClpxM4MABPGvXEtW3r9UhiYiIiEiEqVWCvXjx4lDHISInyL9vH6Az2OFi2Gy4Tu9DyYcf4f32O1y9e+te4yIiIiJSQa0+HbZs2TLUcRyT1+tlxowZvPnmm+Tm5tKlSxfuuusuTjvtNAAyMzOZPHkyP/74I4mJiYwcOZKxY8fWaYwiVjKLizEPL75lT02xOJp6JBA4+n7hVTFNHJ07Y3z5FWZhIb4NG3F26xre+ERERESkXqlVgj1jxozjlrn55tDdc/eJJ55g4cKFTJkyhdatW/PMM89www038N577+FyuRgzZgznn38+DzzwAGvWrOGBBx4gMTGRYcOGhSwGkUgWPHttJCTo2uCaqORe4lVpOu5mDLsd52m98XzxJZ7Vq3B0zcAwjDAHKSIiIiL1RcgT7Li4OFJTU0OaYC9evJhLL72UAQMGAHDPPfewYMEC1qxZw/bt23G5XEyaNAmHw0H79u3ZsWMHzzzzjBJsaTR0/XXdcfXogWf5CgIHDuLftg3HKadYHZJIg+H3+/nxxx9Zu3YthmHQrVs3unfvXmXZ9evXc/DgQZKSkujUqRMbN27k4MGDJCQkYBgGOTk5JCUlkZGRgd1ur+NnU/XzsdvteDwe3n//fXbv3k1aWhpt2rQhPz+/Qrzln2OTJk34+uuv2bJlC0lJSZx55pmkp6cTpS9VReQIgUCA77//nrVr12KaJk2bNiUxMZGkpCRM0yQ3N/eofrOqvrKyvjYzM7PSfu3IspX1ZYmJiRViCGX/HAgE+OGHH9i/fz95eXnEx8fTvHnzOh8DapVgb9iw4ahtRUVFrF69mkmTJvG3v/3thAMrLzExkc8++4wRI0bQokULXnnlFVwuF126dOG1116jb9++OMpdC9m/f3+eeuopDhw4QHJyckhjEYlE/mxdf11XjKgonN274129Gs+q1UqwRULk66+/ZubMmeSVu9f8K6+8QkJCAmPHjiU+Pr5C2Tlz5pB9+MtFAJvNRiAQqLTu1NRUxo4dy5lnnhm+J3CEYz2fzp07s3LlymPGO2DAAL788ssKzzFo69atrFq1CoCkpKTwPAERqbfuv/9+CgoKjlvuyH7zyL6ysr7WMAxM0yz7O9ivnXfeeUf1Wcfryyo7Zm2tX7+emTNnsu/wrM5wHKO6anUf7MrExsYycOBAbrrpJv7zn/+EqloAJk6ciMPh4LzzzqN79+5MmzaNRx99lJNPPpk9e/aQnp5eoXzq4SRj165dIY1DJFL59+4FdAa7rrhO6w02G/6dO/Hv3mN1OCL13tdff81DDz1EXl4eGRkZPPjggzz44INkZGSQm5vLf//7X9avX19WdsqUKbRt25apU6dy5513AlRIwDMyMsjIKL2EY9SoUbRt25YpU6bw9ddfR8TzWb58OdHR0fz6178GoG3btsTFxQFwzjnnEB8fz6JFi4iPjycjIwMo/SAc1KVLl7ITCx6PB4C1a9fWyXMTkcgV7AcKCgpo1aoVAJ07dyYl5X/r8wS3Q2m/aRgGd955J1OnTq3QV1bV1waT6z/84Q8V+rVgnzV16lReffVVpk6dWqEvGzVqFIZhlPXPQMj65+XLl/Pqq6/StGlTAPr06cPNN99Mnz59MAyD+Pj4Oh0DQr4EbosWLdiyZUtI69yyZQvx8fHMnDmTtLQ0FixYwN13383cuXMpKSnB5XJVKB+cLuV2u2t1PNM0KSoqOuG4j6W4uLjC78ZIbVCqtu0Q7XDg9Xox3W7MQ4cACCQn4T3Gol3H2nciZU+07uDfVdURcXFHR2PreCqBDRspWbkC1+EPyeWZpklxDfsRvSfUBkF10Q6maUbEGgJ+v5/Zs2fjcrno2bMn9913X1ky2b17dx588EG+//57PvroIy6//HLmzJlD3759mThxIqZpMnXqVPr168eECRO4+uqrMQyDBx98ELvdzuTJk/nwww954oknmDJlCs8++yxnnHFGWKcKHuv5dOrUiSuvvBIovaRu1apV9OvXj4kTJxIIBBgzZgxffPEFycnJJCYmkpOTw/79+3E4HCQkJNCmTRsKCgo4cOAA8+bN4+qrry47S/Xmm29y+eWXWzIVXkSsFwgEym6fnJGRwb59++jXrx/33HMPN954IwkJCRQXF+PxeHA6ndhsNmbPns1//vMf5s6dy1NPPcXEiROZPHkyc+bMAajQ1/7nP/8p69cAPv30U4YPH86DDz7I8OHD8fl85Ofnc+qpp2K32zn11FPJy8sjMTGR3NxcPvjgg7L6gJD1z36/n5deeomOHTty8ODBsj7VZrMxZMgQJk+ezI4dOzj99NPrZAyAECbYpmmye/dunnnmmZCuMv7LL78wfvx4nn/+eU4//XSgdMDNysri8ccfJzo6uuzb26BgYh0bG1urY3q9XjIzM08s8Gravn17nRwnkqkNStW0HXpmZLB/3z7se/cSAwSaNOFAQQFUMSUoCdhfybSZEy0byrpzc3LCVveJlj+yrK1tW2I3bMS/ZSsHtm7DbBpXoXyC31/rfkTvCbVBULjb4cgvqK2wfv36sil9V111VYUztTabjauuuoqVK1fi8Xj48MMPyc7OZvz48dhsNn744Yeyvzdt2lT2eWDDhg10796dK6+8kvHjx7Nhw4ayf69fv77K67rD/Xw+/PDDsn8Hp0tOmDABm82GzWbjmmuuKZviePPNN5eteXPWWWexZMkSbrvtNrZv386cOXPIysri8ssvZ+HChQAcPHiQjz/+mA4dOoTtuUWCkpISdu3aRVRUFNHR0VaHw88//2x1CBGlLtsj0l4LVgm2wy+//MKhwydcunTpwvr165kwYQIbNmxg37593HTTTcycObPCVO1NmzYd1TcG/wYq9LXl+7XgvuDMouAJiL1795bVs379erKzsyv0ZcH6gJD1z8E+t2/fvrz33nvcfffdZcew2WxldQ8dOpSVK1eGfQyAWibYnTt3rvJb7+A3HKGydu1avF7vUQ3Rs2dPli5dykknnXTUnP7g32lpabU6ptPpDPsAVVxczPbt22nbti0xMTFhPVakUhuUqm072Ox2mqek4PvpZ3yAo0U6zVOOfYuu4+2vbdkTrdvr9ZKbk0NCYiJOpzOkdYeyfIWyKSl4MjcQ2LGD+J9+wjnonAplbXY7Xbp0qVEsek+oDYLqoh2ysrLCUm9NHTx4sOzfbdq0OWr/ySefXPbvvYcvhwmWCz62TZs2rFix4qg6g489ePAgffv2Pep44XCs57N79+6jypcvE4zxyH936NCBJUuWcPLJJ5fNsDt48CDnn39+WYINMHPmzBN/AiIn4L///a/VIQiUfZYq3zf269fvqD6isr6xfJ97ZF8b3BacJl5ZfxrcFvxdvi8r39+Fqn8OPqb8cy4veJzgF8rhHgOglgn2TTfdVGmCHRcXx6BBg2jbtu2JxlWmRYsWAGzcuJEePXqUbd+0aRNt2rShV69ezJ8/H7/fX3a6f9myZbRr167WC5wZhlHrs981FRMTU2fHilRqg1I1bQfT68XpdOLbX/qNoiO9RaXJaXnH21/bsqGq2+l0VrovUuM2+valeMcO/JmZRA84C1u5ROhE+hG9J9QGQeFsh0iYHg4VF+nasWMHnTt3rrD/p59+Kvt38IvzYLngY3fs2FGhnuC/g49NSkqq8O9wOtbzCX6mKa98mZUrV5ZtL//v4JchP/30U9lJhKSkJD755JMKdd10002N4gz2tm3baNeuXUSctfz555+VVJZzxx130Lp16zo5VqS9FqwSbAfTNHnmmWeA/51RLt83lv8SMqiyvrF8n3tkXxvcVv7xldVZ/nf5vqx8fxeq/jn4mPLPuXy/G6w7OMOpLhaGrFWCPW7cuFDHUaUePXpw+umnc/fdd3P//feTnp7OG2+8wbJly5g3bx6tW7dm9uzZTJw4keuvv561a9fywgsv8MADD9RZjCJWKlvgLL12Mzak9uytW2FLSyWwNxvvmjVE/epXVockUu9kZGSQkpJCbm4ur776aoVrlgOBAK+++ioul4vY2FguvPBCPvjgAxYsWMDEiRPJyMggNTWVBQsWMGHCBFwuF4Zh0LlzZwKBAAsWLCAtLY3OnTszZcoU0tLSyhbXseL5XHjhhcyePRsoXZDVNM2y5xIIBHj55Zex2WwkJyczd+5cmjdvzv79+/nqq69ITk7m9ddfp6CggNTUVDp06MDf//73suMmJSUxZMiQBn8NdlFREW63m1NOOUVfwkWg1q1b19mXPHotlAq2Q6dOnXjttdc4dOgQmZmZpKSksGDBAu655x5SUlKYO3cuLpeLxMREDh06hM1mo2PHjvznP/8p6xuD/WZwwejyfW35fg2o8Bin04nP5yM1NbWsjw32z3PnziUlJQXDMMrqC9Ydiv45GFtWVhbNmzcvO0ZwhfTgcVavXl0nYwCcwCriHo+H+fPnc/vttzN27Fjuuusu5s+fX+uFxapis9mYNWsW/fv359577+WKK67gm2++4fnnn6dXr14kJycze/Zstm3bxtChQ5kxYwYTJkxg6NChIY1DJBKZxcWYuaW3gNEK4nXPMAxch9eG8H63BrOGC6yJCNjtdq6//no8Hg8rV67k3nvvZc2aNaxZs4Z77rmn7PrrCy64AIfDwdixY1m5ciWTJ09m8+bNjBgxghUrVpTV4Xa7mThxIvfeey8rV67kwgsvZMqUKaxcuZLrrrsu7AnosZ5P+YS4oKCA008/nRUrVnDrrbcycuRIcnJyGDhwIAkJCeTk5JCYmEhGRgY+n49Dhw7x7bffsmnTJpKSkrj66qvx+Xxlq49rgTORxs1ms/Hb3/4WKL0uOSoqihUrVnDPPfcAkJubW7bAmdfrxe12c/3117Ny5UquueYaNm/ezOTJk1m5ciVjx449qq8dOXJkWb+2cuVKzj33XH744QcmTpxYuuju4fttb968maKiIjZv3kx8fDw5OTkkJCRw0UUXlfWJ99xzDytWrOCCCy444f7ZbrczcuRINm3aRHx8PCtWrOAf//gHH3zwAf/4xz9YuXIlTZs2ZdWqVXUyBkAtz2Dn5eUxatQoNmzYwEknnURKSgrbtm3jnXfe4eWXX2bevHlly6SHQkJCAvfffz/3339/pft79OjBK6+8ErLjidQX/r2lUwWNxESMRjw9ykqOU0/FiI/HzMvDu249rl49rQ5JpN4588wzuffee5k5cybr16/nb3/7W9m+xMRErrvuurLbcJ155pncc889zJkzp2whHqDC/abLLzD44osvkpaWxj333FNn90A93vPp1KkTK1eu5P333wcqLma3ZMkS0tLSuOKKKyrcO7b8vWo3bNhQ9u/gdYXlL6MTkcYp2A/ExcWxc+dOoPSy2vJ++eWXsn/n5eVhmmbZZQ5H9pWV9bXB+2DPnz+/bFtiYiKDBw/myy+/rFC2fF/24osvApQtjAbw0ksvhaR/PuOMM7jqqqv47LPPAFi9ejWrV68u25+fn1+nY0CtEuxHHnmEPXv2MHfu3LKVvQFWrVrFLbfcwmOPPcZ9990XsiBFpHL+vaX3YLbXckE/OXGGzYarTx/cn32GZ/VqnD26Y9hqPTlIpNE688wzOeOMM/jxxx9Zu3YthmHQrVs3unfvjtvtrpA0B8uuX7+egwcPkpSURKdOndi4cSMHDx4kISEBwzDIyckhKSmJjIyMOj+7e6znY7fb8Xg8vP/+++zevZu0tDTatGlDfn5+hXhHjRpV9hybNGnC119/zZYtW0hKSuLMM88kPT2dqKiosvvTiogAPPDAAxQXF7N27dqyM8uJiYkkJSVhmia5ublH9ZuV9ZVV9bWZmZmV9mvl+6yq+rLExMQKMYSqf87IyGDo0KFs27aN/fv3k5eXR3x8PM2bN6/zMaBWCfbixYu57bbbKiTXAKeffjq33HILs2bNUoItUgcCe3T9dSRwduuKe9kyzNxcfFlZODt2tDokkXrJbrfTs2fPsvusHq/skXcYCfetV2rqWM/H5XJx+eWXH/fx5Z9TRkYGmZmZdOnSpeya00hZDV5EIofNZqt2X3q8frOyvraquisre6ztoWaz2SJiHKjVaZbCwsIqVwhs3bo1OZXcy1ZEQi+4wJlNZ7AtZTiduA4PNJ6Vq8puXyEiIiIijUutEuxTTjmlbI77kRYvXlzpfSxFJLT82fswCwoALXAWCZy9e4HdTmDvXvw7fzlueRERERFpeGo1RXzs2LHccccdeDweLrvssrLbSLz99tssWLCASZMmhThMETmS94e1ANiSkzAOL3Ij1rHFxuLs2hXv2rV4Vq2yOhwRERERsUCtEuyLL76Y7du38+STT7JgwYKy7U6nk5tuuonhw4eHLEARqZxn7Q+ApodHElef0/CuXYt/2za8mzfjqoN7LYqIiIhI5KhVgl1UVMRf/vIXRowYwZo1a8jNzWX37t0MHz6chISEUMcoIpXw/lCaYGsF8chha9YMR4cO+LKyKHj6GZIenWZ1SCIiIiJSh2p0DXZmZia//e1vef755wGIj4/n7LPP5uyzz+bRRx/l6quvZsuWLeGIU0TKMU0T79pggp1ucTRSnuvw3RWK33gT/+7dFkcjIiIiInWp2gn2zz//zLXXXktubi4dOnSosM/lcvHXv/6VwsJCrr76avbs2RPyQEXkfwK79xDYvx8MA1tKitXhSDn2k1pgb3kSeL0UPPuc1eGIiIiISB2qdoL99NNP06xZM15//XUuuOCCCvtiYmIYMWIECxcuJDY2lieffDLkgYrI/3i+XwOArXlzDGetrvSQMAqexS58aS6B/HyLoxERERGRulLtBHvZsmVcf/31JCYmVlkmOTmZMWPGsGzZslDEJiJV8HxfuoK4rr+OTPZTTsHRvj1mfj6FL8+zOhwRERERqSPVTrD37dtXrftbd+zYUVPERcLM+/33ANjSdP/rSGQYBk3+eD0Ahc+/gOn3WxyRiIiIiNSFaifYSUlJZGdnH7fcwYMHj3mWW0ROjBkI4FlTmmDbW7SwOBqpSuzll2MkJuL/+WdKFi+2OhwRERERqQPVTrD79u3LokWLjlvujTfeoEuXLicUlIhUzZeVhZmXhxETg615c6vDkSoY0dE0ufoPABQ++7y1wYiIiIhInah2gj1y5EiWL1/OlClTcLvdR+33eDz8+9//5osvvuCaa64JaZAi8j+eb78FwNmjB4atRnfakzrWZNRIsNlwf/EF3s2brQ5HRERERMKs2ssPd+/enXvvvZd//etfvPnmm/zqV7+iVatW+P1+du3axfLlyzl06BC33norAwcODGfMIo2aZ3Vpgu3q3cvaQOS4HK1bEz3kfEo+/IjCF14k8cF/Wh2SiIiIiIRRje7vc80119C5c2fmzJnD4sWLy85kN2nShAEDBnDdddfRs2fPsAQqIqXKzmD37o1v40aLo5HjaXLttZR8+BFFry4g/u4J2Jo2tTokEREREQmTGt9At0+fPvTp0weAQ4cOYbPZSEhICHlgInK0QH4+vo2bAHApwa4XogYOwNGhA76sLIpeW0jcmGutDklEREREwuSELuBs1qyZkmuROuT5bg2YJvbWrbGnplgdjlSDYRg0GTMagMLnnscMBCyOSERERETCRSskidQjwenhrtN6WxyJ1ETs736HEReHb8sW3F9+aXU4IiIiIhImSrBF6hHPt98B4Dp8mYbUD7a4OGKvuhKAwmefszgaEREREQkXJdgi9YRpmnh1BrveajK6dJp4ySeL8f30k8XRiIiIiEg4KMEWqSf827YTOHQIoqJwdu1qdThSQ84O7Yk652wwTQpfeNHqcEREREQkDJRgi9QTZddfd++O4XJZHI3URpNrrwWgcP58AsXF1gYjIiIiIiGnBFuknvCsXg1oenh9Fn3eYOwnn4yZk0vx629YHY6IiIiIhJgSbJF6Qguc1X+G3U6T0SOBw7fsMk2LIxIRERGRUFKCLVIPBIqK8GZmAuA67TSLo5ET0WT4cIiOwrt+PZ5Vq60OR0RERERCSAm2SD3g/f578PuxpadjP6mF1eHICbA1a0bs5ZcDUPjCCxZHIyIiIiKhVG8S7DfeeIOLL76Y7t27c8kll/D++++X7cvMzGTEiBH06tWLQYMGMWfOHAsjFQk9TQ9vWJpcW3rLruJ33sW/b5/F0YiIiIhIqNSLBPvNN9/kr3/9K8OHD+edd97h4osv5o477uC7777j0KFDjBkzhrZt27Jw4ULGjRvHY489xsKFC60OWyRktMBZw+Lq0QNn717g9VL0f/OtDkdEREREQsRhdQDHY5omjz32GKNHj2b06NKzPjfddBPffvstK1asYMWKFbhcLiZNmoTD4aB9+/bs2LGDZ555hmHDhlkcvciJM02z7FpdncFuOOJGj+bQd2sofGkucX/5M4Yj4rtjERERETmOiD+DvXXrVn755Rcuu+yyCtvnzJnDjTfeyKpVq+jbty+Och9O+/fvz7Zt2zhw4EBdhysScr4tWwgcOADRUbh69rA6HAmRmMsuxdasGf5duyj55BOrwxERERGREIj4Uybbt28HoKioiLFjx7J+/XpatWrFn//8ZwYPHsyePXvo2LFjhcekpqYCsGvXLpKTk2t8TNM0KSoqOuHYj6W4uLjC78ZIbVDqeO3g/uJLABw9elLs84HPB0C0w4HX663RsWpSvi7rDv5dVR2RGvexmKZJ8XH6EefvhuF+ZjZ5zz6PefbZek+gfiGoLtrBNE0Mwwhb/SIiIo1RxCfYBQUFANx9993cfPPN3HXXXXz44Yf85S9/4bnnnqOkpASXy1XhMVFRUQC43e5aHdPr9ZJ5+JZI4Rb8AqExUxuUqqodEhYvJgbIaduGneVelz0zMthfgwWykqDa5WtSNpR15+bkhK3uEy1f07qbmSau4yQv9qv/gHv2HHxffcWmTz7B37IloPcEqA2Cwt0OR46fIiIicmIiPsF2Op0AjB07lqFDhwLQpUsX1q9fz3PPPUd0dDQej6fCY4KJdWxsbK2P2aFDhxOI+viKi4vZvn07bdu2JSYmJqzHilRqg1LHa4fczZsJAOkXXYSzS5ey7Ta7neYpKTU6Vk3K12XdXq+X3JwcEhITy97zoao7lOVrUtYwDHIfm37ccrY2bQhs306rb5Zj3HlHo39PqF8oVRftkJWVFZZ6RUREGrOIT7DT09MBjpoG3qFDBz7//HNatmxJdnZ2hX3Bv9PS0mp1TMMwap2c11RMTEydHStSqQ1KVdYOvl92Edj5C9hsND3rTGzl9pteb6XJ6LHUpLwVdTudzkr3RXrcJ1Le6N2L4u3b8bz+Bgl33A7oPQFqg6BwtoOmh4uIiIRexC9ylpGRQZMmTfj+++8rbN+0aRMnn3wyffv2ZfXq1fj9/rJ9y5Yto127drW6/lokknhWLAfA2a0rtrg4i6ORcLC3bYu9TRvMvDw8b79jdTgiIiIicgIiPsGOjo7m+uuvZ+bMmbzzzjv89NNPPPHEE3z11VeMGTOGYcOGUVBQwMSJE8nKymLRokW88MIL3HjjjVaHLnLCPMtXAODq18/iSCRcDMOgyYhrAHDPfRlM0+KIRERERKS2In6KOMBf/vIXYmJimDZtGnv37qV9+/Y8/vjjnHHGGQDMnj2byZMnM3ToUFJSUpgwYULZ9doi9Zl7RWmCHXX4tS4NU+yVvyPvkUfwb9iAc8NGyMiwOiQRERERqYV6kWADjBkzhjFjxlS6r0ePHrzyyit1HJFIePn37cO3cRMArv5KsBsyW3w8MZddRvGC12j51VdEX3Ul5rFuCWaaGFr9WURERCTi1JsEW6SxcX+9DABHly7Yk5IsjkbCyjDKEubid97FTEnBlZBQZfGmt4yrq8hEREREpAYi/hpskcYqmGBHnXWmxZFIXbCnpWGkpWEEAvjXrbc6HBERERGpBSXYIhHK8/XXgBLsxsTRvTsAvh9/xAwELI5GRERERGpKCbZIBPLv3o1v61aw2bTAWSNiO7UDZlQUFBSU/v8XERERkXpFCbZIBApOD3d274btGNfiSsNiOBx4T2kHgPf77y2ORkRERERqSgm2SARyB6eHn6np4Y2Nt317APw7fiJw6JDF0YiIiIhITSjBFokwpmni/koJdmNlxsVha9sWAM8ancUWERERqU+UYItEGN/Wbfh//hlcLt3/upGy9yhd7My7fv2x74ctIiIiIhFFCbZIhHEvWQJAVN++2GJjLY5GrGA7+WSMhARwu/FmbrA6HBERERGpJiXYIhGm5PPDCfagcyyORKxiGAaunj0B8K5Zg2maFkckIiIiItWhBFskgphud9n9r6PPUYLdmDm7dQWHg8D+/aWXDIiIiIhIxFOCLRJBPCtXYRYXY0tNxZHRxepwxEJGdDTOrl0B8Kz+1uJoRERERKQ6lGCLRJCS4PXXZ5+NYRgWRyNWc53WGwD/tm34Dx60OBoREREROR4l2CIRxH34+uvoQWdbHIlEAluzZjgO3xfb+63OYouIiIhEOiXYIhEisGsX3vXrwWYj6mwl2FLK2ec0ALzr1hMoLrY4GhERERE5FiXYIhHC8+lnALhO74M9OdniaCRS2Fu2xJaWCn4/3u+/tzocERERETkGJdgiEcK7+FMAoi+8wOJIJJIYhoHrtD4AeNd8j+nzWRyRiIiIiFRFCbZIBDAKC/EtXw5A9BAl2FKRo+OpGHFxmEVF+DZstDocEREREamCEmyRCBD13Xfg9eJo3x5n+1OsDkcijGG34+zdCwDP6tWYgYC1AYlIxIiLi8NmsxEXF2d1KCJiMfUHkUEJtkgEiFq+EoDoC4ZYHIlEKlf37uByEThwgJJPFlsdjohEiPT0dF588UXS09OtDkVELKb+IDIowRaxmOn2ELVqFaAEW6pmREfj6tkTgIKZMzFN0+KIRCRSJCQkWB2CiEQI9QfWU4ItYjHvl19iKyzESEvF1aeP1eFIBHP2OQ0cDrzfr8W9dKnV4YiIiIjIEZRgi1jM+957ALguugjDbrc4GolktthYnD26A5D/2HSLoxERERGRIynBFrFQoLgYz+LS62ldl1yC6fFger3V+kFThBslV5/TweXCs3wF7m++sTocERERESnHYXUAIo2Ze/GnUFiEPzUFe6+eYBjkT3+8Wo9tOu7mMEcnkcjWNI7Y3w2jaN7/kT/9caL697c6JBERERE5TGewRSxU9NbbABQPGIBhGBZHI/VF3J//BHY77iVL8Xz3ndXhiIiIiMhhSrBFLBLIyaHkk08AKBk4wOJopD5xtG5N7BVDAao940FEREREwk8JtohFil5/A9xu7J074TvlFKvDkXom7uabwWaj5KOP8axZY3U4IiIiIkI9S7C3bdtG7969WbRoUdm2zMxMRowYQa9evRg0aBBz5syxMEKR6jFNk8KX5wHguvJK0PRwqSFnh/bEDrsCgLyH/m1xNCIiIiIC9SjB9nq93HXXXRQVFZVtO3ToEGPGjKFt27YsXLiQcePG8dhjj7Fw4UILIxU5Pu/atfgyMyEqCtdvLrM6HKmnmt55B7hcuL/8kpKlX1gdjoiIiEijV28S7Mcff5wmTZpU2Pbqq6/icrmYNGkS7du3Z9iwYVx77bU888wzFkUpUj2F8+YDEHPxr7ElJlobjNRbjtataTJyJAB5Dz2EqVu3iYiIiFiqXiTYK1eu5JVXXuHf/644DXLVqlX07dsXh+N/dxvr378/27Zt48CBA3Udpki1BPLyKH7jDQCa/OEP1gYj9V7TW27GaNIE79ofKHn3PavDEREREWnUIv4+2Hl5eUyYMIH77ruPFi1aVNi3Z88eOnbsWGFbamoqALt27SI5OblWxzRNs8JU9HAoLi6u8LsxaqxtUPLCi5gFBdg6dMDXswcl5doh2uHA6/VWu66alK1p+bqsO/h3VXVEatyhrvt47RBkmibFwT4qNpao68ZQ8vgMcqZMIXD2QAxHxHftVWqs/cKR6qIdTNPU7QFFRERCLOI/hU2aNIlevXpx2WVHX6daUlKCy+WqsC0qKgoAt9td62N6vV4yMzNr/fia2L59e50cJ5I1qjbw+UiZPRs7cOiiC9m1cWPZru3bt5OQkcH+ffuqVVUSVLtsTctbVXduTk7Y6j7R8nVZd2XtUF6C31+hjzLOOouUF16EbdvZMXMWxRcMqXackapR9QvHEO52OHIMFRERkRMT0Qn2G2+8wapVq3j77bcr3R8dHY3H46mwLZhYx8bG1vq4TqeTDh061Prx1VFcXMz27dtp27YtMTExYT1WpGqMbeB5620K9x/AaN6cNn+6ESMqqkI72Ox2mqekVLu+mpStafm6rNvr9ZKbk0NCYiJOpzOkdYeyfLjrPl47BNnsdrp06VJhW8m4myme/C8SFyygzQ3XY5xAH2ilxtgvVKYu2iErKyss9YqIiDRmEZ1gL1y4kAMHDjBo0KAK2++//37mzJnDSSedRHZ2doV9wb/T0tJqfVzDME4oQa+JmJiYOjtWpGosbWCaJgXPPQ9A3JhradKsWYX9MTExGIZxzMTqSDUpW9PyVtTtdDor3RfpcYe67qraIaiyPipm7HV4XnwJ/88/43/+BeLvuhMA0+Op2W3gTBMjAs5qNpZ+4XjC2Q6aHi4iIhJ6EZ1gP/zww5SUlFTYdsEFF3DLLbdw8cUX8+677zJ//nz8fj92ux2AZcuW0a5du1pffy0SLiUffoj3xx8xYmNpMmqU1eFIA2NERZHwt/s4+McbyX/iCWJ/PxxHq1ZgGORPf7za9TS9ZVwYoxQRERFp2CJ6FfG0tDTatGlT4QcgOTmZli1bMmzYMAoKCpg4cSJZWVksWrSIF154gRtvvNHiyEUqMv1+8v4zFYC468diT2p2nEeI1Fz0xb/G9atfQYmbvAcnWx2OiIiISKMT0Qn28SQnJzN79my2bdvG0KFDmTFjBhMmTGDo0KFWhyZSQfEbb+LbuAkjIYG4P+kLIAkPwzBIfGAS2GwUv/0O7m++sTokERERkUYloqeIV2ZjuVWXAXr06MErr7xiUTQix2eWlJD38CMANP3zn7AlJFgckTRkzq4ZxF59NUVz55J7/wM0f/N1q0MSERERaTTq9Rlskfog/4kn8f/0E7a0VJqMvc7qcKQRiJ9wF0Z8PN4ff6RowWtWhyMiIiLSaCjBFqkh0+PB9Hqr9ePNyiJ/xgwAEu7/Ozatiix1wJ6cTPwdtwOQP/VhzCMWixQRERGR8Kh3U8RFLFfNVZlN08S7Zg2UuIkaMICY3/wm/LGJHNbk2tEUvjwP3+bNuL/8iujzz7M6JBEREZEGT2ewRcLEt3497s8+B6eThMn/1D1npU4ZTieJD5WuJO5duxb/rt0WRyQiIiLS8CnBFgmDQG4uJZ99DkD8nXfg7NDB2oCkUYr61a+IGTYMgJLFizEDAYsjEhEREWnYlGCLhJgZCFDy4Ufg8eDscxpNbrj+mNdpRzsc9MzIINrhANO0OnxpYOL/eg9ERRHYt6/0kgURERERCRtdgy0SYp4vv8K/cyc4nTR75GEKZs46Znmv18v+fftonpJC0uGFqURCxZ6cTNTAgbg/+QT3V1/jOPVUbE2bWh2WiIiISIOkM9giIeTdtAnPqlUARF8wBEebNhZHJALO7t2wtWgBXi/uzz+3OhwRERGRBksJtkiI+PfvL50aDjj79MHZqZPFEYmUMgyjdBVxw8C3OQvf1q1WhyQiIiLSICnBFgkBs6SE4rfeBq8X+8mtiRo4wOqQRCqwp6TgPO00AEo+/QzT67U4IhEREZGGRwm2yAkyTZPiDz7AzMnBaNqU6EsuwbDprSWRJ+pX/TGaNsXMy8OzfLnV4YiIiIg0OMoCRE6Q55tv8G/dBnY7Mb+5DFtMjNUhiVTKcLmIOvdcADyrVuPft9/iiEREREQaFiXYIifAt3UrnmXfABB9/nnY09Isjkjk2Jwd2uNo3x4CAUo++kj3xhYREREJISXYIrUUyMmh+P0PAHD27Imza1eLIxKpnqjzBpfeG3vvXrzffWd1OCIiIiINhhJskVowfT6K33kX3G5sJ7UgatA5VockUm22uDiizh4IgPurrwkcyrE2IBEREZEGQgm2SC24lywlkJ2NER1NzCWXYNjtVockUiPObt2wt24NPh8lH3+MaZpWhyQiIiJS7ynBFqmh4nfexfv99wBE//oibE2bWhyRSM0ZhkH0kPPB4cC/cyfeH360OiQRERGRek8JtkgN+LZuI+eeewFw9euLo107iyOSRikQwPR6q/XDMc5M2xITiTrrLADcS5cSyM+vq2cgIiIi0iA5rA5ApL4w3W4O/unPmAUF2Fu2xHXmmVaHJI2VYZA//fFqFW067uZj7nf27oV30yYCu3dT8sGHxN97D0YoYhQRERFphHQGW6Sa8v47De+6ddiSkoi+5GIMm94+Uv8ZNhsxF11YOlX8558pfO55q0MSERERqbeUIYhUg2f1txTMegKAhCkPYYuLszgikdCxNWtG1DlnA5D37//g3bjR4ohERERE6icl2CLHYRYXc+j2OyAQIOaKK4i5YIjVIYmEnLNHD+zt2oHHw6Fxt2J6PFaHJCIiIlLvKMEWOY786Y/j27IFW1oqif98wOpwRMLCMAyiLxiCrVkzvOvWkffIf60OSURERKTeUYItjZ7p8VS5ArNn3Tryn3gSgIQHHsBo0uSYqzKL1Ge2Jk1IeGgyAAUzZ+H+8iuLIxIRERGpX7SKuEgVKzKbpknxq6+C14uj/Sl4N27Et2nTcVdlFqnPYi66CPcffk/R/83n4E03k/rBe9hbtLA6LBEREZF6QWewRargy8zE/8sucDqJOvdcDEM3L5LGIfGf/8CZkUFg/34O/ukvpffTFhEREZHjUoItUgnT6y2bHus6ox+2+HiLIxKpO0ZMDElPP4kRH49n1SpyH5xsdUgiIiIi9YISbJFKeFatxiwowIiPx3XaaVaHI1LnHO3a0ezR0oXOCmfPoeitty2OSERERCTyRXyCnZOTw9///nfOPvtsTjvtNP7whz+watWqsv2ZmZmMGDGCXr16MWjQIObMmWNhtNIQBAoK8KxcCUDUwAEYDi1VII1TzIUXEnfzTQDk3HkX3sxMiyMSERERiWwRn2DfcccdfP/99/z3v//ltddeo2vXrowdO5YtW7Zw6NAhxowZQ9u2bVm4cCHjxo3jscceY+HChVaHLfWY+6uvwOfD1qIFjo4drQ5HxFLx4+8i6qyzMIuKODByNP5du60OSURERCRiRfSpuR07dvDVV1/xf//3f5x2eJruxIkTWbp0Ke+88w7R0dG4XC4mTZqEw+Ggffv27Nixg2eeeYZhw4ZZHL3UR/69e/GtWw9A9KBztLCZNHqGw0HSU0+w77dX4MvKYv+o0aS8vhBb06ZWhyYiIiIScSL6DHazZs14+umn6datW9k2wzAwTZPc3FxWrVpF3759cZSbwtu/f3+2bdvGgQMHrAhZ6jHTNHEvWQqAo3Nn3ZpI5DBbs2Ykz30RW2oqvsxMDt5wI6bHY3VYIiIiIhEnos9gx8fHc84551TY9v777/PTTz8xYMAApk2bRscjpvCmpqYCsGvXLpKTk2t1XNM0KSoqql3Q1VRcXFzhd2MUKW0Q7XDg9Xrxb9mKf+dOsNux9z8D7zFuTXSsfTUtG9x/5O9Q1H0i5euy7uM990iNO9R11+Q1EK64TdOkuLL+LzmZJk8/Sf7VI3B/8QX777iT2H9PCfksj0jpF6xWF+1gmqZm6YiIiIRYRCfYR1q9ejV//etfOe+88xg8eDAPPfQQLperQpmoqCgA3G53rY/j9XrJrKPFfLZv314nx4lkVrdBz4wM9u/ZQ+zSpdgAT6dOFJSUQElJpeWTgP379lWr7pqUzc3JIS1Mdde0vFV15+bkhK3uEy1fl3VX1g6hqvt4Evz+qvs/mw3X+Dtp9s/JeF5/AyMujoS//63aSZrX62X95s3VKmt1vxApwt0OR46hIiIicmLqTYL9ySefcNddd9GzZ0/++9/SW8dER0fjOWKaYjCxjo2NrfWxnE4nHTp0qH2w1VBcXMz27dtp27YtMTExYT1WpIqUNrDZ7STu3oOvoABiY2k6cADGcT50Nk9JqXb9xyvr9XrJzckhITEx5HWfSPm6rLt8GzidzpDWHcry4a77eO1wInVXl81up0uXLlUX6NIFd0wsRffci/uluRz44UccA86qVpLd7I7bj103kdMvWK0u2iErKyss9YqIiDRm9SLBnjt3LpMnT2bIkCE8/PDDZd+4p6enk52dXaFs8O+0tLRaH88wjBNK0GsiJiamzo4VqaxuA392Nr7gbbnOOgtXkybHfczxkp/alA2WC0fdtSlvRd1Op7PSfZEed6jrrqodQlH38VSn/4sdOQKXYZBz9z3416zB7nDgHDjguEl2TfpWq/uFSBHOdtD0cBERkdCL6EXOAObNm8c///lPrrnmGh599NEK09n69u3L6tWr8fv9ZduWLVtGu3btan39tTQ++Y8+Bm43tpQUnF0zrA5HpF5oMuIaEv75DwA8q1bh+eprTNO0OCoRERERa0V0gr1t2zb+9a9/MWTIEG688UYOHDjAvn372LdvH/n5+QwbNoyCggImTpxIVlYWixYt4oUXXuDGG2+0OnSpJ7xZWRTOfRmAqHPOxrBF9FtCJKI0GTmCqHPPBcCzYgXuL75Qki0iIiKNWkRPEf/www/xer18/PHHfPzxxxX2DR06lClTpjB79mwmT57M0KFDSUlJYcKECQwdOtSiiKW+yf3Hg+D3Yz/lFBwnn2x1OCL1jqt3LzBN3J9/jnfVavB4iBo8WF9WiYiISKMU0Qn2n/70J/70pz8ds0yPHj145ZVX6igiaUhKli7FvXgxOBxEnz3Q6nBE6i3Xab3B6cT98cd41/6A6fYQfdGFGHa71aGJiIiI1KmITrBFwsX0eMj92/1A6TRXW7NmFkckUr+5unfDcDkpef8DfBs3UuzxEHPppRhODTMi0vDtc9RtX7ffYa/w22p1/fxFIpneDdIoFTz7LL6sLGzJyTS97TYKX3jB6pBE6j1np04YLhfFb72Nf9s2il9/nZjfXn7c296JiNRX8fHxRDmdvN4swZLjL2qWaMlxKxPldBIfH291GCKWU4ItjY5/717y//soAPET78WWoMFAJFQc7doRM+wKit94E//OnRQteI3YK4ZiNOJ7WotIw5WamsqsJ58kLy+vTo9bUlLCtm3baNeuHdHR0XV67KrEx8eTmppqdRgillOCLY1O7oP/wiwsxNm7N7FXXgnlbvMm0ugFApheb/XKVrFiuKNVK2Kv/B3FCxcR2LuXolcXEDPsihAGKSISOVJTU+s8sSwqKsLtdnPKKacQGxtbp8cWkWNTgi2NinvFCooXLQLDIPHBf2DYbJhKsEX+xzDIn/54tYo2HXdzlfvsaWnEDL+K4tcWEjhwgKJXXqXJiGtwtm8fqkhFREREIo7uoyKNhun3k3vf3wGI/cPvcfXqZW1AIg2cPTmZ2N8Px0hIwMzNZf+wK/Guz7Q6LBEREZGwUYItjUbhc8/jXbcOIyGB+HvutjockUbBlpBA7PCrsDVvTmDfPvYN+x3ub76xOiwRERGRsFCCLY2Cb+s28h6aAkDCPXdjT062OCKRxsMWF0fsVVfi6tcXMy+P/VePoPjDD60OS0RERCTklGBLg2cGAhy6807MkhKizjqL2BHXWB2SSKNjREeT/OILRF8wBNxuDl7/Rwrnz7c6LBEREZGQUoItDV7BU0/jWbESo0kTEh+ZimHTy17ECkZ0NEnPPE3s74dDIEDOnePJnzETs4rVyEVERETqG2Ua0qC5V63+39Tw+/+Oo3VriyMSadwMh4PEh6cSd/NNAOQ9NIXcB/6BGQhYHJmIiIjIiVOCLQ1W4NAhDv3lJvD7ibn8N8Re/QerQxIRwDAMEu69h/i//w2Awmdmc+jW26t//20RERGRCKUEWxok0+PhwA034v/lF+xt25L47ykYhmF1WCJSTtMb/0izxx4Fh4PiRYs4MHI0gbw8q8MSERERqTUl2NLgmKbJobsm4Fm2DCMujuTZT2Nr2tTqsEQkEMD0eiv8xFz+G5KeeQojNhb3F19QcNXv6dokjiitlSAiIiL1kMPqAERCyTRN8v7xT4oXLgS7naSnnsDZpYvVYYkIgGGQP/3xSnfFXDGU4jfexL9lC/t/fTHNX3oR+4Cz6jhAERERkROjUwTSYJimSe7f76fg6WcASJzyENGDBlkblIhUiz01ldir/4CRmorh8XBg5CgK/2++VhgXERGRekUJtjQIgaIiDt10M4XPPgeGQeJ//k0TLWomUq/Y4uJwXTEUX6tW4PGQc9d4cm6/g0BRkdWhiYiIiFSLEmyp97xbtrL/8qEUv/kWOBwk/vcRmlxztdVhiUgtGE4nJWedSdPxd4HNRtGC19h36WV4N2+2OjQRERGR41KCLfWW6fGQP2Mm2UMuwLt+PbbmzWn+6nyaXHWl1aGJyIkwDOL+8meavzofW2oqvo2b2HfxpZoyLiIiIhFPCbbUO6bbTeG8/2PvwHPIe2gKuN1EnXM2qe+/R9QZZ1gdnoiESNSvfkXqRx8QNWAAZlEROXeN58AfrsG3Y4fVoYmIiIhUSgm21Aum34975Spy/j6JPX36kjN+Av6dO7GlpNDs0WkkvzwX+0ktrA5TRELMnpJC8ry5xN83EaKjcH/xBdnnDaHg6Wcw/X6rwxMRERGpQLfpEstE2Wz0zMjAZrdjer1l203TJLB3L76sLLyZG/CsXo1nxUoCBw+WlbGlpxP3xxtoMmoktpiYo+o2PR4wjOoFoimnIpHHNCv0C3HXjyX6/PPIueeveL75htwH/kHhqwuI/+s9RA8cCKaJ4XJZGLCIiIiIEmyxkmmy9dbbSTTAlpuH/+BBAgcOlCbSHs9RxY2EBKLPHUTsFVcQNegcDLu96rqPcb/dIzUdd3Mtn4CIhItRxXvY9av+GHFxuL/4Al9mJgdHjsbeujWJ//k3UQMHYFT3izURERGRMFCCLWFnmiaB3XvwrP0e77r1+DZvxpuVhW/LVpp4PHgre5BhYEtMxJacjK1FOk3HjcPVuxeG01m6PxDADASOddBwPBURsZhhGLh6dMd5agfc3yzH+/33+H/+mQN/uBpn717EjRlDzKWXYERFWR2qiIiINEJKsCXkzEAA7/pM3EuX4lm+As/atQSysysva7Nha9YMe/NkbElJpQl1UhK2xEQMx/9enlF9Tyf/8RnVjkFnpUUaNiMmhuhzB+HqcxqelSvxZm7A+90aDn13Kzl//zsxl15GzCW/JqpfP4zoaKvDFRERkUZCCbaEhD87m5JPP8P9xRe4v/ySwP4DFQvY7Tg6dsTVvRuOU0/F0f4UHO3bs3XmLJqnpeEMnpkWEakBW3w80eedR9LsZyh6dQGFL80lsGcPRXPnUjR3LkRHEdW/P1Fnn01Uv744OneudN0GERERkVBQgi21YpaU4F6xEveSJZQsWYovM7NiAacTe+tWOFqfjL1FOraUlLLp3WZxMd4f1xF97rlg00L2InLi7CkpxN92K03H3Yz762UUv/EGJZ9/TmDPXtyfL8H9+ZLSgoaBo107nBkZONqfgr1VK+wtT8LesvS3km8RERE5EUqw60BlK1pHOxyVrqBd+oDIWw3XNE18GzdSsmQp7qVLcX/zDZS4K5Rxdu+GERODvU0b7C1aVJjiLSJSFwy7neiBA4geOKC039q0CfeSpZR88QXetT8Q2L8f39at+LZurfTxtuRk7C1alP6c1AJbixbY09NLk/D0FtjT0/63FkRlIrD/FhERkbrTIDKgQCDAjBkzWLBgAXl5efTp04f777+fNm3aWB1aqUpWw/W43RzYvZvkhITD/xMMMErLxo29DluzZhhxcRgWneE1TRP/Tz/hXrYM97LluL/8gsCevRXK2NLTiD77bKIGnUPUgAHY4uOrvXK3iEi4GYaBs1MnnJ06EffHGwDw79uHZ+0PFD4zm0BuLoG8PMz8fAJ5eeD1lt7J4MABvD/+WHW9TZpgNG2KrWkcRnwCtvim2OLjMeLjib/rLuzNk+vqKYqIiEiEaRAJ9qxZs5g/fz4PPfQQaWlpTJ06lRtuuIF33nkHl8VnEnzbt5P/5FO4v/oas6gIs7AQs7gYfD7iAPfhn/IK5zxb+g/DwIiLw5aQgC0lBXt6WumZlPR0bOlp2NPSsael4mjdGuMEpzX6s7PxrluHd30m3h9/xLNyFf7duyuUMaKjcZ1xBlEDBxB19kAcp55a8ZY4WrlbRCKcPSWF6LMH4l2zpsJ20zTB7f5fwp1fcPh3Prb4eLwbN2IWFIDfX9qPFxYS2HN0/UUvzcVo2hR7q1Y4WrUsnYJ+0knYmjXDlphQeneEZs1KF3JMSCjt5yu55WCls5x0dlxERCTi1fsE2+Px8OyzzzJ+/HjOOeccAKZNm8bAgQP5+OOPueSSSyyNr/DleRS9NLfqAoYBwemGpln6Yxjg9YJpYubn48/Px79zZ+W3swpWk5CAPSUFW2oq9tQUbAkJpWdZYmMxYmNLC3k8mF4vpttN4OBB/Lt349+zB//u3Zg5uUdX6nRiS2mOo1Vr7K1bYW/ZEsPhwCwqouSDD+GDDysU18rdIlJfGYYB0dHYo6MhNbXCvqbjbib/8RmYpln6RWlZAp5HIC8fMy+PQH4eZl4+ZnExZn4+vszMo9emqIrNBg5HaaJtt4PDATYbPtPEER2NzekAhwNXnz7Ejx+Po+VJYWgBERERCYV6n2Bv2LCBwsJC+vfvX7YtPj6ejIwMVq5caXmCHXf9WGxJSbi/+QYjtgm2JqUJr88wOJCbS3Ja2lFn2ZuOu5m8aY9iut3gdmOWuAkUFmAWlP4E8g//LiiAkhLMkhLM3Fx8ubmQlVW7QA0DR/v2ODO64OzaFWePHjh79qBw9pwQtIKISJgFAkevZ1GVWs62MQwDo0kTaNIEe3rlZZpcP5bA3r34d/6Cf+dOfL/8gn/3HgI5OZg5OQQOHSKQk0MgJwcCgbLY8Xg4Mio7YAL+w38Xb91GVJ8+OEaOqFX8IiIiEn6Gadbveb0fffQR48aN4/vvvye63L1Ob731VkpKSnjqqadqVN+3336LaZohvW2UAQRyK54hNim9dtxms2EcUd6WkHBU+arYEhIwA4HSaYt+f+kHteBv08QMmGAe/hBnGKXTETEOnzEpPVtiBM+YHLEQW2VxHy+Wmpb3HjpUaRuEou6atKGVdZd/LdjrUdyhrDuU74f63CbHaocTrbu6rK472AbOZs3qVdzly1Z7UA0ESvvZvDzKhmLz8H9Ms/S1UK5ftsXGQkzMUX11bXm9XgzD4LTTTjuheoLjZjgvyTJNE6/Xi9PprHhpUiOjdlAbBKkd1AZBaoe6aQOPx1PtMbPen8EuLi4GOGpgj4qKIrcGH6CCgv9TQv0/x5aYeNS2o6+6O3b5qgSnFYbj5VSTOGpT3pmUFBGxWF13+ddCfYo7lHWH6v1Q39vkWO1wonWHo3w46g62QX2LO6jaffHha69tzZpVvrvaR6wdwzBCMtbVxQc6wzAsX1MlEqgd1AZBage1QZDaoW7aoCZjZr1PsINnrT0eT4Uz2G63m5haLPzVu3fvkMUmIiLS0GncFBER+R9r7gEVQi1atAAgOzu7wvbs7GzS06u4SE5EREREREQkxOp9gt25c2fi4uJYvnx52ba8vDzWr1/P6aefbmFkIiIiIiIi0pjU+yniLpeLESNG8PDDD5OUlETLli2ZOnUq6enpDBkyxOrwREREREREpJGo9wk2wC233ILP5+O+++6jpKSEvn37MmfOnEZ/wb+IiIiIiIjUnXp/my4RERERERGRSFDvr8EWERERERERiQRKsEVERERERERCQAm2iIiIiIiISAgowRYREREREREJASXYIiIiIiIiIiGgBFtEREREREQkBJRgh9isWbMYOXJkhW2ZmZmMGDGCXr16MWjQIObMmXPcegYPHkynTp0q/Nx1113hCjssKmsLgG3bttGrVy927tx53DpefvllzjvvPHr06MHw4cP54YcfwhFq2JxoG3i9Xrp163bUa2HatGnhCjnkKmuDTz/9lGHDhtG7d28GDx7Mv//9b0pKSo5Zz/vvv8/FF19M9+7dueyyy1i6dGk4ww65ULVDfe4bKmuDd999l8suu4wePXpw/vnn8/TTT3O8u0c2xNdCbdqhPr8WytO4WUpjpsZM0JgZpDGzlMbNejpmmhIyzz33nNmpUydzxIgRZdsOHjxonnHGGebEiRPNrKws87XXXjO7d+9uvvbaa1XWk5+fb3bq1Mn87LPPzOzs7LKfvLy8ungaIVFZW5imaW7YsME855xzzI4dO5o///zzMetYtGiR2bNnT/Ott94yN2/ebI4fP97s16+feeDAgXCGHjKhaIMNGzaYHTt2NDMzMyu8FgoKCsIZeshU1gYrV640u3TpYj711FPm9u3bzSVLlpjnnHOOec8991RZz7Jly8yuXbuaL730kpmVlWVOmTLF7Natm5mVlVUXT+OEhaod6nPfUFkbfP7552ZGRoY5d+5c86effjI//PBDs1evXuZzzz1XZT0N8bVQm3aoz6+F8jRultKYqTHTNDVmBmnMLKVxs/6OmUqwQ2DPnj3m2LFjzV69epkXXXRRhRfBk08+aQ4cOND0er1l2x555BHzwgsvrLK+1atXmx07djRzc3PDGnc4HKstZs2aZfbo0cMcOnRotQbKCy64wJw6dWrZ316v1zznnHPMp556Kmzxh0Io2+Ctt94y+/TpE+6QQ+5YbXDnnXeaY8aMqVD+jTfeMDMyMky3211pfdddd5152223Vdg2fPhw829/+1vogw+hULdDfewbjtUGCxYsMKdNm1ah/F/+8hfzhhtuqLK+hvhaqE071MfXQnkaN0tpzNSYaZoaM4M0ZpbSuFn/x0xNEQ+BdevWkZCQwFtvvUXPnj0r7Fu1ahV9+/bF4XCUbevfvz/btm3jwIEDlda3ceNGUlJSiI+PD2vc4XCstvjiiy+YOnUqd99993HrOXDgANu3b6d///5l2xwOB6effjorV64MedyhFKo2gNLXQocOHcIRZlgdqw2uu+46JkyYcNRjfD4fBQUFR20PBAJ8++23FV4LAGeccQarVq0KbeAhFsp2gPrZNxyrDX73u99x2223AeD3+1m6dCkrVqzgrLPOqrSuhvpaqGk7QP18LZSncbOUxkyNmaAxM0hjZimNm/V/zHQcv4gcz+DBgxk8eHCl+/bs2UPHjh0rbEtNTQVg165dJCcnH/WYTZs2ERsby7hx4/juu+9ISkriiiuuYNSoUdhskf2dyLHaYt68eQAsX778uPXs2bMHgBYtWlTYnpqayoYNG04wyvAKVRtA6WvB5/MxduxYMjMzSU9PZ/To0Vx++eUhizccjtUGGRkZFf72eDw899xzdO3alaSkpKPK5+XlUVRURHp6eoXtqamp7N69O3RBh0Eo2wHqZ99wrDYI2rVrF+effz5+v58BAwbwhz/8odJyDfW1EFTddoD6+VooT+NmKY2ZGjNBY2aQxsxSGjfr/5gZua+uBqKkpASXy1VhW1RUFABut7vSx2zevJn8/Hwuvvhi5syZw/Dhw3nsscd4/PHHwx5vpCguLgaotO2qareGaPPmzeTm5jJ69GjmzJnDkCFDuPfee3nttdesDi0kfD4fEyZMICsri/vvv7/SMsEFTBrya6E67QANt2+Ij4/ntdde47HHHmPjxo2VnqWAhv9aqG47QMN9LYDGzdrQmFlKY2bD7ydBYyZo3ITIHjN1BjvMoqOj8Xg8FbYFX9CxsbGVPua5557D7XYTFxcHQKdOnSgsLOSJJ55g3LhxEf2tW6hER0cDVNp2MTExVoRkiQ8++IBAIFD2nLt06cLu3buZM2cOv/vd7yyO7sQUFBRw2223sXz5cqZPn37UFKCg4AfrhvpaqG47QMPtG+Li4sjIyCAjI4NAIMDtt9/O+PHjadmyZYVyDf21UN12gIb7WgCNm7WhMbOUxsyG309qzCylcTOyx8z6+8qqJ9LT08nOzq6wLfh3WlpapY9xOp1lL4Cgjh07UlRURG5ubngCjTAnnXQSQKVtd+Q0l4YsKirqqA6wU6dOZdMB66vs7GyuueYavvvuO5555pljTgNKTEwkNja2Qb4WatIO0PD6hlWrVh11G6FTTz0VOPq9Dw33tVDTdoCG91ooT+NmzWnMLKUxs+H2k6AxEzRuQv0YM5Vgh1nfvn1ZvXo1fr+/bNuyZcto165dpdeRBQIBBg8ezBNPPFFh+w8//EDz5s1p1qxZ2GOOBElJSbRr167CdVc+n49Vq1Zx+umnWxhZ3cnJyeH000/nzTffrLD9hx9+KOtI6qPg9L2DBw8yb968oxbeOJJhGJx22mmsWLGiwvbly5fTp0+fcIYaVjVth4bYNzz77LM89NBDFbZ9//33OBwO2rZte1T5hvpaqGk7NMTXQnkaN2tOY6bGzKCG2k9qzCylcbN+jJmaIh5mw4YNY/bs2UycOJHrr7+etWvX8sILL/DAAw+UlcnPz8fr9ZKUlITNZuPCCy9k9uzZtG3blq5du7Js2bKyOhqynJwcoPTbNihdMXLy5Mm0adOG7t278/TTT1NSUlLvp3kdS/k2SExM5Mwzz+S///0vSUlJtG7dmo8++oi33nqLp556ytpAT8BDDz3Ezz//zOzZs0lKSmLfvn1l+5KSkrDb7RXeEwBjxozhj3/8IxkZGZx99tksXLiQzMxMJk+ebNXTOGE1bYeG2Ddcd911jBo1iunTp3P55Zezbt06pk6dyqhRo8oGvMbwWqhpOzTE10J5GjerR2OmxkyNmaUay5gJGjehfoyZSrDDLDk5mdmzZzN58mSGDh1KSkoKEyZMYOjQoWVlJk+ezIoVK/j0008BuPPOO4mPj+eRRx5hz549tGrViokTJ3LVVVdZ9TTqxLhx4wB46aWXALjqqqvIz8/n0UcfJScnh27duvHcc89VuVpkQ3BkG0yZMoXHH3+cv/3tbxw4cID27dszffp0Bg4caGWYtRYIBHjvvffwer2MHj36qP2LFy+mVatWR70nBgwYwL/+9S9mzZrFtGnT6NChA08++STt27ev66cQErVth4bWN5x++uk89dRTPProo8yZM4ekpCSuu+46brjhhrIyDf21ALVrh4b2WihP42b1aMzUmKkxs1RjGTNB4ybUjzHTME3TDEvNIiIiIiIiIo2IrsEWERERERERCQEl2CIiIiIiIiIhoARbREREREREJASUYIuIiIiIiIiEgBJsERERERERkRBQgi0iIiIiIiISAkqwRUREREREREJACbaIiIiIiIhICCjBFmkANm3axO23385ZZ51Ft27dGDBgALfddhvr16+vUT2PP/44nTp1qtFjFi1aRKdOnSr8dOnShb59+3LdddexevXq49YxcuRIRo4cWaPjhsLOnTvp1KkTixYtqvNji4iIdTRu1o7GTZHjc1gdgIicmM2bNzN8+HB69OjBxIkTad68OXv27GHu3LkMHz6cl156iV69eoU9jhkzZpCSkgJAIBBg//79zJw5k9GjR/Paa6/RuXPnKh97//33hz0+ERER0LgpIuGlBFuknnvuuedITExk9uzZOJ3Osu3nn38+v/71r5k1axZPP/102OPo0qULrVq1qrAtIyODIUOGMG/ePP7xj39U+dgOHTqEOzwRERFA46aIhJemiIvUc/v37wfANM0K22NjY7n33nv59a9/DYDf7+fpp5/m0ksvpUePHvTq1Yvf//73LFu27Jj1f/LJJ1xxxRV0796ds846iwcffJCioqJqxdaqVSuaNWvGrl27gNJpcRkZGSxYsIABAwZw9tlns3nz5qOmunm9XmbOnMn5559Pjx49uOSSS1i4cGHI4jqW7du3c8stt3DWWWfRq1cvRo4cedR0vezsbG6//Xb69etH3759+fvf/860adMYPHjwCR9fRETCS+Omxk2RcNIZbJF6btCgQSxZsoTf//73DBs2jP79+3PKKadgGAYXXXRRWbmHH36YefPmcdddd9GpUyf27NnDzJkzufXWW/n888+JjY09qu63336bu+66i8suu4zbbruNX375hWnTppGVlcVzzz2HYRjHjO3QoUMcOnSIk08+uWyb3+/nySef5MEHH+TgwYOVfgt/9913s3jxYv785z/Ts2dPvvjiC/76179it9v57W9/e8JxVSUrK4urrrqKNm3acN999+F0OnnxxRcZPXo0zz77LP369cPj8TB69GiKior461//SlxcHE8//TSZmZllU/1ERCRyadzUuCkSTkqwReq5q6++mn379jFnzpyy6WTNmjVjwIABjBw5kp49ewL/+/a4/Dfe0dHRjBs3jo0bN9K7d+8K9ZqmycMPP8zAgQN5+OGHy7a3bduWa6+9liVLljBo0KCy7YFAAJ/PB4Db7WbHjh1MnToVm83G8OHDK9T9pz/9qcJjy9u8eTPvvvsuEydOZNSoUQD86le/YteuXSxfvpzLL7+8RnHVxIwZM8o+HDRt2hQo/SB26aWXMnXqVBYsWMBbb73F1q1bWbhwId26dQOgf//+nH/++bU6poiI1C2Nm8eOqyY0boocTQm2SANw6623cu211/LFF1+wbNkyli9fzttvv80777zDvffey+jRo3nkkUcAOHjwIDt27GDbtm18+umnQOnUsiNt3bqVPXv2cOONN5Z9AADo27cvcXFxfPXVVxUG5CFDhhxVR8uWLZk6depRK6x27NixyueyatWqSut79NFHAdiyZUuN4qqJFStWcO6555Z9SABwOBxccsklzJw5k8LCQr755htat25d9iEBIC4ujnPPPZfly5fX6rgiIlK3NG5q3BQJFyXYIg1EQkICl156KZdeeikA69evZ8KECTz88MP85je/YefOnTzwwAP88MMPREdH06FDB1q2bAkcfR0aQE5ODgAPPPAADzzwwFH7s7OzK/z9xBNPlE31cjqdNGvWjLS0tEpjTU5OrvJ5BI9bVZmaxlUTubm5NG/e/KjtzZs3xzRNCgoKOHToUKWxVfY4ERGJXBo3K4+rJjRuihxNCbZIPbZ3716GDRvGrbfeypVXXllhX0ZGBrfddhs33XQTWVlZ3HzzzXTq1Il33nmH9u3bY7PZWLJkCR9++GGldcfHxwMwYcIE+vXrd9T+hISECn937NjxqNVQayN43IMHD5Kenl62fevWrRw8eLDsuNWNqyYSEhLKFr8pb9++fQBlH3527NhxVJkDBw7U+rgiIlI3NG5q3BQJN60iLlKPNW/eHIfDwbx583C73Uft37p1K1FRUbhcLnJychg1ahSnnnoqNlvpW3/p0qVA6XVgRzrllFNITk5m586ddO/evewnPT2dRx55hPXr14flOfXp0wcoXe20vGnTpvHPf/4zrHH17duXzz77jPz8/LJtfr+fd999l+7du+NyuejXrx8///wzmZmZZWXcbndZW4qISOTSuKlxUyTcdAZbpB6z2+1MmjSJm266iWHDhnHNNdfQvn17iouL+eqrr3j55Ze59dZbOeWUU4iLi+PJJ5/E4XDgcDj48MMPee211wAoLi6utO7bb7+dv//979jtds4991zy8vKYNWsWe/fupWvXrmF5Tp07d+aiiy7i4YcfpqSkhK5du/Lll1/y8ccf8+ijj4Y1rptvvpmlS5cyatQo/vjHP+JyuZg7dy4///wzs2fPBuDSSy/l6aef5qabbuLWW28lPj6eZ599lgMHDnDSSSeFqhlERCQMNG5q3BQJNyXYIvXcoEGDePXVV5kzZw5PPvkkBw8exOVykZGRwbRp07jgggsAmDVrFv/5z3+49dZbadKkCV26dGHu3LnccMMNrFq1qtJ7UV555ZU0adKE2bNn88orrxAbG8tpp53Gww8/TOvWrcP2nKZOncqMGTN46aWXOHToEO3atePRRx8tu31KuOI69dRTmTdvHv/973/561//imEY9OjRgxdffJHTTz8dKF28Zc6cOUyePJlJkybhcDj4zW9+Q7Nmzdi2bVtInr+IiISPxk2NmyLhZJiVrdIgIiKV2rx5M1u3buWCCy6ocN/QYcOG0aJFC2bMmGFhdCIiIpFF46Y0NjqDLSINjt/vr3SF1/IMw8But9e47qKiIm699VauvvpqhgwZgt/v55133mHdunWMHz++tiGLiIhYRuOmSOjoDLaINDiDBw/ml19+OWaZli1blt3PtKY++OAD5syZw5YtWzBNk4yMDP785z8zYMCAWtUnIiJiJY2bIqGjBFtEGpyNGzfi8XiOWcblctGpU6c6ikhERCRyadwUCR0l2CIiIiIiIiIhoPtgi4iIiIiIiISAEmwRERERERGREFCCLSIiIiIiIhICSrBFREREREREQkAJtoiIiIiIiEgIKMEWERERERERCQEl2CIiIiIiIiIhoARbREREREREJAT+H7V3amLMOYfGAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eda_data['SalePrice_log'] = np.log1p(eda_data['SalePrice'])\n",
"fig, (ax1,ax2) = plt.subplots(1,2, figsize=(10,4))\n",
"sns.histplot(data=eda_data, x='SalePrice_log', kde=True, ax=ax1)\n",
"sns.boxplot(data=eda_data, x='SalePrice_log', ax=ax2)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a7e5237b",
"metadata": {},
"source": [
"#### 双变量异常\n",
"散点异常:删除点"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "75eeaa29",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" OverallQual \n",
" TotalBsmtSF \n",
" GrLivArea \n",
" 1stFlrSF \n",
" \n",
" \n",
" Id \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 1 \n",
" 7 \n",
" 856 \n",
" 1710 \n",
" 856 \n",
" \n",
" \n",
" 2 \n",
" 6 \n",
" 1262 \n",
" 1262 \n",
" 1262 \n",
" \n",
" \n",
" 3 \n",
" 7 \n",
" 920 \n",
" 1786 \n",
" 920 \n",
" \n",
" \n",
" 4 \n",
" 7 \n",
" 756 \n",
" 1717 \n",
" 961 \n",
" \n",
" \n",
" 5 \n",
" 8 \n",
" 1145 \n",
" 2198 \n",
" 1145 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 1456 \n",
" 6 \n",
" 953 \n",
" 1647 \n",
" 953 \n",
" \n",
" \n",
" 1457 \n",
" 6 \n",
" 1542 \n",
" 2073 \n",
" 2073 \n",
" \n",
" \n",
" 1458 \n",
" 7 \n",
" 1152 \n",
" 2340 \n",
" 1188 \n",
" \n",
" \n",
" 1459 \n",
" 5 \n",
" 1078 \n",
" 1078 \n",
" 1078 \n",
" \n",
" \n",
" 1460 \n",
" 5 \n",
" 1256 \n",
" 1256 \n",
" 1256 \n",
" \n",
" \n",
"
\n",
"
1459 rows × 4 columns
\n",
"
"
],
"text/plain": [
" OverallQual TotalBsmtSF GrLivArea 1stFlrSF\n",
"Id \n",
"1 7 856 1710 856\n",
"2 6 1262 1262 1262\n",
"3 7 920 1786 920\n",
"4 7 756 1717 961\n",
"5 8 1145 2198 1145\n",
"... ... ... ... ...\n",
"1456 6 953 1647 953\n",
"1457 6 1542 2073 2073\n",
"1458 7 1152 2340 1188\n",
"1459 5 1078 1078 1078\n",
"1460 5 1256 1256 1256\n",
"\n",
"[1459 rows x 4 columns]"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[imp_numeric_cols]"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "50fcbcec",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,axes = plt.subplots(1,4, figsize=(15,4))\n",
"axes = axes.flatten()\n",
"for i,col in enumerate(imp_numeric_cols):\n",
" sns.scatterplot(data=eda_data, x=col, y='SalePrice', ax = axes[i])\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "33970354",
"metadata": {},
"source": [
"有一些离群点"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "26da5ff0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" \n",
" \n",
" Id \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
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" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 524 \n",
" 60 \n",
" RL \n",
" 130.0 \n",
" 40094 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Bnk \n",
" AllPub \n",
" Inside \n",
" ... \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" New \n",
" Partial \n",
" 184750 \n",
" 12.126764 \n",
" \n",
" \n",
" 1299 \n",
" 60 \n",
" RL \n",
" 313.0 \n",
" 63887 \n",
" Pave \n",
" NaN \n",
" IR3 \n",
" Bnk \n",
" AllPub \n",
" Corner \n",
" ... \n",
" 4.0 \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" New \n",
" Partial \n",
" 160000 \n",
" 11.982935 \n",
" \n",
" \n",
"
\n",
"
2 rows × 81 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"524 60 RL 130.0 40094 Pave NaN IR1 \n",
"1299 60 RL 313.0 63887 Pave NaN IR3 \n",
"\n",
" LandContour Utilities LotConfig ... PoolQC Fence MiscFeature MiscVal \\\n",
"Id ... \n",
"524 Bnk AllPub Inside ... NaN NaN NaN 0 \n",
"1299 Bnk AllPub Corner ... 4.0 NaN NaN 0 \n",
"\n",
" MoSold YrSold SaleType SaleCondition SalePrice SalePrice_log \n",
"Id \n",
"524 1 1970 New Partial 184750 12.126764 \n",
"1299 1 1970 New Partial 160000 11.982935 \n",
"\n",
"[2 rows x 81 columns]"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[(eda_data['GrLivArea']>4000) & (eda_data['SalePrice']<200000)]"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "05899d84",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" \n",
" \n",
" Id \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",
" 1299 \n",
" 60 \n",
" RL \n",
" 313.0 \n",
" 63887 \n",
" Pave \n",
" NaN \n",
" IR3 \n",
" Bnk \n",
" AllPub \n",
" Corner \n",
" ... \n",
" 4.0 \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" New \n",
" Partial \n",
" 160000 \n",
" 11.982935 \n",
" \n",
" \n",
"
\n",
"
1 rows × 81 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"1299 60 RL 313.0 63887 Pave NaN IR3 \n",
"\n",
" LandContour Utilities LotConfig ... PoolQC Fence MiscFeature MiscVal \\\n",
"Id ... \n",
"1299 Bnk AllPub Corner ... 4.0 NaN NaN 0 \n",
"\n",
" MoSold YrSold SaleType SaleCondition SalePrice SalePrice_log \n",
"Id \n",
"1299 1 1970 New Partial 160000 11.982935 \n",
"\n",
"[1 rows x 81 columns]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[eda_data['TotalBsmtSF']>5000]"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "7651ff8d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(len(imp_category_cols), 2, figsize=(16, 4 * len(imp_category_cols)))\n",
"\n",
"for i, col in enumerate(imp_category_cols):\n",
" sns.boxplot(data=eda_data, x='SalePrice_log', y=col, ax=axes[i, 0])\n",
" sns.stripplot(data=eda_data, x='SalePrice_log', y=col, ax=axes[i, 0], alpha=0.4)\n",
"\n",
" sns.boxplot(data=eda_data, x='SalePrice', y=col, ax=axes[i, 1])\n",
" sns.stripplot(data=eda_data, x='SalePrice', y=col, ax=axes[i, 1], alpha=0.4)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "b259e08f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" \n",
" \n",
" Id \n",
" \n",
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" \n",
" \n",
" 692 \n",
" 60 \n",
" RL \n",
" 104.0 \n",
" 21535 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Corner \n",
" ... \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
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" 1970 \n",
" WD \n",
" Normal \n",
" 755000 \n",
" 13.534474 \n",
" \n",
" \n",
" 1183 \n",
" 60 \n",
" RL \n",
" 160.0 \n",
" 15623 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Corner \n",
" ... \n",
" 5.0 \n",
" 3.0 \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Abnorml \n",
" 745000 \n",
" 13.521141 \n",
" \n",
" \n",
"
\n",
"
2 rows × 81 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"692 60 RL 104.0 21535 Pave NaN IR1 \n",
"1183 60 RL 160.0 15623 Pave NaN IR1 \n",
"\n",
" LandContour Utilities LotConfig ... PoolQC Fence MiscFeature MiscVal \\\n",
"Id ... \n",
"692 Lvl AllPub Corner ... NaN NaN NaN 0 \n",
"1183 Lvl AllPub Corner ... 5.0 3.0 NaN 0 \n",
"\n",
" MoSold YrSold SaleType SaleCondition SalePrice SalePrice_log \n",
"Id \n",
"692 1 1970 WD Normal 755000 13.534474 \n",
"1183 1 1970 WD Abnorml 745000 13.521141 \n",
"\n",
"[2 rows x 81 columns]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[(eda_data['Foundation'] == 'PConc') & (eda_data['SalePrice'] > 700000)]"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "e0cb6340",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" \n",
" \n",
" Id \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
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" \n",
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" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 186 \n",
" 75 \n",
" RM \n",
" 90.0 \n",
" 22950 \n",
" Pave \n",
" NaN \n",
" IR2 \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" NaN \n",
" 4.0 \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Normal \n",
" 475000 \n",
" 13.071072 \n",
" \n",
" \n",
"
\n",
"
1 rows × 81 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"186 75 RM 90.0 22950 Pave NaN IR2 \n",
"\n",
" LandContour Utilities LotConfig ... PoolQC Fence MiscFeature MiscVal \\\n",
"Id ... \n",
"186 Lvl AllPub Inside ... NaN 4.0 NaN 0 \n",
"\n",
" MoSold YrSold SaleType SaleCondition SalePrice SalePrice_log \n",
"Id \n",
"186 1 1970 WD Normal 475000 13.071072 \n",
"\n",
"[1 rows x 81 columns]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[(eda_data['Foundation'] == 'BrkTil') & (eda_data['SalePrice'] > 400000)]"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "06880ac5",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" \n",
" \n",
" Id \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
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" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 692 \n",
" 60 \n",
" RL \n",
" 104.0 \n",
" 21535 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Corner \n",
" ... \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Normal \n",
" 755000 \n",
" 13.534474 \n",
" \n",
" \n",
" 1183 \n",
" 60 \n",
" RL \n",
" 160.0 \n",
" 15623 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Corner \n",
" ... \n",
" 5.0 \n",
" 3.0 \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Abnorml \n",
" 745000 \n",
" 13.521141 \n",
" \n",
" \n",
"
\n",
"
2 rows × 81 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"692 60 RL 104.0 21535 Pave NaN IR1 \n",
"1183 60 RL 160.0 15623 Pave NaN IR1 \n",
"\n",
" LandContour Utilities LotConfig ... PoolQC Fence MiscFeature MiscVal \\\n",
"Id ... \n",
"692 Lvl AllPub Corner ... NaN NaN NaN 0 \n",
"1183 Lvl AllPub Corner ... 5.0 3.0 NaN 0 \n",
"\n",
" MoSold YrSold SaleType SaleCondition SalePrice SalePrice_log \n",
"Id \n",
"692 1 1970 WD Normal 755000 13.534474 \n",
"1183 1 1970 WD Abnorml 745000 13.521141 \n",
"\n",
"[2 rows x 81 columns]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[(eda_data['LotShape'] == 'IR1') & (eda_data['SalePrice'] > 700000)]"
]
},
{
"cell_type": "markdown",
"id": "dc76367d",
"metadata": {},
"source": [
"#### 剔除异常行"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "d273f455",
"metadata": {},
"outputs": [],
"source": [
"dropids = [524, 1299, 692, 1183,186]"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "634ff7ab",
"metadata": {},
"outputs": [],
"source": [
"# 来自model训练后的离散点分析,如需复现这几个ids,请注释掉,然后查看model分析\n",
"dropids.append(441) \n",
"dropids.extend([971, 89, 689]) "
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "fbea8445",
"metadata": {},
"outputs": [],
"source": [
"eda_data = eda_data.drop(dropids, axis=0)\n",
"traindata = traindata.drop(dropids, axis=0)"
]
},
{
"cell_type": "markdown",
"id": "e9243bb7",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"id": "55f2f0e3",
"metadata": {},
"source": [
"### log变换\n",
"log 减小了远端大值误差。 增大了近端小值误差。\n",
"结果就是:远端不离群了,小端更加离群了"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "793da9b3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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N0eCtGivp1ZjJqEiU/jUMA7fbTTAYJBQI1FpnhsP4P/sMAHv//oRSU2ttYw8Ggco+qGuogu3ii3B8MJ/gkiUU3nkn6Y8+Uu+6EqV/Y5X6N7rUv9Gl/o2uZO9f0zTrfWLH8rC7P2vXrsVms9G+fXtmzJjBhg0beOCBB1izZg2zZs2q+QG79pgrNCUlheLi4kYfNxAIsHLlyibV3lD5+fnNerxkE+/963a76dWrF7uKivBt315rneN/60ndWYjpdFLcqSPssT7F5SITWL9+/T5fFB0XnEerZcsIvDOPvGOPIdCnT4Pqi/f+jXXq3+hS/0aX+je6krl/98x/+xLTYfeaa67hkksuoUWLFgDk5ubSpk0bzjnnHFasWEFqaipQOXa3+msAn8+H2+1u9HGdTiddu3ZtWvH15PV6yc/Pp1OnTk2qWeqWKP1b/d9rZlYWoV9dfGmGQvjefgcA51GDaN2+/V5t7VlZAHTu3HnfF6H17En5V0vwvfR/5Pz7eTJen4PhOPDLQ6L0b6xS/0aX+je61L/Rlez9m5eXV+9tYzrsGoZRE3Sr5ebmArB169aa4QsFBQUc+qt5QgsKCujRo0eTjuvxeBrdvjHcbnezHzOZJEr/OhwObE5nzfeBvHWwezdGWhqpRxxRZ0C1VS070IthypQpbJs3j9Cq1Zivv0HaxRfVu65E6d9Ypf6NLvVvdKl/oytZ+7e+QxggBi5Q258bbriBCRMm1Fq2YsUKALp27UqPHj1IT09n8eLFNetLSkr48ccfOfLII5u1VhErBKp+H5z9+tbrTOz+2LOzaPGnPwFQ+uhjmBUVTa5PRETEajEddk899VS++OILnnjiCTZu3Minn37KLbfcwqmnnkqXLl1wuVyMGzeOBx98kAULFrBq1Squu+462rVrx6hRo6wuXySqwkVFhH7+GQwDZwPH2O5L2gXnY2/fnnBBAWUvvxKRfYqIiFgppocxHH/88Tz22GPMmDGDGTNmkJGRwWmnncbkyZNrtrn22msJBoPceuutVFRUMGjQIGbOnFnvQcsi8cpfdVbX3qkTtoyMfW5neDyY4TCG7cD/2xouF+lX/oHiqbeye/oTpJ1/Hjgc9WorIiISi2Iq7N5///17LRszZgxjxozZZxu73c6NN97IjTfeGM3SRGKKGQoR/OFHAFz9+u53WyM1FcNmo/ydeYQLCw+873AYIyOD0KZN7Lr9TrLuuyciNYuIiFghpsKuiNRPcN06TK8XIy0N+x53HtyXcGEh4YKCem3rOnwgvk8XUvHOO5h33dnk8cAiIiJW0XuTInEo8F3VhWl9+kRliIGzXz+M1FTCO3fifeutiO9fRESkuSjsisSZ8O7dhDZuBMDZp3dUjmE4nTgPPxyA3U89ve/5eUVERGKcwq5InAmuWweArV07bC1bRu04zv79wOEg8N0K/Mu+jtpxREREoklhVyTOBPMqw66ja5eoHsfmduPs3x+AsmeeieqxREREokVhVySOmF4voZ9+AsDZDLe0TjnmGAC878wjtHVr1I8nIiISaQq7InEksGoVhMPYsrOxZWdH/Xj29gfjOmoQBIOUPf9C1I8nIiISaQq7InEkUDW3rqMZzupWSx8/HoCyF17E9Pma7bgiIiKRoLArEidMr5fg6tVA9Mfr/lrqSWOwtWtHeMcOvG+/02zHFRERiQSFXZE4UfHZZxAIYGRkYGvbttmOazidpI27AICyl15qtuOKiIhEgsKuSJyoePc9ABxdumAYRrMeO+2cc8Bmw//fxQSqZoMQERGJBwq7InHADIep+OhjoHmHMFSzH3wQqSNHAlD+f//X7McXERFpLIVdkTgQXLWa8I4d4HRiP/hgS2rwXHAeAOWvvobp91tSg4iISEMp7IrEgYqFCwFwHNYZw+GwpIbUkSOxtc0hvHMnFR/Mt6QGERGRhlLYFYkDvs8/B5p3yrE9GQ4Hnt//HtCFaiIiEj8UdkVinOnz4f/vYgAc3bpZWkvaeecC4Fv4GcGqO7mJiIjEMoVdkRjnX/Y1pteLrU2bZp1yrC6Ojh1JGToUTJPy12ZbWouIiEh9KOyKxDjfZ58BkDJsaLNPOVYXz+/OAqB89hxM07S4GhERkf1T2BWJcRWfVY7XTRk61OJKKqWe/BsMt5vQ+vWEln9rdTkiIiL7pbArEsPCu3YR+LYyUKYOG2ZxNZVsaWmk/uY3APjffNPiakRERPZPYVckhvkWLYJwGEfXrtgPPsjqcmp4fvdbAPzvzINAwOJqRERE9k1hVySG+aqHMAyPjbO61VKGDsXWNgdz1y5Sli2zuhwREZF9UtgViWG+xZVTjqUMGWJxJbUZdjuesWMBcH/0ibXFiIiI7IfCrkiMCu/aRXDVagBcRw2yuJq9Vc/KkLJ0KeFdu6wtRkREZB8UdkVilH9p5fAAR5cu2Fu3triavTl79sTeowdGMEjgnXlWlyMiIlInhV2RGOVbsgSIzbO61VxjzwTA9+ZcawsRERHZB4VdkRjl/+orAFyDYjjsnnoKps1G6JtvCP5vvdXliIiI7EVhVyQGmRUV+Ktu2JASw2d2bTk5+AcMAKB89t63DzbD4UbvuyltRUREqjmsLkBE9ub/7jvw+7G1aYO9Uyery9kv7/EjSPn6a8pnzyHjhusxbL/8D23YbJS/M49wYWGD9mnLzsZzysmRLlVERJKQwq5IDPJ/VTVed9AgDMOwuJr9qxg8GNI8hH76Cf+SJaQcfXSt9eHCQsIFBRZVJyIiyU7DGERikK8q7MbyEIYaKSm4xpwEQPnsORYXIyIiUpvCrkiMMcNh/EuXArE9E8OvucaeAYD3rbcxfT6LqxEREfmFwq5IjAmuWYNZXIzh8eDs3dvqcurFMWgQtnZtMUtKqPj0U6vLERERqaGwKxJjasbrHn44hiM+htUbdjvu004DwPvGmxZXIyIi8guFXZEY41v2NQCuI4+wuJKG8ZxxOgAVH8wnXF5ucTUiIiKVFHZFYkxg+XIAXAMHWltIAzkHDMDe8VBMr5eK+R9aXY6IiAigsCsSU8IlJQTz8gBwDhxgbTENZBgG7tMrz+5639RQBhERiQ0KuyIxpPquafZDD8XeqpXF1TRczVCGjz8hXFxscTUiIiIKuyIx5ZchDAMsraOxnD174uieC34/3vfet7ocERERhV2RWOL/5hsAXAMGWFtIE2gog4iIxBKFXZEYYZom/m+WA+CMs4vTfq16KIPv8y8I7dhhcTUiIpLsFHZFYkRo82bC27eDw4GrT3zcTKIujs6dcfbvB6EQ3rffsbocERFJcgq7IjEiUH1Wt2dPDLfb2mKaqGYow9y5FlciIiLJTmFXJEb8Ml63v8WVNJ2nKuz6F3+lWRlERMRSCrsiMcJfNRNDPI/XrWY/+CBcRx8FQODb7yyuRkREkllMhd3p06dz4YUX1lr20UcfcdZZZzFw4EBGjhzJAw88QEVFRc36TZs20b17970+Xn311eYuX6TRzGCwJhTG67Rje6oeyhD47luLKxERkWTmsLqAas899xzTpk1j0KBBNcuWLl3K1VdfzeTJkxkzZgwbNmzgtttuY9euXdx3330ArF69mpSUFD788EMMw6hpm5GR0eyPQaSxgmvWYnq9GOnpOLp2tbqciHCfegrFt91O6OdNhIt2YcvKtLokERFJQpaf2d22bRuXXXYZjz32GJ07d6617uWXX2bw4MFcfvnldOzYkeHDh3Pdddcxd+5c/H4/AGvWrKFz587k5OTQpk2bmo/U1FQrHo5Io/i/rTz76ezXD8Nm+a9lRNhbtyZl6LEABFavtrgaERFJVpb/Vf3hhx9o2bIlc+fOpX//2hfmjB8/nptuummvNsFgkN27dwOVZ3a7JsiZMElegRUrAHD172dxJZHlrppzN7hmjcWViIhIsrJ8GMPIkSMZOXJknet69epV63u/38+zzz5L7969yc7OBirP7LZp04bzzz+f/Px8OnbsyJVXXsmwYcMaXZNpmpSXlze6fUN4vd5anyWy4qV/K5ZXntk1c3PrfO4ZhoHb7SYYDBIKBBq0byMUBGhUW3uwsq3X68U0zb3W769/DcPAPXo0u2w2wjt24CsowJaVFZHjJot4ef7GK/VvdKl/oyvZ+9c0zVrDV/fH8rBbX8FgkJtuuom8vDxefPFFoDL85ufn43a7uemmm/B4PMydO5eJEyfy7LPPMmTIkEYdKxAIsHLlykiWf0D5+fnNerxkE9P9GwrRduVKDCDfnUqojuee2+2mV69e7Coqwrd9e4N2n1HSgQygtLSU8ga2TXG5yATWr1+/3xfUuvq3uubwoYdiy8+n9NvvCPTutXfjJhw3WcT08zcBqH+jS/0bXcncvy6Xq17bxUXY3b17N5MnT2bx4sVMmzatZriDy+ViyZIlOByOmgfcp08f1q1bx8yZMxsddp1OZ7MNjfB6veTn59OpUyfccX4jgVgUD/0bWr2aEr8f0tLodvzxdY7Zrf7vNTMri1DVePX6crWovFgzIyMDT5s2DWprrzoT27lz532e2d1X/1bXnDpwAP78fFK3bKHlcSMictxkEQ/P33im/o0u9W90JXv/5uXl1XvbmA+7BQUFTJw4kZ9//pmnn36awYMH11rv8Xj2apObm8vnn3/e6GMahlHnfqPJ7XY3+zGTSSz3b9matQC4+vUlLT19v9s6HA5sTmeD9m+3Oxrd1uaobHugF9L99W9K377435yLuWMH9t276zWUob7HTRax/PxNBOrf6FL/Rley9m99hzBADFygtj/FxcVcfPHFFBYW8tJLL+0VdFetWsXAgQNZunRpreXff/+9LlqTuBH4/nsAnH36WFxJdNg8HuyHHAJAoCrYi4iINJeYDrv33XcfP/30E3//+9/Jzs5m+/btNR+hUIjc3Fy6devGnXfeydKlS1m3bh333Xcfy5cvZ9KkSVaXL1Ivge+qZmLol1gzMfyaI7cboFkZRESk+cXsMIZwOMy8efMIBAJcfPHFe61fsGABHTp0YMaMGTz44INMnjyZkpISevXqxbPPPkv37t0tqFqkYcxQiMAPPwDg7JuYZ3YBHF274vtwAeHt23WDCRERaVYxFXbvv//+mq9tNhvffffdAdtkZ2dz7733RrMskagJrltXeec0jwfHYYdZXU7U2Nxu7IceQmjDRgJr15By1FFWlyQiIkkipocxiCS66iEMzj69Mex2i6uJLke3XKDy1sgiIiLNRWFXxEL+qjunOfv2tbiS6HN06wqGQbiggPCuXVaXIyIiSUJhV6SZmOHwXstqbhOcBGHX5nb/alYGXagmIiLNI6bG7IokMsNmo/ydeYQLC4HK8Ov/ZjkAgfx8dj//wj7b2jt1wj1saHOUGVWO3G6ENm4kuGatxu2KiEizUNgVaUbhwkLCBQWVXxcVgd8PVTdQqF5eF1t2drPUF22Orl3xLfioZiiDLTPT6pJERCTBaRiDiEVCVeHW1rp1nbcITkSVN5joAOgGEyIi0jyS4y+sSAwKb98OgD2njcWVNC9HbtWsDGs1bldERKJPYVfEIqGCyrBra5NkYbdr1awM2zQrg4iIRJ/CrohFas7sJlnYtXk82DtUDWVYq6EMIiISXQq7IhYIl5VhlpUBlWN2k40jtxugG0yIiEj0KeyKWCC8fQcARlYWhstlcTXNz9GtW9VQhm2Ei4utLkdERBKYwq6IBZJ1CEO1Xw9l0NldERGJJoVdEQuEqsKuLclmYvi16qEMupuaiIhEk8KuiAXC2yvn2E3WM7vw61kZNJRBRESiR2FXpJmZgSDhwiIg/qcdMwwDt9uNYRgNbmtLS8Pevj0AQc3KICIiUaKwK9LMwjt3gGlieDwYaWlWl7NfhseDGQ7vc73b7aZXr1643e5G7b/6BhO6m5qIiESLw+oCRJLNLzeTaN2oM6LNyUhNxbDZKH9nHuHCwr3WB4NBdhUVkZmVhcNR++XE3qkT7mFD97t/R7eu+D76iPDWrYRLSrC1aBHR+kVERBR2RZpZ9UwM8TSEIVxYSLigYK/loUAA3/bthPx+bE5nrXW27OwD7teWloa9QwdCP/9McG0eriMOj1jNIiIioGEMIs3ul2nHciyuJDY4umlWBhERiR6FXZFmZIbDv0w71ib57pxWF0e3rgCEt2whXFpqcTUiIpJoFHZFmpFZtAsCAbDb6/U2fzKwpadjb38wAMG1eRZXIyIiiUZhV6QZhbZuAcDWqhWGTb9+1aqHMmgKMhERiTT9tRVpRqGtWwGwtdYQhl+rDruhTZsI795tcTUiIpJIFHZFmlF12LVrvG4ttowMbAcdBEAwT0MZREQkchR2RZpReIvO7O6LM7dqKINuMCEiIhHUqLC7ZMkSysrK6lxXUlLCO++806SiRBJR2OslvHMnoLBbl1pDGTQrg4iIREijwu5FF13EunXr6lz3448/MmXKlCYVJZKIgmvWVN4m2O3GFuO3CbaCrUULbG3bgmkS+OFHq8sREZEEUe87qN18881s2VJ5Jblpmtxxxx2kp6fvtV1+fj6tddZKZC+BlSsBza+7P47cbvi3bSPw/QqrSxERkQRR7zO7Y8aMwTRNTNOsWVb9ffWHzWZjwIAB3HfffVEpViSeBVauAsDWOn5uE9zcnNVDGf63nlDVkA8REZGmqPeZ3ZEjRzJy5EgALrzwQu644w66dOkStcJEEk2wKuza9c7HPtkyM7Hl5BAuKKDi/Q9IO/88q0sSEZE416gxu88//7yCrkgDmKapYQz15KialcH79tsWVyIiIomg3md2f83r9TJjxgw+/vhjvF4v4XC41nrDMPjwww8jUqBIIghv3064sBAMA1t2K6vLiWnObt3wf/4Fvs+/IFRYhD07y+qSREQkjjUq7N5zzz3Mnj2bo446ip49e2LTbU9F9qvmrG7r1hjORv3aJQ1bVha2du0Ib91KxfwPSDvnHKtLEhGRONaov7offPAB1113HZdffnmk6xFJSNUXp9nbtbO4kvjg7NsX39ateN+ep7ArIiJN0qhTssFgkH79+kW6FpGEVTMTQ7u2FlcSH5x9+wDg++wzwsXFFlcjIiLxrFFhd+jQoSxcuDDStYgkrGDVMAZ7u4MsriQ+2HNycHTPhUCAig/mW12OiIjEsUYNYzj55JO5/fbbKSwspH///rjd7r22OfPMM5tam0hCMINBAmvXAmA/qB0EgxZXFB/cp5xC6eo1eN95B8/Zv7O6HBERiVONCruTJ08G4I033uCNN97Ya71hGAq7IlWC//sf+P0YaWkYmZmYO3ZYXVJccJ9yMqUPP0LFpwsJl5Ziy8iwuiQREYlDjQq7CxYsiHQdIgmreiYGZ48eGDYb5gG2l0qO7t1xdO1KMC+Pivkf4vntWKtLEhGRONSosNu+fftI1yGSsKovTnP06GFxJfHFMIzKs7uPTascyqCwKyIijdCosPuPf/zjgNtcffXVjdm1SMKpvk2ws5fCbkO5TzmF0semUfHxJ4R378aWnm51SSIiEmciHnbT09PJyclR2BWpElhVFXZ79iSwZq3F1cQXR6+e2Dt1IpSfT8WCBXjOOMPqkkREJM40auqxVatW7fXx9ddf8/TTT9OyZUv+8pe/RLpOkbgULikh9PPPADi7d7e4mvhjGAbuU08BwPvW2xZXIyIi8Shi9/n1eDwMGzaMq666ir/97W+R2q1IXKs+q2s/+GBsmZnWFhOnPKefDkDFRx8TLimxuBoREYk3EQu71Q466CDWrVsX6d2KxCVdnNZ0jl49cXTtCj4fFe9/YHU5IiISZyIWdk3TZPPmzTz99NONnq1h+vTpXHjhhbWWrVy5knHjxjFgwACOO+44Zs6cWWt9OBxm2rRpDBs2jP79+zN+/Hg2bNjQ6MchEknVd05z9uppcSXxyzAM3GdUnt0tnzvX4mpERCTeNCrs9ujRg549e9b66NWrFyeccAJffvklf/jDHxq8z+eee45p06bVWlZUVMSll15Kp06dmD17Ntdccw2PPfYYs2fPrtlm+vTpvPzyy9x999288sorGIbBxIkT8fv9jXloIhFVfWbX2VNndpvCXTWUwbfwM0KFhRZXIyIi8aRRszFcddVVGIax1/L09HSOO+44OnXqVO99bdu2jalTp7Js2TI6d+5ca91//vMfXC4Xd9xxBw6Hgy5durBhwwaefvppzjrrLPx+P8888ww33ngjI0aMAOCRRx5h2LBhzJ8/n1NOOaUxD08kIkzT/GUmBg1jaBJn1y44+/Qh8P33VLwzj7QLx1ldkoiIxIlGhd1rrrkmYgX88MMPtGzZkrlz5/LPf/6TTZs21axbunQpgwYNwuH4pczBgwfz5JNPsnPnTjZt2kRZWRmDBw+uWd+iRQt69erFkiVLGh12TdOkvLy88Q+qAbxeb63PEllW9m/o558xd+8Gp5PAwQfjBILBIKFAoMH7MkJBaGT7aLYNVC0L1LGuKce1Byvber1eTLPynnOO35xE4Pvv2f366xhn/bZB+4tXen2ILvVvdKl/oyvZ+9c0zTpPvNalUWEXwO/3M2fOHBYvXkxJSQlZWVkceeSRjB07lpSUlHrvZ+TIkYwcObLOdVu3biU3N7fWspycHAA2b97M1q1bgcqL4vbcZsuWLQ15OLUEAgFWVo21bC75+fnNerxkY0X/pnz1FVlAoH178n/+mV69erGrqAjf9u0N3ldGSQcygNLSUsob2L452hbv2hXR46a4XGQC69evr3kht+d2ow0Q+GoJqz//gnCr7AbtM57p9SG61L/Rpf6NrmTuX5fLVa/tGhV2S0pKuOiii1i1ahUHH3wwbdq0Yf369bz99tu8+OKLvPTSS2RkZDRm17VUVFTs9UCqg7TP56v5I1jXNsXFxY0+rtPppGvXro1u3xBer5f8/Hw6deqE2+1ulmMmEyv71/vxJ1QAaf370bZqiE5mVhahRownd7Wo/H3KyMjA06ZNzLQNBAIU79pFy8xMnE5nxI5rz8oCoHPnzjVndunZk5KBAwl98w0d8/JIHXpxg/YZj/T6EF3q3+hS/0ZXsvdvXl5evbdtVNh96KGH2Lp1Ky+88AJHHnlkzfKlS5dy7bXX8thjj3Hrrbc2Zte1pKam7nWhmc/nAyrn9U1NTQUqzzJXf129TVN+8IZh4PF4Gt2+Mdxud7MfM5lY0b8VVb+IqX361DwfHQ4Htj1CYX3Y7Y5Gt2+Otk6nc6+w25Tj2qqGLu35exz+7ViKv/mG4Lvv4bmy4RfCxiu9PkSX+je61L/Rlaz9W98hDNDI2RgWLFjA5MmTawVdgCOPPJJrr72WDz6IzFyY7dq1o6CgoNay6u/btm1bM3yhrm3atWsXkRpEGiuwajWgmRgiyX3qKWCzEfj6a4IbN1pdjoiIxIFGhd2ysjIOOeSQOtcdcsgh7Kpj/F5jDBo0iGXLlhEKhWqWLVq0iM6dO9OqVSt69OhBeno6ixcvrllfUlLCjz/+uFcQF2lOps9H8H//AzQTQyTZc3JIGTIEAO/ctyyuRkRE4kGjwu5hhx3Gxx9/XOe6BQsW0LFjxyYVVe2ss85i9+7dTJ06lby8PObMmcOsWbO44oorgMqxuuPGjePBBx9kwYIFrFq1iuuuu4527doxatSoiNQg0hiBtXkQCmFktsSmdxkiqvoGE943dYMJERE5sEaN2Z0wYQLXX389fr+f0047jdatW7Njxw7eeustXn31Ve64446IFNeqVSv+9a9/cc899zB27FjatGnDTTfdxNixY2u2ufbaawkGg9x6661UVFQwaNAgZs6cWe8r9ESiIfir+XUbMq5IDiz1N7+BW6YS+PFHAmvX4uzWzeqSREQkhjUq7J588snk5+czY8YMXn311ZrlTqeTq666inPOOadRxdx///17LevXrx+vvPLKPtvY7XZuvPFGbrzxxkYdUyQadDOJ6LFnZ5EyYgS+BQvwzn0L5w3XW12SiIjEsEaF3fLycq688krGjRvH8uXLKS4uZsuWLZxzzjm0bNky0jWKxB2F3ejynHF6Zdh9400yrr9OZ89FRGSfGjRmd+XKlZx55pk899xzQOXdyoYPH87w4cN59NFHOf/881m3bl006hSJK4GVlWHXobAbFamjR0FqCsH//Y/A999bXY6IiMSweofdn376iUsuuYTi4uK9brjgcrm45ZZbKCsr4/zzz6+5s5lIMgoXFRGu+h1w9uhucTWJyZaRgfvEyotQy2fPsbgaERGJZfUOu0899RRZWVm8/vrrjB49utY6t9vNuHHjmD17Nh6PhxkzZkS8UJF4UT2Ewd6hA7YI3ElQ6uY+67cAeN94EzMYtLgaERGJVfUOu4sWLeKyyy4jMzNzn9u0atWKSy+9lEWLFkWiNpG4VHMzCQ1hiKrU44/Dlp1NePt2fAs/s7ocERGJUfUOu9u3b6/X/Lm5ubkaxiBJ7ZfxuhrCEE2G04n7zDMAKJ892+JqREQkVtU77GZnZ+91W966FBYW7vfsr0iiq5ljV7cJjjpP1VCGivfeJ7x7t8XViIhILKp32B00aBBz5hz4QpA33niDnj17NqkokXhlmiaB1RrG0Fyc/fvj6NoVs6IC7zvzrC5HRERiUL3D7oUXXsjixYu5//778fl8e633+/088MADfPbZZ1xwwQURLVIkXoR+/hlz925wOnF06WJ1OQnPMIyas7vlr2kog4iI7K3eN5Xo27cvU6ZM4d577+XNN99kyJAhdOjQgVAoxObNm1m8eDFFRUX88Y9/ZNiwYdGsWSRm1YzX7doVw+m0uJrk4D7rt5Q88Df8ixYR/PlnHB06WF2SiIjEkAbdQe2CCy6gR48ezJw5kwULFtSc4U1LS2Po0KGMHz+e/v37R6VQkXig8brNz9G+PSlDh+L7/HPKX32NFtdNtrokERGJIQ2+XfARRxzBEUccAUBRURE2m023CBapotsEW8Nz7u8rw+4r/yHjj9di2Bp0c0gREUlgTfqLkJWVpaAr8isKu9Zwn3QSRosWhH76Cd8XX1pdjoiIxBCd/hCJENPvJ7jufwA4FHableF246mec/eVVyyuRkREYonCrkiEBPPWQTCI0aIF9oMPsrqcpOM59xwAvPPeJbxrl7XFiIhIzFDYFWkAMxze57pfhjB0xzCM5iopIRkez377ui7Ofv1w9OwBPh/lb7zZ4PYiIpKYGnyBmkgyM2w2yt+ZR7iwcK91Fe++V/mFzcbu51+otc7eqRPuYUObo8SEYKSm7rev98XRpSvBlavY/eRTpF9ycRQrFBGReKGwK9JA4cJCwnXcOju4YQMARlraXutt2dnNUlui2Vdf74v9kA5gtxPauBH/t9/i0lSIIiJJT8MYRCIkvGMHALbWrS2uJHnZ3G4c3boBULbH2XUREUlOCrsiEWBWVFTeJhiwt2plcTXJzdm/HwDeN94kXFxscTUiImI1hV2RCAhVndU1MjIwUlMtria52Q8+GFvbtpheL+VzXre6HBERsZjCrkgEhHfsBDSEIRYYhoFr8NEAlD3/PKZpWlyRiIhYSWFXJAKqx+vaW2sIQyxwDRyI4XYTXL0G/1dfWV2OiIhYSGFXJAJ0cVpsMVJTcY89E4CyWf+2thgREbGUwq5IE5mmSWinhjHEmrSLLwLA+848Qlu2WFyNiIhYRWFXpInM0lLw+cBm03y6McTVp0/l2N1gkLJ/P291OSIiYhGFXZEmqhnCkJWFYbdbXI38WvplE4DKOXdNr9fiakRExAoKuyJNFNJ43ZiVOno09kMOIVxURPnrb1hdjoiIWEBhV6SJaqYda6OwG2sMu520Sy8BYPe//qVpyEREkpDCrkgT/TLtmMJuLEo771yMtDSCq9fg++wzq8sREZFmprAr0gRmKES4sBDQMIZYZWvRAs85vwdg94wnLa5GRESam8KuSBOEi4ogHAaXCyMjw+pyZB/SL58Idju+Txfi/+47q8sREZFmpLAr0gTh7dUXp7XCMAyLq5F9cRxyCO4zzgCg9PF/WlyNiIg0J4VdkSbQeN34kXH1lQBUvPsugbw8i6sREZHmorAr0gSadix+OLt3J3XMaDBNdv9zutXliIhIM1HYFWmCsMJuXMm4+moAyue8TnDTJourERGR5qCwK9JIps9XeatgNIwhXrgOH0jKscdCMEjptH9YXY6IiDQDhV2RRqoewmCkp2OkplpcjdRXxg3XAVD+8ssEN2ywuBoREYk2hV2RRtIQhthleDyY4XCd61KOPpqU40ZAMEjJw4/Wuc2+2oqISPxxWF2ASLyquU1w61YWVyJ7MlJTMWw2yt+ZV3PTj19z9OmD75NP8c6eTfGhh2DPyalZZ8vOxnPKyc1ZroiIRJHCrkgjadqx2BcuLCRcULDXcpvLhaNLF4Lr1lHx9tu4Tz3VgupERKQ5aBiDSCOYpvnLtGNt2lhcjTSG69hjAAiuWUto61aLqxERkWhR2BVpBHP3bvD5wDCwZWVZXY40gr11axw9ewLg++RTTNO0uCIREYkGhV2RRghv3w5Uju80HBoNFK9Shh4LDgehzZsJrlljdTkiIhIFMf9XevHixVx00UV1ruvQoQMLFixgypQpzJkzp9a6tm3bsnDhwuYoUZJQqDrsaghDXLNlZOAaNAj/okX4Fn6G47AuVpckIiIRFvNhd+DAgXz++ee1lq1Zs4bLL7+cSZMmAbB69WomTZrEuHHjarax2+3NWqckl3BBZdi15yjsxjvXkUcQ+P57zNJS/MuW4W5/sNUliYhIBMX8MAaXy0WbNm1qPjIzM7nvvvsYPXo0Z599NqFQiLy8PPr27Vtru+zsbKtLlwSmM7uJw3A6SRk2FAD/V18RLiqyuCIREYmkmA+7e3rxxRfZsmULU6ZMASA/Px+fz0eXLnr7UZqH6fNh7toFKOwmCkf37tjbt4dgEO8bb+hiNRGRBBLzwxh+zefzMWPGDC6++GJyqiaBX7NmDYZhMGvWLBYuXIjNZmPEiBFMnjyZjIyMRh3HNE3Ky8sjWfo+eb3eWp8lsiLZv4Zh4Ha78W/aVLkgLY2Q00koEDhw21AQgGAwWK/tI9k+mm0DVcsCdayzqubGtrcffxyhl/6P4Oo1eN94A+OkkywPvXp9iC71b3Spf6Mr2fvXNE0Mw6jXtnEVdt988018Ph8XXnhhzbK1a9dis9lo3749M2bMYMOGDTzwwAOsWbOGWbNmYbM1/OR1IBBg5cqVkSz9gPLz85v1eMkmEv3rdrvp1asXZevWYQeCLVqwo2o4w4FklHQgAygtLaW8nm0i1b452hZXnemOhZqb0t7ZuxcpK76n+LY72NWuHeUuV4OPHQ16fYgu9W90qX+jK5n711XP1+i4CrtvvPEGo0ePJutX85pec801XHLJJbRo0QKA3Nxc2rRpwznnnMOKFSvo379/g4/jdDrp2rVrxOreH6/XS35+Pp06dcLtdjfLMZNJJPu3+j/IlOISgkBK+4NJr+cwBleLyncZMjIy8DRi6ENT2kezbSAQoHjXLlpmZuJ0OmOi5qa0N4cNw19QQHhbAa2ff4G0B//e4GNHkl4fokv9G13q3+hK9v7Ny8ur97ZxE3YLCwv55ptvuOKKK2otNwyjJuhWy83NBWDr1q2NCruGYeDxeBpfbCO43e5mP2YyiWT/mtsq77blbNt2r4C3L3Z75a+aw+HAVs82kWrfHG2dTudefWFVzU1q73TiOOssymY8if/NuaSNGYPnjNMbfPxI0+tDdKl/o0v9G13J2r/1HcIAcXSB2tdff41hGBx11FG1lt9www1MmDCh1rIVK1YANNvZWUkeZjBIaEtl2LVXjRuXxOI49FAyrrkagF1/nkLw558trkhERJoibsLuqlWrOOSQQ/Y6VX/qqafyxRdf8MQTT7Bx40Y+/fRTbrnlFk499VTN0CARF1y/HoJBcDoxWra0uhyJkozrJuMcOBCzpISia67FDIWsLklERBopbsLujh07yMzM3Gv58ccfz2OPPcYHH3zAaaedxtSpUxk9ejT33ntv8xcpCS/w448A2Fq3xmjExY8SHwynk+x/Po6Rno7/qyWUPvqY1SWJiEgjxc2Y3TvuuGOf68aMGcOYMWOarxhJWoEfKsOuXfPrJjxHx45k3nsPRdf+kdKHH8HZtw/u0aOtLktERBpIp6ZEGiDwww8A2HSb4KTgOeu3pF1yMQBF1/yRwNq1FlckIiINpbAr0gA6s5t8Wt5xO64hgzF372bnJeMJ1zGnsIiIxC6FXZF6ChUUEN6+HQwDW+vWVpcjzcRwOsl+cgb29u0J5eez87KJmBUVVpclIiL1pLArUk+1Lk5rxNyvEr/srVrR6tlnKi9YW/RfCjVDg4hI3FDYFamnmiEMBx1kcSViBWfvXrR6Zia4XFTMe5ddU6ZimqbVZYmIyAEo7IrUU83FaQcr7CarlGOPIfsfj4NhUP7iixTf+VcFXhGRGKewK1JPgR9XAjqzm+zcp5xM5gP3A1D29L8ovv1OBV4RkRimsCtSD2Gvl+C6dQDYDz7Y4mrEamkXnP9L4J05k+Jb/4IZDltclYiI1EVhV6QegqtWQTiMrXVrbBkZVpcjMSBt3AVkPvh3MAzKnptVeVthn8/qskREZA8KuyL1UD2Ewdm7l8WVSLQZHk+9z9KmnXcuWY8+Ag4H3jfeZMe4iwgVFUW5QhERaYi4uV2wiJWqL05z9u5tcSUSbUZqKobNRvk78wgXFtarjeeiCyl/4UX8X37Jjt+dTevnn8euCxlFRGKCwq5IPVRPO+bs3Ytw6W6Lq5HmEC4sJFxQUK9t7ZmZeH5/Nt435xJctZrtp59Bqxf+jbNHjyhXKSIiB6JhDCIHYIbDNTeUcPbSMAapmz0nh/Qr/4CjWzdCW7awfexZ+L740uqyRESSnsKuyAGENmzALC+H1BQchx1mdTkSw2xZWbR5fTauo4/CLClhxwXjKPvPq1aXJSKS1BR2RQ6gZghDjx4YDo38kf2zZWXR+qUXcZ9+GgQC7Lruekoe+JumJhMRsYjCrsgB6OI0aSgjNZWsf/6DjD9eC0DptMcpuupqTK/X4spERJKPwq7IAfirz+z26mlxJRJPDJuNFjfdSOYjD4PTiXfuW2z//bmEduywujQRkaSisCtyAIEfvgd0ZlcaJ+33Z9P6pRcxMlsS+Pprtp96OoG1a60uS0QkaSjsiuxHaNs2wlu3gc2msCuNlnLMENq8+Sb2Th0J/fQT288ci2/JUqvLEhFJCgq7Ivvh/24FAI6uXbF5PBZXI/HM2bULbd6ai/PwwzF3FbPz3PPwfjDf6rJERBKewq7IfgRWVIZdZ9++Flci8eBAtxq2Z2fT+pX/I+WEEzArKii8bCLlr82uWa8ZG0REIk/zKInsR+C77wBw9VPYlQOr762GU0YeT3jXLgLLllH0x8l4P/kE929+g+eUk5uxWhGR5KCwK7If/uozuwq70gD1udVwyvBhEAoRWL6citffAL9fYVdEJAo0jEFkH0IFBZUXpxmGLk6TiDMMg5Tjj8M1aBAAFe/Mo3TGk9YWJSKSgBR2RfYh8OuL09LSLK5GEpFhGLiGHotr8GAASu66m93PPGtxVSIiiUVhV2Qf/Lo4TZqBYRi4hgwm5fjjASj+y22U/ft5i6sSEUkcCrsi+6CL06S5GIZByuhRpE+6AoBdU26h/I03rC1KRCRBKOyK7EP1HLvO/v0srkSSgWEYtLh1KmmXXAxA0R+vI/DZZxZXJSIS/xR2RepQeXHaVl2cJs3KMAxa3vVX3KefBsEgu6++FufqNVaXJSIS1xR2Reqgi9PEKobNRtZjj5IyYjiUl5N1192EfvrJ6rJEROKWwq5IHXRxmljJcLnIfvop7L17YyspYfcVfyBcWmp1WSIicUlhV6QOgW+/BXRxmljHlpZG+ownCGVnEV67lsIrr8IMBq0uS0Qk7ijsiuzBNE38yyvDrnPAAGuLkaRma9eWoqlTITUV30cfU/zXu60uSUQk7ijsiuwhtHkz4e3bwW7H1UcXp4m1gt26kva3BwAomzmTsudfsLgiEZH4orArsofAN8sBcPbsieF2W1uMCOD6zUlk3PgnAHZNvZWKzz63uCIRkfihsCuyB//y5YCGMEhsyfjjtbjHngmhEIVXTCKw7n9WlyQiEhcUdkX2UB12XQP7W1uIyK8YhkHWg3/HefjhmMXFFE6cSLi83OqyRERinsKuyK+YoRCBb6tuEzxwoMXViNRmpKbSaubT2HJyCK5ew66bbsY0TavLEhGJaQq7Ir8SXLsWs7wcIy0NR9euVpcjshd7Tg7ZT/wT7Ha8r79B2ax/W12SiEhMU9gV+ZWa8br9+mHY7dYWI7IPKYMH0+KWKQAU33En/q+/AcAMhxu9z6a0FRGJZQ6rCxCJJf5vqm4mMXCAtYWIHED6FZfjX7aMinnvUnjFJNq8/y727GzK35lHuLCwQfuyZWfjOeXkKFUqImIthV2RXwlUX5ymmRgkxhmGQdbDD1GwchWh9espuvoaWj3/b8KFhYQLCqwuT0QkZmgYg0iVsNdLYOVKQNOOSWwwDAO3241hGHWut2Vk0OrpJzFSU/F9upDSRx5t3gJFROKAwq5IlcD330MohC0nB/vBB1ldjiQZw+PZa9ys2+2mV69euPdzcxNnz55kVt1hrfTRxwisXRvVOkVE4o2GMYhUqb5zmmvggH2eSROJFiM1FcNmqzXmNhgMsquoiMysLByO/b9cp5xwAr4FC/D+51U8F5yPzeNpjrJFRGJeXITdTZs2MXLkyL2W33333Zx99tmsXLmSe+65h++//57MzEwuvPBCJkyYYEGlEs/8y74GNL+uWOvXY25DgQC+7dsJ+f3YnM79tnOfeSahn38iuHoNFe+9j3vsmfqnTUSEOAm7q1evJiUlhQ8//LDWi3dGRgZFRUVceumlnHjiidx5550sX76cO++8k8zMTM466ywLq5Z4YpomvqVLAHAdeYTF1Yg0nJHiInv6PykY8xtC+fkEvvkG1+GHW12WiIjl4iLsrlmzhs6dO5OTk7PXulmzZuFyubjjjjtwOBx06dKFDRs28PTTTyvsSr2FNm8mvHUb2O26OE3ilrNHD1JPPYWKN97Et/Az7O3bY2/b1uqyREQsFRcXqK1evZqu+7ib1dKlSxk0aFCt8WyDBw9m/fr17Ny5s7lKlDjnX7oUAGef3tj2czGQSKxzHX00ji5dIBzGO+9dTL/f6pJERCwVN2d227Rpw/nnn09+fj4dO3bkyiuvZNiwYWzdupXc3Nxa21efAd68eTOtWrVq8PFM06S8vDwitR+I1+ut9Vkiq779W75oMQC2/v33+bOvngYqGAwSCgQaVIcRCgI0qm1T20ezbaBqWaCOdVbVbOWxI912f/27r/ahUAj7yOMJbtuGWVSEd8FHOE88Yb9t7cHKtl6vF9M0G1R3PNPrb3Spf6Mr2fvXNM16X5cQ82HX7/eTn5+P2+3mpptuwuPxMHfuXCZOnMizzz5LRUUFLperVpuUlBQAfD5fo44ZCARYWTXfanPJz89v1uMlmwP1b6tFX+IEtrVtS8U+fvbV00DtKirCt317g46fUdKBDKC0tJTyBrZtavvmaFu8a1fM1GzlsaPVtq7+3W/70lJsRw3C/fEnhFaupCyzJcGOHffZNsXlIhNYv359Uv7h1OtvdKl/oyuZ+3fP/LcvMR92XS4XS5YsweFw1DyoPn36sG7dOmbOnElqair+Pd6mqw65nkZOveN0Ovc5bCLSvF4v+fn5dOrUab9zaUrj1Kd/zfJydq3PB6DjaadiO6juOXar/4PMzMoi1MC3hl0tMoDKiyo9bdo0qG1T20ezbSAQoHjXLlpmZuLcY7YAq2q28tiRbru//j1g+zZtCJTuJrRkCanLviale3eMjIw629qzsgDo3Llz0p3Z1etv9Kh/oyvZ+zcvL6/e28Z82IW6Q2tubi6ff/457dq1o2CPW2NWf9+2kRdmGIbR6KDcWG63u9mPmUz217++b7+FUAj7QQeR3qXLAfflcDgOOA3Unux2R6PbNrV9c7R1Op17hTGrarby2NFqW1f/1qe949hjKP/5Z8JbthD86CPcZ51V59t+tqprHpLxDybo9Tfa1L/Rlaz925CpFWP+ArVVq1YxcOBAllZdQFTt+++/p2vXrgwaNIhly5YRCoVq1i1atIjOnTs3aryuJB//0mWAphyTxGPYbLhPGgMOB6GNPxFYvtzqkkREml3Mh93c3Fy6devGnXfeydKlS1m3bh333Xcfy5cvZ9KkSZx11lns3r2bqVOnkpeXx5w5c5g1axZXXHGF1aVLnKgJu0co7ErisWVlkTJ8OAC+hZ8Rqro7m4hIsoj5sGuz2ZgxYwZ9+/Zl8uTJjB07lm+//ZZnn32W7t2706pVK/71r3+xfv16xo4dyz/+8Q9uuukmxo4da3XpEgcqbyZR+a6BzuxKonL274e9Y0cIhah49z3McNjqkkREmk1cjNnNzs7m3nvv3ef6fv368corrzRjRZIoguv+h7lrF6Sm4Ozd2+pyRKLCMAxSR4+m7N//JrxtG/7FX5EyZLDVZYmINIuYP7MrEmm/PqvlX1J1i+D+/THqOYWJSDyyZaSTesJIAPyLFxPautXiikREmkdcnNkViSTDZqP8nXmECwsp/89/Kpd50tj9/Av7bWfv1An3sKHNUaJIVDi6d8eRt47gmjVUvPc+ngsuwHDqz4CIJDa9yklSChcWEi4oIJi3Dqi8iCe8xxR2e7JlZzdHaSJRYxgGqSeMpGzTz4QLC/F9+SWpI4ZbXZaISFRpGIMkrXBJCWZJCRgG9oPrvpGESKIx3G5SR40CIPD11xrOICIJT2FXklbo558BsLVtq/G6klQchx2Go0cPME0qPpiPGQxaXZKISNQo7ErSCv28CQB7h/YWVyLS/FKOPw7D7Sa8Ywe+Tz+1uhwRkahR2JWkFaw6s+vo0MHiSkSan83tJuX44wHwffQx/lWrGr0vzdsrIrFMF6hJUgqXlFTOrwvYDz7Y2mJELOLonot91SpC//sfu268mbTLJ9b8XtSXLTsbzyknR6dAEZEIUNiVpBRcnw+ArU0bjNRUa4sRsUjN7AybNxP4+msq3n4HZ243q8sSEYkoDWOQpBRavx4Au4YwSJKzZWTg+d1ZAFS8/z7h4mKLKxIRiSyFXUlKwZqwq4vTRFxDh+IaMgQCASrmf4hpmlaXJCISMQq7knRChYWEt20DwN5eYVfEsNnI+vsD4HAQ2riR4MqVVpckIhIxCruSdPxffAmArVUrbB6PxdWIxAZH586knHgCAL5PF2JWVFhckYhIZCjsStKp+OxzAOwdD7W4EpHYkjJ0KLZW2ZheL77Pv7C6HBGRiFDYlaTj+/wzAByHKuyK/JrhcJAysvLsbuC77wht0a2ERST+KexKUglu2EBow0aw2TQTg0gdHId0wNGrJwAVCxbohhEiEvcUdiWpVL81az/0UAyXy+JqRGJTyvDhkJJCuKCAwPJvrS5HRKRJFHYlqfg+qxrC0LWLxZWIxC6bx0PKsKEA+L78kvDu3RZXJCLSeAq7kjTMcLjmzK6ja1eLqxGJbc6+fbG1awd+P75PP7W6HBGRRlPYlaQR+PFHwkVFGGlp2A85xOpyRGKaYRiknngCGAbB1WsIbthgdUkiIo2isCtJw1c15VjKkCEYdrvF1YjEPntODs4BAwCoWPARZjBobUEiIo2gsBsDnE4nhmFYXUbCqx6vWz0WUUQOLOWYIRhpaZi7duFftszqckREGkxh12KGYdC7Vy/cbnej96GpgQ7MrKjAv/grAFKGHmtxNSLxw0hJqZydAfAv/opwSYnFFYmINIzD6gIE7A4HpXPfwigubnBbW3Y2nlNOjkJViSW4eDFmRQX2gw7C0b07viVLrS5JJG44enTHvmIFoZ9/xvfJp7hPP83qkkRE6k1hN0aEdu7EVlhodRkJK/DpQgBSRo7UkBGRBjIMg5SRx1P+/AsE8/IIrs/H0bmT1WWJiNSLhjFI4jNNAh9/AkDqiSOtrUUkTtlbt8Z5+EAAKj7+WBeriUjcUNiVhGfftInwzz+Dy0XKsRqvK9JYKYMH62I1EYk7CruS8FKqxuemDBmMLS3N4mpE4pcuVhOReKSwKwkvpeoMVOpIDWEQaSpHj+7YO3SAYBDfJ7qzmojEPoVdSWhm6W5cP/wIQOoJCrsiTVV9sRqGQTAvj8Dq1VaXJCKyXwq7ktACX3yBEQph69QJR+fOVpcjkhBqXaw29y1Mn8/iikRE9k1hVxJa4NPKt1mdx42wuBKRxFJ9sVp45052z3jS6nJERPZJYVcSlhkK1Uw55hyhsCsSSUZKCikjKi9WK532OMGff7a4IhGRuinsSsLyL1mCuXMn4bQ0HEcfZXU5IgnH0b079s6dMSsqKL7jTqvLERGpk8KuJCzvvPcA8B11FIbTaXE1IonHMAzcZ54BdjsV775HxUcfW12SiMheFHYlIZmmScW77wJQccwQi6sRSVz2tm1JnzAegF1/uU0Xq4lIzFHYlYQU+PZbQps3g8eDb0B/q8sRSWgZ11+HrW0Oofx8XawmIjFHYVcSkvfdyiEMzhHDISXF4mpEEpstI4OWt/0FqLpY7aefLK5IROQXCruScEzTxPvOPABcY8ZYXI1IcnCfcQauIYN1sZqIxByFXUk4wdWrCa1fDykplWd2RSTqDMMg8567Ky9We+99XawmIjFDYVcSjnde5YVpqcOHYaSnW1yNSPJwdu9O+mUTAF2sJiKxQ2FXEoppmnjfnAtA6sknW1yNSPLRxWoiEmsUdiWhBFasIJiXB6kpuH9zktXliCQdW3q6LlYTkZiisCsJpXz2HADco0djy8iwuBqR5FTrYrXb77C6HBFJcgq7kjDMYBDv3LcAcP/2txZXI5K8ai5WczioeP+DmnH0IiJWiPmwu2vXLm677TaGDx/O4YcfznnnncfSpUtr1k+ZMoXu3bvX+hg+XFfgJyPfF18QLijAlpVF6nEjrC5HJKk5u3cn/Q+TANg19VbCu3ZZW5CIJC2H1QUcyPXXX8/OnTt5+OGHyc7O5qWXXmLChAnMmTOHLl26sHr1aiZNmsS4ceNq2tjtdgsrFquUz3kDAPfpp2E4ndYWIyK0mPxHKt59j2BeHsV3/pWsRx62uiQRSUIxfWZ3w4YNfPHFF9x+++0ceeSRHHbYYUydOpW2bdvy9ttvEwqFyMvLo2/fvrRp06bmIzs72+rSpZmFvV4q3q18q1RDGERig5GaSuaDfwfDoPw/r1LxySdWlyQiSSimw25WVhZPPfUUffr0qVlmGAamaVJcXEx+fj4+n48uXbpYWKXEgor338csK8Pe8VBcRxxudTkiUiVl0JGkjb8UgF033ky4pMTiikQk2cT0MIYWLVowYkTtsZfvvvsuGzduZOjQoaxZswbDMJg1axYLFy7EZrMxYsQIJk+eTEYTrsQ3TZPy8vKmll8vfr8ft9tNMBjECAQa3N4eDALg9XoxTTPS5cWN0udfAMB52ml4vd6a5dVfV382DKOmv0MN7G8jVNnXzd3WymMfqG2galmgjnXqr6a33V//RvvY9VWf1yDnNVdjm/8hoY0b2XnLVNL+9kCDjhEte74+SGSpf6Mr2fvXNE0Mw6jXtjEddve0bNkybrnlFk444QRGjhzJtGnTsNlstG/fnhkzZrBhwwYeeOAB1qxZw6xZs7DZGnfiOhAIsHLlyghXXze3201mZia7S0vxbd/e4PYpLheZwPr165P2CW/ftIk2/12MabOxceAAwnX87PLz84HK/u7Vqxe7iooa3N8ZJR3IAEpLSylvxrZWHru+bYvruPhI/RW5tnX1b3Md+0Dq+xrkvOpKsqfcgv/1N9jWvTu+Y4Y06DjRVP36INGh/o2uZO5fl8tVr+3iJux++OGH/OlPf6J///48/HDlRQ7XXHMNl1xyCS1atAAgNzeXNm3acM4557BixQr69+/fqGM5nU66du0asdr3x+/3A5CekUFGmzYNbm/PygKgc+fOSXtmt/zNufgA1/DhdN9jJg6v10t+fj6dOnXC7XbX/BeYmZVFqKrv68vVovLdgoyMDDwN/Fk1pa2Vxz5Q20AgQPGuXbTMzMS5x0WB6q+mt91f/8ZK3fV+DerZE+/69VTMeJLsJ5+kxemnYWvEzzaS9nx9kMhS/0ZXsvdvXl5evbeNi7D7wgsvcM899zBq1CgefPDBmiRvGEZN0K2Wm5sLwNatWxsddg3DwOPxNK3oBhwLwOFwYGvEDAI2R+WPMBmf6EDlpPVzXgcg4+KLcO/j5+Z2u2v9TBvT33a7w5K2Vh67vm2dTudeYUz9Fbm2dfVvcx37QBryGuS++Sa2f/Y5gR9+oOLWv9Bq1nMYjXwHLpL2fH2QyFL/Rley9m99hzBAjF+gBvDSSy9x1113ccEFF/Doo4/WOmV9ww03MGHChFrbr1ixAqDZzsyKtbzvvku4qAj7QQeROvJ4q8sRkf0wXC6yHn8MUlPwffQxu598yuqSRCQJxHTYXb9+Pffeey+jRo3iiiuuYOfOnWzfvp3t27dTWlrKqaeeyhdffMETTzzBxo0b+fTTT7nllls49dRTNUNDkih74UUAPOefh+GIizcqRJKas3t3Mv/6VwBK7n8A39JlFlckIokuptPB+++/TyAQYP78+cyfP7/WurFjx3L//ffz2GOPMWPGDGbMmEFGRgannXYakydPtqZgaVaBtWvx/3cx2GyknXuu1eWISD15zj8P35df4n3jTYquvIqc99/FVjX2V0Qk0mI67E6aNIlJkybtd5sxY8YwZsyYZqpIYsnup2cCkDrqROwHH2RxNSJSX4ZhkHn/ffiXf0soP5/Ca66tHL+ru1+KSBTE9DAGkX0J7dhB+ezXAEi/4nKLqxGRhrJlZJD95AyM1FR8H39CyQN/s7okEUlQCrsSl8pm/RsqfDgHDsB11FFWlyMijeDq05vMh/4OwO5/Tqf8zTctrkhEEpHCrsSdsNdL2XOzAMi44ooGTT8iIrHFc+aZpF/5BwB2Xf8n/N9+a3FFIpJoFHYl7nhffY1wYSH2Qw8l9TcnWV2OiDRRiz/fTMrxx2FWVLDzoksIbthgdUkikkAUdiWumKEQpU89DUD6xMs03ZhIAjDsdrKfmI6zd2/CO3aw44ILCRUWWl2WiCQIhV2JK9633iK0fj1GZks85/ze6nJEJEJsGRm0+vdz2Dt0ILR+PTsvuoRwWZnVZYlIAlDYlbhhBoOUPPgwUDlW15aWZnFFImJ4PJjhcKPb/7qtvV07Wr3wb4zMlgS++YadF19CuLw8EmWKSBLTe8ASN8pnzya0fj227GzSJoy3uhwRAYzUVAybjfJ35hFu4NADW3Y2nlNOrrXM2a0brV94nh3nXYB/0X8pvGQ8rWY9i+F2R7JsEUkiCrsSF0y/n9KHHwUg/aordVZXJMaECwsJFxREZF+ugQNp9fy/2XnBOHxffMHO8RPInvkvbB5PRPYvIslFwxgkLpT938uEfv4ZW9sc0i6+yOpyRCTKUgYdSavnZ2G43fgWfsbOc88nXFRkdVkiEocUdiXmhcvKKH3sMQAyrr0GWwPezjQMA7fbrbl4ReJQytFH0+r/XsJo2RL/smVsP+t3hLZssbosEYkzCrsS80qnPU54WwH2joeSdt55APW+IMbtdtOrVy/cGu8nEnPqc3FbyqAjaTPnNWxtcwiuXsP208/E//33NeubcnGciCQHjdmVmBZcv57dVfPqtrzjdoyUFIB6XxATDAbZVVREZlYWDocDe6dOuIcNjXrdInJgDbm4Le3iSyh79llCmzez/dTT8Zzze1KGD9/rAjcRkT0p7EpMK77jr+D3k3L8caSOGlVrXX0uiAkFAvi2byfk92NzOrFlZ0exWhFpjPpe3OY5+3d435lHaMMGyl94kdDmLbhPGoNhtzdDlSISrzSMQWJWxYKPqPjwQ3A4aHnHHRp3K5LkjNRU3GPPxHn4QAB8H33EjnPPJ7Rtm8WViUgsU9iVmBQuK2PXrX8BIP2yCTi7drG4IhGJBYbNRupxx5H6m5PA5cL/5ZcUjD6Jio8+tro0EYlRCrsSk0ruvofQxo3Y27cnY/IfrS5HRGKMs2dP0q+5GkfPHoR37GDnhRdRdNPNhHfvtro0EYkxCrsWCyz6LwUnnYz3qafxzn2Lik8XEtqyBdM0rS7NMhULP6Ps388DkPnQg9gyMiyuSERikb1NG3LemkvaZRMAKH/xJQpOHE3FxzrLKyK/0AVqFguuWEFgxQoAqifQCSxbhi0rC2ffvjgH9MdwJM+PKVxayq4b/gRA2sUXkaqZE0RkPwy3m8w778A9ZgxF199A6Kef2DnuItxnnE7LO27HnpNjdYkiYjGd2bVY6sTLaPPWXFLOPYeUkcfj6NEDHA7CRUX4Fi6k7PkXCG7YYHWZzcI0TXbdciuhzZuxdzyUFlNvsbokEYkTKccMIefDD0ibeBnYbHjfnMu24cdR+s/pmF5vnW100atIclDYtZhhGLgOH4ijTx9cAwbgPvk3pE+6gpQTT8RI82AWFeGdPQfvu+9hBgJWlxtVZf9+Hu+cOWC3k/XIw9jS0qwuSURi2J43pbClp5N5x+20mfc2zv79MEtLKbn3PraNOJ7yOa/vdQOK1JQUnE5nc5ctIs0sed4fjyOGy4WrX1+c3XPxffElgW+/JbhyJeXbt+M+/TRsmZlWlxhx/m++ofj2OwBoMeXPpBx9tLUFiUjM299NKdznnIOje3cq3v+A0KZNFF1zLcX334/75JNxdOmCLTsbzykn40iiYWIiyUpndmOYkZJC6sjjcZ/9OwyPh/COHZS9+FLCDWsIFRZSePkkCARIrTqzLSJSX9U3pfj1h7ljB44OHUi76CJcQ48Fl4vwps2UPf0vds94Ev8331hdtog0E4XdOODo0AHPBedja9cOfD68r79BYM0aq8uKiLDXy86LLyW0eTOOww4j6+GHNI5ORCLGcDpIOeoo0sZfirN/fzAMQvn5lD0xgx2/Pxf78uVJPfuNSDJQ2I0TtowMPL8/G0f3XAiHqXhnHv4V31tdVpOYwSBFk64k8PXXGJktyX7mX5pmTESiwubxkHrCSNIuvQRnnz5gt+P74gvSb7yZ0vPOp+KTTxR6RRKUwm4cMRwOUn/zG5x9+4Jp4ps/H9/Cz6wuq1FM02TXn6dU3g44NYVWzz2Hs1s3q8sSkQRny8wkdfQoMm78E2mXXIzpdBJa9jU7L7iQglFjKHvlP5g+n9VlikgEKezGGcNmI+XEE3AdeSQAFfPmUfLA3+LqjIQZDlM89VbK/+9lsNnIfmI6KYOOtLosEUkitsxMMu+5G/9/XiZ1/KUYbjfBlSvZdf0NbD16CCWPPkZoj4veRCQ+KezGIcMwSBk+rPKiC6B02uMU3/qXvabViUVmKMSuP91I2ax/g2GQ+eDfcI8ebXVZIpJkqqctO+yoo2h1119pt/QrWky9BVu7doS3b6f07w+yddBRFN10M4EfftyrfTy83opIJc25EsdSjjoKW+vWVLw5l7LnZhEuKSXr4QcxYnTeSNPno+j6G/C+8SbY7XguuRjTH2D38y80aD/2Tp1w685qItIE1dOWbXv5FVK8XhwOB0ZGBunXXE1gxQr8n31OaNMmyl98ifIXX8LesSOuIYNx9umDPScHzyknW/0QRKSeFHbjXMrgwbhHnUjRH6/DO2cOZmkJ2TOewEhNtbq0WkI7dlB42eX4lywBh4Ps6f8kVDVdUEPZsrOjUKGIJCN/QQGO8nJsvzpJ4Dj4YOy/P5vQpk0Eln9LMC+P0IYNeDdsoMLzFq6jj8I1oD+O9u0trFxE6kvDGBKA58wzaTXzX5CaQsX8D9kx7iLCJSVWl1Uj8ONKtp9yGv4lSzBatKDVrGdx66yIiMQwwzBwdOiA+9RTSLtsAq4hQzDS0jDLy/F9/AnbBh/DzkvHV87ioCENIjFNYTdBpJ54Aq1feB4jPR3/okVsP2MswY0bLa3JNE12z/o3BaedRujnn7F36kSbt94k9bjjLK1LRKQhbOnppAwZTNplE0g97VTsXbtUTgH5wXx2XnAh24aNoPTJpwgXFVldqojUQWE3gaQMGULr2a9ha9eW4Jo1bD/1dHxLl1lSS2jnTgovHU/xLVOhwkfKcSPIeXsuzq5dLalHRKSpDLsdZ7dupF92GTmffkzahPEYGRmE8vMp+etdbDlyEEWTr8O3dFlczZAjkugUdhOMq09vct5+C2efPoR37mTH2b9n99P/arYXXjMcpuyFF9k2/Dgq5n8ILhct77idVs//G1tWVrPUICISTYbHg+Oww8j86520+3opmQ/cj6NnT6jwUf7qa+w440wKRo1m93PP1TmkTMMeRJqXLlBLQPaDDqL1nNco+uNkKt59j+I77qRi4WdkPfIQ9tato3Zc35IlFN/5VwLfLAfA0bMn2Y89irN3r6gdU0SkuVXP5FD+zjzCVXPxei66kNDGjfgXf0Xgu+8IrlxF8dS/UHzHX3H274/r6KOwd+iAvVUrzeQg0swUdhOULS2N7KefomzWLIr/eje+jz6i4LiRZPzpBtLGXYDhiNyP3rd0GaUPPVRzNzcjPZ0WVXcniuRxRERiSXiPGWVsbjepx40gZfDRBH5cSWDFd4R3FhJYupTA0qXYcnJwHXsMqSOGY0tPt7BykeSiYQwJzDAM0i+5hJy338LRswfhoiKKp95KwegxeOe9ixkMNnrfYa+Xsv97mYJTT2PHGWdWBl2HA88F59N24SekXzZBQVdEkpKRmorr8IF4LroI9zm/x9GzB9jthAsKqHj9DbYefiRFN/0Z/4oVVpcqkhSURpKAs1dPct57l7IXXqT0wYcIrl5D4cTLsbVrS9p555E6ZjTOXr0w7Pb97idUUIDv04V453+I79NPMXfvrlxht+McOJDUkcdjy87G+8H8/e5HN4UQkWRgGAaO9u1xtG+PedxxBH78kcAPPxLesYPyF1+k/MUXcfbvR9q4cbjPOB1bWprVJYskJIXdJGE4HKRfcjGeM8+g9IkZlP/fy4S3bqP0kUcpfeRRjIwMXAMHYD/4YGytW2PzeAjv3o1ZWkrw558rX6D3uAGEveOhOHv2wt6pIzaPB4LBet0kQjeFEJFkY7jduI44gpSTTsLVtStlL7yAd967BL79jl3f3kTxbbeTevLJeH53FinHHnPAkw8iUn8Ku0nGlplJyyl/psX11+F9733KZ8/B/9VXmKWlNWNu98kwcPbqReqoE0k98QSc/ftT9uJLjboLmohIMjIMg5RjhpByzBBCO3dS/p9XKXvxJULr1+OdPRvv7NnY2rXDc9Zv8Zz1W5zdu1tdskjcU9hNUkZKCp4zTsdzxumYoRCBlSsJfLeC8I4dhHbsxCwvw0hPx9aiBfY2bXD26oWjZ4/KM7giItJk9latyPjDJNInXUHgm+WUv/oq5XPnEt66ld3/nM7uf07H0a0b7t+cROrJv8HZpw+GYVhdtkjcUdgVDLsdV58+uPr0sboUEZGkYxgGrsMH4jp8IC3vuJ2KBR9R/tprVHz0McG1ayldu5bSaY9jP+SQyuA7ehSuww/HSEmxunSRuKCwKyIi0kwMjwczHMaw1T0ZkpGSgvvk3+A++TeES0qoWLAA77z38H38MaGffmL3U0+z+6mnK2d8OPooUoYOJWXosTh799Y4X5F9UNgVERFpJnXdkOJAUoYPwzX4aIJr1hJcu5bg//5HePt2fJ8uxPfpwsr9ZrbENXAgrr59cfbti7NfX+zt22vYgwgKuyIiIs1uzxtS1Ic9pw3OPr1JG3cBwdWr8X3+Bb7PP8e36L+Yu4rxffwJvo8/qdnelp2Ns3dvHId1xtG5M/ZOnXB07ozj0EMwXK4IPyKR2JUQYTccDvOPf/yDV199lZKSEo444ghuv/12OnbsaHVpIiIiEWUYBs4ePXD26EH6ZRMwg0EC33+P/9vvCKxYQeC7FQRWryZcWIjvs8/wfbbHTDs2G/a2bbG1zcGek4Mtpy326q8zMzFaZGBr0QJbi5Y1XyscJ4/9DbOJZttoSoiwO336dF5++WXuu+8+2rZty9///ncmTpzI22+/jUu/oCIiksAMhwPXgAG4BgyoWWZWVBBYtYrAqlUE1+cTXJ9PKD+f4Pr1mOXlhLZsIbRlC4H6HiQ1pTL8pqVhpKZgpOz5kQouV+U6pxOcToJAekkJ3nbtCHk84HRiuFyVd9d0OTGcLnA4MKq/djqqPjsxqr92Oau2r2rndFVuX70sBoNVvPv1MBszHIZAANPnw/T5wO/H9Pkx/T5Mnx/8PsxAAEwTw+Mh7fdnkzJ4sNUPYS9xH3b9fj/PPPMMN954IyNGjADgkUceYdiwYcyfP59TTjnF4gqj60AXOxxIrP4XJiIie6vva76RmrpXAAYIh0KYO3cS2ryZUEEB4W0FhLZtq/y6oIBwcTHh0lLM4pLKz6WllQ0rfIQrGj6nejpQUfURFXZ7TUg2nM7K4O121/5ITcXwuPde7nZjuFN/2cbtxkitvd5WvU1qKjidYLfH3DhoMxzG9HoJeyugooKw17vXZ9PrxSwvwywrxywrI1xWhln1ES4rr1y3u+r78jLCO3ZiVlRAMNigWryvv8HBK3+o7K8YYpimaVpdRFN89913nH322bz33nt07ty5Zvl5551H9+7dueOOOxq0v6+//hrTNHE6nRGutG6maWKz2QiXl0Mo3OD2htOBkZqKWeGDcAPbO+wYLlfT2paXYzaw7pqaG9G24e1NwuEwNpsNMJp0bKvaWnnsA7et3b+xULOVx4582333b2zXHf22kTp2qKwMIxzmQP0b6eM2+TE322u+CaYJhoHhdGKGQphm1TKo/FzXB5V/38xwGAMDwwAzGKxaX73fqs/V+6n5do91vz5OTDCqni7Gr542dS2rx372ax99sq8+ijbDqP1R/Virw79hVM7Fn57eLOUEAgEMw+Dwww8/4LZxf2Z369atABx00EG1lufk5LBly5YG76/6P7bm+s+t+jhNvVmDkdr4+Rab1NbjacCfiMi1bUj7us5/WFV3cz3m5mx7oPcF1F9Na9vQ911ipe7matvU9va0NEuO2+THbNVrvtPZpLpFIsUwjHpntbgPu16vF2CvsbkpKSkUFxc3eH8DBw6MSF0iIiIiYr24H6yZWjUuxO/311ru8/lwu91WlCQiIiIiMSLuw2718IWCPeYrLCgooF27dlaUJCIiIiIxIu7Dbo8ePUhPT2fx4sU1y0pKSvjxxx858sgjLaxMRERERKwW92N2XS4X48aN48EHHyQ7O5v27dvz97//nXbt2jFq1CiryxMRERERC8V92AW49tprCQaD3HrrrVRUVDBo0CBmzpypG0qIiIiIJLm4n2dXRERERGRf4n7MroiIiIjIvijsioiIiEjCUtgVERERkYSlsCsiIiIiCUthV0REREQSlsKuiIiIiCQshV0LhcNhpk2bxrBhw+jfvz/jx49nw4YNVpcVFzZt2kT37t33+nj11VcBWLlyJePGjWPAgAEcd9xxzJw5s1Z79f2+TZ8+nQsvvLDWskj054H2kSzq6t8pU6bs9VwePnx4zXr1777t2rWL2267jeHDh3P44Ydz3nnnsXTp0pr1eu42zYH6V8/dptm5cyc33ngjgwcPZuDAgVx++eXk5eXVrNfzN0JMsczjjz9uDhkyxPzkk0/MlStXmuPHjzdHjRpl+nw+q0uLeQsWLDD79u1rbtu2zSwoKKj58Hq9ZmFhoXn00UebU6dONfPy8szXXnvN7Nu3r/naa6/VtFff1+3ZZ581u3fvbo4bN65mWST6sz77SAZ19a9pmubYsWPNhx9+uNZzeefOnTXr1b/7dumll5qnn366uWTJEnPdunXmXXfdZfbr18/My8vTczcC9te/pqnnblOdffbZ5jnnnGN+9913Zl5ennnNNdeYxx57rFleXq7nbwQp7FrE5/OZAwcONF966aWaZcXFxWa/fv3Mt99+28LK4sMTTzxhnn766XWumzFjhjls2DAzEAjULHvooYfMMWPGmKapvq/L1q1bzQkTJpgDBgwwTzrppFphLBL9eaB9JLr99W8wGDT79u1rzp8/v8626t99y8/PN3Nzc81ly5bVLAuHw+aoUaPMRx99VM/dJjpQ/+q52zSFhYXmddddZ65Zs6Zm2cqVK83c3Fzz22+/1fM3gjSMwSKrVq2irKyMwYMH1yxr0aIFvXr1YsmSJRZWFh9Wr15N165d61y3dOlSBg0ahMPxy92wBw8ezPr169m5c6f6vg4//PADLVu2ZO7cufTv37/Wukj054H2kej217/5+fn4fD66dOlSZ1v1775lZWXx1FNP0adPn5plhmFgmibFxcV67jbRgfpXz92mycrK4uGHH6Zbt24A7Nixg5kzZ9KuXTu6du2q528EKexaZOvWrQAcdNBBtZbn5OSwZcsWK0qKK2vWrGHnzp2cf/75HHPMMZx33nl89tlnQGXftmvXrtb2OTk5AGzevFl9X4eRI0fy0EMPccghh+y1LhL9eaB9JLr99e+aNWswDINZs2YxcuRITjzxRO666y5KS0uB+r1WJGv/tmjRghEjRuByuWqWvfvuu2zcuJGhQ4fqudtEB+pfPXcj5y9/+QvHHnss7733Hvfccw8ej0fP3whS2LWI1+sFqPUiApCSkoLP57OipLjh9/vJz89n9+7dTJ48maeeeoq+ffsyceJEFi1aREVFRZ39CuDz+dT3DRSJ/jzQPpLZ2rVrsdlstG/fnhkzZnDzzTfz6aefcuWVVxIOh9W/DbBs2TJuueUWTjjhBEaOHKnnboTt2b967kbOxRdfzOzZszn99NO56qqr+OGHH/T8jSDHgTeRaEhNTQUqg1v111D55HO73VaVFRdcLhdLlizB4XDU/BL36dOHdevWMXPmTFJTU/H7/bXaVP9Sezwe9X0DRaI/D7SPZHbNNddwySWX0KJFCwByc3Np06YN55xzDitWrFD/1tOHH37In/70J/r378/DDz8M6LkbSXX1r567kVM9LO+uu+5i+fLlvPDCC3r+RpDO7Fqk+m2HgoKCWssLCgr2estB9ubxePb6bzU3N5dt27bRrl27OvsVoG3btur7BopEfx5oH8nMMIyasFAtNzcXqHwLUv17YC+88ALXXHMNw4cP5+mnn675w6/nbmTsq3/13G2anTt38vbbbxMKhWqW2Ww2unTpUtNHev5GhsKuRXr06EF6ejqLFy+uWVZSUsKPP/7IkUceaWFlsW/VqlUMHDiw1lyPAN9//z1du3Zl0KBBLFu2rNYLyKJFi+jcuTOtWrVS3zdQJPrzQPtIZjfccAMTJkyotWzFihVA5dke9e/+vfTSS9x1111ccMEFPProo7X+CdZzt+n217967jZNQUEBN9xwA1999VXNskAgwI8//kiXLl30/I0kq6eDSGYPP/ywedRRR5kffvhhzfx4o0ePTvq5Xg8kFAqZZ599tnnqqaeaS5YsMfPy8sx7773X7NOnj7lq1Spzx44d5qBBg8ybb77ZXLt2rTl79myzb9++5pw5c2r2ob7ft5tvvrnW1FiR6M/67CNZ7Nm/H330kdm9e3dz+vTp5oYNG8xPPvnEHDlypHn99dfXbKP+rdv//vc/s3fv3uZVV11Va57XgoICs6SkRM/dJjpQ/+q52zThcNgcP368OWbMGHPJkiXm6tWrzeuuu84cNGiQuWnTJj1/I0hh10LBYND829/+Zg4ePNgcMGCAOXHiRPOnn36yuqy4sHPnTnPKlCnmsccea/bt29c855xzzCVLltSs//bbb83f//73Zp8+fczjjz/efP7552u1V9/v255hzDQj058H2keyqKt/33vvPfPMM880+/XrZx577LHm/fffb1ZUVNSsV//W7YknnjBzc3Pr/Lj55ptN09Rztynq07967jZNSUmJefvtt5vHHnus2a9fP3P8+PG15t3V8zcyDNM0TavPLouIiIiIRIPG7IqIiIhIwlLYFREREZGEpbArIiIiIglLYVdEREREEpbCroiIiIgkLIVdEREREUlYCrsiIiIikrAUdkVELJBIU5wn0mMRkcTjsLoAEZF48ec//5nXX399v9u0b9+ejz76aJ/r/X4/Dz30EL179+b000+v97HnzJnDlClTWLBgAR06dODxxx/nH//4R61t3G43HTt25LzzzuPcc8+t974ba1+PpaioiBkzZrBgwQK2bt2Kx+OhZ8+enH/++YwZM6Zmu8WLF3PRRRftc/9Dhgzhueeei+ZDEJEkoLArIlJPV155Za0QOX36dH788cdaodPlcu13HwUFBTz33HPcd999EanplVdeASAcDrN7924WLlzI7bffjt1u5+yzz47IMfalrsdSUVHBBRdcQDAYZOLEiXTq1InS0lLeffddrr32WqZMmcIll1xSaz+33XYbvXv33mv/GRkZUa1fRJKDwq6ISD0deuihHHrooTXfZ2dn43K5GDBggGU17Xns4cOHs2rVKl5++eWoh926vPfee6xbt4733nuPzp071yw/8cQTqaio4PHHH+fCCy/EbrfXrOvataulfSgiiU1jdkVEImjFihVMmDCBo48+msMPP5xJkyaxdu1aAH7++WdOOOEEAKZMmcLIkSNr2r366qv89re/ZcCAAfTr148zzjiDefPmNaqGli1bYhhGzfc+n48777yT4cOH06dPH0466SSeeeaZmvWLFy+me/fuLFq0iAsvvJB+/fpx3HHH8eqrr1JQUMDVV1/NwIEDGTFiRM2wgn09lh07dgB1j+O94ooruPLKK/H7/Y16XCIijaGwKyISIf/9738577zzCIfD3HPPPdx9991s2bKFc889l3Xr1pGTk1Mz5OEPf/hDzdcvvvgit912GyeccAJPPvkkf//733E6ndx4441s3rx5v8cMBoM1HyUlJbz99tssXLiQcePG1Wxzzz338Omnn3LzzTczc+ZMTjjhBB544AHmzJlTa1/XX389I0eOZMaMGXTq1Inbb7+diy66iNzcXKZNm0bv3r257777+O677/b5WIYNG4bD4eDiiy/mH//4B8uXLycQCADQr18/JkyYgNvtrnXccDhc63EEg0FCoVATfhIiIr/QMAYRkQh56KGHOOSQQ/jXv/5V8zb90KFDGTVqFI8//jiPPvooPXv2BCqHRPTq1QuAn376ifHjx3PVVVfV7KtDhw789re/5euvv+bggw/e5zHrGus6cuRITj755Jrvv/rqK4455hhOOeUUAI4++mg8Hg9ZWVm12p111llceumlAHg8Hs455xz69evHtddeC0CfPn1YsGABX3/9Nf369avzsXTv3p1HHnmEO++8k8cff5zHH3+c1NRUjjzySM4666xadVXbcwxv9T7nz5+/z8ctIlJfCrsiIhFQXl7OihUruOqqq2qNR23RogXHH388n3766T7b/vnPfwagtLSU/Px88vPzWbRoEUDNWdF9ee2112q+9nq9rFixghkzZjBhwgSee+457HY7Rx99NC+//DLbtm3j+OOPZ8SIEbWCdbWBAwfWfN26dWsA+vfvX7OsOhyXlpbut6bRo0dz/PHH89///pcvv/ySxYsX8+WXX/L555/z3nvv8dhjj9UaZnHnnXfuFdpTUlL2ewwRkfpS2BURiYDS0lJM06wJib/WunXr/QbEjRs3ctttt/Hf//4Xh8PBYYcdRvfu3YEDz2Hbt2/fWt8fddRRtGnThhtvvJEFCxYwevRopk6dSrt27Zg7dy533nknUBlsb7vttpozsgDp6el77X/PIQf15XQ6GTZsGMOGDQMqZ264++67ef/99/nkk084/vjja7bt3LnzXo9DRCRSNGZXRCQCMjIyMAyj5gKtX9u+fTuZmZl1tguHw1x++eXs3LmT//znPyxfvpy5c+dyxRVXNLqW6uEF+fn5QOV0aH/4wx949913+fjjj7ntttv46aefuOGGGxp9jH0599xzmTJlyl7Lc3JyuPvuuwHIy8uL+HFFRPZFYVdEJAI8Hg99+vRh3rx5tS6uKi0t5ZNPPuGII44AqDXEASpvwLB+/Xp+97vf0a9fPxyOyjfcFi5cCFSG4YZavnw5AJ06daKiooIxY8bUzL5w8MEHc8EFF3DKKaewdevWBu/71/Z8LFB5U4333nuPn376aa9169evByA3N7dJxxURaQgNYxARiZAbbriBCRMmcNlllzFu3DgCgQBPPfUUfr+fq6++GvjlRgmLFi2iS5cu9O/fn/bt2/Piiy/Srl07WrRoweeff86sWbOAynG4+1MdbKEyGP/www889thj5Obmctxxx+Fyuejduzf/+Mc/cDqddO/enfXr1/P666/XuptZY9T1WK677joWL17M7373Oy666CIGDhyIzWZjxYoVPPPMMwwfPpzhw4c36bgiIg2hsCsiEiFDhgzh2WefZdq0aVx//fW4XC6OPPJIHnjgAbp16wZUjou99NJLeeWVV/jkk0/44osvmD59Ovfccw9//vOfcblcdO3alSeeeIJ7772XpUuXcuGFF+7zmOecc07N106nk5ycHE4++WT++Mc/1tzN7a9//SuPPvoozzzzDNu3b6dVq1b87ne/449//GOTHm9dj6VDhw68/vrrPPnkk7z11ls8/fTTmKZJx44dmTBhAhdddFGti9NERKLNMA909YOIiIiISJzSmF0RERERSVgKuyIiIiKSsBR2RURERCRhKeyKiIiISMJS2BURERGRhKWwKyIiIiIJS2FXRERERBKWwq6IiIiIJCyFXRERERFJWAq7IiIiIpKwFHZFREREJGH9P+fUmat0WH3sAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(eda_data, x='TotalBsmtSF',kde=True)"
]
},
{
"cell_type": "markdown",
"id": "89f229f8",
"metadata": {},
"source": [
"- TotalBsmtSF = 0 值太多。 这代表没有地下室。 **我们不能对0做log变换**\n",
"- 远端有离群点"
]
},
{
"cell_type": "markdown",
"id": "bb69293b",
"metadata": {},
"source": [
"为此,我们需要创建一个特征,为了0值。只对非0值做转换"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "f3b33237",
"metadata": {},
"outputs": [],
"source": [
"eda_data['HasBsmt'] = 1\n",
"eda_data['HasBsmt'][eda_data[eda_data['TotalBsmtSF'] == 0].index] = 0"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "4f984e54",
"metadata": {},
"outputs": [],
"source": [
"eda_data.loc[eda_data['HasBsmt']==1, 'TotalBsmtSF'] = np.log(eda_data.loc[eda_data['HasBsmt']==1, 'TotalBsmtSF'])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "9e31eed0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(eda_data[eda_data['HasBsmt'] == 1], x='TotalBsmtSF',kde=True)"
]
},
{
"cell_type": "markdown",
"id": "fccab724",
"metadata": {},
"source": [
"### `Gauss-Markon`假设"
]
},
{
"cell_type": "markdown",
"id": "00ad1dc6",
"metadata": {},
"source": [
"#### 误差同方差"
]
},
{
"cell_type": "markdown",
"id": "23106110",
"metadata": {},
"source": [
"这里是不严谨的,应该是n维超线性空间的误差。\n",
"\n",
"但是如果误差方差依赖了某个特征,那么就会波动,不恒定。"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "34e9f65b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.regplot(eda_data[eda_data['HasBsmt'] == 1], x='TotalBsmtSF', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "c8a0033b",
"metadata": {},
"source": [
"以`TotalBsmtSF`特征而言,每个x值,y分布沿着回归线一致,即方差不变"
]
},
{
"cell_type": "markdown",
"id": "162bd1e7",
"metadata": {},
"source": [
"### 误差正态假设\n",
"为了后续显著性检验\n",
"\n",
"误差,y,$\\beta$ 是正态的"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "dc1f744a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10,4))\n",
"sns.histplot(data=eda_data, x='SalePrice',kde=True, ax= ax1)\n",
"res = stats.probplot(eda_data['SalePrice'], plot=ax2)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2f43d500",
"metadata": {},
"source": [
"数据向上弯表示右偏,红线为正态分布"
]
},
{
"cell_type": "markdown",
"id": "6bba6e76",
"metadata": {},
"source": [
"通过log变换让他更像正态分布"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "ff708ec9",
"metadata": {},
"outputs": [],
"source": [
"eda_data['SalePrice_log'] = np.log(eda_data['SalePrice'])"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "3122b896",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10,4))\n",
"sns.histplot(data=eda_data, x='SalePrice_log',kde=True, ax= ax1)\n",
"res = stats.probplot(eda_data['SalePrice_log'], plot=ax2)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b43e5025",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"id": "4acfb4a4",
"metadata": {},
"source": [
"```{warning}\n",
"下面train和test同步"
]
},
{
"cell_type": "markdown",
"id": "4b668ef7",
"metadata": {},
"source": [
"## 特征选择\n",
"\n",
"对列进行增加,删除,构建新特征"
]
},
{
"cell_type": "markdown",
"id": "bab3155c",
"metadata": {},
"source": [
"应该阐述我构造的思想~"
]
},
{
"cell_type": "markdown",
"id": "0b6cf268",
"metadata": {},
"source": [
"有些特征与目标也不是线性关系,也得非线性转换"
]
},
{
"cell_type": "markdown",
"id": "8f590e7d",
"metadata": {},
"source": [
"对于线性构造方法,旨在创造一些更具有解释意义的特征,但必须之后删除一些特征,保证满秩。\n",
"\n",
"对于非线性构造方法,旨在捕捉隐藏特征,提高模型上限,"
]
},
{
"cell_type": "markdown",
"id": "500977fe",
"metadata": {},
"source": [
"date数据类型可以转为pd.datetime"
]
},
{
"cell_type": "markdown",
"id": "09438217",
"metadata": {},
"source": [
"### 1. 年份\n",
"- 年份本身可以是变量,能够表明某些年份房价波动\n",
"- 年份构造的age抵消了时间背景,表示age对房价也有波动\n",
"\n",
"探索一下"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "5573dee4",
"metadata": {},
"outputs": [],
"source": [
"eda_data['HouseAge'] = eda_data['YrSold'] -eda_data['YearBuilt']"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "6033420c",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 3, figsize=(15,4))\n",
"sns.regplot(data=eda_data, x='YearBuilt', y = 'SalePrice', ax=axes[0])\n",
"sns.regplot(data=eda_data, x='HouseAge', y = 'SalePrice', ax=axes[1])\n",
"sns.regplot(data=eda_data, x='YrSold', y = 'SalePrice', ax=axes[2])\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "7f0eda09",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" YearBuilt \n",
" HouseAge \n",
" \n",
" \n",
" \n",
" \n",
" YearBuilt \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" HouseAge \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" YearBuilt HouseAge\n",
"YearBuilt NaN NaN\n",
"HouseAge NaN NaN"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[['YearBuilt', 'HouseAge']].corr()"
]
},
{
"cell_type": "markdown",
"id": "6935f862",
"metadata": {},
"source": [
"图中表明,`YrSold` 对于构造`HouseAge`影响不大。也因此,相关性大。\n",
"\n",
"结论:不构造`HouseAge`, 删除`YrSold`, 保留`YearBuilt`"
]
},
{
"cell_type": "markdown",
"id": "17a6d848",
"metadata": {},
"source": [
"### 2. 房屋面积"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "e5af4be2",
"metadata": {},
"outputs": [],
"source": [
"eda_data['TotalSF'] = eda_data['1stFlrSF'] + eda_data['2ndFlrSF'] + eda_data['TotalBsmtSF']"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "97ee1e6f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 4, figsize=(15,4))\n",
"axes = axes.flatten()\n",
"sns.regplot(data=eda_data, x='TotalSF', y = 'SalePrice', ax=axes[0])\n",
"sns.regplot(data=eda_data, x='1stFlrSF', y = 'SalePrice', ax=axes[1])\n",
"sns.regplot(data=eda_data, x='2ndFlrSF', y = 'SalePrice', ax=axes[2])\n",
"sns.regplot(data=eda_data, x='TotalBsmtSF', y = 'SalePrice', ax=axes[3])\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "bab5193a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" TotalSF \n",
" 1stFlrSF \n",
" 2ndFlrSF \n",
" TotalBsmtSF \n",
" \n",
" \n",
" \n",
" \n",
" TotalSF \n",
" 1.000000 \n",
" 0.527859 \n",
" 0.687724 \n",
" 0.185774 \n",
" \n",
" \n",
" 1stFlrSF \n",
" 0.527859 \n",
" 1.000000 \n",
" -0.253567 \n",
" 0.268795 \n",
" \n",
" \n",
" 2ndFlrSF \n",
" 0.687724 \n",
" -0.253567 \n",
" 1.000000 \n",
" -0.020634 \n",
" \n",
" \n",
" TotalBsmtSF \n",
" 0.185774 \n",
" 0.268795 \n",
" -0.020634 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" TotalSF 1stFlrSF 2ndFlrSF TotalBsmtSF\n",
"TotalSF 1.000000 0.527859 0.687724 0.185774\n",
"1stFlrSF 0.527859 1.000000 -0.253567 0.268795\n",
"2ndFlrSF 0.687724 -0.253567 1.000000 -0.020634\n",
"TotalBsmtSF 0.185774 0.268795 -0.020634 1.000000"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[['TotalSF', '1stFlrSF', '2ndFlrSF', 'TotalBsmtSF']].corr()"
]
},
{
"cell_type": "markdown",
"id": "f1409bc1",
"metadata": {},
"source": [
"结论:删除`1stFlrSF`, 保留`TotalSF`"
]
},
{
"cell_type": "markdown",
"id": "9fa24039",
"metadata": {},
"source": [
"### 3. 房屋面积*质量评分"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "a86faae9",
"metadata": {},
"outputs": [],
"source": [
"eda_data['HouseSF_PRODUCT_QUAL'] = eda_data['TotalSF'] * eda_data['OverallQual']\n"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "9b5a9fbc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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L5lOxcqVsZxBCCDGuJDdv6Wmz0mmU241r3lxps4QQYgRkTDBxSABKCDGhyXYGIYQQE0Fy8xY616xxSoVX16C8HkimSDfvoHPNGmrWrZNBkhBCDJOMCSYGCUAJISY8ZRh4Fi8e68sQQgghBqRtm671653gU1NTT44Svw/D14jd0krX+vV4zjhdBktCCDFMMiYY/6SFE0IIIYQQYhSlt20js3OXs/KpV4JcAKUURnUVmZ27SG/bNkZXKIQQQoBOpdDJ5KidX1ZACSEmHW3bsvxWCCHEuGF3dDg5n7yegQ/wetGhEHZHR2kvTAghJikZDwydTiaxDh7EmDYNdeTDh0UCUEKISUUSvAohhBhvjNpalNsNyRT4ff0PSCZRLjdGbW3pL04IISYZGQ8MnU4msVpb0ZY9qu8jIUAhxKSRTfCabm5GBQIYjQ2oQCCX4DW5ectYX6IQQogpyL1oEa55c7GDQbTWec9prbGDIVzz5uJetGiMrlAIISYHGQ8MnZ1IOMGndGbU30sCUEKISaFfgle/D2UYKL8Po6kRHYk6z9ujG9UXQggxcWjbJrNtG54//onMtm2j1kYow6Bi5UpUeQC7pRUdj6NtGx2PY7e0osrLnedle4gQQgybjAeGzo7HsVvbShJ8AtmCJ4SYJIaS4FWqYwghhMhu0Ui9s5OqRJyIz0/quHmjtkXDe9aZ1Kxb17MtJBRCudy4F8yXbSFCCFEEMh4YGjsWwz54CJ0pTfAJJAAlhJgkJMGrEEKIQmW3aOhIBFVVhd09S57dolGzbt2oBaE8Z5wuiXGFEGIUyHigcHYkgnWoHSwr91jqD38k+swzuE8+ieqv3Y4yzaK/rwSghBCTgiR4FUIIUYi+WzS01pBIoHw+lN+P3dJK1/r1eM44fVQCQ8owZOZdCCFGgYwHCjNQ8Cnxy18SvvMusCzSr79O2ScvxLtkSdHfW6ZbhBCTgiR4FUIIUYihbNEQQggxcch44MjscBjr0KG84FPshX8n/PU7co+pigpcxx47Ku8vASghxKQgCV6FEEIUIrtFg8Nt0cikZYuGEEJMMDIeODw7FMJq7wDLScKutSb69HeIPPQQdAfsVHUVtd99BrOublSuYWp+80KISSmb4NW9YD46GsNua0NHY7gXzKdm3d0lTfCqbZvU1q0kXnqJ1NatUm1DCCHGibwtGgORLRpCCDFhDTYeMGfOJPBPn0JVVkzJfrkVDGJ1dEL3Z9e2TeThh4k+/XTuGKOhgZr16/EsPnHUrkNyQAkhJpXxkOA1W1kps3OXkwjR7cY1b65UORJCiHEgu0Uj3bwDw9eY91x2i4Z7wfwpvUVDCCEmst7jgeT/bCb+n7/Aamkh8uRGot/57pTrl1udndjBUE/wKZMhfNfdJH/5y9wx5qxZVN9/P+b0plG9FlkBJYSYdLIJXn3nnotn8eKSB58616wh3dyMCgQwGhtQgUCuslJy85aSXYsQQoj++m3RSCTAttGJhGzREEKISUIZBjrcRfS572Pt3YtRXj4l++VWRwd2MNgTfEokCH3l5rzgk2v+fGoeexSzsWHUr0daViGEKJK+lZVUd1lv5fdhNDWiI1Hn+Sm47FcIIcaTvls0jM7gmG3ZFkIIUXxTvV+utcZqb+9e+eTkd7K7ughefwOpV17JHef+8IepfuhBjOrqklyXbMETQogiGUplJSnBLYQQYyu7RaPrtdd4/42tHHPSYipOO01WPgkhxCQwlfvlWmvsQ4ewuyK55OLWoUMEb7gR6733csd5zzmHyq/eivIMUpRjFEgASgghiiRbWUkdrrJSKCSVlYQQYpxQhoFr0SJSpolrwQIJPgkhxCQxVfvlWmvsgwexI9Fc8Cmzbx/B62/APnAgd5zvgguouP5LKNMs6fVJAEoIIYokr7KS39f/AKmsJIQQQgghxKibiv1ybdvYBw9hR3uCT+mdOwnduDov0Fa2/GICK1b0WxmGUhhlZaO6IkqmeYQQokiylZXsYBDdfdPPylZWcs2bK5WVhBBCCCGEGEVTrV+ubRurrS0v+JR64w2Cq67NCz6Vr7yK8s9/vn/wyTAwqioxGupHdTWwBKCEEKJI+lVWisfRto2Ox6WykhBCCCGEECUylfrl2rKwWlvRsXgu+JR8+WWCN9yIjkScg0yTipu/QtmnPtX/BIaBUVONWVfXPzBVZBP/2xZCiHGkb2Ulu61NKisJIYTI0bZNautWEi+9RGrr1klbgUkIIcbaVOiX60ymX/Ap/l//RejmWyCVcg7yeKj6+tfxf+xj/U9gmpj10zClCp4QQkxM2cpK6W3bsDs6MGprcS9aNClmWMbCvn37+MhHPtLv8TvuuIN/+Id/oLm5mTvvvJNt27ZRXV3NZz7zGS6//PLccbZt89hjj/HDH/6QcDjMhz/8YW677TaOOeaY3DGlOIcQQiQ3b6Fr/XoyO3c5yXHdblzz5lKxcuWkGAgJIcR4M5n75TqTwWprQ8cTucdiP/w3Io8+mvtZBQJU3X0XnpNP7vd65XJhNNRj+P2luFxAVkAJIcSoUIaBZ/FifOeei2fx4knRyI2Vt956C6/Xy29+8xs2b96c+++CCy6gs7OTyy67jNmzZ7Np0yauueYaHn74YTZt2pR7/eOPP85zzz3HHXfcwfPPP49SihUrVpDqnhUq1TmEEFNbcvMWOtesId3cjAoEMBobUIEA6eYddK5ZQ3LzlrG+RCGEmJQmY79cp9POyqfu4JPWmsiGjfnBp+pqqh96aODgk8eN2dRY0uATyAooIYQQ49zbb7/NnDlzaGho6PfcM888g8fjYe3atbhcLubOncv777/Pk08+ybJly0ilUjz11FOsXr2ac845B4AHH3yQs88+mxdffJHzzz+fH/zgB6N+DiHE1KZtm67169GRCEZTU0+ODb8Pw9eI3dJK1/r1eM44fVIMjIQQQowenUo5K5+SzkSotiwiDz1E/Mc/yR1jNDVRff/9uI6e2e/1yufFbGhwqgSWmLRwQgghxrW33nqLefPmDfjca6+9xpIlS3C5euZTli5dynvvvUd7ezs7duwgGo2ydOnS3POVlZUsXLiQV199tWTnEEJMbelt28js3IVRXdMvwatSCqO6iszOXaS3bRujKxRCCDER6GTSWfmUDT6l04S/9vW84JM5Zw416x/rH3xSChUow2xqGpPgE8gKKCGEEOPc22+/TX19PZ/+9KfZvXs3xxxzDFdddRVnn302LS0tHH/88XnHZ1dK7d+/n5aWFgCmT5/e75gDBw4AlOQcdXV1w/rsWmtisdiwXlsq8Xg878/JTD7r5FSKz5o+cAA7nUK5q1ADJB3Xbjc6nSZ+4ACZQQLuxTCcz6q1HvWqSEIIIY4sF3xKZwCwYzHCX/1nUt0TogCuDy2k+p57MCor81+sFEZFOca0aWN6T5cAlBBCiHErlUqxe/du/H4/N910E2VlZfzkJz9hxYoVPP300yQSCTweT95rvF4vAMlkMjfIGuiYUCgEUJJzDFc6naa5uXnYry+l3bt3j/UllIx81slpND+rKxikGtBdXdB9b8iTTKLQ7A4GyZTg3/xQP2vf+5sQQojS0omEs+0uG3wKhwne9GUy27fnjvH85V9Q9bWvofrmdTIMjKpKzNraUl7ygCQAJYQQYtzyeDy8+uqruFyu3ABo0aJF7Nq1i40bN+Lz+XKJwLOyAZ+ysjJ8Ph/gBLKy/589xt/dOJfiHMPldrsH3X44XsTjcXbv3s3s2bNz38dkJZ91cirFZ9UnnEBk0wtYb70NFRWoZBIyFrhMtNcLwRDmCccz7/zzRzUH1HA+686dO0fteoQQQhyZHY9jtx1EZ5zgk3XwIMEbbsTqNZng/chHqLzl5v5b60wDs6YGo6qqhFc8OAlACSEAJ0HqZCxPKia+gQI4xx9/PJs3b6apqYm2tra857I/NzY2kuluqNva2pg1a1beMfPnzwcoyTmGSyk1ogBWKfn9/glzrSMln3VyGu3P6lq1io5rr8V+Zyda654nlMKoq6N61Sq85eWj9v69DeWzyvY7IURv2rZx7dxJ+tAhUtOny5hhlNmxGPbBQ7ngU2bPHoI33IjdnSICwP/JT1J+7SqUaea9VrlcGHW1GCVqWwox5r8p+/bt44QTTuj33w9/+EMAmpubWb58OSeffDLnnnsuGzduzHu9bds88sgjnH322Zx00kl87nOf4/333887phTnEGIiS27eQvvFy+m4fAWd111Px+UraL94uZSEFmNux44dnHLKKbz22mt5j2/bto158+axZMkS/vCHP2BZVu65l19+mTlz5lBXV8f8+fMpLy/nlVdeyT0fDofZvn07p512GkBJziGEEI5ewZzeQSgxIjKeEKI0kpu3EPnc5VTfvY7ol9fImGGU2dFoXvAp/dbbdK68Oi/4VHbpJZR/6br+wSe3C6OxYVwFn2AcBKDeeustvF4vv/nNb9i8eXPuvwsuuIDOzk4uu+wyZs+ezaZNm7jmmmt4+OGH2bRpU+71jz/+OM899xx33HEHzz//PEopVqxYkdsKUapzCDFRJTdvoXPNGtLNzahAAKOxARUIkG7eQeeaNdKgiDF1/PHHc9xxx3H77bfz2muvsWvXLu6++25ef/11vvjFL7Js2TIikQi33HILO3fu5IUXXuCZZ57hC1/4AuBs4Vu+fDn33Xcfv/rVr9ixYwdf+tKXaGpq4rzzzgMoyTmEEFObtm261q8HK4PrhBNwzZmNOWsWrjmzcZ1wAlgWXevXowdIUC6OTMYTQoy+7JjBeusttM+Hqq+XMcMosiMRrF7Bp9Sf/kTw2mvRwWDumPJV11D+uc/1r67q9WA2NmL0Sh0xXoz5Fry3336bOXPm5KoF9fbMM8/g8XhYu3YtLpeLuXPn8v777/Pkk0+ybNkyUqkUTz31FKtXr+acc84B4MEHH+Tss8/mxRdf5Pzzz+cHP/jBqJ9DiIkq2yHWkQhGU1PPzcvvw/A1Yre00rV+PZ4zTpeltWJMGIbBN7/5Te677z6uu+46wuEwCxcu5Omnn+aEE04AYMOGDdx5551cdNFF1NfXc9NNN3HRRRflzrFq1SoymQy33noriUSCJUuWsHHjxlxOqbq6upKcQwgxdaW3bSOzcxdGdQ3KUOD3914LhVFdRWbnLtLbtuFZvHjMrnOikvGEEKOr95hBNTY6hRMMAyVjhlFhd3VhtbeD5UxKJH/zG0K3fw2y+UZNk8qvfAXfR8/r91rl92E2NKBcYx7qGdCYX9Vbb701aILV1157jSVLluDq9eUtXbqUb33rW7S3t7Nv3z6i0ShLly7NPV9ZWcnChQt59dVXOf/880tyDtleISaqvA5x38i5UtIhFuNCbW0td91116DPL168mOeff37Q503TZPXq1axevXpMzyGEmLrsjg50Oo3yDlJNzutFh0LYHR2lvbBJQsYTQoyu3mMGLWOGUWWHQlgdndC9Ijb+85/T9Y17cz/j9VL1tdvxnn56/guVQpWVYdZP67cdbzwZ8wDU22+/TX19PZ/+9KfZvXs3xxxzDFdddRVnn302LS0tHH/88XnHZ2c29u/fT0v33sfp06f3O+bAgQMAJTnHcBsMrTWxWGxYr50ssuXNs3+KoRvJd5g+cAA7nUK5q1ADLPvXbjc6nSZ+4ACZcV6Ja7im+u+g1loSzAohxCgzamudykTJFPgH2BKRTKJcboxxUCJ7IpLxxJHHE1O9v1MI+Y4G13vMoG0nf51ta8AZP0yFMcNQDPd3SXd1YXd2QndO0eQP/43kkxt6Digvp+zrt6M/9CESiV7nNgyMigpUZQV0V2EupaGMJ8Y0AJVKpdi9ezd+v5+bbrqJsrIyfvKTn7BixQqefvppEolEbntDltfrBZzy1tm/0IGOCYVCACU5x3Cl02mam5uH/frJZHevEpJieIbzHbqCQapxbnZ0/07nSSZRaHYHg2Qm+e/qVP4d7Ht/E0IIUVzuRYtwzZtLunkHhq8xr6OutcYOhnAvmI970aIxvMqJScYTQxtPTOX+TqHkO+pvoDFDKtXr93YKjRmGotDfJZfLhSsWww4GsdJp0JrAj35M2f97MXeMVVlJ6JqrOejzwa5ducdNtxujuppMKkWmtbXYH6FghY4nxjQA5fF4ePXVV3G5XLkLXrRoEbt27WLjxo34fL5c4r6s7A26rKwMX3dSrVQqlfv/7DF+vx+gJOcYLrfbPehy4akiHo+ze/duZs+enfu+xdCM5DvUJ5xAZNMLWG+9jaqs7Nch1sEQ5gnHM+/88yftfu6p/ju4c+fOsb4EIYSY9JRhULFyJZ1r1mC3tGJUVzmDuGQSOxhClZdTsXLlqLa12rbJbNuG542tZCwLfdppk6Jtl/FEYeOJqd7fKYR8R4PrPWbQ5RWk0yk8Hi+GoabMmGEohvq7pEMh7GAQKivRlkXi4UdI9wo+qenTqVp3FzV9Vlkq00TV1qLGuNLdUMYTY74Fb6Ab7vHHH8/mzZtpamqira0t77nsz42NjWS6M8K3tbUxa9asvGPmz58PUJJzDJdSakQNzmTi9/vluxih4X6HrlWr6FyzBt12ENWrQ6yDIYyKCqpXrcI7zsp3joap+jso2++EEKI0vGedSc26dXStX09m5y50KIRyuXEvmE/FypV4zzpz1N47uXkL4cfWk25upjqRIOLzkVywgMqrR/d9S0XGE4X3X6Zqf2co5DsaWHbMYB88CH4fyuNBJVNTbswwFIX8Llnt7diJBHi86GSS8F13kv7Nb3LPu+bOpereezGn5W/TVS4XxrQ6jEBgVK59KIYynhjT8OSOHTs45ZRTeO211/Ie37ZtG/PmzWPJkiX84Q9/wOreAwnw8ssvM2fOHOrq6pg/fz7l5eW88soruefD4TDbt2/ntNNOAyjJOYSYyLIdYveC+ehoDLutDR2N4V4wn5p1d0+KjmmxaNsmtXUriZdeIrV1q5TLFkIIMSTes86k7nvPUrvxSWoefIDajU9S971nRz341HHtdaR+9zt0MIiKxdDBIKnf/Y6Oa6+b8KXTZTwhRGlkxwzmCcejEgn0wUNTYswwWv1/rTXWoUPYoTDYGjsWI/jlNSR7BZ/cJ55I9SMP9w8+edyYjQ3jIvg0VGO6Aur444/nuOOO4/bbb+e2226jpqaGH/zgB7z++uv827/9G9OmTWPDhg3ccsstXHHFFWzdupVnnnmG22+/HXCW3C5fvpz77ruP2tpaZsyYwb333ktTUxPnneeUJFy2bNmon0OIic571pl4zjid9LZt2B0dGLW1uBctkiW0vSQ3b+mZtU6nUW43rnlzR33WWgghxOSiDKNkVaK0bRO6407stjZQClwutGE4s9WZDPbBNkJ33En9z/9jwrb5Mp4QonS8Z51J+ckn0fKznzG7uhr/9OmTeswwWv1/rTX2oUPYXRHQGjsYJHjTTWR2vJU7xnP66VTdvhblyy9coXxezPp61ATN4TqmASjDMPjmN7/Jfffdx3XXXUc4HGbhwoU8/fTTnHDCCQBs2LCBO++8k4suuoj6+npuuukmLrrootw5Vq1aRSaT4dZbbyWRSLBkyRI2btyY2wNeV1dXknMIMdGVskM80SQ3b3G2KUYiGNU1ThntZIp08w4616yhZt06CUIJIYQYd1Jb3yT99ttO8MnjBt39RPbnVJr022+T2vom3pNPGtNrHS4ZTwhRWsowyMybh3vBAjyTeKviaPX/tdbYBw9iR6KgNVZrK8EbbsT64IPcMd6PnkflmjUoV69wjVIov88JPrnGPJPSsCmttT7yYaLY3nzzTQBOPPHEMb6SsRWLxWhubmbBggWy13qY5DscmSN9f9q2ab94OenmZoympv6Vi1pacS+YT933np2Qsz9yLxq/JsrfzVS6B8lnnZwm82eNPP00oX9eCy4XyjSddktrDKVQSqEtCzIZqr62lvLLLhvwHBPlXjQVDeXvZjL/nheLfEeFmQrf00j7/4N9R9q2sdoOomMx0JrM7t0Eb7jRyavVzf9//g/lV/cpSqEURiCAUT9tXI43hnIvGn9XL4QQ40h62zYyO3c5Mx99EuwppTCqq8js3EV627YxukIhhBCiQFqjbBtk/lkIIQY1Gv1/J/jUlgs+pbc303nNqrzgU+Dyyym/5ur8IJNhYFRVYjTUj8vg01BN3LVbQghRAnZHh7Pn2zvIPmuv1ymd2tFR2gsTQgghjsB9yingckEmg06nnQe1BqWc3XjdeaHcp5wylpcphBDjSrH7/9qyuoNPcQBSr71G6JZb0XHnZ5Si/EvXUfbJT+a/0DAwaqoxq6uH90HGoYkfQhNCiFFk1Nai3G5IpgY+IJlEudwYtbWlvTAhhBDiCDyLF2POmAHZVU/ZlU/Z/7dtzBkzJAekEEL0Usz+v85ksFpbc8GnxEu/JvjlNT3BJ5eLytv+uX/wyTQx66dNquATSABKCCEOy71oEa55c7GDQfqmzNNaYwdDuObNxb1o0RhdoRBCiIlktEp6D8YoL3dWOg1EKed5IYQQOUXr/2dXPsUTAMR/+lPCa9dCdkWqz0fVurvxfeQjeS9TLhdmY8OkvD9LAEoIIQ5DGQYVK1eiygPYLa3oeBxt2+h4HLulFVVe7jw/CfZkCyGEGF3JzVtov3g5HZevoPO66+m4fAXtFy8nuXnLqLxfets27PZ2jKOOgkDA2Y5nGM6fgQDGUdOx29slj6EQQvRSjP6/xzSxDx5ExxNorYk++yxd997nrEgFVEUFNQ8+gPcv/iL/vT1uzKZGDL9/VD/jWJEcUEJMQtq2nU5nRwdGbS3uRYvGfYBkPF+z96wzqVm3jq7168ns3IUOhVAuN+4F86lYuXJYJViFEEKMPW3bZLZtw/PGVjKWhT7ttFFre0arpPfhZPOYGI0NGLU12LEYqVgcT5kfo6wMtMZua5M8hkKIERnP/fisoV7jiPr/mQxmRwfa7UZ7vEQef4L4D36Qe9qYNo3q++/DNWdO3suUz4vZ0OBs/5ukJAAlxCST3Lyl50aZTqPcblzz5o7rQMlEuGbvWWfiOeP0cd+4CiGEKEy27Um9s5OqRJyIz0/quHmj0vZo26Zr/Xon+NTYBMkEOhpDuUyMxkbs1la61q/Hc8bpRW1XeucxUT4fkN2Kp1AodDIheQyFECMyEfrxw73G4fT/dTKJ3dpGKhJBT5tG17p7SPznf+aeN2fOpPr++zCnT+95kVKoMj9mfT3KNIvymccrCUAJMYmMxezqSE2ka1aGIYlahRBiEujd9qiqKmy/D2UYo9b2ZEt6K68Pa/dudDKZq0anvF6Mqp6S3sVsZ7J5TFJvbEVnMpBKYdo2tmFgezwolwvPSYslj6EQYlgmQj9+pNc4lP6/TiadhOOpJKRSxL/2dTIv/y73vOu446i+716Mmppeb6AwygMY9fWowfL1TSIydS/EJJE3u9rUhOruTCu/D6OpER2JOs+PcrLToZiI1yyEEGJi69f2+HxgGCjf6LU9dkcHdizqDEwSiZ48TIaBTiSw2tqwY7Gib4VThoH3nHPQ0SjEYgDo7Mx9LIaORvGec46s5hVCDNlE6MeX8hp1IuHc49MZdDRK1WOP5wWf3CefTPUjD+cHnwwDo7rK2XY3BYJPIAEoISYNa/t2Mjt3OZH9PjcwpRRGdc/s6niRnRGeSNcshBBiYuvd9gDoeBwVjeVKYo9G26Oqa5wqSLYNbpczAFLKCfy4XdCd3FZV1xz5ZEOgbZvkr3+NCpRBoMy5luxAK1CGCgRI/vrXMtEjhBiyiTD2KNVYw04ksFrb0OkMdkcH0RtvwvPOO7nnPWedRfW938AIBHpeZBiYtTWYU2wLtGzBE2KS0J2dzp5mr2fgA7xedCg0rhKNZpOjTqRrFkIIMbFl2x6dTqEPHEAnk7ltadrrRU2rg0y6yG2Pdrbcdf8vKv8p50/d64fiyA6+zIZG8Hn7JyFPJEZl658QYvKbCGOPUow17FgM++AhdCaDdeAAwRtuxN67N/e87+Mfo2L1apSrJ/SiXC6MulqM8vJhv+9EJSughJgkVE1NLtHogJLJcZdotHdy1AGNw2sWQggxsRm1tWDb2Pv2O6uelEKbpvNnPI69bz9YdlHbHh0Movx+ME1Ip51y3lo7K4/SaTBNVJkfHQwW7T2hZ/DF4QZfRQ+2CSGmgokw9hjtsYYdjeaCT5l336Vz5dVYvYJPnmV/T8WXv5wffHK7nMqkUzD4BLICSohJw1y4ENe8uaSbd2D4GvOWmWqtsYMh3AvmDynR6GiXVM0mRy3mNQshhBCH41q4EG1ZkMnktr9lE4JjGpDOoC0L18KFRXtPo7YWIxBAl5ejQ6H8JOR+P6qqEqUp+kAtO/iyO4O5981b7VVVOeYDRCHExFTMscdojTlGc6xhRyJYh9rBskhv20bwy2vQXV255yOfvJDpn1+R9zmU1+NUuvN6R/bBJjAJQAkxSSjDoGLlSjrXrMFuacWorgKvF5JJ7GAIVV5OxcqVBd/MS1FStdjXLIQQQhxJZvt2lGk6m91SaSB/RxxKoUyTzPbtRduWljcImn0MKpFEWxmU6UL7vOjWNlyjMOHiXrQIo66O9J//3B1gM9GmicLJfaVjMdwf+pBM9AghhqxY/fjRHHOM1ljD7urCam8Hyyb5+98TuvWrkEg4TxoGvlXXcPCE4/MCXsrvc5KNu6Z2CEZGdUJMIt6zzqRm3TrcC+ajozHstjZ0NIZ7wXxq1t1d8E08W6403dyMCgQwGhtQgUCuXGly85aSXbPnjNNJbd1K4qWXSG3dKolShRBCjIjd0YGdSPTkZOpLa+xEoqjb0rKDIFUeQLe2gQIVCIAC3dpWugmX7GCo759CCDEMIx17DGfMoW17SGODYo2PsuxQqHvlk03iV78itOYrPcEnt5vKtWvxfOLjPS9QChUIYDY1TfngE8gKKCEmHe9ZZ+I54/RhL2PtV6402zn1+zB8jdgtrXStX4/njNOL1lEe7JpTv32Z9ouXj+oqLCGEEFNMZSXEYj0/9w7CZINSsZhzXBFlB0G5mf5QCOVy414wf9TatfS2bdjt7ZhHHYUdDKKTSacKnmGg/H6Mqirs9nZJQi6EGLbhjj2GM+YY7mqpkY6PsqxgCLuzE2yb2L//O5GHHs61G8rvp+quO/F8+MMkEk5VVQwDo7ICo66uXxW+qUoCUEJMQsowht2RHEq50mJ2Vvtec3ZGREcizrV4PZBM5WZEatatkyCUEEKIIbN2vdcTaOo7IFDKeU5r57hTTy3qe3vPOhP30r8k/uMfY+3bhzljBv4LL8QYpVnxbBJyo7EBV00NVixGKhbDU1aGWVaG1jZ2W5skIRdCjMhwxh5DHXOMdGwwkvERgNXZiR0MoS2L2DPPEH3q6Z5zV1VR/Y17cC9YkHvMdLsxqmswp00b9ntORhKAEmIC6p2oL1NWVtQl9KUoV3okY7EKSwghxNRgHdiXF2gacAWUUs5xRZbcvIXwY+vJ7NiBTqVQHg+xH26i8urRWQGVVwHK70P5fWgFyudzEl8lxr5KlRBiaEa7SFCpDGXMMdZjA6ujAzsURmcyRB59jPimTbnnjPp6qh+4H9cxx+QeUy6Xs+qpqrgraScDCUAJMcH0XXqqXS5qGhtJX38d/PVfj/j8fTur/S9g9Duro7UKa6AGWwghxNRizpgBhuEEniwrPxdUd6JutHaOK6Lk5i10XHsddnt7LvillSL1u9/R8c471D78UNGDUH0rQPUm1WaFmHhKUSSoVIYy5hirHRoAVns7djiMTqUJ33U3yV/+MvecOWsW1fffh9lQT/qtt9ChIEZjI2rxYlK9t3qLHAlACTGBDLT01E4kcO3eTeyrt+Hz+kbc+IxmudJCDTgjokEn4uiMBYZCp9NDWoU1WIPtvuJyqK4u/ocQQggxLvkvvJDQP69FB4MDryDOZFDV1fgvvLBo76ltm9Add2K3tTnv6XL1rMLKZLAPthG6407qf/4fRZ2971sBiqpKsG10IoEOhaXarBATyGRLTzGUMUfyf/4nf2zQa1ygXCZ4ir9DQ2uN3d6OHe5Cx+OE/vk2Ur/7Xe551/z5VH/jHqxduwjfcw/Wvv1OUK2sDF0ewPWRj8AJJxTteiYLaW2EmCD6LT31+1CGgfL5sOtq0dGo8/wIq8T1rtRjt7Q6ZZptGx2PY7e0lqSzmjcjAuhIlMx775HZ/T7Wnj1Y73+AHQ5jfbCnoPMdrsJG7Ku34Xlj66h9FiGEEOOL4XLh/7vznR/6VsLr/tn/d+cXNS9TauubpN9+2wk6edxO+62U05Z63IAi/fbbpLa+WbT3zOpbAcroDI6oApQQovQGHQf4fRhNjehIccYBpTSUMUfvsUHfcUFm9/tk3n0XLLtoOzS01tiHDmGHu7DDYYI33JgXfHJ/+MNUP/Qg1q5dhO6/n8z7H+CaPRujsQEdjWK9uY3Kx58g/fLLRbmeyUQCUEJMEIdbeopSqF5LT0eq2OVKhyo7I2IHg9hdETJ796ITCWfLRPfWCGyb8Le+NWB51t6O2GBHowQ2vTChGmwhhBDDp20b64MPIBBw2pXeDAMCAawPPihqu5D+0x8hnQbTRNFn+wjd2/7Saee4UeA960xq/+W7+G/4ErHzP4H/hi9R+y/fleCTEBPEULagTSSFjjmyYwOrrY3Mnj0944LsatJEAjsaxQ6GRnxNWmvstoPYXRGsg4fovGYV6Td7Jge855xD9T3rMPw+It/7Hjpj4V60EAJ+dEcHymWiGhtQ8TiJb31bxhh9SABKiAkiuy2NwRL1eTzozNC2pR2O96wzqfves9RufJKaBx+gduOT1H3v2ZJ0VnMzIoEA1t69To4Ol+k8mcmAaWLMnAHR2BFne47UYKvqKsx9e7G2bx/RNWvbJrV1K4mXXiK1das0NqPkvffe45RTTuGFF17IPdbc3Mzy5cs5+eSTOffcc9m4cWPea2zb5pFHHuHss8/mpJNO4nOf+xzvv/9+3jGlOIcQYnzItgvK7x/weeX3T8iB3OEkN2+h4zOfJX7/g5T97GfE73+Qjs989oiTOEKI8eGI4wCvt6jjgFIqZMyhDIPyq65EJ5PdYwGjZxuzZYHbjfJ6iTzxRK4PPpy+ubZtrNY27GiUzN69dF59Nda77+ae913wd1SuvQ3l8ZB++x3sQ+24jzsOUOiDh6D7PZRS2BXlWO++N6nakmKQAJQQE0TfbWn9pFJFTw6eLVfqO/dcPIsXlzRHhPesMyn/wuedxkUpyFhg2yi/H3PmDMyKioJmewoJ3KmMhe7sHPa1Jjdvof3i5XRcvoLO666n4/IVtF+8XDr2RZZOp7nxxhuJ9Urq2NnZyWWXXcbs2bPZtGkT11xzDQ8//DCbelUnefzxx3nuuee44447eP7551FKsWLFClKpVEnPIYQYH+yODuxQCH2oe7CQbWeUcvIjHTqEXeRcIu5TTnFm6i0L3Wfbn84OoFwu57giy9+GXoZdU4MKlOXyxkhbJcT4d8RxQAmKBI2mQsYcRlUVRiAAfj/YTv68vLFBQ31uXDCcvrm2LKy2NnQsRvqddwiuvBp7//7c82UXX0zFjTeiTGdSXMeiqNoaNBqdLS7Rm9vt5PibgEHB0SRJyIWYIA6XqA+t0aEw7oULRi05+FiUfHXNOhpVWYnRnTRVmS6njHT2s3uPnHDwiBU2Uim0y0TV1AzrGidbQsjx7NFHHyUQCOQ99oMf/ACPx8PatWtxuVzMnTuX999/nyeffJJly5aRSqV46qmnWL16Neeccw4ADz74IGeffTYvvvgi559/fknOIYQYP1RVFbp3daK+gwZAx2Koqqqivadn8WLcJ5xA+s9/hmQSnd1Onq3EpxTuE04oevWmvtvQtdaQSKB8PpTfP+qly4UQxTEeigSVymBjDrujAwwDc85sVDKFtjJ5YwNt2+hQiORvfkP0+88NqW/eE3yKk9q6ldCar6Ajkdzz5VddRdk/fqrnBYaBa/ZsSCTRXRHUQGOMdBpcrgkbFBwt0tIIMUEMmqgvkcBo70AFAqOWHHysVvgYtbUYHg/KMDEqKlBl/vzAW6/ZnsGW2fbOJzXQrLMOhrBmzMRcuHDI1zfeEkJawSB2IlGS9yq1V199leeff5577rkn7/HXXnuNJUuW4OqVLHjp0qW89957tLe3s2PHDqLRKEuXLs09X1lZycKFC3n11VdLdg4hxPiR3rlzwKBTHq2d44pEGQZVt94CZWW5yndYlvOn1lBWRtWttxS9DZ+seWOEmGrGQ5GgYhuo7364MUd2Ulml0qgyf/+xQTIJpov4L/5rSH1znclgtbaiY3GSL79M8PobeoJPpknFV9bkBZ+Uy4VZPw3PqadiTqsbdIxhdEUwj50zKYKCxSQroISYQLKJ+rrWryezcxc6FEKbLjKzZ1N1/XX9o/lFWLU0lit8Cp3tsUMh2i9e7nwn6TTK7cY1by4VK1fiPevMvBLURnUVeL2QTGIHQ6hAgOiyvx9Wgz2Ujn2xZ7V705kM1qF2dCKB2TTADMwEFw6Huemmm7j11luZPn163nMtLS0cf/zxeY81NDQAsH//flpaWgD6va6hoYEDBw6U7Bx1dXVD+MQ9tNZ5Ww7Ho3g8nvfnZCafdXJIfvBBwccZRfz3F//TH2Gw7zMeJ/KnP2KdWtwteOkDB7DTKZS7CmXb2LYzSHL+tNFuNzqdJn7gAJl58wY8h9a6f/ETIUTJDTQOUC437gXzc33esdixMBzJzVt6Pkd3392oq8M62AaWNeCYo/ruu444LjBnzsBubS24b54LPiWSJP7f/yN89zpncgDA46Hqttvwnn1WzzncLoyGBgyf098ebIyhO4Novx/fFz4/Lr//sSQBKCEmGO9ZZ+I54/Rc45IqK+OAUjR96EN5xw10Y+8dlClEvxU+2Ru534fhaxz1pfvZ2Z5Bg0fl5XjPOYfgV24+YoBssAbbfcXlpKqrh3V92fxS6nAJIYucR6TfNcRi2O3t6FS6fzWnSWLt2rWcfPLJXHDBBf2eSyQSeDz537/X6wUgmUzmBs8DHRMKhUp2juFKp9M0NzcP+/WltHv37rG+hJKRzzqxeS2b6gEe77sm6oBlkyzWv79Mhvr1T2DYTtAHQPV6T5XJEF3/BLv/4i+cXFFF4goGqQZ0V5fTfnZLpbrvS8kkCs3uYJDMYT5r3/ubEGJs9B0H9A4yFaPvXwqDTm7v2OEEn46Z1bOlrdeYI/L4E5RfeSXBm28edFzg/9jHiWzYcOS+eWcnOp12tt0lksT+7d+IPPJo7jBVVkbVurvxnHxyz2NeD2Z9ParXvXSwMYZ5wvG0f+xj1J9++mh8hROaBKCEmICyifrACUDQp9NYrFVL42GFz+GCR+VXXulUuyggQDZYgx1PJPp9f4U6Yn6pUUwIqbXG7uzEDoVzFTcmox/96Ee89tpr/PSnPx3weZ/Pl0sEnpUN+JSVleHrnqFKpVK5/88e4++ugFWKcwyX2+1m3iCrEsaLeDzO7t27mT17du77mKzks04O8e3b6btZWeMEhHqbPr0J/4IFRXnP5I9/TCwaBZfLSWCrNWRXFnW3XWY0yrHvvov3wguL8p4A+oQTiGx6Aeutt6G8Ah0OYcUTmH4fqrIKgiHME45n3vnnDzqRtLOIWxGFECPXexyQNVFykg42ua3Rubx4+uAhdHl57rneYw6juuqwq8BUZQXRZ545fN/c50fV1mK1tmInkkSfeorYM9/NHaKqq6m+917cJ/SsbFd+nxN86p5A6G2gMUb62GPZ+9ZbRf72JgcJQAkxyQx4Y9fdN/ZAADsYJPzYeqYVsGppPKzwgcFne4YaIBuowR6JsUoIqZNJrPZ2dCJ55DwmE9ymTZtob2/n3HPPzXv8tttuY+PGjRx11FG0tbXlPZf9ubGxkUwmk3ts1qxZecfMnz8fgKamplE/x3AppUYUwColv98/Ya51pOSzjo5SbR0pdFWT0dxctM+eOXiw536dSuUCULnqe91VlcyDB4v+fbtWraL9i1eid+wArXMJYPX+A85Aa9UqvOXlg75ett8JMb4Ve8fCaN6LB+u760z3tjfTRCeTEE9AWa/Jj15jDt+55w66Ckzb9uH75tEYntOXYlRVY8fiRB5+mPiPfpw7xmhqovr++3EdPdN5QClUWRlm/bRc9buB9B1jZMZ5+oSxJAEoISaZvjd2HYk6y0uTPcGK1O9/T+zZ7xH47GcOe66xXOHT10DBo7EOkBWyRbDYCSHtri7sjk50d1BksrvvvvtI9Ems/tGPfpRVq1bxiU98gp/97Gc899xzWJaF2d0xePnll5kzZw51dXVUVFRQXl7OK6+8kgsehcNhtm/fzvLlywFYsmTJqJ9DCHF4pdw6YpQFjnzQEI4rhDljhhNoSqedB3qtfMK2nf8MwzmuyFLbtqHD4f4TFlqjw2FS27aNi5URQojhKeaOhdG+Fw/Wd1cus+eeqLVT4S7vwvLHHINNKh+2bx6LY86eTdnf/i06FiN8510k//u/c681Z8+m+v77MOvru0+mMCorMOrqJBBfRJMzYYgQU1j2xo7Xg45Eyezdi04knPxALpfzZzpN+KGHj1jF7kgV5OxgCNe8ucVf4TNIRbu+8gJkAylBgCy7RdC9YD46GsNua0NHY7gXzKdm3d1F69Rry8I6eNBJNt4n+KRtm9imTbR/6h/pvPqaSRWcamxs5Jhjjsn7D6Curo4ZM2awbNkyIpEIt9xyCzt37uSFF17gmWee4Qtf+ALg5C1Zvnw59913H7/61a/YsWMHX/rSl2hqauK8884DKMk5hBCDy24dSTc3owIBjMYGVCCQ2zpS7Iqr3k98omegMxilnOOKxHfBBfl5+rIroHq3rYbhHFdEdiZD16OPOQEurxe8HnC7nT+9XrBtuh59DHsStRtCTDW9+/4D8nrRmfQRJ2RLcS8erO+ufH4nt5JlOauOzJ51Mtkxh9HYiHXo0GHHBjBI3zxj4fnLv6Di0kswjzmG0Jqv5AWfXAsXUvPYoz3BJ8PAqKnGnDZNgk9FJiughJhket/YrbY2p9PpdqG65xF091J/nUwecTnuWKzwGcrMy1htgesru0UwtXUr6T/9ybm2U07Fs/jEopzfTiSwDx1CDxBos1paCN+9Lve+1r59pF57De/SpUV57/Gurq6ODRs2cOedd3LRRRdRX1/PTTfdxEUXXZQ7ZtWqVWQyGW699VYSiQRLlixh48aNuaS6pTqHEKK/sSh24T35JIzGRuzuCpcDMRob8Z58UlHeD8DasQNVVuasRBqEKivD2rEDs4hbxeM//rGTgNzlcranaI02nNxTSim0y4Xu6iL+4x8TWLasaO8rhCidYuxYGMq9eCQG7bsrMOrrsT5437ketDOGSSax2g46Ozk++IDg9TcWtCrLe9aZuJf+JfEf/xirtRXz6KNxL1qE7gzS+aXryWzfnjvW8xd/QdXXv4bK5js0TczaGozKyhF9VjEwCUAJMclkb+ypN990Vj6ZZk/wSWvIZFB+P8a0uoKW4xZS8rVYhppAcSwCZINJ/fbloi9Z1lpjh0LYwVBPSdhezyV+8QsijzyK7rXP3JwxA3d3XqLJ6q0+SR0XL17M888/P+jxpmmyevVqVq9ePegxpTiHEKK/3ltHAHQs7my9MF3OwGeUil2Y9fXYra0D59FTqmcWvEjsjg50n/t4X9qyir5l3Nq3zxnEDVZZzzDAspzjhBATUjEmZIeyjY8RFEc5XN9dRyIY9Q3O/bm9HTscBstGJ5Mor8cJoBWYXD07oW3t2w9VVZBMgmlgt7Y59/5u3o98hMpbbs4lF1cuF8a0OoxA8bZgi3wSgBJiksne2DtWXYu2QtA940l38AnTxGioR/l82OFwQZ3dw5V8LZbhzoKXMkA2mNGoPKLTaSfReCzeb4BktbfTde+9pH77ct7j3nPOoereezCqq0f6kYQQoiSyW0d0OoU+cKAnX6FSKK8XNa0OCtg6MhTpbduw29sxZ8zA6uyEWKwnIXhZGWZ1NXZ7e3GDXpWVEI0e/pho1DmuiMwZM5wgU3eOqX5s2wm4jULuKSFEaRRjQraUeVWP1HfPjjmsQ+10PfAAes8ezOnTCx4bZPvl2Dbm7DnoRByrpcVZ9dpr657/k5+k/NpVueTiyuN2Kt35BlhFJopGAlBCTELes86k4rprCd22tie5qVLOyqeGeozycnQ8PqT8SMWuINfXcBIoZqt06Eyaii/fBCh0sHNUqyf1NRrbR+xIpLsj0D8nR+L/+//oeuBBdCiUe0yVl1Nx3bV4//ZvMSXhtRBiAjFqa8G2sfft71mpo5SThDYeR+/bj1FZWdRcfrmgl2lCItET5NcaEglsy0LZxV2NlHnnncKPO/XUor2v/8ILCf3zWnQohDYNoPfKCNtZFV1Vhf/CC4v2nkKI0hvphOxQtvENnn2pMNq2UZUVBFZcgd3ZiVFTizmtLq/v7lm8mNTWrditbZg1tUMaG3StXw9aYx5/PHR1Ybe0OKueegWfyj77GQKXX547r/J5neCTZ5AAnCiacZWE/L333uOUU07hhRdeyD3W3NzM8uXLOfnkkzn33HPZuHFj3mts2+aRRx7h7LPP5qSTTuJzn/sc77//ft4xpTiHEGPKtsls25aXtDuw/GI8f/kXqPJyjJkzcB1zDOac2U7waZQSiBeaPHzAjzDEBIrJzVtov3g5HZevoPO66+lc8QW67rkH5XLjWby4JMEnGOKS5SPQto3V3o518FC/4JMdDhP62tcI37Y2L/jkWbKE2u88je+jH5UkiUKICce1cKGzNS2TcfIVGoaTn8gwwO2CTAZtWbgWLizaexq1tehkEt3S0m97M5aFbmlBJ5JFDXolf/mroh5XKMPlouKaq8E0nYGlZTmDMMtyfjZNKq65GmOwLXoTkIwnxFTlPetM6r73LLUbn6TmwQeo3fgkdd97tqBV+IcrPGTbNtbBQ86909ZO/36AsUchevffg9ffSNe6bxB98kl0uKtf3304ydXT27ZhtbRiHnMMdHWR2bcPa8/evHu9Ki/He/bZTr9ZKVSZH7OxUYJPJTJuAlDpdJobb7yRWK9cJp2dnVx22WXMnj2bTZs2cc011/Dwww+zadOm3DGPP/44zz33HHfccQfPP/88SilWrFhBKpUq6TmEGCvpl1+mZu3XiFx1NZ3XXU/H5Stov3g5qd++TOXVV2PUVEM05kx6ds8o2y2tRc+P1DcglL2OQitmDKWiXakrJh1OsSqP6GQS68AB7FA4b4YGIPm739FxyaX5AxOfj/Lrv0TVffdiNjSM9GMIIcSYyGzf7mx/ME3IWGjbdhJl2zZkLCePoWnmJYwdKXP+fPQRtsPpaBSziPn0rNDgyceHc9xQVHzxC1R+ZQ2qqgosC5XJOH9WVVH5lTVUfHHyVOuU8YSY6rI7FnznnjukCdnsNj5VHsBuaXVWoGYnRt96G93VRWbvHjpXfJ6uZf+H2htW9xt7HKn/PdT++3CqXdvhMJQHsKNRMh/swd67L69frRobweNGh4KgFEZ5wAk+TaIg/Hg3bgJQjz76KIE+yb5+8IMf4PF4WLt2LXPnzmXZsmVceumlPPnkkwCkUimeeuoprrnmGs455xzmz5/Pgw8+SGtrKy+++GLJziHEWElu3kLsq7fh2r0bFSjrdyMH+pchjcZwL5hPzbq7i5YfqRgBocPNvPReseVauDB/y5vf58yY+30YTY3oSNR5fgirr0ZiOI1jX3YohNXSik4k8/I92bEY4XvvJXTTl7Hb23OPu088kdqnn6Lsk5+UVU9CiAnN7ugAw8CcOdPJu2E728KwbZTPhzlzppM4tojb4RI//kn/lU99WZZzXJGYjYVNFBR63FBVfPELNL3xJ8q+sY7IxZ+m7BvraHrjT5Mq+AQynhBiJLLb+LLjBmvvXuwWJ2G3OX26cz82DKztzbjfe8+pXFdgn79fyooC+u+Fjg167+ZQPh+6K4L13m7s/ft7+tVKYcw4CsPnRbncqLppGFWVGPX1Jds1IRzj4tt+9dVXef7557nnnnvyHn/ttddYsmQJrl4RyaVLl/Lee+/R3t7Ojh07iEajLO1VbryyspKFCxfy6quvluwcQpRC7+1tydffIPHHPxH6+h3YoSB2bQ3KN/CN3HPG6cNejlvodRUjIDTYzEvfFVuZ7duLtuWtGIbTOOaetyys1jasjg50Jn/LXer1N+i47HMkfvofvd7MTeDKL1L9yMO4JGGsEGISyAbxlduNa84cXLOPwTz6aFyzj8E1Zw7K7RpSvsJCpP70x6IeVwjXohOLetxwGC4X3gsvJPp//wHvhRdOqm13IOMJMXUMNeXFUI7PbuOrefJbuGYejaqowHXCCRi1NShlYAeDzq4KpdChcHeO2SP3+YeTsqLQsUE2gGR1OnlgdTyO7v1vKjvJEQhgh7twfWgh3iWnYdbVyUTuGBjzliccDnPTTTdx6623Mn369LznWlpaOP744/Mea+jearJ//35aWloA+r2uoaGBAwcOlOwcdZL0VxRRNrF272pzqd++TPixx8g078COxyCVdiL6lrM9wUym0I0Nueo5AyXmG60E4sNJHj6YQhIoJl56qWRVOgox3MojdjyOfegQOpXOe1wnk0Se3ED8hz/MWw3lOv54Km+5GdecOSX5XEIIUQp55cObGlF+fy5NdqHlw4fKKCusvHahxxXCVWAArdDjRD4ZT4ipQNs2sWe/R/R7/4rV0oIGDI8H17y5uX5y33GEHQoRefwJp1+dTjvB/l7HD0QZBspwVp6a9fUow7kr60TcqVTqcjuJxFMpiCegzH/EPv9wq+wVmlzd6ujACoaIfvPb2Hv39pzANDBmzAClsA8ewjz6aCq++EXMmprh/SWIERvzANTatWs5+eSTueCCC/o9l0gk8PRJBub1egFIJpPE43GAAY8JdSfpLcU5hktrnbdHfSrKfv/ZPyc6bdtY27ejOztRNTWYCxcOaVln+uWXSXzr21jvvgeZNLjcqNpaZwlpJNKTOLQPlUo5FYRwEusBaLcbnU4TP3CAzLx5xfmAA13zgQPY6RTKXYUaYMZjyNdx6in4n/x2v+/RMgxisRiZsjK0y4WdSAxYJlUnEmjTRaqsDLuAf19F+R089RT8t6/t+bsLhsDlwjz+OHxf+DzWqafk/VvXoTA6FHQS7/Zivf028W/ch/3BBz0PGgaeT/8T3k//ExmXi0ziMNdpGJjxeL8cUoejtZbZHyHEmClG+fCh8nzsY/DENws7rkiMulonz9Xhtv6ZpnOcGDIZT5SovzPJjeZ3VIwxQvwb92I173D6eaYJXg+2x01qezMdN30Zzz99isxvNufGEdqyIRYDrwejvh48VehUKnd82ddvx3366QO/3wD9e52dAO9O3o1tY6fTKNv5PT5cn39E/fcjjA10ZydWZyeJhx4m/Yv/7HmdxwPl5dhdEXC7cZ/2YXyXXoLdp18+Gqbav7ehjCfGNAD1ox/9iNdee42f/vSnAz7v8/lyifuysjfosrIyfN2/vKlUKvf/2WP8fn/JzjFc6XSa5ubmYb9+Mtm9e/dYX8KIed7YSmDTC5j79qIyGbTLhTVjJtFlf0/qpCOvPvK8sZXKx59AxePYFeVOCdRUCldzs9PQGMbAgYVMBu12O9UoWtuwTNNpFJJJFJrdwSCZUfw9cwWDVAO6q8sZNPQ13OswTZg2zfn/t97qeVwpahobce3ejV1X63zWLK0x2jvIzJ7NAaVgCO834t/B6mpYfSOud9/FCHdhV1aQOfZY5++tuRmlFG7DwAiHsbq6sHsPQiyLsp//grL//K+8IF6mqZGuSy4hM/sY6FNJpy/T5cIoL8dOJkkdKbdJH307xEIIUUojLR8+VIZZ2KCv0OMKOldtrdMeHO7+bBhF3Wo4GNM0R/09SknGE0MbT0yGPvdoK/Z3VKwxgnnwoFNQyO0CDSqRRKcOYk2rx2g/ROaBh9B+P3ZlBfi8mPsPOKuUMhlSgTi5dfVVlRjtHbQ/8BCdayude1MfA/bvLQsX5CZQNZC0LEgknOcP1+cvRv+9z9jA7XLhikTIHDxI+YaNeP/0eu7QzIyjCK1ciQqHMaIxzKOayHzoQ6SUQpdw/D2V/r0VOp4YUQDq17/+Nb/97W9pa2vj+uuvp7m5mQ996EPMKDA3yaZNm2hvb+fcc8/Ne/y2225j48aNHHXUUbS1teU9l/25sbGRTHfOlLa2NmbNmpV3zPzuyiVNTU2jfo7hcrvdzBvFlSkTQTweZ/fu3cyePTvXQE9E6ZdfJrZhIzoaQVVXOxH3VAq9dy/+DRsPO8MAzqxI5J5vYKVTqBlH5SLINqB1d0DCtvvdrHv+10aZJiqTcf5Re73oYAjzhOOZd/75o5pcT59wApFNL2C99TaqsjIv+q21HpXrSF9/HbGv3oYOhVHVVT3fdyiMqqqi6vrraPrQhwo6V9F/Bwd731gcu7PDCRb2WmZv7d5N/P4HsXfu7DlWKTwXfZKKyy6ldqCgXm9KodxujJoaGEYHdmfv9x0FI20nhBBTg/esM/GccXq/Leij0X6lX3/daU/75O3LoxTp11/He8opRXrX7lUDhuG8b+/3zq4mUMo5bpRordFdXbhKVKSjUDKeKM14YrL0uUfTaHxHxRojZLIrdtzunr62YUAmgyscdoLbmQyqrhajrMzJk2Tb0D1J7QqFnG1n3S/V0+pwtbZynNa4Fizo/74D9e+9PqzOTlQ8jlYK5fPhrXKeK6TPX8z+O4A+1I6VyRB7ciPW66/nHjc/tJCKr91ObUWF00/2+TCmTYMS5r2bav/ehjKeGNbfQjweZ+XKlfz2t7+lvLycaDTKFVdcwfe//322b9/Os88+y3HHHXfE89x3330kshHTbh/96EdZtWoVn/jEJ/jZz37Gc889h2VZudmal19+mTlz5lBXV0dFRQXl5eW88soruZt9OBxm+/btLF++HIAlS5aM+jmGSyk1ohmPycTv90/Y70LbNrENGyEWxZw+vadRcLmcWYiWVtIbNlL5v/7XoB3p1Nat6Pd2Y9bUOjfijIVymah4Ir9/nF32CnmdZ2XZYJjOz/E4hLtQ5eWU/93fYb722qh15LP7zMvO+Ssi7+2GtoNOg9K9fUIHQxgVFVSvWoW3e2tgUfz1X+Pz+npmy8NhZ7Z84YJhz5aP1u+gtm3szk7sri7n78jnNELasoj/4IdEN26EXjOiRlMTlTd/Bc/JJx/55IaBUVGOUV097PKxo7X9rljthBBi6siWD5+MdDCI8vvR0ahT5S/vSQ2miSrzo4PB0Xn/ZNIpeBEOj8r5h0PGE2MznpjIfe5SKdZ3VMwxglFejh2NOgGVXmMB7XJBMpkbI6hEontpUiJ3b0EpSKVQqSSqOxiifT7scBhPLIZvkM/qWrWKzjVr0L3692Z1NVY8Dlqjqioxundd2J1BlMdD2V+dg/vddwcedwyz/943r5Vr4UJ0eweZQ4eI3PRlrB09OyU8S5dS9bXbnW1+SqHK/E4eqzFa+TlV/r0NZTwxrBHLAw88wJ///Ge+853vcNppp7GoOzHkN77xDS6//HIefvhhHnvssSOeZ7Bof11dHTNmzGDZsmVs2LCBW265hSuuuIKtW7fyzDPPcPvttwPOMq/ly5dz3333UVtby4wZM7j33ntpamrivPPOAyjJOcTUVowk3HZHB3Ysig6FnGBE7/3VBdAul7N1y7YhlcbsToLZ9ehjBSccHKrk5i09DUg6DbaNtizsjk4wjaJsnxgoIXu2MSvlbPlw6WQS69AhdDKVN9tt7d9P+K67SW/dmne87+/Op/zqqzGO1FAphfJ6MGprMcbprEqx2gkhhCg210knF/W4Qhi1tSiXq1+11BytUaar6FvwtNbYoRA6FCbxm81E//0FfMccg/7614r6PsMh4wkZT0x2xRoj6HQaVVnRM/nc+1zZx7pXNtptB3uey275dbmcrXsZK1fkgWRywAqjffve1Xff1ZPEvHt7tLlwAfF4Am8sht3WBlZ3jlqtiWzYQPSZZwYddwy1/5433shkMI6ajmvWMXhPPYXIU09j9cqb6j3vPCq/ssaZlFUKozyAUV8vuU7HmWEFoH7xi19w/fXXs3TpUqxee9nr6+u58sor+drXitOo1dXVsWHDBu68804uuugi6uvruemmm7joootyx6xatYpMJsOtt95KIpFgyZIlbNy4MbcHsVTnEFPXcKs69GZ9sAfdFXF+6L5pojWk8yukDdbwWPX1GLEY7pkz8X/6H4l+ewM6GnEaPK8HkinSzTvoXLOGmnXrRhyESm7e4syIRPLfw+rsBI+b8ksuxftXZ40oINQ3wDVQEG08z5bboRB2MITuNdOttSbxk58SefxxdK+khEZtLRVfvgnv0r8k/fY7ZEJBVFU17uOPA5X//SmXC1VZ4ax6GscNaqnaCSGEGLo+W+AGPERTzO1wroULnbwpg21/657EcS1cWLT3zK56svbtp+vhR0j+938D4P/dK1jLlsGZZxTtvYZDxhMynpjsijFGMGprUW43yjBRXq+TrNtQqNxeOp3/p2H05I3NZHpWXCqFcpndhw5cYXSwvnf5lVdiVFflAkbpY49lX3Mzx2mNevVVIt/5LiqVctJBFDDuKLT/njfeqK3DOGo6KpUisWULiZ/9LC+nnn/ZMsqvudoZdxgGRlUl5jAC+oeb/BbFMawAVDgcHnRfdlVV1Yiyyr/VO9kwsHjxYp5//vlBjzdNk9WrV7N69epBjynFOcTUlW0YSKacxOF9DTLDkKVtm9jPf97TWGSX1iqF9rgh0asyisvlNCS9O85uN0Ykgiorw/d35xP/4b9hR7ryl/r6fRi+RuyWVrrWr8dzxunDvplq26Zr/XqnMWhqynsP09eE3dJKcstmyq/64pDfI3vTT/7PZiLPfAedSmHW1I5KEG206EwGu73DWSbde9XTwYN03fMNUr//fd7x3r/5ayquvRZr5046b7jRCUZ2N/rmrKMpv/hi3B/+MBgK5fdj1tSgjpQXahwYzXZCCDE5larjn/7Tnwo+znfqqUV5z8z27U4bf5gVUNg2me3bRzyxkl31ZAdDxH/yEyKPP+EkEu5mBwIY3Sulx5KMJ8RkN9IxAoB70SJc8+aSbt6BUV+PtW8fpDPo7JayTKYnsN0dfFFKgWk644hU2jnG7weP18kN1V1htPzKK3P3XOuDPYS/9S2IRvtNYAdvvpmadevwdedZy8RiTuXlE04g/uBDkE5hTG8q6rgjO96wu7ow6upQNdWoZJJMSwt0duYF8wOXf46yz37WeX/DwKipwayuGtL7QWGT32LkhhWAOu644/jpT3/KWWed1e+5//7v/5a8HmJKyWsYfI39knD3nmEYqHOd3rYNa9e7GA0N2AcPQjrt7OdWypl8zQamBqqeYxhOviWtIZ0i8q1vO/kdvF50NIrqlXep0KW+R1KM5cQD6X3Ttw4edD5rmR9tZTAMX1GDaKPFjsWw29udMrXdtNYkX/wlXQ89hI5Eco+rqioqvnQdvo98hPQf/kDo/vvR0RhGZSWqqhJSaTK73iX08MNU33wz3rPPwqisHIuPNSzSTgghhqKUHX9r/4GiHlfQuQ61o48QUNGxGNah9hG9T3bVU/rtd+i6975+wTZjzhxin/wk9qGD6NnHjGk7Ku2EmOyGMkYYjDIMKlauzK0EMuvrsYJBp/JctkCRYaBqapwxQO9xhOpZDaUMA3v/fpTfj3vBfLznnEPkiSdy91w7HAbbxpg5A5UNlh2h721t3z4qYwJwxhvpP29Hp1JOjqnWVqx9+/PypgL4P/1pApdc4ryny4VRV4sxjLyzg+3umAiT3xPNsAJQV155JVdffTXBYJD/9b/+F0opXn31VV544QWee+457r///mJfpxDjVu+GwW5pxeiVhDs7w1CxciWp3748YOfae9aZ6HQao7EB5fVgtx1E90ommK0QkReAcrsxj5mF9y+WEP//XoJ4HFVdA9Gok18imcTauw9mzsi/CRew1PdIirGcuK/eN33l9/ckTYwn8j5HsYJoxaa1dhKNh8J5MzJ2MEjXAw+QfOnXecd7zjiditWrMevqQNtEvvc9J/hUP62nAfd5MeuPhYxF7D//E9/HP1bKjzRi0k4IIQpV8o5/oTvriliQzm5vz9sK0/+9NGQyznHDkFv1dKid6LPPEn3mu/kDNa8Xo7EBGwj86pdEnnuO1HHzxnRmX9oJMdkVOkZQhnHEvKc169bRtX496T9v78kXaxjg8zkJxssDGJUV+eOI3hWzu3dYGI0NeM/+K6LPPpu752JbzqoirbH37Uf1Gj8cru+tOzuLPibISv7mN9hdzo4ODBNr795+wScCAbynnuxcp9uFUV8/rNyoh9vdMd4nvyeiYQWg/uZv/oZ7772X+++/n1//2hlYrVu3jrq6OtauXcvHPjaxBkpCjFTvhqF3kj73gvmUX3Ul6Xffpeuhh9HJpFOJoVfnOt3cjE4kcyVJzTkBiCfQVgadSmG3OiV6jelNKI8HHU+gYzHsdJr0m392Zjr8ZdgtLU4VjGwAxLKw9h9AHTev50ZawFLfIynGcuLe+t70dSTqPGGazn/pNHbbQVQg0F0CduRBtGLSySRWezs6kcxr6JObtxC+9150Z2fuMVVWRvnVV+M7/xO5v5P02+9gfbDHWfmU/XvyeDC6t9rZnR2kf/fKuAq4FULaCSFEIXq3AaqhER0OOZWRPG5UQwO6ra3oHX9VYMn7Qo8rhB0O9fxwmPxTeccVKLvqKfXaHwnfcw/We+/lPe9etIjMoUPorgjGUdOxKisxY7Exn9mXdkJMBYONEVzz5+P/xMfRmTSR7/4L8Z//AmvX4CtAvWedibZtOm+4AVXmx6isgsoKCHdh7d2L/cEeVHU1qrEBA4WORrAPtTv3G5cLs7EBZZhk9uwlfP/9KK8Xc9bRKKXy89BmMvn9bhi0761qaoo6JsjStk38xV91B5/UwMEntxtVVobqnrRwxlfDS1ExWrs7xMCGV7cbuOCCC7jgggt49913CQaDVFZWcuyxx2JIVFBMUQNVdbCDIbrWP07qld87CcVNEyuTwaiqcirGdXXlZjGsSAQ6OzAbGpxZB62dTqRlQVkZZnUNKCAQQOtarD17Sbe0oupqMQ8eylWfyJNIYB1owXXU9IKX+h5JMZYT99bvpu8yc8nWlWGgXS5nJieegDJ/UYJoxWJ3dWF3dOYlGrcjESKPPEriP/8z71j3KSdTuWZNrkJhlg4Fnc5GVaWT/6uqCqOiAm3b2B3t6GQKnUmPm4DbUEg7IYQ4kmwbgAZrx478rebmAYyamuJ3/LvCxT2uAMowegqJDHqQGlKQzVn1FMbav5/IN79J/IV/zzu/UVdH+XWriP3ox5BMOiutKyuxlEL5fKjuMvBjObMv7YSYCvqOEawP9hD7+c+JPPoYdjTqpGgwDMzGRozGhgFXgGrbJvLEE5BOY86ahUI55zp4MLfaSXd0oDs6nFVRkNtNoXw+jLIAKDB0FVZHh7MiqjuRucr2vQH69rth0L63uXBhUccEWek//9n5PEphf7CnfwoS04RMBnN6E+7FJ2I2NDiBsGEajd0dYnDDvrv/5Cc/4ZZbbuHYY4/l1FNPJRgMsmzZMl588cViXp8QE0q2qoPv3HPR4S6CN99M+s1tzqokt9tJLB6NYu3b56xYSiR6ttoZBkRjWHv2YoXD6GAQYnEwTVyNjdArIK+UQpX5ndVPHZ3OjXmQ5Kb60CGs9g7slta8pb4j+YwVK1eiygPYLa3oeBxt205Sw2G8R/amT/dNX/n8zgyGZaHRuQ67tjK5xsw1b+6IgmgjpS0Lq63NyenRK/iU+sMf6Lj0svzgk8dD+TXXUP3gg/2CTwCqqtqpbmK6MKdPx6iqREej6EOHIJ0ZVwG3oZJ2QghxJHZHB1YohH3oUP9BhmVhHzrkPF/Ejn+me2VxsY4rhPuUU512/nAMwzmuADqZxGppIf7Tn9L+6YuJb3ohrw/g+9//m9rvPoPZNB17z17M6dNxTZ+OCgSwQs4qq74z+2NB2gkxVWTHCMrlpuvb3yazYweUlfX0I20bq60NYnGU34fR1IiORJ0Vot3b87ITtkRjZHbudBKS910ZBM74IjvGME3MhoaecYRlOX3rdBqdcCoy9+57o8j1u4HD9r2LPSbIsoPBXF7Vfu2Cy+VMUvv9lF3wv3E1NY0o+AR9dncMZAL3xcejYY1CX3jhBW666SbivcqI19XVMXPmTK699lppNMSU17tyQy6nUbYcau8gUXY21LZRVVVQVuZ0uPftx45EnUZj5kxUeaDfe+TO23vb3SDstjZc8+dTs+7uoiyzzy4ndi+Yj47GsNva0NEY7gVDf49+N32F01AahhOAyTaUmUzRgmgjYScSWAcOYHdFct+7TiToeughgl+6HrutZ8DiWrCA2qc2UvYP/2fQ63Uffxzuk0+CMj+2bTt796PONsTxEnAbDmknhBAFqayCI1U7i8Wc44pEt7YU9bhCuBYuKMpxWmusYIjUn7cTXH0ToTVfcQqYdDNnzaL60UeovPEGZzVtV9jJi3LUdLBtp73u/X17vWO2ylbaCTHV9Ms1BE4AyeUCj7snCKX7B4itQ+3Y8ThWOExmzx50r383h2POmJE3jlCmy+lja43OdAd3+va9AQyjoEBSMccE4PSpdSqF9e670Kt6Z/aaAFR1NeZxx+E5969Q2WqAI5Dd3WEHg04u3d7XM4H74uPVsLbgPfXUU1xxxRXceOONucfmzJnDo48+yr333svjjz/OeeedV7SLFGKiyVVuiMfRqVD/6P0AdDyOa+5cJ/9FNEbZZZcS/9fvDx7Vz66aOtK5lUKVlVG55ia8J5889A8ziIG2HA6nZPZAW/pUeQDXzJlkWlsh7qwC0xkL94L5Y5ow1QoGsYP5f5/pP/+Z8J13OfvTs0yTwGWXUfbpf0K5DnObNQyUP0DFF75A8Ktfxdqz97AJKicSaSeEEIWwdu06/LY0cLak79oFp55SlPc0ph9V1OMKkfjpT484WYRtk/jpTwksWzbg0zqZJHPoEPEfbiLyxBN5lVVxuShbfjGB5ctRnu5tJKaJa84clMeDfeAAyjDRsRgqFnO+8rKyMZ3Zl3ZCTDV9007YVqZnmxwKbZroZBKdiDsTzd1bv5K/+Q3xX/ynU+WugDFFjlL9AzR+H7hdkEiC2dO3VOUBzBkznP6sUtjhMIbbU1Dfu1hjAjuRwPpgD5FvP+ms4Mq9gRejfhqgUNWVKI8X14wZeObPH9L5BzOUZPFi5IYVgNqzZ8+AJVMBzjrrLL73ve+N6KKEmOiSv/kNdmenEyQye3Ia9ZN9rHspLIkEqrISnUjgOekk0r///WH3VePxOAGawSjANJ1cSsFgUT8j9CwnHqq+lT7Kr7yS4M0359/0TQOjrAyqqii/9LN4zz57WI1ZMehMpqeEdvffmU6liH7nO8T+9ft5gwpzzhwqb7kZ9/HHH/acyu3CqHVKxbqaGqm+7bYBk9iPZcBtJKSdEEIUIrNvX1GPK4T3tNOIP/tsQccVS2bP3oICbZk9ewd42Klwl976JuF195B+4428590nnkjF6htxzZ7tPGAYKL8Ps6YGZh2NUVFO6o13na0+qRSmbWMbBrbHg3K58Jy0eExm9qWdEFNN31xDynT1jBGU6kk7kbGc1VHJJFg2ke98F51KOiulhhKAsm3sTBqT/Mpwyu1B2xodCqO7C/yQTKIjEcyZMyj//OdxzTq6oEBS3z6996/+alh9dTseJ/PuewRv+jLp11/vecLlwmiod/JYBcrQhgm2pnz58qKOCQ5XUGqi9sXHq2EFoBoaGti6dStLly7t99z27dupqakZ8YUJMVFp2yb+i/9yfjBNlGmis9vvBqJUbj+ztjKoJCiXG3NaXf9ovMeL7gpjh8LgdmOUlWFnMk7wasCL6b4Gv3/c7FtObt7Sc3PvVekjsHw5yV//etzd9LN70HWq5ztO79xJ1513kdm1q+dAw6DsH/+RwOcu65l9HohhYJQHnCp3vVZHFWv2aLyQdkIIUZAjBWWGelwBfBdeANddV9hxxWIXeP19jtPJJJnWVqIbniL63e/mtfcqEKD8i1/Ad8EFuSTnyu3CqKnJlVAH8J5zDsnfvuwMXF0utGE4g9tYDG2aeM85Z0zaGmknxFTTr5K034fyep0dE253z2ool+lst+0MgmWhUinM6dOxXYecHLKFUgodDDnn7jWGUIEAFddcTfJ//mdE/e70yy8T27CxX59+qH13OxYj89Y7dH7pS2TeeSf3uHvRh9AeD/befc6KTY8PV0015Z/73KiMDSZbX3y8GlYA6pOf/CRPPPEEgUCAv/mbv6G2tpaOjg5++ctf8thjj/HZz3622NcpxISR3rYNu7XVmU1Ip9GmkavW0I9hOMEnpZxVNKaZVzFCGUYuGp/+83bscNg5zjBQPh92IgE11dB2sP+5s1yucbNvObl5C51r1jh737vLpmYrfWT27KH67rswqqrGxU1fa43d2ekE+7K5njIZYt//PtGnv5P392lMqyNw+RX4P/ExUINcr1Ioj7PNwSgrG/iQYa4oG4+knRBCFMJ94okFVYdzn3hi0d4ztfXNgo/zn/bhorynHuS+P9hx2VVPyc2/JbxunVMVtxfvX/0V5deuwqyvdx4wTYzKCoyqqrwtN9q2Sf7616hAGdqyIJlCdfcjCJShTBfJX/+a8s+vKHl7K+2EmGoGSjthNNRj7d3XE1z2+UDj5F7yeEBrZ9JSKYyKcuyD5qCFh/oyZ83CPHomme3N+WMIl4vk//wP5VdeiVE9vH63542txDZshFi0X5++d/W+I7EjEVJvbiN43Zfy0ln4PvYxKm5ajTIN53HTxKipwb1w4RGvse+qrKF8rsnUFx+vhhWA+sIXvsCuXbv4+te/zh133JF7XGvNxz72Ma655pqiXaAQE012ea3Z2Ii1f7+TzM80nc5e7/wP2aW24AQzvB7sYAijoiJvn3G29GrnDTegyvwYlVVQWQHhLqf6RUcndmUlZldX/8ZIKYyqqnGxb7lf4sXsZ/f7MHyN2C2tRB5/grrvPTv215pKYbW3o+OJ3Hea2bOH8J13kdm+Pf9gvx87YxF9+mkSv/ol5RdfjPvDfQYs2YFBdfWYf7ZSkXZCCFEIV0O9s508mRz8II/HOa5I4v/yLwUfV6wAlN28/cgHAfa7u9DJJOkPPiDy8CPEf/TjvLbdmDaNiuuuxftXf9X9gIHy+zFrqp0qVn1kc86YDY3g82LHYqRicTxlfmcyJJHIJTku9aBL2gkx1QyUa0iVlWHUT8NuO+gUJXK70TEnibf3zLOIbNiQXyna789LCTEow6D8C5/HNXt2vzGESqVJN+8gePPN1Kxbh+/cc4f0ObRtE9j0AjoawZw+fcA+fdf69XjOOP2w/V47EiH5+1edIj6HDuUe9//f/0v5VVeiDAPl9eA9/fQB728DGWynxVjvqBA9hhWAcrlcPPDAA1x55ZW89tprhEIhKioq+PCHP8z8IiUDE2Kiyi6vVW43rpkzsdra0MlkT7AJnIBEQwN2MOh0uhUY/jLcCxf0u0Fq2ybyxBOQTmPOmpW7yevqKujsgGgMlUphzJqFfbCtp5qc1qjKSmoeuK/kN9yBZh76Jl7srW+lj7GcebAjEez2jlxZXG3bxP/934l881v5AyTTBL8fs67OqVySSpPZ9S6h+++n6oYbnCCUUk4ejtraghvOyULaCSFEIcz584+c08SynOOKxOrsLOpxhbA9R2gDTBOjvh7KK4j+4N/ouv/+vOp2KIX/wgsJfH6Fs71ukO12/d63V84ZpZQzeFUK5fOhlEJ3Jzkeiyp40k6IqWiwXEOepX9J2Sc+gdkr91J62zaizzzTs2Wvu1pdZu9eZ8XUYEEo08S9cCFln/4nOj7z2X5jCPzmkAJFkN+3Tx04gLl3L6q6eth9eruri8Svf03wxpvQvardBT7/ecou/nT3/cqHWV8/eEGmPg6302Ioq7LE6BpWACrruOOO47jjjivWtQgxKeQtr21qxDVnDjoRR2csdDLpdCiVQmfSmDU1GI2N+D/+t4Mm2R4scKOUwmxowNqzB5VMoi0Lc84cCIexw12oQICa++/Dd/bZJf38g808eM88Ky/xYj9j2AkGnCpLhw5hd0VyK9WslhYn4esf/5h3qKqrQ2cymI0NPX8nPi+Gdxr2wUNEnnuOmr9YgllTg6qs7Nc4TyXSTgghDifx058WFIA6XHW4oVLTCltNVehxBeloH/x9yssxpk1Dp9Mk/v0F4n221ZuzZ1O5ejXuE7u30g9hVW3vnDPa5+SaUbE4Wmtnu98YVsHLknZCTDWF5ho6bKXo/ft7KsUpBW63UzlPKVR1NVW33kJm+/aiTP727dvbloUZDjv3kIF2Fx+hT2+HQsR+8Z+Ebrm15zMYBhXXfwn///7fuQreZv20/lX8BlHITotCg21idBUcgPrsZz/Lbbfdxty5c4+4J1spxTPPPDPiixNiIhqslKciiY6kh1xdom/FjN6M8nLso45C79vvJBNNOR1Jz0mLcyupCtkHPZK90r0dbuYhvXOnE9jJzuL0e/HYdYK9hoHd2opNd/URrUn84hdEHnnUWebcTVVXU/bpfyL+b5swyssHbMzNGUeBZWF3deHOViSaIqSdEEIMVWZvgdXh9vavDjdcVsuBoh5XiHQ01v/B7lVPyu/DPngIHYnkP+92E/jMcso+/WknF8wRttsNJDuATb2xFW1lINmrCp7XgzJLWwVP2gkhHIXkGhpsTIFpYFRUQCCAqqhARyJoBYbbg2veXMqvvBJVWUHipZewYzGMmmoGnAotYPK3b98ejxsOHoJMBr1vH7ZpYlT0WYV5mD69FQwS+7dNhL9+R08+Vbebyq9+Fd+55zjpQyqcoPxQJnAnyk4LMYQAlO7VOdBH6Cgc6XkhJrtilvLsVzGjD+V2Y1VXEVjzZfzTp+cFkArZBz2SvdK9A1equobwY48NOvNgHWhxAjPBYG4WJ3cerfOSr5eS7uqCgwfRHg/4/Fjt7XTdex+p3/427zjv2WdTceMNZN55m1g6jaqqzD+R241RUwNeL/aePej2wWe7JytpJ4QQQ6XTg1SIHeZxhbD7JPQe6XEF2bMn78fcqqdkEuv9D/JzRALuxSdSsXo1rmOO6SliUV192O12A1GGMXgVvGjpq+BJOyHE0BxpTNF3JZUdChF5/AkyO3dhx+Pori6s93ZDU2P/+8dhAkXatkltfZPQ1+/A7gxizJyBjsWw3z8Aye5VS5aF9f77cMwxuSDU4fr0Vmcnkae/Q+SBB3MTD8rvp+rOO/CcdppTKbqqEnMYk9GHm7B3vsgx3mkhcgoOQP1Lr4SNa9euZe7cuaNyQUJMFsUq5TnQ8tssrTU6GMKaeTSeCy7A16thKWQfNDDsvdJ9A1fgLKk16usHXhlUU43d0Qlud/4sTjKJHQyhystLmixdZzLY7R3YHR1kupf/Jl56ia77H0CHQj3XXl7uJHw97zxn6XNVtRMQTKXB58xAq8pKjKoqp9E9sB/dFRnT7QxjRdoJIcSQxQZYGTSS4wqgj5SPaYjHFcTd3eXuveqptS1vlS0ASlFx4w34zj/fScDrcqGy1e2G0T72VMELOLkNU72q4JWVOdWwSlgFT9oJIYbuSGOK7Iqe5OYtBL9yc65fb9bUOH3ceNyptDdzRi4IdbhAUbaPn27egd3eDoaBtWuXU1hJaycPqsvlrGCybaw9e9AzZ2C43YP26TPt7UQeeZToho25x1RVFdXfuAf3ggVgmpi1NRiVfSZ4C3SkCfvxsN1YOIbV0lx++eX86Ec/KvKlCDH5ZJfX+s49F8/ixcPq3GWX36ryAHZLKzoeR9s2Oh53SrQGAkSX/X3eufvtg/b7nI6s34fR1IiORAk/9hjhxw5/TNf69c572TaprVtJvPSS8+dvfkPnmjWkm5tRgQBGY4NTxSidxj54ELvvNgLILRkuv/SzuBfMR0dj2G1t6KhT6aNm3d0DBrv6vrfuM0s8HHY8jnXggHOdto2KRondfQ/hf74tL/jkPu00ar/zNL6PfjQXVHMffxzmrKOxw2G0x4MxfTpGTY0zK9TWht12CNe8uSVfyTXeFLOdaG9vZ/Xq1SxdupRTTjmFz3/+8+zcuTP3fHNzM8uXL+fkk0/m3HPPZePGjXmvt22bRx55hLPPPpuTTjqJz33uc7z//vt5x5TiHEKI/nQiXtTjCmHOmFHU4wrhOvpoVEUF5tFHOzkHd7/fP/gEuE45Gf8FFziBp0AAs6nRySc4zOBQTxW8BtzHHosxaxZWQwPGrFm4jz0Ws6E+ty2l1GQ8IUThjjSmGLDvbxq4pk93gkXpNFZLC7Zl9YwhBggUZSew083NTt9eKSdgHU84ASfDAMNAm6bzPDg7HPbtx45EMWfOJPBPn0JVVuTGEImXX6bz6mvygk9GfT01jz2Ke8EClMuFWT9t2MEn6Jmwt4PBfqsns8E26Z+PD8NKQp7JZKipqSn2tQghBnG45bfuKy4nVV2dd3xB+6Cbdzj7rI+wVzr27PeI/+IXPSudXC50PA5aY846Ovdao8yPbZpOI9R2EBUI5J+3e+bBe/bZlF95Jelt27AOtWN3dmDU1OQaqr6NYDFLqToNUBA7FALLCWSlf/8qNffeR6ZX4Amfj/KrrsR/4YX9958rg/LlF9P11NPOd5FMOtUMo9ExWck1XhWznbjyyisxDIMnn3ySsrIyHn74YS699FJefPFFEokEl112GX/zN3/D7bffzuuvv87tt99OdXU1y7oTFj/++OM899xz3H333TQ2NnLvvfeyYsUK/uM//gOPx0NnZ2dJziGE6M99yinwzL8UdlyRKN8As+MjOK4Qgeu/RPjqa7BaWnqS7g6g7IoVKK9nWNvtBpK3LUWB8vvQqvuzKcZ0W4qMJ4QonkGLFpUHcB19NJkDByCZwt6/36m8PUBakL5BLBIJbMPIz9NnWU4QCnLJz43aWnQ8jlFZgdXSQuTJjUS/813MefPANEn//vfoaDR3CqOhgZr1j2E2NqLcLsyGhrz77XBy0w6aL2uMdlqIwQ0rAHXttddyxx13cOjQIY477jimTZvW75ijjjpqxBcnhOgx2PLbeCIBzc15x1qH2rHjcZTbjYFG+fzkZR/0enPb5jjMXmn74CHCDz0MtpXboqdDYexw2Gl8ojEoD4DG+c80IZVCx2PYrW1Q5sdwuZ3KO72W+SrDQIe7iD755KDBpWKXUtWpFFZ7OzqeAK2xYzEi6x8n8dOf0ru+hnvRIipu/gqumTMHPpFSeM46i+qZM4k8uYH0m9vQmfSwc3xNVsVqJzo7O5k5cyZXXnllrkrSVVddxYUXXsg777zDyy+/jMfjYe3atbhcLubOncv777/Pk08+ybJly0ilUjz11FOsXr2ac845B4AHH3yQs88+mxdffJHzzz+fH/zgB6N+DiHEwPwXXkjo+hv75UDKYxj4L7ywaO9pHzp45IOGcNyR6EQC+89/xvpgz+Cf0zQxjjkG/1lnjGjFU1/jeVuKjCeEKJ5ssBnbcqphWxkwXSiXCwJluI49Fnv/fgKfvwLfuecWVnnb50d5vfmrNW0brAwYprOLwOcDnw996BBWSwtmQyN4PWjTReaD97H73vdME20a2Pv24TpmFmZ9vVNkodtIJp+LmYNXjJ5hBaDWrl2LZVnccsstg2anb+4zIBZiKitWlblCKmYkN2+h64EH0OEwOhzGNgyU1+vMLpQHug9KOh1SpQbvlCaSzkonwDx6Zu7funaZTvBJa6y2NgzqsdsOOsdmS2lbGrutDcCZOTFNjLq63MzDkYJL1XfdReSJJ4pWStWORLobZieJbeqNNwjfdTf2gV4VjtxuAldcTtn//b+DlnxVLpdTSaSiAtf06Xj+8i+L8vc6GRWrnaipqeGBBx7I/Xzo0CE2btxIU1MT8+bN49FHH2XJkiW4XD3N2dKlS/nWt75Fe3s7+/btIxqNsnTp0tzzlZWVLFy4kFdffZXzzz+f1157bdTPUVdXV9gXJ8QUk9ne7LRFh6MUme3NmCefVJT3tAeqSDeC4wajbZv0W28R+trXSf3PbwY9TlVVYTQ2UnPXnbiKfK/om0cy7/rGsAAIyHhCiGKyPtjjTBC3t+cHfAwDPB5URTnK58tt4RtIv0TeilyVvTwZC4VT1MBoqHcKDWnt5Lcr80NNjbMlr0/wSZX5UUcdhe6KEP/vX+G78H/3Cz6NdPK5WDl4xegZVgDq61//+pDKIgoxlRV7G9mR3qtzzRrsrq7cslOUQicSZPbudVb1BMqcfdAL5gOKzI6Bk5tb7YecxqRvGdRscEYpdDyOtWevE3gabFbXtvMGF/2W9wLEE2grg6qqxA6GCH/jG9itbSMupaptG7uzEzvcBbaNTiaJPLmB+A9/mLecOH300VTfeguBBQsGPpFhYJSVYdTWOIG77LUUEBCcqkajnfjqV7+aW2n0xBNPUFZWRktLC8cff3zecQ0NDQDs37+flpYWAKZPn97vmAPdAchSnGO4ASitNbEiJl8eDfHuQHX2z8lMPmvxJV753eFXPwHYNtFXfod1/HHFedNMuuDjhvvvT8fjJL7zDIlvfis/gbppwrRp0OkU5TAbGlCLFuH/9D9inbR4VP69u6+4nPRXb8M60IKurAQ0ViyOCodRgQDuKy53VlMP9lm0HpV+v4wnhCiO5OYthL/1rVxS8Dy2DYkEOpGA8nInDcUgsismdTiMNl3oVBL74GFWgto2OpF0xhs+H5SVQVkAu6MDe+fO/K17ZX6MGTNQZWUYTdPJfLCXzI4duX50vxxWI5h8lv75+DasANTf//3fF/s6hJiURhrJH8rKqd43bnP6dHQ06lS8sCxwmZCxyBw4gFFe7uyDvuoqrN27Cb/9NtaevRjT6pxltNm90h4v2Brl66kCZEciWK1tzjmzjYplHX722jTB58OOxwl9/Q4CV1xO+p2dGNU1zsqkllZIpZxjlQKPm8zOXeByYdYOkhuigJwVOpnEOnQInUyB1qR37CB8511Oudhe1+b5p3/k4F/+BXVzZvc/iVIotwujpqYouTimktFoJy655BI+9alP8f3vf5+VK1fyr//6ryQSCTye/G2kXq/zO5tMJnOD54GOCXV3wkpxjuFKp9MTZgXA7t27x/oSSkY+a/H4D7RQ2SdhbD9a03KghXiR/i1U1dXh27mr/9v0+TleV8eBIb6n2+XCs+Mt/I8/jqvPe6SOm0fk05/GamzEe+gQpmGSqa0mMWMGWql+2+mLproazxWXE9j0Aua+vRgZi4zLxJo5k+iyv3fySB7hvfve34pBxhNiqinWjoi+58z2/3G7e3YjDHRsPE7n9TdQfukleM8+u9/728EQdiyGDoe7X6Dzg0h92TZ29ySdqqqEeAKrM4i9d2/+65RC1dRiVFRg1NZiJ5PY+/fl9eN7b/8D0LG4MzltupwgVIGTz2L8G1IA6u233+Zf//Vf2b9/P7NmzeIf//EfmTdv3mhdmxAT2kgj+UNdOWVt3563b1uVl8PMGc72uOwAOJXCnDkT/9+dT+SJJ5xzJxPoeALrgz2oMj9GWQD3gvn4Pv5xIo8+ltuiZ0civQJaTjWNng/bp3HqHZBSypn9NQzS27cTum2tUzEuEYdgqF8DRcJGk3Suf5g5K+xwGLsziM5k0JkM0e/+C7F/+Ze8RtmcNYvKW27GmjMbdvUfiGAYGJUVGNXVg27JE/2NZjuRPc/Xv/51Xn/9dZ599ll8Ph+pbACzWzbgU1ZWhq87qWUqlcr9f/YYv98PUJJzDJfb7R737Ww8Hmf37t3Mnj07931MVvJZR+F9tm9n8LU3PRrnHot/sFWqQ9Q1axaZV36f95gmP1UiQMWsWRw1hPfUXV3EH3mU5LPfc1YiZJWX41txBRV/+1GmuVwYZWWo6hpwD2seeHgWLED/338g9qc/0bLjLZrmn0DZKacUNPjtXXW0GGQ8Iaai0doRkQvc+MuwQmFn4negIFS2UNCBFsL33o/x9DO4j5uXl3s1ePPNoO2ecxxpcgCcLX5+P4bXi45FsfcfGPB1Zl0tRl0dOpFAt7T068dnt//pdAp94IAzdtHaCV55vahpdZBJj0nBBFFcBbd8f/zjH7nkkkuwLIuamho2b97Mc889x3333cfHPvax0bxGISakgirRDRLJH87KKd3Zmb9vG5zVToEAxBPY6TQ6HML3tx8l+uyzuXObtTWQTGEdOojyeCm/5moCyy8GIPGLX5Bu3oHyNmC3HXQaI7fb6aUPtu2u92fVuqcT3v248njQoRB0Bvu/NjvTopSTY6qzE9PX1G974GA5K7RlYbe3O3k7bJvM7t2E77yLzFtv5V2f/x/+D+UrVqC8Xqy+pb2VcioQ1dVhFLEC0lQwGu1Ee3s7L7/8Mh//+McxuwOBhmEwd+5c2traaGpqoq0731hW9ufGxkYy3b9/bW1tzJo1K++Y+fPnA5TkHMOllBpRAKuU/H7/hLnWkZLPWjyZRKqgAJQ7kSradURdhXV/DZeroPfUtk3iV/9N+J9vw/rgg7znvB/5COXXXI05bVpuRa0qKxuz/CTqwx8mVVZGYMGCgr/PYm6Tk/GEmIqKXVint1zycbfb6UObJthWd1S9+9+u1j1Bqe6+lHK5Bsy9as6a5eyi2H9g4IqdSgG6Z8loWRlmU5OzM6G1dcBrNBoaMBoa0dEodlfXgP14o7bWWVG1b78zvnC5cuMBHY+j9+3HqKwck4IJorgKbu3Wr1/P3LlzefHFF9myZQtbtmxhyZIl3HvvvaN5fUJMWLkGweNBx+PYXREnUXf2hu31ogeI5PdbOeX3oQwD5fdhNDWiI1Hn+T7BH1VT01PppvfjSjkrmzxulM9P4r/+34DnNmfOBNsm/vOfk9r6Jsn/+R/8H/+4kzNq7z5n77hpOo1YOuP8v2E4DUQhlALDQFVW9pRvzT6e/a/3Y243yuPGbml1Gh7bdr7HltYBS6naiQTWgQPO95xOE/v+c3RcsSIv+GQ0NVH90INUXH01ytuztTD3ti4XRm0N5lFHSfBpGEajnWhra+OGG27g97/vWa2QTqfZvn07c+fOZcmSJfzhD3/A6jXb9/LLLzNnzhzq6uqYP38+5eXlvPLKK7nnw+Ew27dv57TTTgMoyTmEEAOzDuwv6nEFnev1N4p2XKatjc5V19Jx6WV5wSejoYGqe9ZRtfY2zIYGjOoqzKOOIv3GVtovXk7H5SvovO56Oi5fQfvFy0lu3jLszzORyHhCTDXD7dcPdJ7U1q0kXnqJ5Ouvk3z9DRIvvYTV3g4uFyqbc1X3Cg711d0XR2twmbn3D3/jG3mT5kZ5OebMGT15X3u/3vkf5w+3G7Ou1ln51Df4ZBigFMb0JlQggN1yAPvgwUH78a6FC9GW5Uxcu13Od6SUc4zbBZkM2rJwLVxY+JcvxqWCV0C9+eab3HXXXcyYMQNwKhOtXr2aZcuW0dbWlku2KsRU1ntvt9XejrYsMu++69xMey0jNRsawDT6LT/Vtk3s3/+d9J+3owJlKApfOWUuXJhX6WagVUPmzBlYra0ovx8diYLLRPn8TpWL7vxLqVd+T8ellznv53Zj1tVho7DCYeczGAbK58OorHSCbKlUT4PnvFn+z86Fg2U5S2gLmUlVCrRN+SWXktyyuV8p1fKrrkRVVpB46SVUfb2T8yrcBZaFtX8/4bvuJr11a94pfX93PuVXX40xwIyv4XI5jW1T44CBKVGY0Wgn5s+fz1lnncXtt9/OHXfcQWVlJd/85jcJh8NceumleL1eNmzYwC233MIVV1zB1q1beeaZZ7j99tsBJ2/J8uXLue+++6itrWXGjBnce++9NDU1cd555wGwbNmyUT+HEGJghS6uKWauarvAbdWHO862beI//CHhO+/Gbm/veUIp/H//9wRWXOGsQvb7MGtqUF7vqK6CmChkPCGmmuHuiMgbU3ywh9jPf461613saNSZ0FbKCWKVBZwJWtsGjwf6Fo7I64/n3hhlunLvb73/AVrrntyr2ZcMtp1Payf4NH06drgL3fsemOVyYc44CtweJyeU240RcNJ8ZLf99R03KdNEm07eWm3SM56wLDBNlGmS2b591HNAjUauLtGj4ABUJBJh2rRpeY/Nnj0brTWdnZ3SYIgpr+/ebmwbHQw6y0g9HjAU2M4y0syePaiyMjwnLc4tP82+Pr3tz9idnRAKYXd0OhVyygM9bzRIAm5lGFSsXOlUwWtpxaiuylXCs4MhVHk57gULSG/7c09j1CsgptHYBw85uZ08HoyaamdrXkuLsxqpogJVXo4C7FAI6+BB57P1LfVq2/33fndvrdOpFJm9e/s/15dlQcbC+1dnUX7VF/MaATsYIvL4E2Q+2IOqqkS5XKgyP2UX/T3Wvv1EHn/caZizl1RbS8WXb8J7+ukD/r0pj8fZGlFfL8GnERqNdkIpxUMPPcT999/PddddR1dXF6eddhrf+973OOqoowDYsGEDd955JxdddBH19fXcdNNNXHTRRblzrFq1ikwmw6233koikWDJkiVs3Lgxl1S3rq6uJOcQYqLQtk1m2zY8b2wlY1no004btc53rhpqkY4rhI5GR3RcZvdugl+5meT//CbvcfPYY6m8aTXuD32oXwGLvFUQjU2QTKCjMZTLxGhsxG4tvMLTRCbjCTHVZHdE9E6RATi72BJx7FQa4nGsQz1BnN5jCjsWRXdFnAngqiqnj9sdFNLRGJRXOH3paNT5s3e/vG8f29ZO4R+/vyfHqteL1jbKMCGZQlsWVlubk4Opdy673ufzeJzgUyjkjHV6M4zu4FSTc+54AhUIUHHtNXg+/OFcMKffuMmysLu6UNOmQSSSnwPK58OYNs1ZaTXKOaBKWb18qio4AGXbNkafBjFb4SfT95dTiCmm36ymx+OsfNLdjUCf5MRYFjoed1bydN+Es69XgQB0dQGgEwkye/fimjmzJwh1mATc3rPOpGbdup4bZ69VQ95zziGycWNuFiG7nU4nEmT27HG20nU/Z5T5nQ5wr4TpKIXd1eXMrGT3mJumMzvRO89Tdmkv5AW6nNxRyglwHS53VPdrdDKJHQrllVLNJUg0DMxjjnG2MB5owdq5i9TvX3PKwPb+Pv76I1Rcdx1GVVX/9zMMjEAZht9Psvv7FiMzWu1ERUUFa9euZe3atQM+v3jxYp5//vlBX2+aJqtXr2b16tWDHlOKcwgxESQ3byH82GOkmndQlYjT5fOTXDCfyquvHpXOt1ldWD6PQo8rSGeBA5g+x9mZDJFvfZvIQw+jY7GeJzweApdeQtk//iPK63UKWFRV5RWwyK6CUF4f1u7d/RLsGlVTo8KTjCfEVGPU1vakyOgO+uhItCfI090n7nrgAYzuSa3eYwrdXW0X23ZWGinlTGwrIJ3BDgZR06ahu7oG3oUwkHQaojEoDzjjCp8fs6mJzLvvOve2bD/f7e4/hvF6naB5MAjZa8tSyskJNX06ZDJY774HmQzuD32IwCWX5ILrA60G1aEwBIPoQ4cwZx3trIbKWKju3Ro6EYfDFCAqBlmlWholLL8hxOQ0ULU7HY87QRnT1X/2ICuTcW70Z55J+LHHsDuDqOoq5zVeD8QT3XueLawDBzCaGsE00aHwgAm4s7xnnYnnjNPzVg25Fi6k4zOfdbbLlfmdc5smyjDQhoJU2kk02L29Tvl6Kh5ll+faHZ1Oo5TJgMfda5+5dhpCtxvX7NmUr7icTGeQ6IaN6P37czMh2WXH2u3qv5y3T/AJpcDnI/L4E3jPPNO5Ttum64knwO/HPOooZxVYKISOx5yAXa+glqqspOL6L+H7yEf6f0FKoTxuZ2Y6EIBYDF1IlY/DkKW6QojJILl5Cx3XXovd3gG2jaE1xBOkfvcKHe+8Q+3DDxe/811VWdzjCtEnV2Ihx6W2vknwpptIv7kt7xD3KadQceONuI45GuXr3m43QA5Bu6PDWckQ7TW4yybYTSSwkkknT4pUeBJiUnEvWpSXIoNozNkNYNs9OVG9XjJ79tLx5S9jVlR2jwmqnfyrqVTPJHHv/qrtBJt0IoFudSaKMU3Mpka0aTrJvHtXrAbnGJfLKfTT1oZZNjuXEDzwxS/S8bnL+/fze6uowDzheOz3P8gPPrmc8Y4KBDCOOsqZRG5tda65z7bDwVaD4vU4K7NiMazWNtzHHttreDB4AaJiGWn1clG4IQWgDh48yP79PUkgs8lWDx06lPc4kNsaIcRkN9Debp3prhA30L7pLNsmdOfdZHbuIvXK752ZjUgk14AATmDIttGZDNb73clNPR6855xz2Jtf71VDAKmtW8ns3IVZU4u2Mlh790E6jc5WmIDcrInZ0NC/FrXXC7aN8nqd16TToDPd+8/9GA31KNPEbmkh+sy/YO3Z07Mf3Lbz30vTs1Uvq0++KKOpCaM8kDcbnP7zn7EjUczqauy2NqeSRmub85314j7xRCpvvx1z2gCJn03TmZmuri5a4yFLdfNJOyHExKRtm9Add2K3tTkDm94sC7vtIKE77qT+5/9R1M538le/Kvi4wEfPK86blpf3z5MykKoq7Hic8L33Ed34VN6EkqqooHzlVfg+/nGM7KRGRcWgp1LVNeh4ontbvrsnx6NSuYkgHY+jqmtG+unGPWknxFTSN0WGHYk44wPDcO4phsKoqEBVlGMdaHGCO6bp9G+z+Y/65lrtW50uu7tBa3C5MEwX9mC5m9JpcLmcwPe+vRjVNU5C8MoKjEAA2zDy+vn4fN1BKQ/GtDrst99Bh8O5Uxp1dU7Xvroa5fViBzudytnZMUJVFXZ7e09//jCrQXMFjuJx7FDQKVzUK5VI38TlxTSS6uViaIYUgLr66qsHfPyLX/xiv8eam5uHd0VCTDC5ane2he6KoFymsxXscMGnrGiU6Hee6Sk3Cs7r+s5YZPl8KLeb6LPP4l64EKO6ivSBA7iCQfQJJxz2Gu1UCsPvA60xpk3DDoec2d3sTR9QVVX5+aaykkmnQTBNZ1lsMoW2uivhacC2sCIRdGcHdiLR3XD1GsBkZ226K2Lg94OVcarp9Q5GuVwYNdUY5QHw9OS6ylb+sDo6cq/LzaxkGc55yz67vH/wSSmUz4tZWzvgzPRwyVLd/qSdEGJiSm3dSnrHjp7gU+8OeHdekfSOHaS2bsV78snFe9++eQFHeFxBBihG0ZeqqEDV1dL2kb/Jq24H4P2bv6bi6qsx6qdhVHRPahwxsbnuNYAkf6In21xq3euHyUvaCTHVZFNkhNbdg/3GG/mT1DZO4D+bWxV6VklmjznSSn2tu3demFjtHRCJDJzuIqs7mG7W1lF1x9fxnnUmiZdeclJczJmd6+cr0wV+HzoScVYh7d+ftzJUNdRTvvIqos/8C+acYyCRhFQK1dA9rigrA68Xu62N1B/+gN3RQea995xE6rH+q0FzQX7DQEdj6EQil0pktCd2B83VlTVIDl4xdAUHoO6+++7RvA4hJizrgz3Y4TB0dv7/7L15mFxVnf//PufeW/tevSXd2UiAJAQCDMyAgDCOjCJfvxjzdRuCI5vIrkggCirIFgXZFwWCoqwqKjM+Mg7qD5GIDjBIE5IgCdk6Se9d+3rvOb8/Tt3aurr7dnd1dXdyXs+TJ0nVqXNvVVef8zmf5f0RDxQ6vlnG3CDG0j6gFEprK4jHDWP3HgxefAmoywWWzyEAIPHcL6BecUXNxVnfvQc8FoNh3iMgyuKam0DtdvB8XkQrmAHOee0OevPnw+juBsnlQVxO8EQCrLunFLkwnUyFzhxFzE2FMdDmZlCvFxwcPBIVEROnU1w/GgXyebD+AVH+oaqgPh+Mvn4MXX4Fsm++KaJCNVKCidMJEgoCeR20KnpMVBXE7wf1+6x14LOITNUdjtwnJJLZS+6NN0rBj+q10lx383nk3nijrg4o3t1d13GWqG4XXo6igITDQDoF9s7miqdoayu8V10F+wdOLHW3sxjU4JGI6ECbTgO5HLipl0hIMQhFXM7hgr4HGHKfkBys2E8+CY6PfAT5t94abstyPjxwa/UsUT6XYQBl2UljwWIxJB56CITSolaVaecTiDMAT6eFGV9V0scVBaAKoDMhED4wBB6NlrStzPWtEGiO331vqew4FhNOeLu9ZjYoKIXvG9+A0hxumLRFLa2uCkbR4JWMD8sOKNnJRyIZTvaVjYj94Aelzm+qOrwzXD0oLLqsrw8kmxVpuYwBXi9IoBk8Hofx7t9rZt1kX9mIxA8eHr6ZGQb4/m6w1hYQg0E7/HCweHzEDnq+a9ci8eBDyG/ZCuhusREZRrGWvOhAY0xoV/GyjnjlG05zM3hPD9RlSwEQ5Ds7h0dBGBOOI68X8cceA+vpHVFYkbY0A34/eP8A1MWHQDvs0OJnRpxOKCEhCl9vZKrucOQ+IZHMXoz9++s6zjpWAwP1CyCMeLDzeISTqL9/WIdX5+rVcJ9/HhS/DzQQAPWNT5OKhkKgbjcMzsUBsdpOcIh26gf64UbuE5IDlbH0QDljyPz2v4ZnM1XroI4XK6LjI73U4Shm7Qduu7VCq4onk2DJJIjNBrZvf+W66fFADwZgd3uQe2cTqN+P3P/8z3B7XteLDYK4zQYlFBQBZ85FsqdulCpAgIoEUPXQxXUNdoxFtVZXrWD8VGpQHUxMSoT8j3/8I/785z+jr68PX/nKV7BlyxYcccQRaG9vr9f9SSQzFjMDBskkaEe7cMjo+vDIcT0oOHl4IlGhecT6+gpd5wC4XWBDEcTuvx9Nhawb8x7Z0GDt++IcvLsHaG2F//rrAKBmBz0z7ZUQisFrrwXr2ju8bLAcvawWvSyqwzMZ6Lt2goab4LvsMnDOMPCF8yoFDwHQcAjU6wOLRsF27gTc7uGdNgAROXE4wfoHQNxueM4+GyBUtL8OhYrtr6cCmaprDblPSCSzA2WONa0dq+OsQjStruOsTVa1HyoKSCgEkkyA9/VVPKUuWQLv2quhHXEEqNcjyu3U8ZvP2ooVIrBTpXFUJBYDwuGD8nAj9wnJbMeKHmh+0yYY3T3Cdi6X2phkI5wJB70pFdUGbSJrP/HgQ/BcfDEiX/86jN17RLdojwfG3r2V1yAE8Pmg+PwgCkV245/hufQSZP/0p+EC5mUldWKNC4GoWkl+I58XWU+EVpQRTkc2aLVWV61g/FRqUB1MTMgBlU6ncemll+LPf/4zPB4Pkskkzj//fDz99NPYvHkznnjiCRx66KH1vleJZEZRkQHjdIB0tIP19on0+npTvoiXP5zLAbt3Q6UUvGBQ5/76P0g+8SQ8nz8H+U2bkH9vG3heF3NoWqlUrmzDU7zeYqlYdQe98giO/eST4LvoIkRuuLFCGJHYbBWtZIv3W23kcw5kslAKQq3U768UPLQpUFqaAbsDLJMRDjbGhjufzPeRy4HF41AXHwLP2WdDO/54UI8bNBic0AFhPMhU3dGR+4REMruw/cOxYm2t1vArR9PEuDpCLK6RVsdZwusBBgrBAY9H7GH9/cM7ojocCD7yMKjbJYIaTufwuSzCGRN7mkm1xhZEUIkzdtAccOQ+ITkQsKoHygYHRefm8ch0VGN2sTNLd027eyJOKEpBVKUia58G/AjceiuGrrkWhDEYXV3D9wNVhaKqoPG4yIjN5xG/bb1wKjmdJQHz8vulVJwT0hmhlVtW8QCDAWBF0XLi94FwTIv9bGp1jRaMl0yeCe1wd955J9555x386Ec/wl/+8pfihv3d734Xra2tuOeee+p6kxLJTKQoPl7IgKEeD5RFC6HMmVP/i+l67ZRd05FkGEKEu+DIid99D7KvbCxsdulixwuiqiB2O2CziT92G6AoYENDyG/aVPvaVSjz54H6fFAWzIcybx7UhQtA29pqH1iqH1MUKG1tMLq7MbRunYiWFAQPtSOPhHbM0aBNzeCcgQ0MDN9QbTZx3UULQdvnAm433P9+DoJ3fg+2D5wIpbUFSnPzlDufgFKqLotEhh1azFRddcnigzKaDch9QnLgwRmDvmkTbP/7JvRNm8DrXWo9zdiOOgpKR8eoY5SOjrqXFLNctq7jLEHFAYg0hUUEfnCw5n5FFyyA0tICZe7cSTmfACD9/PNiPy4cxgCUrlnIRODpNNLPPz+p68wm5D4hme0M0wN1OkAoBXE6QNtawRNJ8TxjpU6Yk8l4stsLTX0KZwCbbRLld3aAAyyeAGdM6LEODoKGQyBut3AuVWuuOhxQ2tsBwxCZUWYmVzoNpFKAxwN1wQIo8zpAW1qKDYyKUhyGDuJwirMIILKsWpqhzOuAumAB6MIFQC4/rfaz/eSTEH7yCYQ2PILgXXcitOERhJ98Qjqf6siETmkvvPACrrrqKpxwwgnF1qkA0NzcjIsvvhjf/va363aDEslMpVYGDCEEJBiE0dsL5HJjzDAOam4uvLJZTi4vFnhCwHNZxB94AN5rrymW4qGsQ48ZXeWMFSMQbHDQUgpxUaSQKiBuB8ABY8eOsWvQFUW0Yw0EwMHBunuQfuG34DYbqN0BOOzgkShYPAbW3V3RZQMASCgIGg6XIsOF1GDtmGNF++tAoKFRY5mqOzpyn5AcSJhrY+69bfBn0kg4nMgdukRGROsA6+mt6zhLOJ0gHg94/0DNp0nADxoMAnYblIC/LpcslrHYbCCaJvbfgrZhcZ/O58W4gwS5T0hmO+PRAxXeHjY+h1G5bU0paDAoMimzOeHcMasaxgulgMGg79pVer2iwOjpQfb112G8++5w55PHA9rcBJ7OiE7UVQ505HJAXx8MpwOKZgNcSkEmpNRZlSgqQAClpQX67t1C81VRQNxuIJsF7+mdEfYzofSg0W+dDib0k43FYiPWZfv9fqRSKctzDQwMYO3atTjhhBNwzDHH4Itf/CK2bdtWfH7Lli1Ys2YNjj76aJx22mnYsGFDxesZY7j33ntxyimnYOXKlTjvvPOwa9euijGNmENy8DFaBsyk67nLKd/QKiIJNcYWMqKIyw1923YABMqC+YXHK6P1HIXMKU0DcTqh796DoXXrkN+yBcTtBm1tAXG7iynE2Vc21nzfPJMWabWaBqijtKGmFEpLC0BKmzLr7wf1+cAHBpB/82/QN28Wne6qnU8d7aBNTUA2B5ZMgqXTYLoB2z8eB/uJJ8LYtw/Zl19GrrOzoVkJZqqutmwpeDIF1tsLnkxBW7YUwfW3HdQH03ruExLJdGKWV4i10QUWDIK4XcPWxtlOrrMTxp49o44x9uxBrrOzvhcerSPdRMaNQeaVjUBPD3hVaTcHAIcDyrx5oMEgeCQKo46d95T29pLuCcQBhyhK6ZBVCAgpB5HukTxPyPPEbKe6GqIabrOBpVPIvPQScm/879gdr0dDUcD1PKjfLxw2Baf1hKBU3Ld5ruAc1O9H7MGHkLj73spzDKUggQCUlmbwRFIEicufLwtwg3PwPV3Qd+0C6+4Rz+k6oOsi68mUrHC7AJf4w5IpGHv3giWS0n4+SJiQA+rQQw/Ff/7nf9Z87g9/+MO46rUvvvhi7NmzB4888gh+/vOfw+Fw4Atf+ALS6TSGhoZw7rnnYuHChXjuuedw+eWX45577sFzzz1XfP2DDz6IZ555BjfffDOeffZZEEJw4YUXIlfIPmnUHJKDDzMDhnjcYN09ok0pY2CRiPUNgdJSKn7N5wng9YryuXAY6iGHgM7rGN3BRalwDuXz4JEh+K65RqTo5vLghiGcRowBeb2o36QsPgTp37xgLYW46n2zVLoU0eEQURCbrfJ9ESKylzzu4v+Jxyt0NxIJUWOeTtfsCoRwCHwoAmPnThhdXSIKnstD8XpA57Zj6ItfxOC552Poy1dh8PwLMXD2moYeCGWqbm3quU9IJNPFsPIKh0MY447ha+NsJ/fGG2MfjnRdjJuFsKEhDH35Kxj4zGeLXZmKUAra2gp17hxwPQ+jay/Y0BDgr0/2EwA4zzoLxOsFdB28OiDEmTigeb1wnnVW3a4505HnCXmemO1UVENUwRIJGDt2gMfiSDz8KOJ33WUtQE2ICOpqmrCpFVEy7L7oQoTuvguhHz8OunBh8fFRzxHlmNpLZpMgM2is66JczuUC27Z9eLfpYFB0rxsaqtSxM+G8pqh6UQKEF7SqnA6wWBxsaAj6rt1ALgdaKCkkVEh0eC65+KC3nw8GJuSAuvjii/H888/joosuws9+9jMQQvDaa6/hpptuwtNPP40LLrjA0jxDQ0Po6OjATTfdhCOPPBKLFy/GJZdcgr6+Prz33nv46U9/CpvNhhtuuAGLFy/G6tWr8YUvfAGPPPIIACCXy+Gxxx7D5ZdfjlNPPRVLly7FXXfdhZ6eHrz44osA0JA5JAcvtTJgWCwmnjQzlUaj2lFTjqrC9dnPoOnpp2A78QQRJXU6RKndaFBaNK5pKATHB0+Bb+3VojxM18VmYGY+uYSwqutjH4Ox3WoKceX7Ri4nNhvGQJxOKPPnQT38MChz54rPQFVFlw1voSOdpoE0NYGlktB7e8ET8driiU4nArfeAsdJJ4m68lwexOuF0t4OYrfD6O1D6tENyL35t1EzthqBmarrOO002I466qAtuyunXvuERDKdjK+8YnbD9lvL9rE6zjJN4fqOq4JzjtTzz6Png6ch9bOfDx/g90NZMF/sKz294v2Zh6lkckLXrAVVVXgvv0zsi9kcuK4L3RVdF4dXRYH38stAG6BhOFOQ5wl5npjtjFQNwRIJGF17gXRG6JfOnVvqHD3mpIWOn2Ulbtry5fBfey0cp52GfGcnjC1bCk6kQtB3tLkVBTQchv0DH4D73C+Uzie6ATAG2t4u9GB37qx8XcExT/0+GH39YEOR0nMFyQ8Aw8sAbWXZYJwDNjvgcoEPDoHt2Q1j7z4gkRD3FQpBaZ8LGgrB6OpC5GtfP2CyiiUjM6FT0oc//GHcfvvtePfdd3HDDTeAc47169fjv/7rv3DDDTfgox/9qKV5gsEg7rzzzmKEo7+/Hxs2bEBbWxuWLFmC119/HccffzzUsl+qE044ATt27MDAwAC2bt2KZDKJE044ofi8z+fD8uXL8dprrwFAQ+aQHNyYGTDBR34A7xWXw37yyeIJSkubyEiY3YbsdjG2kApL5s4BDQZhdO2F7agj4bvsMhCPG8b+brD+/tpzmRuBrgOGAaW1tSjg5/3SRQj/6DFoK1eCBgKgXi+UYBC2lUchuP42KPPnjZpCDLsdXBfihNXvO/SjH0JbvlzUhi9cAOrxFLSwAsJhZhhC88IhNDdoKAQWj8N4fweQTIIPRSo3LpcLpLUF1OuF3rUHmf/6LaBpUObPh9LSAp7JwOjqAh8aAgwDXNdBHCNnbM1mOGPIdXaK1O0GlxdOlnrtExLJdDJWeUWttXG2Qtra6jrOMsuPqO+4MvSuLgys+TyGLrms8mdEiDgUdnRADYfAozEYe/aAVzucYvFxX3M0vF+6CL6vrQPx+0vlM4yB+P3wfW0dvF+6qK7Xm+nI84Q8T8x2alVDMMMQ5buFBkDqnDkAJSAW1TmIzyca/rQ0iwBrezv8119X1IpLPfmUWD9UVdi+hIgsLIddOJdsNsBhh+OcsxG4+y6EfvRDhJ/4McJPPgHHP58m5l8wH8q8DmhHHw0YOlhXV+VNzGmDeswxBTHybvB41VpoNkGqDrQrCpQlS6AuXABl/nwhn1HQlFXa54J0zBPnHc5FANswJmS/z2b7WDJBEXIA+PjHP46Pf/zjeP/99xGJRODz+XDIIYeATjDy/41vfKMYGXjooYfgcrnQ3d2Nww47rGJcS0sLAGDfvn3oLtTmz6nqOtbS0oL9+/cDQEPmCIcnFpWTHDjk/vxqUbybmYt0Pg8oo/w+uN2l7CHDEGVpLheUlhYQjxs8nS5G1s2Mo+j69ci/NYL+hunE4RygFK6z/60iE8dxyimwn3QS8ps2wejvBxsaAg2GQHxeYQBXCapXkM2CqNqwlqiEUtiPXgn/N64XLWh7esHLxLiJooIriqj79rgBlxN6dzeMv783vExRUUSkxesRpYz9A0j97Dnh0AqHAcZg9PWJ7C5FKXxmAHI58EwapNChqDorYbaKCFoRhJ/p1HufkEgaTa1mExWMsDbORhR/oK7jLPP22/UdB4AbBhKPPYb4d24XZSAmdjvc552L1K9+BcXpBM9koHeN0jSkulSvDni/dBHcF5yP9PPPw9i7F0p7O5xnnXVQZT6VI88T8jwx2zFt9OI5oL9f7BkOB9Q5c0TjnR07wTMZaxPm8+DxOIiqQTvqSHguvhjE50XmpZdgDAzA6Omp1F0qQAgFV1XAMEB9AXj/7d+G2cA0FAK12UQjoblzYbz7LlhvVVmdzQbb/AUgPi/0RKKkFVVL9Nx8zPxvSzOoQkWjBw7ke3sBzkRjB58PJJWGzhhg0wCDwejthepeVKEPO5b9fiDYxwc7k97tDjnkkHrcB/793/8dn/nMZ/D000/j0ksvxVNPPYVMJgObrTLqaC+0bcxms0gXjIpaY6IFcclGzDFROOcHvRCv+fmnyw3EWUb+1VeR+sa3wCJDojyu3JA1yjzy5Z0s7Pbi5kHmdYAwkUZLHA5wIjz7XNPA83mk9++HvmQJcOwxsF16KfSr1wqDWtdLC3+V55/M6wD55Kqa3698Xx8yP3hYZCDpeUDVoCxaBB4MgvX0gNhaQEDERqnr4IoCxGJQDj8M+UMOgV7rO3vsMXDeeENp3kgUUFUoK46A+qF/hvHW22DvvQfj7beBVA2tJ7cbpKUZUFUwxoSoucMB4nYBmgYejwttLZOisw2ig18uX2rpCgz/7EZhJn4Hze8UTyZAAgHA5gfP5ZDbvAWD11wL1003QjvxxLpci3M+rLSo3tRrn5BIGo1ZXpHfshXU0VrxHOccLBKFtmzptLWLric0HKwQya49iIpx9aQ6sj7JcblN7yBy9VrkqxxW2nHHwbd2LdQli5H5/R9g7NsHnkiMPtkUOYUIpdAOPRRKOCycnNIpL88TDThPzER7Z6Yx4c/o2GPgfORhGJs3I/+nPyH72I9A5swBS6fA9u0XNvtI+k/Vne4WLIDjistBwyGwaAzR++8v2uzcYGItLARieS37zTCAluaaNjtbuBBoboYRi4F3vg2UN2PQNNEIYdFCMJcTvLcX0FTQjo5C572suFeHQ5x1GCs5nwgBmptBwmGwwh7C0xnxGip0pxhjwpnFOQBR8cGzWRipFEghwDOW/d5I+3iyHGy/b+M5T1jeWZcuXWp5UkIINm/ebHVqAMCSwpfspptuwt/+9jc88cQTcDgcReE+E3OBdrlccDjElzWXyxX/bY5xFrIhGjHHRMnn89iyZcuEX38gsbO67ni2wBiCd94Nrb8fJJsdvb1qeZvTcBjc0KEmEtCjMVHGUVzEC+OzWRBw7IxEoBe+J2osioCmApoPSiQCMAZeiEpwzkEKi370jI9h/7vvDrsF21ud8D34EEg6Deb1iIh+Pg+6eXNRi4rs2gXkdRBzs+QcXNMQPewwdNWYs0ggAKy9Gur774PG4mA+L3DYYfD894twvPkmeFeXEBos/0gAGKEguNstNrFCJpiqqODzF4Dv3w++b5/4bKoMdFI2S9YwgPLIUo3PbixmzHew8J1So1GwcCGrwlx//D7QgUEM3Hk3hm7wWReeHINqg3iiTPU+IZE0GrO8YmjdOtHRx+8T624mAx6NzYh20fWCBoOjO58AoRcSrK8Dini9wzrSjTRuNFg6jfj37kTi4UcqIvLE74f38svhOPMMKKEQqMcDo79faJCMRVlgo14c7NF7eZ6Y/vPEjLF3ZjAT/owUBWpHBwKaCh6LQenvByk6XUag/HwQCkHfvw89sSjo/v3DbfZkEqqulzSY8nlxDig4sUjBjh764KnYV2Wz297qhPu5X8AejwF791YEzDkgyuTaWqFrGvS9e0v7gaoAbW1APA6aySB2/nlQ+gfg+dnPSrY350B/P3KGARYMAABIMgnFMMAdduQBMdYwoEIE2kEICGPIpVLgo5x9ikyDfVwPDqbfN6vnCcsOqEsvvbTuUfKBgQG8+uqrOOOMM6AUskEopVi8eDF6e3vR1taG3t7eiteY/29tbYVe6NbS29uL+fPnV4xZunQpADRkjomiaVpxozxYSafT2LlzJxYuXFjcoGcDnDER5XjjTWR27ixFAsproqs3GypSUmlzM1SPG0YsBnAOdWiolNpqs4E2NwNuF3gkCuXww7DkzDOLhxt++OFIPPcLGO/+HZg7F7zg+OKmY0dVoRx+GBZ85cphByLOGBLf+S6MfA6kfW7F7zP3+cB7ekUN+76EKI8zNzebDcRmQ+AP/x/m/vNpY0cWjijodBgGMj95Aukf/giIx1Fr9SAA1FwexCM6fhBNA7HZQNwe2D52BtL33S82qOo687LNFpoNDr+/6JHinBc/u8VnnAG2dSv40BBIMAhl+fJhn8tM+w7qmzYh0dMD0hQWHbeq4E1hqD09OJRzqMuWTfp65W2qJ8tU7BMSyXRTXl6Re28baCYD7nDAtmzpAeU0yFtcC/LbtsF+zDH1u3A4BFTrj4w0bgQyf3oFkWuvhbFrd8Xjjo/8KzxXXAF1/jzQQKC4/tPWFku6XXROffWusq9sFOXqiYQQtrfbgGyu2DwjuH79AfN9Ggl5npi+88RMs3dmIvX4jPjhhyP+2A9hbNla4QwfFbsddM4cKC4neF8/Fvh8yD73i2E2O3c6wRJJ0Zyn0CWPmGcQQGgw1TgH5F99FakNjwGaCrZv37CyY+L1Qm1tBUulQAYGYe9orzwncA4ejUI5cgXmaBoyTz8Nbhggqlp0hIExKAMDUBQF1OcFy2RERlcwCK3wWXK7HWxoCCSTKXbws7lcogKkYL/T9nYs8PlADaPCbm+0fTxZDrbft/GcJyw7oC6//PIJ3cxo9Pb24qtf/SrC4TBOLBxq8/k8Nm/ejA996ENoamrCM888A8MwihvKq6++ikWLFiEcDsPr9cLj8eCvf/1rcbGPxWLYvHkz1qxZAwA4/vjjp3yOiUIImVTE40DC6XTOms/CjF7m39kMFo2O3La62gmlaVAXLQKhBCyRAMxOQmY7VADIZMC6uoToYCiEwBVXwO7xVEyrXnFFwYBNQpkzB4ZhQI/Hoeo6lEAAnrPPhvL666ChELQVK4oLd66zE3zHTijBEEiN2nEeCEDftUvci3lPhACqAhoOAYkk8o9ugO+f/xmA6A7FBgeHXQcQkWh9cBDpe+61FGUmuiHes9cHpbUFnjVrYPvAiTD+67+Qe6tTdAnS9VLnjjJHH7HbQXLZou4Uj0RBvR7Yly1D6lOfgdHdDQ6A2myjRplnyncwk0qB6DpoQVi9Gu5wgMVisKVScNThfut5EJiKfUIimQnYTz4Jtg+ciPjrr2PXW51YsPIoeI877oDIfDLJ7t499qDCOM/YwyzDd++Z8DhjcAjRb38b6arudnTOHPiuWQv7B0+BEgxWlGgDAD30MLAtW8e8Jj30sDHHWIUzJsR1EwnQtrbS2ut0gDpawbp7EH/gAdg+cOIB9b2qRp4npv88MVPsnZnMZD6j7Csbwfbus+58AgBKQTxuURJnGCBb3y3a7MjlwHUDRFVAHU6Q1hYYe7qAfB5KSwtg08AzWfBUEjQQQPAb36g4O3DGkNrwGIimwti9Z5i2HQn4oYRCYLmcONcYhghKOx3gVAFhBng6A+r1wnfJJRi69DIxRlOFlhQhohTQzPTq6wMUBbYjjwSPRGB0dwuh9MKaR1pbRIfAfB5wOEAdDiCbBevtA8+kwd7PInX1NSBOJ7RDlxTt9kbbx/XiYPl9G895YsLF7ZlMBu+++y7y+Xyx7SRjDOl0Gq+//jquvvrqMedYunQpTj75ZNx44424+eab4fP58P3vfx+xWAxf+MIXYLfb8eijj+K6667DBRdcgM7OTjz++OO48cYbAYg0rzVr1uCOO+5AKBRCe3s7br/9drS1teH0008HAKxevXrK55AcWHDGRnSumNFLNjgkuuWMVK5QK9U2nwcyGXCnQwgI5vMi4hEOiwU/lxPOlUJaauC2W2o6SqrFDkW2EqB0tIMSisR999dM6ze7OZERujmxZFLMZXbvMx096QzY3n2gzU3Qt21H8oknkXnhhZrlA7aTPgAWiUDfvx/Ra6615nzy++G9+qtQ2+eC+nzQjjii+HkXS18A8FyutLlxDjgccP2/1TB27xb3Eo2CqBqUtjawRALJH/5IfJaKIkoc7fZZEWU+kESP67FPSCQzBUIp1BUrkFMUqMuWNcxJMNqeVE/yL/7e+rivfrV+Fy7X97M4jnOO9K9+hei3bgAbKMtkUhS4Pv1peC66EMqcOaCeEVxlaYv6m1bHWSC/aRP0bdtF5lOVoX6gNM+YCPI8Ic8Ts5nq9VldvhzRm2+xVFZcQSYD4733hJasoiC54THRea4gKl4edFVaWkDb54Lt3QeeSgFZKgTLjzyyZpA1v2kT9P3dMHbsHBY0J+EwFL8PxuCQuJ55BshmYQwNAZwBhIJ4vXCvORtsoL90X6S0DxFFAVcokNcBxuA6+9/gu/IK5P78arGEnRaaFBFFAXE6wSkFdbnA+nqFAy2RELIfupDd4Lkccm91Fu32A8k+PtiZkAPqL3/5C6688krEYrGaz7vdbksbBiEEd999N773ve/hy1/+MuLxOI477jg8+eSTmDt3LgDg0UcfxS233IJVq1ahubkZ11xzDVatWlWc44orroCu67j++uuRyWRw/PHHY8OGDcUaxHA43JA5JAcGo2kzaCf8E6LrvyOcT9ksAC5anWazo9d2mzAGIx4DiUaAZMGo1XUh7Ge3iValBEAuL2qxy/Quhh1ATvgneD0e5N/8X+RyOUR6+qC98AJ4OjViWn/Fwu1wgGfSxYgKcTjBzBbAilI63BACrmlAPg8WiQKqgvjd9wDMqLzO9vcRveceeNNpsHgcsVtvAyt0fRkRmw1KczOIzwe1fS4cJ43tbOPpNEAplPnz4bt2LRynnFLx2Ri79yD2/R+I9GJAtE7nEJllfX2g7XOLLV5napS5WvS4OgV6toge12ufkEgOZhqpF8QsinxbHWcZK/tn2Th9zx5E1n0d2ZdeqnhaPfxweNddC/s/HCvK7Wpk+poYFrKfxjPOCmMFgWC3g0ejlkoDDxTkeUKeJ2YDIwUBaq3PpKUF+tatY+vpDbsIF/Z54d88kRDOIl0Xzp6CI4qnUqJaIRQE8fvh/NRqqO3t0I45Brajjqpp12ZffRXGtm3D7om2tYE4HTD6Ck4lTRPOrnwe3OeF0j4XnFAQzsDTGSSfeAK2fzxejDEbVpiSGIBoYKQoorO2QkWn7Go7vhAstq08Cp6LLwYN+JF5+WXEv3eXmM9uE44tzkVVg66DDQLxBx5A6Cc/PiDsYwlAOLe685f47Gc/i6GhIVx99dX4j//4D1BK8clPfhIvv/wynn76aTz55JM4pp76AAcgbxe6sxx55JHTfCfTSyqVwpYtW7Bs2bJpT0+s1mZAwbli9PcBICBut3CqcF5adFW1lJVjBXNjYKy0oXAuNpjyhZwxaMuXw/+N6wGgYoMDY6LuulA7zVUVeiIBhRCoC+YPX5C7e6AtW4rQT36MwXM+Xyppy+VKZXaKUnKk2WzDDHde1umCeDxQ5nWUUmk9HsDthr57DxCNgvX0jPl50GAQNBgAz+bA8nk0Pf7DUSO+VjIAOGMYOHsNcp1vi427zJHGOQfyeRCnE7StFUilEdrwCGxHHTWjvoMmpe9ishgxQjYLFomCeDwIrr+tbofPqVqL5D4xeWbLPjETf4emika+V3MdMGIxUFUrdphhug7F5617Juf+kz8ItmNHxWMcGKbfRxctwpxXXq7bdfe2z7M81vfNbyB++x0iGGHicMBz/vlwnXM21Obmmtogw655+LJhGbq13is8HrS/W59mMbnOTgyefyGI213s+FRx/XQaPJkq7k1TxUS+w3KfmLmM52dzMK3VE6X8M3I6HEg+8SRSTz4lKheAYhDAfuqpSD7xxLAzg75/f2ltqaUHOxaaVjoXjAUhID4fqNs9YmAi9Z+/xtBll1fORwiUOXMAmw2st7e0ntpsQC4LcIB2dEAJlRpOcM5h7N4jziGFznochbIrVQVURTigCueZwF3fg3v16tLrR7DjOWPo+7+fQP6tt4SeVdn5w7TdYbeB+gMIP/YoeCzeMPt4shxsv2/jWYsmlAH17rvv4qabbsLpp5+ORCKBp556CqeeeipOPfVU5PN5PPTQQ3j44YcnMrVEMi3U0mbgiSSM3l6R3soY+NCQGGwujowNE/EbESJEtsFYYYHPCQcJIRXOnaJjilLoe7sweOWXAXDAEBlHPJ8TdeW6Dq4oUDo6wHUdNJEAVAU8mQRxeyqym6hfpPXrmzfD/sEPIrvxz6XStEKkouh8KtwjVyhIuSlOIO5RVUXWEiGiXj0YBFEU6Hv3gr2/XaTejvYxOBxCZF1VRLpvJAL16JVQly8f/XWUjmmQm+UNxO0WDqgyRxwhBFxVReYa5+B6fkZHmUeKGGmzSPRY7hMSycQx9ySjt1dkcBqFttYAoFAYmUzdMznpoUuGOaBGGldXzEj6WGMUiti3b6p42PaP/wjftWuhHXEE6Bhd8iqwmp0w3iyGUThQslvridwnJDOV/KuvInH795DfvLlCzkEJBpHbvAXZ/3lNlMPNn1ep5+b1Cp3XiWCzWXc+AaVMKa+3psRE4idPIPr16yrXsaYmKE4nQCmM/ftLwWhzHyn4y4ha6SLgyaQ4D1XrWplOIj0PTgvZT34/nGedVTFsJDs+v2kTjN27hc1e3e26YLsjrwttqMFBOE47bdbbx5IJOqAYY2hrE51BFi1aVKF6/pGPfATXXnttfe5OImkQ1doMPJGE3tUFsBoCguMRFTQpZBYhmQRxu4STJ58Xqar5fPlAsXg7nVDaO6C/+65oq9o+F5wxsP7+UoqqboD194OEw8WsKaNrLwxKS5uXKShOCOIPPITMyy+XuvWZqb1mvbepQUWIWOzLBb/Nlq92O2C3gTidIH4feDaH3DvvgPf2Vb5fSkE72sGjMVEHTyloOAzq9YBnMjC6u4vvm+3pwuA5n5/0xlEsb/B5S/ddrrNReIyn07OiRtwUPW6E9stUIPcJiWTi5DdtQu5vb5XKtcsxGJBMIve3t+qqF6R6vbBy7FHH4+ixwljCpYUy8PJDFAkE4L3yCjg/uQpKIDDssDQmFftuHcZZgFBa0jUs00Mpj957L7101qzx9UDuE5KZiO2tTiQfeRTclJIwW8tnszB6e0GbmsBzOSG8nc6AGSU5i4oKgvFmP1kNapfDGFgkAmXhQrAe0chA/ad/ROzbNyH12A+Lw4jLCQQCoMEQEI/D2Lu3dFYwKyHM/ytKxZrKOQfr7SutwbWCBhzF8xENBpH/y18t2fRscFAE4mvZ7ea9MQZCaNFun+32sQSY0E9q/vz5ePfddwEACxYsQDqdxvbt2wEAuq4jmUzW7w4lkgZgOi9MzSCjt7cQ8VDrFwE1xfX6+kUmjmGUIg8mIp8VSkuLyLjK50W2U9deGLt2icMIISCEAooCns0KMXTOxaEklwMyGTG3mVmVywHZLDK//jUQi5UcSeWZXOamk8uBeL2ihMF8vFDrrR5yCGgh1Zf4fGA9vcj99X+GO5/sdtD2dlCHUziEPB4o8+aBuN0w+vph7NtfMuodDpBgsBi5yb6yccIfr6lxRagiOh7pOrhhiI0NKG5sPJWGumTxrIgymxEjx2mnjVjbP1OR+4REMnH03l6hyTEKPB6HXtXSfTKoR1hbE62Os8xIQR0q9rlqJ5DjjDPQ9POfwvP5c6A2NY3f+QSM7fQa7ziLmNmt2rKl4MmUKH9JpqAtWzqjSkcahdwnJDMNzhjcz/0CPFYQEVdVECr0jKCJM0Exgz6dhr5zJ4w9e6C/vwP5zZthmBqkDbthDp7JANkMaMCP3NZ30XfaP1c4n6BpcH7ms/Cedz7onDZxxjHX3fLMI7MBkd1eKfKdzohzC6VlHbJHWHc1DSwet2zT01AI1Oks6k9xVDntuAiaKwvmV9jts9k+lkwwA+rjH/847rjjDjDGcM4552DFihW4+eabcc455+D73/8+liypc3q2RDLFlAt0c3Cx0CrKxLKdrDBKVIQEAgBQrDcXN2imxopsJG5GCgxDOKqq5zM7xdXCLB0sf77MycYHB0HnzAF1OirauvpvuQnJZ3+K/Lbt4Hv2gO3vrpyDUtA5c8BTKRCHHVzPC60njxsslRZi65mMGKuqgEJFq1kApG3yLajN8oaixpVhFH9+3MzsUhQROT/IoszTgdwnJJKJk39709jRc87FuA9/uC7XVAK+uo6bFKpaswwlcO89cJ7+YREomYxzyOm0lm3gdE78GiMgo/cl5D4hmWkYmzdD2dsF4nSBJ5KVcg6myHYuV7KbTfuyfD2xUlZcTxgD13VwRQVSKeFgMlEUwOlE7uWXkSEASaWhdHSIxkOcg3q94NQUGk+DQehclcMNvaR/CxQ64JFSdz4TVQS2acAPHo1ZsulN252Ztnt5BQZjxY7hvmuuOSjXyAOVCf0kL7jgAnz2s59FZ2cnAOBb3/oWtmzZgksuuQTvv/8+rrnmmrrepEQy1RQXwEgELK+XHDhW67AnSg0DmqfT0KuFvCmtrI0uZEaZTqhxM9rBhnOwvj6wWAyEc6gLF8H9hX8H9XhgO/ZYGO++C7Zvf+UcNhtIWxvcn/mMyEKy2UFbW0Fsmuiu0d9fOV5Ril0uuKEPa0E9EQilsJ96qsgIy2ZLG6T5fhmD0tGB0HfqK9wrqY3cJySSSTANGTr5QiZKvcZNCLMRR/Xe63BAWbgArrP+L6jPNznnEwD1g6fUddx4kdF7gdwnJDMNPjQEouuAw15bRNx0jJT/v7pUt5HOp8L1jJ4esP37hSaUiaaBBAJQm5vB4nGw/d2iodJAPwCI7tuGAaRTgG5AW7YMvrVXg4aCYN09ojGCWQ1hlsmZa7R5TjLXYkIAqhTPJVZterM0mYaCIC5XRSc+6LpwPq29Go4pWosl08OEMqAopRV12fPnz8f9998Pm82GQw45BB6Pp243KJE0ggpthkiksixtKqne2DRNOE+AygwsAlFi1yh0HbZjjwXr7wfL60j+6nnEH3gIvK+v8p4LHTjUQ5fAc/bZUI85Gtk33gAbGhQi7nv3iTHl0aDyzYsQEKWwDNntYJEIcm+8MaGoMGcM2T/+EcTtAjcM0c7WLDNUVUBRoHS0w/aBE+v4QUlGQu4TEsnEUebMres4Kxi799R13LiplXVMKWhLC4jTATYUmVi5XQ1sS5ZY0ruyyQycKUXuE5KZBgkGhfA1pSB2u3DCaFrJ6V1eugaUgsHTid0uzgjZsu6gTgdIKAzF4YCRSAg9Vl2H0dUlJEcMA0YiAfWII+A+4wzYTj4JAAePROD54heR/s0LMLYLkW8oKojPB57LAplsQR+3LMALVDiiiKICdjt4NGqp4c+wxjvpNEAplPnz4bt2LRynSOfTgca4dvLOzk48+OCD+OhHP4pPfOITAICf/OQnuOOOO5DL5WC323H55Zfj/PPPn4p7lUimFHMBjN1/P3KT0CKaMKZjxtzcOC/VWOf1qSsHLKcsqpF7ZSPowgWgDgfym7cA5W2vARC3G87Vq2E/5WRohx2K/KZ3kLj7HrCBAejvbxebVAGulWlpmU4hXQdxOot15mxoSKTs3nOfmL/Q6taqOLkpJK+0tIrIVTojsqsUVVwjk4Gx/f26ivZKhiP3CYmkDhCLBxqr4yyQ399d13FW4GaDixrZvMTnBQ2HwVNp4fSq5x5oNePoIM1MmmrkPiGZqSjLl8No74DW1QXS3AS+dx+QzwunlNkRGhDZRaEgeE/9dPgmhN0u1s+qkmISDIHa7TAiESCVKsl25HLFbttgDMbOnUj88IdQfv1rsIEBod2qaVAWHwLv5ZdBmT8Pxu49SDz1FPTNWwoyHlUBcVPE3DBKdn0mM66GP7I0+eDC8k91y5YtWLNmDbZu3QqXywVAbCC33nor5s+fj/vuuw+XXHIJ7rrrLvzud7+bshuWSKYS+8knwfHRjzbugpom/hQiLcUOdQXnE20KC02oRjmfCtBQCLSlGay3F/n/fXOY8wkAeCqF1DPPIPf229Df24bEU08ht2kTkM2CtrQADkepZjyXF11ETHHzfB5QFNCWZhBCYBRSg8E5aCAA2toC4naPS5y8XEieEALicoJ6vSAup4hc2YUulZVojGRiyH1CIqkPrLt77PI6QsS4el1zj7XMJqvjxiLX2Ym+Mz8+PHtAVUE7OkD9AbDuHrCenrrvgYbZ3apO4yTWkfuEZCZDKEVy9SdB3G4gkQRtbhK2q2EIW5YQQNNAm5tBzJKz6aJ4X5XOJzpnDqjNBrZvH3gkIoS99UKZYEFU3XSuE7sdrK8X+a1bAZeraH/rW99F/OGHkS/8zbq7QdvaxDWrUZVC4yZh1wMAi0TH3fBHliYfPFjOgHr44YexbNky/OhHP4KzIMr4k5/8BABw++23Y+nSpQCA/v5+/OQnP8GH6ySKKZE0Es4Y0k8/I/4zlSLkQEXbU+JyQVm4EMbeLlB/AEZfH5BKgfUPNMb5ZKKqUJqbwVUFRtfeMVtQU58P2f/+b2Q734bx97+DuD0gGoHi9Qlhw3RadL2jtPh/ns+L/zc3gbhcYKkUWNdeMV97OwAOnkyBqApoa2uxrexYQoblQvIV3TtMstlxRWMk40fuExJJfVDa22vrj5RDiBhXL6wepCZ54GKpFOK334HEoxuGaaWQcBjE6wGiURhDkUldZzSMHTvrOk5iHblPSGY6uZVHwXXTjcg/ugH597YVqxGozwfnWWcht+lt6FvfrdRbajRmI4XyMwKloHPnglAquvGZjqk8ARgvSWIARRkMFouhWE6XzYAbRqX9fd/94JyLpkKaChpcAjY0KM4npmSIwQCHXZRLKwpYdw+IxyMb/khGxPK34rXXXsM555xT3CwA4JVXXsG8efOKmwUAnHzyydi8eXN971IiaRD5TZtE9zmlAVENM2WWEFC/H6ynB4QqYNFoSejPzIhqAMTthtLeDp7Lge3eM6rzibhcUObNA/F4YOzbD/2ll8AHh8C6uqDv3AV9xw4gmQJ1uaC2zwX1euH72rUIPXAfAjffBNsJ/wTCIVpQR6IiAywUAu/vh75zl2hpu3MXjJ07QWw2S0KG5ULyvOoz45xPKBojGR9TtU9EIhF885vfxAc/+EEce+yx+NznPofXX3+9+LwZUT/66KNx2mmnYcOGDRWvZ4zh3nvvxSmnnIKVK1fivPPOw65duyrGNGIOicQqjo9/fOzyL0rFuHphs9V3XA0yL72E3g99GImHH6l0PjmdUBbMB9E0sK69YFPofAIA1mMtc8zqOIl15HlCMhvQTjwRnksuFplQqZQICnd3I/noozC2bRelbNns2BNNBU6nuHa580lRQDs6RJVgufMJKGnaFrrbcbPJkqqWumLn8zD27a+wv3k+Dx6JAIlE0b43du4EtTtAlyyG3toCeD1QD10C6g8AqRR4MgVt2VIE198mG/5IRsRyBlQkEkFbW1vx/9u3b8fQ0NCwyITT6UTOSmtbiWQGUizPUlUgk2nABRmI0wmeEVEHnkiITUFRxD0Yxvi6aRAiXjdG5lL1a2hTE4jbJcoNRttQFQW0qQnU7QJLpcH6+ioFGVVVdLbLZKB3dUHt6ABcTiAahRIOw3HaaQAA15qzi3Xe+o4diN3+PSF0yHmhQx4pzmNks6JrR43SOc5YRb245+KLEfn618G6e0ADflEbn82CRaIyGtMApmqfuOqqqzAwMIA777wToVAITz31FM4//3z84he/QCgUwrnnnosPf/jDuPHGG/G3v/0NN954IwKBAFavXg0AePDBB/HMM8/gtttuQ2trK26//XZceOGF+PWvfw2bzYahoaGGzCGRWMXYuhXE5QKPxUYcQ1wuGFu3QqmXpl0yWd9xZRj9/YjecCPSv/xVxeNKRwe4ngfRbGB9/eCp1LjnnghKWxvY+zssjZPUF3mekEyUaptvKjWC8q++itQ114L19lXa4bpe19LnceNyCVmM8kCrpkHpaAeyWRjdPbXPDYXPqdjVzuw2Wu7EMoxiB2meTo9q39O5cwG3G4Rx+K6/HkpTWGo3SSxj2QEVCATQ399f/P9f/vIXEEJw4omVHaW2b9+OkCxxkcwwrG5aZhkXcbvBp9oBVSjBI01NQC4nDhpmlMIwxl96R4jIIkqnAV0HbWoCd7nAu7pqZ1Ipiti0mpvBczkYu3aPmm1FvEIQFpzD6OkFr3EIIYSIjYsSIK/D6O2F0tY2rPTNrPMGgGwgKD5rxgCbBmKmApvz5PLg6TRIIFhxrewrG0sdMwqiieqSxXCvWYPsH/8oHo9GQVQN2rKllsXMJRNnKvaJXbt2YePGjXj66adx7LHHAgCuu+46vPzyy/j1r38Nh8MBm82GG264AaqqYvHixdi1axceeeQRrF69GrlcDo899hjWrl2LU089FQBw11134ZRTTsGLL76IM888Ez/96U+nfA6JZDywwUHRzXMUuGHUV9POajR/HFF/zjlSP/s5ojd+W0TSTRQFrnPWwPfVq9D7wdPEoamBOD5xFvJ/ftXSOEl9kecJyUQYyeabEtuOMaS//wOwvv7xBYGnGqdTZGOV43BAnTsHLJkSenkjYTqcFEVksebztd+b6Zwa9vJK+5719QHBoJDuaArL5j6ScWHZPfmP//iPePbZZ8EYg67reO6552C323FKWWvEXC6HJ598snhIkEhmAtlXNmLg7DUYPP9CDH35KgyefyEGzl5TU9jaLOMCM8YWgJ0snAOcge3dK2qwJ5vKS4hwYuXzAOdgkQgwMCAEAe32YcOVxYuhHn002NCQ2LRGcj5pGpS5c6A0N4EnkzD27KnpfIJhFEvfCIRzjWcyMAb6xyh946VrV9+C+X/OK57MvrIRQ+vWIb9lC4jbXSFannziCXguuRihDY8geNedCG14BOEnn5DOpwYwFftEMBjEww8/jBVl3x9CCDjniEajeP3113H88cdDLWvPfsIJJ2DHjh0YGBjA1q1bkUwmccIJJxSf9/l8WL58OV577TUAaMgcEsm48PmGHzSqSaXEuHphteW9xXH6jh0Y+Oy/IfKVqyqcT+ry5Qj/7FkEbvo2lFAIbGhoAjc7SWQXvGlDnick42U0m89qo5rxoL7/Poy/v9dYDdYxIC7n8G7UHrdwPkVjozufABCnA8TvFyWFZrOjYUZ3Ac4rzwQ17Htks6DRCJRDFklpC8m4sZwBdfHFF+Mzn/lMMUV23759uPTSS+H1egEAzz33HJ588kns2LED3/3ud6fmbiWScWJuWjyRAA0EQew2IJtDbvMWDH7lK/D8+xdg/+DJxYwoQim8l16KoWvXwYjFp2bzMR1bnAvhPojOEZOOsphZTuEwMDQEMAaeSoFns6KVbG9fMeuKhsMgLif0N98c2fFFCIjfDxoMALoBY9/+0bPCKC1rVVvWVluzwXnGGci+/HLN7DMeiYgyxHRavF5Ryj4fQ2SJuZzFAwxnDPEHHgCLx0EDAVG+wTngdIC2tYJ19yDx4EMIP/mETAFuMFOxT/h8vmLWkckLL7yA3bt34+STT8Zdd92Fww47rOL5lpaW4vW7C6nyc+bMGTZmf6HDVXd395TPEQ6HLb3fajjnSDWoLGmipAtGcbpGt8wDjUa918zmLWPr/3GO1OYtYGW6OZPCzMC1MG607yTP55F97IdI33d/5f7idML5pYtgP+88MIcd6QlkGdfrdyH75puWx6XOOrCyoCbyHeaciwyIOiDPE5LxYNp8PJEAbWsrfQ+dDlCHsPmsNKoZ6xpFWQiXCzQaBaZTYLwK4nCAp6qcT34/lHAIxuBQZXbpSCgqlI52sGisJHlh6eIFTdpcTtjnVfa946IvSltbMm4sO6AOPfRQ/PSnP8Vjjz2GgYEBXHjhhfjc5z5XfP7uu++Gqqp44IEHsGzZsim5WYlkPIy0aTFDB8+kwQcHEbvjDiiPP16Rxms/+SQEv7Mekeuuh75tW31vaiQDbqRU2PHCOTAwULmxMAY+MAg47CAgIE1h8Fgc+t/eGv56cxNxOaE0N4MQAjYUGTtCTSloWyt4NAaezZauryigPp/oojFCyjQNhUDdbnCPB2yg0FXDfD0hACUgilos4ctv2oT8O5tFh71orNjJg9jtoC3NoAF/UbRcpgQ3lkbsE2+88Qa+/vWv41/+5V/woQ99CLfddhtsVaLI9kLGXzabLR6yao2JRqMAgEwmM+VzTJR8Po8tW7ZM+PWNZOfOndN9Cw1jqt+r96WX4LIwrv+llxBfVh8HVHM6XTMtvvqYwtLpEb+T6nvvwf/Ag9Cq9JXyR69E6rLL0D93DvQd71deF9bS8RlQt98FdzKFWnlc1e91IJnC7lny+zdexvsdrl7fJoo8T0jGQ37TJujbtosgcpUNTQiZtM1XXdrHVRUer6dSxHs6cTiGBX9JUxOo1wOjt89aJ76C40jf9M74GxsRAqgKkMtX6suqKhKf+RSaqkpnJRIrWHZAAcCSJUtw66231nzu5z//OZqbm0GlF1QyQ8h1vo38lq2AzS4ExR1OsGQCRtfeYmYNOAdUpZjGG1y/vuiEav79i+j+wMnge/fW76YKzpKKDcDsdlfPayhKZfZWNgtl7hwglxfvvzrSXXZPNBAADYWE0GBvr7VN2OUUDqJQCEhnwPS8qJ03DPBIBDRYyj6r/qzNssfcW53ic6C0FHEBgFweLJkU3QEBZP/0J+EQM0URTcHydBpG117QuXMAPV9fbRSJZaZyn/jd736Hq6++GitXrsSdd94JAHA4HMOEak2Hj8vlgsPhACBKOsx/m2PMLkyNmGOiaJqGJUuWTPj1jSCdTmPnzp1YuHBhRWerA5FGvdfk3LmwcvwJzp2Ljjod0odqNLDgKDboLqKo6jDHAE8mkb77HmR//JOK/YwEg3Besxa2VZ8AMbNbq69r8f4UoG4OicyJJyL9q+crHqv1XltOPBGOA8wJMpHv8LY6B+PkeUJiFTY4KAKY9hEcoHY7eDQ6IZuvVpUEy2Sg7Ntn3S5XVevZo+PFbh/WEIm2toI4nWD7u61r1VJaypIa75mDM0A3AJsmFknGimLlxpy51ueRSMoYlwNqNFpbW+s1lUQyabKvbET0pptFRg0hYJQK0T1z4Sy0IhWCfGqxdMtM4wWA1FNPg2oa6l6EV+58IgS0uXnM2u1xY3ayKPxNm5vBIlHwWplMdpsQQk+mQL1eQFVg9PWJFN2xsNsLGy8BGxgAcTqFFlUiCRiGyEqaM3bKtOfiizFw7nni8KNpYoM0U3xVFcRuR+LBh2A78USkX/itmEtRSmm/hIBrGpDPg/X2gvoDFaLnkpnBZPaJJ554ArfccgtOP/103HHHHcVofFtbG3p7eyvGmv9vbW2FXjAMe3t7MX/+/IoxZsvvRswxUQghk3JgNRKn0zlr7nWyTPV71ZctteSAsi9bWrf7GNK0YRojNdG0imtmfv8HRL72dRhVwRrnJ86C/1vfhFIoRR3xuuO4x3q9VzKnDVYK0Jxz2uA8QL/T4/kO16v8zgryPCEpx2wOhGwOcDqGD8hmhzW6scJIVRLE4RDnBVjo9lkd7K0nNltlCTMhoHPmgKgqjH37xpehVe4g01Qgr1t3QnEUMqgoijmiqgrY7XD/4pfgn/m09fuQSArI8ILkgMOMaOhdXcKRoSji70xGGNfl9csAiKJUpPGmnngSfR/7P4he/w0Yu3ZNnRi5okBbsQLOf//81Myv60KssaUFrL+/tvOpkG1EQKCEw+B6HsaerpLzaaT3TilIKATtsMOgLJgvHD/dPTB27ISxew+UQADU7YbS0jJmyjQA0IAf1O0GHA7xs9HF5kgcDqjz5kFpaYa+bTvSzz8vnHV2uygtLCuYIGaacCYLpa11TFFEzhhynZ3I/+lPULdtE61pJTOSp556CjfddBPOPvts3H333RWlIMcffzzeeOMNGGVG4KuvvopFixYhHA5j6dKl8Hg8+Otf/1p8PhaLYfPmzTjuuOMaNodEMh7YUKSu4ywxDg0oADD6+jB4yaUY+Py/VziflPnzEPrx4wg9cP+Yzqfpgg1ac3tZHSeRSKYGM0ueRSJFIWwTzjlYJDpGo5valJf2IZMBiyfA02nwRBI0YiEAK26gVNlQTzSt0sFECGhHBwilYq0db3lguawFocKBZAVFEZ33atjltLkJyt4uGJs3ly5TsKszL72EXGentKslI1K3DCiJZCZQEdHoaAfbuUuIW2saoFDhdNL1kqFNCIzubmEku5xgff2I3nV3yVljHnTrpdFkQilISwvsZ56B/Ftv129eE0JAmppAmAE2UgmhQkG8PlC/HwBgDA6Cx+OVhxBzYzXLFTkHbDbY/+VDIJQi+/obIPk81PnzwZkBnsmCp5Jg8Ti4oQMWUqY5Y8i+9roQS/f7QTVVZD2pKojDCRDxc+XRKIy9e8HzeSitrSIClNcrRRF10b3Q+dEzRhVFLK/5Z/kcAgASz/0C6hVXyG55M4wdO3bg1ltvxemnn46LLrqooqOcw+HA6tWr8eijj+K6667DBRdcgM7OTjz++OO48cYbAQjdkjVr1uCOO+5AKBRCe3s7br/9drS1teH0008HgIbMIZGMh/Qvfml5XOCSi+tzUavlHOk0ks88g+hNN4OXH9QUBe7zz4Pv6q+KgMIMxohYcyxZHSeRSKaGYnOgdevAuntAA34RhMxmwSJREI8H3ksvHbcQNhscBEslRcA1lyvZu4Zh3d5nrGQjM1afc0J1KbSigHa0g+TzMLp7JncNzkv3PBKmvQ+AOJ1QFiwAcllw3QBRlaJdDl0H0Y3iealaS6uW5qtEYiIdUJIDigqxQkqBlmaheVSlawGgqCHEMxnoXV2gzc3CWWU6YFS1uKHxenSpK4cx8KEhJL5z+/gFAcfCbgcttLYesT5c00CbwqBOJ1g8IUoVAbHxlGNurKbeEjOATAbZ37xQvG/ucID6fKAeN+B2g4eCIosqnRkzZdrYvQd9H/s/yG/dKn5GiQQMQkAcDihz5pQEOQrjlfZ2EE0TG1tHB4ze3pLoOSGAzQbqcsH+wZNH/HiG1fxrfvB4HMa7f6/QppLMDH77298in8/jxRdfxIsvvljx3KpVq7B+/Xo8+uijuOWWW7Bq1So0NzfjmmuuwapVq4rjrrjiCui6juuvvx6ZTAbHH388NmzYUMykCofDDZlDMrvhjEHftAm2tzqhGwb4ccdNWfcfHrMWgbc6zhKWSzI4Il9dW/GQduQK+L+zHvaVK+t3P1MI67ZW9m51nEQimTrsJ5+E4Pr1JQdHNAqiatCWLZ2wg8PYvQc8XhDwNvVEx+N8MjGzg+qBolSVy2lQOtrBkykYVSX+E0bXSxlQ5Zq0lJY0WG22YnMf5HIgTucwfTzkcuCqAhIMjthxvFrzVSIxkQ4oyQGF0T8Alk6DaBooOKjbA3S0g9XqFKFpIIoiyrhyeVHaRSmo1wuWyRQjBBx13FzKmUAL6jHx+0E0Fay7e0THFgkEQIMBQDdg7NtfclIRgooeQIWDFW1uFjpavb2lz4HSUt17JgN9926o8+eDeNyixK4pDGP3Hhj9fVA6OirK8MyUaaWtDdG77wHv6ytdv5BlxdPp4pxwu8T4jg6RIdXaCqOrC7StFeqiRaKjoW4ACgWPxqAtWzpiKnatmn/CGGC3g/h84L19k27nK6kvX/rSl/ClL31p1DFHHXUUnn322RGfVxQFa9euxdq1a0cc04g5JLMXM7qbe28b/Jk0Eg4ncocumbLoLvH6wLHP0rjphLhc8HzlK/B88QJQq2UdEolEMk7sJ58E2wdORH7TJrDBQdBQCNqKFSCUgjNW8/GR4Iwh9ZvflAS5CQEhBLw6M6i6adBYj08UQkoOMBOHA8qcNvBobOJNdczgcXkQvrxssMz5pCxaBDADRFHBwcGTKShtbcLedrQOs+N5JAqjowN06VLEL/rSMC2tas1X7YR/gr55s+WfkeTARloLkgOG7CsbEb/zTvBYDDwWA6MUxG6H0tIC2tYKY2emlCJbyOrh5kIMiMcdDhCXs7AwM3BOxMJd7yyleqMoIOEQkEiOLB5ut0NpahJdPoYiopNcOZwLYUKTQhSIdXeLEsZy51O18KKuQ+/pgeY+BCBCxJG4nCA2+wgp025wAHxwsBBt0QCDVX7Wug59/34Qm01kOe3ejejV1wCMgSWT4LkclJZm4TyCtVTssdr5kkm285VIJAce5dFd4veDOR0glE5pdFf7xFnIrt9qadx0YT/1VATW3yoCBbMM2tZW13ESiWTqIZQOs80mUvqV37QJxvb3hUZqXx+Qz4PXcqDX29FUC9MWLe8e6nZDaW2BMTBorSHQSJhdscuztIrvp/S+aGsrqNtVeJqDd/dAW7YUnksuRuRrX69tx7vdSK7+JNjWraPa1TTgR/6dzej/xCqwnl5ZnicBIEXIJQcIReHxPXvEAgkIB1OhvI4nkiWPv8MhysIYK4rqweEAXE5Qu70g0KeI8rFstr6ld1MAcTpBg0Hw/gHwVKrmGBoOQ22fC3AOvWvvcOfTaHBeKXhopiqbf0yyWfBMuvhv6nLD++UroS1bCp5MgfX2gidTYlP74hdLWVqqCgIiWnSbHfBMMhnwdBrEbgMNhUBbW0RHFLsdPJsFGxyqmDe4/rZRNzOzne+o2lR6fuLRJolEckAxLGvS4RAafg4HaFsreCIpnq/zPmH88eW6jqsrlCJw3z0IP/mTWel8AmD5UDepw59EIplSTNs/v2WLaLrT2gLidheDA9lXNtZ8nWkL0mAASke76OBcS8NppHW9Xk4p094tm4/4faAtzTB6euuz/hiG6CJY7mDTdXHWoRRwu0E9bqG1mk6DdfcUg7mOU05BcP36mna866YbkVt5FPjQ0Kh2Nc/rYJEI9PffH9fPSHJgIzOgJLOe8gOCMmcOeDIpdJ8MQziScnmw/n7xf0UBaWuF4vUC6Qy4oQ9LN9Xff184n2YBJBgE8jnw/v7az7tcoE1NAKXji6SMFPWx2Upli4RUbs6MiVK4Qomdtmwp3GvOhnvN2cNSo7MvvwxeLvpoXlZRwM2UaDNa47BDmT+/Iq1XmT8Pxv5uKPM64L3qKihNYUvpvFPVzlcikRyYVHRKAoRDPJUG51ysr1OUNWlEInUdN1GqdT+I1wvidsH9yU9O6XWnGr2/r67jJBJJY6klqQBgWOlXuaSCWaqn79gBzpjI5NFU0LZWkRDEDLBMBnx/99S/AdPWLX8oFALx+cD2d4+s4TpezGsUKhdIOAzHGR+F7R+OhdLSguT3fzCqrtZIpY/pTAbYsgUkGBzZruaA0dMDcA7a3AxiPj/Kz0hycCAdUJJZT3VZFfGU6T6lUpWpp4YBvmcPWEsLlOZmEBQ0ifZ3Q53XAftHTkf+e3fN+Kwn2GxCqyoSqSyFM6EUtLkZ1O0CS6VFinGtcbUodz5VO6LyeXAUHEVmXXn5WEOviJ6YG0r1wYyGQqK0zpy/3All1uEXnlP8gZppvUowANbTC6UpbPngZ7bzzW/ZOmJN+2gaUhKJ5ODCjJTzfA58/37wbBYKY2CUgtvtIE1hYCqyJuPx+o6bLJpwzPNU6sAQ5k6l6ztOIpE0lLEkFaqDAxXdj5NJIddhlqgVJDtIcxO4o0Zwst7Ucj61tIA4HKLDc66OQXACcF0v6kDxTAa53/8BbNcueC+9FOEnnxhTP6tW6aOJsnz5iHY1S6dEJYnDIbLMyues8TOSHDxId6Nk1lOrrIp6PIDHXbnAmx3eDAa2vxt6Tw94Oi06YSQSMHbvQfL7D0+N4Hg98XqFjtPAQE2nEvF6RcaQ3Q6jp1eUull1PgGVDqHqLCjOhRPKMETJXHlKLyGAblgqhdNWrIC6dGnhNbrIqCpeglfqTfm8tSeZQLmc2c6XeNxg3eLnzxkT5YM9vRNu5yuRSA5MaCgkdOf27hNdUgkRXVEJEeUKe/cBBqt71iRXlbEHjWPcmPOMUlJCAgERle/rA2+Uw2uKoaFwXcdJJJLGMh5JhfJSPV5Yu4t2riEy93kqBbZzF7Bj59TeeC3nU1sbiKbB2Lu3vs4nAGC8JEJut0NZML+iBC7351dhO+ooOE47Dbajjhq3/TuSXc3TabA+UZ1BW5qHOQnN+5GyFwcn8pQlmfVUlFUVYIyB95WVpZmdIAqtRQGA9/RC7+4Bz2RA7HYxj9/f6Nu3DqUgoRCQTpdaxxbgAKCqUObOgdLcJBxqXV3gyaTluSsnHKW+vaAJxc12tZSChMPwrV2L0IZHEH7yiTFFBQml8F12KWg4LO4+J5xa3DCKWVUkEAD1+0Fy+dqTTLBczmzna9a0875+kEwGyuGHjek4k0gkBxfq8uViXdJ1UdINlNZHVbTM5oYBdfny+l7YapZRHbKR8tvfR/+nPj38CbsdpKUFPJMBHxiY+ZnB46HGWWhS4yQSSUOpZfsDhWz2VFo4NRgHfL5iqR5pbRVSFIYhzgO2gvPK1IOdasHxaucTIaAd7QCByHwaT7DYCqpa0m212aC0zwVVFBBnfTUMq+1qUytKPeQQ0GAQVBvBSShlLw5aZAmeZNZTs6wqEq1cyAkRrVoNo7KsLJUqOHaCIE4HiFmyN9Ow20XJ2ghRAhoMgAYCQF6HsW//+GvHJ7L55POApkE7/HD4r79u3I4b+8knIXTP3YjefAvyf/97KUKjqtAOPxy+676GxIMPjVguxyZRLlde057evx87IxEsOfNM2D2ecc8lkUgOXPTNm0XJMSHFg06FT4JSEEWBvnlzfUsIrGbiTiJjl+dyiD/4EOL33ifKJEwIAQkFhXhsb+/U+2CsdpqqFUGfKNTiXFbHSSSShlLL9meJhJDfyGbF2mizIfbNb8HYvUc4OTJZ8ZyqCrkHoDGd7oDhzidKoXS0g2eyYL29U3LJYhdppxNKW6uoDjGfq3MJXC2tKHX5cgye8/kpseMlsxvpgJLMesz0z6F164qtQll5CishAKWiBlrXKzeawmbA9u4DaW+fckHXiUC8XhGBrlX6YLdDaW4GNBU8EgEbioxz8hFK7WqhUABEdKpTFLj+3yfh+vSnJ5Sya2I/+SQ0/+bXyHW+jfyb/wsA0I45pjgnIbTi51rRAnaS5XJmTbu+ZAn0LVtk2Z1EIhkGGxwUe0eNsgkAYm8x9PqXEFgNCkwwcp19/Q1Err0W+tZ3Kx4nLhfgdoMPDTWuHJ1Sa5H/Oq7RStucuo6TSCSNpdr2h00TJV/mWqKqUJqbob+/Q9jPXo9wgBRkJsoz7qec6v1DUYTzKRYfX1fqcV7T/rEzkP3d70ELmU/DsNvBo9G67V+1tKKqz2f1tOMlsxf5E5ccEAwrq0qnSk+amkLmRlMeRTVL8wwDRvd+kRE1U1BV4XyKx0vZQWXQpiao7XMBxqB37Z2488ny/RTauOo6qMsF92c/C/vRR0964yCUwn70SnjOPReec8+tmHOktF4rOlMSiUQyWUggIPRCOAccDmE8a5r42+EoaIekQQKB+l54ihxQLB5H5Lrr0f+JVRXOJ9rcLDqmEgLe1zfztRAnCbVYbm91nEQiaTy2D5wI7xe/CNraAtbTK/STCAFxOqF0dIjKBpdLdGfu6RVasIQIJ1WjnE/VHaNtNijzOsCGIlPjfNK0YtmdunAhqMtVdymL8SDteEktZAaU5IChoqzqpZeR+O53a3dzM/+mtOSEoRRI16nlaT1wuYS2SK2sJ6dTZD1RCqN/ADwWm9y1rG7ApvPOMKC0tjYsZXakFrAyYiKRSKYeUumsZ6yyrTVQeH7ml2ql//u/EfnadaIxRRmuz30W/m9+A/uXr5ieEvQpzvaqhVUx9QNFdF0iOdCo6GqXTov1wW4HbQqD2O2lUjzOxZ90GsbgoBhXb62lkagq7yMOB0hba6lL91Rgvl9KoR25AvlROj83qgRO2vGSaqQDSnJAQSiFtmIFYretB1xOIFlY4GsY1aS5GUgmxSbAZ4i4KiEgbrcQD6++Z0pBm5pAPW6wVBqsr29ym+h4DxrmtSiF6+x/a+jGMVoLWIlEIpkqeGQIxOkAj8WBcm09M4JOKYjTCR6ZojKKOmD09CBy/TeR+c1vKh5XDzkE/u9+B44TTxAPTJf+4TSU4BFKxtZ+IUSMk0gkMwqzqx1PJEADQRBNE8FYXReZTiZmxhMgsjoHh+qrJTca1c4ntxskHBblguPVaR0PhgGoKqjPB7WlZcaUwEk7XlKOdEBJDjjymzZB37Yd6tx2sEQcrLe2o4bHYyA+P5BMFtrITTOFDn08kRj+nMcDpakJ4BxGT6/17nb1xDCE6PjSpXCvObvx15dIJJIGQ0Mh0UlppOybQkbUTOziwxlD6qmnEb3l1spMWU2D5+IvwfflK0Hs9um7QRO73Vr5ex3vVTvmGFGqYna/qoZS0RDjmGPqdk2JRDJ5OGPFrna0rU2IaYODmVUNpgasww5ChGOFKxQwq4oL2UFT2tWz2vnk84H4fGD799eU1KgrNhuIwwHtiOXFLKPg+vXFbDEejYKoGrRlS+G99FJZAieZFqQDSjLr4YxVpHUa/f3g+TyI3QbF2Qxut4Pv6RruhMpkwbN9jeuAMQrE5SrpjJRDKWhrC6jTCRZPgNWrFXZBmN1yBlUhYkSamuC//jqZNiuRSA4KlKVLawcFyuCJBJSlSxt0R9bIb9uGyDXXIvfX/6l4XDv2GATuuB22ww+fpjurQTBgzQEVDNTtkrajjoJ2+OHIb9pUewDn0A4/XEbsJZIZhhlkpoFgQVQcAIfoVlregIgDIKLUDHqhA3ahbJoEAuDR6NQ5g8qdT8EgqMsFY//+qS/9oxRwOkGDwYrMJlkCJ5lpSAeUZFaTfWUjYvffD33LVuF00jTQjg7hpMnmwB128P5+Mbg64jGV0Q+rKAqgqrVrwb1eKE1hQDdg7O8WDqrJQmmpPty8fqFuvhg1Kn++/HWUwvuFL8hoiUQiOWhIP//82HsFY0g//zw8n/pUY25qFHguh/gDDyJ+732lNR2i/MO37lq4v/DvM+/QoVo0Ra2OswChFM5PnIX85s21D4WF52fcZyWRHOSwwcFikJknkjB6e4XWU7k+HwAYhuh0x1hl2Z2uiy6fDTgDkKYmEFWFsW9fYwLdqgrbkSvgu+yyYba6LIGTzCSkA0oya8m+shGDV14JNjBYXNg5ABaNin/rOuB2CR2oac5wqondLqIv2Wzl44oCpbUVxGEHi8ZEe9R63b+54Rb0pIjHDdY/AKIoYLlcqV6esUKaMgENN4HYNEA3YP/gyfW5D4lEIpkE1ZmvUxXNzb/5pvVx0+yAyr72GiLXrIP+979XPG4//cMI3HYr1DlzpunOxsDhrO84C3DGkP3jH0E8HmErmAdYSgG7HURVkf3jH+H54oXSCSWRzCBoKCQ0nyJRGL294vdWUUr2q9nBs1YnT/Mx08adyvtsbQUYG9b0YUpQFNCmJni/fCXca86Wa5ZkxiMdUJJZCWcM0ZtvEfpOhBRbjoLzoqYDTySAgjNqxmGzDXc8ASB+n9ASyevQ9+2fOqFCxgBVAaEU1O2G+7JLEf/u7UInpFBHTxwO0JZmELcbrLunIZ0yJBKJZCzKux+Zma/qksVTo2fhtOj0sDpuCmDxOGK33obkj39S8ThtaYH/phvh+j//Z5ruzCL53NhjxjPOylSFMh6lpQXE4YCRSiGXSsHmckFxucAzaejbtiO/aZPMGpBIZhDaihVQFi9G7i9/EbasTQMpdCHlVgXGp9L5RAiUtjbwTBpsKDJ11ylDWbQIwVtulhUKklnDtLtII5EIvvnNb+KDH/wgjj32WHzuc5/D66+/Xnx+y5YtWLNmDY4++micdtpp2LBhQ8XrGWO49957ccopp2DlypU477zzsGvXrooxjZhD0lhynZ3Iv/uucDppmvD2l+87nDeuzep4UFXh4Mnlhj1O29tBQyHwSARGV9fUdskAwPoHYAxFoC5ZDM85axB66EHQtlYQtxu0tRWkpRk8k4GxpwtwuyfVKYMzhlxnJzIvvYRcZyd4Weqz+Vz6D39A8rnnkP7D/zdsTL2vKZFIZidm96P8li2FtaoFxO1GfstWDK1bh+wrG+t6PXXJYXUdNxX0nPbPlc4nQuD63GfR8sf/b+Y7nwAgZ1GHxeo4C5hlPLDbAALR6dDtAnE6hC1ht4PreZGBLJkVyPPEwQGhFM6PnVHK6GccnHNh442k6dSozneUQpk7ByyRaIzziVKoS5ag5fcvjup8kvawZKYx7Q6oq666Cm+99RbuvPNO/PznP8cRRxyB888/H9u3b8fQ0BDOPfdcLFy4EM899xwuv/xy3HPPPXjuueeKr3/wwQfxzDPP4Oabb8azzz4LQgguvPBC5AoH/EbNIWks+TffFJlOigJCiKjzzmbFn3LHU6M2HSvYbDU77pBgEOr8eSCcw+ja27CICbJZEJtWdCw5PngKQnfdBXX+fLDeXrCdu8C6e8DTaShe78Qv88pGDJy9BoPnX4ihL1+FwfMvxMDZa5B9ZWPxuYE1n8fgeRcg8pWvYvC88zGw5vPFMfW+pkQimZ0M637kdIBQCuJ0gLa1gieS4vk6GtfV5WyTHTcVsO6e4r+VxYeg6WfPInjH7VB8vmm7p/FgdZuu53ZulvEgO0JWVTYLomozsruhpDbyPHHwoM6fB+LxAA6HsKl1Xdj+haD0ML24RshwKAronDlgg0Pg8fjUXw8oBhvoKPp40h6WzESmtQRv165d2LhxI55++mkce+yxAIDrrrsOL7/8Mn7961/D4XDAZrPhhhtugKqqWLx4MXbt2oVHHnkEq1evRi6Xw2OPPYa1a9fi1FNPBQDcddddOOWUU/Diiy/izDPPxE9/+tMpn0MyvXBdHznqMRO0n8zsrOqsJ00ThyhFgdE/UNkmeyLXmMChy/GRjwyLmrB4HMTlAnG7QRx2EKrA6O7G0Lp1CK5fP64UXzNbgScSomOJ3QZkc8hv2YrBK68EQMDTKfBUuqS/wRhYNIrcW50Y/MpV8Hzh87CfcopljZfRrjmR9yCRSGYGw7oflUEIAQ346142pe/eXddxU4amwXPJxfB9+UoQm21672WccN1atrLVcVbQVqyAumQx8lu2gjpaK6/DOVgkKsvOZxHyPHFwQUMhULcbcLlAAHBDB8/mhN6SqWMKlBrtTPVZQFVBW1vB+vtrymtMCYQADseoWnUTsYcbpa8oObiZ1m9UMBjEww8/jBVlGzwhBJxzRKNRvP766zj++OOhlnl2TzjhBOzYsQMDAwPYunUrkskkTjjhhOLzPp8Py5cvx2uvvQYADZlD0ni0Y44VUY58furaqNYDVRWbn1GV9RQOQ53XAeRyMPbsmZzzSdPAzdI+qyHiwlh10aLiQ8XsgmQCyrwOKGGxwU80u2C0bAXS2gI2MAjW3y8OFYyJUkpVBWwawDl4PA7W3Y3Y7d/DwHkXWIrYTEeGhEQiaQwVZVMc4Ok0WDwhOoRyTEnZVG77trqOmwq0f/gHtPzXC/Bfs3bWOZ8AAE5HfcdZgFAqsn89QuOQZzJCOzKTAevuAfF4JlV2Lmks8jxxcCF0oA4B6+8H0/MgigqOQgfnXK5UCWEYU+98stmE86m3t3HOJ9Pm5wz597Yhv2nTsCETsYdltpSkUUxrBpTP5ytGCUxeeOEF7N69GyeffDLuuusuHHZYpa5CS0sLAGDfvn3oLnQWmFPV2aWlpQX79+8HAHR3d0/5HOFweBzvugTnHKlUakKvPVBIp9MVf1uFL1kMumQJ2DvvTMVt1QdFGd6Fw2YDnTNHlNv19IInk5O/jq6DKArAmTiEWaGw4SR+/nOwhQugnXgi9E2bkHtvG4jfL+rpqzdtvw+597Yh/vrrUC1EhUebTxwYC8ZCNis+K4jfCeGwKxgPqiqcUYqC3OYtGLzmWrhuuhHaiSeO+5ojvYeJfgcPFDjnw7JJJJKZSEX3o0hEtN7mXDRNsNtB/f76l03199d3XD0hBDQcQvOvfjGrHSVKMAQDOyyNqyf2k09CcP16xB94ALn3toFmMuAOB2zLlk6NoL1kypDnCWvniQPF3sm/+iqMIVHqxqNRMEoAxhtf9eB0ggYCYPv3T6gKYcIoSsHZlgdLp5Hevx/6kiUVQ8ZrD+dffRWpb3wLPJkACQQAmx88lxvR9j5QvktTycH2GY3nPDGjuuC98cYb+PrXv45/+Zd/wYc+9CHcdtttsFVF8+x2OwAgm80Wf6C1xkQL3c8ymcyUzzFR8vk8tmzZMuHXH0js3LnT+mDGoL7/PtweN+oXD60jlIKUO1Eg/EK0uQnU6wWLxWEMDtZvsyp0/hvvtstVFca27YhcdTVil18GcA5/Jg3mdNQWQGcMNJPBrrc6kSs4jEbD9lbniPORVBqK6WwiBJwSwDCEjny1045z6IYB7veBDgxi4M67MXSDT0R/xnHNsd7DuL6DBxjV65tEMhPRVqwADYeR3/wOgMrupzydhpFOQVt+RH3LpgyL67TVcXWCuF0gPj/Y0NCsdj4BAG2fC+ONNyyNqzf2k0+CdsI/Ifqzn6Hnb2+h9eiV8H/qU6NqqkhmPvI8MTqz2d6xvdUJ34MPgaTT4KEQaDwOMgVNe2rZ1OVHa+J2g3s8MLq7G+74Mq9GGAPjDDsjEehVP/9x2cOEIHjn3VCjUbBwwdFvyoaMYXvP5u9SoziYPiOr54kZs8P+7ne/w9VXX42VK1fizjvvBAA4HI6icJ+JuUC7XC44HML9kMvliv82xzgLLZEbMcdE0TQNS6o81gcb6XQaO3fuxMKFC4uf92jkNv4ZmbvuBtuzB7ywoc8oamkx2e1Q5rSBGAxs337wTAb1zjfhwLjnJJwDuSyQySB0511wfOXLyDqcIkXXMdy1xwvR4QUrj4K6bNmY8+uGgcQI83HOwQgpHh7JSN2NCABCYXM5QZxO8KYw1J4eHMp5zXsY7ZojvYfxfgcPNLZtm77SIYlkQpgLXvVaOxVnAKvOnUY5gRQFtKkJyOVE1P0AgFd1CZvsuPGQfWVjMQPKlUkj/fs/wPiP/5QZULMYeZ4Ymdlu73DGkPjOd2HkcyDtc0WZpc8LtqugwcdYXYK7Y9nUxOcTjYV6eupuz4+Jqoosk4LTy7ZwIZaceeawQMR47GFwjkRPD0hTuPbYGrb3bP8uNYKD7TMaz3liRjignnjiCdxyyy04/fTTcccddxS9Z21tbejt7a0Ya/6/tbUVeiFTore3F/Pnz68Ys3Tp0obNMVEIIZPacA4knE7nmJ9F/Ps/QPL2O0pe+Zmk42NuBlX3RJuaQH1esEhUZD3NFCgtZQ8YBhCPI/fww1CbmmB0d4M4nRVplJxz8GhMlCYcd5yliDs/7jjkDl2C/Jatw+ZjTmfNz2sYjIE4XaAulzA0HA6wWAy2VAqOGt+X0a451nuw8h08EJHld5LZQn7TJrCBAZBQCHxoqFL/T1FAQkGwgYG6ipBDsehYsjpuDDjnyPzmhdKeUgbx+UDcbrCBgeFNLWYxxG4tYmp1nFXKBXqJ3w9W0EiRDStmL/I8YY3Zau/kOjvBd+yEEgwVpCcAls6ItZKShpwLaDAgFCSmo+waKGnL5vOA3Y7AunVweDzDho3HHs6+/DKIroM6HDXt+9Fs79n6XWokB8tnNJ7zxLTnbT/11FO46aabcPbZZ+Puu++uSN06/vjj8cYbb8AoK2V69dVXsWjRIoTDYSxduhQejwd//etfi8/HYjFs3rwZxx13XMPmkEw9mZf/hNjtdwi9IFUd3mJ1OqF0ePqt3Q5l4QIQux161966iuLWBZsmoiKEiFpyQsCTBf0At0uIsqbT4IwJod8JiLIOE3ktn29Pl7X7ZBykuam0qI3RGnvUa0phWYlkVsMGB8GSSdG0gXPRiML8wzl4LA6WStZ3vSUW1wqr40bB2Lcfg+edj8EvXlS5p2ga6Nw5AKUi6+kAcj4BgO0D1pw8VsdZYZhAr8MhyucdsmHFbEWeJw58yhtR8EQS+o4dMHp7RSA1r489wSSh4TC4wcAjkSm/Vk0IEY4nXQfsdvjWXg3HB0+pPXQc9rCpr4jsCHvLGLa3RDJepvUUtmPHDtx66604/fTTcdFFF2FgYAB9fX3o6+tDPB7H6tWrkUgkcN1112Hbtm34xS9+gccffxwXXXQRAFFnuGbNGtxxxx34/e9/j61bt+IrX/kK2tracPrppwNAQ+aQTC2cMcS++11hdNs0EfWYSVkbNbKelLlzwIYiMPbunZmHhVwe3DSAOAcoBfX7wAYG4LvoImjLloInU2C9veDJFLRlSxFcf9u4o8GmyGv5fCyRFKLBTufYnfsoBVXUwm2K1tjqksWjarzUuuZk3oNEIpkZkEBANDAwDMBmA1HV4h/YbIBhgKfSQkC1XljV9piEBghnDIkf/Qg9//whZP77xYrnaDAI2tQE1tc/fYeeKcbxoX+u6zgr5Ddtgr5tu2hNXrUHEUJAA37o27bX7C4lmXnI88TBQXkjCr2rS3SvtKBJWg9Ic5MoW5tM1+qJQimIzwcaCIAGAtBWrkT4R4/B+6XRvzdW7WFtxQqoSxaDRSLDxMqt2t4SyXiY1jSS3/72t8jn83jxxRfx4ouVRteqVauwfv16PProo7jllluwatUqNDc345prrsGqVauK46644grouo7rr78emUwGxx9/PDZs2FCMfITD4YbMIRk/nDHomzbB9lanEJkeobQrv2kTjF27C44KIiKSZdGjaaFGeQTsdihtreC5HIw9XcPFtGcShfRdXvg30TRwQoB0GrSjA+EnnxDlLoODoKEQtBUrJpw1ZD/5JNg+cGJxPmNgAPH13wUnRBgPhU53xT/mz7dwKGD5PGgaYJGo5Qym6mtO9j1IJJKZACk5rKv91ub/C/tE3ciPoE830XHVL9u6FZFr1iFXLcJtt4M2N4HHE+CN0npSVWv7Vp0zkHk0Vls/sRxKxbg6YWZSjFjWZ7eL7lozLXtZUhN5njhw4Iwh1/k28m/+LwBAXbkShCrgkSGQQADK4kOQ+8tfxXph06a+AQQhoM3N4LGYsFmnGkJE8DUYBOcMYByhx38Iqmlgg4MggSAADh6JINfZOaZta8UeNrOlhtatA+vuAQ34AbsdyGbHZXtLJFYhfFhfRkkjePvttwEARx555DTfyfRgCn9m//4ejGQCimaDtmA+fNdcMyydNPPSSxi89HLweLxgoPKpEZudBLS5uajNwePxhl9/VMFESkWEqPyAVO5AK2x2JtpRR8K/bt2UZQplXnoJQ1++CsTnhbF7j4jslF2fcy7uVVFEZzyfF9Tpgrpk8ZQIw6ZSKWzZsgXLli07KGq0qznY16KZzGz52TTqd0jsBZeJcmFT8wMEQgiEi8xKtxuhB+6D47TT6nLNvcuOAKoi3jXXW58P7VvesTwvz2QQv+9+xB94sGJtJl4vvGu/isRD3wfrH7Dk2Grfu8fydUdjb/u84feJ2ntLva4JAMnnnkPkK18dWRewkCkbuOt7cK9eXZdr5jo7MXj+hSBuN4jTAcYYMpkMHA4HKKWiXCWZQmjDI/XTE5shTOT3dbasRQcj4/nZzHR7J/vKRkRvvgX5v/9drH1mYFJRQDweULcbcLlgvP++eAGlUxvspRS0uRlsaKhx1QwFfVZlwXzwaAzasqUIP/kECKXFs5O+bbtwoGtaXW3jivn1PIg68vwz/bs0EzjYPqPxrEUzSEhHcrBgCn+ywUEglwfN5QCkkX+rEwPnngff2qsr0kppKCSyc2Zy1lMmC2PPnum/x2ooBTSh98SB0mGm/H2YOlCGAdjt0Pd0TakAq5lCTagCYreLlGZKQMxjTqEkkLhcUBctgveqL0NpapIZTBLJQQ4NhUBdbjBVAx8cBPQyZwWlIKEQqM1WX52KKeiCl/3LXxC5Zh307dsrHrf/6+nw3/RtaB0diH3zhnHc5OyGBoOlDCi7XexFjJWCJ7pezAioF2bJSX7LVlBHpfizWXKiLVsqS04kkjrCGRsxEyf7ykYMXnklWG9fyfFkYhgiI1HTRAds01E9lRpthY6jrL+/sba9YQBOB1gkCur1FjOPypsm0EBQZG9mc3VtmiCrBySNQjqgJA3FFP5kg4Pg6YzYVIoZMBzIZhG7/Q5oRyyH4xSRCWUMDQHR6PTeeK2ORE1NIE6n0OZIpabpxkaAUpCmJnFIM0tW1IKTiYtMgeLGTal4XFGgtLWKTK7uHsQfeAC2D5xY942nwvBvbhY6WXkd3KzjLxw2SCAA/7prpWaTRCIBINYOGg7DeGeTyHgqhzHwwQHQI1bU12lgWIyuWxjHIhFEb7kVqaeernictrbC/81vwPl/P35QGvpKUxOozwcWi4n132w0wnnJ+eTzQWlqqts1q0tO4PeJ71AmAx6NyZITiaTOjJa9Y/vAiYjefAtYT++oenoN6zynqqChIFhfX+M7bnMOomqwLV9WzDwa1jTBtOudDlBHa11tdkLpAZf1KZl5yJ1V0lDymzYh/9428LwunB6qWkyvJ1QR3YxyOcS+czs4YyIi8sUvNX4DqKZ8Q7TboMyfBwKA7d07c5xPhEBZuBDuC86HMn9+KV2YMaGblReGPW1rAxz2ypc6nVA62kE9nikXYC3vzMETCSjNzaWod+GetaVLEfqObIEtGc6DDz6Ic845p+KxLVu2YM2aNTj66KNx2mmnYcOGDRXPM8Zw77334pRTTsHKlStx3nnnYdeuXQ2fQzJ5WCIx3PlUfJKL5+tJJjvpcZxzpP/z1+g57UOVzidK4frsZ9Dy4m/h+sRZ0+/s0CzGJK2Os3rZFSugHbEcxOUCnA6x3+u6+NvpAHG5oB2xvO7ZSNUCvXQoIhtWSCRTgJm9k9+yBcTtBm1tAXG7i9k70Ru/jfzmzZNq5lA3bDYgEBCZWI08exCIM5DbDeLxwHPJxcU1SDZNkBxoSAeUpKGIzKe0KAUr1DmblMuR6e+/j8z/vonBr18H1PtAMQlIOATa3ALW2yfScqfbMWaiqoDLBWXePPi/9U0Ev7Me2pErhHMvnxdaSg4H1I4OKM1NIM0t4nV2O5SFC6AsWgjq8QAQPwfOGFgyidwbb4yrDbUQj+xE5qWXkOvsHPG15YY/OAd1uUCDQWhHHAH/zTeh+Te/lsa/ZBg/+tGPcO+991Y8NjQ0hHPPPRcLFy7Ec889h8svvxz33HMPnnvuueKYBx98EM888wxuvvlmPPvssyCE4MILL0Su4PBs1BySyZHr7BQZk2b3zKIgOSlq2Rl79yLX2Vm/i05ShFzfuw+DXzgPg1+6WETTC6hLliD81JMI3HE7lJnSft3nr+84i5hBCRoKgjicUNpaQdvbRUauwwkaCk1ZNpL95JMQfvIJeB68H9Err4DnwfsRfvIJuf9IJHViWPaO0wFCKYjTAdrWCp5IIvn0MzPDnnbYQTyeqc20MnVXqzt6cwjHu2GAJ5OIP/Agsn97S9jTb7wBlssBozVN0POyaYJk1iBL8CQNhYZCQo+IscrWqYZR0n0AwGMxDH7q040T/RsLTRNaT8kUWFfXdN/NcArR4vzf/obUL38J16pVaPrAiUg+8STid98DnstCCTcBDrtwAMaixfp2WiaMxxIJsN4+0emDMcTvuQ+Z/37RksDheMURZa25xCo9PT247rrr8MYbb2DRokUVz/30pz+FzWbDDTfcAFVVsXjxYuzatQuPPPIIVq9ejVwuh8ceewxr167FqaeeCgC46667cMopp+DFF1/EmWee2ZA5JJMn/+abpRIthYpMKLOkmBLRDUnXkX/zTdiPPnpa75UbBpKP/xix9d8BTyZLT9hs8HzxQngvv6zo9J8xOBz1HTcOzKCEuYcgmwWqylCmCkIp1BUrkFMUqMuWyT1IIqkjY2XvEKcDGBiorbPaQIjLBdgK+oJTcgFS2LsKuna1xNM5BzIZ8GwWuVf/gsEvnFt6KhYDs9uhhGtoHGazIKpWX/1DiWQKkbuspKFoK1ZAWTC/IDBYJiJoptubcD5jnE8kGARtaYHR2zezowuMgcfjiN14EwbOXoPcn1+F5/PnIHTvPbAdeSR4KgXW2ytKDFYcCW35ciCXK2aesUQCRtde4aDiHHA6QQOBYop09pWNI156rPTqkV5r1po7TjsNtqOOkoa/pCbvvPMO/H4//uM//gMrV66seO7111/H8ccfD7WsNfwJJ5yAHTt2YGBgAFu3bkUymcQJJ5xQfN7n82H58uV47bXXGjaHpM5wlAIXhjGjOqPmt2xB31mrEP3GNyucT7Z/+Ac0P/8r+NZdO/OcT0Bd9a4mgpmNFNrwCIJ33YnQhkdkNpJEMsthg4Pg+fyI2TucUGFz2kbI7mkAxOMBpxQ8Ume9WU0DXC7xt9mxL5sdW9S8oH/HGQNtbQENBADOwfbvh1HVadtsmqAuWSybJkhmDTIDStJQCKXwrr0ag184D8jlhdg0YzOj7rsaTQNtaQZSKbC9e6f7bqyjqsO6YtTKNMr9+dWiACvx+2D09JY2RUWB2toqUqTHEDhspDii5ODkQx/6ED70oQ/VfK67uxuHHXZYxWMtLaLEdN++feju7gYAzJkzZ9iY/fv3N2yO8ATLrDjnSByIUTwAAHboSURBVM0UnbkRSKfTFX9PFcay5SKCXCs4YUaTbTYYy5bX7zOzGpUnBMmhIWQeeBCZRx6tjG57vXBecTnsZ/8bdE2DbuVzcrkAK+/B5arfex1JW6vGuCn9Ti5ZIi4DQM9kpu46ZTTqOzwTmMh75ZwPy16RSKxgdj5GNic03gCAAzyTBtcNIJMRZwGHAzybbfh5gPh84LmcuI96zx0Kgnq94v0auhBZz2Qsv0cejQJ+P4jHDaWjA8buXWBde0EWzAdxOIBsFiwSlU0TJLMO6YCSNJTsKxuR/P4PxEaTy1VGAUwdD8bEIaNWemqDIAE/iMsN1tc/YzKxrEJcThCPZ5jjp7qrRXnJQ37zFiCdLhoBSksLiMct5qsSOKyeZzziiLKzhqTeZDIZ2Koip3a7ENnPZrPFQ1atMdFCd81GzDFR8vk8tmzZMuHXN5KdO3dO7QUUima7HXSUNZnZ7dimUKBOn1mzqoDmh+9F1ccHZrdh4F8/CmXfvorHcyecgPRFX0R/awv0bdusXzebtZSizrLZun0/Ak1NsPf2Dnu8+r1mm5pmzXdyvEz5d3gGMd73Wr2+SSRWqOh87GgFkikYvb3C2WQGoAkRzpYGl+GRQEA0EpoiO5/39cMYHAKx20H8PnGuUSigj5EBZcIYjN5eqO5FoF4P0DYHRn8/eCQKTmMgqgZt2dIpL1OWSOqNdEBJGoZZpsUTCSitrWDBINi+fSXxVkpBNE2k6k6XF19VQZubwdNpcW+zEUWx7Pgxs6OSjz+O2O3fA20Kg7rcohtHxUA7eDRaswTR6B8AS6dBNA0UHMThrHx91Ws5Y1L3SVI3HA5HUQjcxHT4uFwuOAp6Nblcrvhvc4zT6WzYHBNF0zQsKWSEzFTS6TR27tyJhQsXFj+PqcDI5RAboymFkkjgsEMPhVKnw/KQ1wdUrXscZUscIYDNBiWTBcr2DNLaCte1axE84wwRUBnvdS3WFCrgWLZs2bjnr0V8ySHQN2+ueKzivRbwLDkEc+p0zZlCo77DM4GJvNdt43CeSiTlmE0Ghtatg7F7jyhL5rxk5ytKoYy6wZlPoRB4PG690cREMJ1r6XRRW3VcYuuEgGez4Jk0iNMJEgyA5nLwXnk51EWLJmxDSztcMt1IB5SkIdQq01KcDnCFgu/aDTAGYrNBaW+HvmvXtHTDID4fiMsluttN5YZkBUon9hkQAmIeF8ocP6NtNoRS2P7hH0DdbhCqDD9tACMKHGZf2Yj4nXeCx2JCIJFSELu9IoOq/LXjFSqXSMaira0NvVVZG+b/W1tboRcyKXt7ezF//vyKMUuXLm3YHBOFEDIpB1YjcTqdU3qv0e//YOxDCudgj/0Q3qu+UpdrDjU1DXNAFXE4ROS8PMONUrg+82l4114NdRI/9yFVAwwLmXOqVrfPPN3aCit5x2pr66z5To6Xqf4OzyTG815l+Z1kMthPPgmB227F4JcuEbataX86nSA+H1hPjxjYICcUDYXAotGxtZgmC+fiGoRMzMnGmHBC6YYwzbNZEE2D7R/+YcIVBdIOl8wEpLtTUlc4Y8h1doq2oZ2d4IyBM4bUL3+J/KZ3RHaMObawEPNCK1Key4GZgq2NLL9TFNC2VoAQsO7u6Xc+ARN3wFEKbgrEFhw/xu49GDh7DQbPvxBDX74Kg+dfiIGz11QIg5sp0iwSKf5cTEYSODQz2vQ9e4BCqREIAc9koHd1gSeSFa9lkeiEhMolktE4/vjj8cYbb8AoMyRfffVVLFq0COFwGEuXLoXH48Ff//rX4vOxWAybN2/Gcccd17A5JJMn/9ZbdR1nBaWWcK6miTXPjGgXUA87FOEf/xiB226dlPNJTGYxPjiB7KqR4H3WxPKtjpvQPdSwISQSyeyH+v0gTieU9nYo8zqgLJgP0tICFo9PvSPIhBDhfIpEGndNwxBnmok41wqvIapSF7HxiTYMkkjqjcyAktSNWl51Wjh4Gfv2gQ0NAfE4yNAQiNcDHk+AZ7MgZQszKwj6Ngri9YC4PWADAzPD8VSNqlirFSdEpDETAqKoxY1KaWtD7Ac/AJJJodFktwHZ3DCR8vIUaVOUHJyLtOFUGiQQqBA4LM9oU+bMAU8mYXTtFRtt4Z71/ftBPR4QjweeSy5G4sGHpFC5pO6sXr0ajz76KK677jpccMEF6OzsxOOPP44bb7wRgNAtWbNmDe644w6EQiG0t7fj9ttvR1tbG04//fSGzSGZPMTvr+s4KxiKUjm3yyX08qoOE2TRIjT98hdQAoG6XbvRsL7h+k+TGTdeZGReIjlwYYODgK6DhEPgqZSwGRvUZACAkPkIBGZGN+vxaF0pCsAhbPNJiI3LhkGSmYR0QEnqQrm+k+no4JEo8pvfAThAm8JiEQXA0ynwRKIkOj4dHfAoBW1uAs9kRdbTTEU3RIR7pLpxQkQqM+fij90ODg7e3VMqgUsmLW02pih59OZbkH/33VIWmqZBnTev4rLVwuPE4wE62sF6+4SwJADkclA6OuBfdy3gcQuhc5sNSGfAnY7i/UihcslkCIfDePTRR3HLLbdg1apVaG5uxjXXXINVq1YVx1xxxRXQdR3XX389MpkMjj/+eGzYsKEoqtuoOSSTw3biicg89wtL4+rG7t3ib6cTMAwhWFuOqoK2tYK4XfV1PjGrIrX1i+JXZ79Odtx4qGVD1AqWSCSS2YnZDY8NRUTJXYMrHYjPBz4TnE9ASQPLQoYn0TTwVApKRwecZ3wExOcFZ2zcTiLZMEgyk5AOKMmkKfeqk5ZW8FhU6AFFIqKtMyFg8YQoWUinSwuu6TRpMMTtBvF6Z27WUzWGIT47s5bc3LRNB57fD8RiAOcgmgqk0tCWLYXjjDOQuO/+cW82LB4HcbnE5+Swg1AFRnd3xSGADQ6KCHVZeQr1eEDcbiCdAcvnwWNReK/6MgAgeu3XRNSJUjBCQOx20JZmUI9HvHgUkXOJpJz169cPe+yoo47Cs88+O+JrFEXB2rVrsXbt2hHHNGIOyeSg4dDYg8YxzhLpDIjHDZ5IDnuKBPygwSB4NAaju6d+1wSsd0myOs4CXLMm3G51nOXrysi8RHLAo61YAXrIIuRf/Uvjyt8AQNNAXC7woaHGXdMKqirs+upziGnbUwp14UI4/99qZH77Wxjd3Ug8sgHJH/14Qpmhtez2CqQdLmkg0gElmTSmVx0cMLZuHb6xcC4cTxMV1q4XlIKEw0A+P7OznkzMz8t0PClKIRWXF4UJASEinl1xBAKrVsG1ZHFRZDz78svj2myKh4BkAsq8jgqnVfUhwIxkIZsDnKWuYIQQwOUETQPc6YLRtRfRhx8GG4qI90NpsSOI0bUX6GgXTqgRRM4lEonEJL/pHevj/vVfJ329zJ9eAfJ58HRVpF7TQOe0gXDA2N89NWUkmmotQKLVz4xTnA5YORYqZWt+PZCReYnkwCf351dh7NvfWOeTzQY4HODRaOOuaRXDAG1tLTU+0jTRhZsz8Hgc1OWG/bRTkXzmmaKMBiaRGTqS3V5E2uGSBiIdUJJJwwYHYUSjQHJ4hLhy4PQ5n4qdNgYHZ0fWEyCcTeZnZjqiCAFxOgGvFzweh9LaAu3CCzGQSqPpqCNhP+64YoTYymYDRYUxMIDMSy/BGBhA/r1tlg4Bpmh5fstWUEdrxfiiUOLSw5H+zQtCJ6qjA8bOnaINraYKEd98Hqy3D3C5wCNRaMuWTlhYUSKRHPiwHosaRRbHjYQxOITojTci/fPnhj1HQyGQgB88EoVRHimud2aOyw2k0tbG1QmezdV1nFVkZF4iOfAo775s7N6DyHe/CwxFGnZ94nCAq6qoEJixcBCnE5xSULcbPJkAT6VFoJZmkPzJEwBjoB3tIKYdP8HMUCt2u7TDJY1COqAkk8fnB6p1MWYKhAjBw7wO3lPnEomppuBwAiCyirxeIUQ4NAQU3ouxew+Mb34LfkVBwulEZsEC+K5dC8cpp4y52Ri9fQAhiK//Lng+DzAGFo2CGwYUcNGxsNwPVXYIqBYtpwG/KBPMZsEiURCPB66PfQxxswSQEigtLdC7uoC8Xszm4pkMWNde0GBwwsKKEonk4ICnLThkxjFu2Os4R+oXv0TshhuHOztsNpH1ZDDo+/aDVGc9OZ2oJ6SpCby/39K4eqHMnQsr4Rll7ty6XROQkXmJ5ECjuqEAGxxsaOYTcbmEVl0i0bBrWqJc95YxIJeHbeVR8Fx8MfSdOxG/+x4ABEpzMzgzYOzaDXAOtncfiFkxgIllhlqx26UdLmkU8lsmmTTG9u3TIyQ+Fg47aGsreCwOzMT027EoaD3RhQthO/oYIJsD6+0FcjmRQUSI2NBzOdB0GjwSQf6ttzDwhfMQ//4PipsN8bjBuntERzvGRPnb7j3gyaTQjXK7QdxusEQC0HXw3l7o7++AvmNHpe5J1SHAFC3Xli0FT6bAenvBkyloy5YiuP42KPPnCcdWIapNPG6oHR0gDofYeA0DYAxqRweC62+TArMSiWRU1BXL6zquHH3PHgx87mxErriy0vlkt4M2N0PtaAfiCRhdXTVL7ujCheO+5mjYli6t6zgrKG2tdR1nFTNYwiKRYQLn9Wg9LpFIGgNnDIkf/wSDV1yJXOfbQhfU42ms88njATcMIf0x0yBElAV63NCOOAKhx3+I8JNPwH7ySci88ALADCGB4XQIDV1AaEUZhmjyU74+2u3gen5cmaFj2e3SDpc0CpkBJZk0etee6b6FYdBQSBius0HraTQIAU+l4PjIR5DctxfIZkBbWksdRKodf4oCZLOI3X4HtOXL4fjgKQiuX1+KREWjgKKKzDC3G8r8eUAyBWPfPtFNyYzOFBxVelcX1I4OwO2qmZ5rP/kk2D5wYjHN2tSfIpQi19k5LKpNPG6o7kXgmTRYKg3kcvB/Zz3sR69s5KcqkUhmIUowWNdxAMB1HYlHHkX8ju+JEmETux2eCy6A7nIi//Qz0PftH1Xryfavp1u+phXsJ5+M7K9+ZWlcvbAddRTGKKQvjqsnMjIvkcx+sq9sROz++5H76/8IqQtFgaHrU9I1cySIzyfW8Vx9y4TrgqIAdhuIZgMNheD/xvWwH300ACDX2TlMB4+oSqkKQlVFh+l0BnAVsm0nmBk6mt0ukTQK6YCSTIrsKxuRfPZn030bJWw20HAYfGio8jAxG6EUJBgEHxxE7MYbhcOJELCurpLzySzTM4XJNQ2waUAuh9h3vwv7yScVN5tcZyfyb74Jfe9epH/2HEggAAICvbe39FrKxMbNOUBFhpW+f7/ocDfCIYBQWvNAUl4CSOwtIJksuKGDKCq4ww4UHFq2o45s1CcqkRzQlGtuNMqoZLqO7PPPw/23t5A9eiUcn/oUqDo1poVi0dC2Oi739tsY+urV0N/ZXPG47R//Eb5110A74gikfvd7ZLq6xpzLPm++pWtaRWkO13WcFdSWZnGAG0Uzhfh8UFua63ZNEzMyXx4sIaoGbdnScXd7kkgkjSX7ykbhQB6KlOzJQsOZRmU/kUBAZPbPJJ1XrxfKnDawvn6gIG2hHbpk2JpWSwePOJwgdrs4yyiiKRGLx0EBcId9UtqpI9ntEkmjkA4oybgxDznZl19B4vEfgfcPTPctAQBoMACuqCLraSaWBI4XxsAHqj5bzodHdsrfK+fFTnPGrt1I/fKXUMJh6Lv3IP2bF2Bs3w6WTILH40A6DR7wi6iKooCACF0mTRMOLjP9N5sFmTsXngvOh+0DJ1q+fTOqPXjllTDe/XvlfRICGg7LqLZEUieqNTeIpk2oVfN4iH//B4jfdz94LAYP50g99TTSN98K7+WXwfuli+p+PRaJjN1NlVIxbrR50mnE1n8HyR/+qOJwRPx+eK+8As5Vn4ASCoGoKnjGou4Ur+8hi1lsGW51nBW0FStgO3olsm/8r9B1rFqz4XLBdvTKKSuFk5F5iWT2UeygnEiIBg2JRGmdbpTzKRgUjvNGdtizQjwO+6c/Bff/W11zTTPPU/qOHWJ8uQ4egdBO3b1bPA6A9feDDQxIG1oy65EOKMm4yL6yEdH77oe+aZNY7Bmrf/ef8aJpIuspHgdPRqb3XqYbMysKAIvFELvh2+CGUTQIlNZW0KYwjGQSyGTAerLiZ6gopTkoBVQVNBAAi8WAXA5GXx8S992PzAsvTOBAW6ZkXi6sLpFI6oIZfeaJhEjhn0SrZqvEv/8DxG5bLwx+VQWH+E3n0ah4HKi7E4oGg2KtKlvnKiDCiU5HKcFL/+EPiH7t6zC69lY87vjoR+H9ypVQFy0CdZc6y+mdnZbuTe/sBD77WWtvxAIsYq1zk9VxVjCDBvq6dWDxBDilYPk8FE0DYQzU653yA4+MzEsks4v8pk3F8jFwDkaIyEJqhDOIEGGrRqPT2ml7NFJPPAn/N78xLDO4PGjEcjnwWAwsEoHS0QHqFWLjHAdAMF0iqYF0m0osk31lIwa+dDHyGzeCRyKlxX4aF33i94OEQmB9fSL19mAnny9t/IYBuFzgBTFzMAajtxdgXAiBA6WDXOFnyDkX2U+qKrIIdNGxTmluAnG7iwfa7Csbx7wVMyoGQ4d6+OFQFy2EMn8+1EULoR5+OGAYImo2Q40GiWQ2UB59pm1tIE4HCKUgTgdoWyt4Iln33zOm64jfd79YY+w24RSitKhxAcNA/L77wcy1p04oTU0gTufIGa5ctLRWanSG0wcGMHDxpRg8598rnE9KezsCd9+FwHdug7ZsWYXzCRDdlKxgdZxV2P79dR1nFbMUzrZ8GUghMEEUBbbly6RIrUQiGYZZPga7TWTvmA1yphpCQIIBYavOZDsym0XquV9UPlQIGuW3bBF6rG2toM3NgGHA2L0LbGAQzDBgdHeLz1LToLS3SxtacsAgM6AkluCMYWjd18DrmO4/KRQFtKUZPJkC7+mZ7ruZWZibkVlLns2KLhqUAHkdrK8PtKVZHMJMI0HXwQkA3ShlGBTmIQ4HiMsl2r46WsG6exB/4AFoJ/wT9M2bRyyVKI+KEUoAp7M8F2rcLWQlEslwKn7PqrILJ9Kq2Qrp558XZbyqCkJohcgsIRRcVcHjcaSffx7u1avrck0AUJcvL5YYAxheIgYAlIpxMIdwJJ95FrGbbxGBExNFgevTn4bnoguhzJ07zPFk4jzzTCQf+sGY9+Y888zxvp3RsZooOgUJpWYpXPz117HrrU4sWHkUvMcdJ0s9JBLJMGgoVGo4Y7c3RgDc1EitlqmYocS+811o7e2wn3zS8KBRYe9SwiFAU8G69opgcSwmPlOHA+qcOSCeyj1K2tCS2Yx0QEkskf3bWzB27pzu2wAAEK8XxOMB6++fWWKDM428LqLjhuhuR6gKrijg2SyIokDt6IDe0yO0Pgrj4bCD+gNgfX3isYKjr9iVo3Cgzb+zGf2f+CRYT8+IejO1RBUrsNvBo9FxtZCVSCSVTMfvmbF3r3BQjyQ2TqmI5O7dW/v5CaJv3gyiKOCF+SvgXGjZKQr0zZthO+oo5N9/H5Fr1yH351crhqpLD4f32mthP+ZocXgqL0GuQj3iiFKjh5EgRIyrI7Stta7jxguhFOqKFcgpCtRly6TzSSKR1MRsOJN7q7MxlQiqAuL1zRrnEwDwvj4MXnklQvfcA+Lz1gwasURCaOpyXqpiIAS0pWWY8wmAtKElsxppUUgskf3Nb6Zf2JtS0LZWEE0TjhXpfBoZRSl0tSv8iufz4IXNDJyD6waIxw11zhzQpia4P/95aCuPAvUHwFMpcbh0OKB0tIN6PBVTs3weLDIE/f33Qdxu0NaWmuV5FVGxWkywhaxEIikxHb9nSnv76GLgjAGEiHF1hA0OghuFsr5qLbnC/zkh0CMRxO66G70f/tcK5xNxOuG57FKENjwKx0kfgNLcPKrzCRDZXmPufZyLcXVECYysYzWRcRKJRDIVEEphP/VUkRVb57LrYWgaiMc7c6oxxgHr7UP05ltg9A+UShbN5xIJGF17RdfAQkk7cbtF57u9e8ETNRx70oaWzGKkA0piCZZINO5iNUSqidsNOncueOQg8vZbFesmpORoKitDIYQAqlJ6TNeLWQM8mwFLpWBEItCWLYX/phvR/B/PI/zYo/Ct/SpoKCRSg6kCFo+Dp9LgnINzDtbbC3CANjeNqjdjRsVYJFJRogOIshgWiUJdsnjKOipJJAcD0/F75jzrLBCvV5Tu8konFOcM0HUQrxfOs86q2zUBgASC4OmM+I/dLv7YbMV/E78fxOVC7GvXIX7H90T5cQHbP/0TQj/5MTwXnA913rwRS+6qyb/5Zl3HWYWGwyNnmJmoqhgnkUgk0wRnDOlfPQ/wKdYisttBXM7KUurZQqF0PL91K3J/exMwDPBorMyu7itqPZk2PfX7AJcTMAxRrVDR8Hp8eztnDLnOTmReegm5zk6pGyWZdmQJnsQSLJNp3MWqdD1oSzNAKNi+fTNbaLDeqKpwGlmIvhfHmM4ozsHBQUDANU3U5DNWzExgPb3iNTYb7KeeWiyvsB11FLQVK5B69mfIb90KZs5PCIjdDuLzApksYLeDOitFd2vpzXgvvRRD69aBdfeABvzioJjNgkWiIB6PbCErkUwSs3NZI3/PqKrCe/llottdNlfpKCk0LvBeftmwrj+Tp7L7nfmeiMMB+P3gQ0Ngu3dXvIIEAvBecTkcZ3wUSjhs2fFUfP00iZArTWFQv18I7NYS9FUUUL8fSpN0QEkkkukj19mJ/JYtmMqGbcTpANds4NH6df1sOIXugMlHN4Cn0kAkAgwNgvr84KZWa0GLlTgcwsZuaYGxpwtIp8GiERCfb9x7e3m3vZEkMySSRiMdUJJREV7zt5H96/9M7YVqaWw4HEJoPBIFj83iTWe8KIo4cBQOcgBGTmuuFuOlFLS5GWxgAMjr4GZ3qvJyGULEH5sNxGZD8idPgLhcUOfPAw2FwKJRGH19xfpz8x54Oi3K8wAora21xW+ratLNjkrFzS8aBVE1aMuWys1PIqkT5u9Z7P77oW/ZWjIyly2F77LLpuT3zPuliwAA8fvuB4/FQExHtd8P7+WXFZ+vJzwSAXE6RZlCPg9utxfKDzjYnj3DHDWOj50Bz2WXQZ07BzQYBJmAQ8x55plIfv/hoiN++E2Jx+stQq6tWAHtiOVCV0XXRTaXeQ92O4iqQjtiucwglUgk00rujTemtPSOuN3CtzVTzgGaBjidwgZOpqy/d3McpSChkNCwSqbA0pnS2p43AEqhtLQABKAeD3j7XLC9+0TTpUxmXDa02W2PJxJCc8puA7K5omRGcP16aYdLpgXpgJKMiOk1z2/ZCt7fP2XXITWcT6SpCcRmA9vfffBoPRHRKQ75vMj86mgH1TQQhxNGKgW2fXtprKoKhxKvyggIBqE0N4E6nTB6e0VUxcx8gvhcqdcLoiogDmeh7rwL0W/dAOLzgWiaONxxDmXBArC+PjGHuTmaf0Y6yNWoSTc7KuU3bRqxY55EIqkHpOQkIQRT0iKtDO+XLoL7gvMR/dnP0PO3t9B69Er4P/WpKch8EtBQCNTtBvd4RIanqoH39w8TvqUtLfB97Wuwn/hPoMHgMB278WBbuRLKooUw3t8xYjaqsmghbCtXTvgatSjPbOOJJEg4BE4oCGfg6YzMIJVIJDMCY9/+KZubeD3gugGk01N2jfFA58xBy59fgbF1q9Ak9HgwuObzQCIhgrUjOaPKgiM8ngCQKNnV5nOGAeJ0QqkSHaeaBjQ1wfe1a0UWr0UbeqRue3A6Kjpa2z5wotxHJA1HOqAkNSn3msNmL3Y1qitmVk65UW+zQWlrBY8nRMndwUbhM1HmzAH1+YoPE8ZKmVFAIYNJAwxW+VguB865EBh3LwLPpGEkkuDd3cVWruaZlCeSpW5WhIh681weLBYTEZpwGOoiMQfXDRBVATig79kD1t8PMq+jooOHWZOuLVs6LCpPKJVtYiWSKaI6yolClFPfOvVRTkIplMWLkU8koSxePKWGrLZiBdTly5Df0wUSi4lyuyqnEG1rQ/iJH0Npappw1lM5hFK4zz4bsVturV0CXnh+Kt53dQYp9AwgM0glEskMgtX7bFCA+P3gmUyFlt+0Qil8V1wOxWaDUmbP+r58pShHH+lzqG7YoSilqg/DKMpmwOWEsmAhCK1tV7tWrRrXPpPftKlmtz2gtmSGRNJIpANKMgzOGGL33w82FAEJ+EHKS7HqtdEQMsyYJ6EQiNsN1tsnNp3ZQr0+F5cL2sKF0Lv2gAT84jEO8ExabMBm5pFhlBx3hawpw+WEajAQh6NSBwYAUimR0lteNscBo7dXzKOpgF6YU1WKm6HR2wt10SIQp7P0MsbE/+12qeskkcwApjPKaWbJ5t7bBn8mjYTDidyhS6bOOUL+//buOz6Kav0f+OfMzPZNNr0Yei8hEJUmHb7YUETUa6EoVRFQVBBUBP0Bgl6qIFW4KKAiotyrYrteG4oIqCACamjSkpCEJJtk68z5/THZSTaFFFI3z/v1ykuYnZ09cww75zznnOcw6DolwPXdnpI7JQYDLGMegtSkSYVzPZWGKwpc33wDmIyAw+n/3BIEwGSC65tvYJ04odqCUDSDlBBSl3BF0b6T5L+Sqvz6LDRUnY1fV4JPkgRd+/YwjxwBwP/+DTf0RPDMmepzODvb/xlRdNm2Xl/w3c0YuMAAt7rqgZnNUFKqrl2tZGSoy/EL7bbnp0jKDEJqEgWgSDG5W7fBve8nQFHUGVC+SH1ZybDLwxesKXwtSYIYGwPuckPxzcipT6qovJbRo2C67TZcnjARcLnBZblgGZ1vpIRzQBQhxsYCOglMlCDrdWAXLkLq2AG2qVOQs3qNX74lqUVzyH+fVbdqz8edDvW6ojqrCYyBiflfB/nL7LjLBe50gJlMBYV0uSCYzQiaOgWOTz6hvE6E1LLaGuUsPOuK2WxQ8nfErK7cErLdDvuq15C7ek3x71xBAIuKghARAc/x4/7fWVfJc+QIPL8fVTsJACBJ6lcmoJbD7Ybn96PVOopMM0gJIXVF0aTWShXnZmLh4eB2u7p5Th3B4q6BbfZzYIJQalLv0NWroKSlwf3DD3D/8ivk9Aw1V6GiAHY7IElgvryuvuuCgefPkLLccw88hw9XWbtaCAtT2/0utzqAUlQJKTMIqSkUgCJ+XHu+h335CjUPkSTCL4fI1QRafLmDiswUYjYbEBICJT1dDXbVR0V27dOm01awvpyffIrgWTMhtWqpJp7Ny9MCTtooitcLyDIURYZosamjQ6mXwE0mGB+eCGOfPjD06uU3Wi516ICMUaPhOXYcgjEajDF1Tb2v3F6v2mHLf0Axg0EdeQLUpXfabRZMBTY9cD+khAR4fvkZAKBLTIQ+IYFG5QmpYbUxyll01hXnHHA6wYxGMJOpSmddca8Xru+/R9acF+BNKjLSbjKCRURCio1Vd4y7nA7Pvp+qNBgkp6WpHSxFAfT5dVw4IXl+B0yuxjyJhBBSF5SU1FqpqplKjEEID4eSlVW3cr/qdLA98ggMvXuVmtTbffQYPNNnwPrgQ7A8+CBsL78M79GjUDIy4DlxAtnzFqiD+pwXS10BRQEEAfru3RA88+kqm+2qi4+H1KqlX9u/8OeWljKDkJpAASii0ToVublqA9uTn0zPNwOqpJ3qykOnUx8mhd8rCBBiY8A44D1/Hqwad9CocfkBKCE6GkpKSrlnj8ln/4bjrbdhfXQS0h8aqwab9Dr/GWiSBHAOnpYO2eOBoNNDbNsG6TffjMiePQGUPFoeNHkyLs+cBfncOTBzoaUp+TvtCVGR2sNJiIpUt32VZUD2qqM3haYCG/r1Q8ao0bSlKyF1QG2MchaddcULb4RQRbOuOOeQLybDvmQJ8t7dUSyHhhAVBeGaWIihoeDgUDLS1VmbXk+VBtuUy5e1DkJJ9+obvVYuX66yzySEkLqmtOXezGC4+gFkxtQdnDMyqnVHvbLKAEEoaHPrdBBCQwGvF1z2wvG//8G+dDm4PUftv+TfvyJ71VUFGRnIXrwY4htvaG1iY//+6uYZwcHqQIbHAy5JBZ/h9ar9oeBgiBERVTrbtfBGFpQyg9Q1FIAiGt9SA+50lhx0qmjwyTdzp+hIhtUCMTISPDMLcqA12jlX71cUIVgsUPK/7CFJVx7RYQxQOHK3vQXbopfUB7pv2R3UJOHMZFIDRYIIJSsLQY9Phf666+Bp0QLn/vijzKIJQUGQL1wAz8ouKKsgQIi7xm+XKGaxgJnNapm8MpTUVG0qsKFfP+Ru3UpbuhJSR9TGKGd1z7pSHA44PvoY2YtehpKc7P+i0QghJgZS40ZgJhO4I6/gO60agm1CaJiWRJbD/xnIUTB6LYTSMgZCSOAqfbn3VabnEAQ1+JSeXnvBJ+TvIh0eBsXtgUuWYbTZgMxMyNnZsC9/FdzrVZcG6vVgGZfB9XpwtwvKpTS1rS6K+QPFol+bWH9DT+g6dlBXNshedbBIy+FqBBMl6Dp2qJaZSEU3sqCUGaSuqFNhz9WrV2PUqFF+x44dO4aRI0eiS5cu6N+/PzZu3Oj3uqIoePXVV9GnTx907twZY8eOxZkzZ2r8GoFATktXI/T5kX8Alc/7ZDCoX8iFHyaMQYiJgRgWDuVicmCMGAuC+gMUSzbIDQYwvV5dtlFk3bcfX4J3UYT37Flcfnya+pDzFOQcEaOiIDZvpgaKjAaAAVLz5uVa9uabMiwnX4TYpIl6nZgYID9JL8+4DO5wgCsKuMOhjpSEhSFszWqEbdyA0GVLEbZxA8K2vAnXN98UjH7l53xhJiOEmGjwnFx1dKy+5fAipB7zjXIyqwVKckqxf8vVMcrpN+uqJJUMBHGPB+7jx5Hx8CRkTnvCL/gkNmqEkOXLoO/eDUJICKDXq4Gw/OCTL9gmtWpZpQ15MSJc3ZGUMXVWsG82qm+WMGP5o9fhVfaZhJCrQ/2JqucbeEDhgQcOcPtVzH7Kn82qpKXVavAJgDrL1WQCC1Lb2UpODuTki4CigIWEqClDOAccDsjnz0M+cwbKhYtqripBKGjni5JfmxhQVyEIYaFgRhPEmGgIcXEQY6LBjCYIYWHVOhPJ0LsXwrdt9WvPh2/bSsEnUqvqTABq8+bNePXVV/2OXb58GWPGjEGzZs2wc+dOTJ06FStWrMDOnTu1c1avXo133nkH8+fPx/bt28EYw4QJE+DOT15XU9cIBMrljIKlBoXzDlWETqf+FF0PbjRCbNpE3V3t3Ln6tcvdlfim7AL+wTrOIZ85DWaxwHTXXVe+hi9nlCSB2+2QU1LUY5KkPtC8XsiXLgG5eer5FejcFZ0yLZhNECwWiBHhkJo3A7Na1YTjuXlQUlPBc/Oga98OoYsWwti3D/QJCTD27w99QgK8R4+WO9kxIaTm+EY5de3blfhvuaobmr5ZV0pmpt+SNKBygSDOOeTMTOSsfx1pw4bD9eWXBS+KIsyjRiHsX5tg6N4NQY8+CjDAe/g38Kysag+26eLjoevYAcxiUQdWFEXdGVZRAIMBzGKpttFrQkjFUX+iepQ08MCdjsoHjnQ6CBERUFJTq26H7avAHXnaAA6cLvALFwAOCI3iIJhNaqqQwgOshdNr5OdnBWNgklisTex7Rus7tAdkBXDkAbICfYf21fKMLsq3tM/Xnqdld6S21foSvJSUFDz33HM4ePAgmjdv7vfau+++C71ejxdeeAGSJKFly5Y4c+YMNmzYgLvuugtutxubNm3CjBkz0K9fPwDAsmXL0KdPH3zxxRcYMmRIjVwjUAihoQVLDXwPA1+goRwzoZjJpD6MipwqRESABVmhpKWrM3sChcDUYJtv6q2iFNST7wGmd8L58cdgBgNgtYKXlKhWltXr5D/YhOho8JRUNRG4TgfoJMDjhZyaCtHcrEJLasraIUuMioSSk4ugWU9DDA+/YtJD2tKVkLrL0LsX9Df0rLIEpldSNLcEbMHqc8PpBM/KrlAgSHE64T50CNnzX4Ln55/9XpM6dEDwjOmQWreGYDZDCA+D1KQJ2KxZNbakoPC98pxc8NBQeL1e6CQJzOWiPBqE1BHUn6heJS339tvQpiIMBgihIVBSUqtmh+2rJYrQtWkDJSUV3OOB4PGos1tjYyEGBQEckDMz/d9TZNAZXq+awsKYvwtrkTZxTT6jCanrav23/vfff4fNZsN//vMfdO7c2e+1AwcOoGvXrpCkgjhZjx49cOrUKaSnp+P48ePIzc1Fjx49tNeDg4PRoUMH7N+/v8auESjEiAh1qYEgqEGRwksNrkSvV79oHUWCTzodhKZNwAwGyOfOB1bwCQDAIMbFQWraFGKTxmCxMeqspfypuGKTJmBmszpKn5MDwaAHjMaCHQG1yzB1aq/Xq+Y3MZshREWqQS2PB1DUXE3c6YR8/lzFOnclTZkuzGAAZC/E8PAyR0aqa9kNIaRq1OQoZ9FZV8LlzArNuuJeL7wXLiD7lcVIv+8Bv+ATM5lgffxxhL62Crp2bSFGRkCMjgLLfwbX9JKCwvcKWQZzuQBZrrYZZoSQiqP+RPUqcbm301nxAJLJBGazqYMXdSH4JAjQdeiAiF0fIGzjBlheXoicf9wDBAdBCA0BkD/Ty+1WB4VLWx3COQSbrWDz8BLaxDQTiRBVrc+AGjhwIAYOHFjia8nJyWjTpo3fsaioKADAhQsXkJyfHyI2NrbYORcvXqyxa4SHB0buB99SA/ehw+BuN+BwqC8UDpjo9YBv+RxjYBZLwa55hbCQEIhhoVCysiHX8YdqiRhKzqvoCzC53fkzxbxq0I5z4FKalliQmUwA5+q69vxk4vKFi2BGI7gvUaEgqJ8jK+B56vI63250zGoFGsVBSb0E7nKp5ysKpLhGsD0/u9wdnqrcIYu2dCWEFOYb0bUfOIAzhw6jaecEBF1//RUb1Zxz8OxsuH7Yi+yFi+A9ccLvdX2vXgiaNg1ibIwajA8LVb/DiqjK3YLKozL3SgipOdSfqH5Fk1orly5V6P3MYgEsFvDU1GoqYcWxEBtss5+DIElquolWreDJzATT6bW2szbTy7eDXdGdvX3pOPTqYC+1iQm5sloPQF2J0+mEXu8/c8NgMAAAXC4XHPkBkpLOycrKqrFrVBbnHHn5gYfaxhUF8tGjYN26AX/+VbCkzOPRluVBksBCQ8FTkgGDGswotvWqKKoJqiUJcnKKFlipV2w2dTmhywUUTpQuCIAoqOu38+tHOX9BDSjlLz8BoL5msUA+f95/bTznamCPFVq6J6vL9oS4OHUHEEmC4ltjbjaDNW0C5nSC5znAPR4YXpwLOSHB7/fG9zvs+29hvEULsObNIP/xJ5g+qljQiF/OhNi2DTwtWsBbjv9XuvHj4Hl+LuSLyWAhNvVh63aDZ2apuVDGj4OjnuX3ulL9NQSc82LLMwkpLyYIkOLj4RZFSO3bXzEgozid8J49i5zXVsPx3k6/BrwQFgbrtMdh6NcPgl7d/loICqqJWyi3itwrIaTuoP6EqkraO9cmwrRhPdwffoi8554vdw4oFhwM6PXVH3zy9VnKc54ogsVeA2+XzpDz68/hcMDbogVYs6aQ/0oC00flDxgX2h2cMXUFQXAwkJGhHVcA8Ly8et0mLq+G3nYuj4ZWRxXpT9TpAJTRaNQS9/n4vqDNZjOMRjUI4na7tT/7zjGZTDV2jcryeDw4duxYpd9fVfS/HoJ161aIvumwAlOXfYkiBLcb8HrBdTooYaGAxwPJGgTk5Ph9wXOoIxtidBSUPAfk5OQKJRWsA5NwNTwvDyw3t/gDTFEArwyu10MJVetCyMyEkp4B5vVCkGVwgwFKaCiEzEwwWQYXRbDCyxjzH2CcMchRkRAzs+CNuwYZLy1A6PyXIJ0+DSU8rNgUX8HhgLdZMySLIlDK78zp06dLPK6/+WYEnzwFdv4ClCCrGvzyeCDYc8BNJqTffDPO/fFH2RWjKJDS0qDv1w/GH/dCyLis3qMkQm7UCLl3DYc7JKTU8tV1pdVfQ1C0QUxIVeJeL5TLl+H4/AvYFy9Rk84WYrz9dlgfeRiCzXbFWU+EEFIZ1J/wVxXtnaDPvoC5lKBZ0S4oCwkBF4SS86BWtaIzk0pa5icIkMPCwI0GsNQUJH38MbytWvm9nnbrrQhevUZtO1utEEURzDeILAqQw0LBzWYwUYCYekndfCgtDdxgCIg2cXk15LZzeTWkOipvf6JOB6BiYmKQWqSh6vt7dHQ0vPlR99TUVDRp0sTvnHbt2tXYNSpLp9OhVeEvvFrg2LgRzuWvqkvKfFF9nU6N9ufnJILHAybLEBxOMEUpnsuJMYjR0WAmo5poPDu72MPnSjiKP6xqE/N41Jk9jPkHoQQGFhWlLldj6qwxDg7LpEcAAM7Va9VcTshfeieKBSPkHk/+xdVpuszjgZCVDWaxwDJiBKI6dYL3yWnIe36umsS38OyirGwwmw22J6chpmPHYuV1OBw4ffo0mjVrpjVy/LRvD0/TJnCuWw/55CnA6QIkCWLHDjA+PBGRPXuWWSeevXsL3u/1gIsSxLhroBs8GLpeN0Ds0KHezgYos/4CXFJSUm0XgQQo33I7z8lTsC9dBtf//uf3utikCYKmT4e+S2cwnVQnZz0RQuo/6k+oqqq9o3i9yNq7t1znCuHh6iqBjIyaaeuXJwDFGPS2YDV/7aU0NAsJga59ewAFdXTNHUMhFW47GwxqTlVBAIuMgBgSAp6ZCZ6Wrn6G2QxRp4MYdw2M0x5DTK/Azg3Y0NvO5dHQ6qgi/Yk6HYDq2rUr3nnnHciyDFEUAQB79+5F8+bNER4ejqCgIFitVuzbt0/7ss/OzsbRo0cxcuTIGrtGZTHGrmrE42o5v/1ODT65XOqyMd+sG5erIPBiMIA1bgymyOpys6JTbY1GCDHRYF4Z8vkLaiArEGg5mgo9vDggWMwQRDXQwl0ucJ0e1p49oYuPR/rX38Bz7DhgMavvEdWtWLkkatuzAshfeierubREEe5166F8+SWCJk+G8ZWXC3Z3ys5Wd3fq0L5cuzuZTKbSf58GDULwgAGV2n3Dted7ZM99ATwnB2JIqJrQ3OWGcuEiPDt3wtq1KwxWa7mrtq66Yv0FMFp+V7UURcGqVauwY8cOZGdn47rrrsPcuXPRtGnT2i5ajVIcDsgZGXDsfB85q9f4D1xIEswjR8AyciSY0QhmMkEMD6NZT4SQakH9CX9X095RvF5kvjhPXQlRBiEqEtztAS+6g1xNKW0pnqKAKRzM4wHX6WCKjYW+SH2YTCaYi7Sd5b/PIm/3bsgnTkK5cAHcngMIAsRrrlEHjvPbxs4X/x9MixY1iA0qGmrbuSIaSh1VpD9Rp6cs3HXXXcjJycFzzz2HpKQkvP/++3jjjTfw8MMPA1CneY0cORKLFy/Gl19+iePHj+OJJ55ATEwMBg8eXGPXqOu4osB9+DCcX38N9+HD6swdRUHW83PUIEj+9qHwePJ3XSv0hW0wAJcuQTnzd7F13iwiAtI1sYA9B/K5c4ETfALUey26Wx0Alj9+40swKLVqqQVyfLuD8Ex1rT/y6xkerzrjqEkTiFFR2lpxISYGYuNGYBYLPMeO4/KsWQBQbbs7VWb3Da4osL/2mrqLX0wMmMkIJghgJjXwyHNy1dfLs96ekAZg9erVeOeddzB//nxs374djDFMmDCh2LKLQMU9HsiXLsH1035cnvgI7C+/4hd80sXHI2zj67COHQvBbIYYEQ4pJpqCT4SQakP9iaphX7sOFxO6wLF1a5nnCjHR4A5nzQeffIPHpclv28upqX7t+FJPL9R2towehYi3tiF0wzpIjRqDBQVBattWXTZObWNCyq1Oz4AKDw/H66+/jgULFuDOO+9EZGQknn76adx5553aOY899hi8Xi9mz54Np9OJrl27YuPGjdoaxJq6Rl3l2vN9wYwajwdMp4PUqiWkNm3gPXmy9Dfq9RCCg6FkXlZ3fyhMp4MQGwvGGOSLyeC1nVytvAkHK3INzgFekGwcgJpg0OOB4ACUzCwwq1UNOuUHcny7g2SvWgX3vp/UYJ4oghmNEKOi1EDTyZPqtS1mCKEharTYZIRgjIaSnAL7a68h/IaeNbq705V4jhyBN+kEhJDQYpFtxhiEEBu8SSfgOXKkzpSZkNridruxadMmzJgxA/369QMALFu2DH369MEXX3yBIUOG1HIJq49OksDtdnjtOcjdshW5b77pNyjBzGZYHp4I0x13gEkimMlMs54IITWC+hNXz752HbIXvFR2e5sxiLExULLtxTcqqgm+ROGAmsrC6y3IScuYupMdoO70bbP5teO5osB75Aj0hw7DK8vgJex0ygQBTBCgZGRAjIwEE6htTEhF1akA1KJFi4odS0hIwPbt20t9jyiKmDFjBmbMmFHqOTVxjbrIted7XJ41S529EhIKlr90yn30GFx7fyz1IcJCQtQd3kpIFshsNojhYWqi8dTUqw/8VIUrlcG3ZaqiAFYLYM8p+fySjnllda23yaSOYni94NlZ4CYzdO3blbgsztC7FyJu6IncrdtgX74C3O2CGB4BGA1QsjLVB54kqQGpQgGduvrAUjIy1MCloZSkcgYDeFYWlIyMmi0YIXXQ8ePHkZubix49emjHgoOD0aFDB+zfvz9wA1BOJ6SMDLiTTsC+bDnkU6f8Xtb36Y2gadPUxrokQQgNgRAcXEuFJYQEOupPVC3F60X20mXF28pFcywJAoTYGCiXM2tvF+xCASgh7hoIggglxw4lK1sdGPa9LoqwPjRaa8f7BuzdfyXB5nQgx2iCu3WrEtv61DYm5OrUqQAUqTrFlk75gh0mIwRug5yeXuw9zGgECwqCknlZXTZWmCCo1zHoIadngOdvKVunCQIgieqOfgAEswU8PBz8wkU1z1VJiQmLvF+MigILDYWSkgKxUSMEPTkNYkTEFfMnMUGAdfQo6Fq0KJTPKQuQ1RlVQtw1EErKmVQHH1hCWP4MBZcbMBmLn+BygUk6NTE7IQ1ccnIyACA2NtbveFRUFC5evFgbRapWvt3t5LNnoX99I/K++dbve1UID4d12jQY+/VVN3GgWU+EEFLv5H3wAZCb63+w6MoBUYQQGwOenlH7KyPyZzoxQQQzmyCaTRAiIwGHE1z2qgPKXhmGPn0A+A/YM5sNSn66CV96jNAi+ZyobUzI1aEAVIC60tIpLSG2r6MgCGBhYYDXA+XSpeIXM5shRkcBHm/9SjQuCIC7IKeVcukSwBiktm3BAci//37lIJTHAzklBSwnB0JYGGyzZlYoF5Ohdy/ob+hZkLwwPR3ZC1+GoCtlxKQOPrB08fGQWrWE59hxCMZov98lXx4sXft2V1w/T0hD4chvdBfdhtZgMCCrkkF7zjnyamsk+Qq43Q6elQX3t9/BsXIlTGn+gxq6IbfCOG4sYLXCJXvBgkLArNaCXIP1lO//saO2O1g1gO41MFXmXjnntGFFA+b4aLf/gaLBJ0mCEBOjrpxwOmu2cCVgBgOkli0hJyeDm4xgjKm/v2YTwDmU5BSt7Vp0wJ5zDjid2gYZvvQY+ht6agPP1DYm5OpQACpAXWl6KBMlLbcRs1jAgoOhpKeXGFhiUVEQrRYo2Xb1nLJmDdUlhZOm+5bhMQYlLQ2m24Yg9+jRguOlyQ/WhSxcUKlE4L7khYA6K83x3s569cDyJVe/PGsWlOQUCCE2NTG9y1ViHixCGjKjUR0Jdbvd2p8BwOVyVXoLXo/Hg2PHjlVJ+a6WKIqQFAVCVhbkixdhefsdGH7+xe8cb0wM7CPuh7dVKwjp6RBdLihBQfDm5kKpC0u2q8jp06druwg1hu41MFX0XosG1knDwBUFnkOHCg4UDT7p9RCio6GkpqqrC+oAzhiCnpmJrOdml9l2dR8+7Ddgzwv1c0pLj0FtY0KuDgWgAtQVp4eajIDRABYWBuZxQylpaYheDzEmRt0pIjml9tZyV5X8XE5CZCR4Tg7cP+4DCwoCd7kKRmt8u96Jovpfr1etI50Ogs121UWorw8sX3J1bTlhVhaYpCs1DxYhDZVv6V1qaqq2Dbfv7+3atavUNXU6HVq1alUl5bsqsqwuEc7OhvvL/8G54XW/JRlckiDdcw+CRtyPML0eTKcDC8mf9RRAHA4HTp8+jWbNmlU6qFhf0L0Gpsrca1JSUjWXitRVeVu3gftSQxQNPhmNECIjoaSk1J3VEYIAOJ1Q0tLK1XatbD4nahsTUnkUgApQftNDDdGAywnuldXdh8LCIcTEQvn7bzUAUwQLCYEYFgrudEJOSS3YPaK+EUXAoIcQbIMQZAUzmgAGcEmEnJwMpteDWS1QklMKgk4CAwNTk46LIgRbMLjdXmV5merrA6vockIhLOyKebAIaYjatWsHq9WKffv2aQGo7OxsHD16FCNHjqzUNRljMJvNVVnMCuGcg2dnQ8nKgifpBHIXL/EfDQcgxnfEpeHD0ax3LxhNZjXnRlgYWADPmDCZTLX6/6Um0b0GporcKy2/a5hce75H9vIVaj+gSPCJmc1g4eFQkpPrxrJqQSjYeMjjgXz+PCx33VVm2/Vq8jlR25iQyqEAVIDyzbbJeHwavH/8oS6dkyQI4eFA5kl1nXbR5XSiCDE6GjDoIWdcBs/MrJWyV1qR3TiE2BgIoSXkwDIYwBkgRUfDe/6cNvNJ24aVc3X2k8mkHq/ivEz19YFVeDkhIaQ4vV6PkSNHYvHixQgLC0NcXBz++c9/IiYmBoMHD67t4lWY4nRCyciAYs9B3rZtyH1zi19Hg1kssD7yCDB4EOTTp8F0OogR4bTDHSGE1HO+3EiK3V48+GS1qhv01JXgk04HiKK6hM7rBRiDGBcHoOy2a9F8ToWVJz0GtY0JqTgKQAW8/B3gQkMBk0ldo11SgkCrFWJEBCDLkH27xPmIYvXPgpJEQKcHjAbgcmblruELPvl2vzCaSh61c7kg6PQwj3gAOevWQ87JVXfE0ElqdXm96oMsMgI8K7ta8jLRA4uQwPTYY4/B6/Vi9uzZcDqd6Nq1KzZu3Fiv8qdwrxdKZiYUew48hw4j+5//hFwkX4yhb19Ypz0OMSICTrcLOpsNQkwMBZ8IISQAeI4cgfvQYcDh8BvcZTabumP2xYv+uVZrgk6nlkVRCgJiggAmqd1ZzhV1ANlmg+mOO8p1yaLpMWALBhQF3OkEz8qus+kxCKnPKAAVoHwjF5AkSL17gZ87D/nEiWJbpsJkgmC1QjCbSk807suNVE0JyLlOBxYeBtFqhZKcoobMKvN5vmCTwQCpdSv1Wvm7X2ifVWg0wzJyBHQtWiBr/gJ4jh5Vd8wTBHVNe4gNyMmlBw8hpEJEUcSMGTMwY8aM2i5KhRVebidnZiF33Xo4/v1v/5mlkZEImjYNhj69AQBMkiBYLfC63eryB0IIIfWe8+tvwLOz/YNPYWEQzGbIFy/WfHoO3ywso5rHFukFeam4LyCVP4AcNHUKhAo8jwqnx3D/lQTB6QQ3GqGv4+kxCKmvqLUYQLiiaMu65PR0yOkZEBs3hvfQ4YIEgj4mExASAkP79vCmpkJOTVWX3AmCNoMILpcazGnUCEpeLpSLyeULCjGmXqfwuZwXBIg4B/R6sNAQdXTB6QRSL4F7vOrnimLBdUoaXSkanPIFyABAr0fwjOnQdeiAy089BfnvsxCCg4DgYDC3u1iyb0PvXojc/RHytm5D7ra31C1bGcA4INGDhxDSQPiW23GnC65vv4V92XJ1qbYPYzANGwbLxAkQLBZ1ebIv15PXC++5c7VXeEIIIZWieL1w/PvfkM+fhxgXB9Mdd8D58W7Y/7nYf/AhIgLMYIB84cKVd4++GoKg/shywWeLYsFKjPy+hKA3gDVvDuXSJXCHQ10GyBiYzYagqVMQ9MjDFf5oX3oM+4EDOHPoMJp2TkDQ9dfTADQh1YACUAHCted7LbE1dDowmw1KWhqU48f9RykEAUJUFFhsDBhjMAwaAO+/NgOKAjE2BlwQwRQZcp4DAMAMBsBkhGgygWfbwZ1O9QFQ1siHLwBVOIDEuZrYOyYGYng4wAAlPALOzEzo7HYIERGQs7IgWCxQLl0qfWqvL8mgb8cNowGCyQyxaRMEP/00mCCos79cbvC8PMg5OUByCoTgYOg6digWVGKCAMvoUTCPHFHv8jIRQsjVKLzcTk5NRc7yFXB9+63fOWLz5giePh26TupSZCZJEEJsBbuD1vQyDEIIIVfNvnYd7CtXgdvtalBJEJD1zHPghXY4BQAhOhpMr4N8vpTgkygCZnNB8Cgnp+KFEQR1cJoxcEFQg0q+5XayrPZtDAYwgwFiTAyCZ86AvmfPYsGzisx8KooJAqT4eLhFEVL79tQHIKSaUAAqALj2fI/Ls2aBO50QmzYDDDp11lNmlt95zGyGcE0sxJgYQBShpF6C4dproW/VuiB45XIBkg6Gjh1g6NcPuVu3QklOUTsbERGQz53THlKljoBwXnpSQkWBkpYGwWgEs1oABsBkhGAyQklLA3e5wMLDIUREqKPvJW3ryhiYKILr9YDHA/M/7oHlvvugi4+H+4e9al3k5EAIC4MQEwNuz4aSlQ0YDLA+OqnUGU2Ul4kQ0lBwztUdPjMzobjccH74IXLWrvPveOh0anD+gQfUXYIKz3qqRzmtCCGE+LOvXYfshYvU4I5v9YEgFA8+xcaCMUA+d77kVRCMAXo9hPAw8KwsgAvgviCQbyVDeVZP5A9ccwa1jS8Ifn0AITISQlgo4HJDPncOmc88i9BFi2C5666rqQZCSC2gAFQ9p+V6YgxSfDx4Sio8B48VCwCxqEiIsbEQw8PBBQHe439A16K5NsuntF3Z9PHxWnCKez0QbDZwWQbPySlYVidJgF5fvhEPUQQUBXJqKiRL84L7cHvUB5eiQHE48qfhFkkg7ltmx5i6U13+iIj5H/+APiFBqwuekwMhJkbL/cRCQtQZYckpyFm9BoZevWhUgxDSYBVebuc9dQr2xYvhOfyb3zm6zp0RNGM6pCZNAJQw64kQQki9pHi9sK9cpbajDXoA+akz8vIKTmIMQrNmgNMBOTml9CCSXg+43VDOnQN0evVZERcHnp5esGqiKN9Su8KzZ71etTyMqQEsX7qN/H6GYDarbXeTEYIxGkpyCuyvvQb9DT2pTU9IPUMBqHrO8/vvkLPtEGJj4T10WN3lrijGIEZGQoiMgJJth3z6DJjF4pdcu6TZP1xRwIKDYJkwAUp6BpTsTPV8sxXZL72knpOXC3i8/g+tsogiuMsF7nQABgNYngM8NVWdUaXTFYyWuIrMoir8EMufmqtr21Yrt+fIEXiTTkAICS22+x1jDEKIDd6kE/AcOUIznQghDU7h5Xbc6UTu1m3I27rVrxPArFZYJz0C45Ah6vc9zXoihJCA4vn4Y3XZnSQBYOqyt6LBp7g4MKMR8vnzABMAgRdf+aDTqUEjX1oOrwNcEMC9XoixMYDTBTklRX2tcOqOwrvYFcZ5wSoKXwBKELR0IAXFozY9IfUZBaDqOSUjAzwrC97ff/ef9cQYhPBwcKtVnUgkSpBPnARcbujatS0zuXbhnFJKXi64Qx3FYCYTmCSpCct9DwdJKlinXWaBFXUWFOfgXhnQA0JGhvpgspghRkZBPnv2yjlFvF41l1V4OGyzn9OCaEpGBrjHA2YopZNkMIBnZUEpmpCdEEICWOHldtzjhfvwYdj/uRjymTN+5xkG9Id16mMQI8IB0KwnQggJRIovkXj+pj/c4Sh4URAgNm4E7nCCZ2RAatQI3gsXAKez+IWKpttgTA1KOZ2Qz56DGBWV/4Fl9A+KpvXwBaIY1NyxUZHFBpapTU9I/UUBqHqKe72QL15EzptbIZ865f+iwQAxNgZCeDiY2QzFngPruDEQw8LKlVxbyymVkwNmMILn5mkPBu5wALbggpEMnQ5MENQlceXhm3LLGCAwKFlZYC4XIIkQo6IgWKxQdDrwwjtgAAU73eWPhui6d4dt6hS/IJoQFqbmKXG5/UZKCm7MBSbpIISFla+shBBSzxVebqfY7chdtw6Of//H7xwhMhJBTz4BQ6/871Oa9UQIIQFLuOYaNfjEmH9gSRTV4FNOLpS0NPXPyB9gLrwkrrQ2P+dgZrPaJ/B4IGdkFASTgIK0HUBB8EoQwMwmdaC78Cwp39K7yEgIVmvxz6I2PSH1FgWg6iHFbofrxx+R9cL/g3z6tN9rLCwMQlSkusuc2Qz59BlIsTEwDxtWrjXSfnmUomPU63MO6HUAB+DxgOcUSlAoy+CSWJCfqSgG9X2ANoqhXEpTEx1m29WHjSiCXXMNBKsV3OEA93rVNeWANk1XaNQIgk4HJS8XcHtge2YmDF26+H2ULj4eUquW8Bw7DsEY7TdawjmHkpkFXft20MXHl1kPhBBSnxVebgdFgevbb2FfvkLd3MGHMZjuHAbLhAkQLBb1UP6sJxYcXHzEmRBCSL0nduumBqBcroKDej3Ea65RZ8ump6uvB9ugnDmj5WYqVaGgFHc6IcRdAyUlBXC6/INVvmTnRQJNYkysujO2xwsme8EFETwrC2JcHJTUVHDOqU1PSAChAFQ9I6elwf7qSuRufsP/C1ySAJMJYlQkhJgYQJbhPf4HmCT55XoqS+E8SnA5wV0uNUAEBjCoiQHd7oLpsooCeGX17yWNinCoQSgmAAY9uNsDIS4OwQ9PhNikMRwXLyJ70csQdTr1dK+sjbAwxrTYlaDTgZlNEIwG9WGUmVms7EwQEDR5Mi7PmqXt3AeDAXC5oGRmgVmtFaoLQgipj5S8PHVXUY8X8qVLsC9fDvd3e/zOEZs3R/DTM6Dr2FE94Jv1FBqq5tsghBAScITMTOROecw/+GQwQGzaBPxyphp8AiCEhgJOh5pIHNB2ydPeV7jNX3iGk8cDQZTAmjeHfOZvdRDZZoOSna32H3wpNhgrWAIoyxCCrBBN+ZdzOMDNZlhHjoB9/Xpq0xMSYCgAVY94/vwTGVMeU/M9FWK6+24Yul6PvM8/B8+2Q05NBbLt0LVoXmaup6IK51HiuXkF0219Cu1EB0lSg2CKoi2N06bpMgZms6nbuXo86gYbJjN0Hdr7lUnOyYG89S3wc+fATSYw32wqztXgk9cLZjIVLKkrY8qtoXcvhC5aVLBzX1YWmKSDrn27CtcFIYTUR9zthuJyw/HvfyN33Xr/5LJ6PSyjR8N8/33qkmXQrCdCCGkoTJ9/AeXvvwsOBAVBjIxUBy2yssGsVgiRkWqgJy1dbdebTJCio6Hk5UJJzk8qXnTA2dcv4Bxc9oK5AcFkAjiHYLVCjIgAdzrUgWZRgJKcoqb1YExt+8N32YLZTeaRIyC1aEFtekICDAWg6gn34cO4dOdwdTprPiE6GsGzZkF/3bVgBj2Mdw6DfOoUlLS0cuV6KknhPEqFg0Fa4MkXaPLNhBJFiLGxgCSBSSIUjxfK+fPqmm5RhBAeDiE6GqZbboKhT59iZWKCgNy7hsP0+kZ1hMNmU5ffFRpx8SUfLO+UW0PvXtDf0BOeI0egZGSAhYQC4OCZmXAfPlypeiGEkPrCk5SE7Oeeh+fIEb/jusQuCJo+HVLjxuoBxsBMRjXXE816IoSQgOdp3Upr01smPQLro5Pg+u47yKdPQ4yLg+mOO8AEAZ4jR+A+eBD2FSshhISAmYwQBAGKmJafF5YXpNjwJR9nTEturmRmQWrXDgCH9/gfEGKi1Y2M8t/CIyPAz/ytpuRwuqC4PWBcAXc4/WY3FW3TV7Z/QwipOygAVU84Pv/CL/hkvOVmWB97DEJQEASLWU04LooQr3IttF8epehoMIMB3OkEF5j6oPHNSIoIB//7bMH2qEZ1Wixyc/2W2JX0oOCKoj1IvGYz3J3iYZ73Ijyvb4Q36QSYTqdO+RUECJERakJDh6NCU26ZIECfkKDu5vfyy+rIiccDptNBatWSRk4IIQGHKwrsy5bD/upKv51EWVAQrI9OgvHWW7UZTkySwGw2CDaa9UQIIQ2Fu3NnWFa/BikvF7q2bSHabLAMHVrsPH1CAnTx8XB+/oWWWxUmI5jJpM6qlSTA4y2UmFwBZA4Y9FAysyAEBSF4ymQAKDE1BnJywWw2NVn5hQsF6TeCgmAdOcKvje5r0xNCAgMFoOoB157v4d6zRx1dEEUwsxlyejqUM2eg69cXQnBwsfcUDvJUZLTAL49SijojSXa5AHf+bhWiCGYLBnLzwKKi1Gm76eng2eWbFuva833BVFqPB1ySEBodDTw5DeHbtmpllv8+i7zduyGfOAklNbVSU24L7+YnhISCGfSAyw3PseO4PGsWQhctoiAUISRg5G1/F/aly/yOGQYORNBjUwuWLdOsJ0IIaZA8e/cidOly5KWlQYyKAux2iLExsE6aBCHEVqzPUFJuVRYRDn7e5R988uWEBcAkHfRF0m2UlBpDjImBfCkVXBQghoaCCwKYokBxOJC7dSv08fHURickQFEAqo4rHESR2rSGEBsDJTkV3OmEfcubEMLDYbihZ7H3FA7yVHTWT9E8SsxiVvNBAWB6PRgHpPxgUEWmxZYUEFKcTkinTyPv+bkwvmL0K5955IhKT7n1280vJqZghN9khGCMhpKcAvtrr0F/Q0+axksICQjcVbCdthAVhaCnnoShZ8HzgWY9EUJIw+Ta8z3ynp8LKSsLLCIccKurKtyHDiN9zFh1J1RBKNZnKNongNejzoLKyVEvzJiamkMUAZ0OzGqBddIkv/Z8SakxshctApIvQoyN9XsesRAbtdEJCXAUgKrDigVR9HowJkCMiYbi9UI+/gfsK1dC36O79gVdVbN+fA+LvK3bkLvtLXiTk9VglihCiI7ye7iUZ1psaQEhZjRCCQ8Dz8ou9rC5mim3hXfzK9rRYoxBCLHBm3QCniNHaFovISQgWB54AHB7oLhcMPTvD8FsVl+gWU+EENJgaW3w3Bwo4WFgRiOYIECRvWoicI8HCmOQWrQA3MX7DIUDSHJaGuxLl8Nz4oSaC9aTv0IifwYUz81Dzpo1MPTuVSznq6+97T58GPKJk9RGJ6SBorByHVYsiCLLAGPq2uuMDAhBVu0LGighyGNSHzDMZIQQEw2ek6u+nv+QKIv7h72wr18POSUZYmgopMaNIISHQz53HpnPPgvXnu8rfy+FMQZW6GFTFXy7+cGgL/kEgwHc64GSkVEln0cIIbWN6fWwTpwAy6iRWvCJSRKEsDCIMTEUfCKEkAbI1wZnISFaAnLOOZTUS2rfQqdT8wa6XaX2GXwBJDEiAvLffwN5eep7JElLEQKXCzw3F57fj16xPU9tdEIaNgpA1WHFvqAVBUpycsG01yJf0BWZ9VOWqg5mlfmw0eur9GFTeDe/ErlcYJKuIC8KIYQEEkEAM5sgxkRDDLHRkjtCCGmgtDa4vlAb3OEEd7nUAJIgAJyDe2UAV+4zyGnpULKz1fxPOkntGzCmznbSSQDnULKzIaell1oeaqMT0rBRAKoOq+gXdFWOKFRlMKtc9+J2V+nDxrebn5KZCc6532ucc3V72FYtobvKXQMJIaTuYRBCQ2nWEyGEkII2uLugDc7lwjvY5e9AJ4kFbyqlz6BczlCX2wkCGIr0D5CfD0pR1PNKQW10Qho2CkDVYRX9gq7KEYWqnh57pXsB5+BV/LDx7dzBrBYoySngDge4ooA7HFCSU8CsVvV1Sm5ICAkwgi2YZj0RQggBUNAG55lZarAJABOl/OCTAsgymMEAZjQVvKmUPoMQGqoFmUrqm/iCU0JoaKnloTY6IQ0b/cuuwyr6BV2VIwpVPT221HtxOiGkZ4BZLFX+sPHt3KFr3w48Nw9Kaip4bh507dshdNFC2t6VEBKQKPBECCHER2uDWywQ0jPAnU5wg15dMuf2AIxBjIqCb0LTlfoMYkQEhOBgNQjl8ahtec7VlBwejxp8Cg6GGBFxxTJRG52Qhot2wavjim5/yrOywCQddO3baVuk+vgeMJdnzYKSnAIhxAYYDIDLBSUzq0IjCr5glufYcQjGaL8Oje/BpGvfrkIzlkq6Fy5K8DZrBtuT06rlYVN061chLAy6+HgaVSGEEEIIIQ2CoXcvmOe9iPSlyyGlpADZ2RBMZigKV5dqi4IaRCqjz6CLj4euYwe4Dx1Wl/G53AVL+UxGMFGCrmOHcvUPqI1OSMNEAah6oCJf0BUJWF1JVQazrnQvbrMZFxlDTMeOFbpORRTe+pUQQgghhJCGRtezJy6/EIzWnEOflwchLAxKVhZyVq8pd5/Br39gz4EQGgouiGCKDMXhhBAUVKH+AbXRCWl4KABVT1TkC7qqRhSqKphVVOF7UfLygGPHKnUdQgghhBBCSDkJAqT27WE0m7VDhl69KtRnKNo/gMsFSDroO7S/qv4BIaRhoABUgKqqEQWaHksIIYQQQkhgqkyfgfoHhJDKogAUKRNNjyWEEEIIIYT4UP+AEFIZFKYmhBBCCCGEEEIIIdWKAlCEEEIIIYQQQgghpFpRAIoQQgghhBBCCCGEVCsKQBFCCCGEEEIIIYSQakUBKEIIIYQQQgghhBBSrSgARQghhBBCCCGEEEKqFeOc89ouREP0888/g3MOvV5f20WpVZxzeDwe6HQ6MMZquzj1EtXh1Wno9ed2u8EYw7XXXlvbRSFF1JfnREP6N0T3GpjoXq+MnhN1V0WeEw3p97yyqI7Kh+qpbA2tjirynJBqoDykBA3hF7E8GGN1vnNV11EdXp2GXn+MMfo+qqPqy/+XhvRviO41MNG9lv2e+vJ91NBU5P9LQ/o9ryyqo/KheipbQ6ujijwnaAYUIYQQQgghhBBCCKlWlAOKEEIIIYQQQgghhFQrCkARQgghhBBCCCGEkGpFAShCCCGEEEIIIYQQUq0oAEUIIYQQQgghhBBCqhUFoAghhBBCCCGEEEJItaIAFCGEEEIIIYQQQgipVhSAIoQQQgghhBBCCCHVigJQhBBCCCGEEEIIIaRaUQCKEEIIIYQQQgghhFQrCkARQgghhBBCCCGEkGpFAShCCCGEEEIIIYQQUq0oAEWq3OrVqzFq1Ci/Y8eOHcPIkSPRpUsX9O/fHxs3bvR7XVEUvPrqq+jTpw86d+6MsWPH4syZMxW6Rn2WmZmJOXPmoG/fvrj22mtx//3348CBA9rrVH9Xlp6ejhkzZqBHjx5ITEzExIkTkZSUpL1O9UdI9SjruysQnTp1ComJiXj//fdruyjVZteuXbj11lvRqVMnDBkyBJ988kltF6laeDweLFu2DP3790diYiIeeOAB/Pzzz7VdrCpXmXYZCRzlaeMEitrqg9SHOq4LfY26Xk91oT9R1+uoSnBCqtC//vUv3rZtWz5y5EjtWEZGBu/evTt/7rnneFJSEn/vvfd4p06d+Hvvvaeds3LlSt6zZ0/+9ddf82PHjvGxY8fywYMHc5fLVe5r1GdjxozhQ4cO5fv37+cnTpzg8+bN4wkJCTwpKYnqrxzuuecefu+99/LDhw/zpKQkPnXqVN6rVy+el5dH9UdINbrSd1cgcrvdfPjw4bxNmzZ8586dtV2carFr1y7evn17vnnzZn769Gm+atUq3q5dO/7zzz/XdtGq3IoVK3ivXr34d999x0+fPs2fe+45fu211/Lk5OTaLlqVqWy7jASOsto4gaI2+yD1oY7rQl+jrtdTXehP1PU6qgoUgCJVIjk5mY8bN4536dKF33zzzX5f/mvXruV9+vThHo9HO7ZkyRJ+0003cc45d7lcPDExkb/11lva61lZWTwhIYF/9NFH5bpGfXb69Gnepk0bfvDgQe2Yoih88ODBfPny5VR/ZcjIyOBPPPEE//PPP7Vjx44d423atOGHDh2i+iOkmpT13RWIlixZwkeNGhWwAShFUfiAAQP4okWL/I6PHTuWr127tpZKVX2GDh3KFy5cqP3dbrfzNm3a8E8//bQWS1U1rqZdRgJHedo49V1t90HqQx3Xhb5GXa+nutCfqOt1VFVoCR6pEr///jtsNhv+85//oHPnzn6vHThwAF27doUkSdqxHj164NSpU0hPT8fx48eRm5uLHj16aK8HBwejQ4cO2L9/f7muUZ+FhoZi/fr1iI+P144xxsA5R1ZWFtVfGUJDQ7F06VK0bt0aAJCWloaNGzciJiYGrVq1ovojpJqU9d0VaPbv34/t27fj5Zdfru2iVJuTJ0/i/PnzuP322/2Ob9y4EQ8//HAtlar6hISE4KuvvsK5c+cgyzK2b98OvV6P9u3b13bRrtrVtMtI4ChPG6e+q+0+SH2o47rQ16jr9VQX+hN1vY6qCgWgSJUYOHAglixZgsaNGxd7LTk5GTExMX7HoqKiAAAXLlxAcnIyACA2NrbYORcvXizXNeqz4OBg9OvXD3q9Xjv2ySef4O+//0bv3r2p/irg+eefR69evfDpp59iwYIFMJvNVH+EVJOyvrsCSXZ2Np5++mnMnj272HdFIDl9+jQAIC8vD+PGjUPPnj1xzz334H//+1/tFqyaPPfcc5AkCYMGDUKnTp2wbNkyLF++HE2aNKntol21q2mXkcBRnjZOfVfbfZD6UMd1oa9RH+rJp7b6E/Wpjq4GBaBItXM6nX5feABgMBgAAC6XCw6HAwBKPMflcpXrGoHk4MGDePbZZzFo0CAMHDiQ6q8CHnzwQezcuRNDhw7F5MmT8fvvv1P9EVJDin53BZIXXngBXbp0KTYzKNDk5OQAAGbOnInbbrsNmzZtQq9evfDoo49i7969tVy6qnfixAkEBwfjtddew/bt2zF8+HDMnDkTx48fr+2iVSt6pjUc5WnjBLKaaAPWxzqujb5Gfaqn2upP1Kc6uhpS2acQcnWMRiPcbrffMd8/IrPZDKPRCABwu93an33nmEymcl0jUPz3v//F9OnT0blzZyxduhQA1V9FtGrVCgAwb948/Prrr9i6dSvVHyE1oKTvrkCxa9cuHDhwAB9++GFtF6Xa6XQ6AMC4ceNw5513AgDat2+Po0eP4l//+hd69uxZm8WrUufPn8eMGTOwefNmXH/99QCATp06ISkpCStXrsRrr71WyyWsPvRMazjK08YJZDXRBqxvdVxbfY36VE+11Z+oT3V0NWgGFKl2MTExSE1N9Tvm+3t0dLQ2zbCkc3zTFMu6RiDYunUrpk6dir59+2LDhg3aFw/V35Wlp6fjo48+gizL2jFBENCyZUutDqj+CKk+pX13BYqdO3ciPT0d/fv3R2JiIhITEwEAc+fOxZAhQ2q5dFXL953Xpk0bv+OtWrXCuXPnaqNI1ebw4cPweDzo1KmT3/HOnTtrSxEDFT3TGo7ytHECWU20AetTHddmX6Ou11Nd6E/U9TqqKhSAItWua9euOHjwoN8/6L1796J58+YIDw9Hu3btYLVasW/fPu317OxsHD16VBuVLOsa9d1bb72FefPmYcSIEVi+fLnf1EuqvytLTU3FU089hZ9++kk75vF4cPToUbRs2ZLqj5BqdKXvrkCxePFi7N69G7t27dJ+AOCxxx7D+vXra7dwVaxDhw6wWCw4dOiQ3/E///wzIPIiFeZr6P/xxx9+x//88080bdq0NopUY+iZ1nCUp40TyGqiDVhf6ri2+xp1vZ7qQn+irtdRlanlXfhIAJo5c6bfFqhpaWm8a9eufObMmfyvv/7iO3fu5J06deLvv/++ds7SpUt5t27d+H//+19+7NgxPnbsWH7jjTdyl8tV7mvUVydPnuQdO3bkkydP5qmpqX4/2dnZVH9lUBSFjx07lt900018//79/I8//uBPPPEE79q1Kz9//jzVHyHVpKzvrkDWpk0bvnPnztouRrV47bXXeGJiIv/www/5mTNn+OrVq3m7du34jz/+WNtFq1KyLPMHHniA33zzzXzv3r381KlTfNmyZbx9+/b8l19+qe3iVanKtMtI4CirjRNIaqsPUtfruK70NepyPdWV/kRdrqOqQgEoUuWKfvlzzvmhQ4f4P/7xDx4fH88HDBjAt2zZ4ve61+vlr7zyCu/Rowfv0qULnzBhAj979myFrlFfrVmzhrdp06bEn5kzZ3LOqf7Kkp2dzefOnct79erFExIS+NixY/mff/6pvU71R0jVK893V6AK5AAU55xv2rSJDxw4kHfs2JEPHTqUf/HFF7VdpGqRmZnJX3jhBd6/f3+emJjI7733Xr5v377aLlaVq0y7jASO8rRxAkVt9UHqeh3Xlb5GXa+nutCfqOt1VBUY55zX9iwsQgghhBBCCCGEEBK4KAcUIYQQQgghhBBCCKlWFIAihBBCCCGEEEIIIdWKAlCEEEIIIYQQQgghpFpRAIoQQgghhBBCCCGEVCsKQBFCCCGEEEIIIYSQakUBKEIIIYQQQgghhBBSrSgARQghhBBCCCGEEEKqFQWgCKmjOOe1XQRCCCGEEEIIIaRKSLVdAEICyaxZs/DBBx9c8Zy4uDj873//K/V1t9uNJUuWoGPHjhg6dGi5P/v999/HM888gy+//BKNGjUCAFy+fBlr167Fl19+ieTkZJjNZrRv3x4PPPAAbrrpJu29+/btw+jRo0u9ds+ePbF58+Zyl4UQQgghhDRss2bNwk8//VRqu3fUqFEAgC1bttRkscqtttrRAwcOxPnz5/2O6fV6xMTE4Oabb8aUKVNgMBgAqHX4008/+Z3LGIPFYkGLFi3w0EMPYciQIcU+4+DBg9i8eTN+/vlnZGdnIyoqCj179sSYMWPQsmXLK5ZHEARYLBa0bt0a9913H+64445i53fr1g2LFi0q8f7atm2LKVOmYOrUqX7H9+7di23btuHQoUPIzs5GTEwMBgwYgPHjxyMiIgJA1fS1SuL1evHee+9h165dOHXqFDweD5o2bYrbb78d999/P0wmk3buuXPnMGjQICxcuBDDhw8vdi3f78Obb76J7t27+72Wm5uL3r17w+Vy4auvvkJ0dHSx95dWP4GCAlCEVKFHH30U9913n/b31atX4+jRo1i1apV2TK/XX/Eaqamp2Lx5MxYuXHhVZXE6nRgxYgS8Xi8mTJiAZs2awW6345NPPsFjjz2GZ555Bg899JDfe+bMmYOOHTsWu1ZQUNBVlYUQQgJVRRrxtWnlypVYtWoV/vjjDwCld/y+/fZbvPXWWzhy5AjsdjtiYmLQv39/PPTQQ4iNja2WspU0gEIIIbWpttvR/fr1w6OPPqr93eVyYd++fVi9ejXOnz+PpUuXaq916NABc+fO1f4uyzKSk5OxefNmPPnkkwgKCkLfvn2119evX4+lS5eiV69eeOaZZxAVFYUzZ87g7bffxp133omFCxcWC1oVLo/X68Xly5exe/duPP300zh+/DhmzpxZ4XssbMmSJdiwYQNuvvlmPPfccwgJCcGff/6JDRs24PPPP8eWLVsQFxdXJX2torKzszFp0iT8/vvveOCBBzB58mQwxnDgwAGsWbMGH3zwATZs2ICYmJirukcA2L17N4xGIywWC3bs2IEpU6Zc9TXrGwpAEVKFmjRpgiZNmmh/DwsLg16vR5cuXWq8LJ9++ilOnDiBTz/9FM2bN9eO/9///R+cTidWrlyJUaNGQRRF7bVWrVrVSlkJIaQ+qkwjvi6bP38+tm7diiFDhmDu3LkICgpCUlIStmzZgg8++ACvvvoqevToUdvFJISQalfb7eiwsLBi1+revTuSk5Px/vvvY9asWYiKigIAWK3WEj+3X79+6NmzJ3bu3KkFoL766issWbIEjz76KB5//HHt3G7dumHYsGF46qmnMGvWLLRp0watW7e+YnkGDx6M8PBwbNq0Cf/3f/+H6667rlL3unv3bqxfv75YUK9Hjx7o378/hg0bhnnz5mHt2rXV0td68cUXcezYMbz99tto3769drx379644447cP/992P69OnYsmULGGOV/hwA2LlzJ3r37g2r1YodO3Zg0qRJfr9DDQHlgCKkhv32228YN24cunfvjmuvvRaPPPII/vrrLwAFUzoB4JlnnsHAgQO19+3YsQPDhw9Hly5dkJCQgDvuuAO7d+8u9XPS0tIAlJxL6uGHH8ajjz4Kt9tdlbdGCCENhq8RP2nSJGzcuBG33XYbunXrhnvuuQfbt29H//79MWvWLO37va579913sWXLFsybNw9LlizB4MGD0aNHD4wcORI7d+5Ey5YtMW3aNO3ZQgghVW337t0YPnw4EhMT0atXL8yZMwdZWVna6ytXrkTbtm2Lva9t27ZYuXKl33WGDh2KhIQE9OjRA9OnT0dqaqrfe3bs2IEhQ4YgPj4e/fv3x8qVK+H1erXX62o7Oj4+HpxzXLx4scxz9Xo9dDqd37FVq1ahefPmeOyxx4qdr9Pp8OKLL0IURWzYsKFc5Xnssceg1+vxzjvvlO8GSrBu3Tq0atUKDz74YLHXmjRpgqeffhrXXXcdFEWp9GeU5syZM/joo4/w8MMP+wWffJo3b47HH38c+/fvx48//nhVn3Xy5En88ssvGDBgAIYOHYrk5GR89dVXV3XN+ogCUITUoB9//BH3338/FEXBggULMH/+fFy8eBH33XcfTpw4gaioKG0K6aRJk7Q/b9u2DXPmzMGgQYOwbt06/POf/4ROp8OMGTNw4cKFEj+rT58+kCQJDz74IFatWoVff/0VHo8HAJCQkIBx48b5rWcGAEVR4PV6/X5kWa7GGiGEkPqpIo34sWPHYtiwYcXOmzZtmt8MqQMHDmDkyJHo3LkzunXrhpkzZyIjI0N7/f3330eHDh2wY8cO9O7dG3379sVff/0FWZaxfv163HbbbUhISECXLl1w3333Ye/eveW6F845Vq9ejd69e+Oee+4p9rrVasX8+fNx+fJlbNu2TTtetNMHlNxBrOgACiEksBRtW/p+Cgd3Vq9ejSeeeAKdO3fGq6++ismTJ+Ozzz7DqFGj4HQ6y/1ZBw8exPTp03HjjTdiw4YNeOaZZ/Djjz/iqaee0s5Zt24dnn/+efTs2RNr167FiBEjsGHDBsyZM0c7p662o0+dOgUAaNy4sXaMc+73mS6XC2fOnMHs2bORm5ur5WjKyMjAkSNHMGDAgFJn8oSGhuKGG27Al19+Wa7yBAcHIyEhAQcPHqzU/Vy6dAnHjx9H//79Sy3TfffdhwkTJkAQqj504csV9X//93+lnnPrrbeCMVbuOinNe++9h6CgIAwaNAiJiYlo0aLFVQXu6itagkdIDVqyZAkaN26M119/XZtu2bt3bwwePBgrV67E8uXLteh7kyZN0KFDBwDA2bNnMXbsWEyePFm7VqNGjTB8+HD8/PPPuOaaa4p9Vtu2bbFs2TK8+OKLWLlyJVauXAmj0Yjrr78ed911F2699dZi7ym6lt1Xji+++KIqbp8QQgKCrxE/duzYcjXi58yZg6effhonT55EixYtAKiJSL/66ivte33//v0YM2YMevTogeXLlyMrKwsrVqzA6NGj8d5778FoNAJQc3usXbsW8+fPR0ZGBlq1aoVXXnkFb731FqZPn462bdsiOTkZr732Gh5//HF8/fXXMJvNV7yfo0eP4uLFi3j44YdLPadly5Zo164d/vvf//ot2yjLtm3bMH/+fEyZMgUzZ85EZmYmNmzYgBkzZqBLly4lPr8IIYHj/PnzJeZF8unWrRuysrKwZs0a3HPPPX65jNq0aYMRI0bg/fffxwMPPFCuzzt48CAMBgMmTJigJeoOCQnBb7/9Bs45cnJysGbNGtx7772YPXs2ALUtHhISgtmzZ2PMmDFo3bp1rbejfUEln/T0dHz77bd45513cMsttyAsLEx7bf/+/cXqmDGGNm3aYMWKFdqKCl8i8bJy7TVt2hRffvklsrKyYLPZyixrREQEjhw5Uu57Kyw5OblcZaou5akTm80Gm82Gc+fOVfpzvF4v/vOf/2DIkCHa7+Xw4cOxdOlSnD171i+gGOgoAEVIDcnLy8Nvv/2GyZMn+631DQ4OxoABA/DNN9+U+t5Zs2YBAOx2O06fPo3Tp09rI9u+0ZiS3HjjjRgwYAB+/PFH/PDDD9i3bx9++OEH7NmzB59++ilWrFjh13l68cUXiz3AfF+ShBBCVBVtxPfo0QNmsxm7d+/WEo5+8cUXcLlcuP322wGoAxTNmzfHunXrtGdE586dMWTIEOzcuRMjRozQrvvII4+gf//+2t9TU1PxxBNPaInFAcBoNGLq1Kn4448/kJiYWK77iYuLK/N+9uzZc8VziqrMAAohJHBERkZizZo1Jb7mCzb9+uuvcLvd2vehz/XXX4+4uDjs27ev3AGorl27YtmyZbj99ttxyy23oG/fvujduzf69esHAPjll1/gcDgwcOBAvwCPL0jz/fffa7mParMdvWvXLuzatcvvmCRJGDx4MF544QW/4x07dsSLL74IAEhJScGKFSvg8XiwbNkyv80wfDPOii7LK8r3DCpp+WFV8dWbb1ZTdSyvK4/y3qMgCNq55c0DVfi8b775BpcuXcKNN96I7OxsAMCgQYOwdOlSvPvuu34z9AIdBaAIqSF2ux2cc20b0cIiIiJgt9tLfe/ff/+NOXPm4Mcff4QkSWjRooW2xKGsL06dToc+ffqgT58+ANSOyvz58/HZZ5/h66+/xoABA7Rzmzdvjk6dOlXm9gghpMGoaCPeYDBg8ODBfgGojz/+GN26dUNsbCwcDgcOHTqEcePG+Y16N27cGC1btsT333/vF4Bq06aN3+csWbIEgDoz68yZMzh16pS2rOBKgxRF76esRjVjrMIdksoOoBBCAoNery+1bWmxWABAy/NUmTZyUYmJiVi/fj02b96MjRs3Yu3atYiMjMSECRPw4IMPIjMzEwAwceLEEt9fNFdUbbWjBwwYoAXuGWMwmUyIi4vTZsMWZrFYtM/t1KkTEhMTcccdd2Ds2LH44IMPtNlSvkEG36BDac6ePQuz2YyQkJBylTUlJcVvhziz2Vxqfizfcd/yxdjYWDDGrlim7OxsiKKo/b5UJV+dnDt3rtSda3NycpCZmantBOsre3nvEVCTjwPA2LFji52/c+dOTJ06tcK799VXlAOKkBoSFBQExliJCVwvXbpU6pe8oiiYOHEi0tPT8e677+LXX3/Ff/7znysulQDU9dLPPPNMseNRUVGYP38+ACApKaniN0IIIQ1cZRrxw4YNw4kTJ3D8+HFkZGTghx9+0PJyZGdnQ1EUbNiwAR07dvT7+fPPP4t1iMLDw/3+/ttvv+Huu+9Gz5498dBDD2Hbtm3aqHJ5Aka++zl79myZ9+NrgJfX33//jYceeghdu3bF/fffjw0bNmiBp+ocXSeE1B++ZV6ltZFDQ0MBFATJC+dVys3NLfaePn36YOPGjdi/fz/Wrl2L1q1b46WXXsKhQ4cQHBwMAFi8eDHee++9Yj++maS13Y4OCQlBp06d0KlTJ8THx6Nly5YlBp9KEh4ejjlz5iA5ORkLFizwO96lSxd8/vnnpX7/5uTk4Pvvv9c2RSpLVlYWfv/9d3Tt2lU7FhERUey55eNbcucLNoaFhaFjx4747rvvSi3TmjVr0L1793IlXq8o38y3zz77zO/4iRMn4HA4AKgzlhVF0XYStNls0Ov1Zd5jZGQkgILlk/feey/efPNNv5/p06cjPT0d//3vf6v83uoqCkARUkPMZjPi4+Oxe/duvwen3W7H119/rW1dWnQrzsuXL+PUqVO4++67kZCQAElSJy5+++23AEqfshoXF4dPP/20xA6FL4Fh0VF0QgghZatMI75Hjx6Ijo7GJ598gk8//RSSJOGmm24CoI5eM8YwZsyYEjtEixYtKrUsOTk5GD9+PMxmMz766CP88ssv2LlzJ+66665y30/Hjh0RGxuLzz//3O94SkoKLl26BEANPh0/flxrgPsUTbCbl5en/bmyAyiEkIalc+fO0Ov1+PDDD/2OHzhwABcuXMC1114LQN0QAYBfIOLnn3/2e8/LL7+Mu+++G5xzmEwmDBgwADNnztTe17lzZ+h0OqSkpGgBnk6dOkGn02HJkiVanp/63o6+8cYb0adPH3z00UfYt2+fdnzKlCk4efIkli9fXuw9sixj7ty5cDqdGD9+fLk+Z+3atfB4PLj33nu1Y926dcPhw4dL3Cjp008/hSiKfgGrcePG4c8//8SWLVuKnX/y5Ens2LFDmzFc1Zo1a4bbb78dGzZswNGjR7XjCxcuRL9+/bB582YsWbIEHTt21Ga7iaKI6667Dl988YXfMk6fzz77DM2aNdNmhe3atQsejwcPPfQQunfv7vfz4IMPwmaz4e23367ye6uraAkeITXoqaeewrhx4zB+/HiMHDkSHo8H69evh9vt1pZlBAUFAQD27t2Lli1bonPnzoiLi8O2bdsQExOD4OBg7NmzB2+88QYAaNH5op544gns27cPd999N0aPHo3ExEQIgoDffvsNmzZtQt++fYt1JAghhJTPlClTMH78eCxfvhxPPPGE32slNeIFQcBtt92GL7/8EmFhYRg0aJDWmbJarejQoQNOnjzpt3zD6XTi8ccfR9++fdGqVasSy3Hy5ElkZmZi9OjRWt4SoOxBisIYY5g8eTJmz56Nd999F//4xz8AAP/+97+1ROhHjhyB0WjEmDFjtPdZrVZtpNencGfQN4Dy7LPPIiEhoVJlI4QEvpCQEEycOBGrVq2CTqfDoEGDcO7cOaxYsQKtWrXC8OHDAQD9+vXDwoUL8fzzz2PChAlITk7GqlWr/JZm9ezZE//6178wa9YsDB06FB6PB6+//jpCQkLQo0cPhISEYPz48VixYgVycnLQvXt3LW8SYwzt2rUDEBjt6GeffRZDhw7F/Pnz8cEHH0CSJPTp0wezZs3CK6+8gqNHj+LOO+9EVFQUzp07h7fffhvHjh3DggULtHrwycjIwK+//gpAfcalp6fjs88+w0cffYRHHnnE79k1cuRI7NixAyNHjsT48ePRunVrOJ1O/PDDD9iyZQvGjx/vl//v1ltvxQ8//IAFCxbg0KFDuPnmm2GxWLS6Dg4OxsKFC6utnubOnYvk5GSMGDECDzzwAG644QaMGTMGixcv1j532bJlfsvUH3/8cYwePRqjR4/GiBEjEB0djcuXL+PDDz/Ejz/+qO1kDhTsYOvbhKQwvV6PW2+9FW+//TZOnDihLQP89ddfsXnz5mLn9+7du9T2QH1BAShCapDvofjqq6/iySefhF6vx/XXX4+XX35Z6zhYrVaMGTMG27dvx9dff43vv/8eq1evxoIFCzBr1izo9Xq0atUKa9aswUsvvYQDBw74JZ71adSoET744AOsW7cOH374ITZs2ADOOZo2bYpx48Zh9OjR5U6iRwghxF9lGvHDhg3Dxo0bIYpisaS8Tz75JCZOnIinnnoKQ4cOhSzL2LRpEw4dOoRJkyaVWo7mzZvDarVi7dq1kCQJkiThs88+w3vvvQeg9EGKou655x789ddfmDNnDvbt24dbbrkFiYmJuOWWW7Bp0yYAwNSpUxEdHa29p3///vj444+RkJCA5s2b44MPPsCZM2e018PDwys1gEIIaXimTp2KiIgIbN26FTt27EBISAhuvvlmTJs2Tcul07x5c7z88stYs2YNJk6ciJYtW2LevHmYN2+edp2+ffti8eLF2LRpE6ZMmQLGGK677jq8+eabWrqLadOmITIyEm+99RZef/112Gw29OzZE08++aQ2EBwI7egWLVpg1KhR2LRpE7Zu3art0jdmzBgkJibijTfewMsvv4yMjAxERkaiV69eWLBgQYkBjm+++UbbMEmSJERERKBNmzZYu3atXx4sQN1g6b333sPq1auxadMmpKamwmg0okWLFpg/fz6GDRtW7Prz589H9+7d8e6772Lu3LnIyclBXFwc7rrrLowfP95v17+qFhQUhM2bN2PHjh3YtWsXtm/fDkVR0LhxY0ydOhXHjh3D+PHjMXr0aC1ZeGJiIt555x2sX78eCxcuRGZmJmw2GxISEvDmm29qs/YOHTqEpKQkPP3006V+/p133om3334b27dvx7PPPgsA2LNnT4mbfixcuLDeB6AYpwX4hBBCCCGV8uuvv+KNN97Azz//7NeIf/DBB0tsJA4bNgwpKSn47rvvtCXVPnv37sWqVatw5MgR6HQ6dOzYEVOnTsX1118PQB1FfeaZZ/Dll1/67cC3b98+vPLKK0hKSoLFYkH79u3x6KOPYsKECbjvvvvw9NNPY+XKlVi1ahX++OMPANAGLoouefj222+xbds2HDlyBHa7HdHR0ejduzeMRiO2bNmC/v37Y8GCBbDZbEhLS8O8efPw7bffQpIk3HrrrYiPj8fs2bO1zzl+/DgWLFiAI0eOaAMojzzyCF566SVti/DS7osQQgipC7777jucPHkSDz74YG0Xpd6jABQhhBBCCClTUlIS3n//fUyfPl1Lck4IIaRssiyXa+OFogMTpHJKys1UFGOsWO5dUv0oAEUIIYQQQgghhFSTUaNG4aeffirzPN/sUXJ12rZtW+Y53bp1KzHxOaleFIAihBBCCCGEEEKqycmTJ5Gbm1vmeYWTeZPK++2338o8x2KxlJgYnFQvCkARQgghhBBCCCGEkGpFC/gJIYQQQgghhBBCSLWiABQhhBBCCCGEEEIIqVYUgCKEEEIIIYQQQggh1YoCUIQQQgghhBBCCCGkWlEAihBCCCGEEEIIIYRUKwpAEUIIIYQQQgghhJBqRQEoQgghhBBCCCGEEFKtKABFCCGEEEIIIYQQQqrV/wfCZ5AFfZMnTAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(1, 3, figsize=(12,4))\n",
"axes = axes.flatten()\n",
"sns.regplot(data=eda_data, x='TotalSF', y = 'SalePrice', ax=axes[0])\n",
"sns.regplot(data=eda_data, x='OverallQual', y = 'SalePrice', ax=axes[1])\n",
"sns.regplot(data=eda_data, x='HouseSF_PRODUCT_QUAL', y = 'SalePrice', ax=axes[2])\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "1ba454af",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" HouseSF_PRODUCT_QUAL \n",
" OverallQual \n",
" TotalSF \n",
" SalePrice \n",
" \n",
" \n",
" \n",
" \n",
" HouseSF_PRODUCT_QUAL \n",
" 1.000000 \n",
" 0.829884 \n",
" 0.921501 \n",
" 0.869864 \n",
" \n",
" \n",
" OverallQual \n",
" 0.829884 \n",
" 1.000000 \n",
" 0.588959 \n",
" 0.798928 \n",
" \n",
" \n",
" TotalSF \n",
" 0.921501 \n",
" 0.588959 \n",
" 1.000000 \n",
" 0.730945 \n",
" \n",
" \n",
" SalePrice \n",
" 0.869864 \n",
" 0.798928 \n",
" 0.730945 \n",
" 1.000000 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" HouseSF_PRODUCT_QUAL OverallQual TotalSF SalePrice\n",
"HouseSF_PRODUCT_QUAL 1.000000 0.829884 0.921501 0.869864\n",
"OverallQual 0.829884 1.000000 0.588959 0.798928\n",
"TotalSF 0.921501 0.588959 1.000000 0.730945\n",
"SalePrice 0.869864 0.798928 0.730945 1.000000"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eda_data[['HouseSF_PRODUCT_QUAL', 'OverallQual', 'TotalSF', 'SalePrice']].corr()"
]
},
{
"cell_type": "markdown",
"id": "021a5a8b",
"metadata": {},
"source": [
"可以看到,我们构造的特征对房价有更高的相关性"
]
},
{
"cell_type": "markdown",
"id": "deb8cd26",
"metadata": {},
"source": [
"结论:保留`HouseSF_PRODUCT_QUAL`"
]
},
{
"cell_type": "markdown",
"id": "6868f2b9-42bb-4822-929b-d47ce2f15f70",
"metadata": {},
"source": [
"## pipeline"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c92bcbcc",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "7113ab30",
"metadata": {},
"source": [
"### ft pipeline"
]
},
{
"cell_type": "markdown",
"id": "aad70848",
"metadata": {},
"source": [
"结合了eda和特征选择两部分。对列进行修改"
]
},
{
"cell_type": "code",
"execution_count": 70,
"id": "0b1e1d63",
"metadata": {},
"outputs": [],
"source": [
"def ft_features(df):\n",
" \"\"\" \n",
" \"\"\"\n",
" df['MSSubClass'] = df['MSSubClass'].astype('category')\n",
"\n",
" df['HasBsmt'] = 1\n",
" df['HasBsmt'][df[df['TotalBsmtSF'] == 0].index] = 0\n",
"\n",
" df['TotalSF'] = df['1stFlrSF'] + df['2ndFlrSF'] + df['TotalBsmtSF']\n",
" df['HouseSF_PRODUCT_QUAL'] = df['TotalSF'] * df['OverallQual']\n",
"\n",
" df['GarageYrBlt'] = df['GarageYrBlt'].fillna(df['YearBuilt'])\n",
" date_cols = ['GarageYrBlt','YearRemodAdd', 'YearBuilt', 'MoSold']\n",
" df[date_cols] = df[date_cols].astype('datetime64[us]')\n",
" df['GarageYrBlt'] = df['GarageYrBlt'].dt.year\n",
" df['YearRemodAdd'] = df['YearRemodAdd'].dt.year\n",
" df['YearBuilt'] = df['YearBuilt'].dt.year\n",
" df['MoSold'] = df['MoSold'].dt.month\n",
"\n",
" cols_to_remove = [\n",
" '1stFlrSF', 'YrSold',\n",
" *missing_remove_num_cols,\n",
" *missing_remove_cat_cols,\n",
" *missing_remove_ord_cols,\n",
" *no_imp_category_features,\n",
" ]\n",
" remaining_features = [f for f in df.columns if f not in cols_to_remove]\n",
"\n",
" df = df[remaining_features]\n",
"\n",
" print(f'feature_features transformer done. ')\n",
" return df\n",
"def ft_feature_names_out(transformer, input_features):\n",
" \n",
" cols_to_remove = [\n",
" '1stFlrSF', 'YrSold',\n",
" *missing_remove_num_cols,\n",
" *missing_remove_cat_cols,\n",
" *missing_remove_ord_cols,\n",
" *no_imp_category_features,\n",
" ]\n",
" remaining_features = [f for f in input_features if f not in cols_to_remove]\n",
" \n",
" new_cols = ['HasBsmt', 'TotalSF', 'HouseSF_PRODUCT_QUAL']\n",
" for col in new_cols:\n",
" if col not in remaining_features:\n",
" remaining_features.append(col)\n",
" return remaining_features"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1783959b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 71,
"id": "ee4f18cd",
"metadata": {},
"outputs": [],
"source": [
"ft_pipeline = Pipeline([\n",
" ('ft_features', FunctionTransformer(func=ft_features, feature_names_out=ft_feature_names_out))\n",
"])"
]
},
{
"cell_type": "markdown",
"id": "9fc90cb5",
"metadata": {},
"source": [
"### date pipeline"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "04184949",
"metadata": {},
"outputs": [],
"source": [
"def to_int_type(df):\n",
" return df.astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"id": "573ab4fd-2ac8-4677-ba8c-075aca054d49",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Pipeline(steps=[('imputer', SimpleImputer(strategy='median'))]) 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. \n",
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],
"text/plain": [
"Pipeline(steps=[('imputer', SimpleImputer(strategy='median'))])"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"date_pipeline = Pipeline(steps=[\n",
" ('imputer', SimpleImputer(strategy='median')),\n",
"])\n",
"date_pipeline.set_output(transform=\"pandas\") # 配置每步输出df,而不是np arr"
]
},
{
"cell_type": "markdown",
"id": "e4c1c252",
"metadata": {},
"source": [
"### numeric pipeline"
]
},
{
"cell_type": "code",
"execution_count": 74,
"id": "4701e40b-42d2-4868-a96c-21d411aff6f2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Pipeline(steps=[('imputer', SimpleImputer(strategy='median')),\n",
" ('log_transform',\n",
" FunctionTransformer(feature_names_out='one-to-one',\n",
" func=<ufunc 'log1p'>)),\n",
" ('std_scaler', StandardScaler())]) 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. \n",
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],
"text/plain": [
"Pipeline(steps=[('imputer', SimpleImputer(strategy='median')),\n",
" ('log_transform',\n",
" FunctionTransformer(feature_names_out='one-to-one',\n",
" func=)),\n",
" ('std_scaler', StandardScaler())])"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"numeric_pipeline = Pipeline(steps=[\n",
" ('imputer', SimpleImputer(strategy='median')), # 填充缺失值\n",
" ('log_transform', FunctionTransformer(np.log1p, validate=False, feature_names_out=\"one-to-one\")), # 取对数\n",
" ('std_scaler', StandardScaler()) # 标准化\n",
"])\n",
"numeric_pipeline.set_output(transform=\"pandas\") # 配置每步输出df,而不是np arr"
]
},
{
"cell_type": "markdown",
"id": "10b2decc",
"metadata": {},
"source": [
"### category pipeline"
]
},
{
"cell_type": "code",
"execution_count": 75,
"id": "795b3d74-4921-4c9b-bff6-14606c566826",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Pipeline(steps=[('onehot_encoder',\n",
" OneHotEncoder(handle_unknown='ignore', 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. \n",
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" 'concat' \n",
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],
"text/plain": [
"Pipeline(steps=[('onehot_encoder',\n",
" OneHotEncoder(handle_unknown='ignore', sparse_output=False))])"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"categorical_pipeline = Pipeline(steps=[\n",
" ('onehot_encoder', OneHotEncoder(handle_unknown='ignore',sparse_output=False)) # 使用 OneHotEncoder\n",
"])\n",
"categorical_pipeline.set_output(transform=\"pandas\") # 配置每步输出df,而不是np arr"
]
},
{
"cell_type": "markdown",
"id": "fc4929e4",
"metadata": {},
"source": [
"### ordinal pipeline"
]
},
{
"cell_type": "code",
"execution_count": 76,
"id": "b32ca9f1",
"metadata": {},
"outputs": [],
"source": [
"def fix_map_encoder(df):\n",
" df['OverallQual'] = df['OverallQual'].fillna(0)\n",
" df['OverallCond'] = df['OverallCond'].fillna(0)\n",
"\n",
" df['ExterCond'] = df['ExterCond'].fillna('NA').map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0}).fillna(0)\n",
" df['ExterQual'] = df['ExterQual'].fillna('NA').map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0}).fillna(0)\n",
" df['KitchenQual'] = df['KitchenQual'].fillna('NA').map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0}).fillna(0)\n",
" df['HeatingQC'] = df['HeatingQC'].fillna('NA').map({'Ex': 5, 'Gd': 4, 'TA': 3, 'Fa': 2, 'Po': 1, 'NA': 0}).fillna(0)\n",
" print('fix_map_encoder transformer done.')\n",
" return df.astype(int)\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"id": "e33ddab4-5129-4c77-8722-d3397e17992f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Pipeline(steps=[('fix_map_encoder',\n",
" FunctionTransformer(feature_names_out='one-to-one',\n",
" func=<function fix_map_encoder at 0x00000249C6686440>))]) 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. \n",
"
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fix_map_encoder
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],
"text/plain": [
"Pipeline(steps=[('fix_map_encoder',\n",
" FunctionTransformer(feature_names_out='one-to-one',\n",
" func=))])"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 对有序类别进行编码\n",
"ordinal_pipeline = Pipeline(steps=[\n",
" ('fix_map_encoder', FunctionTransformer(fix_map_encoder, feature_names_out='one-to-one')), \n",
"])\n",
"ordinal_pipeline.set_output(transform=\"pandas\") # 配置每步输出df,而不是np arr"
]
},
{
"cell_type": "markdown",
"id": "1c61fc47",
"metadata": {},
"source": [
"## baseline"
]
},
{
"cell_type": "markdown",
"id": "5cfeaac3",
"metadata": {},
"source": [
"### 训练"
]
},
{
"cell_type": "markdown",
"id": "6211876f",
"metadata": {},
"source": [
"ft_pipeline完成后会确定所有特征"
]
},
{
"cell_type": "code",
"execution_count": 78,
"id": "844ecace",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"59"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"numeric_cols = ['LotFrontage','LotArea','BsmtFinSF1','BsmtFinSF2','BsmtUnfSF','TotalBsmtSF',\n",
" '2ndFlrSF','LowQualFinSF','GrLivArea','GarageArea',\n",
" 'WoodDeckSF','OpenPorchSF','EnclosedPorch','3SsnPorch','ScreenPorch','PoolArea',\n",
" 'MiscVal','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr',\n",
" 'KitchenAbvGr','TotRmsAbvGrd','Fireplaces','GarageCars','HasBsmt', 'TotalSF', 'HouseSF_PRODUCT_QUAL']\n",
"\n",
"categorical_cols = ['MSSubClass','CentralAir','MSZoning','LotShape','LotConfig',\n",
" 'Neighborhood','Condition1','BldgType','HouseStyle','RoofStyle','RoofMatl','Exterior1st',\n",
" 'Exterior2nd','Foundation','Heating','Electrical','Functional',\n",
" 'PavedDrive','SaleType','SaleCondition'\n",
"]\n",
"date_cols = ['GarageYrBlt','YearRemodAdd','YearBuilt','MoSold' ]\n",
"ordinal_cols = ['OverallQual','OverallCond','ExterQual', 'ExterCond', \n",
" 'HeatingQC', 'KitchenQual']\n",
"len(numeric_cols) + len(date_cols) + len(categorical_cols) + len(ordinal_cols)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "05af0bc5",
"metadata": {},
"outputs": [],
"source": [
"sub_preprocessor = ColumnTransformer(\n",
" transformers = [\n",
" ('date',date_pipeline, date_cols),\n",
" ('numeric', numeric_pipeline, numeric_cols), # 数值型处理\n",
" ('ordianl', ordinal_pipeline, ordinal_cols), # 有序类别处理\n",
" ('categoric', categorical_pipeline, categorical_cols) # 无序类别处理\n",
" ],\n",
" remainder='drop' # 其余列删除掉\n",
")\n",
"\n",
"preprocessor = Pipeline(\n",
" steps=[\n",
" ('ft',ft_pipeline),\n",
" ('sub_preprocessor',sub_preprocessor)\n",
" ]\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"id": "7f83cf5d",
"metadata": {},
"outputs": [],
"source": [
"@contextmanager\n",
"def timer(title):\n",
" t0 = time.time()\n",
" yield\n",
" now = time.time()\n",
" print(f'{title} {(now - t0) : .2f}s')"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "603ad6b1",
"metadata": {},
"outputs": [],
"source": [
"X_train = traindata.drop(columns = ['SalePrice']).copy()\n",
"y_train = traindata[['SalePrice']].copy()"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "ceeeccce",
"metadata": {},
"outputs": [],
"source": [
"X_train, X_valid, y_train, y_valid = train_test_split(X_train, y_train, test_size=0.33,)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "66e0bc3a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street', 'Alley',\n",
" 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope',\n",
" 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle',\n",
" 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle',\n",
" 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea',\n",
" 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond',\n",
" 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2',\n",
" 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC',\n",
" 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF',\n",
" 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath',\n",
" 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd',\n",
" 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType', 'GarageYrBlt',\n",
" 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond',\n",
" 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch',\n",
" 'ScreenPorch', 'PoolArea', 'PoolQC', 'Fence', 'MiscFeature', 'MiscVal',\n",
" 'MoSold', 'YrSold', 'SaleType', 'SaleCondition'],\n",
" dtype='object')"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.columns"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "a0118caa",
"metadata": {},
"outputs": [],
"source": [
"model_lasso = Pipeline(steps=[\n",
" ('preprocessor', preprocessor),\n",
" ('regressor', TransformedTargetRegressor(\n",
" regressor = LassoCV(cv=20, max_iter=5000),\n",
" func = np.log1p, # y转换\n",
" inverse_func = np.expm1, \n",
" ))\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "39aa1f4e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature_features transformer done. \n",
"fix_map_encoder transformer done.\n",
"model_lasso 1.69s\n"
]
}
],
"source": [
"with timer('model_lasso'):\n",
" model_lasso.fit(X_train, y_train)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "cd2f47ea",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature_features transformer done. \n",
"fix_map_encoder transformer done.\n"
]
}
],
"source": [
"y_train_pred = model_lasso.predict(X_train)"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "0926f4f6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.09871707791314763"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"root_mean_squared_error(np.log(y_train_pred), np.log(y_train))"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "7ec216bc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature_features transformer done. \n",
"fix_map_encoder transformer done.\n"
]
},
{
"data": {
"text/plain": [
"0.11064641975430012"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_valid_pred = model_lasso.predict(X_valid)\n",
"root_mean_squared_error(np.log(y_valid_pred), np.log(y_valid))"
]
},
{
"cell_type": "markdown",
"id": "30ce3d91",
"metadata": {},
"source": [
"可以看到,在训练集和验证集上,效果都不太好"
]
},
{
"cell_type": "markdown",
"id": "1be67595",
"metadata": {},
"source": [
"### 模型解释"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "9bb6f81d",
"metadata": {},
"outputs": [],
"source": [
"features_names_out = model_lasso[0].get_feature_names_out()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "94935af4",
"metadata": {},
"outputs": [],
"source": [
"model = model_lasso.named_steps['regressor']\n",
"lasso = model.regressor_ # 内部模型"
]
},
{
"cell_type": "code",
"execution_count": 91,
"id": "2bfee7b8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.0004540549206624422"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lasso.alpha_"
]
},
{
"cell_type": "code",
"execution_count": 92,
"id": "a44e0a75",
"metadata": {},
"outputs": [],
"source": [
"coefs = lasso.coef_"
]
},
{
"cell_type": "code",
"execution_count": 93,
"id": "ba0b9e94",
"metadata": {},
"outputs": [],
"source": [
"feature_coef_df = pd.DataFrame({\n",
" 'feature': features_names_out,\n",
" 'coef': coefs,\n",
" 'coef_abs': np.abs(coefs)\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 94,
"id": "95b50d67",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(198, 3)"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_coef_df.shape"
]
},
{
"cell_type": "code",
"execution_count": 95,
"id": "d92d00b6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5656565656565656"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(feature_coef_df['coef_abs'] == 0).sum() / len(feature_coef_df)"
]
},
{
"cell_type": "markdown",
"id": "27cba8a4",
"metadata": {},
"source": [
"有64%的特征系数为0"
]
},
{
"cell_type": "code",
"execution_count": 96,
"id": "094483e0",
"metadata": {},
"outputs": [],
"source": [
"high20_coef_features= feature_coef_df[feature_coef_df['coef_abs'] != 0].sort_values(by='coef_abs', ascending=False).head(20)"
]
},
{
"cell_type": "code",
"execution_count": 97,
"id": "6dee91e7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 条形图\n",
"sns.barplot(data=high20_coef_features, x='coef', y='feature')"
]
},
{
"cell_type": "code",
"execution_count": 98,
"id": "ffc3b1ba",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" feature \n",
" coef \n",
" coef_abs \n",
" \n",
" \n",
" \n",
" \n",
" 192 \n",
" categoric__SaleCondition_Abnorml \n",
" -0.100477 \n",
" 0.100477 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" feature coef coef_abs\n",
"192 categoric__SaleCondition_Abnorml -0.100477 0.100477"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_coef_df[feature_coef_df['feature'] == 'categoric__SaleCondition_Abnorml']"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "edf51c50",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['date__GarageYrBlt',\n",
" 'date__YearRemodAdd',\n",
" 'date__YearBuilt',\n",
" 'date__MoSold',\n",
" 'numeric__LotFrontage',\n",
" 'numeric__LotArea',\n",
" 'numeric__BsmtFinSF1',\n",
" 'numeric__BsmtFinSF2',\n",
" 'numeric__BsmtUnfSF',\n",
" 'numeric__TotalBsmtSF',\n",
" 'numeric__2ndFlrSF',\n",
" 'numeric__LowQualFinSF',\n",
" 'numeric__GrLivArea',\n",
" 'numeric__GarageArea',\n",
" 'numeric__WoodDeckSF',\n",
" 'numeric__OpenPorchSF',\n",
" 'numeric__EnclosedPorch',\n",
" 'numeric__3SsnPorch',\n",
" 'numeric__ScreenPorch',\n",
" 'numeric__PoolArea',\n",
" 'numeric__MiscVal',\n",
" 'numeric__BsmtFullBath',\n",
" 'numeric__BsmtHalfBath',\n",
" 'numeric__FullBath',\n",
" 'numeric__HalfBath',\n",
" 'numeric__BedroomAbvGr',\n",
" 'numeric__KitchenAbvGr',\n",
" 'numeric__TotRmsAbvGrd',\n",
" 'numeric__Fireplaces',\n",
" 'numeric__GarageCars',\n",
" 'numeric__HasBsmt',\n",
" 'numeric__TotalSF',\n",
" 'numeric__HouseSF_PRODUCT_QUAL',\n",
" 'ordianl__OverallQual',\n",
" 'ordianl__OverallCond',\n",
" 'ordianl__ExterQual',\n",
" 'ordianl__ExterCond',\n",
" 'ordianl__HeatingQC',\n",
" 'ordianl__KitchenQual',\n",
" 'categoric__MSSubClass_20',\n",
" 'categoric__MSSubClass_30',\n",
" 'categoric__MSSubClass_40',\n",
" 'categoric__MSSubClass_45',\n",
" 'categoric__MSSubClass_50',\n",
" 'categoric__MSSubClass_60',\n",
" 'categoric__MSSubClass_70',\n",
" 'categoric__MSSubClass_75',\n",
" 'categoric__MSSubClass_80',\n",
" 'categoric__MSSubClass_85',\n",
" 'categoric__MSSubClass_90',\n",
" 'categoric__MSSubClass_120',\n",
" 'categoric__MSSubClass_160',\n",
" 'categoric__MSSubClass_180',\n",
" 'categoric__MSSubClass_190',\n",
" 'categoric__CentralAir_N',\n",
" 'categoric__CentralAir_Y',\n",
" 'categoric__MSZoning_C (all)',\n",
" 'categoric__MSZoning_FV',\n",
" 'categoric__MSZoning_RH',\n",
" 'categoric__MSZoning_RL',\n",
" 'categoric__MSZoning_RM',\n",
" 'categoric__LotShape_IR1',\n",
" 'categoric__LotShape_IR2',\n",
" 'categoric__LotShape_IR3',\n",
" 'categoric__LotShape_Reg',\n",
" 'categoric__LotConfig_Corner',\n",
" 'categoric__LotConfig_CulDSac',\n",
" 'categoric__LotConfig_FR2',\n",
" 'categoric__LotConfig_FR3',\n",
" 'categoric__LotConfig_Inside',\n",
" 'categoric__Neighborhood_Blmngtn',\n",
" 'categoric__Neighborhood_BrDale',\n",
" 'categoric__Neighborhood_BrkSide',\n",
" 'categoric__Neighborhood_ClearCr',\n",
" 'categoric__Neighborhood_CollgCr',\n",
" 'categoric__Neighborhood_Crawfor',\n",
" 'categoric__Neighborhood_Edwards',\n",
" 'categoric__Neighborhood_Gilbert',\n",
" 'categoric__Neighborhood_IDOTRR',\n",
" 'categoric__Neighborhood_MeadowV',\n",
" 'categoric__Neighborhood_Mitchel',\n",
" 'categoric__Neighborhood_NAmes',\n",
" 'categoric__Neighborhood_NPkVill',\n",
" 'categoric__Neighborhood_NWAmes',\n",
" 'categoric__Neighborhood_NoRidge',\n",
" 'categoric__Neighborhood_NridgHt',\n",
" 'categoric__Neighborhood_OldTown',\n",
" 'categoric__Neighborhood_SWISU',\n",
" 'categoric__Neighborhood_Sawyer',\n",
" 'categoric__Neighborhood_SawyerW',\n",
" 'categoric__Neighborhood_Somerst',\n",
" 'categoric__Neighborhood_StoneBr',\n",
" 'categoric__Neighborhood_Timber',\n",
" 'categoric__Neighborhood_Veenker',\n",
" 'categoric__Condition1_Artery',\n",
" 'categoric__Condition1_Feedr',\n",
" 'categoric__Condition1_Norm',\n",
" 'categoric__Condition1_PosA',\n",
" 'categoric__Condition1_PosN',\n",
" 'categoric__Condition1_RRAe',\n",
" 'categoric__Condition1_RRAn',\n",
" 'categoric__Condition1_RRNe',\n",
" 'categoric__Condition1_RRNn',\n",
" 'categoric__BldgType_1Fam',\n",
" 'categoric__BldgType_2fmCon',\n",
" 'categoric__BldgType_Duplex',\n",
" 'categoric__BldgType_Twnhs',\n",
" 'categoric__BldgType_TwnhsE',\n",
" 'categoric__HouseStyle_1.5Fin',\n",
" 'categoric__HouseStyle_1.5Unf',\n",
" 'categoric__HouseStyle_1Story',\n",
" 'categoric__HouseStyle_2.5Fin',\n",
" 'categoric__HouseStyle_2.5Unf',\n",
" 'categoric__HouseStyle_2Story',\n",
" 'categoric__HouseStyle_SFoyer',\n",
" 'categoric__HouseStyle_SLvl',\n",
" 'categoric__RoofStyle_Flat',\n",
" 'categoric__RoofStyle_Gable',\n",
" 'categoric__RoofStyle_Gambrel',\n",
" 'categoric__RoofStyle_Hip',\n",
" 'categoric__RoofStyle_Mansard',\n",
" 'categoric__RoofStyle_Shed',\n",
" 'categoric__RoofMatl_CompShg',\n",
" 'categoric__RoofMatl_Metal',\n",
" 'categoric__RoofMatl_Roll',\n",
" 'categoric__RoofMatl_Tar&Grv',\n",
" 'categoric__RoofMatl_WdShake',\n",
" 'categoric__RoofMatl_WdShngl',\n",
" 'categoric__Exterior1st_AsbShng',\n",
" 'categoric__Exterior1st_AsphShn',\n",
" 'categoric__Exterior1st_BrkComm',\n",
" 'categoric__Exterior1st_BrkFace',\n",
" 'categoric__Exterior1st_CemntBd',\n",
" 'categoric__Exterior1st_HdBoard',\n",
" 'categoric__Exterior1st_ImStucc',\n",
" 'categoric__Exterior1st_MetalSd',\n",
" 'categoric__Exterior1st_Plywood',\n",
" 'categoric__Exterior1st_Stucco',\n",
" 'categoric__Exterior1st_VinylSd',\n",
" 'categoric__Exterior1st_Wd Sdng',\n",
" 'categoric__Exterior1st_WdShing',\n",
" 'categoric__Exterior2nd_AsbShng',\n",
" 'categoric__Exterior2nd_AsphShn',\n",
" 'categoric__Exterior2nd_Brk Cmn',\n",
" 'categoric__Exterior2nd_BrkFace',\n",
" 'categoric__Exterior2nd_CmentBd',\n",
" 'categoric__Exterior2nd_HdBoard',\n",
" 'categoric__Exterior2nd_ImStucc',\n",
" 'categoric__Exterior2nd_MetalSd',\n",
" 'categoric__Exterior2nd_Other',\n",
" 'categoric__Exterior2nd_Plywood',\n",
" 'categoric__Exterior2nd_Stone',\n",
" 'categoric__Exterior2nd_Stucco',\n",
" 'categoric__Exterior2nd_VinylSd',\n",
" 'categoric__Exterior2nd_Wd Sdng',\n",
" 'categoric__Exterior2nd_Wd Shng',\n",
" 'categoric__Foundation_BrkTil',\n",
" 'categoric__Foundation_CBlock',\n",
" 'categoric__Foundation_PConc',\n",
" 'categoric__Foundation_Slab',\n",
" 'categoric__Foundation_Stone',\n",
" 'categoric__Heating_Floor',\n",
" 'categoric__Heating_GasA',\n",
" 'categoric__Heating_GasW',\n",
" 'categoric__Heating_Grav',\n",
" 'categoric__Heating_OthW',\n",
" 'categoric__Heating_Wall',\n",
" 'categoric__Electrical_FuseA',\n",
" 'categoric__Electrical_FuseF',\n",
" 'categoric__Electrical_FuseP',\n",
" 'categoric__Electrical_Mix',\n",
" 'categoric__Electrical_SBrkr',\n",
" 'categoric__Electrical_nan',\n",
" 'categoric__Functional_Maj1',\n",
" 'categoric__Functional_Maj2',\n",
" 'categoric__Functional_Min1',\n",
" 'categoric__Functional_Min2',\n",
" 'categoric__Functional_Mod',\n",
" 'categoric__Functional_Sev',\n",
" 'categoric__Functional_Typ',\n",
" 'categoric__PavedDrive_N',\n",
" 'categoric__PavedDrive_P',\n",
" 'categoric__PavedDrive_Y',\n",
" 'categoric__SaleType_COD',\n",
" 'categoric__SaleType_CWD',\n",
" 'categoric__SaleType_Con',\n",
" 'categoric__SaleType_ConLD',\n",
" 'categoric__SaleType_ConLI',\n",
" 'categoric__SaleType_ConLw',\n",
" 'categoric__SaleType_New',\n",
" 'categoric__SaleType_Oth',\n",
" 'categoric__SaleType_WD',\n",
" 'categoric__SaleCondition_Abnorml',\n",
" 'categoric__SaleCondition_AdjLand',\n",
" 'categoric__SaleCondition_Alloca',\n",
" 'categoric__SaleCondition_Family',\n",
" 'categoric__SaleCondition_Normal',\n",
" 'categoric__SaleCondition_Partial']"
]
},
"execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_coef_df['feature'].to_list()"
]
},
{
"cell_type": "markdown",
"id": "a13c5910",
"metadata": {},
"source": [
"效果是合理的。\n",
"\n",
"解释:\n",
"1. MSZoning_C表示在商业区的房子,对房价负面影响大,价格就会低"
]
},
{
"cell_type": "markdown",
"id": "acae2c6c",
"metadata": {},
"source": [
"### 假设验证"
]
},
{
"cell_type": "code",
"execution_count": 100,
"id": "51e2dded",
"metadata": {},
"outputs": [],
"source": [
"residuals = np.log(y_valid_pred) - np.log(y_valid)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"id": "43da7384",
"metadata": {},
"outputs": [],
"source": [
"residuals = residuals.rename(columns={'SalePrice': 'residual'})\n",
"residuals['price'] = y_valid\n",
"residuals['pred'] = y_valid_pred"
]
},
{
"cell_type": "code",
"execution_count": 102,
"id": "80741372",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"7.476599229884512"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"residuals['residual'].skew()\n",
"residuals['residual'].kurt()"
]
},
{
"cell_type": "code",
"execution_count": 103,
"id": "592f8c98",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" residual \n",
" price \n",
" pred \n",
" \n",
" \n",
" Id \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 300 \n",
" 0.081613 \n",
" 158500 \n",
" 171978.234917 \n",
" \n",
" \n",
" 1108 \n",
" -0.092221 \n",
" 274725 \n",
" 250522.735459 \n",
" \n",
" \n",
" 801 \n",
" -0.020707 \n",
" 200000 \n",
" 195901.273403 \n",
" \n",
" \n",
" 595 \n",
" -0.025818 \n",
" 110000 \n",
" 107196.339264 \n",
" \n",
" \n",
" 1117 \n",
" 0.095717 \n",
" 184100 \n",
" 202592.345412 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" residual price pred\n",
"Id \n",
"300 0.081613 158500 171978.234917\n",
"1108 -0.092221 274725 250522.735459\n",
"801 -0.020707 200000 195901.273403\n",
"595 -0.025818 110000 107196.339264\n",
"1117 0.095717 184100 202592.345412"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"residuals.head()"
]
},
{
"cell_type": "code",
"execution_count": 104,
"id": "c5f25531",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1,2, figsize=(10,4))\n",
"sns.histplot(data=residuals, x='residual',kde=True, ax= ax1)\n",
"res = stats.probplot(residuals['residual'], plot=ax2)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 105,
"id": "e2a62968",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9394572025052192"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"residuals[(residuals['residual'] < 0.2) & (residuals['residual'] >-0.2)].shape[0] / len(residuals)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"id": "7c86b620",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.11066593180150201"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"residuals['residual'].std()"
]
},
{
"cell_type": "markdown",
"id": "394d6589",
"metadata": {},
"source": [
"误差正态假设基本是成立的,在数据集中区域尤为明显。\n",
"\n",
"残差在$[-0.2, 0.2]$的数据占比93%。 样本标准差为0.1,参数估计的话,\n",
"符合$2\\sigma$内分布95%数据"
]
},
{
"cell_type": "markdown",
"id": "57959f19",
"metadata": {},
"source": [
"那些离群点需要研究下,"
]
},
{
"cell_type": "markdown",
"id": "fdcfda1e",
"metadata": {},
"source": [
"### 离群\n",
"找出这些离群点的共同特点,"
]
},
{
"cell_type": "markdown",
"id": "96957477",
"metadata": {},
"source": [
"```{warning}\n",
"由于没有version控制,notebook不能够反映思路:通过训练再去修改eda过程"
]
},
{
"cell_type": "markdown",
"id": "a7efcafc",
"metadata": {},
"source": [
"根据probplot划分左右"
]
},
{
"cell_type": "markdown",
"id": "1daa3bab",
"metadata": {},
"source": [
"与 #剔除异常行 配合"
]
},
{
"cell_type": "markdown",
"id": "884c7373",
"metadata": {},
"source": [
"#### 左侧\n",
"都是预测值小于真实值!"
]
},
{
"cell_type": "code",
"execution_count": 107,
"id": "143b166f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" residual \n",
" price \n",
" pred \n",
" \n",
" \n",
" Id \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 804 \n",
" -0.346820 \n",
" 582933 \n",
" 412094.131402 \n",
" \n",
" \n",
" 682 \n",
" -0.460682 \n",
" 159434 \n",
" 100579.438356 \n",
" \n",
" \n",
" 329 \n",
" -0.333022 \n",
" 214500 \n",
" 153743.842153 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" residual price pred\n",
"Id \n",
"804 -0.346820 582933 412094.131402\n",
"682 -0.460682 159434 100579.438356\n",
"329 -0.333022 214500 153743.842153"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"residuals[residuals['residual'] < -0.3]"
]
},
{
"cell_type": "markdown",
"id": "25baa4a9",
"metadata": {},
"source": [
"3个离散点,直接删除即可"
]
},
{
"cell_type": "markdown",
"id": "3164eea1",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"id": "1fa68ec1",
"metadata": {},
"source": [
"#### 右侧"
]
},
{
"cell_type": "markdown",
"id": "167b84ca",
"metadata": {},
"source": [
"着重看下系数大于0的特征。`neighborhood`, `totalsf`"
]
},
{
"cell_type": "code",
"execution_count": 108,
"id": "a8ca016e",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" feature \n",
" coef \n",
" coef_abs \n",
" \n",
" \n",
" \n",
" \n",
" 31 \n",
" numeric__TotalSF \n",
" 0.135101 \n",
" 0.135101 \n",
" \n",
" \n",
" 91 \n",
" categoric__Neighborhood_StoneBr \n",
" 0.088154 \n",
" 0.088154 \n",
" \n",
" \n",
" 75 \n",
" categoric__Neighborhood_Crawfor \n",
" 0.085541 \n",
" 0.085541 \n",
" \n",
" \n",
" 33 \n",
" ordianl__OverallQual \n",
" 0.076441 \n",
" 0.076441 \n",
" \n",
" \n",
" 179 \n",
" categoric__Functional_Typ \n",
" 0.076041 \n",
" 0.076041 \n",
" \n",
" \n",
" 73 \n",
" categoric__Neighborhood_ClearCr \n",
" 0.070117 \n",
" 0.070117 \n",
" \n",
" \n",
" 85 \n",
" categoric__Neighborhood_NridgHt \n",
" 0.058988 \n",
" 0.058988 \n",
" \n",
" \n",
" 84 \n",
" categoric__Neighborhood_NoRidge \n",
" 0.046653 \n",
" 0.046653 \n",
" \n",
" \n",
" 5 \n",
" numeric__LotArea \n",
" 0.046062 \n",
" 0.046062 \n",
" \n",
" \n",
" 163 \n",
" categoric__Heating_GasW \n",
" 0.045141 \n",
" 0.045141 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" feature coef coef_abs\n",
"31 numeric__TotalSF 0.135101 0.135101\n",
"91 categoric__Neighborhood_StoneBr 0.088154 0.088154\n",
"75 categoric__Neighborhood_Crawfor 0.085541 0.085541\n",
"33 ordianl__OverallQual 0.076441 0.076441\n",
"179 categoric__Functional_Typ 0.076041 0.076041\n",
"73 categoric__Neighborhood_ClearCr 0.070117 0.070117\n",
"85 categoric__Neighborhood_NridgHt 0.058988 0.058988\n",
"84 categoric__Neighborhood_NoRidge 0.046653 0.046653\n",
"5 numeric__LotArea 0.046062 0.046062\n",
"163 categoric__Heating_GasW 0.045141 0.045141"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"feature_coef_df[feature_coef_df['coef'] > 0].sort_values(by='coef', ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "7f2f3e4b",
"metadata": {},
"outputs": [],
"source": [
"hard_mask = (residuals['residual'] > 0.2) "
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "3224c606",
"metadata": {},
"outputs": [],
"source": [
"hard_ids = residuals[hard_mask].index"
]
},
{
"cell_type": "code",
"execution_count": 111,
"id": "164fd199",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" HasBsmt \n",
" HouseAge \n",
" TotalSF \n",
" HouseSF_PRODUCT_QUAL \n",
" \n",
" \n",
" Id \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",
" 706 \n",
" 190 \n",
" RM \n",
" 70.0 \n",
" 5600 \n",
" Pave \n",
" NaN \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Normal \n",
" 55000 \n",
" 10.915088 \n",
" 0 \n",
" 0 \n",
" 1092.000000 \n",
" 4368.000000 \n",
" \n",
" \n",
" 1388 \n",
" 50 \n",
" RM \n",
" 60.0 \n",
" 8520 \n",
" Pave \n",
" Grvl \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 1 \n",
" 1970 \n",
" CWD \n",
" Family \n",
" 136000 \n",
" 11.820410 \n",
" 1 \n",
" 0 \n",
" 2532.570883 \n",
" 15195.425298 \n",
" \n",
" \n",
" 1217 \n",
" 90 \n",
" RM \n",
" 68.0 \n",
" 8930 \n",
" Pave \n",
" NaN \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Normal \n",
" 112000 \n",
" 11.626254 \n",
" 0 \n",
" 0 \n",
" 1902.000000 \n",
" 11412.000000 \n",
" \n",
" \n",
" 790 \n",
" 60 \n",
" RL \n",
" NaN \n",
" 12205 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Low \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Normal \n",
" 187500 \n",
" 12.141534 \n",
" 1 \n",
" 0 \n",
" 2093.723832 \n",
" 12562.342995 \n",
" \n",
" \n",
" 561 \n",
" 20 \n",
" RL \n",
" NaN \n",
" 11341 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 1 \n",
" 1970 \n",
" WD \n",
" Normal \n",
" 121500 \n",
" 11.707670 \n",
" 1 \n",
" 0 \n",
" 1399.238497 \n",
" 6996.192484 \n",
" \n",
" \n",
"
\n",
"
5 rows × 85 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"706 190 RM 70.0 5600 Pave NaN Reg \n",
"1388 50 RM 60.0 8520 Pave Grvl Reg \n",
"1217 90 RM 68.0 8930 Pave NaN Reg \n",
"790 60 RL NaN 12205 Pave NaN IR1 \n",
"561 20 RL NaN 11341 Pave NaN IR1 \n",
"\n",
" LandContour Utilities LotConfig ... MoSold YrSold SaleType \\\n",
"Id ... \n",
"706 Lvl AllPub Inside ... 1 1970 WD \n",
"1388 Lvl AllPub Inside ... 1 1970 CWD \n",
"1217 Lvl AllPub Inside ... 1 1970 WD \n",
"790 Low AllPub Inside ... 1 1970 WD \n",
"561 Lvl AllPub Inside ... 1 1970 WD \n",
"\n",
" SaleCondition SalePrice SalePrice_log HasBsmt HouseAge TotalSF \\\n",
"Id \n",
"706 Normal 55000 10.915088 0 0 1092.000000 \n",
"1388 Family 136000 11.820410 1 0 2532.570883 \n",
"1217 Normal 112000 11.626254 0 0 1902.000000 \n",
"790 Normal 187500 12.141534 1 0 2093.723832 \n",
"561 Normal 121500 11.707670 1 0 1399.238497 \n",
"\n",
" HouseSF_PRODUCT_QUAL \n",
"Id \n",
"706 4368.000000 \n",
"1388 15195.425298 \n",
"1217 11412.000000 \n",
"790 12562.342995 \n",
"561 6996.192484 \n",
"\n",
"[5 rows x 85 columns]"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hard_df = eda_data.loc[hard_ids, :]\n",
"hard_df.head()"
]
},
{
"cell_type": "markdown",
"id": "7e56b77d",
"metadata": {},
"source": [
"totalsf"
]
},
{
"cell_type": "code",
"execution_count": 112,
"id": "a42d0a03",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=hard_df, x='TotalSF', y='SalePrice')"
]
},
{
"cell_type": "code",
"execution_count": 113,
"id": "54cfb838",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" SalePrice \n",
" SalePrice_log \n",
" HasBsmt \n",
" HouseAge \n",
" TotalSF \n",
" HouseSF_PRODUCT_QUAL \n",
" \n",
" \n",
" Id \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",
" 1388 \n",
" 50 \n",
" RM \n",
" 60.0 \n",
" 8520 \n",
" Pave \n",
" Grvl \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 1 \n",
" 1970 \n",
" CWD \n",
" Family \n",
" 136000 \n",
" 11.82041 \n",
" 1 \n",
" 0 \n",
" 2532.570883 \n",
" 15195.425298 \n",
" \n",
" \n",
"
\n",
"
1 rows × 85 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"1388 50 RM 60.0 8520 Pave Grvl Reg \n",
"\n",
" LandContour Utilities LotConfig ... MoSold YrSold SaleType \\\n",
"Id ... \n",
"1388 Lvl AllPub Inside ... 1 1970 CWD \n",
"\n",
" SaleCondition SalePrice SalePrice_log HasBsmt HouseAge TotalSF \\\n",
"Id \n",
"1388 Family 136000 11.82041 1 0 2532.570883 \n",
"\n",
" HouseSF_PRODUCT_QUAL \n",
"Id \n",
"1388 15195.425298 \n",
"\n",
"[1 rows x 85 columns]"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hard_df[hard_df['TotalSF'] > 2250]"
]
},
{
"cell_type": "markdown",
"id": "11bf7e9a",
"metadata": {},
"source": [
"saletype"
]
},
{
"cell_type": "code",
"execution_count": 114,
"id": "166bfff3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"SaleType\n",
"WD 13\n",
"New 2\n",
"CWD 1\n",
"Name: count, dtype: int64"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hard_df['SaleType'].value_counts()"
]
},
{
"cell_type": "markdown",
"id": "61d34b19",
"metadata": {},
"source": [
"WD是最普通的方式,没什么问题"
]
},
{
"cell_type": "code",
"execution_count": 115,
"id": "cab3de98",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=hard_df, x='SaleType', y='SalePrice')\n",
"sns.stripplot(data=hard_df, x='SaleType', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "e6ae67f2",
"metadata": {},
"source": [
"Neighborhood:StoneBr,NridgHt,Crawfor,NoRidge"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "6a382f2f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"sns.boxplot(data=hard_df, x='Neighborhood', y='SalePrice')\n",
"sns.stripplot(data=hard_df, x='Neighborhood', y='SalePrice')"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "78123ad5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,4))\n",
"sns.boxplot(data=eda_data, x='Neighborhood', y='SalePrice')\n",
"sns.stripplot(data=eda_data, x='Neighborhood', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "7d89381f",
"metadata": {},
"source": [
"Functional_Typ"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "5566beab",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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93//7f2U2mzVixAg988wz1jVTp05VdXW1Zs+erfLyckVGRiolJcV6wp+Pj4/WrFmj+fPnKzY2Vr6+vpoxY4ZiY2MdWgMAAKC161ZWrLzON9UfP1dcb4xDLIFrZ7JYLBZnN9EaZWRkSJL69evn5E4AAKgvJydHiYmJeuzUaW7SjUY75B+mNYMelMX0/cFdJkutEtLfVv+ibJu1C/9nYoNBr9eZ45q++/Vm7xWtT4Gbm1739VFycrLLXTSwsdnApQ+bBAAAgHFEFGVpQnqqep05LnN1hXqdOd5gcJOu/RBLAC5+2CQAAACMJaIoq1GHPV7LIZYALmHPGwAAAFrcXTm7ZLLU2oyZLLW6++guJ3UEuD7CGwAAAFrctRxiCeASDpsEAACAUzT2EEsAl7DnDQAAAAAMgPAGAAAAAAZAeAMAAAAAAyC8AQAAAIABEN4AAAAAwAAIbwAAAABgAIQ3AAAAADAAwhsAAAAAGADhDQAAAAAMgPAGAAAAAAZAeAMAAAAAAyC8AQAAAIABEN4AAAAAwAAIbwAAAABgAIQ3AAAAADAAwhsAAAAAGICbsxsAAAAAnOmQf5g+DBmqAk8/dSsr1l05uxRRlOXstoB62PMGAACAVuuQf5hWD/618jrfpEo3s/I636Q1gx7UIf8wZ7cG1EN4AwAAQKv1YcjQemMWUxt9GBzthG6AKyO8AQAAoNUq8PRreLxTw+OAM7lUeFu5cqXGjBnzo/OzZ8/W8OHDbcZqa2u1bNkyRUdHKyIiQuPHj1deXp7NmqysLMXHx2vAgAEaNmyYUlJSHF4DAAAAxtOtrLjh8XMNjwPO5DLhbd26dVq2bNmPzn/00Uf6y1/+Um985cqVSk1N1bx587Rx40aZTCYlJCSosrJSknTmzBmNGzdON998szZv3qwpU6Zo6dKl2rx5s0NrAAAAwHjuytklk6XWZsxkqdXdR3c5qSPgxzk9vBUVFWnChAlaunSpAgMDG1xTXFys3/3ud7rttttsxisrK7V27VpNmTJFMTExCg0NVXJysoqKirR9+3ZJ0qZNm2Q2mzVnzhwFBwcrLi5OjzzyiFavXu2wGgAAADCmiKIsTUhPVa8zx2WurlCvM8eVkP62+hdlO7s1oB6n3yrgq6++kre3t7Zt26YVK1bo5MmTNvMWi0WzZs3S//k//0cdO3bUu+++a53Lzs7W+fPnFRUVZR3z8vJSeHi49u/fr1GjRiktLU2RkZFyc/v+qUZFRWnVqlU6ffq0Tp482eQaPj4+dj13i8WiCxcu2LUtAADNqby83NktAC0moiiLWwO0IuXl5S73HtxischkMl11ndPD2/Dhw+udx3a5devW6dSpU3rttde0atUqm7nCwkJJUrdu3WzG/fz8VFBQYF3Tp0+fevOSlJ+f75Aa9oa3qqoqZWXxgwIA4Hry8/MlSd+6tXVyJwDgGHU/z3Jzc1VRUeHkbuozm81XXeP08HYl2dnZeuWVV/TWW281+GQuXrwoqf4TbdeunUpKSiRdStYNzUtSRUWFQ2rYy93dXSEhIXZvDwBAc6n7Pbflhs7ObQQAHCwwMFBBQUHObsNGTk5Oo9a5bHirqKjQ008/rccff1yhoaENrvHw8JB06by1uq/rtm3fvr11Td2FRy6fl6QOHTo4pIa9TCZTk7YHAKC51P1OvP/MWXWtrnFyNwDQdN+6tdWWGzrLw8PD5d6DN+aQScmFw9uhQ4f073//W6+88opWrFgh6dJhhtXV1Ro4cKDmzp2rm2++WdKlC5r07NnTum1xcbE18AUEBKi42PZSr3WP/f39VV1d3eQaAABcr7pW16jbf39XAgCcy2XDW//+/fXhhx/ajG3YsEEffvihNmzYIB8fH5nNZnl6emrfvn3W4FVaWqrMzEzFx8dLkiIjI5Wamqqamhq1bXvpONc9e/YoMDBQPj4+6tSpU5NrAAAAAEBzc9nw5uHhoV69etmMeXt7y83NzWY8Pj5eixYtUpcuXdS9e3ctXLhQAQEBGjlypCQpLi5Oa9asUVJSkiZMmKDDhw9r/fr1mjt3rqRL57o1tQYAAAAadsg/TB+GDFWBp5+6lRXrrpxdXNkRsJPLhrfGmjp1qqqrqzV79myVl5crMjJSKSkp1guM+Pj4aM2aNZo/f75iY2Pl6+urGTNmKDY21qE1AAAAYOuQf5hWD/619XFe55u0ZtCDmpCeSoAD7GCyWCwWZzfRGmVkZEiS+vXr5+ROAACoLycnR4mJiXrs1GnOeYPdFv7PROV1vqneeK8zxzV99+tO6AitWYGbm1739VFycrLLXfG9sdmgTUs0AwAAgNanwNOv4fFODY8DuDLCGwAAAJpFt7LihsfPNTwO4MoIbwAAAGgWd+XskslSazNmstTq7qO7nNQRYGyENwAAADSLiKIsTUhPVa8zx2WurlCvM8eVkP62+hdlO7s1wJAMf7VJAAAAuK6IoiyuLAk4CHveAAAAAMAACG8AAAAAYACENwAAAAAwAMIbAAAAABgA4Q0AAAAADIDwBgAAAAAGQHgDAAAAAAMgvAEAAACAATTpJt07d+7U7t27VVxcrGnTpikrK0u33HKLunfv7qj+AAAAAACyM7xdvHhRTzzxhHbv3i1PT0+dP39eEyZM0Ntvv63MzEz96U9/Uu/evR3dKwAAAAC0WnYdNrlkyRJ99dVXWrdunfbu3SuLxSJJeumll+Tv76+lS5c6tEkAAAAAaO3sCm8ffPCBpk2bpqioKJlMJuu4r6+vHn/8caWnpzusQQAAAACAneGttLT0R89r8/b21oULF5rUFAAAAADAll3hrXfv3vrb3/7W4NzHH3/M+W4AAAAA4GB2XbDk8ccf1+TJk3X27FndeeedMplM2r9/v7Zs2aLU1FQtXrzY0X0CAAAAQKtmV3gbMWKEFi5cqMWLF2vnzp2SpBdeeEE+Pj6aM2eO7rnnHoc2CQAAAACtnd33eRs9erRGjx6tY8eO6ezZs/Ly8lJQUJDatOG+3wAAAADgaHYnrW3btikpKUlBQUH6yU9+orNnzyouLk7bt293ZH8AAAAAANkZ3rZs2aIZM2bo4sWL1jEfHx/ddNNNevLJJwlwwHVkZ1aRxr++R8PmfaTxr+/RzqwiZ7cEAADQKtkV3tauXasJEyZoyZIl1rHAwEAtX75c48aN08qVK+1qZuXKlRozZozN2Mcff6y4uDgNHDhQw4cP14svvqjy8nLrfG1trZYtW6bo6GhFRERo/PjxysvLs6mRlZWl+Ph4DRgwQMOGDVNKSorNvCNqANejnVlFmpl6UJknS1VeVaPMk6WatfEgAQ4AAMAJ7Drn7fjx4xoyZEiDc0OGDNFbb711zTXXrVunZcuWKTIy0jqWlpamyZMn66mnntLdd9+tvLw8Pffcczp79qwWLFgg6VLgS01N1YIFC+Tv76+FCxcqISFB7733nsxms86cOaNx48ZpxIgRmjt3rg4ePKi5c+eqc+fOiouLc1gNoLCwUGVlZc5uw6FWbT9Rb8xikV7fnqXu7uec0BEkydPTUwEBAc5uAwAAtDC7wpufn58OHz6sqKioenOZmZm64YYbGl2rqKhISUlJSk9PV2BgoM1camqqoqKi9Nhjj0mSevXqpcTERD377LOaO3eupEt7AadPn66YmBhJUnJysqKjo7V9+3aNGjVKmzZtktls1pw5c+Tm5qbg4GDl5eVp9erViouLU2VlZZNrACUlJZo4caJqa2ud3YpDnYqYKLV1rzd+tPicEhMTndARJKlNmzZ688035e3t7exWAABAC7IrvP3iF7/Qq6++qo4dO2rEiBHq0qWLvvvuO3300Ud65ZVX9PDDDze61ldffSVvb29t27ZNK1as0MmTJ61z48ePb/DqldXV1SorK9OJEyd0/vx5mxDp5eWl8PBw7d+/X6NGjVJaWpoiIyPl5vb9U42KitKqVat0+vRpnTx5ssk1fHx8Gv18cX3y9vbWqlWrrrs9b8+9f0LHTlfUGw/266S5yclNrn/8+HEtWbJE06ZNU48ePZpcr7Xw9PQkuAEA0ArZFd4mTpyoo0eP6g9/+IPmzZtnHbdYLLrnnns0ZcqURtcaPny4hg8f3uBceHi4zePKykq98cYbuuWWW9SlSxelpaVJkrp162azzs/PTwUFBZIuHcrWp0+fevOSlJ+fr8LCwibXsDe8WSwWXbhwwa5t4Xq8vLzk5eXl7DYc6pGhZj3/bpYsl42ZJD0SE6wbb2z6hxZ156/6+vrqxhtvbHK91oSfHWhul59fDgDXk/Lycpf7PWqxWGQyma66zq7w5ubmpiVLlujxxx9XWlqaSkpK1KlTJw0aNEihoaH2lLyq6upqzZgxQzk5OdZz6uqudmk2m23WtmvXTiUlJZIu/eM0NC9JFRUVDqlhr6qqKmVlZdm9PdDcfCQlRHbSP/59UQXnqtWtk5vu7t1eXaqLlZVV3OT6+fn5kqTc3NwmvZYAOF7d6xMArjeu+r7jh3mjIXbfpFuSevfurd69ezelRKOUlZXpqaee0r59+7Rs2TJFRERIkjw8PCRd2iNX97V0KVC1b9/euqaystKmXt0/VocOHRxSw17u7u4KCQmxe3ugJYSFSQ82vHO8yeo+BAkMDFRQUFDzfBMAdql7fQLA9cYV33fk5OQ0al2jw9vDDz+s559/XsHBwVc9p81kMmn9+vWNLX1FxcXFSkhI0IkTJ7R69Wqbc9PqDnUsLi5Wz549bbap2wMYEBCg4uLiejUlyd/fX9XV1U2uYS+TydSk8AcYXd0HJh4eHrwWABdz+QeaAHA9ccX3HY05ZFK6hvu8WSwWm6+v9MdRV9wrKSnR2LFj9d133+nPf/5zvatbhoaGytPTU/v27bOOlZaWKjMzU4MHD5YkRUZGKj09XTU1NdY1e/bsUWBgoHx8fBxSAwAAAACaW6P3vG3YsMH69Zw5cxQcHNwsDV1uwYIFOn78uNasWaMuXbro1KlT1rkuXbrIbDYrPj5eixYtUpcuXdS9e3ctXLhQAQEBGjlypCQpLi5Oa9asUVJSkiZMmKDDhw9r/fr11lsNOKIGAAAAADQ3u855e/TRR/XUU0/pF7/4hYPb+V5tba3ef/99VVVVaezYsfXmd+zYoZtuuklTp05VdXW1Zs+erfLyckVGRiolJcV6wp+Pj4/WrFmj+fPnKzY2Vr6+vpoxY4ZiY2OttRxRAwAAAACak13hrbq6+ppuxN1YL7zwgvXrNm3a6PDhw1fdpm3btpo+fbqmT5/+o2v69++vjRs3NmsNAAAAAGhOdoW3J598UvPmzdO3336r3r17q2vXrvXWcM8mAAAAAHAcu8LbnDlzVFNTo6SkpB+9Mgr3LwMAAAAAx7ErvP3hD39o9OUsAQAAAABNZ1d4u//++x3dBwAAAADgCq4pvB05ckR//vOflZ+fr549e+rBBx9USEhIc/UGAAAAAPivRoe3AwcOaOzYsaqpqdENN9ygzz77TKmpqVq0aJHuueee5uwRAAAABnLIP0wfhgxVgaefupUV666cXYooyrrqHIAra9PYhStWrFBwcLC2b9+uzz//XJ9//rkiIyO1cOHC5uwPAAAABnLIP0yrB/9aeZ1vUqWbWXmdb9KaQQ/qkH/YFecAXF2jw1tGRoYmT56s7t27S5JuuOEGTZ8+Xfn5+SouLm62BgEAAGAcH4YMrTdmMbXRh8HRV5wDcHWNDm9lZWX17ud28803y2Kx6MyZMw5vDAAAAMZT4OnX8HgnvyvOAbi6Roe32tpatWlju7xdu3aSpOrqasd2BQAAAEPqVtbwEVndzhVfcQ7A1TU6vAEAAABXc1fOLpkstTZjJkut7j6664pzAK7umm4VcOrUKeXn51sf19TUSJK+/fZbm3FJuvHGGx3QHgAAAIwkoihLE9JT9WFwtAo6+anbuWLdfXSX+hdlS9IV5wBc2TWFt8mTJzc4/pvf/KbeWFYWl3wFAABojSKKsn708v9XmgNwZY0ObwsWLGjOPgAAgAs65XZNn/MCLudrv776PCha33b0Vdfzp/Q/xz5V3+Kvnd0WnOB6+HnW6GcQGxvbnH0AAAAX4uXlpXbu7nr3Bm9ntwLYrcI7UKXBo6yPC7y7650BD8jr2PtqV5LrxM7gLO3c3eXl5eXsNuzWpPi5c+dO7d69W6dOnVJiYqKysrJ0yy23WO8FBwAAjMnPz08rX3tNpaWlzm4F17njx49ryZIlmjZtmnr06OHQ2s+9f0KlpytsB00m+d52v+bee5NDvxeMwcvLS35+xr01hV3h7eLFi3riiSe0e/dueXp66vz583r00Uf19ttvKzMzU3/605/Uu3dvR/cKAABakJ+fn6Hf5MBYevTooZCQEIfWzC/9puHxc9UO/15AS7DrVgFLlizRV199pXXr1mnv3r2yWCySpJdeekn+/v5aunSpQ5sEAAAArlWQX8cGxwN9PVu4E8Ax7ApvH3zwgaZNm6aoqCiZTCbruK+vrx5//HGlp6c7rEEAAADAHmOjg3TZW1VJkskkPTI0yDkNAU1kV3grLS390fPavL29deHChSY1BQAAADRVTJi/XnhggMK7e6u9ua3Cu3vrxQcHamgohwPDmOw65613797629/+piFDhtSb+/jjjznf7TpQXFzMSepodsePH7f5G2hORj9JHYB9YsL8FRPm7+w2AIewK7w9/vjjmjx5ss6ePas777xTJpNJ+/fv15YtW5SamqrFixc7uk+0oOLiYk36zW9UUVXl7FbQSixZssTZLaAVaOfurpWvvUaAAwAYll3hbcSIEVq4cKEWL16snTt3SpJeeOEF+fj4aM6cObrnnnsc2iRaVmlpqSqqqhR7pkS+1dXObgcAmuyUm5vevcFbpaWlhDcAgGHZfZ+30aNHa/To0Tp27JjOnj0rLy8vBQUFqU0bu06jgwvyra5WN8IbAAAA4BKadJNuSQoK4mo9AAAAANDcGr2bLDQ0VGFhYY36Ex4eblczK1eu1JgxY2zGsrKyFB8frwEDBmjYsGFKSUmxma+trdWyZcsUHR2tiIgIjR8/Xnl5eS1eAwAAAACaU6P3vD3xxBM293RztHXr1mnZsmWKjIy0jp05c0bjxo3TiBEjNHfuXB08eFBz585V586dFRcXJ+lS4EtNTdWCBQvk7++vhQsXKiEhQe+9957MZnOL1QAAAACA5tTo8DZlypRmaaCoqEhJSUlKT09XYGCgzdymTZtkNps1Z84cubm5KTg4WHl5eVq9erXi4uJUWVmptWvXavr06YqJiZEkJScnKzo6Wtu3b9eoUaNapAYAAAAANDe7ry5SXl6uQ4cOKS0tTfv379f+/fu1b98+ffLJJ1q0aFGj63z11Vfy9vbWtm3bFBERYTOXlpamyMhIubl9nzGjoqKUm5ur06dPKzs7W+fPn1dUVJR13svLS+Hh4dq/f3+L1QAAAACA5mbXBUv27t2rJ5988kdv4tyxY0c9/fTTjao1fPhwDR8+vMG5wsJC9enTx2as7hLP+fn5KiwslCR169at3pqCgoIWq+Hj49OIZ1qfxWLRhQsX7Nq2OZWXlzu7BQBoFuXl5S75cxdozered/D6RGtmsVgadYqaXeHt5ZdfVufOnTVv3jxt27ZNbdq00f33369du3bp7bff1urVq+0pW095ebnMZrPNWLt27SRJFRUVunjxoiQ1uKakpKTFatirqqpKWVlZdm/fXPLz853dAgA0i9zc3Cb93AbgeHXvO3h9orX7Yd5oiF3h7euvv9Yf/vAHjRw5UmVlZfrzn/+smJgYxcTEqKqqSq+++qpef/11e0rb8PDwUGVlpc1Y3Yu6Q4cO8vDwkCRVVlZav65b0759+xarYS93d3eFhITYvX1zqQumAHC9CQwM5BY3gIupe9/B6xOtWU5OTqPW2RXeamtrFRAQIOnSC+3yb3b33Xdr5syZ9pStJyAgQMXFxTZjdY/9/f1V/d8bSBcXF6tnz542a0JDQ1ushr1MJlOTwl9zuTzEAsD1xMPDwyV/7gKtWd37Dl6faM0ae1V/uy5Y0rNnT3399deSpF69eunixYs6evSoJKm6ulrnz5+3p2w9kZGRSk9PV01NjXVsz549CgwMlI+Pj0JDQ+Xp6al9+/ZZ50tLS5WZmanBgwe3WA0AAAAAaG52hbfRo0dr0aJF2rBhg2644Qbdeuutmjdvnj7++GOtWLHCYYcCxsXFqaysTElJScrJydGWLVu0fv16TZw4UdKl40Lj4+O1aNEi7dixQ9nZ2UpMTFRAQIBGjhzZYjUAAAAAoLnZddjkhAkTdObMGR0+fFiS9PzzzyshIUGTJk2Sp6enXn31VYc05+PjozVr1mj+/PmKjY2Vr6+vZsyYodjYWOuaqVOnqrq6WrNnz1Z5ebkiIyOVkpJiPeGvpWoAAAAAQHMyWSwWS1OLlJSU6N///rfMZrOCgoLk6enpiN6uaxkZGZKkfv36ObmT+nJycpSYmKjHTp1Wt/+eEwgARlbg5qbXfX2UnJzskheKAlqzuvcdvD7RmjU2G1zTYZOHDx/Wb37zG23dutU6tmHDBg0dOlRjxozRww8/rI0bN157twAAAACAK2p0eMvKylJ8fLyys7OtVwI6fPiw/vjHP6pnz55avny5Jk2apOTkZH300UfN1jAAAAAAtEaNPuft9ddfV1hYmNatW2e9/9mGDRskSQsXLrReVv/bb7/Vhg0bNGLEiGZoFwAAAABap0bvedu/f7/GjBljDW6S9Nlnn6lHjx7W4CZJQ4YMUWZmpmO7BAAAAIBWrtHh7ezZs9Ybc0vS0aNHdebMGd1+++0269q3b6/KykrHdQgAAAAAaHx469y5s7799lvr471798pkMumOO+6wWXf06FF16dLFcR0CAAAAABof3m677TZt3LhRtbW1qq6u1ubNm9WuXTtFR0db11RWVuqtt97ST37yk2ZpFgAAAABaq0ZfsOTxxx/XAw88YL0QSX5+vp544gl16tRJkrR582a99dZbys3N1UsvvdQ83QIAAABAK9Xo8Na7d29t2rRJa9eu1enTp5WQkKBf/epX1vmXX35Zbm5uWrFihcLCwpqlWQAAAABorRod3iQpJCREf/zjHxuce+edd+Tr66s2ba7pvt8AAAAAgEa4pvB2Jf7+/o4qBQAAAAD4AXaTAQAAAIABEN4AAAAAwAAcdtgkrj/furV1dgsA4BD8PAMAXA8Ib/hRW27o7OwWAAAAAPwX4Q0/6v4zZ9W1usbZbQBAk33r1pYPpAAAhkd4w4/qWl2jbtXVzm4DAAAAgLhgCQAAAAAYAuENAAAAAAyA8AYAAAAABkB4AwAAAAADILwBAAAAgAFwtUkAAAA4Xdp/zuuPH+/RseLzCvLrqLHRQYoJ83d2W4BLYc8bAAAAnKrCO1Av7yxU5slSlVfVKPNkqWZtPKidWUXObg1wKYQ3AAAAONWFgMH1xiwWaf2nuU7oBnBdhghvVVVVSk5O1rBhwzRw4ED9+te/1oEDB6zzWVlZio+P14ABAzRs2DClpKTYbF9bW6tly5YpOjpaERERGj9+vPLy8mzWOKIGAAAArl21R5cGx3NPlbVwJ4BrM0R4e/XVV7V582bNmzdPW7duVVBQkBISElRUVKQzZ85o3Lhxuvnmm7V582ZNmTJFS5cu1ebNm63br1y5UqmpqZo3b542btwok8mkhIQEVVZWSpJDagAAAMA+buXfNTge6OvZwp0Ars0Q4W3Hjh36+c9/riFDhqhXr16aNWuWysrKdPDgQW3atElms1lz5sxRcHCw4uLi9Mgjj2j16tWSpMrKSq1du1ZTpkxRTEyMQkNDlZycrKKiIm3fvl2SHFIDAAAA9ulQmCbTD8ZMJumRoUFO6QdwVYa42mTnzp31z3/+U/Hx8erWrZs2btwos9mssLAwvfPOO4qMjJSb2/dPJSoqSqtWrdLp06d18uRJnT9/XlFRUdZ5Ly8vhYeHa//+/Ro1apTS0tKaXMMeFotFFy5csGvb5lReXu7sFgCgWZSXl7vkz12gNSsvL1e7klyN+WkX7cit0jffntfNXTvqoTt6aHBPT16zaBUsFotMph9+hFGfIcJbUlKSEhMT9b//+79q27at2rRpo6VLl6pnz54qLCxUnz59bNb7+flJkvLz81VYWChJ6tatW701BQUFkuSQGvaoqqpSVlaW3ds3l/z8fGe3AADNIjc3VxUVFc5uA8Bl6t53dK4s1JTIGyW1uzRRXaysrGLnNQa0MLPZfNU1hghvR48elZeXl1asWCF/f3/95S9/0cyZM/WnP/1J5eXl9Z5ou3aXXvQVFRW6ePGipPr/Mdq1a6eSkhJJckgNe7i7uyskJMTu7ZtL3XMHgOtNYGCggoI4DAu4Vp8d+VZv7T2uvG8vqFfXDnooqoeG9OnqkNp17zt4faI1y8nJadQ6lw9vJ0+e1PTp07Vu3ToNHnzpMrL9+vVTTk6Oli9fLg8Pj3oXDan7VLVDhw7y8PCQdOm8tbqv69a0b99ekhxSwx4mk0kdOnSwe/vmcvlzBIDriYeHh0v+3AVc2c6sIj337vdHCn1dUKbnt2bphQcGOOQm2nXvO3h9ojVrzCGTkgEuWHL48GFVVVWpX79+NuMRERH65ptvFBAQoOJi213qdY/9/f2thzo2tCYgIECSHFIDAADgerT+02P1xrgHG+AcLh/e6oLT119/bTN+5MgR9erVS5GRkUpPT1dNTY11bs+ePQoMDJSPj49CQ0Pl6empffv2WedLS0uVmZlp3ZPniBoAAADXo2PF5xsc5x5sQMtz+fDWv39/DR48WDNnztTevXv1zTff6OWXX9aePXv02GOPKS4uTmVlZUpKSlJOTo62bNmi9evXa+LEiZIunacWHx+vRYsWaceOHcrOzlZiYqICAgI0cuRISXJIDQAAgOtRkF/HBse5BxvQ8lz+nLc2bdpo5cqVevnll/XMM8+opKREffr00bp16zRgwABJ0po1azR//nzFxsbK19dXM2bMUGxsrLXG1KlTVV1drdmzZ6u8vFyRkZFKSUmxXoDEx8enyTUAAACuR2OjgzRr40FZLN+PcQ82wDlMFsvlL0W0lIyMDEmqdy6fK8jJyVFiYqIeO3Va3aqrnd0OADRZgZubXvf1UXJyskte5RdwdTuzirT+01zlnipToK+nHhkapKGhfg6pXfe+g9cnWrPGZgOX3/MGAAAA54oJ83fIlSUBNI3Ln/MGAAAAACC8AQAAAIAhEN4AAAAAwAAIbwAAAABgAIQ3AAAAADAAwhsAAAAAGAC3CsCPOuXG/x4Arg/8PAMAXA/4bYZ6vLy81M7dXe/e4O3sVgDAYdq5u8vLy8vZbQAAYDfCG+rx8/PTytdeU2lpqbNbwXXu+PHjWrJkiaZNm6YePXo4ux1c57y8vOTn5+fsNgAAsBvhDQ3y8/PjTQ5aTI8ePRQSEuLsNgAAAFwaFywBAAAAAAMgvAEAAACAARDeAAAAAMAACG8AAAAAYACENwAAAAAwAMIbAAAAABgA4Q0AAAAADIDwBgAAAAAGQHgDAAAAAAMgvAEAAACAARDeAAAAAMAACG8AAAAAYACENwAAAAAwAMOEt61bt+ree+9Vv379NGrUKH3wwQfWuaysLMXHx2vAgAEaNmyYUlJSbLatra3VsmXLFB0drYiICI0fP155eXk2axxRAwAAAACaiyHC21//+lc9++yzeuCBB/Tee+/p3nvv1bRp0/Tll1/qzJkzGjdunG6++WZt3rxZU6ZM0dKlS7V582br9itXrlRqaqrmzZunjRs3ymQyKSEhQZWVlZLkkBoAAAAA0JzcnN3A1VgsFi1dulRjx47V2LFjJUlPPPGEDhw4oC+++EJffPGFzGaz5syZIzc3NwUHBysvL0+rV69WXFycKisrtXbtWk2fPl0xMTGSpOTkZEVHR2v79u0aNWqUNm3a1OQaAAAAANCcXH7P27Fjx3Ty5EmNHj3aZjwlJUUTJ05UWlqaIiMj5eb2fQ6NiopSbm6uTp8+rezsbJ0/f15RUVHWeS8vL4WHh2v//v2S5JAaAAAAANCcXH7P2zfffCNJunDhgh599FFlZmbqpptu0uOPP67hw4ersLBQffr0sdnGz89PkpSfn6/CwkJJUrdu3eqtKSgokCSH1LCHxWLRhQsX7N4eMLry8nLr37wWAKB14ncBcCkXmEymq65z+fBWVlYmSZo5c6YmT56sp59+Wv/4xz80adIkvfHGGyovL5fZbLbZpl27dpKkiooKXbx4UZIaXFNSUiJJDqlhj6qqKmVlZdm9PWB0+fn5kqTc3FxVVFQ4uRsAgDPwuwC45IdZoyEuH97c3d0lSY8++qhiY2MlSWFhYcrMzNQbb7whDw+PehcNqXvhd+jQQR4eHpKkyspK69d1a9q3by9JDqlh73MLCQmxe3vA6Oo+JAkMDFRQUJCTuwEAOAO/CwApJyenUetcPrwFBARIUr3DGkNCQvTJJ5+oe/fuKi4utpmre+zv76/q6mrrWM+ePW3WhIaGWr9HU2vYw2QyqUOHDnZvDxhd3YchHh4evBYAoJXidwGgRh0yKRnggiXh4eHq2LGjDh06ZDN+5MgR9ezZU5GRkUpPT1dNTY11bs+ePQoMDJSPj49CQ0Pl6empffv2WedLS0uVmZmpwYMHS5JDagAAAABAc3L58Obh4aEJEyZoxYoVeu+99/Sf//xHr776qj7//HONGzdOcXFxKisrU1JSknJycrRlyxatX79eEydOlHTp2NH4+HgtWrRIO3bsUHZ2thITExUQEKCRI0dKkkNqAAAAAEBzcvnDJiVp0qRJat++vZKTk1VUVKTg4GAtX75ct99+uyRpzZo1mj9/vmJjY+Xr66sZM2ZYz4+TpKlTp6q6ulqzZ89WeXm5IiMjlZKSYj0p0MfHp8k1AAAAAKA5mSwWi8XZTbRGGRkZkqR+/fo5uROgYTuzirT+02M6VnxeQX4dNTY6SDFh/g79Hjk5OUpMTFRycjIX7wGAVorfBUDjs4HLHzYJoOXtzCrSzNSDyjxZqvKqGmWeLNWsjQe1M6vI2a0BAAC0WoY4bBIwgsLCQut9CY1u1fYT9cYsFun17Vnq7n7OYd/n+PHjNn+jcTw9Pa1X4gUAAK0H4Q1wgJKSEk2cOFG1tbXObsUhTkVMlNq61xs/WnxOiYmJDv9+S5YscXjN61mbNm305ptvytvb29mtAACAFkR4AxzA29tbq1atum72vD33/gkdO11RbzzYr5PmJic7oSNcztPTk+AGAEArRHgDHOR6Ooxt4shOmrXxoC6/nJHJJE28K1whIX7OawwAAKAV44IlAOqJCfPXCw8MUHh3b7U3t1V4d2+9+OBADQ0luAEAADgLe94ANCgmzN/htwYAAACA/djzBgAAAAAGQHgDAAAAAAMgvAEAAACAARDeAAAAAMAACG8AAAAAYACENwAAAAAwAMIbAAAAABgA4Q0AAAAADIDwBgAAAAAGQHgDAAAAAAMgvAEAAACAARDeAAAAAMAACG8AAAAAYACENwAAAAAwAMIbAAAAABgA4Q0AAAAADIDwBgAAAAAGQHgDAAAAAAMwVHjLzc3VwIEDtWXLFutYVlaW4uPjNWDAAA0bNkwpKSk229TW1mrZsmWKjo5WRESExo8fr7y8PJs1jqgBAAAAAM3JMOGtqqpKTz/9tC5cuGAdO3PmjMaNG6ebb75Zmzdv1pQpU7R06VJt3rzZumblypVKTU3VvHnztHHjRplMJiUkJKiystJhNQAAAACguRkmvC1fvlwdO3a0Gdu0aZPMZrPmzJmj4OBgxcXF6ZFHHtHq1aslSZWVlVq7dq2mTJmimJgYhYaGKjk5WUVFRdq+fbvDagAAAABAczNEeNu/f782btyoF1980WY8LS1NkZGRcnNzs45FRUUpNzdXp0+fVnZ2ts6fP6+oqCjrvJeXl8LDw7V//36H1QAAAACA5uZ29SXOVVpaqhkzZmj27Nnq1q2bzVxhYaH69OljM+bn5ydJys/PV2FhoSTV287Pz08FBQUOq2Evi8VicxgoAABAa1NeXm79m/dFaK0sFotMJtNV17l8eJszZ44GDBig0aNH15srLy+X2Wy2GWvXrp0kqaKiQhcvXpSkBteUlJQ4rIa9qqqqlJWV1aQaAAAARpafny/p0oXpKioqnNwN4Dw/zBsNcenwtnXrVqWlpelvf/tbg/MeHh71LhpS96Lv0KGDPDw8JF06b63u67o17du3d1gNe7m7uyskJKRJNQAAAIys7kPzwMBABQUFObkbwDlycnIatc6lw9vmzZt1+vRpDRs2zGb8+eefV0pKim688UYVFxfbzNU99vf3V3V1tXWsZ8+eNmtCQ0MlSQEBAU2uYS+TyaQOHTo0qQYAAICR1X047uHhwfsitFqNOWRScvHwtmjRIutx0HXuuusuTZ06Vffee6/+3//7f0pNTVVNTY3atm0rSdqzZ48CAwPl4+OjTp06ydPTU/v27bMGr9LSUmVmZio+Pl6SFBkZ2eQaAAAAANDcXPpqk/7+/urVq5fNH0ny8fFR9+7dFRcXp7KyMiUlJSknJ0dbtmzR+vXrNXHiREmXjhuNj4/XokWLtGPHDmVnZysxMVEBAQEaOXKkJDmkBgAAAAA0N5fe83Y1Pj4+WrNmjebPn6/Y2Fj5+vpqxowZio2Nta6ZOnWqqqurNXv2bJWXlysyMlIpKSnWEwIdUQMAAAAAmpvJYrFYnN1Ea5SRkSFJ6tevn5M7AQAAcJ6cnBwlJiYqOTlZISEh2plVpPWfHtOx4vMK8uuosdFBignzd3abQLNqbDZw6cMmAQAA0HrszCrSzNSDyjxZqvKqGmWeLNWsjQe1M6vI2a0BLsHQh00CAAC4msLCQpWVlTm7DcM4fvy49e/VGfWvuGexSK9vz1J393Mt3ZrL8/T0VEBAgLPbQAvisEkn4bBJAACuPyUlJXr44YdVW1vr7FYM6VTERKmte/2Jmkr5Hnq95RtycW3atNGbb74pb29vZ7eCJmpsNmDPGwAAgIN4e3tr1apV7Hmz03Pvn9Cx0xX1xoP9OmlucrITOnJtnp6eBLdWhvAGAADgQBzGZr+JIztp1saDuvy4MJNJmnhXuEJC/JzXGOAiuGAJAAAAXEJMmL9eeGCAwrt7q725rcK7e+vFBwdqaCjBDZDY8wYAAAAXEhPmz60BgB/BnjcAAAAAMADCGwAAAAAYAOENAAAAAAyA8AYAAAAABkB4AwAAAAADILwBAAAAgAEQ3gAAAADAAAhvAAAAAGAA3KTbSaqqqmSxWJSRkeHsVgAAAAA4UWVlpUwm01XXEd6cpDH/OAAAAACufyaTqVH5wGSxWCwt0A8AAAAAoAk45w0AAAAADIDwBgAAAAAGQHgDAAAAAAMgvAEAAACAARDeAAAAAMAACG8AAAAAYACENwAAAAAwAMIbAAAAABgA4Q0AAAAADIDwBgAAAAAGQHgDAAAAAAMgvAEAAACAARDeADjE8OHD1bdvX73xxhsNzj/33HPq27evli9f3qTv0ZTtAQAtY9asWerbt+8V/wC4dm7ObgDA9cPd3V1///vfNW7cOJvx6upqffjhhzKZTE7qDADQkpKSkvTb3/7W+njIkCF69tlnde+99zqxK8D4CG8AHOaOO+7Qp59+qoKCAnXr1s06vnfvXnXo0EHt27d3YncAgJbSqVMnderUqd6Yr6+vkzoCrg8cNgnAYfr3768bb7xRf//7323G33//ff3sZz+z2fP25Zdf6uGHH9agQYN0++2369lnn1VJSYl1/ty5c5o5c6YGDx6sO+64Q+vWrWuppwEAaEbZ2dnq27ev9u/fbzOemJioyZMnS5L69u2rt99+W7/61a/Uv39/jR49Wjt27HBGu4BLIbwBcKif/exnNuGtsrJSH330kUaNGmUdO3z4sMaMGaOQkBBt3LhRy5Yt0+HDhzV+/HjV1tZKkp566ikdPnxYr732mtauXat//vOfOnnyZIs/HwCAY4WGhio8PFxbt261jp07d047duzQ/fffbx176aWX9POf/1xbt25VTEyMJk+erAMHDjihY8B1EN4AONTPfvYzHTp0SAUFBZKkzz//XDfccIPCw8Ota9auXau+ffvqueeeU0hIiG6//XYtXrxY//rXv/Tpp5/q2LFj+uyzz/Tcc89p8ODBCgsL0+LFi2U2m531tAAADhQXF6d//OMfqqiokCR98MEH6tSpk4YOHWqz5qGHHlJQUJCefvpp9e/fX3/605+c1TLgEghvABzq1ltvVY8ePax7395//339/Oc/t1lz5MgR/eQnP7EZ69u3r7y8vPT111/ryJEjkqR+/fpZ57t27aoePXo0c/cAgJYwevRoVVRUWA+FfPfdd3XffffJze37yzHcdtttNttERERYfz8ArRXhDYDD1R06WfeL+YdXF7NYLA1eebK2tlbu7u42jy93+S91AIBxeXt7a8SIEdq2bZuOHz+uL7/80uaQSan+z/za2lq1acNbV7RuvAIAOFzdoZPvvPOOevTooeDgYJv5Pn36KC0tzWYsOztbZWVlCg4Oth5iefm5DaWlpfrPf/7T/M0DAFpEXFycPv/8c/31r39Vv3791Lt3b5v5jIwMm8cHDx7ULbfc0pItAi6H8AbA4cLCwtSrVy8tWbLE5kIldR555BFlZ2fr97//vY4ePaovvvhCTz/9tMLDw3XHHXeoZ8+euueee/T73/9eu3fv1pEjRzRjxgxVVlY64dkAAJrDT3/6U3Xt2lWrV6+ut9dNktavX6+//e1vys3N1Ysvvqjs7GyNHTvWCZ0CroPwBqBZ/OxnP1NZWVmDN2QdOHCgVq9erX/961/6xS9+oSeffFIDBw7UG2+8YT1s8sUXX9SwYcOUmJiohx56SCEhIbr11ltb+mkAAJpJmzZtdN9998lisTT4Qd8DDzygN954Q/fdd5/S0tKUkpKi0NBQJ3QKuA6TxWKxOLsJAAAAtD7PPPOMqqqqtGjRIpvxvn37asGCBQ3ukQNaM87+BwAAQIv6/PPPlZOTo/fee09vvfWWs9sBDIPwBgAAgBa1efNmffLJJ5oyZYr69+/v7HYAw+CwSQAAAAAwAC5YAgAAAAAGQHgDAAAAAAMgvAEAAACAARDeAAAAAMAACG8AADgR1w0DADQW4Q0A0GrMmjVLffv2/dE/f/3rX1u0nx07dmjmzJnWx/v27VPfvn21b9++Fu2jzpgxYzRmzBinfG8AwNVxnzcAQKvi6+urV155pcG5nj17tmgv69ats3l8yy23aOPGjQoJCWnRPgAAxkB4AwC0KmazWQMGDHB2Gw3y9PR02d4AAM7HYZMAAFymoUMHf3g445YtWxQeHq5Dhw7pgQceUL9+/TRs2DCtXr3aZrvz589rwYIFGjp0qAYMGKD7779fH3/8sfX7fPHFF/riiy+stRs6bDIjI0OPPvqobr/9dv3kJz/Rb37zG/373/+u19uePXs0fvx4RURE6Kc//alefPFFVVdXW9d99913mjt3ru68807deuutuu222/TEE0/oxIkTDv9vCABoHoQ3AECrU11dXe/PtV44pLa2Vk899ZTuvfdevf766xo0aJAWLVqkTz/91Do/YcIEvfvuu3rsscf06quvqk+fPpo8ebL27dun559/XuHh4QoPD9fGjRt1yy231Psee/fu1a9+9SvV1tZq/vz5mjdvngoKCvTggw/q6NGjNmuffvppDRo0SK+99ppGjx6ttWvX6p133pF06aIoEydO1Oeff67f/va3SklJ0aRJk7R7924999xzdv5XBAC0NA6bBAC0KidPnmwwKD355JOaNGlSo+tYLBZNmjRJv/zlLyVJgwYN0vbt2/XJJ58oOjpau3bt0oEDB7Ry5Ur97//+ryQpKipKeXl52rt3r5588kl5enpK0o8eKrl48WL16NFDa9asUdu2bSVJQ4YM0ciRI7V8+XK9/PLL1rW//OUv9cQTT0iS7rjjDn300Uf65JNP9OCDD6q4uFjt27fXzJkzNXjwYEnS7bffrhMnTig1NbXRzxkA4FyENwBAq+Lr66tXX3213ri/v/811xo4cKD1a7PZrC5duujChQuSpLS0NLm7u+vOO++0rjGZTHr77bcbVfvChQvKyMjQE088YQ1ukuTl5aU777xTO3fu/NFeJCkgIMDai7+/v958801JUn5+vvLy8nT06FEdOHBAVVVV1/CMAQDORHgDALQqZrNZ/fr1c0gtDw8Pm8dt2rSxHn559uxZde7cWW3a2HeGwrlz52SxWNS1a9d6c127dtW5c+ca3Yskbdu2TUuWLFFBQYE6d+6s0NDQetsAAFwb57wBAPADNTU1No/r9mBdi06dOuns2bOqra21Gc/KylJGRkajtjeZTPr222/rzZ06dUqdO3dudC9paWmaOXOmRo4cqZ07d2rfvn1av349V7YEAIMhvAEAcBlPT08VFhbajB04cOCa6wwePFhVVVU2hzdaLBYlJSVZD9u80l65Dh066NZbb9X7779vEybPnTunTz75RIMGDWp0L19++aVqa2s1depUBQQESLoUUHfv3i1J9QImAMA1Ed4AALjMnXfeqZMnT2r+/Pnat2+fVq5cqa1bt15znWHDhmngwIF65pln9Pbbb2v37t169tlndeTIESUkJEi6dP5abm6u9uzZo5KSkno1fvvb3yovL08TJkzQjh079Pe//11jx45VZWWlJk+e3Ohe+vfvL0n6/e9/r7179+rDDz/UuHHjlJ2dLcm+PYsAgJZHeAMA4DJxcXFKSEjQ+++/r4SEBB04cEBLly695jpt27bV6tWrdc8992j58uWaNGmScnNztWbNGuvFRR566CG5u7srISFBu3btqlfjjjvu0BtvvKHKykpNmzZNv/vd7+Tv769Nmzapd+/eje7l9ttv13PPPacvv/xSCQkJWrBggW688Ua98sorkqT09PRrfn4AgJZnslzrjW0AAAAAAC2OPW8AAAAAYACENwAAAAAwAMIbAAAAABgA4Q0AAAAADIDwBgAAAAAGQHgDAAAAAAMgvAEAAACAARDeAAAAAMAACG8AAAAAYACENwAAAAAwAMIbAAAAABjA/wdptnUEvnrVqwAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"sns.boxplot(data=hard_df, x='Functional', y='SalePrice')\n",
"sns.stripplot(data=hard_df, x='Functional', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "8b3b5817",
"metadata": {},
"source": [
"OverallQual"
]
},
{
"cell_type": "code",
"execution_count": 119,
"id": "9a8f9a61",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"sns.boxplot(data=hard_df, x='OverallQual', y='SalePrice')\n",
"sns.stripplot(data=hard_df, x='OverallQual', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "79065cbd",
"metadata": {},
"source": [
"Exterior1st_BrkFace"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "a52e11ed",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,4))\n",
"sns.boxplot(data=hard_df, x='Exterior1st', y='SalePrice')\n",
"sns.stripplot(data=hard_df, x='Exterior1st', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "c3d61272",
"metadata": {},
"source": [
"GrLivArea"
]
},
{
"cell_type": "code",
"execution_count": 121,
"id": "6c9be6c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(data=hard_df, x='GrLivArea', y='SalePrice')"
]
},
{
"cell_type": "markdown",
"id": "db441f11",
"metadata": {},
"source": [
"都没什么大问题,删除那个异常点试试"
]
},
{
"cell_type": "markdown",
"id": "37a4cf9e",
"metadata": {},
"source": [
"### submit"
]
},
{
"cell_type": "code",
"execution_count": 122,
"id": "899f5b6b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" MSSubClass \n",
" MSZoning \n",
" LotFrontage \n",
" LotArea \n",
" Street \n",
" Alley \n",
" LotShape \n",
" LandContour \n",
" Utilities \n",
" LotConfig \n",
" ... \n",
" ScreenPorch \n",
" PoolArea \n",
" PoolQC \n",
" Fence \n",
" MiscFeature \n",
" MiscVal \n",
" MoSold \n",
" YrSold \n",
" SaleType \n",
" SaleCondition \n",
" \n",
" \n",
" Id \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",
" 1461 \n",
" 20 \n",
" RH \n",
" 80.0 \n",
" 11622 \n",
" Pave \n",
" NaN \n",
" Reg \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 120 \n",
" 0 \n",
" NaN \n",
" MnPrv \n",
" NaN \n",
" 0 \n",
" 6 \n",
" 2010 \n",
" WD \n",
" Normal \n",
" \n",
" \n",
" 1462 \n",
" 20 \n",
" RL \n",
" 81.0 \n",
" 14267 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Corner \n",
" ... \n",
" 0 \n",
" 0 \n",
" NaN \n",
" NaN \n",
" Gar2 \n",
" 12500 \n",
" 6 \n",
" 2010 \n",
" WD \n",
" Normal \n",
" \n",
" \n",
" 1463 \n",
" 60 \n",
" RL \n",
" 74.0 \n",
" 13830 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 0 \n",
" 0 \n",
" NaN \n",
" MnPrv \n",
" NaN \n",
" 0 \n",
" 3 \n",
" 2010 \n",
" WD \n",
" Normal \n",
" \n",
" \n",
" 1464 \n",
" 60 \n",
" RL \n",
" 78.0 \n",
" 9978 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" Lvl \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 0 \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 6 \n",
" 2010 \n",
" WD \n",
" Normal \n",
" \n",
" \n",
" 1465 \n",
" 120 \n",
" RL \n",
" 43.0 \n",
" 5005 \n",
" Pave \n",
" NaN \n",
" IR1 \n",
" HLS \n",
" AllPub \n",
" Inside \n",
" ... \n",
" 144 \n",
" 0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" 0 \n",
" 1 \n",
" 2010 \n",
" WD \n",
" Normal \n",
" \n",
" \n",
"
\n",
"
5 rows × 79 columns
\n",
"
"
],
"text/plain": [
" MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n",
"Id \n",
"1461 20 RH 80.0 11622 Pave NaN Reg \n",
"1462 20 RL 81.0 14267 Pave NaN IR1 \n",
"1463 60 RL 74.0 13830 Pave NaN IR1 \n",
"1464 60 RL 78.0 9978 Pave NaN IR1 \n",
"1465 120 RL 43.0 5005 Pave NaN IR1 \n",
"\n",
" LandContour Utilities LotConfig ... ScreenPorch PoolArea PoolQC Fence \\\n",
"Id ... \n",
"1461 Lvl AllPub Inside ... 120 0 NaN MnPrv \n",
"1462 Lvl AllPub Corner ... 0 0 NaN NaN \n",
"1463 Lvl AllPub Inside ... 0 0 NaN MnPrv \n",
"1464 Lvl AllPub Inside ... 0 0 NaN NaN \n",
"1465 HLS AllPub Inside ... 144 0 NaN NaN \n",
"\n",
" MiscFeature MiscVal MoSold YrSold SaleType SaleCondition \n",
"Id \n",
"1461 NaN 0 6 2010 WD Normal \n",
"1462 Gar2 12500 6 2010 WD Normal \n",
"1463 NaN 0 3 2010 WD Normal \n",
"1464 NaN 0 6 2010 WD Normal \n",
"1465 NaN 0 1 2010 WD Normal \n",
"\n",
"[5 rows x 79 columns]"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"testdata.head()"
]
},
{
"cell_type": "code",
"execution_count": 123,
"id": "45fadd6a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index([1461, 1462, 1463, 1464, 1465, 1466, 1467, 1468, 1469, 1470,\n",
" ...\n",
" 2910, 2911, 2912, 2913, 2914, 2915, 2916, 2917, 2918, 2919],\n",
" dtype='int64', name='Id', length=1459)"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"testdata.index"
]
},
{
"cell_type": "code",
"execution_count": 124,
"id": "cd83f010",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature_features transformer done. \n",
"fix_map_encoder transformer done.\n"
]
}
],
"source": [
"preds = model_lasso.predict(testdata)"
]
},
{
"cell_type": "code",
"execution_count": 125,
"id": "1628e61f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
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" SalePrice \n",
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" \n",
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" 1461 \n",
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" \n",
" \n",
" 4 \n",
" 1465 \n",
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" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 1454 \n",
" 2915 \n",
" 86879.146192 \n",
" \n",
" \n",
" 1455 \n",
" 2916 \n",
" 80897.026129 \n",
" \n",
" \n",
" 1456 \n",
" 2917 \n",
" 173171.990091 \n",
" \n",
" \n",
" 1457 \n",
" 2918 \n",
" 110314.381332 \n",
" \n",
" \n",
" 1458 \n",
" 2919 \n",
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" \n",
" \n",
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\n",
"
1459 rows × 2 columns
\n",
"
"
],
"text/plain": [
" ID SalePrice\n",
"0 1461 118348.668143\n",
"1 1462 170322.125056\n",
"2 1463 182666.123600\n",
"3 1464 205888.913258\n",
"4 1465 205860.298380\n",
"... ... ...\n",
"1454 2915 86879.146192\n",
"1455 2916 80897.026129\n",
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"1458 2919 222879.322699\n",
"\n",
"[1459 rows x 2 columns]"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"submit(testdata.index, preds.flatten(), name='lasso_baseline', feature_count= len(feature_coef_df))"
]
},
{
"cell_type": "markdown",
"id": "466bd053",
"metadata": {},
"source": [
"得分0.13"
]
},
{
"cell_type": "markdown",
"id": "9913ba5e",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"id": "b2a827cf",
"metadata": {},
"source": [
"至此,完成了最基本的训练、特征工程。得分与社区接近\n",
"\n",
"提升得分的方式\n",
"1. 引入非线性模型如xgboost,比如$0.7*linear + 0.3*xgboost$\n",
"2. 试图找到更好的特征"
]
},
{
"cell_type": "markdown",
"id": "7bf8fba4",
"metadata": {},
"source": [
"## 一些问答"
]
},
{
"cell_type": "markdown",
"id": "79df9d70",
"metadata": {},
"source": [
"1. 最小化残差平方和`RSS`估计`\\beta`等价于 误差在正态分布假设下对参数进行极大似然估计。\n"
]
},
{
"cell_type": "markdown",
"id": "cb3c325d",
"metadata": {},
"source": [
"2. 多重共线性下(特征高度相关), 对`\\beta`的影响?"
]
},
{
"cell_type": "code",
"execution_count": 132,
"id": "39e02a27",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature_features transformer done. \n",
"fix_map_encoder transformer done.\n"
]
}
],
"source": [
"X_MATH = preprocessor.fit_transform(X_train)"
]
},
{
"cell_type": "code",
"execution_count": 133,
"id": "ba46a84b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(972, 198)"
]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_MATH.shape"
]
},
{
"cell_type": "code",
"execution_count": 134,
"id": "0bfddccd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"172"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.linalg.matrix_rank(X_MATH)"
]
},
{
"cell_type": "markdown",
"id": "2c24a758",
"metadata": {},
"source": [
"可以看到在预处理下不是满秩的,这不符合基本线性模型假设。\n",
"\n",
"这是因为one-hot时候,生成的0,1,会满足加和=1.\n",
"\n",
"两种解决策略:\n",
"1. onehot `drop-first`\n",
"2. 引入正则项(推荐)\n",
"\n",
"lasso能做是因为加了一个L2正则项$\\lambda$"
]
},
{
"cell_type": "code",
"execution_count": 140,
"id": "6a5301e7",
"metadata": {},
"outputs": [],
"source": [
"l = lasso.alpha_"
]
},
{
"cell_type": "code",
"execution_count": 154,
"id": "704fb14d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"172"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.linalg.matrix_rank(X_MATH @ X_MATH.T + np.eye(len(X_MATH)) * l)"
]
},
{
"cell_type": "markdown",
"id": "25be67ca",
"metadata": {},
"source": [
"这是浮点计算的问题,l比较小,很多就会截断, 实际理论也是满秩的"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "data-analysis",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.15"
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"nbformat": 4,
"nbformat_minor": 5
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