{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# 04.01 - DATA EXPLORATION"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": ["!wget --no-cache -O init.py -q https://raw.githubusercontent.com/rramosp/ai4eng.v1/main/content/init.py\n", "import init; init.init(force_download=False); init.get_weblink()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["\n", "## Based on [Kaggle House Pricing Prediction Competition](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/)\n", "\n", "- Inspect and learn from the competition [Notebooks](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/notebooks)\n", "- You must make available to this notebook the `train.csv` file from the competition [data](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data) section. If running this notebook in Google Colab you must upload it in the notebook files section in Colab."]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [{"data": {"text/html": ["
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
\n", "

5 rows \u00d7 81 columns

\n", "
"], "text/plain": [" Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", "0 1 60 RL 65.0 8450 Pave NaN Reg \n", "1 2 20 RL 80.0 9600 Pave NaN Reg \n", "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", "\n", " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal \\\n", "0 Lvl AllPub ... 0 NaN NaN NaN 0 \n", "1 Lvl AllPub ... 0 NaN NaN NaN 0 \n", "2 Lvl AllPub ... 0 NaN NaN NaN 0 \n", "3 Lvl AllPub ... 0 NaN NaN NaN 0 \n", "4 Lvl AllPub ... 0 NaN NaN NaN 0 \n", "\n", " MoSold YrSold SaleType SaleCondition SalePrice \n", "0 2 2008 WD Normal 208500 \n", "1 5 2007 WD Normal 181500 \n", "2 9 2008 WD Normal 223500 \n", "3 2 2006 WD Abnorml 140000 \n", "4 12 2008 WD Normal 250000 \n", "\n", "[5 rows x 81 columns]"]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["## KEEPOUTPUT\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "d = pd.read_csv(\"train.csv\")\n", "d.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["data size"]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["(1460, 81)\n"]}], "source": ["## KEEPOUTPUT\n", "print (d.shape)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Missing values in columns"]}, {"cell_type": "code", "execution_count": 4, "metadata": {"scrolled": true}, "outputs": [{"data": {"text/plain": ["LotFrontage 259\n", "Alley 1369\n", "MasVnrType 8\n", "MasVnrArea 8\n", "BsmtQual 37\n", "BsmtCond 37\n", "BsmtExposure 38\n", "BsmtFinType1 37\n", "BsmtFinType2 38\n", "Electrical 1\n", "FireplaceQu 690\n", "GarageType 81\n", "GarageYrBlt 81\n", "GarageFinish 81\n", "GarageQual 81\n", "GarageCond 81\n", "PoolQC 1453\n", "Fence 1179\n", "MiscFeature 1406\n", "dtype: int64"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["## KEEPOUTPUT\n", "k = d.isna().sum()\n", "k[k!=0]"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Inspect the target variable"]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["## KEEPOUTPUT\n", "sns.distplot(d['SalePrice']);\n"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Discover data types"]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"data": {"text/plain": ["Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", " 'SaleCondition', 'SalePrice'],\n", " dtype='object')"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["## KEEPOUTPUT\n", "d.columns"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": [" Id int64\n", " MSSubClass int64\n", " MSZoning object\n", " LotFrontage float64\n", " LotArea int64\n", " Street object\n", " Alley object\n", " LotShape object\n", " LandContour object\n", " Utilities object\n", " LotConfig object\n", " LandSlope object\n", " Neighborhood object\n", " Condition1 object\n", " Condition2 object\n", " BldgType object\n", " HouseStyle object\n", " OverallQual int64\n", " OverallCond int64\n", " YearBuilt int64\n", " YearRemodAdd int64\n", " RoofStyle object\n", " RoofMatl object\n", " Exterior1st object\n", " Exterior2nd object\n", " MasVnrType object\n", " MasVnrArea float64\n", " ExterQual object\n", " ExterCond object\n", " Foundation object\n", " BsmtQual object\n", " BsmtCond object\n", " BsmtExposure object\n", " BsmtFinType1 object\n", " BsmtFinSF1 int64\n", " BsmtFinType2 object\n", " BsmtFinSF2 int64\n", " BsmtUnfSF int64\n", " TotalBsmtSF int64\n", " Heating object\n", " HeatingQC object\n", " CentralAir object\n", " Electrical object\n", " 1stFlrSF int64\n", " 2ndFlrSF int64\n", " LowQualFinSF int64\n", " GrLivArea int64\n", " BsmtFullBath int64\n", " BsmtHalfBath int64\n", " FullBath int64\n", " HalfBath int64\n", " BedroomAbvGr int64\n", " KitchenAbvGr int64\n", " KitchenQual object\n", " TotRmsAbvGrd int64\n", " Functional object\n", " Fireplaces int64\n", " FireplaceQu object\n", " GarageType object\n", " GarageYrBlt float64\n", " GarageFinish object\n", " GarageCars int64\n", " GarageArea int64\n", " GarageQual object\n", " GarageCond object\n", " PavedDrive object\n", " WoodDeckSF int64\n", " OpenPorchSF int64\n", " EnclosedPorch int64\n", " 3SsnPorch int64\n", " ScreenPorch int64\n", " PoolArea int64\n", " PoolQC object\n", " Fence object\n", " MiscFeature object\n", " MiscVal int64\n", " MoSold int64\n", " YrSold int64\n", " SaleType object\n", " SaleCondition object\n", " SalePrice int64\n"]}], "source": ["## KEEPOUTPUT\n", "for c in d.columns:\n", " print (\"%20s\"%c, d[c].dtype)"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Inspect numeric columns"]}, {"cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [{"data": {"text/html": ["
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
Id1460.0730.500000421.6100091.0365.75730.51095.251460.0
MSSubClass1460.056.89726042.30057120.020.0050.070.00190.0
LotFrontage1201.070.04995824.28475221.059.0069.080.00313.0
LotArea1460.010516.8280829981.2649321300.07553.509478.511601.50215245.0
OverallQual1460.06.0993151.3829971.05.006.07.0010.0
OverallCond1460.05.5753421.1127991.05.005.06.009.0
YearBuilt1460.01971.26780830.2029041872.01954.001973.02000.002010.0
YearRemodAdd1460.01984.86575320.6454071950.01967.001994.02004.002010.0
MasVnrArea1452.0103.685262181.0662070.00.000.0166.001600.0
BsmtFinSF11460.0443.639726456.0980910.00.00383.5712.255644.0
BsmtFinSF21460.046.549315161.3192730.00.000.00.001474.0
BsmtUnfSF1460.0567.240411441.8669550.0223.00477.5808.002336.0
TotalBsmtSF1460.01057.429452438.7053240.0795.75991.51298.256110.0
1stFlrSF1460.01162.626712386.587738334.0882.001087.01391.254692.0
2ndFlrSF1460.0346.992466436.5284360.00.000.0728.002065.0
LowQualFinSF1460.05.84452148.6230810.00.000.00.00572.0
GrLivArea1460.01515.463699525.480383334.01129.501464.01776.755642.0
BsmtFullBath1460.00.4253420.5189110.00.000.01.003.0
BsmtHalfBath1460.00.0575340.2387530.00.000.00.002.0
FullBath1460.01.5650680.5509160.01.002.02.003.0
HalfBath1460.00.3828770.5028850.00.000.01.002.0
BedroomAbvGr1460.02.8664380.8157780.02.003.03.008.0
KitchenAbvGr1460.01.0465750.2203380.01.001.01.003.0
TotRmsAbvGrd1460.06.5178081.6253932.05.006.07.0014.0
Fireplaces1460.00.6130140.6446660.00.001.01.003.0
GarageYrBlt1379.01978.50616424.6897251900.01961.001980.02002.002010.0
GarageCars1460.01.7671230.7473150.01.002.02.004.0
GarageArea1460.0472.980137213.8048410.0334.50480.0576.001418.0
WoodDeckSF1460.094.244521125.3387940.00.000.0168.00857.0
OpenPorchSF1460.046.66027466.2560280.00.0025.068.00547.0
EnclosedPorch1460.021.95411061.1191490.00.000.00.00552.0
3SsnPorch1460.03.40958929.3173310.00.000.00.00508.0
ScreenPorch1460.015.06095955.7574150.00.000.00.00480.0
PoolArea1460.02.75890440.1773070.00.000.00.00738.0
MiscVal1460.043.489041496.1230240.00.000.00.0015500.0
MoSold1460.06.3219182.7036261.05.006.08.0012.0
YrSold1460.02007.8157531.3280952006.02007.002008.02009.002010.0
SalePrice1460.0180921.19589079442.50288334900.0129975.00163000.0214000.00755000.0
\n", "
"], "text/plain": [" count mean std min 25% \\\n", "Id 1460.0 730.500000 421.610009 1.0 365.75 \n", "MSSubClass 1460.0 56.897260 42.300571 20.0 20.00 \n", "LotFrontage 1201.0 70.049958 24.284752 21.0 59.00 \n", "LotArea 1460.0 10516.828082 9981.264932 1300.0 7553.50 \n", "OverallQual 1460.0 6.099315 1.382997 1.0 5.00 \n", "OverallCond 1460.0 5.575342 1.112799 1.0 5.00 \n", "YearBuilt 1460.0 1971.267808 30.202904 1872.0 1954.00 \n", "YearRemodAdd 1460.0 1984.865753 20.645407 1950.0 1967.00 \n", "MasVnrArea 1452.0 103.685262 181.066207 0.0 0.00 \n", "BsmtFinSF1 1460.0 443.639726 456.098091 0.0 0.00 \n", "BsmtFinSF2 1460.0 46.549315 161.319273 0.0 0.00 \n", "BsmtUnfSF 1460.0 567.240411 441.866955 0.0 223.00 \n", "TotalBsmtSF 1460.0 1057.429452 438.705324 0.0 795.75 \n", "1stFlrSF 1460.0 1162.626712 386.587738 334.0 882.00 \n", "2ndFlrSF 1460.0 346.992466 436.528436 0.0 0.00 \n", "LowQualFinSF 1460.0 5.844521 48.623081 0.0 0.00 \n", "GrLivArea 1460.0 1515.463699 525.480383 334.0 1129.50 \n", "BsmtFullBath 1460.0 0.425342 0.518911 0.0 0.00 \n", "BsmtHalfBath 1460.0 0.057534 0.238753 0.0 0.00 \n", "FullBath 1460.0 1.565068 0.550916 0.0 1.00 \n", "HalfBath 1460.0 0.382877 0.502885 0.0 0.00 \n", "BedroomAbvGr 1460.0 2.866438 0.815778 0.0 2.00 \n", "KitchenAbvGr 1460.0 1.046575 0.220338 0.0 1.00 \n", "TotRmsAbvGrd 1460.0 6.517808 1.625393 2.0 5.00 \n", "Fireplaces 1460.0 0.613014 0.644666 0.0 0.00 \n", "GarageYrBlt 1379.0 1978.506164 24.689725 1900.0 1961.00 \n", "GarageCars 1460.0 1.767123 0.747315 0.0 1.00 \n", "GarageArea 1460.0 472.980137 213.804841 0.0 334.50 \n", "WoodDeckSF 1460.0 94.244521 125.338794 0.0 0.00 \n", "OpenPorchSF 1460.0 46.660274 66.256028 0.0 0.00 \n", "EnclosedPorch 1460.0 21.954110 61.119149 0.0 0.00 \n", "3SsnPorch 1460.0 3.409589 29.317331 0.0 0.00 \n", "ScreenPorch 1460.0 15.060959 55.757415 0.0 0.00 \n", "PoolArea 1460.0 2.758904 40.177307 0.0 0.00 \n", "MiscVal 1460.0 43.489041 496.123024 0.0 0.00 \n", "MoSold 1460.0 6.321918 2.703626 1.0 5.00 \n", "YrSold 1460.0 2007.815753 1.328095 2006.0 2007.00 \n", "SalePrice 1460.0 180921.195890 79442.502883 34900.0 129975.00 \n", "\n", " 50% 75% max \n", "Id 730.5 1095.25 1460.0 \n", "MSSubClass 50.0 70.00 190.0 \n", "LotFrontage 69.0 80.00 313.0 \n", "LotArea 9478.5 11601.50 215245.0 \n", "OverallQual 6.0 7.00 10.0 \n", "OverallCond 5.0 6.00 9.0 \n", "YearBuilt 1973.0 2000.00 2010.0 \n", "YearRemodAdd 1994.0 2004.00 2010.0 \n", "MasVnrArea 0.0 166.00 1600.0 \n", "BsmtFinSF1 383.5 712.25 5644.0 \n", "BsmtFinSF2 0.0 0.00 1474.0 \n", "BsmtUnfSF 477.5 808.00 2336.0 \n", "TotalBsmtSF 991.5 1298.25 6110.0 \n", "1stFlrSF 1087.0 1391.25 4692.0 \n", "2ndFlrSF 0.0 728.00 2065.0 \n", "LowQualFinSF 0.0 0.00 572.0 \n", "GrLivArea 1464.0 1776.75 5642.0 \n", "BsmtFullBath 0.0 1.00 3.0 \n", "BsmtHalfBath 0.0 0.00 2.0 \n", "FullBath 2.0 2.00 3.0 \n", "HalfBath 0.0 1.00 2.0 \n", "BedroomAbvGr 3.0 3.00 8.0 \n", "KitchenAbvGr 1.0 1.00 3.0 \n", "TotRmsAbvGrd 6.0 7.00 14.0 \n", "Fireplaces 1.0 1.00 3.0 \n", "GarageYrBlt 1980.0 2002.00 2010.0 \n", "GarageCars 2.0 2.00 4.0 \n", "GarageArea 480.0 576.00 1418.0 \n", "WoodDeckSF 0.0 168.00 857.0 \n", "OpenPorchSF 25.0 68.00 547.0 \n", "EnclosedPorch 0.0 0.00 552.0 \n", "3SsnPorch 0.0 0.00 508.0 \n", "ScreenPorch 0.0 0.00 480.0 \n", "PoolArea 0.0 0.00 738.0 \n", "MiscVal 0.0 0.00 15500.0 \n", "MoSold 6.0 8.00 12.0 \n", "YrSold 2008.0 2009.00 2010.0 \n", "SalePrice 163000.0 214000.00 755000.0 "]}, "execution_count": 20, "metadata": {}, "output_type": "execute_result"}], "source": ["## KEEPOUTPUT\n", "d._get_numeric_data().describe().T"]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [{"data": {"text/plain": [""]}, "execution_count": 21, "metadata": {}, "output_type": "execute_result"}, {"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAABPsAAATgCAYAAACB9UdvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvX90HEeZ9/utqu7RaCw5lo3k+CW5NkkMIXl3F9nRZJe9wcF2AgskbMjusZxArCywd29ODiYJLP7BLnmB2A6QZJ0DvLvLj9gBEvsuWTZvTvaeTewQyMndIMXxhUt+QDCxN4CxbEuOJY1merqr7h/d1dM90z0aWdZMz+j5nONjTXf9eKrq6W89VWpNMaWUAkEQBEEQBEEQBEEQBEEQTQ9vtAEEQRAEQRAEQRAEQRAEQZwdaLOPIAiCIAiCIAiCIAiCIFoE2uwjCIIgCIIgCIIgCIIgiBaBNvsIgiAIgiAIgiAIgiAIokWgzT6CIAiCIAiCIAiCIAiCaBFos48gCIIgCIIgCIIgCIIgWgTa7CMIgiAIgiAIgiAIgiCIFoE2+wiCIAiCIAiCIAiCIAiiRaDNPoIgCIIgCIIgCIIgCIJoEWizjyAIgiAIgiAIgiAIgiBaBNrsIwiCIAiCIAiCIAiCIIgWgTb7CIIgCIIgCIIgCIIgCKJFMBptQDNy8uQ4pFSNNqMhdHVlMDqaa7QZiaKWPunu7qyTNdGcPDmOc85pb8qxa2afa1bbtd2N9NupdLZZ+3amULurk2SfBZI/fkm3D0i+jdO1j3x25pCNZ4dW0dl60AzjWc5ctjkpPttMY0C2zg711ll6s4+YFoYhGm1C4miWPmkWO8tpVruB5rW9GexuBhtnA2p3c5P0diTdPiD5NibdvunSDO0hG88OzWBjUmjGviKbG08ztYdsnR3qbStt9hEEQRAEQRAEQRAEQRBEi0CbfQRBEARBEARBEARBEATRItBmH0EQBEEQBEEQBEEQBEG0CLTZRxAEQRAEQRAEQRAEQRAtQktu9t19991YvXo13va2t+GXv/ylf/21117DunXr8J73vAfr1q3D4cOHG2ckQRAAACE4lOCwGYMSHEJw/zqEwO9PTkAJAWVwKCFgpoR/z2YcyhDgKQMOd68JrwxdJoQATwm/fDMlIuurFTe/Ls+1ZybtjbInrk9mymyVS8w+2u+Onpg4I7+bCZmMGfL5TMasW91ENPpZdrwxUQYHTwlPFyt1Tz/rqbQRGstU2gjoKcPIG5OAUalvZkr416XgECmjJi0VwrVLBvS41XVHSkU6S/ho/Tx6Yjyx+tleZmN7Am2sJ3NRtxqF7mvm93c4lh85nffnnVS76cX8gTjcEEi1mzQ+AaJi/dmI/6PWWnqt5sTUE1xDwRAQKaNiPRQV1/CytRf30tbSjum2fTb7ymEMx0dzXj/VJz4wZr2GBrBmzRrcdNNNuPHGG0PXP/e5z+GGG27ABz/4QTz66KP4+7//ezz44IMNsjL5dM5vR7qt0kXijoLOF2yMnZ6cbbOIFkIIjtFcEdt2DWJ4dBI9Xe3YMpDFos4URsYs3BW4/ol1vXjsmUPov/pizGs38Nn/+ax/b2N/Lx58/GWMjuVx58f/GMWiDOUN3t88kMWeJ17BT1485tfXlTHhOHJKe82UwIkxC9sDZW8eyOJNnSkULWfa7b380sXov/riUHlbB7IwTY47v/FcqE9qtXG6fT3TconZZ6Z+NxMyGRNHR/MVdS/pSiOXK85q3UQ0Uc/ybetXIJXiuHv385G6t2Ugi+4FaQyfCo/l5z7+x7BtibseGERXZxo3vf/t2LnnYGisexakcfxUPlTfZzZcBsF4VT0RgmOi6GB0pBAqc+tAFgtaVHeE4Djy+9P44rd/QjpLNIV+tmdM/D7CxnO70phMiI31ZC7qVqPQfT05YSNfcEL9fefH/xhFW+KuB54N+eVLvz6Bt79lEXbsHgpdn99hwgCf8+MTFR/Mxroiqp7bb1gJw2D40oPPR9YTFctWW5/97U2XwbYVfvLz3+GK3vNCY75pQx+eOfgbrFpxPrqq/HJiumuf2VgrRZWp17Trr7541uODltwGv+yyy7BkyZLQtZMnT+Kll17CBz7wAQDABz7wAbz00ksYGRlphIlNQbrNwDV3PFrzv6iNQYKohg344gcAw6OT2LZrEJYDf7NOX79/70Gs6VuK7bsGYdsqdG/nnoO4fvVyDI9O4thIriJv8P72XYNY07c0VJ9do72WA3+S0vm3e/aeSXt1e4Ll3bVrEMdGchV9UquNtdZ9tsolZp+Z+t1MmCjIyLonCnM7oG4kUc/yfQ+/gNPjVqzubds1iLxVOZbDIznc9YB77frVy/3Flr6/3ctXXt/pcWtKPbEBHBvJVZR5Vwvrjg34G30A6excpxn0MxdjYy5BNtaTuahbjUL39elxq6K/jwXmJn1t+65BZC9d4m/6BK9LBzQ+iI4PZmNdEVXPvQ8dwNiEFVtPVCxbbX02NmHh3ocOYG12WcWY79g9hLXZZVO2Y7prn9lYK0WVqde09YgP5szuzNGjR7F48WII4f5JihACPT09OHr0KBYuXDitshYt6pgNE1uCuLf+Wp2kt1v7bNLsHB4tTT6la5NwpIq83pkxMTw6Cc7Ky3HvAUA6ZcTmLf9ZfwZjNfXN0RMT0fYqhSUx+YPllrdXt6e8vHTKqLhWq41xxPV1XLmN9pVadLbRNtaLM/G7s1f3eOwzOtt1l5P08a41NphpO+Ke5SjdCOqeI2VFvqBexunRVPmCaYN6MjyaqyndmZBUX5iuzjaaevlsPUiijUnSzziawcYgs70Gm45uJdHnpiJJNuu+dn+ubY5RKnp9oJQCOE9U+zTlPjubNk4nPqhlXoq7fyb1xMWycesz7QOCV/pH6DpjsbZOd06ejTk8rkw/5prl+GDObPadTU6eHIeUqtFmzDpn4njHj4/NgiXJpru7c8p2N3ryOXlyHIsWdSRvfARHT1d7SAR7utohOIu8PpYroqerHeWPn74HAHnLjs1b/rP+DKVq6hshRLS9jEXmr/CNsvbq9pSXl7fCv+eZjo3xxkf3dVS52u5G+u1UOlvLc9cqTNfv6lI3n/26g9Q63kn2WeAs+W3MsxylG0HdE7wyX1Av4/RoqnzBtCE9Eby2dNMk0c/+NHRWMyd8dpZJqo1J0c9qnImNSffZGVGjbiXV56qROJu9vgZQ8xzDWPT6gDHWFDo762Mwjfhgqnm4qq1nUE+c1sStz7QPOLLSP4LXody+jbR1unPyGczhUxJTpo654so+Wz7bkn/GG8WSJUtw7NgxOI77d0+O42B4eLjiz30JgqgfBoAtA1lX7AD/uxFSAthadv0T63qxf+gINg9kYRgsdG9jfy8eeepV9HS1Y/HCTEXe4P3NA1nsHzoSqq/W33qkBNzvsAqUvdmz90zaq9sTLG/rQBaLF2Yq+mSmv5mJ62v6jU/ymanfzYR5bTyy7nltcyZ8SBxRz/Jt61dgfkcqVve2DGSRTlWOZc/CDLbe7F575KlXsbG/t2Ks0yleUd/8jtSUemIAWLwwU1Hm1hbWHQPAZ//qctJZAkBz6GcmxsZMgmysJ3NRtxqF7uv5HamK/l4cmJv0tc0DWQy+eBSbNvRVXOeC3mACouOD2VhXRNVz+w0r0TkvFVtPVCxbbX3WOS+F229YiX2DhyvGfNOGPuwbPDxlO6a79pmNtVJUmXpNW4/4gCmlWvYVtdWrV+Mf//Ef8da3vhUA8JGPfAR/8Rd/4R/Q8f3vfx/f+c53pl3uXHqz75o7Hq05/WP3fDBZvzGqE/Rm38wQgsMG4EgFwRkMAI4jIQSHAwZHKXDGAAZAuZOFdBQcMNhSQQgGwRmKtoRgDALus6nLNDgHF4BVlBCcISUYLEdV1FcrZkrAcgBHSgjOkRKIPSQhyjfK2xtlT9D+M7Exjri+jrM7Kb8JjSJxv6GeZXy/UwqCsap+d7bJZExMFKTv8/PaeN2/XJ7e7Aujn2UpAc4ZwNxnWjqALWWF7ulnPZU2UCgqfyzbTAanKH09bTM5HKlgO1qfXD8zUwJFCdiOAucMpmDgUFNqqXsCHYPtKEgJGNzV6JnoWdKf/UWLOnDiVK5m/Z4rPjubJNnGkn66/tAI/ZyK9oyJXMDGTBuvejhH0n12ptSiW0n2uTiSaLPuawXAcdzTzHV/AwAMgYLlgHMgnRIoeHOao+cewdx5y3KaQmfrMQZRsT4w/XXFVLYG69ExhyMVoBikVOAcFfUE11CG4BCcoVB0QuuhqLiGC9c/tP1CAI6j/PKr2Vrr2udM09dCMGYTgkFBAaqyf4KcLZ9tyU3wL37xi3jiiSdw4sQJ3HzzzViwYAEef/xx3Hnnndi0aRO+/vWvY/78+bj77rsbbSpBzHkcR4LBEyNHwQlcB4BzywS8GNjfMADABiQA/ZKTvl0q04F0SuUXHUTWVytFywmVXZxmAeXtjbNnJjbWWnd9toqIs4H2uyXe8zBdv5sJuVwx5PO5HHlOo9HPsgB80dPhYpTu6RGz8nZoLK0yPV14zjwcPz7m3S/prd5Y1tcdx612Kj1xHAk47p+RcJ13Zk1PPJwzMEeSzhIASvqptTuJ+jlZZuNkAm2sJ3NRtxqF7msgur+7F7pzEhzAmnTnPYnA3GMDlk2jEyQu1j/b8X+4Hjfm0F+prmOT8npCayjbgYPK9VBUXKPL1jGI/lxLO6a79pmNtVIwZuvuKq1r6+G5LbnZ99nPfhaf/exnK65feOGF+Jd/+ZcGWEQQBEEQBEEQBEEQBEEQs09LbvYRjcEqOtN65TRfsDF2enLqhARBEARBEARBEARBEERN0GYfcdZImWLa3/GXrG+OIAiCIAiCIAiCIAiCaG7m5lFLBEEQBEEQBEEQBEEQBNGC0GYfQRAEQRAEQRAEQRAEQbQItNlHEARBEARBEARBEARBEC0CbfYRBEEQBEEQBEEQBEEQRItAB3QQBFE3hOBwwKCYguAcjlTuDQVIpSA4g2KAYAwA4EiFoycmIISAIRgUAKsowTmDIRg4ZyjaEo4jYQgOzgEpFRQYpFTgnEFwBkdKtz5HwZESBucQUHAc6dtle/UJzmAA/j2CSAKZjImJgsTRE+MQQmBeG0cuV6xr3fo5qmfdRHXMlIDlwB0bwWEaHIWCDdPkUAoo2gqcA6YpAKlgl2ku5wymwcEZULA8/zIE2kyOXN6G4BxtKQ7LkrClJH2cQ+h5cXg0BwieyHHX/q/jhJQAipbTaLNCNFK7ayWdMTEZsLG9jSOfMBuJ5mGmMXVwXhseyaGt3YRVlAADlAQcb70gOOBIoM10311yLCdxGtVMlI+bbUtACH/uN01RWnN56yizTWDSknAc5a/LrKKEEHr9pWB4/3PO/HWYEBwpg2OyYPuxS77gxRwmQ8EbbygGKb11H1w/CtppcA4upp6nytuWEgyWo0I+CqAl14K02UcQRF0QguNUroiHnngFf7n2rbBthR88/SquueJC3L/3IIZHJ9HT1Y47blyJTLuBiZyNex864F/f2N+LdJvAP//rzzE6lsftN6xER8bE57/5nJ/mMxsug2VJ3PfwC/61229wyxubsLBzT6merQNZLMiYAIDRXBHbdg3697YMZNGVMVtC5InmJ5MxcXQ0j+0BH908kMWSrvSsLxobWTdRHTMlcGLMCo3Npg19OPDyMfS+rQdf+s7zoTEDgD1PvFKhuVtuzsI0OP7HN54LpX/+pd/jV785hf6rLw7VQfrY+gjBEz8vRvn/5oEs3tSZSsyGXzPoZzpj4liEjYu70rThR0ybmWpH+XN9+aWL0X/1xZFz16YNfXjm4G/wrhXnY36HCXDAAE+MRjUTUeO2eSCLPU+8gp+8eMzv771P/sL//MVb3omRMu3Y2N+LBx9/2V+nZdoN5CZt/OTnv8MVvedhx+6h0Pj9+7Ov4We/OuH/PJazYsd7y0AWizpTODlmhewM1hnla7W07c6P/zGKRYm7EjznnSn0Z7wEQdQFG8Bduwaxpm8pxiYs3PvQAazpW+oLOQAMj07inu8dgGDc3+jT13fuOYjT4xauX70cw6OTuPehAzg+mgulOT1u+Rt9+tq9Dx2Awbm/0aev37VrELZnl54A9L1t3j2CSAITBekHU4Dro9t3DWKiMPsBSCPrJqpjOagYmx27h3DlyvP9jT59ffuuQZway0dq7rYHBjE8kqtIf+XK87Gmb2lFHaSPrU8zzItR/r991yASss8HoDn0czLGxskE2Ug0DzPVjvLnWs9BUXPXjt1DWJtdhu27BiEdQDpIlEY1E1Hjpvtdf96xeyj02S6qCu3YuedgaJ1mcHc9tza7zN/oC5Z33ZXLQz9XG+9tnr6X2xmsM8rXamnbsZGcv9EXrK8V/Ine7CMIoi44UmF4dBKd3tt0+mctrJrh0Ulwhsjr6ZSBdCr8OUg6ZUyrPP1nxHH3SCCJJOBIGeOjctZ9tJF1E9WJGxulVFX9jLsXVU6cRpM+tjZ6vg6StHFvBm0iG4m5xky1o9wf9RwUNxcJXpqvAMBRtLlxJsSNm16zRX2OW1sF13k6jR6n8rSCh3+earzj9CpYZ7mv1dK2uPVjkua8M4Xe7CMIoi4IztDT1Y6xXBF5y/Z/7ulqD6Xr6WqHVIi8nrdsjHl/VqI/B9Hl1lqe8L7TL+4eQSQBwXmMj87+FN7IuonqxI0NY9GapvUz7l5UOXHpSR9bm2aYF5tBm8hGYq4xU+0o90c9B8XNRY4szVeMsURpVDMRN25jgT/lL/8ct7YKrtN0Gj1O5Wn1X8jqn6ca7zi9CtZZ7gO1tC1u/dgK/kRKThBEXTAAbB3IYv/QEXTOS+H2G1Zi/9ARfGJdry+w+jv7HCVx+w0rQ9c39vdifkcKjzz1qv9dfN1dmVCa+R0p3LZ+Reja7TeshC0lNvaH69k6kIXh2bVlIBu6t8W7RxBJYF4bx+YyH908kMW8ttmfwhtZN1GdlEDF2Gza0IenD7yOv/3IZRVjtqAzHam5W27OomdhpiL90wdex/6hIxV1kD62Ps0wL0b5/+aBLFKiwYYFaAb9bI+xsT1BNhLNw0y1o/y51nNQ1Ny1aUMf9g0exuaBLLgAuKC3+s6UqHHT/a4/b9rQF/psmKxCOzb294bWabZ013P7Bg9j04a+ivH7wdOvhn6uNt5bPH0vtzNYZ5Sv1dK2xQsz2JrwOe9MYUq/90rUzMmT45Cy9butu7sT19zxaM3pH7vng9NOf/z42JmYlii6uzunbEd3d2edrInm5MlxLFrU0fD+Lp3GC/+UJgCh03jBAB44jdeRCoKxKU7j1adAAVICCgifxqvcMhzv5CWDs7qcxluLbyQRbXcj/XYqnW3Wvj1TSifiuj46107jrXW8k+yzwNn329KphQpCMO80XgemydzTeB0FzhhMk5dO42UAZPRpvLoc9zReB4KzxJ3Gm/Rnf7r2JdVn9bwIxgClGj7uUfj+783xST6NtxHaXSv6NF5t41Sn8SbVZ+tJ0nUoinrZfPZO43Xzt7W5c1DlabzuOqKW03iT4rNJ9pvycVs4vx2jp/Owvc+myUtrLm8d5Z/G662tOGewbFkaH6VgMO80XsHg2MqPM9zTeB0/dok/jVeBc1Q9jdeRqDpPJek03nrHs62wYUkQRJOgRdNbayL4crSAd7H0HxiAJZ4oOl78bgCA90W8ugwDAOxwPl2eThNK6wDB5YDjyMA9hWQtFQgCyOWKoechl6ufl+q63efDqWvdRHWKlhPSQNt2IABIy72vgzzHE9AozbXt0j3tX5bt+FppTTqlskgf5wx6XtQLkySOu/Z/7bfFBBrZSO2ulXyZjfkE2kg0DzONqYPzWvfC8MaIX24gvrds8tezQfm4GQYHnFIsYDtOxTrKycmKMSkfHz060g6v2Yo6zvBiFx1jWk5ErBJYt4XtdCAdoGeKeaq8bUUHkT7aimtBekebIAiCIAiCIAiCIAiCIFoE2uwjCIIgCIIgCIIgCIIgiBaBNvsIgiAIgiAIgiAIgiAIokWgzT6CIAiCIAiCIAiCIAiCaBFos48gCIIgCIIgCIIgCIIgWgTa7CMIgiAIgiAIgiAIgiCIFsFotAGN4Ic//CF27twJpRSUUrj11ltx9dVXN9qsOYdVdNDd3TmtPPmCjbHTk7NkEXGmCMFhA3CkgiE4TIPDkQqOo7xrDCmTo1CU7rnmCpBSgTMGMAWAwTQ4irYDgIExQCm3vJNvTAKGgCMVOC/dAwDBmVsOBxzpHq0uOEfK5JBSoVCUMASDYTAUiwqOUhC6TsWQEoB0FGwAYIDBOWzPbsEZDMHAoWB57RCcwYBbD9EYtK8Nj+YAwes6HkE/r7cvZDImJgoSR0+MQwiBeW0cuVyxrnU70n2+6ln3XCHoW22mq3cKCgwMtnR1SwgGRyowAJwzmAYDABQsCQVX06RydRJwdbXN5LA9/dK6JgTz63UcBcZdTZVSYXgkBxgCDK6+WrYEZwj5+pk8B0JwOGCwpQT3tJU5irSUmBGN1MVaIRvrRy3a1Mh5vFr95ddTgvmxp8E5DJP5Oi4lYHAGgfpqqLbRjbs5wJQbuxeVHx+khJu2KOHOXZxBcBaaa/T8JKWCEAwpg6NguTGGITiEYLCKEoIzjI7lwVLCnQsdBSkV2tsELFv6/daW4oBUsPJ23foiCVT1GcEDczgr9X0pPABTbixhGAy27Y6P7Y2lIThGTk/C4bw0hkpBSa8+4a7bLG+dJTjDZMHx11+Ot8bT9TIGcOb6sJSqtE70bGfMNY0xBqvoQHAO0/TWhQrTfk4b/ZwniTm32aeUwt/+7d/ie9/7Ht761rfilVdewfr167F27VpXuIi6kTIFrrnj0WnleeyeD2JsluwhzgwhOEZzRWzbNYjh0Un0dLXj7z92OcZzNu596ACGRydx3aoLsGrF+Xj4iVdwzRUX4v69B/20n1jXi8eeOYSPvO/tmJi08a8/fNVP09WZxk3vfzt27qlM/5dr3wrbVvjJz3+HK3rPw47dQ36aTRv6YJocX937U1zyli68a8X52B6wT5fRf/XFmNdu4FuP/hz9V70NhaL0be7pasftN6xE5zwT/+Mbz/nXtgxk0ZUx5+yk0UiifK1e49HIujMZE0dH8yEf3jyQxZKu9KwvyBpZ91wh6Fta8/7Xjw/hz1ddhPsefsHv9439vWhLCfzLvl9i/XsuxsJz2jByqlBVV296/yWYmCziK989ECpnQWcbrKLEnip5r7tyOR547EWMjuV9Xwcw7edACI5TuSLuCuTZ2N+Lrs42zDMFaSlxRjSDNpGN9aOWObqR83i1+hd1pnByzPKvX37pYvRffXFoTMrj6p6udmwdyGJBA23fvKEPYCxk5+c+/sco2hLbHii1Zd1Vb8PeJ3+Ba664EI89cyg051y36oKKGH1jfy8efPxljI7lsXkgi5TJcWqsgJ17DuIPL3oT3venbwnF/JsHspjfaaItbcyZDb/I8RjIYs8Tr+AnLx6r6Ec9rwfH4LFnDuHj1/0BJsYdSKVQLMpQvwbzf2bDZbAsGYpJNg9k8dKvT2DZfzsH53Sk8J8/O4pLLlhUdc1270MHqq7trn3XhX6dmzb0wTA4vvd/v4z1V19c83Pa6Oc8aczJ3S3OOcbG3C2jsbEx9PT00EYfQZwhNuALKgAMj07i+OikH5AAwNrsMmzbNYg1fUv9CV6nvX/vQazpW4rjo5O453sHQmmuX73cnwzK049NWLj3oQNYm13mT046zY7dQxCM4/rVy7E2u8wPIsrL2L5rELatsKZvKU6NF0I2D+s2jORC17btGsTcCCWSR5Sv1Ws8Gln3REFW+PD2XYOYKMx+0NLIuucKQd/Smremb6kfVANuv+/ccxBjExbW9C3FtgcGUbTUlLo6PJLzN/qC5TC4C7Rqee996ACuX7085Otn8hzYgL/RF7Th2EiOtJQ4Y5pBm8jG+lGLNjVyHq9Wv+WEr+v4tFpcPTw6ibsabPup8UKFncMjOX+jT7dlx+4hf64pn3OiYvSdew76c8/2XYNgYP5a4Lorl1fE/Nt3DULaQKGo6tQbjSdqPPScrj8H+zHY98H/mWIYHslBMF7Rr8H8p8etiphk+65BZC9dgp17DuL46CSuXHn+lGu2qdZ2wTp37B6Cwbkb80zD1xv9nCeNOfdmH2MM//AP/4BbbrkFmUwGExMT+Od//udplbFoUccsWUfUwnT/9LceJNGmINpnZ8PO4dHSZpgmnTJC1wR3xbYzY1ak1deDP+s0taTXZZen4czNH3dfl63T6evl6dIpo+IaGKu5L5PuG3E02u4onY3ytemOx5nSyLqPnhiPrNuRCktauO5yGu2TU1FrbFDejqBvaV2K0750ykA6pcdA1qyr5fc4m1qTK8pgLLa8as9B3LOTThln/Pwk3ReSbp/mTH02CSRJm+IgG88+cT5byxx9tufx6eaJq9+RKnQ9SpfL42qdd7q2n+mzXEusH3WtfE4rb1u1GF3/rOeraumVUnAUmsJnz4aexvmS7rfyz1Fj0Jkx4UiJdMoI9XFU/jj/U0r587n+Oa6MWtZ2UWPvp5/C12frOZ8N6mnHnNvss20b//RP/4Svf/3rWLlyJQ4cOIBPfvKTePzxxzFv3ryayjh5chxStv5vD5LyQJRz/Hiy/pC3u7tzSpsa3ZcnT45j0aKO2ek7wdHT1R4S1rxlh645EujpasdYrliRVl83DVaRppb0uuzyNFIBY7ki5s9riy0jmE6XV54ub4V/F9TT1Q4oVVNf1uIbSUTb3Ui/jdTZCF+bznjMiAbWLYSIrFtw1tJ1B6n1WUqcz5YR2Y6Ab2lditO+vGWjaCtvDHjNuhqlj1Pl1f/ra/rLUqf9HMQ8O3nLPqPnJ+m6Ol37mtJnE0BStKkarWpjIn22ljn6LM7jZ/RcxNQveFino3S5PK4+E9tn9CzXEOtHXSuf08rbFhfDB+cePV+5G6PR6Rlj4Cz5PnvW9DTGl8YCf3pf3o/RY5FB3rIhVfxaCYj3P8aYP5/rn6eKRaYTd+g12lS+HurXRq4VaqDe8eyc+9vVl19+GcPDw1i5ciUAYOXKlWhvb8ehQ4cabBlBNCcGgC0DWVdI4Qpqt/dcWOg9AAAgAElEQVR9d/ravsHD2DKQxf6hI/jEut5Q2k+s68X+oSPo7mrHHTeuDKV55KlXsbE/On3nvBRuv2El9g0exqYNfaE0mzb0wVESjzz1KvYNHsbmMvt0GZsHsjAMhv1DR7Cgoy1kc49uw8JM6NqWgezc+y1JQojytXqNRyPrntfGK3x480AW89pmfwpvZN1zhaBvac3bP3QEt61fEer3jf296JyXwv6hI9hycxZmik2pqz0LM/jUh1dWlKOgsHmKvLffsBKPPPVqyNfP5DkwAGwty7OxvxeLF2ZIS4kzphm0iWysH7VoUyPn8Wr1p0T4uo5Pq8XVPV3ud/Y10vYFHW0VdvYszGDLzeG2bNrQ58815XNOVIy+sb/Xn3s2D2ShoPy1wA+efrUi5t88kAU3gDaTYa4QNR56Ttefg/0Y7Pvg/4op9CzMwFGyol+D+ed3pCpiks0DWQy+eBQb+3vR3dWOpw+8PuWabaq1XbDOTRv6YEvpxjzT8PVGP+dJgymlWv8VtQDHjx/He97zHnz/+9/HBRdcgEOHDmH9+vV44oknsGDBgprKmEtv9k3nAI3H7vngrKbXeZKwKx9kzr/ZhylO41UKBi+dxqtP0/VP4+UAFLzTeN3viAmexpsyAic7xZ7GWzqlTHh1SalQsCUMzmAYHMWiLJ3GywFIzPppvEl9I2IqEvtmH0q+ph1hrp3Gq+uea6fxtvSbfTiD03gFgymCp/HCPeXcP43XZbqn8WpNZmq2TuN1T0+fyWm8SddVerOvfjRSF2ulFW1Mqs/W8zTeM30uZn4ar6vVZ3Ia70yf5dJpvO4prlOdxqvj9orTeL0TYStP41Xuya6B03gNbz3BAPc0XqXQntKn8br5azmNNyk+ezb1dCan8TLv//BpvAx2MXocQqfxKrc+0+SwrMBpvJYTXrPVcBqvXsOFT+OVfvm1nsZb3q9JPo233vFsojY5V61aBcam3pV/+umnz7iO7u5u3Hnnndi4caNf17Zt22re6CMIohLHkWDwBMV2XHEGStckYNkO9NPNAAg/s/ufHbgfzLvonHk4fnzMTS9L9wIfIYN1OUDRcQvVdeuyfcHz6iw64fIcyFA5juMmLV1TOivRILSv6cmynuMR8vM6+0IuVwSD+300x4+PIZerX+26brfdTl3rnisEfcvxvjpA65LWLekEtM8GCoH8+npQJwFXd/V9rWvSKcvnlDQ5GIQ6KOl0cMTP5DnQQXaUDQRxpjRSF2uFbKwftWhTI+fxavWXXy86CM27npSDe//goGG2C69+ALBtGbKzGDBKz0c6RkdgDgvet4qBGN0GHLt0r6srg+PHx6BQansxL0Pp9Tw316jqM7YTmsPL+14jAVhW6XOwXxd2efGALPlacF1n24777oTjlmMAkJb3S8GIerUfCC+d70tezKK8fzpOsJ3SunC6I9zo5zxJJGqz78tf/nJd6rn22mtx7bXX1qUugiAIgiAIgiAIgiAIgqgXidrsy2azjTaBIAiCIAiCIAiCIAiCIJqWRG32lfPyyy/j+eefx+joKIJfLbhx48YGWkUQBEEQBEEQBEEQBEEQySSxRy3t3bsX69evx3PPPYdvfOMb+OUvf4kHHngA//Vf/9Vo0wiCIAiCIAiCIAiCIAgikSR2s++b3/wmvvnNb+JrX/sa0uk0vva1r2Hnzp0wjES/jEgQBEEQBEEQBEEQBEEQDSOxm30nT57EZZddBgDgnENKiVWrVuGHP/xhgy0jCIIgCIIgCIIgCIIgiGSS2Nfkzj33XPzmN7/Beeedh2XLlmH//v3o6uqCaZqNNo0gCIIgCIIgCIIgCIIgEkliN/s+9rGP4dChQzjvvPNwyy23YOPGjSgWi9i6dWujTSOIOYcQHDYAKRU45wBTgAJSgsFyFBhnUAowBANjDEVbwnEUhGBgDOCMQUoFRyoIzsA4UCwqmAYDFxyOLeFIBc4YwADG4JZTlBg5PQmRMlB0JKR06+CcQQj3vu2VaRoMRVt5NjII7tphGhyOVHAcBYMzCLiH/dgAwAAoBiklOGd+e7SdBgDHkX77y68T9UePxfBoDhC8rmORyZiYKEg4UkJwjnltHLlcsa51Hz0xDiFEQ+puRLvNlIDlAEdPTEAIgZQAipZTl7rPJtX8Np0xMen1b8oUgFIoOloPFQCGNpPDKkrYjoJpciipYDuu1qVMDtuRsG0FzgFDcBiCoWB5YyY4hGCwbQVDuNpo2RKMASmDI285vraOTeTBDOHW75UFePoJ0r25RDM8e43UxVohG5OB9mc9j0X589mK9SrqMjksWwIKkMrV7TaTlzTam1ctCRSLEo5y6wcDhBc/214s2p7i/nwhOEe6jcPR+Ty9T5uurpe3Q0oFnhKwHTdWNjiHgAIXDEUJN5724nCDMzhevZm0gUJR+vFwOsVhO+4cBLhzlI71HS+GNgRDW4ojb0k3jWJ+2zMpjoLtls0YAwA/dk+n3H5RAARnODaSg5EyvDjerd8wGAoF6a4hOIPtKMxLtZ7PAvE+KQSHEgyA236pFNpMDsdRUN6YSKlgGu4fcSoAjjfuQrh9zr21liOlnz64fjo2MoFU2oTjSBQD8YXgDHnLAefuuCsFCOGOvf7srukAU3DAe4ai1pEUV8w+id3s+9CHPuT/vGrVKgwODqJYLGLevHkNtIog5h5CcIzmiti2axDDo5Po6WrHJ9b14sDLv8e7VpyPPU+8gmuuuBAHXv493vvOt2Bi0saO3aW0t61fgVSK4+7dz/vXNvb34sHHX8aCzhT6r74Y28vKfuyZQ7juyuXYN3gEf/any5AvONi556CfZutfZaEkQjZtHshizxOv4CcvHvPr+OHzr+Pdl50fzntzFqbBsfvxl3DNFRfi/r0HY8vYMpDFos4UTo5Zobq2DGTRlTFpgqozUb5Yr7HIZEwcHc2HfHXzQBZLutKzHmDO1brNlMCJMaui7jd1phK36VCNan5rtgkc8/q3qzONj37wUnzluwcitVanuen9b/c17fJLF2P91ReHyt7Y34sFnW148PGXfC3btCGLZw6+jssuORcLOtsApbBv8L/8cqvp6DkdKewf/C+sWnE+6d4coRmevUZqU62QjcmgFn8+W/FFXF1QCtt3D/m6XR77bh7IYl67gc/+z/8nNn4uz3fdqgvwZ3/6Foznitjhla3LeunXJ/CNR18MxbK/OzGOkdP5UEz8xf/znciNhdsdrPeq7P+Gyy45N9LWbz36c1xzxYV47JlD+Mu1b0XBCsfqWwayePHXJ7B0yTmhWHvLQBaOkvi/nvxlZBz+4xdex5++480oWA6ef+n3uKL3vFD7Nm3ow78/+xp+9qsT2HJzFj868DreteL8lvJZIN4nF3WmMJa3MTlh++sjHRv8rx8f8vu0qzONv/7QfweAinXUbetX4N9+9Ctcd+VyGAbDlx6sbY2mY4J/e/oQfvarE36MckXvedj75C8qxnNjfy+65rcBCrjzG89VrPXWX30xxRWzTGK/s09KGfpnGAba29shJTkDQdQTG6VNNQAYHp3E/XsPYm12GbbvGsSavqX+Z8dR/kafTnvfwy/g9LgVurZzz0Fcv3o51vQt9SeRYNlr+pbi3ocO4Lorl+P0uOVPUDrNyBv5Cpu0LcE6rrtyeUXeux4YxLGRnG93tTK27RqE5VS2f9uuQffNQKKuRPlivcZioiArfHX7rkFMFGZ/TpqrdVsOIutOyF5DzVTz28lA/16/erm/0afTBbVWpwlq2pq+pRVl79xzEMOexulrO3YPYm12mX+PMR4qV6eL0tHjo5NYm11GujeHaIZnr5HaVCtkYzKoxZ/PVnwRV9ep8UJIt6PS2LaqGj+X51ubXQbbVv5GWLCs7KVLQu2wHOD3JycqYmLbVhXtDtZ75crzY23VcfSavqUYm6iM1bd5dpTH2tt2DeL0uBUbh6/NLvPLW5tdVtG+HbuHcN2Vy92yHhj057JW8lkg3ictBzg2kgutj3RsEOzT61e7a6ioddR9D7/gr7XGJmpfo+mYQPe/jlF27B6KHM+dew7i2Mkcjo3kItd6FFfMPol9s++SSy7xX+0t5+WXX66zNQQxd3FkKfjQDI9OQnD3/86M6X/W98rTplNGxbXOjBmbPlhmOmVUpIm6Fiyz3MYoe9Kp+LqDnx0pI9M5UiVXQFuUOF+sx1jE+4Gkuluw7rNJNb8FSve07pWnC+pYeZq4PFrjospJpwxw969/atLAdMrw85LuzQ2a4dkjG88OzWDjTKmljWcrvoirKxgHx+k2L1v2TpWvWtytlCprh4yMnXnMPKDrVSq6Xzgr2VMtno/LXy0OD8b+cXF8sO2l+al1fBao5pPSH5/y2CDoI+VzeXk5Ou1012g6JtCfy9eDUenLCaanuGJ2Seybffv378e+ffv8fw8//DDe/e534/Of/3yjTSOIOYXgDD1d7aFrPV3tcKT7/1iu6H+WCpFp85ZdcW0sV/TzRt3TZeYtuyJN1DWdL8rGKHuq1R38LDiPTCfKozJi1onzxXqMRbwfzP40SnXXv+6zSTW/DbYxTpOCOlaeJi6P1riocvKWDakQq4/l+fKW7acl3ZsbNMOzRzaeHZrBxplSSxvPVnwRV1cwDo7TbakwrXzV4u7gCzO6rVGx81RxO2PR/SJVyZ6xXDE2Lo/LXy0OD8b+cfOU/qvPYJpW8lmgmk+6Yxns8+BYBK+VpwuWo9NOd42mYwL9uXw9GJU+rg6KK2afxD4Vb37zm0P/3vGOd+Duu+/GN7/5zUabRhBzCgPAloGsL+D6uxb2DR7G5oEs9g8d8T8LwbBpQzjtbetXYH5HKnRtY38vHnnqVewfOoLNEWXvHzqC229YiR88/Srmd6Swsb83lGbhOekKm7QtwTp+8PSrFXm33pzF4oUZ3+5qZWwZyCIlKtu/ZSBLv4VqAFG+WK+xmNfGK3x180AW89pmfxqdq3WnBCLrTolZr/qsUs1v2wP9+8hTr+JTH14Zq7U6TVDT9g8dqSh7Y38vejyN09c2bchi3+Bh/55SMlSuThelo91d7dg3eJh0bw7RDM9eI7WpVsjGZFCLP5+t+CKurgUdbSHdjkpjGCx0rTx+Ls+3b/AwDINh04a+irIGXzwaakdKAOcumlcRExsGq2h3sN6nD7wea6uOo/cPHUHnvMpYfYtnR3msvWUgi/kdqdg4fN/gYb+8fYOHK9q3aUMffvD0q25ZN2f9uayVfBaI98mUABYvzITWRzo2CPbpI0+5a6ioddRt61f4a63OebWv0XRMoPtfxyibNvRFjufG/l4sXpTB4oWZyLUexRWzD1PB93wTztGjR3HttddiaGiooXacPDkOWf7rlxaku7sT19zxaM3pH7vng7OaXuc5fnxsWnlmm+7uzilt6u7urJM10Zw8OY5FizrOuO9Kp/ECnLPaTuPVJ+9GnsbrnZQrIk7j5e4hubqcNpMDCijq08NiT+PlKNryDE/jdU+ZOtun8dbiG0lE291Iv43TWT0W+sivuXYar/bBuXYar6PcUwKnOhE0iT4LVPfb6qfxuvnbUhyWVXYar6eZ/mm8Xh5DMP+0Qsc7ec8Q7mnl0afxSl9b9UmIRe+kX0MwJO003qTr6nTtS6rPTvfZawSN1MVaaUUbk+qz1Tjbp/FWe86ndxpvqc+rn8brann103jdNHGn8S5a1IHRsUnvNF74MbE+jdePw0On8Spk0sI7jdcrP3Qar0vV03gZAImI03jd01uBiNN4vbY7joIwvHK9+g2Do2A57hqixtN4k+Kz050faj2NVymFlD6N1522K07jlY4q+RaCp/G6tpWvn5gXXziO9GMSHUOUn8ZrCOaPp/LqZozBFKzsNN7wOvJsxRVJjwuC1Grr2fLZxG6mfvrTnw69gpzP5zE0NIRrr722gVYRxNzEcSQYAAEAgdio6HhrUe9/x3tLm8ETF0+/tYwL74Py7isJOEWndC9Qvk6zcP48HD8+Bg7vVWTbLU+Xqeuxbadko3TvCwDSkiV7nJL5wZfGdbt0e9y0yk+r219+nag/eiz0ZFnPscjligE/cJDL1a92XfcSr92NqLsR7S5aTqjdxSZ9+Kr5bT7Qv9L7U5fyF6gs281hAFCW9H8GANtxQp+lA1hWQMtsV5u5d0+ipH9W0Qlpa2dXBvncmK+X0jOUAaR7c4xmePYaqYu1QjYmA+3Peh6L8uezFetV1uX4mqtjVMt2QrGp7vO4+Flred4Ol10oz2cDhVCaUjs4Z5BWQPO9mNibQkLzjs5jALAmZUX5us4gem4pt0Oj2z7p5ecR94JlSwA9nk+G5zOntIbw0ubs1vNZIN4nHUf6g6T70fEOKAn6mrRKG2nlvqW8f+W+qddPwU2pYHwhA2l1uY5dKsdfi6HkW6HrgWutOWrJIrGbfUuXLg19bm9vR39/P975znc2yCKCIAiCIAiCIAiCIAiCSDaJ3ey79dZbG20CQRAEQRAEQRAEQRAEQTQVidzsGx8fx+7du/Hss89iZGQEXV1duPzyy/HhD38Yb3rTmxptHkEQBEEQBEEQBEEQBEEkksRt9h07dgw33ngj2tvbcfXVV6O7uxvHjx/HE088ge9///v47ne/i3w+j5/+9KdYt25do80lCIIgCIIgCIIgCIIgiMSQuM2+e+65B9lsFnfddVfogI5bb70VW7ZswcaNGzE8PIzt27c30EqCIAiCIAiCIAiCIAiCSB6J2+z78Y9/jMcffzy00Qe4R0PffvvtuOKKK/Dtb397Rgd1FAoFbNu2Df/5n/+JtrY2vOMd78AXvvCFmZpOEARBEARBEARBEARBEA0lcZt9hUIBnZ2dkffOOeccpNPpGZ/I++UvfxltbW34j//4DzDGcOLEiRmVRxCtjBAcEBxcMDAABUsCTIGBwXYUOAcM4R78LpWCITiKtoTjKAjOYAgGYTAUCm4+gEFKhZTBYUsFx5EwBIfgDJYtwTkDoADFYJocpyfygCFgOwpCMAjOULQlBGcQgqFgSZgmAweDhHscvZSAIRgUXDtTBkOhKCGlAufctUO5Aug4smrbbQCO9NoyRXpi9slkTEwUJI6eGIcQAvPaOHK5Yl3rdqSE4LwhdTei3am0gUJR+e1uMxmsvF2XulsFrSXDozlAcF9LghrT2W4gZ0nAk0BHKpiCgTEGR0pfc1Mmh5QKtpe/LcVhWRKGoa8rSKlgCAbOGaRSUFLrs1ueVXSQMoWbXioY3NXJ0bE8bMZI74hYn00SjdTFWmkGG7XGaxtbUeNnK54TgsMBgy1dPRYBzXWkRJsp4Eg3VnZkSffbTI685YAxN7a2pQJnblzLAHAv1tWxtI7BAYAxwHYUGAOUKtkivTLc+NfVfO6VX3Tc8TUMAdPgsIoSjLv5dT4wN3Z2HHd+0bbruUZwdw4yhGuJ480dUilIBUCV5hnOwjG9UgymwSAVUCxKdLQLTFrS74+UwWHZDgTnYF7ZtqMwPJKDmTb9vvDnNW8cbSkBxZBOcRQmk/VczRQhOLgp3LZLBc4ZhOdHUiqkUgKQCsXAnG+abjzgyJKfFYrSX2txzmAVJdpM7vexEAze8PvxgSE4Tr4xCZvxQFo3BjRNBuWVSSSfxG32XXTRRdi3bx/e9773Vdx78skncdFFF82o/ImJCfzbv/0bfvSjH/lvD9KhHwQRjRAcE0UHXEpwh2F8ooi9T/4Cf77qItz38AsYHp1ET1c7Nvb34pyOFH76y+O45II3YfuuQf/e7TesROc8Ew8+/hKuueJC3L/3ILo607jp/W/Hzj0HQ2U8+PjLGB3L4xPrevHYM4fwkfe9HbatsC1QXjDdxv5e/PD51/Fnf7oMAJAvOKEy77hxJZ77/36Hd604P2STLn/91RejK2NGTlhCcIzmiqG6twxkY9MTs08mY+LoaD40lpsHsljSlZ71xdNcrTuVNnD8jUJF3d3ntLXcYnC2iNOSRZ0pnByzsG3XID7Z/w5M5FPY88Qrvk7qtJ/ZcBlsW+Ge7x2I1M7NA1mcHs9j0YJ2vDFuhe59ZsNlsCwZ0utPfXglnnjuCN592fkV5ex54hX85MVjpHdznGaY/xqpi7XSDDbOBY2fLX8WguNUroi7ymJew2D40oPP+3r9/Eu/xxW952PH7nAfv/TrE7jgzQsq4ulM2oRpcHz+m8+FrqfbBFKmgG0rf6547JlDFXOGLkMIBqUUxnPFkNZv2pDFMwdfx8q3nxvKd9v6FUilOO7e/XzkXLNpQx+eOfgbXHbJuUi3CZiGQL5g45GnXo20oTymv/ZdFyKTNjGZtzCRT4V8btOGLNrTAlaxiILl4CvfPRCqd++Tv/Dnps0DWfz4hdfxJ3/432AKjj1P/gL9V1+MngXpltnwE4KjAIWJN0r6cfmli7Huqrdhx+4h/OFFb8J1774Ip8YKoTHaMpDFw948fvmli9F/9cWhftbrpvL5PzhG5Wus8rSbNvShI2OiTfDEzAdEPLzRBpRzyy234O/+7u/w7W9/G7/97W9hWRZ++9vf4lvf+hY+97nP4ZZbbplR+a+//joWLFiAr371q/jQhz6Ej3zkI3j++efPkvUE0VrYAI6N5CAYh11U2LF7CGv6lvqBCQAMj05i556DOD46ieylS/xJRd+796EDGB7JYU3fUj8QuH71cn/iCJZx/erlGB6dxP17D2JN31IcH530g7OodDv3HMR1Vy7H6XELpwOLXJ32nu8dwNrssgqbdPnbdg0iLpS1gYq6q6UnZp+JgqwYy+27BjFRmP1gY67WXSiqyLoLRTVFTkITpyWWU7q+eGEHtu8aDOmkTnt63MI93zsQq53bdw3ivJ75OO5pYnnecr3+yncP4Loro8tZ07c0ZCPp3dykGea/RupirTSDjXNB42fLn23A3+jT5d770AGMTVghvV6bXeZv9Ol023cNInvpksh4+tRYHsdHcxXXT49bEIyH5oqoOUOXYXCOkTfyFVq/Y/cg1maXVeS77+EXcHo8bHs43xDWZpf5thic4yvfPRBrQ3lMr+3S8125TdpevdEXrDc4N23f5dr/le8ewKnxAtb0LcX2XYPIW8l5rmaKDcAuezbX9C3Fjt1DGB6dxHVXLsfwSK5ijLYF5nHdL+XjEjX/B8eofI0V5Qe2rRI1HxDxJO7Nvne/+92466678KUvfQlf/vKX/evnnnsuPv/5z2P16tUzKt9xHLz++uu45JJL8JnPfAY//elP8Td/8zd48skn0dHRUVMZixbVlo6YHbq7o//Mu5Ek0aYg2mena+fwaA7plAGlFDhzRb4zY/qiX0o36aeLu5dOwb8XV0Znxoz8uVo6wYF0yohNK3h8GcOjkwBjkf0yHAi0gvni0seRdN+Io9F2R+ns0RPjkWPiSIUls2wv1V3/ustptE9ORVxsEKclTkAvHSlj9TWdMqbUTkfKULqovMH01XQx+Hm6elcvkmhTkKTbp5muzybJH5KkTXGQjWefM1mDzZo/MxYb8wIlvY7T22oxc2Ub3OvlsXi1mJyz6c8B5bbH5YuypTxteUyv8+n5Lqo/4uwtn5uCduj1RbP4bC0+Nzya8/tXE+xnvfap1ldTjWFUvqg1VlRa7v7Nb2LmA6B55l2gvrYmbrMPAN773vfive99Lw4dOoRTp06hq6sLF1xwwVkpe8mSJTAMAx/4wAcAAH/0R3+Erq4uvPbaa/iDP/iDmso4eXIcUrbOb7ziSOpDc/z4WKNNCNHd3TmlTY3uy5Mnx7FoUcf0+05w5C0bjLnfydHT1Y6xXBE9Xe0h8e/pavfTxd0r2sq/F1fGmPdnLfpn04guL5jOkUDesv3P5WkdGX1d2wClovtF8Mh8sekjqMU3koi2u5F+G6WzQojIMRGczXo/U931rztIrc9S0nwWQKyWiIBeCs5j9TVv2VNqp+A8lC4qbzB9NV0Mfp6O3tWLpOvqdO1rJp9Nkj8kRZuq0ao2JtJnqzEL/tzd3QkoFVmujkm1XsfpbbWYuRx9Xaq20FxRLSaXqm3ac0C57XH5omyZKqbX+fR8F9UfcfaWz01BO/T6ohl8tub5QXBIFR6jYD/rtU+1vppqDOPWReVrrKi07nc0Jmc+SHpcEKTe8Wyi/oxXShn695a3vAW9vb1YtmxZ6PpMWLhwIS6//HI8++yzAIDXXnsNJ0+exNKlS89GEwiipTAALF6YgaMkDJNh04Y+7B86gtvWr3ADJcD/DojurnYMvngUmweyoXu337ASPQsz2D90BJ9Y14uernY88tSr2NjfW1HGI0+96n93xP6hI+j2vn8iLt3G/l784OlXMb8jhfkdqYoy77hxJfYNHq6wSZe/ZSAb+xsPA6iou1p6YvaZ18YrxnLzQBbz2mZ/KpurdbeZLLLuNpNNkZPQxGlJSpSuHxsZx+aBbEgnddr5HSnccePKWO3cPJDFb4ZPo9vTxPK85Xr9qQ+vxA+eji5n/9CRkI2kd3OTZpj/GqmLtdIMNs4FjZ8tfzYAbI2IeTvnpUJ6vW/wMDZtqOzjwRePRsbTCzrT6O7KVFyf35GCo2RoroiaM3QZtpRYeE66Qus3bchi3+Dhiny3rV+B+R1h28P5+rBv8LBviy0lPvXhlbE2lMf02i4935XbpO391IdXVtQbnJs2D7j2f+rDK7Ggow37h45g80AW6VRynquZYgAwyp7N/UNHsGlDH3q62vGDp19Fz8JMxRhtCczjul/KxyVq/g+OUfkaK8oPDIMlaj4g4mFKqcS8onbxxRf7h2ZEoZQCYwwvv/zyjOp5/fXXsWXLFpw6dQqGYeCTn/wkVq1aVXP+ufRm3zV3PFpz+sfu+eCsptd5krZz39Jv9iHuNF6ETg8zhHvBPQ2q2mm8bpnh03jdE6TCp/ECUIBpcgju1hl7Gm9RwjQ4OOCdxqvc08C4exoZAwKn8bonnNXrNN5m+k1TkKS+2QcET8R1x2SuncbbiHYn4TTepn6zDyUt0ccnTv80Xp+zajAAACAASURBVOVrbipw6q4QLPo0Xk8D40/jlf6pvtqnUgaDBEO+YCf6NN6k62pLvNmHeJ9NEo3UxVppBhtLGu/aOJXGJ9Vnq3G2T+PVz3npNN5SjOqfxqsU2gzun6TqeDGvEMw7jVf6p6A60l3jVpzGKxUEm+I0Xm/OmOo0Xv/E1rjTeDlgcH0ar6o4sVUIBts+k9N43Xr803htiY60Po3XLds9jdeN7YOn8QrunjA709N4k+Kz05kfok/jdf0oeBqv7Sg43pxfOo235GfuabylvrNs6ful7fVj+DReWUpbfnIvZ4k8jTfpcUGQesezidqU3b9/f13qOf/88/Gd73ynLnURRLPjOBJwJBzvc3A7XguIdErX7KIDpu85gOMAjhXOJwA4liylswHHu47A3GE7Drq6O3E8N+ank4F0ju3mV1bJPu79Q2lvEZbt/iw8m/y21dD2UlvUlOmJ2SeXK4IBWOJNlrlc/UZF1+36g9OQuhvRbitvh9pt0YMwbbSW6CDPKbtuAJj0xlhjAFAS/i8t9DXpfQm51kTLdkuzvf+DGqjlVOufLi9YjtZTy/bsy4+R3hGxPpskGqmLtdIMNmqN1za2osbPVjynNzyCMSoAvy7H01kZuKZ1O/gemvD+V46r0aH0gesaVvZ/sAwn0DhtDwew2Bvfou3G6XACsbH3WWcN2u63zXbL0TE/AyrWBnqeKY/pWcAuA0A+F14DaJuC20cGgO6Frs3BtDqNE6i3MNl6Tus4pQ013ZfaLwQAJ+/e8/tGlvox6GflfVcxtl6Hevu1ftpFWvuDaR3Abr2ubmkStdn35je/udEmEARBEARBEARBEARBEETTkqjNvk9/+tNV/4xX86UvfakO1hAEQRAEQRAEQRAEQRBEc5GozT46JIMgCIIgCIIgCIIgCIIgzpxEbfbdeuutjTaBIAiCIAiCIAiCIAiCIJqWRG32lWNZFl577TWMjo4ieGjwn/zJnzTQKoIgCIIgCIIgCIIgCIJIJond7Hv++efxyU9+EpZlYXx8HB0dHZiYmMC5555bt1N7CYIgCIIgCIIgCIIgCKKZSOxm3/bt2/Gxj30MAwMD6Ovrw+DgIL761a+ivb290aYRxJzATAlYDiCVguAMwmCwbQXH8T4LBkcqMACpFIdlSdiOAucMKZPDtiUc6X4GAyABIRgYgKKjIKWCIRgEZ3CUAhRgh8qWgGIYHcsj1W7CKkrYjoQQHIwB3DvMxw6Uxbl7HH1RwrMFMASHgELRij4rXggOG4Aj3boNwD/qnkgemYyJiYLE0RPjEEJgXhtHLlesa92OlBCcN6TuRrS7PWMiF2h3po1jsk516+dzeDQHCN60z2do/AyB9hTHpCUhOINUCkq57TIN7rbZliENk0pBeRrqSAVHKqQMDun9zLmnpY7yNdswGIpFBdNkYGCwbAnH02hTuPopAXAGwJZ+v5ImEkBzPHuN1MVaaQYb29pN5K2SjekUR2EyWTZOhygNAzClrul8YAAUg5QSvCy/YXDYtgqN50TBgSMVDM7BBZAyOPJWKWYVnKFoS3AWiJ0ZoBQgpQJjDIanyY6UABhMg6NgOW4MDQWAgTHAFBxFW0J5cTU4wFQp5k2ZAo4jUbQVDIN5sbKCI1Ea3zaOghezp0x3HtH50ymBQlH6dUqp3DKYguClOcc0uDsXOQqmwcAYg1V0IAT35zdZls4QDApuvJ8SDEXHtV/Pf4JzpFLcXWcE4nYhOERKwHYUbEdCSsAQbh/JopM4XZoJZkpAgvnrpPY2gWJgPaXPMTU8P3C8MdReUr4mciSQMjmKRQnDcP93pIIQDAZn4JxhsuD6mRAAA6u6ZiKaj8Ru9h0+fBg33XRT6Npf//VfY82aNfjoRz/aIKsIYm5gpgROjFnYvmsQw6OT6Olqx6YNWex98hX85MVj6Olqx8b+XrSlBH5xeASXXvAmbPPSXn7pYqy76m3YsXvIz/uJdb147JlD+Mj7LsF4roh7Hzrg39s8kIVVdHDP90rXdNn/su+XWHfV29CRMfGtR3/u133b+hXomGfi9LiFnXsO+vm2/lUWSgHbHhgMlbWgsw3z00bF5CUEx2iu6Nve09WOLQNZdGXMlgoeWoVMxsTR0XzILzcPZLGkKz3ri6e5Wnd7xsTvI+o+tys96xt+rfJ8xo1fsWhDGO4vSu57+AVfP/uvvjiUVuvhs//vb3FF73nYsXsIXZ1p3PT+t/v6F6W7WwayePHXJ9B36bmYmLQryuzImAAA25FobzMwzxCQUrVEnxMzoxmevUbqYq00g41t7SaGT1Xa2LMg3ZQbflG+u3UgC9PkuPMbz8X6s8738BOv4JorLsT9ew9W5H/yJ0d8DQ721Y9feB0/+NGv0dPVjs//H3+CU2NWqP6N/b148PGXsaAzhXVXvQ17n/xFRR0b+3uRbhNQCl7sezH+/dlf42e/OuHH0P1XvQ2MMd/Gx545hD9fdZE/f7ixeh/2PvkLP17ePJAFgIrx/fELr+Ol10Zx8zWX+jG5nn/2RPTBbetXIJXiuHv38xXzT7CNo2P5UPnl6W5bvwKDLx7Fu1acH1nP5oEs2tMCjqMwP224G5EcGJ+wcGqsECpry0AWmXYDbYInRpdmgpkSGMvbGPXa+YcXvQnv/98vCI2d9oV1V12MvU++glNjFv76Q/8dnHHk8sVQ/+hxeNeK8/G74TEs6e4I+e7tN6zE/Hkm/vWHv8LPfnXC98F0ysD8dGK3iIhpwhttQBydnZ0YHx8HAHR3d+NXv/oVTp8+jVwu12DLCKL1sZxSYAAAw6OT2LF7EGv6lvqfd+45iLEJC9lLl/hBDQCs6VvqTyY67f17D2JN31IcH835QYW+d2os72/0lZety7JtFar7vodfgGDcn9T09ZE38v5GX7Cs4ZEcon5JZQMh24dHJ7Ft16D7m10icUwUZIVfbt81iInC7Ad5c7XuXEzduTrU3SrPZ9z4LTong9Pjlr9QA1z9LE+r9XBtdpmvrdevXh7Svyjd3bZrENlLl8C2VWSZI2/kMfJGHqfHLRw7mYMN4I2JQkv0OTEzmuHZa6Qu1koz2Ji3om3MW8mxcTpE+e5duwZxbCRX1Z91vjV9S/3Np/L8QQ3W97bvGsTa7DL/s5SV9e/ccxDXr17u63RUHTv3HMTpcSsQ+w7iuiuXh2LoU+OFkI1r+paG5g83Vh8KxcunxvKR47s2uwzXr14eisn1/BNl330Pv4DT41bk/BNsY3n55enue/gFrM0ui61n+65BCMb9uP2NiQKkAwyP5CrK2rZrELatEqVLM8FygGOBdl535fKKsdPjrtdk169ejtPjFk6N5Sv6R4/D9l2DuHjZogrfvfehAzg2kvP9TPtg3JqJaE4Su2171VVX4Uc/+hGuueYaXH/99bjppptgGAbe8573NNo0gmh5HCn9CUEzPDqJTu9NEP05nTKglAql7cyYVfOW30unjMj06ZSBdMr9mTNU1M3Z9MpypKwQPEeqyPSOVMkVxzlMnF9GjS3V3Qp1t8bzWa0PyzUrTj/TKQOClzSvPF1cPqVUpFbqMsN2KsCOs7W5+pyYGc3w7DVSm2qFbKw/cb5brnfl/qzz1arBwXsi8OpMnN4GY+BqdQDwY19dblz+qeJtt6zouFjw+HlkKvtqifOjyg/eq1aPUsqP22HD/xyVljMkSpdmQnlMEOdvwXEqv1f+WZcR95xrvw5+1rYQrUFi3+zbunUrrrnmGgDARz/6Udx///34whe+gC9+8YsNtowgWh/BOXq6wt+P2dPVjrHAn530dLUjb9lgjIXSjuWKsXnzll1xL+qaLluXJRUq6pYK0ypL8Eq5E5xFphecVaQlGk+cX0aNLdXdCnW3xvNZrQ/LNStOP/OWDUeWNK88XVw+xlikVuoyg/8Ed78DqRX6nJgZzfDsNVKbaoVsrD9xvpu37IprQX/W+WrV4OC94F+QxuntWK7ol12tjmDsq8stj6GnKicYL8fFxY6Mn0eq2RdMF1dvXPnBe9XqYYz5cbtpcP9zVFqpkChdmgnlMUGcvwXHSftFtXHWz3M1vw5+jlszEc1JIkfScRysXbsWlmX51y677DKsWrUKnJyPIGadlID7nS3exOB+D0gW+4eO+J839veic14Kgy8exZZA2v1DR7BpQ18o7yfW9WL/0BF0d2Vw+w0rQ/cWdKZxx43ha7psXZZhsFDdt61fAUdJbOzvDeVbeE4aW27OVpTVszCDlKhspwGEbP//2bv7OCmqO1/8n6pT3dPTTAM944DEB/yt1/js7khmyF3AZEXUqICG7DImWZkoIYbcdWLMRgYTJT4AJjErxpiH1Vw0bsTdcIMXzAMCN4m6CcMaTFZXCPEVMRuVgaHVgZ6Z7jpVvz+6q6afu6enu6uq+/N+vXzhdNfDqapzvufU6apzrDFA6uEXwno0qUnNypd9PV2Y1FT9eqFR9x3Ms+9gDfZdL+Uz3/UbfCeKyS1+3HzthWnxM3NZKx7u6H/Njq2bdx1Ii3+54u7qni70v/wmNE3Juc3WKQG0Tglgcosf09uC0ABMmdRUF+ecJsYLZc/JuFgqL6Qx4M+dxoDfPWkcj1x597aeLkxvDRbMz9Z6O/ccxE1LO3KunxqDre/6erqwo/81+29Vzd5/b3cHNu86YMfpXPvo7e7A5BZ/Stu3Cz/6+YG0NvTUlqa0NO7cczCt/ki01TvT2stTQ4Gc13dH/2vYvOtAWpvcqn9ype/may/E5BZ/zvon9Rgzt5+53M3XXogd/a/l3U9fTxekadjt9imTmqAKYFprMGtbq3u6oGmKq+LSRPgFMD3lOH/08wNZ18667tY92eZdBzC5xY+poUDW+bGuQ19PF/a9NpiVdz/30VmY3hq085mVB/PdM5E3KaZpmk4nIpfLLrsMP/zhDxEKhZxOSpbBwWMwDFeetopqbw9h4S1Plbz81vsWV3V5a53Dh4fGtU61tbeHiqapvd3ZfDw4eAxtbS3jOnfZs/GOzbArrBnFTBOKWXw2XkVBYiZJTYFiFpiNN3XbRuIzn0+FqiAxG29yFrWs2XhNMzmrlLtm4y0lb7iRlW4n822+ODs2I27iejXabLxOHLcbZuO1pi4sVj7dmGeBjOsnlNyz8RomfEJJHLNMxtPkLI32bLxaYsZdezZe07Rn2M2ejTcx854vOVNfXB+L0flm421vD+Ho0eOuno3X7XF1vOlza54db9lzgpNxsVReSKM1G6+VxmKz8bo1z1oqNxtvsh2Zsr41G2/q9cw/G28i3qfNxpuM4fln400cm09TEYtJKKoCa6rV1Nl4kWxX27PxJmfN9fsSk1XEk7PfWm1la0ZcoSpjs/GmzOpu1Q0Bv5qcjTdhbDZe2PVVYgZe1Z4Z3ies2XiNtPotdTZeI3m+8s7Gm2z/Z87Ga9VJY7Pxjt0/jGc2Xrfk2WL1Q2Vn403cS2XNxmu1EazZeGPSnilaAdLOvZvr2lT1mNZK5VnXdoZfd911+OxnP4tPfepTOPHEE6EoY4/onnLKKQ6mjKgxxGMyGfQBGIDUE39bQcOQifYHAMT0REeaBgAS0GXib2tdILGskexvU5P/QQdSu+BybTvcGrSDopayPatqt7dlJD6zPrfSYkgDhZoBUhpjxyVNcExad4tG41AAzEhWltFo7a6Yte9EXpGO7NuJ4x7OOO7hGu7bKp9W48ir5TPz+o0k46kVm6zzaxqAHk+JpxiLm1YMtZY1kgPoW3HWSC5j/a0n92HFY3ubEkj5KOucMiYS4I2y52RcLJUX0jg6nJ7G0WH3pXE88sWwYnHNWs8igES8TFnfWib1eqbWj4YERmIpMVxPxGbrQanU9q2S8bn1GZCI31bbNlU8PpZyJZk+e18Yi/dWezm1jrGvb3RsGaseseqG2LDMPgdWGlM+M2JGWr1lphyvVb+lLmfVS9a27cNIqdMAIJ7Me6mHLaUBOZz4JPX+Ia57O5/mYj2YYB1nfCS9nrfocZnVFkhdz8p3iR/6EtvUU+/jjETWkRg796ZMXEd3/aRDE+Xazr677roLAPD888+nfa4oCl555RUnkkRERERERERERORqru3s27dvn9NJICIiIiIiIiIi8hTXj7765ptv4sUXX3Q6GURERERERERERK7n2if73njjDXzuc5/Dvn37oCgK9u7di5/+9Kd49tlncc899zidPHJILC7HNWDlyKiOoXeHq5giIiIiIiIiIiL3cG1n3+23344PfvCD+MEPfoDZs2cDAObMmYN7773X4ZSRk/w+Me4Zf70xNw8RERERERER0cS59jXe//zP/8SKFSugqqo9E28oFMLQELtuiIiIiIiIiIiIcnFtZ19bWxsOHjyY9tkf/vAHzJgxo2L7ePDBB3HmmWfi97//fcW2SURERERERERE5BTXdvZdf/31uPHGG7F582bouo5t27bh5ptvxic/+cmKbP/ll1/Giy++iJNOOqki2yOqF0KoMIWKQNAH1a9BBDSYQkBXVEAT8Df7YAoBqaowNQFTS/wLn0j7O7GuD6YmoCsKTCGgBXzQAontmlpiG6pfg+JLbN8Qib/9Ac1Ox0AkClOoEEK106f6BQyhQlcUQAj7O6p/wWAi/7155BhMIRAM+mq+bys/O7FvJ47bKouJ41ZrWt58fpE87uMwhYDPL2q270oqdv2s49QVBaJJA5Lx0RRjsVX1J2OxmojFoikRR0VAg66oUHyJZaxYLZq0tPxqnTsnryd5hxfKnpNxsVReSGMjSo2548nf/mSb2Lqe/kD2iFj+QHrsFX4BCAHVL+y4a+ULq81sxXt/sw/QEm1iUyTjvpaI2T6/gJbcdup6VptaVxRAE3b73RBWOz2xvYGjUQSCKe1yLdEut+qUQNAHX8Bq54ytawgB4dfgb/Yl2vVibH1fwIfmoC+tTZ44t6XVMcXqI8MwYQo1eQ4EZJ3VW0KoQPJ8+pp9afdR1n2WFkicX5m8Tql/py7fnHJtM++tFH8i/5V63oRQERkaYTuhDrh2zL6PfOQjmDp1Kp588knMmDEDW7ZsQW9vLy655JIJbzsWi+HOO+/Efffdh+uuu64CqSWqD0KoiETjiMV1TAr6YZgm4nED6x/dg4HIMK75wF/gogtPwbqN/RiIDGNauBk3Le3A1mdfxcJ5p6f9e/2icxEdllj36Niyq5Z1oqXZBxMmvvTtXyEcCuATC8/F13/wgr1Mb3cHwqEmQAHWfPfX9uere7rQFvJjaERH5OgoNmzaa393W08XpgZ9kNJw+hRSFQWDPrwZGUnLf309XZgRDiAajXPfVWDFhLUp+17d04VwDcqbzy9wZCiWddwnhPyIx2RV911Jxa5f6nHmiok3Le3AC6+8hXkdJ9ux2NrGL3/zJ8zrOBk/fv6P+N0fjuDzH5+FR556GZGhEfT1dGHT9n3Y/fIhe/n2KU048s6oI9eTvMMLZc/JuFgqL6SxEZWbv/0BDYffGc1ar31KE2Ijet5lVi3rxLN7/xvvO+dEPPb0K1g07//De6aFsGn7PiycdzoeeDLRnp197nR0X3pW2rq93R1o8gv8247f44bF5+FYVMeTz4ytFw4FcN2VZ6e1iVf3dEFRgR/8NH37VnpT64VVyzrt+mN1Txc0TcGdD+/OauMvuuh0nNgWxDvH4lif1q7vQktQwyNPvWRvc3VPF55I2Ue+OqZY+0IIFQffehf/8tNXso6jHuotIVS8HY3jno39WNB1Kt53zolZecK6Rk8+sx+7Xz6E2edOx9IFZ6a1Baxr1H3pWXj32Ah+8LPfZ+WJ3u4OBJoEmv0aJvlEwfM2dl2er6vz3ahc200rpcQll1yCf/7nf8bTTz+Nhx9+uCIdfQCwYcMGLFq0CCeffHJFtkdUL3QAazf2o21KEANHoxCKalcoAHBJ12l2IwQABiLDeODJvZjfOTPrXylhd/RZy65/dA90aULKxN9LLj7Dvqm1ltmwaS8OHY3i0GA07fO1G/sRk8Cho1G7ArO+u2djP/QanyuqveOjRlb+W7exH8dHq9/4aNR9WzEhsyzWorzFJHIet0v6GkpW7PqlHmeumPjAk3txSddpabHY2ob1+TUfPAMDkWF87fEXsOTiM+zv53fOTFt+NG46dj3JO7xQ9pyMi6XyQhobUbn5ezRu5lxvNG4WXGb9o3twSddp2LBpL5ZcfAbOOq3Njs9Wpw4AzO+cmbXuhk17MXQ8hvmdM6HrJtY/mr7ekovPyGoTr93Yj6PvjGRtP1e9kFp/rN3Yj8OR4Zxt/A2b9sIwYHf0ja3fD10307a5NmMf+eqYYu0LHcDd39ud8zjqod7SAdyTPP4PzjolZ56wrpF1Pud3zsxqC1jXaN3Gfpw8bXLOPLFh0168eyyGQ0ejRc+bk+0+qjzXPtk3Z84cXH755Vi4cCFmzZpVse3u3bsXL730Ej7/+c+XvY22tpaKpYeqr709VBf7mAgrzxZL50Ak0cEmDQMBvwZVgR3sAUCo6X8n1hlGKOjL+jdzXWtZVRn721o+c5mAPzs0DUSGIU0TAb+Wcx0oiiuvgxvTVAqn050rzr555FjOay8NEzOqnN5G3bcVEzL3XYvy9uaR47mP26z+cZcjX9ug2PVLPc58MTFf7LU+t96wseJv5v+n7rPY9XS67JfC7Wl0e/os+fOs+8uek3GxVF5IYya3591K3IOVm79LuZ75lrFidSjogzSMtDazpVCbOOCH3a5OXa7YOvna7JlpS10v1/IDkWGYZu76Q1WQtc3Mv3O1GYq1L6zv8x2jW9v9mTLzrJXm1OO3zm2+Y7XOZ6Hvrfu3ovdWRc6bk+2+iXBz2jLVMq2u7ez73ve+h23btuGWW26Bqqq48sorcdVVV+HMM8+c0Hb37NmDV199FfPnzwcAvPXWW7jhhhuwbt06zJ07t6RtDA4eg2GYxRf0OC8VmkIOH67uDM7t7aGi+3D6XA4OHkNbW0vxcyFUTAs3Q6gqRmI6DLMJ08LNdtCXBtL+BhJ/D0XjWf9OaWnKuWxq0bGWz1xmJJb9+9G0cDOEomAkpudcB6ZZ9Ws9XqXkDTey0u1kvs0VZ4UQOa+9UJWqn+dG3bcVE5wob3mPW8l/3G7Ls0Dx65f6fb6YmC/2Wp9bb9ZY8Tfz/1P3Weh6eiFmuT2N402fp/JsgbJXa47GxRJ5IY2pSs27bsyz41Fu/i7leuZbxorViRgfTGszW8sWahPHddNuV6cuV2ydfG32zLSlrpcqdX+Kkrv+MExkbTPz75xthmLti+T3+Y5xPO0Qt+TZtDKWcvzWuc13rNb5LPS9df9W9N6q2HlzsN1XLre3C1LVOs669jXec845B1/4whfw85//HOvXr8c777yDZcuWYeHChRPa7ooVK/Dcc89h165d2LVrF0488UQ88sgjJXf0EdUzDcDqni4MvhPFtNYgpGlg1bLORJAHsKP/NfT1dNl/W2NF7NxzMOtfIYC+ZenLrlrWCU0oECLx9+ZdB/C5j85KW6a3uwPTW4OY3hZM+3x1Txf8ApjeGkRvd0fad7f1dLn3lwuqmElNalb+6+vpwqSm6ldljbpvKyZklsValDe/QM7jduE8AQUVu36px5krJt60tAM7+l9Li8XWNqzPf/TzA5gWbsbnPz4Lm3cdsL/fuedg2vJNPsWx60ne4YWy52RcLJUX0tiIys3fTT4l53pNPqXgMquWdWJH/2vo7e7A5l0HsO+1QTs+37R0rD27c8/BrHV7uzsQmuTHzj0HoWkKVi1LX2/zrgNZbeLVPV1onRLI2n6ueiG1/ljd04X2cHPONn5vdwdUFViV1a5PjPOXus3VGfvIV8cUa19oAL54/eycx1EP9ZYG4Lbk8f/8hT/lzBPWNbLO5849B7PaAtY16uvpwn8PvJszT/R2d2Byix/TW4NFz5uT7T6qPMU0Tdc/onbkyBE8/fTTeOqpp/Daa6/hN7/5TcW2ffHFF+Pb3/423vve95a8TiM92bfwlqdKXn7rfYuruny5++CTfeN4sg+JgVl1AM1NAjHdhKIq0OMGpGlCUxX4fSpGYwYM04SqKoACwEy8XpBaLIRQoCgKdN2AlCaEqsDnSzRwDcOENEwYhgmfpsI0TcSlCVUBNKFCUwEZNxLjQygKYJrQAHvAXlMo0KUJwwA0VYGA6cpBY730S1Mqtz7ZByQGPD8+akAaiTw1qUmt2UDnY/s2IFTVoX3X/ritmGDt2yqLteDzC8QkIE0TQlHgFyg4gLob8yxQ/PrZx2mYaPKrkDIRI1VFgaICppmIqVI3YZiJbYhkHNQ0FaMxCV8y5sZ0IxEXhQJdN7POXaHr6YWY5fY01sOTfcD4y54TnIyLpfJCGi2N8mQfkBpzE/V5qfnbH9AwGjft69nkU+zJOfItowkFUppQBRCLG8l8IBJjNyb7CY1kvG/yq4jFDehGotwJoUAaBmACfqHAVBXE42baej5NhTRMSGlCEwoCfhUx3YQuTSgqADMZ7xUFzU0qhmPJdrlQ4EvWH0JNrCeNRBplsp6BApgG4BPJtJhI3BMYifX9WqLNfnxU2m1ynwBi0iypzVCsfdHW1oIjb0eT9xpK4jypGHc7xC15NrOMCaFCQoFumGgOCMTiY8eUONbENYrFDZjJa6Kl/K2mjI0U9KuIJq+t35e4t9KlCUVJPGShAFBkafdLQqhQfAIjo3rN233lcHu7IFWt46xrO2nfffdd/OxnP8O2bdvw4osvYu7cuVi+fLn9+m2l7Nq1q6LbI/I6KQ0oAEaiY0FdQTJYGEBMl1AAiOTfFhN22wMAYOgZ60pAl2MNKWsbRiyxESsYGdJALGUZKyhaa0ppADLxWLKa3K67bj+omqLROBQAM5L5Ihqt3dW39p3Iz9KRfTtx3FZMSBy3WdPyFo/JtOOOe7SwF7t+1nFqAGRy8H77IROZiIWGjrTYK5N/S11CQ+KGzMRYrLa+t2Krde6cvJ7kHV4oe07GxVJ5IY2Nrw9TugAAIABJREFUKDXmQsqS83dsRE+7nrn6B61lrLav1fQ15FjcjUaNtDazFe9jw4mFx9rEY21rK42Z6xmxlJiuAyN6YkGrjWxtz2pPpy6r69KuU6z1Utv81t8ypa2dun5cl4gjvU0elyi5jilWH6mqAiWlk0kk91EvpcjqQNMAxIdz5AkjcY3sZ4Fz/G0Z1sfytHVvZeUrUybaB+NJV3vrJBweGWI7weNc29k3b948dHR0YOHChfjGN76ByZMnO50kIiIiIiIiIiIiV3PloBG6rmPlypVoa2vDT37yE3z5y1/G5s2bEY+787F3IiIiIiIiIiIiN3BdZ9/Q0BC6u7vx6KOPwufz4ZxzzoHP58N9992H7u5uDA15431sIiIiIiIiIiKiWnPda7z33XcfWltb8dhjjyEYDNqfHz9+HDfffDPuu+8+rFmzxrkEEhERERERERERuZTrnuzbsWMH1qxZk9bRBwCTJk3C7bffjh07djiUMiIiIiIiIiIiIndzXWffsWPHMH369JzfnXjiiTh27FiNU0REREREREREROQNrnuN95RTTsGvf/1rzJkzJ+u7X/3qVzjllFMcSJX3hSY3I9DkustNHiCECgkFpmICpgJFBUwTkIYJoSjw+RTEdROGYUJRFDT5VMR0A1Ka0IQCEyZgjgUbHYBhmFBVFUIAhgHo0oSqAppQoEjTnoqeKFNz0IfoqIE3jxyDEALBJhXD0dpM3mTtWxoGhKo6sm8njtvnF4hJ2MftF0A8Jmuy73qR6/rFRiV0JGOpqkADIKWREnMBmIA0E98H/CpGYwb0ZOyFkti2pib+ZzQu07ZDVO+CQR+Op5SrSU0qojWKi6VyMnZT5QmhQgcwEIkCQs0Zb61lpGGiyScAAHFpwDAS7Vy/piA2omctmyt+p36vCRWqqiAWl3ZdbEgz7/pCqIBQIQ0TujRx6GgUml+DogC6brJOd4G066uq0HwK4nEDhgmoqgJNKNBl4h5LVRQIAUgjcR8lVAVCVTAal/D5VJhG4tqrbAdQCtf1/nziE5/Arbfeii996UtYsGABVFWFYRjYvn077r77btx8881OJ9GTAk0aFt7y1LjW2Xrf4iqlhrxCCBVvR+P4wfZ9WDjvdGx99lUsnHc6HnhyLwYiw5gWbkZfTxc2bd+H3S8fwuxzp2PpgjOx/tE99ve3fGwW/s//O4CPXnoWfD4Va/751xiIDGP2udPRfelZWLex3162t7sD4VATJvkEKynK0hz04a3ISFqe6evpwonhQNVvnhp13z6/wJGhWNa+Twj5eXNQonzXr21qE/ruf9b+bHVPF9pCfhwditkxN1+snRZuxk1LO7D12VdxzQfPgM+n4Lv/5yVEhkawuqcL4aCPMZTqWjDow5s5ytWMcMA1HX5Oxm6qPCFURKJxrE25npnxNnWZcCiAFR8+DyOjEhs27U1b54QpTZBxo+D2cu2vt7sDjz39CiJDI+jr6cKkZg1f/Na/Z60PAMfjEsfeHcHXHn8hbf0pLX58/8ev2HUJ63RnZF7fXPdQq5Z14sln9ue9x+rt7sD/+48/4W/ed0pWHmM7gAAXvsb74Q9/GNdffz1WrVqFCy64AHPnzsUFF1yAvr4+9PT0YMmSJU4nkahh6ADu2diP+Z0z8cCTe+1/ByLDAICByDDWJb8HgPmdM+1KyPr+vn95AfM7Z+Kejf04dDRqfze/c6bdALaW3bBpLw4djUKv/aGSB0RHjaw8s25jP6Kj1W/MNOq+YxI59817gtLlu37xmJn22drkeU2Nufli7UBk2I7JX//BC3j3WAxLLj7D3g5jKNW743nK1fEaxMVSORm7qfJ0wO6YAZAz3qYus+TiM/DusZjdCZO6zmjcLLq9XN9v2LTXjvXrNvZD17PrET257qGjUbujL3X9w5HhtLqEdbozMq9vrnuo9Y/uKXiPtWHTXlzzwTNy5jG2Awhw4ZN9AHD99dfj7/7u77B3715EIhGEw2F0dHSgpaXF6aQRNRRpJBoRoaAv7d9U1ucACn4/EBlGwD8WcvItG/BricfZq3RM5F3SMHLmGWkYVc8v3Hft910vCp3DXJ+VEmtT/7biZsCfuh3GUKpvXohNXkgjlc5qE6fKjLepy1jxulD8L7S9fPtL3W5yFIes9QEg4NfytrOt+iI1PcyTtZV5fcu9xxJq4XxEjc11T/ZZWlpaMG/ePCxatAjz5s1jRx+RA4SqYFq4GUPReNq/qazPART8flq4GSOxsd+Z8i07EtMhMlsvRACEqubMM0KtflXGfdd+3/Wi1HNofVZKrE3924qb1neJ7TCGUn3zQmzyQhqpdFabOFVmvE1dZigax0hMz5sHim0v3/epsT7Zr5e1vlCVvPtOrS9S00O1lXl9y73HkgaK5ktqXCzZRJSXBuC2ni7s3HMQNy3tsP+1KhVrrI+dew4CAHbuOYhVyzrTvr/lY7Owc89B3NbThemtQfu7nXsOoq+nK23Z3u4OTG8N8pcoyinYpGblmb6eLgSbql+VNeq+/QI59+0XVd913ch3/Xx+Je2z1cnzmhpz88Vaa8y+nXsO4nMfnYXJLX5s3nXA3g5jKNW7SXnK1aQaxMVSORm7qfI0AKszrmdmvE1dZvOuA5jc4kdvd0fWOk0+pej2cn3f291hx/q+ni5oWnY9oiXXnd4axOc/Pitr/fZwc1pdwjrdGZnXN9c91KplnQXvsXq7O/Cjnx/ImcfYDiAAUEzTNIsvRqkGB4/ByPwpxeXa20NlTdAxnnWqvXy5+zh8eGhc+xiv9vZQ0X20t4eqmoZiBgePoa2tpaxzkTkzZPZsvCriujHO2XgTs0yVMhtvKefXrbyadivdTubbfHF2bEbcxExkjTYbrxPH7YbZeEstS27Ms0Du61fqbLyGaUJNmY1XJmflg5r4vpKz8XohZrk9jeNNn1vzrMXN59uajdcqQ26ejdeJ2D1eXo+ztWDNngpFAUxzHLPxJmZUdXI2Xmt2V3s2XjPRjnfzbLyVij9uybOZx5N7Nl7TrvezZ+NVIA0zYzZeAz6fkpyNN3k/hYnPxuvm2J+pHtNaqTzLTl8iKsiqLOyHwWXi/+3OOymhALB+FIwn/9YAQB9bz2pG2MtKwEh+qGX8TZTPcDQOBcCMZGU5HK1dprH2nciv0pF9O3Hc8ZhMO+44y+m45bt+Y+fVtGNkZswVAGAAo7oc+xuwg6q1XuZ2iOpdNKNcRWsYF0vlZOymypPSgIKxG/ZcV9NaRgMgk8PXqMn/oAMpI9qkLZsrfqd9r0sYyK6L860vpQEk6xMNQHvrWCdDajuedbpz0q+/hC5T7pMMQOpIu8cyMr9PrmvGEt9b91e8pGThc+RERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHVCK75IfYlEIvjCF76A119/HX6/HzNnzsSdd96J1tZWp5NG5CghVEgo0A0DqqpAEwoUaUJKw/5eByANE0JVoAH2d0S1YuXDgUgUEGpN86HPLxCTgDQMCFWFXwDxmKzJvqn+ZOanJp+C0bjBGEuu4GSsLZVVht48chxCCMZk8oxy29TjXS91+cjQSKKt77Jy3Mgyr2eTT8Vo3GQ7kyqm4Tr7FEXB8uXLMXv2bADAvffei6997WtYu3atwykjco4QKt6OxnHPxn4MRIYxLdyM3u4OhENNmOQTAIBINI61Kd+v7ulCOOhjo4FqRgjVsXzo8wscGYphXcq++3q6cELIz4YYjVu+/LRp+z7sfvkQYyw5yslYWyrGZPKqcsvXeNfzQjluZJnXZ/a509F96VmMaVRRDfca79SpU+2OPgD4q7/6K7zxxhsOpojIeTpgd/QBwEBkGBs27cWho1Hoye/XZny/dmM/dMdSTI3IyXwYk7AbYNa+123sB9tfVI58+Wl+50z7b8ZYcooX6nzGZPKqcsvXeNfzQjluZJnXZ37nTMY0qriGe7IvlWEYeOKJJ3DxxRePa722tpYqpYiqob09VBf7mAgrz+ZL50AkalcuY58NI+DXAEWx/878HorC81uEV9PudLpzxdl8+bQW+fDNI8dz7luaJmbU+Fw5fW2c4vbjLrVt0N4eypufQkFf2t+1irGZ6XM7t6fR7emz5MuzTsbaUrkpJpfKLeeuELen0U33YOWeq3LL13jX80I5LoWX0ppLZp61jifz+oSCPtfFNC+de6Y1t4bu7LvrrrsQDAbx8Y9/fFzrDQ4eg2GYVUpVdXipAFTa4cNDVd1+e3uo6D6cPv+Dg8fQ1taSP51CxbRwc1olMy3cjJGYDpim/Xfm9zBNV5xft/Jq2q10O5lvc8bZPPm0FvlQCJFz30JRanqNvZqnJqrU43Zdns1gHUe+/DQUjaf9XYu8nSt9bub2NI43fa7Msw7G2lK5JSaXyu35FqifOFsLE7qe5Zav8a7ngXJcTKXKjVvybNrxZFyfoWjcVTHNCzHLUo9prVSebbjXeC333nsvDh48iPvvvx+q2rCngQhAotf/tp6uRCMAsMfsm94ahJb8fnXG96t7uhr71wKqOSfzoV8AfRn77uvpgl/UYOdUd/Llp517Dtp/M8aSU7xQ5zMmk1eVW77Gu54XynEjy7w+O/ccZEyjimvI8v71r38dL730Er773e/C7/c7nRwix0lpYGrQh/Ur50I3TKgqsmbjDQd9WLdyDmeKJMdIadj5EIoCmGbN8mE8JnFCyI91K+dyljSasFz5qcmnYMXV5+OGRecxxpKjnIy1pUorQ6YJoSiMyeQJqeVrPG3q8a6XuXygSYMZl64qx40s1/Vs8qlsZ1JFNVxn34EDB/Cd73wHp512Grq7uwEAJ598Mr75zW86nDIiZ1mVvwYAEjBk9veK/b0JVj3kBCsfWo/B1zIfxmMypQxIxFkIaAIy81NMgjGWXMPJWFsqqwzNSKaRMZm8otw29XjXS10+HAp45lXHRpF5PWNpf7OdSRPXcJ19Z5xxBvbv3+90MoiIiIiIiIiIiCqOg9URERERERERERHVCXb2ERERERERERER1Ql29hEREREREREREdWJhhuzjxpLLC7R3h4a1zojozqG3h2uUoqIiIiIiIiIiKqHnX1U1/w+gYW3PDWudbbetxicq4qIiIiIiIiIvIiv8RIREREREREREdUJdvYRNTAhVJhCha4oMIUKIUoLCeWuRzRRPr+AKQTePHIcphDw+YXTSSIqyoqZA5FoyTGTcZacVE6erTUvpJGokGrEedYd3pJ6vSAEVL/gtaOK4Wu8RA1KCBWRaBxrN/ZjIDKMaeFmrO7pQjjog5RGxdcjmiifX+DIUAzrUvJeX08XTgj5EY9Jp5NHlFM5MZNxlpzkhfznhTQSFVKNPFxom+Q+ua5Xb3cHHnv6FUSGRhjTaMLYXUzUoHTArlwAYCAyjLUb+6FXaT2iiYpJ2B19QCLvrdvYD/bzkZuVEzMZZ8lJXsh/XkgjUSHVyMMsF96S63pt2LQXSy4+g9eOKoKdfUQNShqmXblYBiLDkIZZlfWIJkoaRp68x188yb3KiZmMs+QkL+Q/L6SRqJBq5GGWC2/Jd71CyScxee1ootjZR9SghKpgWrg57bNp4WYIVanKekQTJVQ1T95jVUbuVU7MZJwlJ3kh/3khjUSFVCMPs1x4S77rNRSN2//Pa0cTwTskjwpNbkZ7e6jk/4gyaQBW93TZlYw1rkexgTzLXY9oovwC6MvIe309XeAcHeRm5cRMxllykhfynxfSSFRINfIwy4W35Lpevd0d2LzrAK8dVQTzj0cFmjQsvOWpkpffet/iKqamvsTiclwdpLG4NwcMk9JAOOjDupVzIA0TQlWgJT+vxnpEExWPSZwQ8mPdyrmQpgmhKPALcHIOcrXUmAlFAUyzaMxknCUnlZNna80LaSQqpBpxnnWHt2ReL01VoQrglo9dyGtHFcHOPqIMfp9omI5UKQ0oSAYCaaLULpNy1yOaqHhMQgEwoz2Ew4eH4NG+dmowVsxsT+bbUrIt4yw5qZw8W2teSCNRIdWI86w7vCX9ekkYkteOKoev8RIREREREREREdUJdvYRERERERERERHVCXb2ERERERERERER1QmO2ecSocnNCDTxchARERERERERUfnYu1QGVVUKfj+pJVBWx12jTApRj4rlCadZ6XN7OvPxaroB76bd6XSXsn+n0+gUHrc7lZq+ejkOJ7k9jW5Pn6Ve8izANFaK29PopvS5KS2lYpprLzP9XjoeprU6aplWxTRNs2Z7IyIiIiIiIiIioqrhmH1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHWCnX1ERERERERERER1gp19REREREREREREdYKdfURERERERERERHXC9Z19o6OjuOOOO3DppZdi4cKF+NKXvgQA+OMf/4ilS5fisssuw9KlS/Haa6/Z65T7HRERERERERERkZcppmmaTieikLvvvhuqqqKvrw+KouDIkSM44YQTcN1112HJkiVYvHgxnnrqKWzevBmPPfYYAJT9HRERERERERERkZe5urPv+PHj+MAHPoBf/OIXmDRpkv354OAgLrvsMuzevRtCCEgpMXv2bGzfvh2maZb1XWtrq4NHSkRERERERERENHGa0wko5E9/+hOmTp2KBx98ELt378akSZPQ29uLQCCA6dOnQwgBABBCYNq0aXjzzTdhmmZZ342ns29w8BgMw7V9pFUVDgcRiUSdToarlHJO2ttDNUpNboODxzBlSrMnr52X85xX026l28l8WyzOevXcThSPuzA351nA/dfP7ekD3J/G8aaPeXbimMbKqJc4WwteuJ6ZGjnNbsmzXroGTGt11DrOurqzT0qJP/3pTzjnnHNw66234re//S1uvPFGbNiwwdF0tbW1OLp/pzndceVGbj8nVp51ezrz8Wq6Ae+m3el0lxJnnU6jU3jc7lRq28Dtx+H29AHuT6Pb02eplzwLMI2V4vY0uukezO3nKhemufYy86yXjodprY5aptXVnX0zZsyApmm46qqrAAB/+Zd/iXA4jEAggEOHDkFKab+OOzAwgBkzZsA0zbK+Gw+3/KrkhPb2EA4fHnI6Ga5SyjlxOgANDh5DW1uLJ6+dl/OcV9Nupdstv4Tm4tVzO1E87uLLOaWUtoHbr5/b0we4P43jTR/z7MQxjZVRL3G2FrxwPTM1cprdkme9dA2Y1uqodZx19Wy8ra2tmD17Np5//nkAiZl0BwcHcdppp+Hss8/Gtm3bAADbtm3D2WefjdbWVrS1tZX1HRERERERERERkde5+sk+APjyl7+M1atX495774WmafjKV76CyZMnY82aNVi1ahUeeughTJ48Gffee6+9TrnfEREREREREREReZnrO/tOOeUUfP/738/6/PTTT8e//du/5Vyn3O+IiIiIiIiIiIi8zNWv8RK5mRAqTKFiIBKFKVQIweJERNXBeEPkDYZhwhQqdEVhWSXGbqIKs8oUY2xuPD+UyvVP9hG5kRAqItE41m7sx0BkGNPCzVjd04Vw0AcpDaeTVxOhyc0INJUeQkZGdQy9O1zFFBHVJ8YbIm8QQsXBt97F3d/bzbJKjN1EFcYyVRjPD2ViZx9RGXTADqQAMBAZxtqN/Vi3cg4UZ5NWM4EmDQtveark5bfetxjemCeJyF0Yb4i8QQfsjj6AZbXRMXYTVRbLVGE8P5SJz3USlUEaph1ILQORYcjk1OpERJXCeEPkDSyrlIr5gaiyWKYK4/mhTOzsIyqDUBVMCzenfTYt3Ayh8ncTIqosxhsib2BZpVTMD0SVxTJVGM8PZWJnH1EZNACre7rsgGqNicD34vOLxSXa20Ml/xea3Fx8o0QNgPGGyBs0AF+8fjbLKgFg7CaqNJapwnh+KBOvPVEZpDQQDvqwbuUcQFEA04SW/Jxy8/sEx/gjKgPjDZE3SGlg5omTsW7lHEjDhFAVltUGxthNVFmpZYoxNhvPD2Xik31EZZLSgCINTAsHoUiDgZSIqobxhsgbVFWBIg1opsmySozdRBVmlSnG2Nx4figVO/uIiIiIiIiIiIjqBDv7iIiIiIiIiIiI6gQ7+4iIiIiIiIiIiOoEO/uIiIiIiIiIiIjqBDv7iIiIiIiIiIiI6gQ7+4iIiIiIiIiIiOoEO/uIiIiIiIiIiIjqBDv7iIiIiIiIiIiI6gQ7+4iIiIiIiIiIiOoEO/uIiIiIiIiIiIjqBDv7iIiIiIiIiIiI6gQ7+4iIiIiIiIiIiOoEO/uIiIiIiIiIiIjqBDv7iIiIiIiIiIiI6gQ7+4iIiIiIiIiIiOoEO/uIiIiIiIiIiIjqBDv7iMokhApTqBiIRGEKFUKwOBFR/bFina4ojHU0bsw/RO7G9ix5BeuT8vC8NS7N6QQQeZEQKiLRONZu7MdAZBjTws1Y3dOFcNAHKQ2nk0dEVBGMdTQRzD9E7sYySl7BvFoenrfGxm5dojLogB00AWAgMoy1G/uhO5ssIqKKYqyjiWD+IXI3llHyCubV8vC8NTZ29hGVQRqmHTQtA5FhSMN0KEVERJXHWEcTwfxD5G4so+QVzKvl4XlrbOzsIyqDUBVMCzenfTYt3AyhKg6liIio8hjraCKYf4jcjWWUvIJ5tTw8b42NY/YRlUEDsOaT78eho1EE/BpGYjqmtwahAZBOJ46IqEIY6whIjPmjI/GEgFCVxPUvYawfDcDqnq6ssYKYf4jcgTGe3KCUOob1SXl43pyXmr8jQyMQQq3ZeIns7CMqUzxu4Fubf2cHztt6ugCfcDpZREQVxVjX2CYyuLeUBsJBH9atnDPujkIiqg3GeHJSoTomFeuT8vC8OcvpCVL4Gi9RGXQA92QMdnoPBzslojrDWEcTHdxbSgOKNKCZJhRp8AaDyEUY48lp46ljWJ+Uh+fNOU5PkMLOPqIycLBTImoEjHXEPEBUv1i+yWnMg1TPnM7f7OwjKgMHOyWiRsBYR/nygKayCUnkdYzx5CQhVAhVZR6kupU/xqoQovrtKLbUiMrgFwr6errswjst3Iy+ni74BSsmIqofjHWkAbgtIw/0dndgJK7XpKFKRNXDGE9OscYy++6W3+GmpR1pedCaQILI66wJUlLz901LO/DdLb9DJBqvejuK5YioDDFpYtP2fVi++HyEgj4MRePYtH0fVlx9Ptg8IqJ6wVhHUhqYEvLj00suQMCvYSgax2NPv4LI0AjWrZzDfEDkYYzx5JTUsczeHoph+eLzMaXFjxOmNEODyXHlqC6MTZAyF0feGcY7x2L4/o9fwf7XI/jjG+9WvR3Fzj6iMkjDxO6XD2H3y4fSPr9h0XksVERUNxjrCABicQNffnh31ufSMJkPiDyMMZ6ckjqW2f7XI1i7sR8A8N2++VBMjtdH9UNKA1JRcOuDz6V9bo3dV81Yy/cviMrAMU6IqBEw1hHAfEBUr1i2ySnMe9RInMrv7OwjKkOu9+85vgQR1RvGOgKYD4jqFcs2OYV5jxqJU/md5YmoDGPv388BFAUwE4/gcnwJIqonqbFOGiaEqjDWNSDmA6L6xPYsOYX1CjUSK79/rfcijIzqNcvvnnmy78EHH8SZZ56J3//+9wCAF198EYsWLcJll12G66+/HoODg/ay5X5HNB5SGlCkgWnhIBRpsHIiorpkxTrNNBnrGhjzAVF9YnuWnMJ6hRqJlAbCoUBN83tNOvuOHDmCXbt2YfPmzfjhD39o/1eql19+GS+++CJOOukkAIBhGPjHf/xH3H777fjZz36G973vffja1742oe+IiIiIiIiIiIi8ruqdfTt27MCCBQvwwAMP4I477sDjjz+OO+64A0899VRJ68diMdx5551Ys2aN/dlLL72EpqYmvO997wMAdHd346c//emEviMiIiIiIiIiIvK6qo/Zd//992Pt2rX40Ic+hM7OTmzZsgWbN2/GH/7wh5LW37BhAxYtWoSTTz7Z/uzNN9/Ee97zHvvv1tZWGIaBt99+u+zvpk6dWvIxtbW1lLxsPWpvDzmdBNdx+zmx8qzb05nJSq/X0p3Kq2l3Ot2lxFmn0+gUHrc7ldo2cPtxuD19gPvT6Pb0WeolzwJMY6W4PY1uugdz+7nKhWmuvcw866XjYVqro5ZprXpn3xtvvIEPfehDaZ9dc801mDNnDm699daC6+7duxcvvfQSPv/5z1czieM2OHgMhmE6nQxHtLeHcPjwkNPJcJVSzonTAWhw8Bja2loqeu1qcUyHDw95Os95Ne1Wup3Mt8XirFfP7UTxuIsv55RS2gZuv35uTx/g/jSON33MsxPHNFZGvcTZWvDC9czUyGl2S5710jVgWquj1nG26q/xtrW14ciRIwCAk046CXv37sXrr78Owyg+IOGePXvw6quvYv78+bj44ovx1ltv4YYbbsDBgwfxxhtv2MsdPXoUqqpi6tSpmDFjRlnfEREREREREREReV3VO/v+9m//Fi+88AIAoKenB9dddx0WL16Ma6+9tui6K1aswHPPPYddu3Zh165dOPHEE/HII49g+fLlGBkZwX/8x38AADZt2oTLL78cAHDeeeeV9R0REREREREREZHXVf013hUrVtj/f/XVV6OrqwvDw8M4/fTTy96mqqr4yle+gjvuuAOjo6M46aST8NWvfnVC3xEREREREREREXlyZsHvAAAgAElEQVRd1Tv7ACAej+O3v/0tBgYGcMUVVyAajSIajSIYDI5rO7t27bL//8ILL8TWrVtzLlfud0RERERERERERF5W9c6+/fv349Of/jT8fj8OHTqEK664Anv27MGPfvQj3H///dXePVHVCKFCBzAQiQJChQZAyuJjURIReYkV66RhQqgKY12dSb2+kaERCKHy+hI1ELZnyUlsY5Cb1Ft+rHpn35o1a3DTTTfh6quvRmdnJwCgs7MTX/ziF6u9a6KqEULF29E47tnYj4HIMKaFm3FbTxemBn2eDghERKkY69xtoo1SIVREonGsTbm+q3u6EOb1JaoIt3ekMQZkq7ebfTdj/qPxqHbZrMf8WPUJOv7whz9g8eLFAABFUQAAwWAQo6Oj1d41UdVIKPbNLwAMRIZxz8Z+SCgOp4yIqHIY69zLapT2PfQ8Vqzbib6HnkckGocQpTftdMBu1AKJ67t2Yz/0KqWZqJGkltEb7n6mrDJabYwB6SoRV6l0zH9UqlqUzXrMj1WPXCeddBJeeumltM9+97vf4dRTT632romqRjcMOxBYBiLD0A3ToRQREVUeY517VaJRKg0z5/WVvL5EE+aFG0fGgHReuGb1hPmPSlWLslmP+bHqnX29vb341Kc+hQceeADxeBzf+c530Nvbi89+9rPV3jV5mBAqTKFCVxSYQnXdL2qqqmBauDnts2nhZqjuSiYR0YQw1rlXsUZpKfWoyHN9hconN4kmygs3jo0SA0q9r/DCNasnjZL/6olT9+i1KJv1mB+rPmbf3/zN3+Dhhx/Gv/7rv6KzsxN//vOf8Y1vfAPnnXdetXdNHlXu+/K1HGNDEwp6uzuwYdNeO4293R3QhAJDVmWXREQ15/epuH35bByODCPg1zAS09Eebobfp0L36PglXlKoXrMapamNX6tRKqCUVI9qAFb3dGUtpwFgVUY0MYXKKKQ7Oo/8QsEdn3w/Bo5G7Rg/rTUIv1AQr5MgMJ77Cjdfs3ocS5B1kLdMZEy7CY8xXKhsVkg95seqdvZJKbF69WrcddddWLNmTTV3RS5VTsHO95juupVz8o4SVesBNRVpIhxqwqeXXGA3jsKhJiguabwR1Su3D3Zeb0wDOBbV8a3Nv7Nj6+c+OguhZr/TSat7xeq1Qo1SHcAT2/dh+eLzEQr6MBSN44nt+7Di6vPT6lEpDYSDPqxbOQfSMBFo0mDGJcsUUQVoANZ88v04lNKRNr016KobRwlg6Hg8K8ZPClT9eZCaGc99RaVv9ivVQVePEwcA2XVQvXRiutVE82M59+jWfieafwuVzUqpx/xY1UguhMDzzz9vT8xBjaXcgl3oMd18Gbbc4FMuKQ1M8gmcOj0EKApgmp4PBkRuV6+NXTeLSwNf/8ELabH16z94AWtXzqn+OCANrli9VrBRqqlYOO90PPDk2NPnNy3tQK4KUUoDChINwnAogMOHh2p3kER1Lh430jrSbuvpAnzC6WTZdGnWfYwfz31FJW/2K9lmqfV9Ti2l1kGQpms6wutNJfJjOffoQGXyb6064uotP1Y9ji9btgzf+MY3EI/Hq70rcplyB9Is5315J8bYkNKAIg1MCwehSIOdDURVxoGza8/IE1sNhruqK6Ves+ohzTTT6yFTsTv6rPUeeHIvYHr9tpDIO3Qg52zmbqqzGiHGj/e+Im9cHadKtlk4liBNVCXyY7lj2lUq/1aqbDaSqnf2Pf7443jkkUdw4YUX4gMf+AA++MEP2v9RfSu3YFuP6VrBpJTHdOtxQE0iSsfGbu1pqpoztmqMrVU3kXrNyDGLcjgUAADXTnxFVG+8UGc1Qowv576iEip5/Rv1PscwTFdP2OgllciP5ZalWudft0/0WUtVH5Dhq1/9arV3QS5V7iC3UhpoC/mxbuVcSMOAUFX4BRCP5X+QthEGGCZqdG4eOLvanBqr0CeQM7b6BBhbq2wiY0epGWXlzFPDuO7Ks9H30HNprxNOTXl9RwgVkaER6IpS8ddj6nFgeaJihKpg9rnTMb9zpj125s49B11VZ/kE0NfThXUpcaavp6uuYrxT43BVss1STxMHJDpiFOjShGGYaPIJSGlCN4y0ayOEioNvvYu7v7ebQ7dUQCXyY66y5BcKYtKELNB2yJd//UJBDGr2tiZQTjnkT7qqd/Z1dXVlfWYYBp599tlq75ocVm7FJISKwaHYuAqpASXnAMMtAV81Do2IHFBPjd3xEELF8bjMGuR9kk9UveHC2OqcfDeoAGAKtWBjOLOsdF/6Xnv2eGDsdcL1K+cCSG0cP1/xxjEb3tSo/EJB96VnZXWkuemH6LgBbMqYzGfT9n341DUXOJ20inJiHK5Kt1mmhvxYu3IODAPQVAUCpudiqNWeiRwdxYZNexEOBXDdlWfb9VNq/aADdkcfUF/jFDqhUvkxtSwJKAXv2a0f+kYNE1NDfqxfOdfu1PWL7HX7erqwafs+7H75UNlthXoe37IcNZ1qad++fdiyZQu2bt0KKSV+/etf13L3VGPl/pJWTiHNN8DwupVzixZsPnFA5A2pMaWRJsYxhYLI0dG0Drfe7g4E2ydVvZcz/wQdc+tm8HY3y7xBRYkdZ5n1L6DkfH1HN0w0CRU6lKo1jtnwpkYVl7A7+oBE3l+X0snuBro08fZQLO2zt4di0GXhAfepuEo9UVjoBxOv0QEcOhq12zPLF5+f9UOUVT/ke+0USvEfvChbNZ5wLVS/a0XaKzGoWeuu29iP5YvPx+6XD+VtK+S6b087zjInEalXVT/mwcFBbN26FVu2bMH+/fuhKApuu+02fOQjH6n2rskFyvklrZxCWm7B5hMHRN5ixZT29hAOHx6q6yf6LLo0sxrDGzbtrclsiYaJnLHVNN3xClqjKaXjLPWXdKEqaFIVxIGcr+/4fAoiQzGMxmXVGsdseFOj0nOMnWl1srsl7/t8StaTVb3dHfD5FJix4utTYbl+sBlvR1U9/WAiDRMBv2YfSyjoy1s/5HrtdPa50zF0nPdt5cp3X16sAy3v9gqNA6gW/hEx37qhlE7szLZCvvv2qVPH2qSNPORPLlW7T/jJT36CG2+8ERdddBE2b96MK664Ajt27EBraysuv/xyNDU1VWvXVAXWQJcDkWjVB7q0xjhZ3dOFdSvnYHVPF2afO73gIJ5C5Bn4UxSuBjm7J5G31DIWuYVhJCZXSI2J4VCgJrMl5htUWa3zQcHdRqTcIC5ffD7OPDVsf5c6wLbVEO576HmsWLcTfQ89j0g0joBf4M4Vf417/9dcu07t7e6AaSTqwHeOxao2eHajDixP5IW8bxrA//3lq1i++HysWzkHyxefj//7y1dhst+k4lLj833/8hu8fmgII9IEhCjYlhnvxApunpxAqEpi7N9kuRiKxvOWEQ3AF6+fnTYZxA2LzuN92wT4/AKmEMm8IeDzi7ztBqOEiTsKxbhi+TbfukPReNa2LPnu2985Pmov49SEPG5VteO++eabMXXqVNx///1YsGBBtXZDNVDrp9/KGeNEUxV87qOz7NfNrHGlNFUp+OQPnzgg8o5GfRK3yafmfPKiyadCxqp73ApM3LS0Aw88Obbvm5Z2eO5pAi/Lle9vWtqB7//4Fex/PZL2i3WuhvAT2/fh2kvPSlt/1bJOtCTLzUBkGJt3Hci6zpUaD7NRx9ok8vkEVi3rxPpH96SVPZ9PhS5dkvsVYOG807NiPIN85VnxORwK4O+vODsr3uZry4znSSW3v/KrAZjeGkRvdwc2bNqLzbsO2P+fVT9IAzNPnJz22qnB+7ay+fwCR4ZiWffXbVOacnagfa33oqLbLFS/o0i+zbWuNWaftWxmWyHffXtcN+yQ5dSEPG5VtXKxdu1abNmyBb29vTjvvPOwcOFCXHHFFdXaHVVRrR8fj0kz5xgnBcfsMww0+VR8eskF9gD2TT4VumEUTCMf9SXyjnp6lWU8dCP3a7zrPlN8TNKJMk1g67Ovpg3evvXZV7Hi6vPr+py7hcgznt4DT+7F8sXn4+Gn/jOtMZyrITy/c2bW+usf3YP1K+fCVExMCzdj/+sRfP/Hr2D54vMxpcWPE6Y0Q6vQ4O9seFOjiusGnnxmf1r8fPKZ/VhxzQWuiZ+mAbvTCRiLL6WMeU3jY8Xn5YvPzzrnhdoy4/nBpFA7qRyVHtdcSgOTfALB9kn2ZCNNPjVt4obUfaiqAkUa9munqlB531amWJ4xRNetnGt/duapYSy5+AyEgj7EdQOaUAte70L1uybUgvk238y+K64+HzcsOi9nfst33+7TVOi6TEtXrSfkcauqdfZ9+MMfxoc//GH8+c9/xpYtW/D4449j/fr1AIBf/OIXWLx4MYQQ1do9VVCtn37L96uNYQB5c4wJbHpmP+Z3zkTAD8R1E5ue2Y8VV59fcF8TeeLAqgAHIlFAqLx5IaqyRn0SN39MNPPHxArRAHz00rNwT0qMvI1PZdWE9YRGvvH0TpsRSgyCjbG6J1dDeEqLP8+4YQaaVMWuA/e/HknpPKzsLI9seFMjMgwTu18+hN0vH0r7fPni6sfuUhl5xhWsRf3SaKz4XGiculxtmfH8YDLeV34LprdKb1NIaQAyMZaYCthvKBSrHxKvJyt8UrxMMk9Zl0biR7/xPnFqbzdP/V5Kvs1cNy4BTahA8jVgqEpah2O++/Ypk5owOBIHZav6/dFJJ52Ez3zmM/jMZz6DF154AVu2bMG6devwT//0T3j22WervXuqgFo//aaquX+1UVUlbyTXACy78hwcOhoFAPg0BcuuPKdo8C/3iYNGfZ2QyEmN+iSuquQ+blWpzXMXvoynpn0+94z/U8+sJzSWLz4/b75XpJFWx2kAbuvpSuucDYea8q6fWQcGmjSYccl6jKgCnI7dpRB52tyiQJubymN1VESGRsbdlin1B5OC7aRxGs+EUNV+ajv1viscCuDTSy7Ae05ogU+oEBX+capeFSrrVr4s9MRpOdd6vD/0Fbu/znffznGk86vpwxCzZs3CrFmz8KUvfQk7duyo5a5pAirx9Nu4KgEl9xhRUNxzM9+orxMSOalRx/4SArh9+ftxOBK1O9zaw0EIARhVPnAdwKNP/1faU9OPPv1ffI23BqwnNMYznp6UBsJTmrDmk/8TqpL48Sw6GrfHRAqHAui+9L14zwktUKBAJH8xt35Jj+vJX8+LvLpDRMU5GbtLpQrkHPNadVEa64XVUTE15K9aW6bgGGrjTW+Rtynydcy0hfyIxwofyXjvD02hIDI0gpuvvRBD0Tg2bf89IkMjiU4f1lUl8Qugr6crx5j4QDjoQzCg5bzeUADVL3B8RMeho2OxbHprEJN8oqLnv5T763LeFKhVp7QbVb2zb9GiRVi0aBGuvPJKzJgxAwDg9/s5fp+HpPaiQ1EA06zu028FxojKu4pQMBpN3+Zo3EAwoBWsOYVQ8XY0nvWK2tRijyw36OuERE4qNxZ5nYKxThhLYjDiGnS3KUD3gjPx9rHETGc+TUH3gjM5eHsNWE9ojGc8PSFUHH1nFGs39uOC/3ECli44EwGfQMCn4Ys3zIaum1j/aHqdfMKUJhxJrsMn1Ykqx9HYXSJpmAgFNfsHAsMETNOANEwXpbJ+WK+wVmsc00qOkVrsbYp8HTN33/jXaCrwg5HPLzAcNxAZGsU7x2LYuecgrr30rPwTlAgVkaEYfvqr1zC/cyamtPhxy8cuRFyXMMEfp0oVj0mcEPJj3cq5kIYBoarwC9gdsyLHeIizz52OoeNxjMZ16NLEtzb/DgORYcw+dzo+cdV5iJmAWqGhrIRQEQfsDt3Nuw5g/+uRCd9f5+qPuK2nC1NCfsTi2eNE1puq90v8wz/8A7Zt24ZvfvObOPfcc3HVVVfh8ssvx9SpU6u9a6ogqxe9vT2Ew4eHSupF1wE8sX1fWqfdE9v3FX0ipLxXchVER+J2ELJmqwyHmgofFxS7ow9IVFT3bOzH+pVzC64nVAWzz52O+Z0z7WPbuedg3b9OSOS0cmKR1xkANE3B9NZJyZuxJkjTQC2aJZqqIjqqZ8XW1skByJqkoHGlPqFRynh6qZN5LOg6FR+48GS8ezyGgF9DXOoINmn4yZ4/Zt2YrV05h0+qE1WBAcAw08uqUaPYXSpNVTESl3j32LD9xM7kFj9amv0NHeO9/CRQpcZILfY2ReqDD6kTO5hm4iGMXDsWQsXgUCxrdvkntu/DJ68+H0qOjiPrfjJz1uhbr+vEYz/+z4IdhZQuHpMpeUMinnKNrOv9xPZ9uGruX+CEKc3w+VQMvjOMtinNWP3Q8xiIDOPMU8NYOO903P7df59Q51lqGfP7VLw9FEt7+OampR34/o9fQWRoZEL317k6pe/Z2I9PL7kAX354d93/wFn1zr4FCxZgwYIFOHbsGJ555hls27YN69evx/vf/358+9vfrvbuyUkKsgJz4nXc4qvGdSPt5vK2T3QBvvxDBesy92yVa1fORaHRpfQ8g5XqRX5B8AsF3ZeeleNRaCUtcBIRTZSqAvG4gbse3W3Hm1XLOqFOUqre2RkvM7bSxGU+oaGpKlSReGpdZNwQpU7mEQ4F0HnOifjit/89/WbqZ/vwd5ecif/6YwT7X48ASNZ3kk+qE1WHiZFRmfVjiZsYQM401t8tb+mqPS73eLfvVMdjsacErSf/ik3skJp+s8Ds8ocjw/inJ36TdS6kYWJ+58ys8eTufWwPli8+nz9OVYiUBtpCfnz0srNwz//uT4sHsWTbYiAyjCUXn5F1LcbbeZZZBu5YPtuOQdY2H3hyL9Z88n8CMCf0inu+t/ECfs3+/3rOQzVrq7e0tOCqq67CtddeiwsuuAC//OUva7VrcoqpZAWDB57cC5iFi5KEYgcZa717/nc/ZIEiWGi2ykKsiipVKQPZxqSZc/ryGJ/qI6IK0+Mm1j+6Jy3erH90D/R49Rv75cZWqgwpDSgyMWvuu9EYvvCN57Bi3U70PfQ8ItE4hFDtJ/pG4xItzX50X/renDdT8ztn4t7H9mDJxWfY258WboaUZln1IBEVJiVy/lgiXdRWlNJwfRprLd/rqboD27c6Rfoeej4r9teCVQdpppmYECrZeWcKFVCA1Z/oQvel7805sYOeI/1H3hnO2aaY0uLHUDSe81xoqpp3VnlrZuNyZhumbDFpZt2Db9i0F4eORtF96XsBIO9s0lbnWTgUQGRoBKOGCTPZRrFYeSeO9DIQ8OceL1BBYmIRmRxjuBz57vWHomOz99ZzHqp6pDBNE7/61a+wevVqzJkzBw8++CAuuugi7Ny5s9q7JocZeZ6aK3aTqOe5udQLrKeJ3AVZE4VvVjShore7w17X+gWj2HqVnNqeiKgQmSeW1iLelBtbK8VqGA5EolmNxkaS6+bwie37IBUFI9LE64fexTO7D+LY8Cjec0JLwZuiKS1+ALCf+NvR/xpWLetMqwdv+0QXoKChzzm5n9vjg2HmbiuapnvaioaB3G11F6WxEqy8oitK0bxS7Tb+eLZf7Y7HUqSeOwiB43GJvoeex1ceewFCKDipPXedI43scf3eORbL2aYIh5rQ//KbaesCiR8cVaFgyqSmvB0208LN0FR3lX2vKvQU3Iy2SWnnPJX1+ZmnhvH3V5yNb23+XVbntM8vMGqYOPLOCHRpIhwK2Ovn2+ZbR4/jU+t3YtVDz5XdyW29npx5r79514G0fdXrD5xVf0Nj3rx5CAaDuOKKK/DEE0/g9NNPr/YuqQr8AQ2jcRNvHjkGIQSafApiI4WrmkJTfBeeNCPPgLBCQb7aTdPUnDMMaZoKXc+/MxPA5BZ/2sDE0jRQrDrnmH1EVCu5Bk0uFhMrRdNU3P3pv4aum3aM1DSlaGytBCFUHI/Lqs/+5kaZr21BSb8ht8bMWfXN5zAQGcY1H/gLfOxDZ9lP4+TKL1Zjum1KAPf+r7l451gMW599FYsuOh0/fv6P9vi6IzEdIzEdvV//RcHXcbw8phV5X7VftawETVVwzQf+Apd0nQahAtIAdvS/lijT7kii/YNOZrzQXJTGiRr3a7NFJqaYaFpMjL3+ao1zNxLT4fepMDJmsXV6QkDr3D2xfZ89OcaUSU244H+cgK5zZ+Cuh3fjlo/Nynu+MtOfb3Z53TCw5OL34uzTwjj/jGlQFcBUVBx5exi6NBAdjWPNJ9+PNf/867Qx+5578b/R293B2aOLECLxdJw0TaiKAigmFFOBSBkD2OcXgJG7/TAS06GqAaxdOQcxXWLVsk77jRPrntswDfzj38+CNEzcfeNf4/Dbw3js6VewNjkWfiRjrMbe7g489vQr2P96BJt3HUBvd4f9lHHq98DY04LBgJY1jEkxuYZEGYnriAyN/P/sfXl8VNXd/nPOXWbJDMmEsCqgIDukBsggJG5s76vIonmF4EKiBpS0itQqi1agKBFta+3bWhfeCmgF+v6sC2pbcKuKFlDoqyBEigooS4BMkpnMepffHzf3Zm7m3pkQMskkzPP5+PnI3Nz93HO+53ue7/No99dabtipiKT3E08//TRyc3OTfZo0kgjeyuJUbSgmkdYt0xI34ccwBItLxqDOF9aJ/jIMgRgv2UeJ4QfPUBIn7pCRYdO7ibFs4gy9KMnw1Ufw5Mbd2rkWzRkFu5WLW7ef1uxLI4002go2nmL5vMtQFZX06p5th42nCCY54QYA9QEhpq+zWpI/zZAZAk91KEZLyt4to3NGZA0wcypc85MC/PGNr1B5xKPTzJmU3wcT3X1x7FQ9ntq0By6nNWYMvWd2HrZ8dAjLSt0ICwJyMpUV7tumjcCTL+9G5REP3tl1VLuGivICAOZaNh0h0ZJG54YZ4ymVdJfsPMWksf1QVV2v9d2TxvaDnafwt0Hf3RwwDMHSEjcqoly6l5a4lVi9LeljSURz24q6gCE1JCv+54292LHvZKslA6ITZw/MHYNQWMQbHx7SkmjhiAQbz2juqEByE4/NQTxzDEqUJAzDxM7bHmx4Xmhy/ZVHPNjy0SFUlBeixheC3cph3ZuNz3n5vMtQXRvEqx8cjDnnA7eOQcWPC3C6JohaXxh/fqcSsyYNxl8/+RazJg1Ka8w2oOlCHM8QVHvDeDkqYdslw4Kt//wGV43qgyw7B8oQnPaGEY4I+OlNo/Hrlz/XxV1dMnj86k+74fEGsbA4DxaewYKiXFh5FrIMZNhYnPIEsGb9dm2/n940GnfdMBL+kABBkuDxBjXdP7U8WNX583iDsPAMVs4fh7r6MDIdFi02UdmCZpqQzYHetEZEBsckxQ07FZGU7+L777/HhRdeCABwuVw4evSo4d/16dMnGadPo5URihjr01WUF8YNqARJhiRCN1G7/5YxECQ57n4RQcL7nx3F8rJx2kroqx8cxOzJg2Fm0RERZPzP63tjmHbzr8+NH/TJ0BJ96r09uXE3KhK48Zpp9qVSkJlGGmm0LtqLyRQWZHjr9W7jP71pNDKsXNLPHREk477ux/H7/9aAufFSQac1BzFyKlw8Nx8ggNNuwfwbRuCv279Dv55OLJozCl5/BAMuzEQk0qi7VeVRVtMXFOWiZ9cMSBIQEUWUTB0Orz+EUITAksXCwjE4ftqnrW6r6O6yoUuGBYP7ulB5xBPDIol2/U3lREsanRvmeqIwjRXbGsF27LubC0GQsWnbAY3Z6/VHsGnbAcyfmSB+7kBoDjvObAFj/vUjARnnPN5Ha6tOzO8HWQbe+PBQTEKraRIjkSPuuaA5MU08c4xHFxRgYXEeVjz/KVxOq44dnum0IBQRwVKqY+SNHd4D868fCVmW4bRz8HiDuK6wP2ZeeQm8/ghqvWH8ZtNulM0YGXPOx1/8TEsOqfj2WB0WFOWe15VV0e+RZSgEyFpC9N1dh3HH9BF42SRh+/LWA5g/cyQgAhXrdmLRnFF4d9dh/GL+eFAKEEJQ4wuBEqBowkD0zLEjw8KhxhcCy1BIsoyumTb8UOWLMdj49cufY0GRQviaX/GuzmFXjS0u6OZARXkBvP4Inn91LwDg1muH6mITI0OQc403WsuxuiMgKcm+adOmYc+ePQAUN15CSIw+BSEE+/fvT8bp02hlmOtFSXEbEAHwxEuf6T7OJ176DI/9OH4ijWMprh7TByvXfqpbVeBYCilsPNASAtw4aRC89eGGYxDcOGkQSIJeQDTRU5FkOW6w2N60+jTSSKNt0Z5MJkGUtFVWoDGIagtHXFGUdEG81x/BK+8dhCgmv6+LN5nvrMk+IwaK6ji49vUv8dObRuOGqy/Bz5/9RCvfvaiXE4CMshkj8cp7B1F5RHHbXbl2ByrKC7D06e0AGtl6WQ4ekAGXnUOWk4+ZSN4zOw8b3t6HW68dihff3g+PN6hNpKJdf9NjYBrtCWoiFUMTSMW0JURJNuy722KxpLmQZBk79p3Ejn0ndb+XzYgfB3ckNIcdF5f9J0qtwuiL7meXlLhxXWH/hEmMRI64rXlNRjENQ4mpOcbpmgAoJdoi0+p1O7Xta35SiMW/+1hj+T1+dyFESUYoLOLEGb/GQp87dSj++8//0q5h5fxxqPIEYkwgBvd1oWjCQPTqmoFlpW5trKvyBNA7x9FpSzATweg9quWvHm8Q98zOg9cfietmLEmADEmb/149pg8efu4T3QIFw1A4bBw4huLIyTps2vq1xvILBCOmBhuqaYf6b9V5efW6nVp/HU26AYAtHx3CgqIfabGJmSFIOt5oHpLyjNREHwAcOHAgGadIow1hrr1HEa8eVxDNjTbiNTxRMmZzxAuOKCExiT1ClN/jDYdsvAAgzo7tTatPI4002hbtWTIWT0A92UkvnmMw/4YRqPM1LqTMv2FEg7ZQcpOcrMnYw6bQZL61YbaQpAa7v375c6yYNw4upxUupxWFl16Ih55pDMofmDsGgaAAlqEIhgVNZF/V3OmRnQGGoSCEALIMKSw2TCQLcbo2gFpfWFt1VxkTLqdVm0ip30HZjJHpMTCN9ikDkE8AACAASURBVAWRY7S/7pmdB5DUaX/x3MxTJZFGiXE8SxOtlncgNIcdl8xFfKP44bH1O7Fy3rhmnTMZLKTmxjQsAJfTYqoDq/5/0221DTFDlSeARxuOCwAnq/0aA6xsxsiY+V5dfQjLy8Yi02HB8rKx2LT1awCIKeNUGWIebxAsSyGmSFl8W8PoPT61aY+2+BcRRPTItkMQjYk7mQ5eWSBp0JGUJFlLvqp/o1bX/WbT7pjn/9SmPVheNg41vpChDiWlQK1P73rrtHPo7rJhxbzLwBCCVXeOx7HTPi2BOGfKEJCoJLcM4zaWjjeah3ZJiEYiEZSWluJPf/pTe5w+jbOEhSOG5hcWjiAcp2+l1PjjTBRAiCYdUjwmiQwZwZAYo+3UHKMNM33AeMMGC+DB29yaPbnqXni+riylkUZnR3uWjLWngDoBDPvWtpgGMpDxYKkbj0aNPQ+WuhVB6TY4f3vAbCFJnVRVeQLw+sO49dqhkGUZazbs0v7W5bQiFBZ1LIlFc0Zh7PAeuP6qgXDYWax/a5+mjfRgqRtZDSwOkRAs/t3HumtRSmycsDRklGWGahNiM5H1pmNg2sQjjaRBVhgg0azjLR8dUkrSUgRxF4ZT5DMgFIZJU0LRaQLa5rDjmruIr/ZpVR4/0EyjALNEIsfFMzJsXhKjpX1sc5OboqjoCBoxwF98W6nQM2o/6rbo4wLQMcCM2HuShJh4A0BMUvC3m/doi1EcSyB0En3Js4XZe3R1sWgJUpfTikVzRhm2tUyHBSAyeKrM9Y1i3Yn5/TQzDvX40Qw9fygCZwaPxSVjEAyJujn1slI3umezmixId5cN3Vx2rLm7EHW+MFY8/7Hub7OcPIjYaBpCALAMPadS9vM9DmmXZJ8sy9i9e3d7nDqNFkCMSHB14VFRXghRksBQCoZVfo8HlqGGiTSWIXEdkzjWePDjWAI5YryPKMYOBIq2U/wyt1BENNQHTCT0ShnFjVIVJw2GBbAsBU1gPpJGGmmcG1oSaLcG2rNkjFKCn90yGr98qVEw+We3jAaNa1rUOoiY6ua1TQlxVsMEDQ1MtM4epBkxUKInTipj4t1dh3H79BG69lg0YWDMu3py426sLi8AwxC88Y9DWqleNNuCIN5EVxnvVMMQh41Hd5cNlUc8ePHt/SibMRKZDh45mTawUa5+QNrEI43kggUwZ8qQpGiZtRaIyYIyoSThYnRbQZaAz/ef0MXB7+z8Dr26DkiZUuPmIt6kPhE7LrrvdTmtKJ4yCL1zHCAgipOpKCXs08zOb9a/erwhLJ6bry3atCSJ0dI+NlFyM/peZFFGVyffkCwFfjjl1RjgADTDDXWO+NxrX2jbdMcFFIOxhvOqDvHqNRRNGBijo67q9BoltC7o5kQgFEEwJMYYm3RWRL8XnqNgTNxz7RYOT7yoSGlVeQL4f+99HeOgu6QkH3//9FtcV9gfkbCI7llW1AeFmOOZlXGrDD1PXQivvHcQP71pFNas/ySGLbqgKBel1w3Da//4N+ZMGYLnX/sCE/P7Ye3rXxozS5vqRp5DKfvZfCOdNSmYLnVOIyFkhqCqOhAz0ezussUdjSRZ1rn1BMMCLDyjlRWZgRBldaHGG9T2y3JaFe3HOOcy6oiaakU2Bc8Z6wMqJWrmNxcWgZUNYrMqurtsCU1L0kgjjZajPZMHDAM8XDYWpzwBrV/q5rKBSbB40RqwsAQOG6frSx02DhaWIBBO7rnN+ta2KCEGGido3bo5ceqUN2Um8WeL5iap1aD2sfJCRCQJsgS88OZebUVcEc8+gmmXD8CxUz5d2UzfHg6dbh/QWDJYVR3AmGE98eo/vtHOFc1MNStz4xmiMwwZO7yHNmGoPOLB2te/bJicyjH30xHcUtPouIieAKbqYkBLDOfaGgwDXJ53oS4OXlKS3yZjW2viXOMDtT09fnchapqYJKnHUZ1po9mkGxsMDtg45weMF3HWvqYYEpTNGImLejlNEwxmSQi1j43W1fV4g8hyWiA0JIMkERAkJeEoSY1zonilzYhzLyxVWOSqeUJ3lw1zpgwBCxksJaiPCJh+xQB8e6xOx8hXEw49su2a2+sr7x3UJcPNkkqRiGSY0PrhlBcr1+7o9AtJ6vsHATz1Ee2dz506FG98eCiGWbmwOA/hiKB7Xu/sOoqjJ31YXV6AM7WKecfmbZUN7w4AQxGMiPB4g1hS4sZj6xvH/K6ZVqz5SSFqfWEtvlClQaL1AWWTeNHKs3hy424sLxuHiChix76TmHnlJSbMUgCEnHWy3gxn48TdWRcn08m+8wwtyVpLErREH6B8KL986fOERhuQgf9952tMzO8HK6845v7vO1/jzutzE1ylMhhF07iXlrrj35fJChVNUCohScaMwET3JkomovVyWiw0jTSShfZNHhD4/EKMq6LDxif9zBIAlqXokZ0BSgBJtoBlk8/qAzpGGVqq42yDSFGUAIbBz5/5RAvob5s2ArIkgxCCq8f00cTNH5g7BqGwvmwm2u2uu8uG7457sfb1L7G0xK2V0gDKewRRdHnVie4vF16BYEjQ4oOwKOu+OZUZuLxsHDg2NiDX3UfayCqNJCPVFwMsJoZzPEshJlnztLkQRcSU6D22fleHW7w+2/jAbD4kg5oeBwQxjqaKTiQgyGbnLwQLOYqZFMuMW/v6l6ZGIPHGj5Akw+W0xujZLS1x463t32hjhfr7Q7ePRZcMDuGIBBmIYus1JgZDDey8jVsPmLKuzFhWMkOx4vl/Gjjz8hAbCBROq9L7q4uXlAKPLlB02UTROKnHMCSGAakmmZrzrjsyot+/atRV5VH0Dt/48BAm5veDhWe0RJrNwiqGlpIc8yw93iAYQpCTaYPLacH8mbngG1YdRBDU1YXwqz/thstpxYKiXPTt4URtfQTLnt6ua+9bPjqE4slDIEOGM4NH2cwRcNh4EGLMMvT6I6jyBOALhDUtx6asTvVvmyZwuzp5hEW5xWy75sYhnXlxMmnx1lNPPWW6TUzXObYLGIaixh+J0T/KSpC1bqnRBqHA9CsGnHX5gihB0wdUz1WxbmdC97JFc0Zp9G+VAZHoCzUTLBUSOE3yHIO5U4fG3BsfxzE4jTTSODe0Z/JAFE1cFdtgQhQRZJxqWIjQ9TfdHEk+s6K9qq7CRyc5aQqVoaU64rFBzNqOICljk8tphSwDDz/baMKxtMQNl9OKyiMeBIJCjJi2qqWz9vUvsWjOKKx78ytlHF2vlNOogfTC4jzU+UPo2sUGBkoA3S07A6eCXjAg2kS46Te3Y99J3HD1QORkWuO6VKaNrNJINjieQVgEjp+uB8Mw4BmkVCmfmeFcwsXyNkQ89naqsA+bg7OJDxIl0MyOw1Aa42j62817tBLWpvsp/beMkKzsyzOABDmGGRevdDdeEoKhBMVTBsVcU8X6nVheNk5LMqu/P/LHHVgxbxxqfaEGwyY7MjgGLCXwNGEz3jM7DzXesI4lrj7LpiwrMBQyQwEC3Ti37s2vUHnEg+eWTtTeQViUscKgMuqRuwpQVx/SscrUZ1MfiEAQRay6azzq6sNwOS144sXPdaXCnXUhKfr9R2scdsuyGiaeHTYOS373MVxOq6GEgAQZS6OSd48sGA8CAkJkVDQ89ypPACvX7sDysrHaAjfQ2N5XlxfgZLUfG97aj0U3jYKnLoR/VVZhortvzPtTFx+VKgQL/vL+QQAw1P1tmsDduPWAoVRD9EJpoqqJ5sYhnXlxMmnXf+LEibjbZ86cmaxTp2ECEURL9AGNmj2PlccPOqgZay6B0UYkIhvr4U0enNCN92w/OALgtX/8WzfIvPaPfydkETKMiTguQ5QeNs41nq1jcBpppHFuMHdnje8M3how7ZfagM0riBLe+FAvRP/Gh4cwb2Zu0ktpCQgy7CxWzBvXwCoERFkJ9NPpmmYiDhvEDOq4O3fqUIQjIhbNGaUxyKOTdixDDdtl3x4OLCjKBcdR3e8XdHPgiXsuh6cupJXerLpzPAIhAc4MpQSMt7IIhCUIggSOoxg7vIfG6AOgBe2JdKWa44CZRhotBcczOO0Nx5jH5Tj5lEn4mS6WJ1hQbkt0Fjfes9KgA4mbQDM7jmSQ0KvyNLgrN9lvcF8X5k4dimV/2B7TPs9GfyzenMjGUfTOcRhuZygMf/f6w1j69HYtuWLvlgGxCYNbTeosLM5DfUDQGHo2C4twRNK0+QiRQSlBjTeMl7cewKxJgzXmWTQLLDqxIjWwEaPjmZ37jqM+GNGxynp1dYBhCNa+/qVmKqXqvouSrCVLjd51Z0L0+49mw/EciwoD04xHFxRo8cL7nx3FgqJc9MjOwPdVPmx4az/uLc6Dy2nVFhPr/QIq1u/EojmjYtpLtJmKCqUNRfDUJqV9nKkN4N1dhzF78mAtybigKBe9chyorg1i/VtfweMN4sHb3LBbGMyZMgTfHqtD5REPtnx0CI/c1ZBspIhJ4E7M7xeXbdecqonmxiGdeXEyaWNNRUUFJEnCjh07MHr0aPB88kud0ogPwWSQSsTQYxljgeFERhsWEz08S4LyBdbkg4vnPEkpwfVXDTRkn8Tj2XEsxcNll+GUxx+lw2UHx1IIcWzcW+IYnEYaaZwbWI4YCgyzHEGcz7V1zt2ejriEGCaL2mIuxrEEoiBj1bpPdYESxxKEkqwX2GkgE1M2iBlYhmBxyRhQUMMS3Z5dM7TyGKN2SSjRpDPmTh2K+oCATAcPSQLCERGr1+3U/l6UZK1E6N1dhzHnP4ZgdZTT/JKSfADQJlzLSt2wcTRhQuVcRLXTSCMRwqJJFUgKlZ8yJuNGogXltgRnMq5ybTCutibORoNuzU8KTRNoFkrMkwMmC44MJWAg6/YrnjIohhSgtc+z0B8zS0KwlOKMNwy/gaFCd5cNoolxg8PGa3IOT23agzV3FxomFF1OK+wWLsZZNRQR8Mc3vkKWk0fpdSNAIKHaG8T0Kwbo3OHVce6Ru8ZriRWGoaAMjamMWlKSj00NZcMqq6y7y4b7bh6Fifn9MPPKS6IWORW37V/cOR61vpBmWKVqz3WgJtssRL//aDacPxQxbMN19Y3JXDVeKL1uGFav24nuLhtOVNfj1muH4sW396NowkBUrFf0/7pkWGJ0+WTZuA1lWFk8dMdYnKkJwGHndW690e/v0QUFuOuGkajxhcCxVDH8NCsBB41J4JppOKrkn+aU3jY3DunMi5NJzUtQSlFeXo49e/Yk8zRpNBOmDD2KhC25i4OPYXYkQkvLFzjO2GKb4ygiJpGHKMlgWdLEHVdZ/YkX9EmSDJ8/YqDDxcW9RnOGUfKdOdNI43xFOCJh87ZK3Yrw5m2VmDdzZPIZbpQYlrO2lavilo/0zL4tHx3C/IT6p+eOUFgyDKZSqQwt1RGXDWKyDxFldLFb8GADK0Td57eb92BBUS4ICFbMGwcLR7HsNrcuObes1I0Pd3+PbTuP4IG5Y8BQ2mRi1ajd191lw5laJUB32jn818RB8AcEZbynBGdqA9i8rRIlU4fjjukjwFAKFnKzmVMtFdVOI41EMCqbTLWyK8Zk3GDawEm9uZAjEhx2ThfjsyyBHEmVK2we4k3qZUavw1frC5sm7cyOAyjO5EbkB8oAYljdrxCnawNwOS0m7VNx7W3uwodZEoIyBBu3HkCNN2xYDvnqB3rzi7HDe6D0uhHwByO4d84ovPLe1zh60odabxgebzDmeRRPGaSVdarXvnrdTqyYNw6LbhoFhupZd0sa5CWij6H+vwCA5xktORk9N3Q5raj1hVAydTgm5vfTEk0upxUcy2Lt643yTPfMzgNlCI6fqo9JFroyLRCDKZJBb0VEv3+VDbe6vACiGKvJ191lQ4aNw7JSN15576AWL6iLgovn5oMSICyIuP/WMZAkSWm/hGDl2k81F+pFN40CwxDIshyzELB4bj7++sm3GHpxDta+/iWWlLjRLctq2Nar64KICBI2bf0aHm9Q03xsGhMwDIXMxCbZXU5LXLZdcysBmxOHdObFyaSPh/n5+fjXv/6FSy+9NNmnSiMBWsrQk2QZvvpIjB5ehjV+Qkw0oGq/8t5B5SOKt58og1DoEneEKr/Hg5EZSKLJsGCiw7W6vDBu8oCBjEcWjIcgyLrgiEF6MpNGGsmCJMnYse+krqQQAO6YnvxkXyQi4oUt+3T92Qtb9uG+m0cnfSAlBLj5mqFgKQUlQKbDgpuvGdomzD5BNO7HEzHC02jE2S60qeVmMozLsHrnOPC3T7/Fq//4BmOH98CPb/wRHl1QAEGQQChBrS+Icbm9cLLaD299GH/79LsmCfIDKJowUKfp191lA89TsJTiiRc/0yUmbpw0CKGwAPAsAAkkgct9Gmm0BVgTGRY2hVhzkiwj08krBgSyYrAjSBKkFPqGRFGChaFgOJKyrsbNhdmkvmlSwEgvLJrFY6RJ5/FHEIqI2PDWfl1/uuGt/bjv5lHaM2MZCgvHQDBJxqiGSUYmTWamIZpDuyjh2Gkf/vDKF/B4gxpz68W3G6+pu8sOhgFmTRoEnqOoKC+ENxCGKMpY/twnuqSNIIqas+sDc8fAWx/W5l29uxmXB3v9YSz+3cfaXFDV9du87QAWFueh1hfS4gSPN4iIIMMvCnDYOBACZGdataTg4L4u3HrtUGz5SDGayHTwWHTTKNQHw7DzHE5U12t/G82IZxmqc55/bP2uTrsAGZ2EkmRlLiwIEp7cuMcwyfvky7t1baNXjgMsQ7DqzvH445a9qPGGMXfqUDz/2he4rrA/umfbARm4/9YxsPAMztQE4KkLIhgW0MXBw27lsHL+eNTVKyzKP79TiWmXD0CGVSnxfaxBH9Kordf6wlj7+pcomzESq9fthCQBfJM2zjMEZxr0InMvycGKeePAMgQMpbBwjQlANRHZO8cBAqIkCGHMPGxp6W1nXZxMeqzeu3dvzJs3DxMnTkTPnj1BomYnCxcujLuvx+PBAw88gCNHjoDnefTr1w+/+MUvkJ2djX/96194+OGHEQqFcMEFF+CJJ55A165dAaDF2zo7iCjD5bTokmgupwUkwQchy9ASfYDS2T+5cXdCfTqOjaVqLyzOU1yC4pTxSpKMR/+4M+bjjdeRExNNpESTYclkVUCS5LjJA8oQ1HsjMVoxNiefbOmwNNI4b9GejFqWUUoMossf22piyTIUgiDhkfU79OXLDIUQSe6Nc5x5Py6nzYiahbMpD2nqvGfU3s/UBjF6aE94/RFcNboPgmEJpzz+mHc0a9Jg1AfChmNjz652PHLXeJyqCeD26cPRJcMCC0ex5Pcfxyx+3Vs8CllOC2q8IfTItnV4/Zo0Ogd4jhouuvIcRThF6k9ZhqLGG4opkc2wcknvu88Gqe5qfK5oWgqrMqRUY41ELB61XLBsxkjDOCA6uaAmZwhHsbTUrZsnPDB3DAJBAYvmjILHG0SWk9cGgUT6YzJD8fMGoyYVv928B3fPuhQ/f/ZTrUyzorwAUlgCC0AKixAJQVV1QNPSA5S+fc2GXVhdXoAqj6LdFolIuiqnR+4ab5rAUY/x5MbdWtJt2uUDsOJ5vWxTpoPHOzu/w+ihPXXsc9WIoWjCQGz56FDMGLWkJB+/2bRHl7SqPOJBlSeA07UBXbJRNQERxY5lKHM2UL9PhmHw4HPbcfesS+HxBvHi2/tx96xLtYTd6drYKoBTHj8YSvGbTYoe4j2z87Dh7X2YeeUlOhLPT28aDUqgawMLi/OQ3cWKxf/9sa4dfHusDivnj9POFQwLMQxA9b2pVQOqfIGnPhzTxjduPQCX04qrRvfRtSHVjffxuwtR443dr6uT77Slt60JZsWKFSuSeYK///3v6N+/PwghqK+vh8/n0/6bNGlS3H1DoRD69euHJUuW4KabbsKXX36J999/H1dffTXmzp2LVatWYfHixfjhhx/wt7/9DZMmTYIkSS3adjYIBMJIoUW5ZkOWZdgsLBx2C6wWRtFj4JVJZDyIMrBp29e63+qDAq4r7A8a50FIhODRFxqTdvVBAXsPncaE/L4gkvl+gkwMzze1oD+oScGcTKk2kESfa2KCcxGWgiHA3bPyMP3yi3HN+Ith4QiGXJQddz8RFOvf2of/mjAI146/CCMG5GDLR4dw6eAehqyHjAyL6bHaAoFAGHY7D7+/9US2MjIs2Li1stl/f9N/DDnrv/f7w8jIsLTqdbclOuq1q9fdnu3WqJ9lKIF7eC/srqxCfYNOzYOlbtg5CjnJnTLLsxg9pAf2RJ17aYkbDjsHKUEfeq4QZYKVa/+p69/2VFbh6tF9ks+yIgR7D53G3GuHYVrhxZiY3xf7vjmNC7s7ldl1G6G531KqtVlAGXsddg5Xj+mL6y7vj8nufnBaGcOxV6JEcyq0cBS3TRuha3NKoL4fR07UYe61wxCOiHBYOcOxdpK7LwghOh0ldduVeX0QCAn45Uuf4/UPv8Gwi1zIybLj6tEXYvoVA9DFzuHLQ2dQHxRQNGEgGIbAwlFYmeR/a4mQ6v3q2V5fKrbZaKTq8yYsgzpfGKv+uAOb3zmIXV+dwGUjesFqYZPeJzcX7dp3nwUYhkKiBPVBASAELCVxv/NUb7NNwVKC/CaxQ3nRj5DBURBJBpHluPcrQpkHVVX7Mf/6kdh76LR2nGWlbmRwjG5/SgkESQbHMpjs7ocZV/bHiAE5kCXgqc178MZH32D/t9XIH9YTdgsLWZZ1ff/gvi7ccs1QsCyF1copCWxRNpwbzZo0CP8+WgOmQWsw+loYhoJhGTjtnOk8bse+47jlmqF4+v/9n66dVnn8KC/6ke6Z3TM7D5u2VuJMbVD7u2vHX4QBF2bhD6/8X8w4kzeoBzIdVsNtt00bhgwrhwu6O2O276mswi3XDMXf/nkYew+dxryZIzBuZG9cV3gxumTwyHLwuPWaYbBbWVyedwEYCgy9KDtuTJIqbfZc+lMBSjs8dqoeC4py8d3xWgzul43H1u/C5ne+xt5DpzH/+pH4ocqHIye9uGnKENQHI+jmsiH3khzkDe6OiCihdzdnzPv+4t+nMOzirnj7k++03/YeOo0JY/pg49bYtjPt8v4YN7IXiicPgoVjYeEZTLmsH64e0weD+2Vj09ZKTSokb3A3THL3RVgQ4fGGcPmlF2Ds8F749lgdtu08jJ/eNBruYT3x+Iv6WGV3ZRWuHtMHsgydg3P0tgyOwYT8vphx5QBMylf+neqs5LaOZ5PK7ItEIqioqAAAfPbZZ7qOsDllvVlZWRg7dqxun40bN2Lv3r2wWCwYM2YMAKC4uBgTJ05ERUVFi7edD2AYqlFljVaNzMAyihvfxPx+Gm393V2HEwrTiyYuZIn0VCg1puXSOOydeAy9eCs9Vp7iilF6E5GlpW5YeYpQvJVhIp+1u2IaaaRxbhBFCdlOvmE1Xi0BQJs4L0YECZu2HdCV72zadgDzr89N+mffntpUHEcxvH+Oph3XHA3VNPQ4m7E3utzsylEXYvO2A/jFnePhqQvC64/gxbf3A1CY7Oo7iSc2zzDEcBtlGt0oHywdgxxXBpY+/bFuHASAbTuPgKEEHENhbdCzSiONVIAgpL6eaIfQFWQoavwRPBrVPz1Y6kZWgrlBR8K56nGpzMDKIx6tZDbTwSMn0wYWckwprscfwcatB7TSVJfTAgvH4PEGiQQg1kxA7fvV0tbo+cXSUjcCJkYcJ87U4/5bR4OgMR5iGAoRBEFJgiyIqK6L1eRTKxMU0w1Rt21wX5cy58vgsLq8EIIoQZJkrH9rn84ttbtLMYkyM1IgBHDaOcNtPbMzwDAElBqPUU47p/1/TpYN697ch4n5/WDhGeQP6xkzb+N4ClGWO02bNUJ0O1z35le4Z3ae9hyARkZf2YyRWPv6l2AYAp5jcPi4F5kODn95/9+Ye+1w7W+jUeUJwMqzMb9JJkYvFp6CoRQPPdNYGr6wOA9ZTgve3XVYS/QtKXHDYePw10++weV5fXTMQVVDkKEEkmzeV5pdr9iQqO/MrOTWQNLGmpdffhl79uzBE088AQC444474HK5IMsygsEgfvazn+HGG29s9vEkScLGjRsxYcIEHD9+HL1799a2ZWdnQ5Ik1NTUtHhbVlZWK9x1aqM5rjVG4DmKO2aM0EolMh0W3DFjRMJSiZa6V3IMNdQW5BhiWiJrrokU/1zBsGTs5pagRLkl7opppJHGuYFhKKq94XaZlIiijBqvfiWuxhtuEwduxkSbqi0cHSOR1J9QpzoEABu36hPFG7cewPyZI3XjjKJBQ/CrhVfAyrOwWigm5vdDrS+kk9JYVurWjT9mYvMEwMlqv/HYSJR3efeNuRjYNxvfHqvFojmjNK2linU78eiCAgzr3xUsq1xlZ55EpdHxIEoyci/JwfVXDQRDAVECXv0gsS50W6I9++7mQgTBy036p5e3HsCdM5NvANWWOBc9rqYmCWtf/xIP3T4WbEO1kcxQLYkoNxhnNCUErLpzfNzEr5rIUUtbdQuLWw9g+hUDYjTaot1Wn9y4WyttVBeXVJ2zPj2cWF1egFpfGGdqg3h312FMv2IAgmEBOZkWCBKwvGwsrDwLQZRgs7J4fIOSmBw7vAfm3zASlFDMmTIE3x6ra4y/bnPDbuMQiUiG7TwYFhARjLULWY5ClmFqwuD1R7T/r6sPac9TTWQ1nbetLi8Ap3YEnRRqO1QTyWzDYt7gvi7MnToUXTNtkCQZHKtIHNR4Q+iSwaNrFysYlmD+9SNR6wuja6bV9H1FQ332TUt0FxbnQRIRo3n/1CaldHjezJG4ffoIiKKMv7x/EJPH9sPQi3PwWJThi8tpRV19CD2yM/B9lRfds+24/sr+ePUf3+jO/91xLzjWxNW8hdp85xuSNkd5/fXXsXLlSu3fPM/jgw8+AADs378fK1asOKtk36pVq2C323HLLbdg27ZtrX25Z4WuXR3tev6WosrjNxxoQAi6dXOa7ufxBuHzR2I0R6w8G3e/9EkVHAAAIABJREFUWl8wRq9iaakbPEeR6bKb7lddF4DVwui0Ba0WBiAwPZ/HG4zpjJaU5INjKVxxznX8tM948BVl9IpzbyfO1BszCWUZPePs115Q22y895WKUK+3o113NDrqtbf3dRv1s9V1QTy6Tu9O+ui6nXjinivQLTsjqddzpjaA26YNj3FV5DmKrpnJPXd9vXFfmsFTZMTp31oDx036OlFq+76uvdtkIpjFBmdqA4ZMcIah6NrQbiVJxuETdXjkjzt0f/PursO49dqhOkfPpiwKI7H5paVu/PkdxW3RaIJ4pjaA66/sj6EXd4WnLqRbbVcnkLKs6Pwe+LYaIwd2izuWtjVSvS2k+vWpaG48m4r34/EGcW1Bfx3DZ0mJGxaegcuZ3D65uaiuCxjGpixDkO1KjWd6qsYfo9+1aM4ogALdslPjGqORzDmYJMmorQ8hIkjgWIrMDItCGgCQlSXjlwuv0G0DENNvLyt1Y9bkQajzhXULKMdO+wwTFlYLC5fTCkmS8dDtYyHJxpVDdguLZ/7ypZYEdHWxamYMXn9EtxCnJvpU84umx1tW6sabH3+DL/59GhU/LsApTzBGq001xqjxhnGqOohfv/w5XE4rFhTloleOA8GwgEyHBWdqg8hyWgxjlC5ODqerA1hS4tYSPeq2SETEiuf/idxLcgyTSRve2q9dq9cfxn//+V+o8gTg6mLicizKIJDRPQX7qqZt9lz60y5dJNz0H0Pw6As78chdBVjzkwJk2HjU+kJ4+NlPdM/4f9/9WnNLXlicB6uFASUUtfWhmPf105tGw5nBaW1U7Qeef20vspw8Vswbh1pfCMGwAAvPoMYXMmUHnqkNarqKy0rdyHJatO0ADNmrC4vzMP3KAdj+xfGYWARADAnoodvHIifLrn2f5/pc2xptea1JS/Z9//33GDJkiPbvAQMGaP8/ZMgQHD16tNnHWrNmDQ4fPoxnnnkGlFL06tULx44d07ZXV1eDUoqsrKwWbzsbnDnjg9SGWkWtBpMVRsgyTp3ymu4mMww2b6ts4uZXifkzc+PvxzL46pvTOheynfuO47KRvePuJxCKv27/Lmq11oJXPziIWZMHm+7X0mtkGMZ0tSDeftRkP0qM92vvDujMGR+6dnXEvaezRVvc06lTXo2a3RHRUa9dve72bLdG/axAiKEzbCgsJv85s4yhc/djPy5M+rllloGFJ1Fi4hQhIYL6sAS/P7nnNusjzfq6ZKG531KqtVlAGZ/MmODqPckM1SaM0X+zsDgPpzwB9MpxoKK8EDKUsdRIbH552TjU1Yc0JsjE/H54Z9dOrezsol5OUErgDwkQBAk3XD0QwbCo08JRz7ugKBcMpTh+2ocLujshR9rgG2smUr1fPdvrS8U2CzQ6g6aqQ6vMMtjcRFphc4O0Qqq0D5lh8NGe77G8bJzGPnxn53e4rnBAylwjWMbQhC/e2JaqbfZckMggQwUBIAgiqNOKqur6mH579bqdeOSu8Viz/jNd0uKDz49qSa9oZ1EhIqGm1o+ICNgsLCgh2Pj3AzF98vKycag84tGMOFSzkOiESJUnAEFUyiHLZozUmHBNxx/VbOToSR9k2ZihdfesSxEIiejb04mHn/0ELqcVRRMGwsqzOH7ah4t6d8G3x2qxaevXKJ4yKMb1/cPdR3Hl6D741Z92a0nC3jmOhuQgr5k+vLPrKI6e9GFBUS56ZGeAoQT1wQgWzclDbX1IYbnzDBaXjIHdwoFnTWISSiDGmc+mSps91/FLZigefUFpQ/XBCPxBAf6goCVrgUa2Y9mMkdix76T2Tu+7eRScdg4EDHzBCB65azxACBhCAApAllFRXohqbxDBkABJllF63TB4/RGwrGJbGRFkPP/qXhRNGBiXzalex+p1O7GkJF/H4CyaMDCmTT61aQ9Wlxdoce53x72aMQsAbHhrP1aXFyjyXA1l+GfO+LRzp3pcEI22jmeTluzz+/3w+/2w25WV4E2bNum2BQIBs111+PWvf429e/fiueeeA8/zAIARI0YgGAzis88+w5gxY7Bp0yb853/+5zltOx/AAlgx7zKcrPZrjLke2fbErjVExo2TBsFbr5SwcSzBjZMGJdSnYyjwo0Hd8H2VVzvfjwZ1U2rz4+zHcRRXj9Hr6CVyf5RkGTv2ncSOfSd1v5fNiF/OwXHUmBHIUQhxbHV5BsasRQZIIYO1Do1wRDxrZl8wJMBb17y+JY2OB46jmH/DCNT5Gvui+TeMAMcRyEnWjxdMdEHbomTMylMEwwRHTtZpfWn3bHtibdHWAIEhMwwUabuzZsJUt6shgcIwFCGD9uVyWmGzcLrV7AfmjgHLUKy6czyOnfZh09av4fEGMfPKS/DbzXt0ekozr7wEALSys9XlBThTG0Smk4fLYcHp2iDCTbSa1GvrneOA3UJxYXdnyiV50kg+mpv4aF+YaCenEAgFCi69AFWeeq3vLrj0ApAU6j8FE31tIYV0BdsCzZU64ngGYRE4frpe+7toVHkC8HhDuuP8dvMerLpzPAghuP/WMWAo1ZhuY4f3QPGUIbr5xD2z81DjDWv9eZUnoJVYqt+iM4PHgqJcXUJEISsoxA5VK89MM++i3l2wtDTfdAzIybJh+XOfYtGcURpLMPpbe7jsMlg4FvfOyQNDieaWqmJZqVszTqzyBLBy7Q50d9mwcv54RCL6MbHyiAcr1+7Amp8UgucYZDp4eP1huJxWeLwhAECGjcXy5z7F0pJ8w5gkGBZgt3CKXmHK9FGtA3XhRZRkoCFWKJsxEhXrdmLRnFHIsHMxi+CVRzya7iEA5F6Soz3PWl8Y7+46jOuvGgiWJVrJtjrf7uLgIQiSju27rNSNLhkcumRYUDZzBCRJipkHLyzOg4Vn8Pyre7XzVnkCCIVFZHWxaKXwZm1SkgALlQFKdKXagMLkJgBYWT7rMvzzHUnrxwcOHIjt27dj8uTJMds+/vhjXHLJJQmPcfDgQTz77LO46KKLUFxcDAC48MIL8fvf/x6PP/44li9fjlAohAsuuEDTBqSUtmhbR0T0x98csVnKECBi/HucvJbCIgmLMRTvREk7gKDWF47Zz2Hj4+4lS7I2uQEaM/7xNKJaqtkHAJkOXsc+pDT+3wOKAG6OahQgy2BI2xkFnC/gOQbT7nv9rPbZ8qsZ6BjrOmm0BBQEwVBsX0RBkj7wM8SkjyHJd+WJCDJqvKGY+86wcol3bgU01Q/a8tEhzL++c+k5JRPq5CuGQU6IllTxeGMF1IunDIrRuBEEGY9viFpkKnHDmcHBFwjHCKdHTw6Xlrrx/Gtfwj2sB5z2rgiGRW3l3+jaeI4iHBJBRCkdVJ+HaKnGc5uiA2gnM4RAEGRd3/3Tm0aDIckfs5oL0/i5Dca2tkQjUxWATCBJEmjU3EmMs6CnTpY5nsFpb1hLcCwvG2v47Gp94ZjjVNcF8eTG3Vg5fzyWP/eJpjdp4SmWPb09ph2XzRipJc+6u2yw8iwqygsQDAvommlFJCKhd44Dd94wEnYLB0BW3Ht5imWlbm1M8fojppquP5zyIRwRDberckVefwTFUwbpvjWX04paXyhGW33DW42Jx3imHWZtLifTBlGSEAyLkCTEmD+4nFacqlE0B5vGJLdPG4HTtX7kZNpSp49qBTRdePn1vVdgedlY9OqagbIZI8HzFJIoa8kxNfm55aNDmu7h4L4uXFtwse553jM7D69+cBD/Oe6imPn2innjYti+q9ft1NqueowV8y5DxY8LIYrKt8QwBM+88kVMLCLLQL0/AhAZq8sLtN+bvn+OJRAjIliGaonB6GRjQnJSGoZIWrKvpKQEK1euBCEEEyZMAKUUkiTh3XffxapVq7BkyZKExxg4cCAqKysNt40aNQpbtmxp1W0dCQxDUR8RY1h68SynRRB4DCaM9gQTRlE0Tr5VlMc3sRBEyXC/1eWFiJdPEyXZsFQvEYPGkH2SoMeXJRlnaoP45UuNOlw/u2U0ejRDm0hqEAVlqFLiIqV7oDTSSCqEFvZFrYGWsoBbA4Io4Y0P9Qm3Nz48hHkzc+P2pa0BjqWYPXmITm9nSYkbHEshpN14mwWbhRoywW0WikBI1PSVlpS4sXlbo4Nj10yrppsEAEUTBsaUW1Ws34kFRbno08Op09pZWuJGVhcezyyeAIaheHv7N6jxhjF6aE/8cMqHrl2U4xrp/T14mxscQxBO09TPWzQn8dHekGTja5Tk1DHoECTZUP4hoQlcG4JjyFmb4nU0RDvkGunXuewcZBgnIKJNAMIisCnKzESSZZ2eqnq8jVsP6M6vJt2qPAHU1YeQe0kOri24GCvXKsw5o3ac6eC1fdU+uvKIB4P7urCgKFcbN+ZOHaqLS5aWutEt04IsJ69dS9M+flmpG9V1Svzkclp128cO74E7po9AbX0Yy0rdOHy8FpfnXai7xqIJAw1jsXuLR8EXiGjj19jhPXQVV91dNhxvYKQ3bXP3zM6DKMv44ZRSmtm0LPWpTUoC9JX3DsawDB+8zQ1CgW07jmDWpEEp00e1BtSFF5fTqixuE6Kbx6+6czx+3qDVBzQmix+5azz+5w2FYacsHCptZHBfF4omDATHUsy9djjCEb0pR5UnoBl4Nf29rl7PWF3x/D9x382jwbGMVp4+d+rQGBOXrplWBMMivPURLHt6u3Yv0e//vptHQ2pw1j1X9+w09Eja9zB16lScPHkS999/PyKRCLKyslBTUwOO4/DjH/8Y1113XbJOfV5AZgg81QaJu24Zpmnvc0m+tSTokyTjzkKS5bjn41iKuVOHxgYeLIVkUsYry7Ih+2TezNz4CUlJ1hJ96vX98qXEgVjHKHFJI43OhfacgEYECfu/PWOoQZrsSRshxLBcrS2IFxFBMtXFSpXJaqojEJJ0E0RVU2/+zFytTVd5ApAhYc6UIbpxJZotYVb6YuVZSBJw96xLwTIU3VyK2+fi//5Y04a6ZvzFKJo4EKGQEgcsLxuH7i4bKo94NE2/TAePnCwbeAqEgyliFZpGu4AxYd6kkvvhuVR0tBVEkxLZVEqaypANTfFkpMZ7bg2oCRMz/bqK8gKd464pm4jElo4/MHeMxm5iKAHPENzUxLU2Wlev1hfGDVcPxIrnP9WYc0btuGumFc8vm4Tvq7zavstK3ejX06kld8pmjIyZ11Ws24mK8kKwkJGdaUXJ1OGwWRlUlBciIkqQJBkOOwt/kNUMRD74/CjKZoxEtywrCCE6BtiSknz4/HrHd7OxqGumFb/Z1Fj6ubTUDQA6kwh1PNvw1n5Np+/7Kl/DnG0krDyrHa/p8Z12ThuzFhTlonc3B1hKEYoI+Ov2bzFhTN+U6qNaAyoB5tZrhyIcEWPet5lRhgygZOpw3DZtBNCwMGJkjLGkJB+D+7p0peCSbJz4NmKsZjosOk1Hu4XFinnjQIhiZmmzKoYd1XWNJjBVnoD2/nt3c6Cq2o+/vH8Q82eObLzvc3DPTkOPpI41t99+O2bNmoU9e/bA4/EgKysLeXl5cDo7jltKqsKM4bK6vMA0kdbS5BtrYnnNssZlwSo4lmDs8B6YmN9Pm+C8u+swOIZAjhOIiSZlvPEScDzHxGheqM6/8Vg3kknyQErAIuwQJS5ppNHJwDImfRFDlI8yiWAowdCLu+LBP2zXBUkMQyC1QV6kvUppRdFYD/WOGW0zWVVLr6o8foChHXJ1V5Qk42c4XdYlVQRBxpo/7YwZ+xYU5WLl2h2KVqPLpgXVTjuHYFgApYqHwkt/PQCPN4jVCwogijIWl4xBOKzo7txbfClyYIckySibMRKffPGDxlRVNf2WlrrRxcbD602O7unZSo+k0X5oVuKjncFzxoxZnqOIpAjrmGGM42AmhRKS4YiE5/6yt8F8QZGNeO4ve3HfzaNSJiF5rlAXVcySVKIkg8hyYjaRQen44xs+U5JrDVpiERHIVmV+JBk/nNIbDby76zDumD5CO4YRu/qe2Xl4/rUvcdcNueA5BllOXksyRjMBTe9HlhESRNTVBPHqBwdjEpRLS93YtPWAloRTk5HFUwbFMOoeW78LC4vzdNeojkVNY7Fjp30xicfV5QX4r4mD4HJa8MSLn2vPQdXpqygvUMafEjckSSF8iJKE5WVjYeVZrbrL4w1q0hQebxCZDgv+952vMWvSYGzbcRj/cdnFoBQp1Ue1BhhKtDJqIxZorS9s+C5kCXhq0x5kOXnMmzkSa35SCIeNx4a398W8XzXGUBOyohyrx7es1A0QZVxQNQHV+Huyuy+GXty1SRLRrZm3/OGVL2KuPVqnkVKCkqnDOt27SxUkvR93OBy4/PLLk32a8w7mSSqYJu44k6RdouQbJSSGpv7Tm0aDkviafQxDUTx5CCrW6/WFGIZCiFMe1JKVUFmWwXMUK+aNAyWAJCurlbIcf3WHtlCHqyOUuKSRRmcDpSZ9UUL90HOHKMlaGQTQGCS1RTkWIWg3Zh/HEsybMRzu4b10jMZE40ZroLMwqE01+ygBC1krteqSYaxx1DM7A39oKMddMe8yeLx6raSlpW68vf0bFE8ZBJ5j8MRLn2sB/hkhiJXzx4FlKaprg5ow98wrL8Hn+08qLqEMAcdQZFgorFYW3iQIn3aWd3m+ILqMKlXdeMNhc8Zsqiy6sgwxXIhmGQIxRcizDCXKIkGUuUKqsTjPFeqiihmLTr3XRGyi5pSOMwzFmQazCrWs0eMNaueadvkAyFHMKZWpdm/xKORk2SDJMrz+MKZfMQARQULP7AzcdUMuFv9OYWp3yWh0NVXvp+kCEEOB094wfrNptyGbsalTq+rA3ivHEXN/LqcVOVk2+AMRbbyo9QWxaM6oGAOHP7zyRcyzOdMw7mQ5LNpziH723Vw2LCjKxTN/+QLDLnbhmoKL4Q8I+NWfGo+9sDgPWU4LeI7Bs0smwsIziAgSiq4eCEKBCfl9wXEEkAnEzlJ73gAWQO+G9xLdfgf3dWHu1KHomW2PWZi5Z3YeXnhzL+ZOHQpKiKYJqW5rav5yQTcnnlkyAYQQEBDUB8IICyJW3TUe/qCADCuL/3ljL2q8YRRPGYR75+TBUxcCz1M8/9qXmDNlCDZuPdAkPlbamJVn4zJYa31hrH39SzxWXtjp3l2qIJ2X6KBgGePJQzyGCzFJ2hFC4pL1I4KEd3YeVjp5CogS8OoHBzF78uC47LdIRNISfUCjvlAifS1T9k6clVBZBmq8sWKxCQXszZwmEzoNp36JSxppdDaEIxJe2LJPN7l7Ycs+3Hfz6KQPZvG0RJN9blmGsRB9GyQarRzFsP45Okbj0lI3rBxFIMmabp2FQc2yxFDvkWUJxJAIl53D/Jm5OFntNxxXjlb54Opiwf2//QhrflJoWLZ1382j0cXO45X3D+KWa4YgJ8uGoye92P5/x3D1mD4x2kiv/ePfuK6wP1au/RQP3uaGM8sKvz+CjAxrUp5BZ3mX5xPUxEe3bk6cOuVNOcaFKElw2nlc0M0BhgJdMixw2vmUWnQVRVlL9AGN32s8w7m2RkdgcZ4r1Hs0069r7r1SYlzeSAmBQAgYSiCCaM9SLVdcded4VNcF4fVH8OLb+9Gnh0M3JmQ5edisLB56ZrtuDvOrP+2GxxvEkhI3ci/JwVWj++Cdnd9h8dx8rNmwC6+8dxAPl42Fzy9oc7uxw3vg9mkjkJNl1UpzzUpio/99QTcHTtcEdUxUQZRgt7H4eVRZ79ISN/74xlcAoIuHHHbOMJlX6wsj08GDEMTotC1rMI5SWe9FEwbihyqfoV7f3bMuxUt/PYB514/A6VpRd5yf3TIaTjsPoPPpp4uiBI5h0N1l01igWz46hBsnDUIoLGLp09vx0B1jcfesS9E1U5ExOFMbQI03jO4uuxa7AebmL5Is48mX98SU+C4rdcPGs3jomU8MHZkXzRmluTCryWMVahtTWaBmDNYX396vVDZIUsr0250N6efaQUEp8LNbRscYS1BqXhkQEYwnyj+7ZXTcpB3HUkxy98PKtZ/qkoTxNPSAlosnU2osFhyPvWNe1hxfjxBoWXnc+RAcpZFGqoE1YSCwlCT9w+NNtET5BP1ga6ClcgOtAX9IMpystoUpSmdhUIuijI/2fK9bMHtn53eYdvmAhu0SREIgQzacDG3cegBzrx2OscN7mLL/spwW1NWHcdXoPrpgOto9T/1bNdjvkW1HRXkheJ4m3eils7zL8wmpXkJvtbCayUF0Et1qYSAEU+M6BZNKFSGF2n1HYHGeK9R7nD9zJECAivJCSJLcWPbZzHs1iv2Xlrrx3GtfaCWxq+4cH1OuePiEV3NLVX+7uHeXhlJfCQylWPr0xzFzmOVl41BXH0KtL4hbrhmKiCDh8rwLsXlbpaazardw+MXaHRrba9rlAzRNv+4uGxbPzTc0ylCdWtV/U0rQo6s9homquuCqyUvVFGrl2h26hFHTUl/1e9y8rRLzZ+aCMoDVwjQwGK2glMAXiOiuy2nnwLLU8JthGYqiCQPhrQ/HJAN/+dLnyljGpEx1fKuCY4Blt7mx+oWdePHt/VhYnIeT1fXac7ByLLw0rOlAqu8DMJbvijZ/WTw3H2dqA7h9+jD4gwKWluSD51j4QxF4vEH06pqBKk/AkCH65MbdWuJQPaaK7i6bZh764G1uPNpw7QuKctGzawZO1wS08vY0WSa5SJWxJo2zhCjJoJToBHUpJYruhMk+1GSinEjMWDJxE0u0MtlS8eSIIGHDW/t1CbgNb+2Pm5SMNxmOq0fIEFx/1cAYtmOiEovzIThKI41Ug4U31miy8BShQHKzfS3REm0ttFRuoDUgSlK7JWk6C4OaUoIxw3rqkhLRC1i8lYUckdEty4ZTNQHNaMPltMJmZXDD1QMREUWUXjcCJ874TJ4JRWYGj4de1Cf2ot3zVKjBPqUEDAdwBPD74wjwtgI6y7s8X9ARyq4FQTKUVkgl1hyl5kywVEKqszhbA+o9qmAAQDy7dcLY2B9aog9Q2uCx07F99Lu7DuuYfGOH98Cw/jlagm/NTwoN+2lfIIylT2/XGHX+UARvfHhIY96FI6IuoVw0YWBMQmbNhl1YOX+8zjBETcIB0I59stoPAqIZbKj7qy646tyxyhNArxyHdo/dXTYsLhkDf0CAM4PH6vICeP0R1HiDsHAMbr12KERZxsa/VmLmVQNQ12DyIAMaY009nyTLcNp4w2/G649obETjmESCyCR72artoZaF2+0MVpcXQBBlEAKtPBZQmqJhfFpeaPgsczJtqGh4TwxD8P5nR3FdYX/85f1/Y9rlA1ARVYXwyF3j0d1lM9WHdNo5dHfZdOXl6niR5eRBRBngGDxWXghBksEwBKGwgP/+87/SZJk2QjrZ11EhEzy+4bOYD7ii3DzIIQQxGguL5oxKqPt0LiuTLSmRpYQgy6lfIchy8nGDo5YK90uyDI7TJ005jkBKoPUHnB/BURpppBJCEWONpjvbyKiivZJehJr03RRJj44YE8kIpg1MUToLgzocEQ0XsO67eTRsVg6naoO6BPY9s/Ow99BpTMzvC1mWkd3FClmWIUoyNm39OmZcVbRwgTO1jYm9wX1dKJowEJkOi+H7y8ywgGMpLJQkPdEHdJ53eb6gI5RdC6LxQoQgpg5rjmWoYaUKy5BOV254PkI1X4rGpq1fx/R1al+8urwAlBLIMrD0941MPjOTBdX9VGXUPXLXeJ1+79jhPTB/Zq62r1lChhJgxTxFb0+Wgb9/+i2uK+yP26aNwPHTPjzzly/g8Sr6rkb7u7pYsKzUrZVl+oMRzYCE5QjqvGFd8uaBuWPAMhS+QARdMxVpCPfwXnjx7f2YmN9PcWitCcaUVRMQvPDmXkP2ZDgiwGm3aM+m6bM6XRNEj2x7yvRPrQXCUS1uWL3u04bkcIFubDerpAORY+KFxXPzQRloSeTlZePwXxMH4eFnPzFk7/3PG3uxeG4+6upDhs9dlpXy7Ffe+1px181xgGMoGMgQw/pOjgUAAXBaWR2rlWeASDjdISYLqTIepnGWkEzYFvHKuighcGVa8OiCAk1oXZSlxEYbZivyCbKElBiXyN51Q25cjUCGAWZPHhyjb8TECY4YE+F+RT/DHBFTF7Lka4ClkUYaZwdRMnaGLZuR/HJWxmRBoS1cFRlKwPNUtyjB8zRh/9Ya4FhqqDfHsRRCkh0vOwuDmmGoCaseWsI6epz8fP8JXDmqD5599QvMmjQYazYoz3552Vh4vEG8+HZj4jAYFuDIUPZTJ4zR2joup9WwNJiygIVpm0QfoH+XaTfe1EdHKLuOZ3yTKhlkniXIclp0fXeW0wKeJQiG2/vq0jhbMAxFfUTEyWo/rDxruJji8QbhsHNYUJSLHtkZqPGGQCnB0t9/jNxLcnBtwcWICPo5XDw9M3XhxmnnQCnBlo8O6Up2n3vtCywpceOx9TtNTRAOn/Bi9bqd6O6y4f5bx2CS+yJYeKoZN6g4cabecH+njccTL36mS74xDAGIDEmUdQsDLqcVobAYw9zqlmXFjn0nUeMN476bR2n71HjDKJsxEl0zrXDaOezYdxI3XzNUG+MoJeA5iop1u7UEZ9OYZGmpG8+88kWnm7txPIMztSF4vEGtZHdSfh9wLIP1b+3T2gyBcQIUMsHn+09g5fzxDeXgYfz5nUrMmTIE82YMR79emfjt5j0ovW6YabJ4x76TKJ48GBd0c2JpiVtnurmwOA+9u2UAkDFr0qCocV007YKjDWxSlTXe2dCZvonzCuYlsjANcigloCCICFKDY60MliEJnSwZxiSRlmBlkhCC6VcMiFnRTGQIIko4a9fLUAuF+1lqPAlrCw2wNNJI4+xACcH1V/bHJPdFOu2ztiiJYijBg7e7UV0b1CZt2ZlWMG3hBCzKWLM+lsndFuVqwbCIt7d/G2PQNGvy4HQA0UxYWGJYfv7Wx99gamH/GKfln98xFqGwiNunj8CxUz5NL2nT1q+1xJ06cVuJ6Xj3AAAgAElEQVRW6oa3PgxRkvHursNYdpsbnrqgdrwqjyIQv6AoFz2zMyDJim5SBk/bLNGnIpHTZRqpA9YkkcZSCqSIYyLPUSwvuwxVHr/WJ3d32cFzFJEUucZASMKGt77CxPx+2oLyhre+SinH4DSaD5kh8FSHtMTL2OE9Ylhoi+fmY8fe47h0UA+l6ijbBl8gjEVzFLfdB/+wHWUzRuq+r8ojHmz56JBSpilIYBiKta9/CQCGpgjTrxiAHtl2HD3pxcwrL4HDxuHe4lGwWRjNvKNp0hBQ5lMOG4flz32KFfPGaUlDNZkoyXIsA/s2N154c69uTlaxTtHt41gGNgur6yeKJgyMKSldvW4nHl1QoJl/+ENCjNlZ5REPnls6Ed1dNpw47dc0DpeVuvGrPzVKSamLvavLCxCOSDhTGwBkGR5vsE0qDtoSYVFhWN9/65iodzUI697ci4n5/ZBh4/DoggJwLNESvo2Lsm6wHME14y/GQ898ontH3x6rQ0V5IZ577QtUHvFoSWKzZPGpmiDCgoQ/vrHPoEJhFNiGhdjmjOsdgTXe2ZCO1TsoWAAr5l2mrS6pIpiJSmJ8gUgMQ8NqSdwMHHZWtzLpsLMJy3HjlS7FO2NLxOgZxliPMFHHz0DGg6VuPBo1sD1Y6lbox/FvL4000mhjcBzFFaP66LTPlpa6wfEUQpI1+1iGQJagBflaGSJDkGyCRnuWqzGU4It/n8Y7u45qv3V32TDnP4Ykn9HYAXTDmgMxIqGLk9Ox6jmW4NV/fINrC/rrymZcTivqA4JucU2drFUe8WDDW/tRUV6IsCDixBlFoNvjDWJpqRt3FeWCZynsTSZflUc8WLl2ByoaSsjsVlubJ/rS6FigTKxz5sLiPFAGKVN+Sqmi8dy0T6YpJNullnk2ZaPfMT11GJJpNB+CKOOND/UVS5Isa/MjRVeOxdCLu8YYx7y76wgmj+2HKk/AkMk3/YoBOFMbwOLfbcfY4T0we/Jg1PpChqYI9908CnX1EV3bX1KSj03bKlHjDWvllGdqg1j/1leoPOIBoIzdJ87Uo8oTwJlaJVnZdLFpxbzLcG+xIvEUDAtw2LiY9lvlCcDKs3hy426sbqILZ1ZKLEoy7pg+ApIsoz4g4N1dhzExvx8yHTzunTMKW//5LbyBcIxrshnbbOaVl2ilqCvmjcPyeZeBYwmEDpjsU82QmrLeVc1ku4XTysFDESHmnd0zOw+Hj9fikbvGw+NVGHybtx3A9VcNRHYXi8n7kDBr8iB8e6wOr7x3EAuL8/DGh4cMTVYIAAvPGs+zz1J3tyOwxjsb0s+1AyMS0Qc5D5a6FcueOH9vyJhL4KooirKms6CuTL749v6EK5NmpUsJE3DxhLxN5ncWjhrqAVk4inCcUjNRlJCVLi1KI40OgYhg4gzbBiYZobCEjU3KLTduPdAmDI121c1jjU1RWJZCTHIZb6dZAWYoTpzy6RInv7hTEb32BSIxrIimhliqe+7qdTvh8QYRFkQsf+5T3X4V63biiYWXIxBS3snysrHYtPVr3SQvGBZwQTcHLBxFRJLT41wapghHpP/P3r3GSVHdeQP/1aUv0zM9QwMzqIkYJXIRIQ5kBgV0s4C4iQoad2XQRMYIREmUqNkIuBE0CmoSXU2exCgq4gbRXS+ImtVVEq8JoOBHRURFFE2Q4dJAz0xfq+p5UV01XdNV3TPN9JXf9w1Md1fXqepTp845dc75489vfp4+onfK0JJpOESixSuTe6qYZTf1PUFAWkfLzy75JgK1Xix9UL9X3bdoim1ba/Hs0/D3PXrwjm07g+ZyDHU1btRUuc3plEDX6LXLpo2y7Ripq/Hihj+8gYDfa+b/g+1RXDZ9FBIJFV+0tUOFhiqv3kEzbHAALVOH4piBNWgLdmLY4ABe3vQFLpt2Mv7jHuv37N7fiRqfG8uf0pc4isdV2/tJqFO/dwndosjrI2zT8/zOZETimy8fj8de3JZ2HvWADh6sefljtJ5zMqLxBBbPPg0u2b5NaIxCW3RpMx56dgvO/9aJqPG68vr750P3h5rjRg7CZdNOhiCKEIXkdFyoWNTaDEXV4HXJWProhrQ6wk1zxyMYiqCuxgu/z41zJp6AJ//ykWVNR0NDoAqCICAWU/WHOIIAUQTmnjcaqqZh2byJCMcS6AjH4a92Y//BCDqjkbRZfrmsu8tgXYVXKvds6qUEgFXdKjmrXvgAc88b5VjJyTWqoiCm39yumtGYdXF4r1vE4jmnoi1l9GFDfx+8bhHRDI1EURRw3axv4lB7zNyuNhk50KlpEoureHmTtWL64oZPce7pQzIcmY5Ti4jKg6KolkqpMf1DKcSC7IJmWw4WolXpcYm2I7k97swPM/qCpqrwV7ssiylrggZNzX+lrFKeAMcVNW00yPN/3YEFs5pwIBSxVHwDDk/hjYh3C2c1QRIFXD1zjGX605nNgxE8GLU88Jrf0oiVz25FMBTB/JZGBPweVFfJ+Mmdr5TlCEkqHLdLxD9/89i0CNJulwi1VBZSdyqTCxC4qKc8Lvt6cLYH0YVmjCxqC3YCksiH3k40IW2k3e0r38TtV56OW+dNRFxRoTkES3DJAgK1Htw4dzxWPPMe1m/ZjeVr3jVHUgVDEYRSRlyv37Ibc84bZdsxoqpa2tqsLVOHQlM1hDpjeGnjZ5h73mhoLg3XXjwGLlm2TPG8akYjqrwSJFnElReegoH99BF/K555H8FQBEvmnIofTBtpTp/tfj8xRps3BKoQjauWWVyqpqUFFDM+3xYMIxiKYnLTcWnn0Zjq++TLn+D9HUHL1OIlc0/F7n1d19DAflVIJFRcccFo1NW4sX7Lbuz4xyE9AEoBskFfSn2oaazDaEy7HTdyEG6YfSqicQVejwSfx4VITLHNX7IsIKFouOEPb1hH5UnAwtZmrH7hA3MkZcDvwTsfteHRFz+yRFpeNm+CJXDHdb99zewoHtS/GlVeI6qumvPgGAbrKrxyqi9TKgH47j+faCmIr714bMaGZ65PGDUNaYXy3Y9uzjqaJpHQEOo2zPyai8ZmffKiahpiMeuoxatnjskYITehaHjy5U/w5MufWF7/9oQTmMmJKoTbJeGSs0ekTS3TG6D5bpikV/KNcjDfVE1flzS1TFzY2gy1AG0xOTlCu/vIvvp+3rxPX66UJ8B2o0GumtEIj0uE2yVZFr2u9rpsj7l/rRe3XTkRB0MxsyFgfM9f3voc/zTmq5Z1edqCYX1tv3kTAOhLXUiCgItveB4AynOEJBWMqiJt3a27Vm8uyDqhPVe8MrmnYgkVneGEpez+9+99E1U9WD6nUCpluYRCUFX7B47xuApRBH7+hzewrNu0VkAvwxOKhn+/+1Xz/M49bxR27g7h4ee6HsisfHarZRsAaR1n81sa0RGJY35LI5bc91dLp1/qPToUjmLpgxsxe/ooLF+zyeY6mYBQuzWKrnE/AQTLOnmp95PPU9J81YxG7DsYTpvFNW7kIH39QUXDzi9D5jIUgB55uK7GbdthFU+o5shH4/vGjRyEi84antYmXPGMPj3599dNMrfP0EwsWakPNS+YdKKlTFu/ZTf+bfJQ/PdLH+J73x4BRVUBzT4YRyyuppXZtz60EUvnTUA4EsPMqcMt1/hVMxoR8OtBUYzvMDqb24JhvW8AesAZIyDI3PNGQVDUwxocw2BdhVduHeCUJNgUxL/+41sQMlTdXbKIhbOazRuIPkqgGS45czbItIZeJnFFS5uOdMeqtxDP0kjTNJg3NmO7Ox/ZlLEQNxqFqRoC2SMGE1H50LSu9XKWzZuA2dNH4elXtkMrQA0v13KwL8Tj9tOX4/H8V46iDvuOFmDfxhPg1HuW8QS4vNh3SgiCiOt//wbueeIdzJ4+Crf9eCI8bglXzxxjOeb5LY0IhWPYtaczbVrz3Y9uxsyzhiMYitrmz4SiQVU1xBUVK5/banlPKUDepfKUaZ3QUlHMMrmnNA345X+9ablmf/lfb5ZUp4TTcgmcZZzO5RJxydkjsHzNu1j4u9exfM27uOTsEXC5BLPTRtFULJjVZCnDF8xqwhN//ghA1/kFBAweVIufXTIWS+dNwMC6KrRMHYphgwNmoKa2/WH083uwePZpuPMnZ+DKC09BfaAKiqKP4GsLhtM6iIx7tNftQsDvxeCj/Lh65hgsam3GsMEBDBscwOzpo6Bp6b/72le349vjjze/O5UxKq8hUI0fTBuJ2dNH4eHntuK//vQBrpv1TSyePQ7L5k3A4tnj0HLmMKx+YRs0DVi+5l2zow8AXtr4GQJ+j22bbd/BcNo9v/Wck3HLgxvS2oRXzWjEuJGDsPdA2PysKJZfmy+1/WqsTzhscAC3XDEef1g4GYFaD2ZPHwWXJELTgOf/tgNXzWhMqxd1ROK2v9m+gxEM7OezrTu0TB1qTodeMKsZj6/7yPxOlyTith9PxOzpo7D21e2YOXV4n9W9FEXVOw01DYKisqMvz8qvzkwA9JFsThUxpx9VVTX4qiQsmXNaMhovIEnIOGIOyG0NPWN/thUxTcvYy6w4HFumqVu5RgwmovKhwX6EVCHaTc4R0DOXg30h1yUY+mTfDo3+QkydTn0CDEEAkhHfyq1i6HQvlGXRrLC7ZAH9ajwAgKde/hg3Xz4eCUWDKArYdzCM+558D63nnGT5nmGDA/jet4dDUVTUVLlt86csCajySPiflz5KC7JSbiMkqXCcyzuUzFyrYpbJPZVLwLlCq5TlEgpBVRxGvM6baLaVVAV4dfMX5rJCsixi9QvbLOVvWzCMuKLiwbXvpdVpFsxqhgYVCUXDf662ToV95rVPMPf80bhj1VtmRF+ngBiapuHSc0eaa/u1TB2Kq2c2QhAFPPD0e/D7vp623eSm43Dbyo1p0YIB/doKHori+S2f4sIpQwHoI9G27tgLURDTZh4AwOPrPkyLDnzhlGF49+M9aa9fd0kTRAHwV7swe/ooDB5Ug5272xGJJWyPrz0cQ8vU4Xj2tU+6pvAXpDbYt1Kntaqahtt+PAHVVW4cbI/igafT84cx+vLKC09Bfb8q7NrXgY5IHALsy8OD7focDLtzePTAGoQjcVxxwWjEEwls2xk0O6fXvbkTXz+2H447yo8fnjdaD1xZZnUv0nFkX5mSJIeRbJLzUw1F1fDA01vwRVs7gqEovmhrxwNPb4GSpbIvyaLtUyopy4hA2SGNcpYnL47HlmE7SRTMiMHL5k3AFReMRo1PzrgNEZUXTbVfUkArQP1DEgX7cjBDmdtn+5bEXpf3lbBvoOsJcEPAV7ZPgEVRwLiRg7CotRnL5k3AotZmjBs5CJIo4PYrJ+KKC0bj94+/gztWbYIsCfj+d05CIjlyY+eXIax8Vp8CZSx8Dugdfd//zgj85rG3MXfZS1j53Ja0/LmotRk1HgmJqIJ/GnNsBYyQpEKRkw9QU/PMNReNhVyg674nZIe6qZylblpIosOsk1IageQ4M6aE0pgPkiRCk0QkBAGaJEKSsuebhMODt4Sqmp02LlnAN086Cjcu/ysuv20dPt8dwjsf77Vs0xCowq697bZr19360AZUuV1pI+rvfnQzLpt2MhIJPQ1GRN/U+0Lq94uCgDtWvYXRXx+IueePwu8ffweX37YOP7/nDZx7+hDLwyaDMb3W+O7u94whx9bhnIkn4D/ueQPX/fY1LF/zLr49/njb0f/nf+tEvLjxc7z29he4+fLx5iixx17chkEDavDa219gyZzTcM+CyWbQjqv/8xXs3hfG8jXvYufudry08TN43bLt8R1sj2HZig2YOXU4rrzwFKx9dTuglV+eNR5q3n7lRFRXuaAowJ5gJ+5avdk2f9z96Gb805ivIhxVcMO9f8XqFz6E1yOhzu/G/Bbrb3btxWPx+LqPcLA9ZnsO9wQ7seyhjfD73KgP+HDvwsm4ce5pEEXgjMav4oSv9INXEgBFKcu6F+lY1ytT7mQlx4j4ZFRy3LKIuOOivw6LGWcRj6t49P+2WdaoePT/tvUgGq9gG8VRkgQoGeYHuGQRC2Y1WxaTXZCcbpxwOLZ4QsVNy9enPdEorfVliOhwOI5A0AoxykzLqRzsC26XfURctytTed83PLJgH+lcFhDjPK8ekSUBM84clna/liUBiYRqntv5LY3QNGvUaeM+vfbV7fBXu831m+zW9gGAxbNPQ3s4hoDfgyqvDBVcI4d6T4I+wuaKC0abi+L7q12QUDKD5pDIsW5aSIIAMwBD6vVcSivMVOKC+UbAEafyLtd1CjPNdDLK2agKSyRrUUy/fy9qbcbvH38nbbQ20LVemt3roc446mrc5rp2Dz+3FZecPcKy7qtxfxFFAQG/FxdMGorF976R1mH0i8vHW6LoNgSqzOm13aMFD6yrwr1PvYPJTcdh+Zp3Ld9lROXtnlY5GUV36qnHW9aTBYAd/ziEmy8fD0EQkFBU/H1vBw6E9BFoDz37Pq65aCye/MtHaD3nZKx45j1ce/FYyxr1qQE/wrEEfvPY21jY2owqj4hIZ/nlWkVRoUHEI89/gNZzRuJAqCswl925HdivCu3huLle46H2GG57/E3LepKRWAL967wA9KnTdtc4BODmy8cjFI4hEk3A55URi6vwV7khA+hf68WePaEinBHqS+zsK1NRh0rOnPNGZxiuKWDtq9aIgGtf3Y6554/OuC9V1bB+y26zMWG4bHrmBnZC0fCKTYTcc04fkrEipmkaqqvkbtONhYzrcjmvL6MykxNVCGPUb2+XFOgLqmZfDs6env/pWLGYitXdoq+vfuGDgjRqlbgKt1u0NPrdbhFKAdbsqxSJhGZ29AFdC2frEY67OrCPqa+Gomi2IzqWzZuIZ17bjvd3BHHlhadgUH9f2j1v/ZbduPSckeiMxDGwnxcuAehMLrjNqPPUGzFFw8pn38fkpuPgdQPxhP733PNGlUxHmpJj3bSQNA2O9e6SOY8VslyCoScdeU7rFGYLWpStY1RRVHjcMqY0H2eJZH39D5pxyxUTsP9QBAfbY/BXu9DP70ZttSetTjNu5CDIor5e2sH2mBlxXV/TLoLaarfZSbdtZxB3rd6MG2aPw7UXj4Wqagh1xvHq5i9w9sQhaJk6FIc67NdzPRCKWqLoRmIJeNyS5buXr3kX81saoSTrP+f909fNNeWMaLl1NenHoM/iEjF7+ii0h+3X/5NEATt3h9CvxoNB/atxzcVjIIki/vzmTjy4dgv+/ftjoar6fW3aGUOwZM5pCHXGcLA9Zgb8aAhUwS2LWDZvYrKjL45yk9oxfcl3RuJQRxSiCCyePQ6BWq/tuf1yXwcGD6pFy9ShuPvRzbh65hi0BcNmPjbc9uOJaJk6FG6XZK79Z/zW0XgCXrcMt0vCAJcXgqJBiSmsI1SgUrkfUi9l6oBz6uxzigiY7Qljrg1sQQD+uWmw+f3d/3aSUDT87xs7MKX5a4Be78D/vrEjYydhpURtLBZ/bRW8JRQdjsiOS7Yf4ZZp1G9fkR3KQVkS8j6NuJgdjQkAS+79W9pxM5Jrzzmuuahp5r1r9NcH4kAohlhcsW+YtUfx7fHH41tjj4XXI0NziMi3a18HAn4vqt2S2dFH1GsO9cVSuuiL+fCnp1yygJapw4tyz+oN42FAfb0fe/aEyrqh35OOvFzXKexJx6iipgcnvOWBDfjlladjYJ0+ek4UBFxy9klY+ewWy8jPcSMHYcaZw7Dwd6+ljew+9/QhWPvqdvzwu6NxTH01br58PIKhKA62x/DShp0469TjEQrH4JIFfHvC8XC7RBwzsAaffRmyvU4G1Hlx1YxGPPmXrvVcH7zhTPTze8yHe5oGDBpQhUMdcSxqbYaqaRg3cpBZNgT8Xlw145S0EYJXzxwDCMDAfl74PK60jstxIwfhYEcM//vXT3Hu6UOwLGXU+8LWZvi8Mj75+yEM+WqdOSX5rtWb8f3vjDBHFhodrQlFhUcUyrajr3vH9MJZTYAg4Nd/3ISA35t2bo1RjfNnnoJjB/kxv6UR9YEqx/X6jm2ogaKp2HdQj5hsnON+fn30XpxTNCoeW/d9KNuw8b7k2PDMUMnRNPv1rpb9aGLmJ1miffALWRQyVghkSUQioeLmh9Z3m7okIhF33lIQgLEjjrI8FcvWKVmJ0xAKyeuRce61a3q1zdpfT89TaojsxRMKoGmWUWbQNMQTat7boJk6GmMZyrO+UNzgIMVdvN24r7YFOwFJLMsRJ3Jy3UO7+7UsC7i+tRkul4Ql9/3VcWF0n9dlToVqCFThulnfNKf0Wkav+D3wyAKiUd756DBo9hGkl80rnaVRcq2bFlI8odmPyi6hkX2Vpif3rMMZIJCtY9RuplHA70UwFLW0Uea3NOJAKJY2Xdbo6DPSffejm7F49mlY+dwWXDZdX7NPUTR8ub8Dq1/4EADw/e+MwA33dt0fFs85FfsPdkBVNby08bO0qeQLZjXhlw+/hWAoggWzmgAA73y8F4qi4YMd+3DK0EGAoCHUEcfC//d6SkdUMy6/YDSu+42extnTR+HG5X9Lmz4qikAsriAcTViWrzA6Li+bdjL+4543MHv6KNtIwsvmTcS9T72DYYO/gesvHYf9h8IIhiLmuTL208/vKdu1fAH7jukD7VEz2ElbMIyVz27FFReMxqD+1fiirR0PP7cVwVAEsighlnxgcN9T76YFPDHO9dzzRkOBoK9xOG8CBtR58es/bsJPvzcWmlqe5416h519fSTX9R9yJcsibpg9DnuCYbPRWx+ogpzhaaGiapYCOdQZx+PrPsraaBNEoLbb2i211S4IWRbvjcdVx6lLGafxqpr9tIcM00e4JhHREUAT8MrmLzCl+WvJpQE8+tIAE4fkfdfRIk6lFQSkrVlz7cVjC7Lukyw6dVSJgJLfJnWh76v5IolC2tP5+S16VMTPd7ejPlAFaPoaTcbC6KkNs+suacKKZ96z3Etve+hNzG9pNBuJA+q8iCUUs6OvnM4PlR5Vc4giq5VOFFkNgMslWOqmLpdQUvE4FUW1n4UzrXSmGleannTk5XOAQPeHc8MGBzC/pRFL7vurpQy/a/VmzJ4+CktXbDCnXv5h4WSHKa/AtDOGoL0zYVnP/KoZjdA0La3DrG1/J37/+DsI+L344XdH49H/+8C8V9RVe/A/6z7Etp1BAMCtD23ETXPH41tjj8Xu/Z3oX1eFaFzBgVDUjAZsfO+yhzbglism4MoLT4EsiQjUehHwe7FtZ9AyffQPCyajPRLDXas3p3UEXnHBNxBPBhlxWpNOUVVMO2MINGj4ysBqBGo95u+VOjpNFvVlTsqVXcd0jc9teW3bziBuXL4et/14onnsi1qbAWjYva/T7Bj0+9y4ce54HOrQR3uufXU7LpwyDJIsYN3fvsAfn9+GhkAVZk8fhWAoUlLrhlJ+8V7TR3Jd/wHIbUSgompo70xYQp1fc9FYVFe5HbdxyyIuOXtEWoPDLYtQMxSWqgoomoZB/auTa+h5oGgqVDXL0y+nqUtZOhfdkv20B7ckINMAGq5JRFTZZFnAGWOOtYz6XdjaDFkW8t3vBEUtXqPNJYmorpItjdrqKhkuSUQ836MKJdh2VIkSoOb5nB/OfbWUROOKZW2kUGccK5/dimsvHoO7Vm/WH1JpmmVhdCPQxsH2GEQBafmuLRiGKAhmA+vehVNQ43WhI6pAYEcfHSZRcBhNXEItxFhcwb1PvIcLJp1orit47xP6Yv6l0riRHB6W6B1PRUxYBetJR14+BwjIUtfDnYDfi0vOHoFQp/26dX6fy/zbuL5sH67JIhoCPjz3+ifmewG/F/GEgsFH+bF49mnojMYRPBTF4+s+gtctmyPDwtE4/uW0r8HrljGgzotfPvyW2dFnpEMUgbe2fon3dwTxk5mNEAD083ts05xQVPzmsbct9QEjYrx5HKKAaq8bC2c1QdVgGXFmjEBvCFQh1Bl3uD5ErHx2K35+WTN2H+jEgVAUT7+y3eywDPg9qK2Sy36piu4d01OajkVdtdv2nNRUubFs3gRomh60LRxNmL8zALy48XN8vrsdF0w6EYOP8mNy03F47MVtaJk6HG9ubbOM9pvf0ghZEvJeh6PSUCr3w7KX61SnXEcuKEr6mhB3rHoLS+dNdFyzT1U1s8FmbHPX6s1ZI9Zq0HCoPZbW2KvJ0LFoHJttIS4JeivOQcwpsMfEE8qqgUdEfcsueMGyFRsKEnU71/KsL8Qcoo1nW4KhT/YdVx07qvIeAbnIU4j7iiSJCIYilpEPRoOmLRhGXNHw4Nr3zBF923YGsfK5LWiZOhzL17zrOLU3lGzoGGtHSpIALcE+BOoDgmYbRRZC6Yybc7yuClAm95THbb/8g8ctIhbmlZoPPe3Iy9cAAQkw1707emANbvjDG45leCS5XppxfT33+idYMKvJMvV1fkujOeV2UWszfF4X3tzahu9/Z4S5ll/361QUu9Z0XfnsVnz/OyNw5yObsHj2aQiGIpb0NgSqkFA0nD3xBPzLeA2yJCIaUxxHSH65ryOtHXnFBaNx4/L15lTfcCyBm+9fj9nTR6VF7126Qh8daETc7V7OLGxtRmcsjh9MG4loTDVHKbYFw+ZDL33d4PzXf/IttWM64PfiXycNxf1Pv2c77fruRzcjGIrgxrnjseKZ9zDnvFHYfyhi+Y2MoCrGiFFAj3z8ix+OhyyJONQRxb+c9jUE/B4IXM/+iFFO9eWSluv6D7mOXNAcplhkjlhrv00iS8NJVWDbSZitoJVEpN20FsxqgiQKmZeZclizr+xLdSI6LIkMnT/5nlrmkkUsmNVsmUKzYFZhFlpXHKKNK0r+O70kUXDoqMp/8KNKCbwkS4LtshsxRUmO5gAOhGIQBODmy8dD1YBde9vx7Guf6JV0WUwbqWKMpjAeEPrcIqfvUt9xiiJ73qhip8yUcx2zgDRFRW2NC7dcMQGapkEQBIiS/jrlTzFn+qRGskayrWIJDz4AACAASURBVGa3PMPVM8fgqIE+M3iFEWH2H3s7zEjtf98TsoyaW7piA26+fDyGf60/7n50s+2ad3c/utnsTLtj1VsA9JG6N18+HqIoYPGcU3HjfX+zXDNP/PkjnHXa1/DLh9/E0nkTzIdH6ddXM/7wxDuW420LhvGV+hrcu2gKJEGAJAE/S67p5zRNd/+hCB5cuwUXTDoRgVqPfryaBlEA4oqKxX/Q23/3LpxsGb2W+h2KqpZ9J4aiqBjgd2PZvInQoGHfwQjWb9mNA6GYpeytq3HjB9NG4mB7DO3hGCY3HYf2cBz+lMjMqflqxTPvm/swzvfAflWornKhttrNZa6OMOV+nZSMXNd/yHXkQi4LtucaucwxjVq2qFXAq5u/sBmh5xxVF0BZLAxNRIUnFXFqWSSm4LnXP7GUZ0/+5SPMOHNY3jsaizmqsJjBjyol8JKmAZ0R67IbP/3eWGiahvktjTjYETOX2Og+EuLfpgxFLKbA5+1aNzeRrKT/YNpIvQLvFst+OhOVFhnAzKnDS/ray7mOWUDxmAK3W0IsOWtXFAS4Bf11qkyKqplLfixqbbYsz2BMQ+1f68Wj/7cN/zZlKK777WuW7ddv2Y3WsxWIkoAbl6+3vNcWDCMYimJAXVXGzrSEouLoeh9uu3IiDoZiluv4+kubcfMVE6AqqlmPeefjvWgeebQ+0jyu4lBnFIE6L2p8Ltw0dzwOJteBiycStiMD/76nHccO8uP2h9/ET2Y2mmlymqZ7sD2Wts7ffQunQBAEs6MP0KfBR2IJx6m+eV+/Jc8kScS+5O/z79//JmJxxcwvxrlpCFThph+ON/PJotZm1NW40bY/jJc2foZpZwzBTT8cDzU5ivWBte9ZpmkbI0hFARBUjctcHYHY2ddHcl3/4XBGLthOscggUzTJTCNTJEnAuJGDMLnpOPMpw0sbP8vaSeh2iTi98auWEXoLZjXB7RIRz1BAqw5r/akFGL1DRKVLchghJcn5X3tEFgW88/FevLjxc/O1hkAVLjpreN4j4rpd9mW32yXqEYrzqJjBj1L3DUEAkg+Yyu2JtKpq+NV/WZfd+NV/vYVf/HA87li1Cd/79nBzDSSj8TZscADf+/ZwvdNCADa+vwsjjh9gGWWxsLWZHX2UF+Vw7bldIiY3D0ZbsMO8H0xuHpy1jllo8ZgCAcDRyeiteV5mlYostV2XOqLPmGK5sLUZG7bswrfGHot9ByL2DzAlAaqqOXaUDajzZlnzTkA0puDvbe3mQyZAv/fc8uAG3DR3PG64t6ttZowGMx4iDuxXBUXR4HaJgCxAlqsQqPXC65Zw8+XjEQzpnX8vbfwM554+BA8/txXXXjwWwVAEn+9utz3+1IcGj7zwgeWc6YNV0td6f/vD3Rh+/IC00WuLWpvh84gId5b3xZQ6u6+u2gNRTF8j+eqZY7DvYNhshwdqPQj4Pfjbu//AuacPsXz255eNw/nfOhE7/nHIfO2ai8aittpVUg9qqLDY2deHchk2nuvIBU2zj1g7J0PE2kTCPprkD88fnTGNblnEjDOHp01fc8uZG5qiCNT4XFgy57RkYA99gX3RaVFBczunUYtgSUV0hLMLTJRt/dC+4HanT6Vc1NoMt1tELM8dbrGYivc/2WuZCrZhyy6cevIxBRnBUswpUca+65MN5XK8BThNw95/KIJtO4OQJdEyEmLcyEFp6zAtmNWMrTv26qOYJAGyJKDGI7Gjj/KmHK69REKz3A/0KJVExZPartu2M4i1r27HzZePh6bpyym9/eFunHryMVj4u9cQ8Htx9cwxuPORTZZBEf/94ocA0tuHRoCF6qoh5v+vu6TJEgDjqhmNuP/p9zDr7JGOU2AhAL+4fDwEAHsPRLDimff1NQEvbYbXI+PJP3+E93cE0TJ1KI4ZWAOXJMLrkbD3QMSSnusuacKf3tiBYCgCSRL0JahEwfb4OyIJHAhF0L/Og5lTh1s6pIx2L7q1/37z3+/g3y8eg5FDBmLpvIlQVQ2yJKDKLSJcAfc+68w5Dbc99GZa9GJRBF5a/3laO3xhazNe2fS5JWhJPKFAUVX8pGUMBvbTO25lUQAUtaQe1FBhsbOvyHIdNSFLIqadMSQtaIYsiVAdtk0oWk7RJGMJ1SxgAP1GcetDG7IuDq+qekehJOhPa1yiCEnSX894bKiMqVtE1LecAhMVYqHmSFTF39tCybV0VEiiiA8+3Ycan9sxKFJfkSUBXzumDtf//vVu5X3+oxDT4XN6gGUszp46OuPxdR/hJzPHYPG9b6Tdc40IvQG/BzUeCdEof3w6csUSqv2a1wUIXETkpHu77tNdIfz6j5ssUyubklNm24JhrHjmfbNzp3+tF3es6vrs8cfUWkbSGQE5Vj67FYA+CsztEi2DOIy1/y49Z6TjyL+dX4awfM27WDLnVBw1wIeffm8sREFvf2lxBedMPAHfHp/aJlUQjaevMX/byo244oLR+M6E4/VZYpE4oAAD6zxY9qOJUBQVCUXDYy9+iHc+3otFrc3Q4s7tXllKf6h67FG1EBQVoqLqda0EEM7zA9ZCSR0Faqyrb5Rjht9fNwkTvnFMWjt82YoNuHHuaYjEFFR7Zdz/9HtYv2V316h/r4RoOM52M7GzrxTkMmpCgmZGezKmL/TzeyBBc5xR5rhmX5Z1nxSHwB7ZFodX4wpimoZEQl90NaEokDUBnizR3Io5bYyISleu64f2BUkS0K/Wi4W/e83S4SZJArQ816ZEaAh0K+8Dfg9EcO2VcmD3AOv61ma4XPpajI+v+8icurNtZxCdkbhtPpdEoDMSx6D+PsQTfFJPRzbHummZReumymO06yRJtKzBCnRNszXaY8b6bA2BqmTHXsT83IjjB6IzGkf/Wi/613px2bSTcf/T+ppsDYEqABpUVbPdh6rBcRqtv1pvY8kAlIRiLpFk1Cfs2qROI9S/Uu/HYy9uw4VThprXXSySgADAI4mQRAEXThmKmVOHWdpyTvvo3v4b2M+HffvaD/MXKU2pdYN9B8OOa/Ef1b/a9twfCEWx8HevY9zIQZh19khcNm0UJEmARxYQDZf/yEfqG7wflgBJEpEAetWxFY8pqPXK8A6qNUeZuKXMi/7mumaf7NBJKGftJFT1gt4lQFE1uHrRaVfMaWNEVJocy6Is64f2BQGA1yNZOty8HgkCgHzHhY3HFPi9MjyDaqFoGiRByFreU+lwWv8MAJbNmwBVBUQJuGXeBMTjKjwuyTaf79rXgYDfC5ckIBrOc2QWOuIZddO2YCcgiSX30NUl298PXJIArXSSSUcwp5lKAjQsmNVsmZZ51YxGPPbih1g6bwIOtsfgdcuIKwp8Hhe8soB4TIEkiZh73ihcNu1kSKIAtyQgpmlp+1jY2gxZFhAMRfDwc1txxQWjcczAGrhdIuSUADG9qUFIon2gMEEA3vl4L2ZOHZ4WMCOXtlz3bUSxcsfppkbjhaBh0aXNWPqgNa8oqgqXbF8nMEZuTjtjCAANHlHvvI2xekAp2NlXZJIkoiOuYPf+TrMBOai/D9UuqUcdfl0FopJ10V9RAKqr5PQ19LKUo6II/PR7Y80Fxo1IgqKYvX3NTjsi6itul8O6ea78r5sniQL8Pjeq3K5k+emBLAuQRCHf/YwAuMh7ubNb/0yS9AngGjQIEBGPJ7Dkvr9h9NcHYsGsJkswjkWtzQj4PZBE8Ik95Z0kiQh2xtPK2oDPVTIdfrIkpjeOL22GLImIs4CkEuA0UymhAaKome2x1Ki4E75xjCUKb0OgSl8LD+ltqriiXwf96zzJJUa0ZCcgoCoabp03EXFFxT/2tuOOVZv0dflyvI69bvsBIxu27NIDhklgvaSXUqPxtgX1IBy3XDFBf4CsaZBlEZFoAsvXvJs+QvPSZvh9ekehJAGCopVM2UylhZ19RaZJAoL7o5YFhue3NMJXX93nC9RF4wog6CP8tOToEE3QEI0rGdc3ERQNNVUuy4iWmioXhCzRgokKLRZXUF/v7/HnI9EEQofC2T9IJUGJKfDXuCyBKkRJfz3v+1Y17D8YNdcMNIKDHDWAMcKp9+w6U+a3NCLg95oRn5fM0YNxKIoG2aW3CGMxVuYp/1KjRAIp6+ElOx1KgQYNblm01E3dsggt72OtiXrObtCD2y0BmoAl9/3VUv5/d9LXcdcjb1u2zzY1XVFUwLKPrk43TRLx8z+8YRkRlut1HA3H0dDPa+lUdLlFnHryMZxpkKPu5eyBUAxtwc60yMNzzx+FUGcci2efhkgsAb/PBZ9HQiyiD+FTeeopA3b2FVlC0cyLGtAL9btWb8bSeRP6ftF3Dbj/qfcwuek4cyHXlzZ+hrnnjcq4maKoqHZJGDzIb5mCxCcIVGrcLgnnXrumx59f++vpCOUxPdS3FEWFDBEJAfqQY02DrBamLEooqm1wkKXzJuY9QAdVHrvOlLtWb8bs6aOwdMUGvLjxc7y48XPcs2AyPC4JMvjUngrHcX3UEloPLx7XsOS+v6VNbStEwCaiwxFTNNvy/9YfTTTX7DMYa/whhwEWfX0dR8NxS6diIqwPFuGIvtx0/30umHRiWp/A0hUbcO3FY+H3uSFLIrxuD9wSzI4+omzYRulDkiRCk0QkBAGaJJpTdDJRHQribBFrcyEDmDl1OJaveRcLf/c6lq95FzOnDu9Rga8oKgRFRUPAB4EhvInoCKOqcCirOYqEsjPqB23BTmiS6Hjv9/tc5t8NgapkhER29FFhGQEEUpmdDiVCVe0DBrBMplLn2Amn6OvvGdeeMbKrtx1zxv1GLIPr+EjWvZz1+1y2+QLQZy55REBQFI6ipF4plQd0ZS/X9U1khwVPZVHo82m8jHJLROWsmOtIyWKG4CCsd1EGdvn25svH2+anSHJlbSNvV7lEVuyp4JwCC8goneLOKWCAxDKZSpzkUJ8QRRx2Oy31fhPwe81I76V6HR/JZADXtzbjlmQ5G4klbPPFwLoqPvSjnHFkXx9xWt8k2yBbCRqu7/YU5/rWZkh5WnPEGKEnaxpH6BFRWcm1nO0LhS6rqXLY5dv7n34vbQTH9a3NOP6YWty7cDKWzZuAgM/Fjj4qitSHw/f/x5lmfiylOqMoAfNbGi3X0PyWRohcRpVKnNGZbjeC73Dbaan3m207g1j5rB6N996FU/Cr+WeU3HV8JFMUFXV+N664YDSWzZsAt0vC1TPH2OQLdvRR7jiyr4/kui6Coqjox9F2RERZFXMdKZbVlCu7fLt+y27MPX9Uen6KKYxeTyXBLoJ0KYnFVax8ditmTx9lrkO98tmtuPbiMWzcUEnL50yr7vebbTuDuHH5ety7cDICfi/27OFK1aUkFlct0ZeHDQ5g9vRR+NrRftYzqU/wfthHnIZk92RRVbtITUREZHU45WxfYFlNuXDKt9Cgj+AAmJ+IekkSBQRDESxdscF8rZD3A6LDka/6RMZ6EpWc7r/Xtp1BLF/zrh4xWVFZL6DDxmm8fSTTkGwiIjp8LGepHDHfEvU9XldE6XhdlBf+XpRvzEt9hMEviIjyK7WchSAAmsZylkoe8y1R3+N1RZSO7dHywt+L8u2IHNm3Y8cOzJgxA2eddRZmzJiBTz/9tE++l8EviIjyyyhnGwI+lrNUNphvifoeryuidGyPlhf+XpRPR2Rn3+LFi3HRRRfh+eefx0UXXYQbbrih2EkiIiIiIiIiIiI6bEfcNN59+/bh/fffx4MPPggAOOecc/CLX/wC+/fvR//+/YucOiIqpFhcQX29v1fbRKIJhA6Fs3+QiIiIiIiIqAiOuM6+Xbt2YdCgQZAkCQAgSRIaGhqwa9cudvYRHWHcLgnnXrumV9us/fV0hPKUHiIiIiIiIqLDdcR19vWFAQNqip2EourtSKgjQamfEyPPlno6y0VvzmO5nvNip7sn5Wyx01gsPO7S1NO6QakfR6mnDyj9NJZ6+gyVkmcBprGvlHoaS6kNVurnyg7TXHjd82w5HQ/Tmh+FTKugaZpWsL2VgH379uGss87C+vXrIUkSFEXBuHHj8MILL3BkHxERERERERERlbUjLkDHgAEDMGLECDzzzDMAgGeeeQYjRoxgRx8REREREREREZW9I25kHwBs374dCxYswKFDh1BbW4vbbrsNJ5xwQrGTRUREREREREREdFiOyM4+IiIiIiIiIiKiSnTETeMlIiIiIiIiIiKqVOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQcrETUI727WuHqmrFTkZRBAI+BIOdxU5GSenJOamv9xcoNfb27WtHXV1VWf525ZznyjXtRrqLmW+zlbPlem4PF487s1LOs0Dp/36lnj6g9NPY2/Qxzx4+prFvVEo5Wwjl8Ht2dySnuVTybDn9BkxrfhS6nOXIPuoVWZaKnYSSUy7npFzS2V25phso37SXQ7rLIY35wOMub6V+HKWePqD001jq6eutcjgeprFvlEMaS0U5niumufjK6XiY1vwodFrZ2UdERERERERERFQh2NlHRERERERERERUIdjZR0REREREREREVCHY2UdERERERERERFQh2NlHRERERERERERUIeRiJ6CYfvvb3+I3v/kN1q5di6FDhxY7OQXhckuIKYCiqpBEEW4JiMeUrNtJkogEgLZgJyCJkAEoilpy6aT8M/KComqQRCFjXnD6bG++IxfMP1SpYnEF9fX+Xm0TiSYQOhTOU4qoULKVm26vjGhcM8s9l0tAPK7m/X5NVCxGnt+1tx2SJMHjEhCLJIqdLAujPrJrbwckSWJ9pEjyXe+sBJnOkfGeqmoQRREQNEBDn55Hu/2Ts2x52ul8KhCQUFWIogBZEiAoWq/bcVQ+jtjraMuWLXj77bfxla98pdhJKRiXW8LeUAzLVmxAWzCMhkAVFrY2Y6DfnbHiIUkigp1xLE3ZblFrMwI+V14u+FzTSfnXm7zg9NkBfjf2hWJ5y0/MP1TJ3C4J5167plfbrP31dITylB4qjGxlr9srY8/BaFq59/4nezHyhIF5u18TFYtTnq+v85RMhx/rI6Wh0O2YcpTpHAFIe++qGY1Y++p2zJw6vE/Oo9P++/XT+uLwKk62PG33/pI5pyKeUHHLg12vzW9pRMDvQbVLSvsNVVXjdVMBjshpvLFYDDfddBOWLFlS7KQUVEyBWeEAgLZgGMtWbEC2+kYCMC90Y7ulKzYgX1WpXNNJ+debvOD02ZiS3/zE/ENElSZb2RuNa7blXvPIo/N6vyYqFqc8H42XTucA6yOlodDtmHKU6RzZvXf3o5sxuem4PjuPTvs/2BHtg2+vPNnytN37u/d3mh19xmt3rd6M3fs7bX/Dgx1RXjcV4Igc2XfXXXdh2rRp+OpXv5rT9gMG1PRxigpj194O84I1tAXDUDQNR2eYFtYW7LTdDoLQ6+lk+UxnMeXjPPQlI88ebjp7kxecPquoWq/zU2/SXWr5p9TzhpNip7sn5Wyx01hOKuFclfox9LRukMtxZCt7d+1tt31f07Re369L/TwDpZ/GUk+fIZ95Nt+c8ryilk5dsdTqIz1Rir91qlzaYPlqx5T6ubLjlOZM58j8f7f3/D5Xn7UHnfYfT6hoKMPznKp7nu2LfJMtT9u973XLttt43XKv2nH5av8frlJMk5NCpvWI6+zbvHkz3nvvPfz0pz/N+Tv27WuHqpbOk8OekiQJDYEqy4XbEKiCJAjYsyfDJC9JtN0OmpZ5u0Kns0jq6/1Z01XsAmjfvnYMGFBz+OevN3nB4bOSKPQqP/Xk/Fp2W0L5p7dpLxVGuouZb7OVs+V6bg9Xrr9JuZ+rnv7epZxngcPIt1nKXqdyTxCEXt2vy+G6KvU09jZ9FZtn88zxXi+WTl2xlOojPVEp5WyaPLRjSvW6yCRjmjOcI+P/3d8Ldcb7rj3osH+XLPbJeS6VPNtn+SZbnrZ5PxJL2G4TiSVsf0OX11XQ9v/hKKfrsdDl7BE3jXfjxo3Yvn07Jk+ejEmTJuHLL7/EZZddhtdee63YScs7twQsbG3WL1TAXDvELWXeTgawqNt2i1qb89ZTnGs6Kf96kxecPuuW8pufmH+IqNJkK3s9LsG23NuwZVde79dExeKU5z0uocgp68L6SGkodDumHGU6R3bvXTWjES9t/KzPzqPT/uuqPX3w7ZUnW562e39Qfx+uv9T62vyWRgzq77P9DeuqPbxuKoCgaVr5DVHrQ5MmTcI999zTq2i85TqyDzj8aLwQBEDTGI03xRE1sg+Fj8aby9OaUsk/5fSkKRVH9pWu+np/TgE6yv1cVcqIk8PJtz2Pxqu/n0s03nK4rko9jRzZVzjd83wpR+NVNA2SIJR9fdb4XLHk2gbr66iipXxdOMmW5p5F4wVEUShYNN7+/as5ss/B4UXj1SCKyBiNt77ej/37O8oiGm85XY+FLmfZOXuEiccUCEj+8IqCeA/rG4qiQkBXBs13NSXXdFL+GXlB/220jHnB6bO9+Y5cMP8QUaXJVm7GIomU94GEAgj6f4kqkpHnj07WTUuxD82ojxhpZH2kOPJd76wEmc6R8Z4EWG4qfXke+Rv1Trbzlel9o56gZjnJ/E3K3xHf2bdu3bpiJ4GIiIiIiIiIiKhPHHFr9hEREREREREREVUqdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCHb2ERERERERERERVQh29hEREREREREREVUIdvYRERERERERERFVCLnYCSiGefPm4YsvvoAoivD5fPj5z3+OESNGFDtZveZyS4gpgKKqkEQRbgmIx5SM20iSiAQARdUgiQJkAIqiZt1Xlc+FzqiKXXvbIUkSfB4R4c541u3cXhnRuGam0eMSEIsksm7n87nQEVXN7ao9Ijqz7C+XbfpiO+Oc9HS7ctc9D7klATFFM//2uiVE4ioURYUkifC4RCQUFYIoQkmoECUBSiKZJyQRXreIWFxFPKFBkgRIogBBADQNSCgqdu3tgCxLkGURmqpBBRCPq5AlAV63iHBMhSQCigrLPqMxFYqqwSULkGUR8biKhKJBFAW4JAEJVQW0rkIwAej7hQBF1SAKgEsSIUJDXAESqgpRFOBxSYgnVCSUnl93vTl/qenp7XVKRJVBkkRokpAs17rKLVEUEI2r8LpFRFPKWUEAVBXwuETEFVXfRhAAEZAEvUxTFL2MlSUBmgbE4op+X/bo5WM8oWH3/k5IbhkCAA2AKACyJCCR0JAwyilJgCwKEKGllV3dyynjOBKKBlXVv0uDZpa9LNdKl1HH3LW3A5Ik9fpeVwjlUA9jGktDb9o/mT5rvNcW7AQksUflmNsrI5rQ9PJaFOFyiYgnlF6Xg4fb7guGIpAk0bK/bHVSuzpqpu0z1WGN9EPQICTr2i5ZhAAgrqjmPUxRu/a392AYiijC45aQSOj1cFkSknV8/f5X7RahAEhElYq7p0iSCAV6m0USBbhc+nlIKF1tpnjyXu5OrReIIjxu/VzGExpUVYMsCUCyriBJep0iFlehAZBFAcaZU5O/d1tQrw/IkgBF0SCIAuLxrvPucentN6NtJSfrKMZnZEmE7BKhKsn9yyLiCT19bpcETdPTJokCBBEQAAiCoNdNkt8fV/S6i5EGY9+yLCAaVSBLIkQx/XpMzZeyKEJ26ceqJv92SXBse+kVIAFqst3XF3UVIz2qqmFPsBOaLBasHnREdvbddttt8Pv9AIAXX3wRixYtwpNPPlnkVPWOyy1hbyiGZSs2oC0YRkOgCgtbmzHQ73Ys+CVJRLAzjqUp2yxqbUbA58qY0ap8LnwZjKTt66iAN2OHn9srY8/BaNp29XWejB1+Pp8Lu2z2d3TA61j5yGWbYmxX7rrnoXEjB6Fl6nDzPHT/2zgv/moX2kMRvLzpc5ze+FXc+tBGy/vvf7IX963ZYv7tdok4EIrirtWbLXlVkvWbwL1PvIdgKIJFrc3Y8slenHT8QCx7yLrPVzZ9jidf/sTc9pEXPsD6LbvREKjC/JZGVFe58MjzH2DW2SchHlex6oUPcO7pQ3D3o137vOaisfBXu3DjfX8zX1swqwmP/t8287uyXXe9OX8NgSpc39oMl0vEkpR99uQ6JaLKIEkiOuIKDh2I445Vb5nlwPyWRtTVuLHvQBi1NV5LuXHVjEa8tfVLnN54LG5NKQt/dsk3kUholu+55qKxcLkE3PvEe+jnd6eVQfNbGuH1SBAFEaqmosotIxxL4LaH3rSUsQKQsT5hHEdwv7Usv3rmGDz18seYOXU4y7USlUsds9DKoR7GNJaG3rR/Mn0WQK/bUXZtoQWzmiDLIv74p609Lgfz0e7LpU6faftMddiBdR7sORjF6hc+wHn/9HXc+cgmBPxezP3uyYhELm5NWwAAIABJREFUFdy1ejMCfi8uOXuE5X4xv6UR73+yD00nHYWXN32Oc04/AcFQPO08DAp4obkESBAr5p4iSSIOdMZxS8rvMePM4ZZ7/PyWRqx8diuCoQgWtjZjdUpbZ/GcUxHqsNYjjPtvy9ThEAA88sIHaDlzGPQuP5i/RWp9oX+dBwlFRSSqpLXfUvd3zUVjUeOTcdPy9ZbfXhCB9z7ei5NOGIhlKzbY/s5XzWjE2le3Y9oZQyzHI8sC1m3YmdZ2XDCrCc+9vgPvfLwX11w0Fg+u3WK2Cwf43dgXilny9Ywzh2VM+5I5pzq2BQ+3DWZ3nRjHW4h60BE5jdfo6AOA9vZ2CIJQxNTkJqbALOgAoC0YxrIVG5CpDpZAV8Xc2Gbpig3INs6uM6ra7qszmjljRuOa7XbRuJZxuw6H/XVk2F8u2xRju3LXPQ9NbjrOch66/22cF0ETsHTFBkxp/ppZ2Ka+3zzyaPPvA6EI2vZ3mjcB4/WlKzZAEkQcao/hgkknmq81jzza7OhL/c4pzV+zbDu56Tjz77tWb0bwUASTm47D7v2duCX5vlG4G5+7Y9VbaNvfaXnt1oc2Wr4r23XXm/PXFgzjlhUbsLvbPntynRJRZUgA2L2/06ygA13l1p5gGF9tqE0rN+5+dHOyfLW+HuqIpX3PHaveMstRuzLortWbcag9hgOhCA61x7B7fycOtccsnzkQimStTxjH0b0sv/ORTZjcdBzLtRKWSx2z0MqhHsY0lobetH8yfTaXdpRdW+jWhzZCFsVelYP5aPflUqfPtH2mOqxxHiY3HYc7H9mEtmAYF0w6EYfaY+Y94oJJJ6bdL+5avRnfGnus2YZQVfvzEI6qUOKoqHtKAjA7+gD99+h+j79r9WazTWScX+O9Npt6hHH/Ne7hk5uOw4H2KA61xyy/hfH5O1a9hURCAzTBtv2Wur87Vr2FPcFw2m+//2BEb6slj8Xud7770c2Y3HRc2vFIgmjbdrz1oY04/1snmvtNbRfGlPR8nS3tmdqCh1tXsbtOjOMtRD2oLEf2PfPMMxgxYgSGDBmCTz75BD//+c8hiiKWLFmCIUOG9Og7rr/+erz++uvQNA3Lly/v1f4HDKjJJdl9atfeDjPTGNqCYSiahqPr/bbbtAU7bbeBIKDeYRt9X+32+1Kd91Xo7cohjcVk5NlMv3NPdM9Dfp8r49/6NmEoqoq2YBiSCNv3Na2rA9jrls3Xu39OFPT3vW7rtnaflUTr3/7kU1nj7+7f45R2Iz2ZvivTdZd6zrOdv0z7zHad9rVC7stOT8rZYqexnFTCuSr1Y+hp3SDbcbQFO+F1y45lg1Gedn/PrnzN9D2p5Z/d+5k4fW9qOZXpOMyyL8dyrdTzQqmnz+CUZ3OpYxZaOdTDmMa+l0sbrDftn0yfNf/fg+8xOJ1fUUCvysF8tPtyrdM7bW+8b1eHNe5bqd9p1KVT/3ZqIxj3OKc6v6J2jSgvtfK3e57tafp62mZIPY+p7ZNM91+7zxuvdf9bFJzfs2tbdf+M1y1bfrdMx9E9faIAQLDft9HO676NPgW55+cN6DpX2fJ8Lpyuk8OtB/VUWXb2/ed//idWr14NALj99tsxevRo+Hw+3HjjjVi5cmWPvuOWW24BADz11FO4/fbbcd999/V4//v2tUNVM49OyzdJktAQqLJknoZAFSRBwJ49IYeNRNttoGnO22Tal5hhXwXertTTWOwbz7597RgwoCbjMfVItzwU6oxn/Bswzou+naLC9v3U0bWRWMJ8vfvnVE1/P57QLNvafTZ1RHRDoAqhlOkoDYEq83tcsmC+b/c9RnoyfZfTdVdf77e+nuX8Zdpntuu0LxnpLma+zVbOpp3bI0Suv0m5n6ue/t6lnGeBHh6HJCISSziWDUZ5alfmdX890/eklqPZyqDunL7XUk5lOA6j7MulXCv1a7+36SvFPJtTHbPAcq2/FVKlprEU82xGvWn/ZPis8f/etKOczq+qoVflYF7afTnW6Z22N963q8Ma963U7wx1xs06uPG3UxvBuMdJkn2dXxKTPT8O57JU8myv7g89bDMYbZLu7ZNM99/Uto9LFizv2+VVp/fs2lapjNdS22qZjqP78aiafullaud130YShV6dt9RzlTXP58LhOsl2/fdVni3Labz79+/HwIEDEY1G8dZbb+Hqq6/Gj370I3zwwQe9/q7zzjsP69evRzAYzENK88ctAQtbm/VMApjzz92S8zYygEXdtlnU2py1x9fnEW335fNkzj4el2C7nceVedp0tcP+qjPsL5dtirFdueueh17a+JnlPHT/2zgvmqBhUWszXtzwKRbMakp7f8OWXebf/fxeNPT3YX5LY1peVTQVtTVuPL7uI/O1DVt2YeGs9H2+uOFTy7YvbfzM/Ht+SyMCtV68tPEzDOrvw/XJ96+aYd3nNReNRUN/n+W1BbOaLN+V7brrzflrCOjrnQzqts+eXKdEVBlkAIP6+/TyJ6UcmN/SiPpAFb5oO5RWblw1ozFZvlpf91e7077nmovGmuWoXRk0v6URtTVu9PN7UVvjxqD+PtTWuC2f6ef3Zq1PGMfRvSy/euYYvLTxM5ZrJSyXOmahlUM9jGksDb1p/2T6bC7tKLu20IJZTUioaq/KwXy0+3Kp02faPlMd1jgPL238DFfPHIOGQBUeX/cRamvc5j3i8XUfpd0v5rc04i9vfW62IUTR/jxUeURIrjIdxeRABnB9t9+j+z1+fkuj2SYyzq/xXoNNPcK4/xr38Jc2foZ+NR7U1rgtv4Xx+WsuGgtZFgBBs22/pe7vmovGoj5Qlfbb96/z6m215LHY/c5XzWjESxs/SzseRVNt244LZjXhyb98ZO43tV3oltLzdba0Z2oLHm5dxe46MY63EPUgQUudP1cmpkyZgvvvvx8ffvghHnnkETzwwAMIh8M444wzsHHjxozbdnR04NChQzj6aH2NsHXr1mHx4sV45ZVXerx2XymM7AOKE43X2I7ReFO3089Jpu0qZmQfehONV48UpUfj1aM4KQkVUjKyoxHV0YzGq+jbW6PxdkWQskTjTaiQxdRovNZok2Y0Xk2DS+pNNF4BGvRoSYKQjH5pRuPVIIroVTReuyd45RCNlyP7Sld9vR/nXrumV9us/fX0sj9XR9TIPnSLxqvqkXVto/EmywinaLyCCIiO0Xj1stOMxpvcRpKEko7GW+rXfiWM7ANS6piaBkkQSjoab0/qYcVSiWks1TybSV9H4zUqqr2LxqslI6oWJxqv1yNDi1sj1hYlGq8ICBq6RePV6/vdo/EKooBEQu2Kxpu8/+jRePX7UU+i8ZZKnu3t/aErGm9X3kmPxqvfy7ui8eqftUTj1TTIYi+i8WpdbTJZFqAkUqPxJttabhGxmKq3j4Tu0XiTbbfUaLwuva6hKBrcLlGPxqvo9xdrNF7VbMulR+NN1kFkAdGomtwn9FF+KdejczRe/Vh7Fo1Xb/f1bTRe/dz3pB7UV3m2LDvA582bh+9+97uQJAl33nknAOCNN97A8OHDs24bDocxf/58hMNhiKKIuro63HPPPWUZpCMeUyAg+SMqCuI9qIMpipqyjYaeVtvCnXEIAI5OFlLhzp5tGYskLGnsaT2xM7k/Y7vOHuwvl236YjvjnPR0u3LXPQ/FFVj+joZT3k8AsYT1vCgJWN6PJt+XAUAFUos8EcCg5PlNpHyP8dlIQr8GVCBtn8bfmgrE4yn7UAAlmebknwC6/hYAGA9KFaXrfWPbeLJQ7s11Zzn+LOcvNT29vU6JqDIoigqklg3oKo9EALFwyv0/WWiKAOKKXlqYgz2U9PJRST5vM8q0WGdX+Wg0RLSuzdPLpETX69nKKeM4xGT6kEgve6k0GXVMo47T23tdIZRDPYxpLA29af9k+qzxnlFW9uRMWdtCQEJRcioHD7fdF/B70zqastVJneqoTttnqsMa6TdekACoMf0GZtwjlOTfEgCowECjDRDRX1cTQAzW+1FnovLyq0GxtDn0vGP+ndDv71LyPUu9IPk3kHL/TakraIp+HgH9XKaeQeM76gfo5z4WS38vtX1n1FFUm/pGatstkdI2M353syNK7/vWOx67fb+Y/O7u9ZjUc9DQ7Xq05ksFidR6iIKMbS+DcV77IncZ6ZEA1Ae6OnwLkXPLrrNP0zQ0NTXh5ZdfhiRJqKrSh0SecsopuOOOO7JuP3DgQDz22GP5TiYREREREREREVHBld2CDIIg4Nxzz4XP5zM7+gBgwIABqK+vL2LKiIiIiIiIiIiIiqvsOvsAYMSIEdixY0exk0FERERERERERFRSym4aLwA0Nzdjzpw5OP/883HUUUdZ1tv713/91yKmjIiIiIiIiIiIqHjKsrNv06ZN+MpXvoINGzZYXhcEgZ19RERERERERER0xCrLzr6HH3642EkgIiIiIiIiIiIqOWXZ2ZdK0zRommb+LYpluQwhERERERERERHRYSvLzr7du3fjpptuwptvvolDhw5Z3tu6dWuRUkVERERERERERFRcZTkMbvHixXC5XFixYgV8Ph+efPJJTJo0CTfeeGOxk0ZERERERERERFQ0ZTmyb/Pmzfjzn/8Mn88HQRAwfPhw3HLLLWhpacGFF15Y7OQREREREREREREVRVmO7BNFEbKs91PW1tZi//798Pl82L17d5FTRkREREREREREVDxlObLvG9/4Bl5++WWceeaZmDhxIn7yk5/A6/Xi5JNPLnbSiIiIiIiIiIiIiqYsO/tuv/12qKoKAFi0aBEeeOABdHR0YNasWUVOGRERERERERERUfGUZWdfbW2t+X+v14t58+YVMTVERERERERERESloazW7HviiSdw9dVX2753zTXXYM2aNQVOERERERERERERUekoq86+1atXY86cObbvzZ07F6tWrSpwioiIiIiIiIiIiEpHWXX2ffbZZzjppJNs3xs+fDg+/fTTwiaIiIiIiIiIiIiohJRVZ5+qqjhw4IDtewcOHDCDdhARERERERERER2Jyqqzr7GxEY8//rjte0888QROOeWUAqeIiIiIiIiIiIiodJRVNN4f//jHmDVrFnbt2oWpU6eivr4ee/bswQsvvIAnnngCDz30ULGTSEREREREREREVDRl1dk3evRoPPDAA/jlL3+JVatWQVVViKKIU045Bffffz9GjRpV7CQSEREREREREREVTVl19gH6VN5Vq1YhEong4MGDqKurg9frLXayiIiIiIiIiIiIiq6s1uxL9fe//x3/8z//g9tvvx0AsH37dnzwwQdFThUREREREREREVHxlGVn35/+9CdcfPHF2L17N5566ikAQGdnJ2699dYip4yIiIiIiIiIiKh4ym4aLwDcfffdWLFiBYYPH44//elPAIDhw4f3aGRfMBjEz372M+zcuRNutxvHHXccbrrpJvTv3z/fySYiIiIiIiIiIsqrshzZt3//fgwbNgwAIAiC+a/x/0wEQcDs2bPx/PPPY+3atTj22GPxq1/9Kq/pzZcqnwuaJCEhCNAkCVU+V9ZtfN228fVgm9Ttdu1tz2m7XPfXm+0KuS8AcLml5DnpgCZJcLmlHm1XbiRJhLvKBU2WIHlkQJaQEP4/e/ceJ0V55gv8V29Vdfc0zDAzwOBEjShCQLxkuAzZk3g54CWroCYmCxKViSY52c2uxMsmgETRqIiXGLKu6+4mBpM9ATVmZTEbNWi8HgWUMa6CeIkSVGRgGMIwPTPdXVXnj+qqqequ7ulupruren7fj36Y7q636qm33n7qqXd6ugQMWYYIKYCa+jf1/MDPZn8qEdVun5QkGIoMqDJkRxtDkWGoMnRZhhRSIIXMdYZqVPT09A20Ta0Pqmy2UWTosrnNaFSFCCmpZUVqXebykmo9Zy4rUscuVGMee02YMcghxbGcDFkOZIrMSpYFDFmk+lJU3f4R+ZXnOVSWIUIy1FR+NBQzPykRxzlJMXNYUpLM3JfKe1beQipvyWHFlSetdWpCQErlWk0M5G0RUhCJqhm5de+BmCO3mvnYyplWvigmjwyn3KPrRlXsa7jGPWbDNfnVRuVUbG1aTozRX6xcZChmPtQc71Orrh/IiYr9PjZfE2audfSV81rMysdKjTuHh6MqoAg791q52VDMc4DhqKulkFmbwlHLymGznVUvi5DiOgeEo+7tRVLnF7XGrIt1WSApCexL5XcrBrtmTp0bDEU4avOB/bFiNRTZdT7RZRlqRIUcViA56m/n9UF6vIZixiWHFOiy+/WkJCBUc53W/nfsj6X6z4xJl82YQjUqIlHVflwtY9Yan1CEPU7kVF9a53DrWsyqCZKOfh0YN+Z4s/pOs4+xbNcVcIxD61rO2iYUGZ1/6UVSElAj7lohHFWhRBw1hyLbOcRwxG2kxocIWe8z83UlorjeZ87r5+FUK5RLID/ZN3XqVKxfvx4XXnih/dxvf/tbnHzyyYO2ra+vx6xZs+zHn/3sZ7F27dqSxFlKNVEVn3T1YeWazejo6kVTQw2WtrXiiIYIemMJzzbRqIrdHm2aGyKIZWkTlHbljlENydjXHc9oN6Y2hERcy9ouaGRZICmA/Qf68NzWXTht2tGufV68oAW1I0Lo60/izv94FQ21EVx23hSsXtfu6pewKrDi31+2n/veZTOQTBr40a9etZ+7cn4LNjz/Hs4/bQIiYTPx19eGsfdQwrXNJYtmQlEE/u/vtmPeqROw4fn38KUzJqJxVBj7/9LvWufVC6ejNqrixp++7Ip51MgQntr8Z5w27Wise/ItbHpzj/3aL367HV3dfVi8oAUNtWGMUGVoml7hI3H4ZFmgK5bArY6+XNbWioaoWhX7R+RX2c4zdbUq+hI6ervjWPfkW/jqmZMQDslIJHTc9sAWR85rxfsfdeG4oxqw7sm3MO/UCfjJgwM59nuXzkAkLOOmn25yrf+5rbuw7f2ujJy8eEELRtdH0NWtDZpbrXwsJIGwKlAbUdDZHS8ojwyn3CPLAjs/OYib798U6H0N16joOJA5ZpvqI+jvzV4blVOx9Vs5MUZ/sXLRWo88et3XW6EoAjc6atUli2biv198H92xOBacPRnPbd2FU1uOsvPzrKnjsODsya6+u+7yVhg6XPluaVsr6kao6DzYi0RioPb1ar94QQvqa8P4xW+3uWrTSFjGv/3mDdTXhjD/rM/YMXzp9OMyavOlba04eKgPYxqiONDd78r/37t0JiRh4IX2j1z70tRQg6sunoZQSGDVA6+44rHqYq/afWlbKxRFQk8s6Xp+8YIWhEMyHt74Nuaf9Rk8+Psd9v4sa2uFZuh46Pdv46tnTkJ/XLNjnDV1HBacNRkrH3DvT3qt3lAbRjgsY/9fepHQDDTUhtE4MhToMes1Pj2vqxa14uO93TiyqdYeZ7OmjsPFZ092jbvvL5oBWRKu566c34JXt3+CU1uOxm2OPs527Lf9qRPTp4xzjZOlba1oqAth6T+/kFFzTJ9yhOt9tWTRTKiqwD0P/hFd3X1YfsUsJJOGa9vW9bOuGcOmVignecWKFSsqHUShTjzxRCxbtgwbN27Erl278Oqrr+Lxxx/HnXfeifr6+rzXo+s6brnlFsyePRunnHJK3u16e+MwjGIiHzoJXcKKf38JHV29AICeviTad3Tg9GlHQ8oSXDxLm9NytAlKu3LHqEF4tvvfMz7t2W7EiHDWdZVDb28c0WgIsVi8oHa6kKDrwI0/fRmXzzvJvoABzH1+4719mD3j03Zi/j9fOhn/8sgfM/plyrGN+O//94H93F+d1Ix/eui1jHV9ZfYk/Msjf8TJx49Bf1xDbTRsT9Q51zd7xqcxpj6Kf3nkj/jK7En451+/htNajrKLA2vZ19/dixPStv3Ge/twwrGjcdLxTbj5/k34yuxJeP61j+zXLvnrKXj85Z144719mHJsI2pHhnOOhVxGjAgX3OelogvJnnAFzL7YuqMDs2dmjlkr7kqO28HyrJ/6tpxGjAhj7ZM7Cmqz8JzJge+rfI+3H8dstvPMmTOOgQQJN/70ZXxl9iQkNR210XBGnm3f0YFLvngCVvz7S3aOdL7+2tt7ccKxo115rn1HBy6fdxKOGlebsfwb7+3DmTOPySu3Wvm4L55ET28CI6PhjH3JlkcsheSefPj5va8LCTf8W2H948cxmzS8x+wZg9RG5VRs/VZO1RqjH8dsPqxc5JVHt77VkVEvtu/owLe/fArG1Efxkwfbcfm8k3DLzwfy86LzptoTG1abWVOPwN1rt2bm+5nHoKMr5qp9vdqbNWojjmke5apNTz5+DD5zTCOOO7Le1eYf/qbF85zx5TMm4uN9h3DPw+nniw6cfPwYnHR8k2tfevqS+J93ze2k18xWXexVu7fv6MDs6Z/OqL+tmI9pHoWfPNjuqrW37uiwX0tquitGrz5p39GRUatPObYRtdEwRkRCuOXnmzHl2EZEIyHfj9lc5y+v8ZntumrBWZNd79tF503F6rR++6sTmzPG4hvv7csYx7mO/RXnn4ibvGqF6Z+2a1FnzXH7L7d4LntUUy0ef3kn5n3hOM/x+r9nfBo6UHSt4Oe6IF2569lAfrJvwoQJ+N3vfoc//OEPOOOMM9Dc3IwzzjgDI0aMKGg9P/zhDxGNRnHJJZcU1G706JEFLV8Ku/cdst8Mlo6uXmi6geaxtUPWJijtyh9jj3c7I3e7SrHG7NgCY+voisHQdXR09UIW8NxnIQ08XxtVPZeJhNypJhJSPJez2lvLG4aRdZvWsta/zjhybdt6ztqfWsdH/52P7baSVHC/OR1O26HU0RXz7J9s+1fpuPPJs5WOMUiqoa/8vg/Zxmz284xu/2zlnWx5TEvl4XxzrJWzsy1fSG51rlvTvdvlypOF5p58+HUslGJfS6nwMeufGocxDo0gxOh0ONdg1vuz2DyaXgd7rSdbfavpesZrueKIhLI/52yTrTb32p5zXdnaefWBdX7Ktr5c9Xck5F1rZ9ufbH3i1d4wDGipc1kkpARmzA52rnT2Qbb+sGoCSyFjsZBjn61WsOqXfNZr1RVAjhrHMCAL6bDOn348x2ZTzlgDOdkHADU1NTj33HOLbr9q1Srs3LkT9913H4Qo7O/BOzsPQdcr+xs5WZbR1FDjelM0NdRAFhL27u0esjZBaeebGCXvdpVOQJ2dhzB69Mic++RJFpAkCU0NNdB0eO6zbgw83x1LeC7TF0+6VtsXT3ouZ7W3lre27bVNa1nrX2ccubZtPafpYbt9egyutoZReL+ljB1bW3TbIScLz/7x2j8r7kqO28HyrK/6toyKPSZB76t8j7cfx2z284yAbhh23lEVCboRzrqsM9/lk+c0HVmXLyS3OtctC+92OfNkAbknH75+7xexr8Eas7lro3JijEOjmBj9OGbzIh9eHk2vg73Wk62+lYXIeC1XHImkkfU5Z5tstbnX9pzrsmrgfPrAqouzrS9X/Z1IGq51pL+mKlJefeLVXpIkiNS5rC+eDMSYzXn+8hif2frDqgmKGYvZxozXsc9WK8hpcyeDXSdaxy/bWJElCUjVQ8XUCr6uC9KUu54N5J/xLly4EL/5zW8y/n/sscewadMmCCFw7LHHZm3/ox/9CK+//jruu+8+RCKRgrfvhz/jjdYoaJk8Du07OtDTlxz4G/qRKpIJ779rH1Gj4LMebRpHqkhkaROUduWOMaQKTD/hiIx2tREZulY9f8arCAmGDLSe0Iw/vPJnXPLXJ7j2efGCFqiqQOvUI/DHd/bi/Y8P4v98+SS88d4+V7+MGhnClm177Odmzzwas6Y24/V399rPXTm/BY+/9D4WnXcCRkRVhEMyaiIKWk9odm1zyaKZgASsf/ZdXHbuCXj8pfdx+bwTMSKq4LOTmlzrvHrhdDTWRfDK9j2umBtHRfDU5p245K9PwIbn38NHe3vs19Y9uQOykLB4QQvG1NcgIgsYVfBnvIqQMHNqM7Y6+nJZWytGqHLG/vHPeP2Lf8Y7+HKVkm3MZjvPhCMCSU3H5078FDY8/x5aJjdByBL+10mfSst5rXjrg304/7TjseH593DZuSe4cuz3Lp2BUSNDrjy3tK0Vf3jlz3iu/aOMnLx4QQsiERmfOzF9O5m51crHNWEVo0aGEA0JzDjhiLzyiKWQ3JMPP7/3FSFh1kmfwqtv7cl7X/04ZiMRBdM8xuyoESq0pD++O6nY+q2cqjVGP47ZfFi56L888uh1X29F7YgQXnHUqksWzcSG59/DWzv3428vOgV/eOXP+NoXp9h9FU8k8bcXneLqu3P+6hicesqRrny3tK0V4ZCAAbhqX6/25neq1uDRZ9511aYjoir+47/fwu59h/DtL59stwmrUkZtvrStFXu7ejC2MYrPThqbdr6YiUhYxjOv7nLtS1OD+b1t0RoFr+3Y64rHqou9avelba2QBDBj8hGu5xcvaEG0RsVjL/wJ3/7yya5ae1lbK0Ihgcee/xNaJjdhxpRxdozxRBJ/++VTMvYnvVYfU18DVRXoPNCLmVOPwJj6GoyKKr4fs7nOX17j0/O6alEr3v/4AM77/HH2OIsnkvi7i05xjbs5rUfj9JajXM9dOb8FL/7xQ3ztiyfkdey3bPsEf3PmpIzjEa2R8f9e351Rc3zpjImuWJcsmglJAA88tg2ykPCFliPxv04+0vP6WTJQdK3g57ogXbnrWcko9iq2gn784x/j0UcfxYUXXojm5mbs3r0b69evx9y5c2EYBn7961/jiiuuwDe/+c2Mtu+88w7mzp2L8ePH2xN9Rx11FP75n/857+374ZN9gHmTjli/Dk3XIQuBaFhkvTmHJRpV0eNoMyIs8voy04F25sdsC29X7Pbyb1fObQHmTTriGsyPHksSQjKy3pwjsJ/sg/mFsXJIRn9ChyJL0DQDSc0cB7IsQTcMCEmCrpvPh1Rh/ywLCaoqIATQHx8YP5IEyJIETTeQdDxn6IAx1TdpAAAgAElEQVSQU3fYBqDIEhQJ6Inr0BzrS2q6feI0DHO5iCKhL2lA083/hWTGJwsJmqYjkTQghAQltX5NMxAOCfTHdXMfhARFSOhP6DBvRCVB0ozD+lJYv/2mSZYFkoB9HBTAc//4yT7/Gju2FvOuWV9Qmw13XRD4vgryJ/uALOfQfh1CNt+X8dQFiiwkCCEhkUgtK0tQFYG+fg2RsIxkUocBAAagp/7sRRYSIAFJzbDzZChkrlPXDSiKgJGWFwEgpEjozZZbU/lYliWYSxt2Psw3jzgV0yYbv7/3R48eiX0HYnnvq1/HbLhGRZ/jvB0JCd/cnMNSbG1aTtUYo1/HbD6sXAQJgGHWrkKYf+omZMms61PXA6oqoa9fM3OqLCGumfk0mao1ZSEhmsrlmq5DkYVZz8oSEvGBHB5J1ZpCpOpP3UhtN1WjpvKzLEkQsgRVlhBP6Ehq5jKqIsEwgHhSt2tvLWnY54BwSKCvf2B7NanHakjYNbtuGFBlCToG6u/0bUMAilWbawaUVA2dSOqQUucZIUmu80lINT+hrhvmncitdVnXB4YBV7xCpNpoBhKaYV4PCPPaQjMMhGQJsiyQSOrm9YEkIRI2+8/uD9lcv5CAWL8OVZYQVqRAjNnBzl/W+JQkCQbMPg0pApphnt+FJEFRzP5SVIFkqlaw+jWRMPtNSOb1jqpI9vWXSB1jGICqCCSTA22l1LG1xqZVi8QTOmrCMuLJgVohEhbQdCBhPSdLGBES6OnXkSoYzPGdGh+ariORMLcDyYCqCCQShv0+c14/F1sr+L0ucCp3PRvIP+N98cUX8bOf/QwTJkywn5s3bx6WLFmChx9+GGeffTauvvpqz8m+iRMnYseOwj4V4Ve9sYQ5IQIAmobe2OB3gY2ltYnl0cbZrjk1QAttV+z2CmlXzm0BZmJy9kmiem7C66JpOrReHRIALfUJb7OvAD21z1YaVgDocd21TFIzF7L7OLWw5mhjPScBMFIvGADiAEaNrUUs1u25PutfXQOsX5LY20mty/pQenrMEoB4r3kM5VQMmsdy1UTTdMdYN1CFu0jkS9nOoboG6NDsfKan/rffp0kgmdSgAEj2mYnSWtaZt+BsowEJR24zUjlZtraRatAXd7dJapqrCLXycfpldTF5ZDjlHiEkSJoe+H3t73WP2f5e/+1JsbVpOTFGf7FykUUGAM3Mo5oG1/VAUhvIWYnUa1Z7q696Y5ojX2uZ+TgJ9CdT+d7xmpW/XfkeZs61PvNj5eZU2WvXy3rSvY7+pObaXl9qe4nUe1ak/h8z2ozZ2mb6tq1+gGNdWqqtFbx1PrDOJwltYKw41+WstdPjTSQH4rJWbbXVdUBPXVApcE+MOPvD2qqA+TggH+oalHN8Wn2mpZ3DrS5PpvoxvV+dx6A/1S9WW2Rpa/3jPE6jrevbPt1VK/TH0q7rkkAsqWW+rzAwPqz3mblt3fU+c14/D6daoVwK+7I6n/jTn/6Eo48+2vXckUceiffffx8AcPLJJ6Ozs7MSoREREREREREREVVMICf7Zs6ciaVLl2Lnzp3o7+/Hzp07sXz5ckyfPh0AsGPHDowdO7bCURIREREREREREZVXICf7brvtNui6jvPOOw+f/exncd5550HXdaxcuRIAoKoq7rrrrgpHSUREREREREREVF6B/M6++vp63H333dB1Hfv370djYyOE4xbQxx13XAWjIyIiIiIiIiIiqoxATvZZYrEYent78dFHH9nPpX+XHxERERERERER0XARyMm+d999F9deey3eeust89bUhgFJMu8Bs3379gpHR0REREREREREVBmBnOy78cYbMWvWLPziF7/AnDlz8PTTT+Ouu+5CS0tLpUMjIqIqUVtXg0i4sNNkX38S3Qd7SxQRERERERHR4AI52ffWW2/h/vvvh6qqMAwDtbW1+N73voe5c+figgsuqHR4RERUBSJhBfOuWV9Qmw13XYDuEsVDRERERESUj0DejTccDiOZTAIAGhoa8PHHH0PXdRw4cKDCkREREREREREREVVOID/ZN336dPzud7/Dl7/8ZZxzzjn45je/iVAohM997nOVDo2IiIiIiIiIiKhiAjnZt3r1avvnq6++GhMnTkRPTw8uvPDCCkZFRERERERERERUWYH7M15N03DppZciHo8DAIQQuOCCC7Bw4UJEo9EKR0dERERERERERFQ5gZvsk2UZH374IXRdr3QoREREREREREREvhK4yT4A+M53voMVK1bgo48+gqZp0HXd/p+IiIiIiIiIiGi4CuR39i1fvhwAsH79evs5wzAgSRK2b99eqbCIiIiIiIiIiIgqKpCTfU899VSlQyAiIiIiIiIiIvKdQE72HXnkkZUOgYiIiIiIiIiIyHcCOdkHmJ/u27JlC7q6umAYhv387bffXsGoiIiIiIiIiIiIKieQN+i45557cMMNN0DXdTz++OOor6/HCy+8gLq6ukqHRkREREREREREVDGBnOx75JFHcP/992PZsmVQVRXLli3Dfffdhw8//LDSoREREREREREREVVMICf7Dh48iEmTJgEAVFVFIpHAySefjC1btlQ4MiIiIiIiIiIiosoJ5Hf2ffrTn8Y777yDiRMnYuLEiVi7di3q6uowatSoSodGRERERERERERUMYGc7Pvud7+LAwcOAACuvfZaXHPNNYjFYrjhhhsqHBkREREREREREVHlBG6yL5FI4PTTTwcAvPLKKzAMA7feeisAoKWlpZKhERERERERERERVVSgJvt+9atfob29HXfccQcA4IorrkBDQwMMw0BfXx+uvfZafPWrX825jlWrVuGJJ57ARx99hA0bNtjf/VdJakhGXAM0XYcsBEIykIhrg7ariaqI9et2u2hYoDeWyNkmGlXR42gzIiwQG6SNs93ufYcgy3LB7YrdXiHtZFkgCUDTDchCggJA0/RBt0UmWRbQICGpGxACCKsydN2ADgOaBiiyBE03oOkGwoqAZhhIJs1lQ6oMTdOR1AwISYKcWlbXDQghATAAQ0I4JJDUjIHXJAkw/4MQEpKajkhIRn9Ch6bpkGWBvxzqgyHL0HQdIVWGYRhIJHWoqgxDN5DUzOOtqgKJpA5NM6AICTIMHn8i8gXXOVSRURMS6ItrMAwJumHmwkhYoD+uQ5YlO0/KwkyQsiRB1w0kNR2KLCCEmWMB2HlWFhI0zYBumO0iIYFDvRqEgN2mvz8JVRXQNSCp6zxXUlZWbbp7Xw9kWc67Ni2nYmvTcgpCjFb93NEVA2RRlTkh/VorrEpmrelxzZDreiIUUdCfMOzjGVYlaAndtfyIsGxfwyiygCwkGDCg6bBr22hIDFzDyQKKLCGZNADJACA56mfAMABZliAAKIqEvrgOWQCAuV4glft1A4psngviSR1CSAir5tfz98cHzj+RkEBvvwZdB8IhAU0fqOetGhwYiENK1fVSqi9DioTe+ECdPiIk0GM9FgLh1Lks/RrAK4cMXHuY8aqygAED8YR5ftJT57lqlb7/NWEZiaR5bWMdTyEkJFLHU5ElGAZc11hCALoOyKnrKF03r9kgAYYO+5pMAhBSBWJ9mj1ODBjQdZjXbwJQVQEttf2O/TGoETV1baVDEYLXVgEUqMm+9evX48Ybb7Qfh0IhPPPMMwCA7du3Y8WKFYNO9s2ZMweXXXYZvva1r5Uy1LypIRn7uuNYuWYzOrp60dRQg6VtrRhTG8pZVNVEVXzS1ZfR7oiGSNYJv2hUxW6PNs0NkZyFRxDaybJAVyyBWx1tlrW1oiGqMinlQZYFDsQSuMXRf9d/YxYSSQOxvgRe2fYJTms5Gisf2IyG2giuuGAq7vyPV9HR1YtZU8dh/lmfwW0PbPF83NRQgyvnt2DD8+/h4rMnQxLALfdvznhtwdmTse1P+3DCcWMyjv1zW3dh2/tduOy8KVi9rh0NtRF8fd5U/OhXr9rLLVk0Ew/+fgc2vbkHTQ01uK6tFfU8/kRUYV7ntGVtrRCyhJt/tsnOmxefPRnPbt2FU1uOcuXPqy6ehlBIYNUDr9jPfX/RDMTjOu5euzVr3l3W1or3PuzCgxvfweIFLRg1MoyXXv8YJxw3GqvXtfNcSVkVW5uWU7E1ZjkFIcbhUD9nG8/Pbd2F/3z2T659BpC1P2RVYO9f+jNyeSgksOLfXkZHVy/+8WvT8KmmWtcy114yHdGIgpt+usm1/XVPvoVNb+6x8/eDv9+BeadOwE8ebM+okc8/bQIiYRk1IQXtOzpwyqQm9CeSAIC+fs2V069eOB0/3/Amurr7sOKbn0M8obv2Z2lbK7b9aR+ea//Yrqut88iCsydj3ZNvZcSxeEELImEZqiJDFhJu/PeXPffF67GzznfmEK9rD2s7//abN9DV3Yfll8/CqIhSNWPRKX3/v3T6cThz1jE40N3veTzra0O49NwpOBRLuq5/vr9oBgQkxPqTrnZXXTwNjz77Ls4/bQLCIRkPb3wbF589GVu2fYLfb/4zrru8FYYO19hYsqgVD/7ePS6ddQWvrYInUHfj/fDDDzF58mT78YQJE+yfJ0+ejF27dg26jhkzZqC5ubkk8RUjrsE+IQBAR1cvVq7ZjMFqqVi/7tku1p/9zdeTpU1PjjZBaZfEQLKy2ty6ZjOSObdEliRgn2wAs//2dvXiQHcfVq9rx5mt47HyAfP1i2ZPtCf6AGDOzGPsE4HX446uXvzkwXbMmXkMbl2zGfv/0uf52so1m9E6tdnz2J/ZOh4XzZ5on8Qumj3RPtFZy932wBbMmXmM/fgWHn8i8gGvc9qtazaj80CvK2/emsp16fnz7rVbcfBQ3PXcwUNxe6LPap/e7tY1m/HZSePQ0dWL1evasbcrhjOmH23nUedyzJXkVGxtWk7F1pjlFIQYh0P9nG08n9k63n5s7XOu/uhPGJ65fE9nzH5u8vjRGcvc+R+vYm9Xb8b2rZrVyt9zZh5jT7BZy1k18up17Th4KI49+2NondqMvV0xHDwUx8FD8Yyc/qNfvYqLZk9ER1cv9uyPZeyPVW8762orDiuu9Dis7Xce6EXH/ljWffF67KzznTnE69rD2o4V/833b6qqseiUvv9nto5Hx/5Y1uM5Z+Yx2Jt6nF4PHDjUn9Hu7rVb7bHT3RO364wzph+Njq5e7P9LX8bYuO2BzHHpfJ3XVsETqE/2xWIxxGIxRKNRAMC6detcr/X29pYljtGjRw7Zunbv67HfRJaOrl5ohoHmsbU52h3ybqdnb1dMm6C06+iKebaBJGFsjm0NlXJs43BYYzZbnF79Fwkpqdd6IQvYr9dGVdeygz221mE9b63X6zXDMDzbysK93lzbcD4u1/HPpdLbL1al484nz1Y6xmz8GJcfYyqU3/ch25jNdk5z5kIrpzlzbbZlATM/55N3NV13rSNbjnXmSr/3M+D/GP0enyX7mC2uNi2nYmvMcgpCjJWunwtVzDVYtvEsC/djSNLAz8h8TdP0QfOzpg++jPWcVbNa+Tvf+tkwDNf6ctXD6ecK63XDMLLW79niSN8Hr+3lepyeQ7KNvUhIQSTk2DefjsV8pY/ZsVn2XxbZj1fG9Y2D83rNq52zT61jb7XLta1s48Cvx8OPMWVTzlgDNdk3ceJEvPjiizjrrLMyXnvhhRdw/PHHlyWOzs5DQ/YdArIso6mhxvVmamqogSxJ2Lu3u/B2Inu7YtoEpp0sPNvAMHJuayiMHVs76DYqnYA6Ow9h9OiRBfVfX9z83U1TQw00Hfbr3bGEa9nBHlvrsJ631uv1miRJnm013b3eXNtwPi7H8c8ln7HhR1bclRy3g+XZcvRtsftfyrj8GFM55Hu8/Thms53TnLnQymnOXJttWcDMz/nkXVkI1zqy5VgrVwYhZ/k9xkLjC9KYHaw2Ladia8xyCkKMxdTPfhyzuWQ7Ds6/RLT22frZqz9k4d1XzvyczzLWc1bNauXvfOtnSZJc68tVD6efK6zXJUnKWr9niyN9H7y2l+txRg7JMvb64kkkkgPHYihqeb+MWdf5IW3/NT378bL6U1Uyz+HO67VcYyeRNOxjb7XLta1s46DS11Ze/F4XOJW7ng3Un/EuWrQIN954IzZu3Ag99dtqXdfx+9//Hj/84Q+xaNGiCkdYuJAMLG1rNd88gP1dByE5d7toWHi2i4azH9IRWdqMyNEmKO0UAMvS2ixraw3WbHYFKQCuS+u/sQ01qK+NYPGCFmzc/AGWLjJff+Tpd3DtJdPtZZ/ashNLFs3M+tj6vo6ntuzEsrZWNI6KeL62tK0Vm9/c7XnsN27+AI88bX7vlBXD1Qunu5Zbsmgmntqy0358HY8/EfmA1zltWVsrRtfXuPLmslSuS8+fV108DXUjQ67n6kaGcNXF03Lm3WVtrXjtbfM7kxYvaMHYhiieeXWXnUedyzFXklOxtWk5FVtjllMQYhwO9XO28bxx8wf2Y2ufc/VHWJU8c/m40VH7ubc+6MxY5tpLpmNsQ03G9q2a1crfT23ZiSvnu/OzVSMvXtCCupEhjGuMYvObuzG2IYq6kSHUjQxl5PSrF07HI0+/g6aGGoxrjGbsj1VvO+tqKw4rrvQ4rO2Prq9BU2M06754PXbW+c4c4nXtYW3Hin/55bOqaiw6pe//xs0foKkxmvV4PrVlJ8amHqfXA/Ujwxntrrp4mj12akeE7DrjmVd3oamhBo2jIhljY8mizHHpfJ3XVsEjGdZnOQPi/vvvxz/90z8hkUigvr4eBw4cgKqq+M53voNvfOMbea9n9uzZuO+++4q6G+9QfrIPCNbdeAfuNMW78Vqq4pN9SL8br3kHL/NuvDDvcKuYd/vKvBuvhJAqBrkbLwADedyN10AkJFJ34zUgy2Yc/XEdmmEgpIjU3XgNqKow78arG5Alf96NN0i/aXLiJ/sGtjHvmvUFtdlw1wUl/2Sf32IqhyB/sg9IO4fKUupuvDoMA4PejVeSAGHfjXfg7nyaYQBGPnfjlew2/f0aVFXKejfeIOQsv8dYDZ/sAxy1qWGeY/18N95Ca9NyCkKMVv0MSQIMY9D62a9jNpehvhuv9Vruu/Eajruemq9bta19N95UvrbvxivgyuvOO6q67sYrS+ZNblP7p2sGNCNV/2a5G691/jHvxqtDNwyEVefdeCW7Brfkvhuvub6Bu/Gm+iTjbrzmPuW+G2/qbrBpd+MdUx9FZ+ehgo93Or+M2fTzQ/r+u+7Gmzqeg9+NVzLP+5Lkapf1brz9mj1O7Lvxpq7JVFWy78YryxJUxX/XVl78Xhc4lbueDdzk7OWXX46/+Zu/QXt7O7q6ulBfX4+WlhbU1ubXITfffDOefPJJ7Nu3D1//+tdRX1+P3/72tyWOOrdEXIOE1MHQNCTyrKV6YwlXu97Y4A1jaW1iebRxtmtODdBC2xW7vULaaZruaGPAXyWp/1nJ2+w/IKEN9KAAoGuw+1eLu5dNppa1fmFnLSsDgOOcEO81l5Mcy1r01HbivY73QxIY1RDF3r3dUADoju0azhhgxjBw/MHjT0S+kX4O7Utm5sL+1HlOSw7kWit/WmnUyot6qi0wkGd1uPNuX1Kz86Guma/LAPS4Y108V1IWVm1qjdl8a9NyKrY2LacgxGjVz9ZFqP8iPHzp11pxR02bngdzXU/E+5Ku42nNXTmXj8V0Vx1rtXc+15vUXHneyvvWws76WQJgpOpaLW4+1tP+ota1Lkf7uONcY8Xcn9QgYNbcWr+7nrdqcIt1fjK0gYnFvrh7X2JJd/0dj2me1wBeOST92sP92DFZWKXS978/Zj62jo91brf6Uksdd2f/GqnHelo7aznrmgwwx4NznFisaynr0k8BMLbBHC+8tgq2wE32AcDIkSNx6qmnFtV2+fLlWL58+RBHREREREREREREVHn++dIIIiIiIiIiIiIiOiyc7CMiIiIiIiIiIqoSnOwjIiIiIiIiIiKqEpzsIyIiIiIiIiIiqhKc7CMiIiIiIiIiIqoSgbwbLxEREZVGbV0NIuH8y4O+/iS6D/aWMCIiIiIiIioEJ/uIiIjIFgkrmHfN+ryX33DXBeguYTxERERERFQY/hkvERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGVUCodABERUaHiCQ1jx9YW1KavP4nug70lioiIiIiIiMgfhuVk3/vvv48lS5bgwIEDqK+vx6pVqzB+/PjDXq8akhHXAE3XIQuBkAwk4tqg7WRZIAlA0w3IQoICQNP0QdvVRFXE+nV7e9GwQG8skbNNNKqix9FmRFggNkgbZ7vd+w5BluWC2xW6vWL6pNh+HM5y9VkkqqK3X4duGBBCgiQBQpKg6QY0zYAiSxBCAmCOeVWRkUjq0DRzXZIAJACSJCGe0CDLAqoikEiY6wwpArpuIKnpUFU59bO5LVWWYMBAPKFj/8E+yLKApunmv5CQ1HUIISGkCiQTBpK6XvQxz9UHHFP+FVJlzLtmfUFtNtx1AbpLFA9RLl7n0ERSt2uGSFhJ5U8dYVUGACRTudbOdUkdhgRAh52XFUVAAGZb3YCQJEAyIBkSwiGBvrh5/g2pMgzdQELToQgBRZUQT+jQdQOKEJBhMLeRi3X+6+iKAbLw5fmv2Nq0nIIQo3X9sntfD2RZzvv6xW+sMavrBoQQgGQABoZ07ObTV5GoinjSrG8NA6la2QBg1tIwgEhIoLdfhywDmg67xlUVgf64BlmSEFIlJHUgqenQdUBVJAhJQn9CS9XKAqoi2dvSdUCRzdyfSHtOCKCruw9qSEZCR6reBlRVAKnHmm7W9oB5ftE1IKmb5wwhm/uRTJq1uqpKMHTY5x1ZlqDp5v4qsgRJM+x9Sj8mkiE5zkHm8gayHytrHZAACZIdu3M7QTVwPHTUhBXEU3WALAQiYQEZQE9ct/tSkgDDAGQhIZE0r4VkYV6b6aljocgSdACJhA5FSFBlIJ46vmFVhpa69ipkroKCa1hO9t1www1YuHAhLrjgAqxfvx7XX389fvGLXxzWOtWQjH3dcaxcsxkdXb1oaqjB0rZWjKkN5XwTybJAVyyBWx3tlrW1oiGq5kxeNVEVn3T1ZWzviIZI1gm/aFTFbo82zQ2RnIVHudsV0yfF9uNwlqvP1LCMPWnH7qqLpyEUElj1wCv2c9deMh2yLCGiyjjYk3Atf+X8Fmx4/j2cf9oE/OK329HV3Yelba14busubHu/C5edNwWr17WjoTaCr8+bih/96lW77eIFLYiEZfzbb95AV3cfrmtrRWNtCPu747gltY1ZU8dh/lmfwW0PbCn6mOfqAwAcU0R02LKdC+tGqlh674s4+fgxOPfzx+K2B7agoTaCb335RCQShisnLlk0E8+3f4jpU47ATx5st5+//hufQzKpu/LUlfNb8Or2T3DatKOxcs1mNNRG7HzrXN+Dv9+BTW/uQVNDDa5ra0V9Ku8RBaGmKrbGLKcgxFjs9YvfeI1Zqw69+OzJQzJ28+mrSFRF16E4DnT3u3KuFcu8Uydgw/PvYcHZk7HtT/twwrFjsPKBza7c/N8vvo/X392HG775OXT3JDLqY6um/v6iGagJKehK29aytlZohu6q15e2tZrbO25MRvx62rLXfG06FEVyPXfDNz+HRMI813idUxYvaEE4JOPhjW/j/NMmoKE2jNqIgs7uuOf56dSWo1z1+1UXT8Ojz76bcax03UBXLIG1T76FC08/Hnev3eraZkNtGCNU2Td5qRBqSLb7x1kHWPu34pufQzyReX53XlvV14YyroXSr6GWtbVi7ZNv4UB3POO4BfG9ToUZdt/Z19nZiW3btmHu3LkAgLlz52Lbtm3Yv3//Ya03rsFOngDQ0dWLlWs2Y7D3ThKw38RWu1vXbDZ/g5FDrF/33F6sP3uy68nSpidHm0q0K6ZPiu3H4SxXn/V6HLu7127FwUNx13N3/serOHgoDkkSGcv/5MF2zJl5DFava8dFsyfax//M1vG4aPZE+2Rz0eyJdiFjtV29rh0HD8Xtdrek3ku3OLYxZ+Yx9sktPf6h6AOOKSIaCtnOhbpm/vylMybaueyi2RNx8FA8Iyfe9sAWnNk63p7os57f2xXLyFM/ebAdZ7aOt7fpzLfO9c2ZeYz9+BbmNnIIwvmv2BqznIIQY7HXL37jNWatOnSoxm4+fdXbr6Njfywj51qxWP+uXLMZrVOb7Yk+a7nbHtiCL51h1r4d+2Oe9bFVGx88FMcej23dumZzRr1ub88j/vRl7/q/r2Y8J0Gy+9frnLJ6XTu6e+J23b9nfwxxzfuYnNk6PqN+v3vtVs9j9Zeefty6ZjPmzDzGnuhzbnPP/piv8lIhnP3jrAMAc//27Pc+vzuvrbyuhdKvoaz+8zpuQXyvU2GG3Sf7du/ejXHjxkGWzT+TkWUZTU1N2L17NxobG/Nax+jRIzPXu6/HfvNYOrp6oRkGmnN8r1RHV8yzHSQp5/dR7d53yHt7evbtFdOmEu2K6ZNi+3GolGMbh8Mas844c/WZpumer0VCiudzQoLn8rVR1f7Xek4WsJ8H3D+nrzcSGnisGYZruWztCjnmufrA/vkw1g/4f2xkU+m4vfLsUBiu+aDUMQ3XfnXKNmaznQsNwwAAyAKufGi9nr68czlLJKQMumy2XFnr+CSfM+/5vZ8B/8fo9/gs2cZspWuqfBRbY5ZTMGIs7vqlUgods3b+G4Kxm09f7d53KGtedtbE1jkgW/4Gsud3K3dbNXm+9Xq27WWr7Z2cdf5gdbv1s/w21vsAACAASURBVKZn3798j5V1XHNt0095yUv6mB1rj5WB8VTI+d3r2ip9mfRrqFzL5nqv+7lf0zFWb8Nusm8odHYegq4brudkWUZTQ43rTdTUUANZkrB3b45viZKFZzsYRs52Wbcnsm+vmDaVaFdUnxTZj0Nh7NjaQbdR6QTU2XkIo0ePdMeZo89k4f1aX9z9+zPrOd0Iey7fHUvY/1rPaTrs5zu6el0/p683kTTsx7IkuZbL1q6gY56jD6yfD2f9+YwNP7LiruS49cqzTsXGVsjxKMc2CuXX/fZDnrWWq5RsYzbbuVCSrO88hSsfqorkubxzOUtfPDnostlyZbfjzwidec/vOcvvebXQ+Pw4ZitZU+Wr6BqzjAIdY47rlyCNWSv/DcXYzaevZFnOmpedNbF1DsiWv4Hs+d3K3VZNnm+9nm172Wp7J90Y/Jxi1e3Wz7LI/1yW7VipEdX1mmfseRxbv4xZ5/nBOZ4KOb97XVsNdg2Va9ls73W/n2udqjHWoRqzw+7PeJubm7Fnzx5omvmZVU3T0NHRgebm5sNab0gGlra1mkkKsP8OPiTnbqcAWJbWbllb66CzsNGw8NxeNJz9kI7I0mZEjjaVaFdMnxTbj8NZrj6r8Th2V108DXUjQ67nrr1kOupGhmAYesbyV85vwVNbdmLxghY88vQ79vHfuPkDPPL0O1i8oAVNDTV45Ol3cPXC6a62ixe0oG5kyG53Xeq9dJ1jG09t2Ykli2Ye1jHP1QccU0Q0FLKdC4Vs/vyfz7xj57JHnn4HdSNDGTlxyaKZ2Lj5A1w5v8X1/NiGaEaeunJ+CzZu/sDepjPfOtf31Jad9uPrmNvIIQjnv2JrzHIKQozFXr/4jdeYterQoRq7+fRVTVigqTGakXOtWKx/l7a1YvObu7F0UWtGbv7PZ8zat6kx6lkfW7Vx3cgQxnlsa1lba0a9bm/PI/70Za/52vSM5wwYdv96nVMWL2hB7YiQXfePa4wiJHsfk42bP8io36+6eJrnsRo1Ioxlba14astOXHXxtIxtjmuM+iovFcLZP846ADD3b1yj9/ndeW3ldS2Ufg1l9Z/XcQvie50KIxnW35EMI5deeim+8pWv2Dfo+PWvf41f/vKXebfP9lul4XA3XitG3o13QGA/2YfDuBuvbkARzrvxGuaddlN3hJSl9Lvx6pBlCaoqkIin343XgKoKj7vxAvGEjnBIBpJa2t14zTtx+f1uvEH6TZNTUD7ZV8zdeAv9xE2pt1EoP+53qfcZCPYn+wDvc+jA3XgNRMIDdzMPq+ZEQDKVa4WUx914NbOteTde8yaU+d2NF1CEZN+NNwg5y+8xVsUn++C8A6Z5+0c/34230Nq0nIIQo339Ypj122DXL34fs7qeugNuCe/Gm6uvBu7Ga8BI5Wqk7sKbeTfeVF2tGWadnNfdeHW7Vh64G695N1b33XgHnhMCEEJA0nXz7q+pc4t5N15zWc0wa3sAEAKD3I1XwHCco6z9MAwjy914B45JIXfjHTu2Fvv39xz23Xj9MmbTzw/OuyPXhOXU3XjNXOG6G28qf3jejVeWoGked+NN6lCk4u/G6/dzrVM1xjpUYzaok+GHZcWKFViyZAnuvfde1NXVYdWqVUOy3kRcg4RUp2oaEnl+4aWm6Y52BvL9nszeWMK1vd7Y4C1jaW1iebRxtmtODdBC2xW6vWL6pNh+HM5y9Vlf6tjJAJA6j+rAwPK6/TQkAMmkY/wDgAYYMP9XACA5sIwMQIunJtQA6KmflVS71AdvoQBorBthJ0XrhG4tl3Q9Lu6Y5+oDjikiGgrZzqFWfkn2DeQaKzc682lSG1geGMjLWlKz81L6L+f7ewdysp76kyzrXJzUzD/tEICZc4dwX6k6WOc/68LEj2Ok2Nq0nIIQo3X9YsWY7/WL31hjVgZcSW0odyefvupLTeban9/0mIvqS9XDuubI9ak62crl1hyMlauNhLkvzlpZi7uXQRLoT2oZz+kARo+N2vW0dW7RNPe5yFnv28tpGnTN/ZzhqOHh2A9rnyzZjonrHJQcOLd5HStrHRZr//WAjlMna6JNAZDoc15zAP0x72OT+p2fXQfoqf6zjoXzGgoAEo4xpqXVAkF9r1P+huVk34QJE/Dwww9XOgwiIiIiIiIiIqIh5Z8vjSAiIiIiIiIiIqLDwsk+IiIiIiIiIiKiKsHJPiIiIiIiIiIioioxLL+z73BZdyAdrob7/nvxe58I++5a/o4zm6DGDQQ39krHXartl2O/Kt13XkodU6HrHzEygkg4/xIkntB82a9O+cZXLftRSX6P0e/xWaplzAKMcaj4PUY/xeenWPLFmMsvPf4g7Q9jLY1yxioZhuF9/3IiIiIiIiIiIiIKFP4ZLxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRlVAqHUAQdXYegq4blQ6jIhoaoujqilU6DF/Jp0/Gjq0tUzTeOjsPYdSomkAeuyCPuaDGbsVdyXE7WJ4Nat8eLu53bn4es4D/j5/f4wP8H2Oh8XHMHj7GODSqJc+WQxCOZ7rhHLNfxmyQjgFjLY1y51l+so8KoihypUPwnaD0SVDiTBfUuIHgxh6EuIMQYylwv4PN7/vh9/gA/8fo9/gKFYT9YYxDIwgx+kUQ+4oxV16Q9oexlka5Y+VkHxERERERERERUZXgZB8REREREREREVGV4GQfERERERERERFRleBkHxERERERERERUZXgZB8REREREREREVGVUCodAFFQybJAEkBHVwyQBRQAmqZXOiyirKwxq+kGZCFxzAYI883wVFtXg0g4/1Ktrz+J7oO9JYyIiArB3E00tFjL5sb+ISdO9hEVQZYFumIJ3LpmMzq6etHUUINlba1oiKpMqORLHLPBxWM3fEXCCuZdsz7v5TfcdQG6SxgPEeWPuZtoaPE9lRv7h9L5/s94+/v7ccMNN+Dss8/GvHnz8IMf/AAA8P7772P+/Pk455xzMH/+fHzwwQd2m2JfI8pXErATKQB0dPXi1jWbkaxsWERZccwGF48dEVHwMHcTDS2+p3Jj/1A630/23XHHHQiHw3jiiSewYcMGLF68GABwww03YOHChXjiiSewcOFCXH/99XabYl8jypemG3YitXR09ULTjQpFRJQbx2xw8dgREQUPczfR0OJ7Kjf2D6Xz9WRfT08PHn30USxevBiSJAEAxowZg87OTmzbtg1z584FAMydOxfbtm3D/v37i36NqBCykNDUUON6rqmhBrKQKhQRUW4cs8HFY0dEFDzM3URDi++p3Ng/lM7X39m3a9cu1NfX45577sGmTZswYsQILF68GJFIBOPGjYMsywAAWZbR1NSE3bt3wzCMol5rbGzMO67Ro0cO/c4GyNixtZUOoeJ03cDyy2fh5vs32d+JsPzyWRhTH4XwYUK1xmxQj11Q4wb8E3uhY7bSceeTZysdY7kELd+Uit+Pd761Qan343DX7/d+Bvwfo9/js/hlzA4FP8YYxNztx3508tM1mN/7ykvQYw7ieyp9zJbyGAx1/wRpvDBWb76e7NM0Dbt27cIJJ5yA73//+/jjH/+Ib3/721i9enVF4+rsPAR9mH4cduzYWuzdy6//BoBREQUr/+7zgCQBhgEF5tjwUukE1Nl5CKNHjwzksQvymPNb7NaYdd6hy2vMWnFXctwOlmf91relVki+qUb5Hm8/j1mg8HFbzP4czvsiCO8rv8dYjmM8VEoxZivBzzEGKXdXS54tBz+PuWyqJeZ8a9n09VSKc8yW4xgU0z9egjReqjHWoRqzvp7sa25uhqIo9p/dnnLKKWhoaEAkEsGePXugaRpkWYamaejo6EBzczMMwyjqNaJCaZoOCQNvWq3SARENwhqzCgBoBsdsgDDfEBEFD3M30dBiLZsb+4ecfP2dfY2NjZg1axZefPFFAOaddDs7OzF+/HhMmTIFjz32GADgsccew5QpU9DY2IjRo0cX9RoREREREREREVHQ+fqTfQBw4403YtmyZVi1ahUURcHtt9+Ouro6rFixAkuWLMG9996Luro6rFq1ym5T7GtERERERERERERB5vvJvqOPPhq//OUvM56fMGECHn74Yc82xb5GREREREREREQUZL7+M14iIiIiIiIiIiLKHyf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKoEJ/uIiIiIiIiIiIiqBCf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKoEJ/uIiIiIiIiIiIiqBCf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKoEJ/uIiIiIiIiIiIiqBCf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKoEJ/uIiIiIiIiIiIiqBCf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKoEJ/uIiIiIiIiIiIiqBCf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKoEJ/uIiIiIiIiIiIiqBCf7iIiIiIiIiIiIqgQn+4iIiIiIiIiIiKpESSb7vvCFL7ge33nnnaXYDBERERERERERETmUZLKvp6fH9fihhx4qxWaIiIiIiIiIiIjIoSSTfZIkuR4bhlGKzRAREREREREREZGDUoqVGoaBjo4O1yRf+uNx48aVYtNERERERERERETDVkkm+3p7e3H66ae7JvdOO+00+2dJkrB9+/ZSbJqIiIiIiIiIiGjYKslk3+uvv16K1RIREREREREREVEOJfnOvlAolPF/MpnErl27IEkSQqFQKTZLREREREREREQ0rJVksm/NmjXYuHGj/fill17CaaedhvPOOw+nn3463njjjVJsloiIiIiIiIiIaFgryWTfgw8+iGOPPdZ+fNNNN+GrX/0qXnrpJcyfPx933XVXKTZLREREREREREQ0rJVksm/v3r2YMGECAODPf/4zdu3ahe985ztoaGjAt7/9bd6cg4iIiIiIiIiIqARKMtkXDofR09MDANi6dSsmTpyIkSNHAgBkWUYikSjFZomIiIiIiIiIiIa1kkz2feELX8BNN92EF154AT//+c9x1lln2a+9/fbbOOKII0qxWSIiIiIiIiIiomGtJJN9S5cuRTKZxE033YRJkybh8ssvt197+umncc455xS8znvuuQef+cxn8PbbbwMAXnvtNZx//vk455xzcPnll6Ozs9NettjXiIiIiIiIiIiIgqwkk3319fW466678NBDD+GOO+5AJBKxX/v7v/97tLW1FbS+N998E6+99hqOPPJIAICu6/jHf/xHXH/99XjiiScwY8YM3HnnnYf1GhERERERERERUdCVZLLPMnv2bM/nzzzzzLzXEY/HcdNNN2HFihX2c2+88QbC4TBmzJgBAFiwYAEef/zxw3qNiIiIiIiIiIgo6Eo62WcYRsZzsVgMkiTlvY7Vq1fj/PPPx1FHHWU/t3v3bnzqU5+yHzc2NkLXdRw4cKDo14iIiIiIiIiIiIJOKcVKzz77bEiShP7+/ozv5+vs7Mz6ib907e3teOONN3DttdeWIsyijR49stIhVNTYsbWVDsF3/N4n1pj1e5zZBDVuILixVzrufPJspWOsFO63P+VbG5R6Pw53/X7vZ8D/Mfo9PotfxuxQYIxDw+8x+ukazO995YUxl1/6mA3S/jDW0ihnrCWZ7PvBD34AwzDwD//wD1i+fLn9vCRJGDNmDCZPnpzXerZs2YL33nsPc+bMAQB88sknuOKKK3DppZfi448/tpfbv38/hBCor69Hc3NzUa8VorPzEHQ981OLw8HYsbXYu7e70mH4Sj59UukE1Nl5CKNHjwzksQvymAtq7FbclRy3g+XZoPbt4eJ+D75cpeRTGxR6/IrZn8MZH0EYX36PsRzHeKiUYsxWAmMcGtWSZ8shCMcz3XCO2S9jNkjHgLGWRrnzbEkm+0499VQAwLPPPlvwRJrTt771LXzrW9+yH8+ePRv33Xcfjj/+eDz00EN45ZVXMGPGDKxbtw5f/OIXAQAnnngi+vr6Cn6NiIiIiIiIiIgo6Eoy2Wepq6vD7373O2zfvh2xWMz1mvMTf4USQuD222/HDTfcgP7+fhx55JG44447Dus1IiIiIiIiIiKioCvpZN/3v/99vP766/j85z+PcDh82Ot7+umn7Z+nTZuGDRs2eC5X7GtERERERERERERBVtLJvmeeeQZPPfUU6urqSrkZIiIiIiIiIiIiAiBKufLx48dn/PkuERERERERERERlUZJP9l3++23Y/ny5Tj99NMxevRo12vnnntuKTdNREREREREREQ07JR0su/xxx/Hyy+/jE8++cT1nX2SJHGyj4iIiIiIiIiIaIiVdLLvZz/7GX79619j8uTJpdwMERERERERERERocTf2dfQ0IDx48eXchNERERERERERESUUtLJviuuuAJLlizB9u3bsWfPHtf/RERERERERERENLRK+me8K1asAGB+d5+TJEnYvn17KTdNREREREREREQ07JR0su/1118v5eqJXNSQjLgGaLoOWQiEZCAR1yodFmUhywJJAJpuQBYSFACapjMmIg/W2OzoigGyKOvY5PuCiKg4lczd+QpCjFRd8q0rdN2AIQvWHz5QjlqQ9ebQK+lkXygUcj3+5JNPIIRAU1NTKTdLw5AakrGvO46Vazajo6sXTQ01WNrWijG1IU74+ZAsC3TFErjVcbyWtbWiIapWLKn7MSYioLJjk+8LIqLiBCF/BiFGqi75jjlZFtj5yUHcfP8mjs0KK0eeYC4qjZJ+Z9+SJUvQ3t4OAPiv//ovnHnmmZgzZw4effTRUm6WhqG4BnuiDwA6unqxcs1mlHKeT5YFDFmgoysGQxaQ5ZK+napKErCTOWAer1vXbEaSMQEYGFtJSeLYooqOzSSAtU++hW9ccBJW/t3n8Y0LTsLaJ9+q6HuViCgI/FRXZMMcT+WW7/siCdgTfdZy5tiUWB8X6HCvK8qRy4KQL4OopJ/se+6553DTTTcBAH72s5/h/vvvR21tLb773e/iwgsvLOWmaZjRdN1ODpaOrl5oul6SQS7LAgdiCdzi+O3DdW2tqOdvH/Ki6UaW42UUfLyG6iPfQxnT4eBvtihdRcemBFx4+vG4e+1WezxedfE0QCr1homIgk3TDTTURvCNC05CbVRFdyyBR55+p+x1RU4SMO/UCfjJg+12jr9yfgtzPJVMvjVN+nKf+XQD5p06AUvvfcFVH4/mX3HlNBTXFeWoQ0u1jeH+p8ElnQ6Px+MIhULYu3cvOjs70draiilTpmDv3r2l3CwNQ7IQaGqocT3X1FADWZRmiGuQ7Ik+wExGt6zZDI3VUV5kIWU5XoX1n3UCW3rvi/jWyqew9N4X0RVLFPWbvqGK6XDxN1uUrpJjU4JkT/QB5ni8e+1WSMx1REQ5hVSBy86bgp+u/x8svfdF/HT9/+Cy86YgpPro00iGZE/0AWaO/8mD7YDBHE+lkW9Nk77cRbMnZozVW9dsRm9C5yf8chiK64py1KGl2MZQXicGVUn3dNKkSfj5z3+Of/3Xf8Vpp50GAOjo6EA0Gi3lZmkYCsnA0rZWO0lY39kXkkuzvWSWTxImdaM0G6wyCoBlacdrWVtrwb+5GcqJsaGK6XDl+s0WDU+VHJtJzXs8JjWORyKiXHQNWL3OPTmxel07dB99CEnPUs/qrDmoRPKtaRQAyy+fZS83amTIc6x2dffzF+I5DMV1RTnq0FJsgx+gKPGf8d5888340Y9+BEVRsGzZMgDAK6+8gnPPPbeUm6VhKBHXMKY2hJV/94Wy3I1XpH774EyeTQ01EAKAj4o4v9I0HQ1RFSv/7vOH9bHqofzI91DFdLjkLGNLFhLACZZhyTk2IUmAYZRtbAoB5joioiJk/8Vwab5iphisZ6nc8q23NU3HMUfUOZYTnmP1L4fiaKgN++Y95TdDcV1RjmukUmzDL1/RVEkl/WTfcccdh3vuuQc//vGP7TvwnnvuufbEH9FQSsQ1SJoGxTAgaVpJv79BkSUsXtDi+u3D4gUtUGT+2UO+NE2HpOmp46UXlcyH+iPfQxHT4fLLJwzJX6yx2dQQLevYZK4jIiqOX74eJBfWHFQJ+dbbQkj2cgqMjLF65fwWPLVlp6/eU34zVO/xclwjDfU2gpCDS62kufzgwYOoq6sDAGzatAnPPvssJk2axJtzUOBJmoGG2jD+9qKTEQkp6Isn0VAbhsRPXpWVdQJL/9JZBcH9hbRfPmFIBDDXEREVKwg1SiU/OU5UCE3TMbo2hJu//b/Q1d2PvxyKY8Pz7+Hisyf76j3lN8P5uuL/s3fm4VGVZ+O+zzJLliGZAAmLgIhsQtAACbK5sLVVWZSvJdQKURGFVvmsX2XRKm4grbaftnVBrIC1gP1piyhtcWk/WZSg0LIUkKIVFU1YJmGyzHKW3x+TOWQycyYLmWQSzn1dXpKZOXPeOec9z/s8z/ssbUEGJ5qEOPv27NnDnXfeyalTp+jduzcLFizg4YcfJjc3lz/+8Y98+eWX/OhHP0rEqS0sWgRV1UizSfTMcVnKUSvSXhcwVdUQqBHQqn7eLEgWyUdtWdeenjELCwuLRNNWHGlhnaNzZxcnTngtncMiaQkGVBySSKcMJ26Xg7nTcpPymUo2zle7or3aiY0hIWm8y5YtY968eXz44Yd873vfY+HChbz44os899xzrFmzhtdffz0Rp7WwaFFaK63OIpJkSL21sGjPWM+YhYWFRdOwdEULi+bF0kksGsP5Pl8S4uz79NNPufHGG8nIyOAHP/gBmqYxYMAAINSht6ysLBGntbCwsLCwsLCwsLCwsLCwsLCwOK9JiLNP18/W8pFlGafTmYjTWFi0KpIkoksipZ4qdElEkhLa78aiEYTvjSII1r2xsDhHrOfJwsLComlYuqKFRdOQJBGP12fpHhaWHnoOJKRmXzAY5LnnnjP+9vv9EX8ripKI01pYtBiSJOKpCkYV/HSn2s678OBkw7o3FhbNh/U8WVhYWDQNS35aWDSNs8/OduvZOc+x5Oi5kRC36IQJE/jkk0+M/8aPHx/x94QJExJxWguLFkMBQ+gAlHqqWba6GMuN3fpY98bCovmwnicLCwuLpmHJTwuLpmE9OxZhrLlwbiQksu+Xv/xlIr7WwiIukiSiQIt021E13RA6YUo91aianpiHyqJeat9/695YtDfC87vUUwWS2GLdxKznycLCwqJpWPLT4nykOewx69lJLlrSxq6LNRfOjWa/RiUlJQ36XE5OTnOf2uI8pqVDfCVRINudEiF8st0pSKIAqh7nSItEUPv+z5mam9T3pjUXTIu2SWumMFiyzsLCwqJpyKIYU37Kogiq2ooji6S1NpMs2h+N1VfMdGJL90geWjuNtj3Nhdp1KFvKBmz2NN4rr7ySq666iiuvvNL0v6uuuqq5T2txntPSIb52SWBJUQHZ7hQAQ/DZJSFBZ7SIR+37/9p7R7hrRl7UvUmG3Z/wgrn4me3MXf4ui5/ZTmVQBUmyis5amNKaKQyWrLOwsLBoGqIECwoj9ZEFhXmIUisPrBaSJFIZVDlW4qX0dBXHSrxUBlVLF7FoEo3RV2rrxE++sptjJV58qg6SZKp7JIMuf77R2mm0MrT5uSBJIkgSPlXn6JdlPPnKbhY/sx1PVTDhsrbZr9PevXub+ystLOqlpUN8VUDVNeZNH4LTLuMLKKi6RvLs054fxErdPXzMw8ubDzJnai4XdnUlVfRc3QXT7XLi8fp5av2HVtFZC1NaM4XBknUWFhYWTSMQ1Fj7VkgfcaXa8FYFWfvWQe65cWjSGKq6JOA57efZ1/YaesiCwjxSO6dhCXqLxtIYfSWsE7tdTm66ZiBPb9gToQt3dNn5+V1X4A+oiCLIUtuL5GoPNKcO2pTsJlXVcKfaWD5/dJvMiooVGXnXjDxe3nyQZauLWT5/NIncPm/2tcZutzf3V1pY1Mu5hPg2TfDorFjzUdT5ls8fk9AH1uIs4d3oktNVdO2UHnH/Dx/zsGrjvpAAVZPHMVF3wZw+ri9Prd8TtVuWaMFv0bZozRQGS9ZZWFhYNA1ZDKVsLVtdbLyWbGm8iqpH6SFPrd/DsvmjE9PF0aJd0xh9JawTz5maazj64Kwu/Pj8MVT4/Dz6251RG+KAVRKnhWguHfRc0oFVVUOgxnGl6gmx6xJVZilWZOTTG/YwZ2ouy1YXJ3zjPqFyXNM0NmzYwD333MOtt97KLbfcYvxnYdGcNDXEN1ZaZUNCalUN010Oi5ZBlwQ83tBu9C9/vzsqVSYZQ7zDC2YYV6rNmkcW9dKaKQyaHlvWabo1Ry0sLCziIdsEFs3Oj5Ddi2bnI9uSZ6tEM4na0Sy/iUUTaIy+EtaJzXRhRdMNR1/4tWWri0P6fxNsN4um0Vw6aGunA8ejqf6AhmAWGelKtZ11miaQhNoKK1as4O9//zvTp0/n2WefZd68efzhD3/gmmuuSeRpLdoBjfWuq6pGR5ed5fPHoGoakihilyAYiO/7NxM89UVWSZLJLockkBRSq51is0sENVBUDUnF2I0u9VSz9q2DzJs+hO6dXUgiSbnLF14ww3POF1DaTdFZi8ShqhqdMhw18i0kEx02gYAv8cJG7jUpkwAAIABJREFUNNnRFUUBkuvxsrCwsEgqAkGNDW8fjkjj3fD2YW6blps0UXPmTUQEK43XIoKwbaZpOqIogqCDHqlvNyblMqwTe7w+Ez3DJLBCbZrtZlE/te1vj9eHzS4RUHVcaTaWzx9Tc++bZmMloiRNczUXaqo/oEFjNNGjfQHFcJomUtQm1Nn35z//mVdeeYUePXrw/PPPM3fuXK6++moeeeSRRJ7Woo1TOz0zXCMqJyuVNJtk+gBLksgpb6DRocHxdjTj1U+WRPjx94fxi99/bJzvx98fhiRa9m+isNklvD7FmBdZHZy4Xc6I1N2HVu1k5eIJSZW6W5u6SpDdJnJfUQGP1Zm3iRb8Fm0Lm13iRLmf5bXmyeKiAjq57PVuaDQH984ajrcyYMhjV5pVrsPCwsKiPnQdyryBiNfKvAGSKTBaQo/SQ+4rKkAiMalyFm0Ts7pjm7YeZeakARH2Vn0pl2EHjV/T6ZBqJyvDEbERbujCJoEVqqa1Wh3j9kzdezxiUA6Fkwawfsshxuf3IiPdjtvlwC6JTdI9m7skTXN2CU5kbey6gR7hcWa67AiqnvDAlIQ+E9XV1fTo0QMAp9OJz+ejb9++7N+/P5GntUgAzeU5bwi6JHCmLBhRLPjH3x9GakfZ1APSVI+8aLKjKdazoymoOh3SbBFF6zuk2RCsaKxmJdyiHFkkqIEghO7m6jf/hcfrY0FhHmvfOsjhYx7g7G60RGLqLjQHtZUgLaCS2YaLzlq0DAEV1m85FBEdsn7LIeZOG5LwXWxZFFAUPUoey6JgGYJJSCCo0rmzq1HH+PwK3jPV9X/QwsKiUdhkkbk3DOZMRaDmb4G5NwzGJotogeRY51VVM/QQBAF03dJD2iFhfVoRhAbpmnUzrFSEuHXHGhoBZeagCWVnRerCqDr33zLCSOW9/sqLuHbMRQBWVkwdmqPeXF1benx+L9ZvOcTksX2imqc01qEW6kYrsmz+aIJBjZPl1by57VNmThqAXRIIIDZ67M0ZjZfI2th1Az2cDhk9qKK2wGY9JNjZ17t3b/bv38/gwYO55JJLeO6553C5XHTu3DmRp7VoZprTc94QVA3++PcjEYbtH/9+hLnXmxu2TfXI22wCi4sKoiJmbDYBJc4zqKoaHVJtOGwdjLThlkqrO18Iz7uvSk8zoHcWiqKh6+Cwydx2/WBe+ON+nlq/h3nTh/DQqp3GbrRNglPelpuv50pLFJ21aOMIOt+d0A9v5VmD8bsT+oWq7iZ4wqiaHlMe3379kMSe2KJJ2G0Sk+/Z2KhjNj05FW+CxmNhkUhaciO6qdhtEjlZaYgCaLoDVU+u8cFZPaRzZxcnTngtPaSdcdaO294gvThWhNdt03K5e+ZQvFVBXnvvCIePeYy6Y42JgDJ30IyJ6ezp1aUDy+ePxmYTCSoaao3j5dE7RvHiG/vZeaDkvM+KaS47XdV03C6noe+5OziZckWfJjUSrO18lEURv65x4kQFb7x/1IgSvHXKYNKcMifKfEZX5sJJ/ejWKR2bJIWii2vGH8uZ6W/GaDyz6LvmmlO1bT23y8mJEy2ndSXU2bdo0SL0mlj1RYsWcf/991NVVcXSpUsbdLzH4+Hee+/l2LFj2O12evXqxcMPP0xWVhb/+Mc/eOCBB/D7/XTv3p2f//zndOzYEaDJ71nE5lw8503daai7i3DXjLy4n5clkRGDchif38swSN/d9TmyJBLPaxcM6k2KmGnttLrzAQUor/DRu3sG35yqMhabcGTRrGsHct+zO+jWOZ2ViycgiwKiBNVBDY/XZ6T4tsR8tbBIJJIo4g+oEdF1CwrzkAQh8WUDBGI7Gq3COBYWFq1IS29ENwVBFBCAktOVRhZIZ3cKQoILsjeWtuA0tWg6Znbc4/PHoEvREVW1P9+/p5vJY/uw5JntETbZy5sP4vH68FYFGxUBFSs4w+1yoqgap8/4oko3iTXjqqgKcqYyGFE+adHsfOZOy8VbHSQz3d5ikVLJRmPs9Hh2jt0mMuvagRH21uLZBRElk8LfH8+hFks2PzBnBCkOmRkTB/D4mrOvL73tcqp8Cj+5aTjpKXZWvxnpwA13Xo4l6zNd9maLxmtMrcm2RkLrw/bp04fc3Fzj3+vWrWPjxo0MGjSoQccLgsCcOXP461//yqZNm+jRowdPPPEEmqbxk5/8hAceeIC//vWvDB8+nCeeeAKgye9ZmBMvai4eTe5soxPVgv3pDXsgzunsNpGZkwawauM+Fj+znVUb94VCg231ddXVuPiCTHp360DHDCe9u3Xg4gsy6/1tARXD0Rce4/LVxZyn60xCcDokeuR0QJZEctyp/OSm4fTv6abUU80vfv8xHTNSQinXgkCKTeBMVYB7f7WNucvf5dnX9nLTNQPp39MN1BT4FUCXRBRBQJfEqHmYyE5MFhbngqrqvPH+UeZMzWX5/NHMmZrLG+8fNXa4E4koCEhinWdFFBGF5DJWLSwszi+SubNjGF3To/RJVdPR69ExW5JwnexjJV5KT1dxrMRLZVC1dJ92hJkdF1S1mDpv7c9PH9c3pk1WOKkfd83I491dnzeqM2s4XTLMhPwe3H5DLj99fgeLn9nOs6/txeP1o0tC7YMQBRFBgDlTc5mQ34M5U3MJKhr+oIYr1YbtPJ6vDbXT67NztFqND8PfsXxNMYWT+kV8T7Y7JWRfSxK6LKJLEqoY+jvsTKwtm90uJ+UVAYKKSnmFj7tnDmVJUQFDLu6Ex+vnf9fv5idPb+XBlTuYPLaPYestW11MEFBipJAvW12Mpjai87MkxrUBoSb6TtWQdT1U+70dOPogwc6+q6++OubrEyZMaNDxmZmZjBgxwvj7sssu4/jx4+zfvx+Hw8Hw4cMBKCws5C9/+QtAk9+zMKeuYIZanvM4NFUR03STphlxKhr7gxrraiL0wsbwui2H8AfjP6ipTpnhl3ThvmdDgu++Z7cz/JIupDrjtecgbnFYi3NDkkScqTYqqxVOlFXzn6+9vLBxH4Ggyh035BqLgK7p3HdzAU5ZIKDqMWuJzLp2IEuKCvjfH1+Jt9J8gQstTrEXk7rztSELhoVFsyKEop1rb2ZMHtunxaLrtDppZ3X/trCwsGhpmroR3ZIIgFLHYFRq0rmSBV0SonRlf1CLdLZYtGnM7LjjJyti6ry1Px9O061Nqaea7p1ddO2UytxpQ+josjfYMRJOl8x2p9C/p5v/GtePx9fsihjHU+v3oNRsZiqKhsfr54GVO1j4622s2riPaVf1IT3FhqbplJyuxB9QUXT9vNXH67PTw3ZLkPh2uWJi23btlB7hUFt62+WUVwR4/k97+fpkFYuf2cZty95h0TPbKKsKIgiRXZSnj+vLG+8fxSbLPPvaXhY/s513d31O4aT+yJLInKlnbbunN+xh+ri+xrlPeKo5WV4dc1yKptEh1c7P7hzDi/dPZPn80TEjuxsbzNHe7LyEpvHqMZwzVVVVRpH9xqBpGuvWrWPcuHF8/fXXdOvWzXgvKysLTdMoKytr8nuZmZmNHtP5QlPz2JtaR08ShZgpuZIoxG11GzP1t56p5g9qMSP0lv9wTNxDZSl2Yw9ZEkiqbeU2hiSJ6LJAqccX1fHrjfeP8u2RFzJ9XF9WbdyH3Saho6OpumlaQIrDxlPrQwWEV23cFzPEXa5ZBPxBtd752hbShizaJ5u2Ho0oN7Bp61HmtkDdPB3w+aNTiJPHnLawsDgfSWRB9eZCI7b8TC5tQaDKF4wao9vlaO2BWTQTZnbcs6/tBaB/TzfTx/XFlWpDBxySYHw+nKZb9zn76oTXqJfdUD04HPXlSrOxfP4YAFNHTtiFUFbhixklVjvVdEFhHg67hCTFb67YXjG7v3ZJIIiET9U4frKC9FR7XDvHTKae8FSxbP5otJr0VgGBpS9sY87U3Kioz8dqbOgVPxpDeUWA1947givVxvj8Xkb6brzU8MPHPLhqUnez3Sl4q4LGv+uO6z9fe1m1cR9Ligro3S2DU6cqYt7+xqY5tzc7LyHOvkmTJiEIAn6/n29961sR7506dYpx48Y1+jsfeeQRUlNT+cEPfsDbb7/dXENtEh07prfq+VuDzEydJxZcQVDRsMkiGWmOUMfaOHi8vphOO6dDxu1ymh7nrfRROGlAVD08p13E5U6NeUzp6aqYYebL54+J25nw61q7WsZ3eapRVZ2ucY47XV7NgsK8qMVGEgWyGtkJsSUIz9nGdmlsSQIBheqAgj+gmXb8ctplUp0CS24uYN2WQ+z990meWHAFTqIXgsJJ/YyFxWxnEkFAkEWWrd7OnKm5MReT2vPV4/UZBY7D37FsdTFPLLiCzllpMX9XMl/zeLT2uBsiZ1t7jC3FibIqbvzOQGRRRBQgI93Bjd8ZiCAk/hqUnK6KSut4av0els0fQ04LX/9kv98N1Q2S8XfUHlMyjq8uyT7GZB9fmHhzVtN0yiv9lHqqsDltDdL7WhJNi+zUme1O4f5bRtApMzVpxplM8tOMtjDG2iSTDdZWnnOItuNEIaTT9u/p5qZrBkYES9x/ywh6denAEwuuQKvJovn9Xw8ZjRUy0hz8v/c+AWrV//vhGHRZwiaLuFLseKsDETYjwPGTFXxz6mz9ym6d0ymvCJg67Tu60/nmVKXhIJo+ri89u7h44PkdUfP1kdtHgSyQnYT3pO6cTcS8qXt/XSl2vij1RsjHh28fFXGt+/d0c8uUS5BEEVXXsUsiS+deztKVHxrNMrp0TMNzxk+KQ0LVCDVJqQmwMLOtTpZVs/DX2wwnnihCRvpZR6NZang4MCPsYA47AAHumpEXFdDz8uaDkXaYyXUt9VSZ2oB1j2mKndcUWlJ2JMTZ99Of/hRd17nzzju5//77jdcFQaBTp04MGDCgUd+3YsUKPv/8c5577jlEUaRr164cP37ceP/06dOIokhmZmaT32sMp05VoCVRmkBLEN6NQRAIBlXKyqrq9XDbnXJMp52IHr8LjSzFjLZ7/Idj8FXFPk4TRdPU33jnkiTJdJGJd5wiCKx962BEpM3atw5yz43DYh7X2grBqVMVdOyY3qLdfxpDSqoNv6Lh8QYImETYZaTbqfIF6dmlA2UVPsbn96RgUFeCioqsR+9qdeuUbnyP2c4kuo7Pr1Dqqea1945ELSZLigrQg6px3RRBiDk2n1/hhC/2fU/Wax6P8Lhbc96aydnasghdbzcFdOMhO20oisaja84qbYtm5yNLYsLnlyY0TbY2Nw19lpJxztamsTKhpX5PeExtQWYl+xiT9R7HIp6cTfboBkkSkSWBedOHGM4DWRIapJ+2FLqJbqq3sPyMh6mM18zHmIxztqVJdjkUi44d0zlZVoXPr2C3idxXVMBpry/K8fLob3eyfP4YZHQ0VSMr3c7MSQOiMm6+KKkwuvKeqOXgWVxUwPothyIbLbgcnD7ji4ggfXjuKN7d9XmU7r1wVj46Oh5vNZIUyvYKZ2/dPXOoaXSaoGqcPl0Z8/lPljmbqHkTSj0V0GvsGkXReOUvByPu60ub9rNodj6Pr9mF2+Vk7g2D8flVFj+zLcJO//mCsXjK/RH3u/Y9fXDOCCPqLpZtVV4RMM759IY9PDx3FKJ4NijDzEmYkW5nSVEBrjQb86YPMSL9IJTdEurYrPGfr70R75V6qgkqmvl1NcnGI4Ycbqyd1xRaWp9NiLNv7NixAPzf//3fOafH/uIXv2D//v2sXLkSu90OwODBg/H5fHz00UcMHz6c9evX8+1vf/uc3jtfaEq30XDx3pLTVYZCVbtTkhkBRTd12sVDUWOn/yqqefqvaBJ6LNaT+uuwizx42+WU1vpt2VmpOOwigWrzWHBZFGu8/8UR55PF8zOE/FxITbVxplpBFAWWry42jbDLSHOQnmoDdFas+SjKAKnbRUkQzs6J4gNfs3BWPivW7oo4TgaomTuHj3l4eXPIgZuRbqdTRgpyrbbv0DbShtozkiRSVhXksVoKyH1FBWQmkQGaCIJBLaqmzeNrdrF8fvxyA82BTY49522SgFW6z8KifdKYtKfWQgHWvPUvxuf3wmmHoKKz5q1/MXdabtKMsam6aUsiSSZ6jVWWpl0hSSKff3OGR3+704ja6tY5ne5OV+zorPJqHDYJd6qNoBotD8KRWMtWF0c5eMK6/M4DJbhdTjxeH6lOmUBQNTq7lnqqeenN/cycNMCouZ6RbqdDmoMtH37G5DF9CKgadkni1imDuf+5UDSfmYOpzOsHICcrJWme/5bCZpfw+hQ8p/0RGWf33DiMKVf0QRQEvFVBXnvvCAKhJie9uro4fqLCcL7C2Xv34JyRUfd7+epiHr59FOPze7H9n8dZUBgqr2QWcRem1FNNeaUfV5rM0tsup+R0Fe4Ozpj3sFNGCjabwG/+8E8mj+2Dx+sz3ps5aQAyOohCRFmm8Ps2WURRYhvgsdKc7ysqQJIEApoQ4Q9pj3ZeQmv2uVwunn/+eTZu3EhJSQk5OTlMnTqVW2+9FVmu/9RHjhzh+eef58ILL6SwsBCACy64gN/85jf87Gc/48EHH8Tv99O9e3d+/vOfAyCKYpPeOx9o6k6tLgl4Tvuj6nmkdk6L69hS1NiFPuM57YAI738YQzmKc75YAqc+ia/poZDk2r9tyc0F1LdpKBEKa3/spVqC4+YCJHTL19cIUlNtfFPmY9lLxTw8d2TcCLsUp8TLmz9h4oheuF1OI6rS4/WR6bKjBVQEaoSaqqPLInfNyGPT1qNcNawHr75z2FAm3C4HKTaRYEBFlkRjETh8zGPUf6jr6IOm16+0aB5UBMPRB2frgzw+P/4GQnPRlM2S5iBeQ6CELuKALIssnl3A8jW1dnhnFyDLIsGgNestLNojTa253KII8N0J/fBWhpwMNlnguxP6tVjjooahx9ZNkwiHTYyp1zhsIgET49mi7aGA4eirnbYbjtKKFZ21auM+ls0fg2aig7hSbYwYlMOtUwaj6fCbn4xjx96vGHBhFjlZqaxcPB5/UOWRF3dGOYMOH/NQ5g3gznBy65TBeLx+yisCvP63I3z/WwOw20XKywLcv3oHP7lpuHH+WDbCwln5pDgkXv/bv/nehH7JI6MSiCSJqAgomo6uhtLx6zrunnzlY/67cCiLn9luZISkpdo5UeZDFAVystJi3lebHDu6zVsVwCYLTB/XlzOVAe6YfimqqrFs/mjKKwI47TJrNx8wIu4gNJc6ZoRKIXmrQrVB3S5nVCmsxUUFOOwiVT6FnQdKKPMGmDM1l86ZTuw2GZssoAD2WvUka8urjDQHp3zBmNdKVbWIgBBZFPEFFe791baI73DX1Apsb3ZeQp+HJ598kuLiYu655x66d+/OV199xfPPP09ZWRkLFy6s9/i+ffty+PDhmO8NHTqUTZs2Net77Z2m7tSqKnz0r294cM5IJBFUDd4p/g9dxvRJSBMLp11icVFBzJp98aLtmlLAPqhoLHupzjV5qf4GHaIkIMtiZPqILCJKAmpblQYtTGqqjUr/2euvaphG2AU1lWUv7cLj9XH18B5R9UWWFBXQ0WUnGKh18fXQnJh1zSAeWvUBpZ5qyrwBo8uTlJGCLIkRi4CmhXa5BTHUvEWWpJADt8ahU3fBaEmHj4V5pzClBQzQ1kxrk0xkaUtEXgSCGuvfPhQhW9e/fYi51w9JLpvawsKi2WgL0Q2SKFK3358ghF7XkiVsDqHVmis1lEBAMyKrwmNct+UQt09LnjFanDthB37dpgrrt3wS5XipXQ/NW+nHYZdjyoNsdypzpuVyurwaTQNfQGHUpd1Y+9a/jBTeULOXs9F84YjA4gNf81/j+vHNyUoAwyF0w9V9kSSBM5VBlq8uxu1ykuqwGecP2wjzpg+hS1YadpuEqmsoqsroS7sllYxKFHWzXJ5bNI4Lsl3cPXOoEcEXTq/ulOnkkdtH8rs/H+LxNbtYOHs4PXNc6JqOTTbRLcXYr6en2Pn5y7Uyq24uwN3BwU+e2orb5WTWtQOZMXEAnx0/E6EnBxSVklNnnZGlnmrWvhW6h907uxAEKD7wdc39E43mHsUHvuaqYT1YvmZXlL1X1w6rW6e17uY8gKBqyICOztIXPoztD2mHdl5C7aPNmzfz+uuvk5WVBcCAAQO47LLLuP766xvk7LNoXprcHVcSuHJoD8NhEn7YJElAi+PYctjFmE47h13EH2e3MBDUeH/3F1HOxclj+5geY5PFmPUB44X1QqjAc6xromk6kvlPI6DCQ7UEBYQEYUuk1bUF4kVASZKIzSFxqiKALIrG4rRj71dGLYlwhN3iogIO/ecUP39ltzHvqnwKT23YHSGk1205xG3TctEFAbHmfAAzJw2gojpAqac6ZhHi8KIRUPVQPQ1BwFPhi0gTrpsmqqpaRASh5dttOUSTTt2iSMK33FozrS3NRJam2UWqEhx5oao6Ow+UsPNAScTrt05JoggfCwuLZqWtRLHH6nSbTMiSwIyJA4xmYaHomgJkSUBNkhRZVdcp8wYiXivzBlD1+HqwRfISSwfXCdkpdeulHT7m4W8ffcHy+WMIqhqqqrNj71dMH9eXjhlO0lJs/HnHZ1HRdAsK8/jZyx/h8fpYUJjH2rcOGv+eckUfdh4oodQTap4RTveFkO7UOdPJNaN788DKHUZKcUa6I9RYIs3Ofc9s55E7RhlRiO8U/ydCHnm8PmyyxP+u38M9Nw7D4/XRMSNUqzvZZFQiUMBw9E3I70G1X2X56rM2ethZ6/H6jI61d83Io9oXwJViN6IoD352Mkq3vGtGHm9uO8qi2QURcmtJUQH+oMKcqbmGM3HZS8Usmz+aiQU9Gdi7I0+t34Pb5WTe9CF07ZTOCU8V/qDCstW7o2otHj7m4aFVO3l+8XiqfAoFg7pS5VMMJ1y2O4WH5o7iwZU7TJ1yZnZYfZvz9flD2pudl1BdXVEUJClyqZAkCU1ru97RtkxTd2o1TY+961fPzqTPr7G+znHrtxxi7rT4ESG6AFfkXUCp52zHpivyLoibmqFpOnabyNLbRiIKofRcHb3eIr6iYFJPpe52cR1aM60u2YknZAF0m4AvoCGLIsdPVrB+yyd4vD7umpHHxwdLWHrbSCRJQBZFnA6RjDQ7LyyegN0momo6qU45YrGJ1cL9vqICslx2Ml12VDV0T2N1f1q2uphH7xhl1AKJtQv5WJLVKTqfsdtEZkzsb9SvC6cl2G0iSoJ33cw3Bki4QeRTdGRZiJBvqq7hUxK/ey2JAtdfeRETCi6M2HyRrPqkFhbtltpR7MnaDElRddMusmIrjy2MrkN6qsxj80aj6zqCIKCjoydR4JFNFpl17cCIyK4FhXnYZBEtkDz326JhmOrgLgcPzR2J54w/wu7p39PN1cN7GE0arr/yIq4c2sM4fsSgHG6ZMhhRFFhWkwFzsqyaNW/9y0jXDD13owkENcq8frKzUozxhNN9w2S7U+iQ5mDxM9uiUorDG5lDLu6EABRO6semrUeZPLZPRF2/rAwnp8t93DJlEJIokJZiRxAEbJKAej6kVwkYKa4d0hycLK+OsIue3rCHedOHYJMlI0Lz44PfcOXQHhH2zl0z8nh/9xcs/+EYTpZVEwiqCAI1zQ8VHr1jVOhk6Lz4xn7KvAEKJ/Xjv2fmcbKsmt/9+RCnyn3kX9KFdVsOGXbTQ6t2ku1OYc7UXGRJrEkBjl1r8fiJCmyyxLq/HmLKFX0i7K8zlf4m2dr1bc63hcj15iSh6+HEiRP54Q9/SHFxMV988QU7d+7kzjvvZOLEiYk8rYUJ4Z3abHdICEc0KYiDDkwe2ycUafXMdlZt3MfksX3Q6/F+qJqGK9VO987puF0OundOx5VqR63HAScLArJNJCcrDbfLQU5WGrJNRKrHAVfm9bP0hQ+4Y8V7LH3hA6NYa1yEUK2/2tfkrhl59T4Z4RDn2hiC4jzHTMjqkoDdIeEpD7DoN9u4/fF3efa1vdx0zUDcLidPb9jDxT0yOX3Gx2/f2E9QUSmvCKW8IIAvoPL5N2d48pXdrNq4j5uuGUj/nu6YTrzHVhfjV3WOn6iirNLHg3Mu58KuoRD3JUUF9O/pNj7r8fqjjIVwqm/4tfrmrEXLoAT1mI0qlGDi749o8szXTR1IBIqq8bvNB/mytAKP18+XpRX8bvNBlBZQSpwOkStqIrvvWPEeD636gCuG9sDpSBZz2sLCIhGoqoagamS7UxFULakcfQCaHnsDRk8iT5oAeKsCfFnq5VS5jy9LvXirAlHpx62JqsV2mlp6T2IJdU8VUQQBXRKRpOZZU8108E+PlwPQpWMqD80dyYNzRtC/p5vCSf2M+9+/p5tJl/c2ju/f0820Ky/mp8/t4LbH3mHJM9s5UVaF3R451lJPNRXVQb4srQhlfWk6E/J7ACE9yRdQjH8vmp1vlGSJpb8vX13MjIn9OXLMQ48cFzdPHszTG/aw80AJy1YX89s3DlB6uoonX/mYhb/exuJntlFRFUQSBSTa/5yVJBFvZSirpdKnsPiZbSz89bYIu6jUU01OVppRG7HufQVwu5wEFZVvjeyNruvsPXKCTpmpyJKItyrI63/7N1U+BV3Xuf+5HZR5A9x0zUCefW0v81a8x69e/Qezrh2IomosW13M+PxeEeMMO3l9AYVsd4pRa7Guvb1+yyc8vWEP4/N7Rdlf5RWBJtna8SL3oOn+kLZKQn/XokWLeOqpp/if//kfTp48SefOnbnmmmtYsGBBIk9rYUKT643pRAnjpzfsYXk9RfGdDplrRl8Ukf67aHYBToeE4otzTlEgGNR5ZE3kcaSZP9znssPblHoqNptgpJzWjjCy2QTO93rGsYTsxIKeOGWRSr8W1aG5dkevbp3T+e0boe5c5ZV+bLLE2LwLuO/Zs1F74fD0pzeEdhIVVY/Y0YLQIqaoOpIkkJnuoKIqyEOrzoaG3z1zKKvf/Bcer8/oIBYm1i6kLIro6O2mfkNbxbwV/LPmAAAgAElEQVRmn5b4RVowKbQutISjUWDy2D5R526J9GVfIPqZXb66/rqmFhYWFolENinrICVRp1uN2KnGyeRHU1UTw7ieZnptjdZqsGU2lkTVADZzdKSn2jl9xhcRwbn0tstx2GR+ctNwUh02HHaRU+U+4/jp4/ryy3W7o2yredOHMH1cXyM1d8SgHFRVN7qkhptmeKsCzPzWADLTHaxcPCFUE1sAXdd5cM4IunZMi6m/22SR7tkuljyzPSr9c/q4vlH23i9+/zHL5o/BRvsn7MytW3uxtj21auM+7DaRBYV5nCqvRhQFqnzBiGjOWBGVq9/cb9RavGtGHuu2HKLo2kGUeqJrPYbnwp3fu4xST7VRczFM2Mmb7U41GloatRY7pnGyrNpwRgK4Um24XU56dnGxfP5ovFVBTngqm1ROor7IvfOt/npC5Pibb77Jddddh8Ph4N577+Xee+9NxGksmoAohVOvdEBAlKi3oYRqsnuq1VPPI6hoRr5/+JjH19RvJCqKxoY6BeE31FMQ3jTFTtfjOvtkUeD6q/ryi99/bAiSH39/GLIoxBUkelAjPdUWkVYnywJ6sH0KisZQW8j27+nm9hty6ZKVQoVfNb1PrlRbTfMWkVunDObVdz7hu+P7hTqB/mabqXPwVLmPhb/eFuEEBJh17UAeeD4Uqv7EXWP5WU1B2fB3/HLdbv67cCgOu8Sr70Q2Aaq7C7nk5gJ0dI6VeI2U45ZqzGARSWuG3gu6wOdfl0ekYxUf+JpuHdMSel4IpYLF3HBpAYebatJV3SpZYGFh0ZqIJvXwpGSqh9cGUo1lKfa6Wl8zvbZEazfYqutkTGQNYDM9KdVhM5orQMip5vH6eWr9hxHPj6JqxvF16/uFx+q0y6Q6BeO7b50y2EgPDX9mxdpdLJs3mq9PVbLur4eYduXF2O0i2/Z8xRVDe0Q4wGvr7zdPHsRnx8uN971VwQinfka6w0Qn0RDFZHmqEkfYmWt2bzLS7Syanc8Lf9pnOO4enT8KSRB5buE4VA0qqgM8+crHUZu4c6bmGrUWw7aWUDOfTOeCQzbeHzEoxzjn4qICBEHn6Q3/INNl59E7RiEIAqIgsPJPeyPqQGe7U1BULcJ2C3/H/+3+wkjfdrscpNjEyGaMMWhIzdn2VpcvHgnR1R944AGuu+66RHy1xTlgs0uc8gaiJn9UF9M6yPEM7DhrpOluYb1Gos4NV/c1BFG2O4V7bhwW9whTZaWeMepAWqocVQurIW4DRdEoOV1l1BXMyUrFYbPKGYeF7Loth5h97SWhLkwen7GQxLpPvoDCfTeHilaXVQTwVgXQ9VD6YjznYDgqL7ww3fm9y0K1/VRC91QUsNnECMdxeAexU2YKf97xKTMnRXaOuu/mAjqk23lhyQR0PVSnovZO18ubD7ZYYwaLSMw7dUv4qxOrsNvtIpf1z+bLUq/xzF/WPxt7PV3Cm4OmNhJqDkw7ASdR9IyFhcX5h6rosTeUk6hRWltINRZFgYWzh3OmImCsbR3S7Yii0G5EfGs12IrlZLzv5gJSnbEdJ82xiRbL0XHXjDwCQcXYhJ8+ri89u7gMx0r4/I+vKea/C4caWQxmddZ8AYWeOR1YuWQC6DrVfiXm7zlRVs2vXv0Hd83I40//92++PfJCJhRcaGR8hT8Xdiylp9j4xe8/jojmKz7wdUSt5gfnjIg5pjKvH7fL2e42IaOdxSF71+zeZHVwsmrjPsOZNrGgJ5VVSoTe/PDto0xtq/D8cKXa6OxOQRAE7p451EjHrXu+NKeNu2bk8eIb+7l1Si43Tx6MpumUef10ykyh6LpL8FYFefGN/cydlotdgsI6dtei2fkAUWV6wnZjOII01Aiz/mf2fIvcq4+EPBPJtIhZnCWoxV7sHv9h/HRch12M6SGvr6uuaRROPcVKBISoHYcnX/k4/jgFuHvmUCPcPJyqWZ9EUDWdispg1HGpDlv86EOIaNsd/m2WA+iskL3ze5dR6VNw2WSj8G+4ZkPd0PGsDAfb9nxFwaCuHPrsNDMm9ueBlTviOgdr7wRCaJ5065yGtyrIspfOFhaeOWlARGrBXTPy2LT1KKIIl+d2Q5IF5k0fYii5NllEVHVEARY/uyOmQrJsdbEV2dQK+AJNa/rTHChqSHmpm46V5kx84ohoIkvFFnC4yVLskgUt1U0yrOiWeqpAEs9rhc3CoiVJ9mdP03XcLmfUZl59WSctSVM3y1sSVdMIBLSIte3umUNRdb3d6LP1dd9MFLGcjI+9VMzS20aaruk65+aYCOvgj9d01z1+soKXNx+kcFI/RgzKMUqC1E2PDY8vOysFVdV59I5RSKLI0rmXs3TlhxF6j8MucabST7VfZeP7/zbV1b1VwQjd2WmXkURinrdnTjqCKBjRfOHvKxjUNcIJtH7LJywozItIRw4HGMy9fki7iUaF2M7iR+eNYnFRAeu3HIqyp0KZSBiOvgn5PRiX3zMqQ+rrkxUx75eialHpvQsK83Cl2cnOSonq0HvXjDxkWTRssYrqYMT7i2cXGCWTQmVvIKDqUXr8hrcPc8uUwaYOyNp/N/SZPZ8i9+ojITJO0zQ+/PDDuE6/kSNHJuLUFnEwi5JS6qnL4fNrMbvx1mdgy7KJkSgLcVOHFZOIQCXOA67rod2fB+eMjOgYed3YPvUqK3XrUfxy3W6W1+MAbS3Foa3gcEgoesjXWrtz8eFjHl7efJA5U3Pp2cWFrsOWDz8j/5KuXNQ9k1Ub9zFnaq5Roy+Wc3BJUQGZLgdV/iDTx/XltfeOAKGuXYqq4znjM7o5jc/vFaVoPb1hDw/PHYUoCqQ6ZX63+WBUOHl4NyheVGF77dqUzKiaxs4DJRH3C+DWKYmv2aeoGm+8H1nf8433j3LbtCGJT8eqaSQUXS8w0ScOyeOte75skmw9V1oz9crC4nymLTx7dpMusnZZRE2SLrI6esyN6FAhnSRBF2LrwfXU5W5LNGcJkMY4wc30SH/NhnVdp8rPX/7YKBWT6bIj1NQXayzhY5ySSM8cF/fcOBSbLVQm58U39jNnai7uDs6oazJiUA4VMZ77+28dgSyKiKLAqfJq/vDOJ0Za7ZQr+iAIRDngam/Il3qq6dnFhabpppuX5ZUBMtIdjBiUQ4pD4qG5I/nmVCXpqfaIzx4+5mHtWwd5+PZReM74jEjU703sh9QOolFrR/LpCFE2zFelFfzlg/8wPr8XaU6ZB+eMxBdQyEx34A8qfFXqJdudgtvlZMak/gSVaNt//ZZPooJ4Fs3OJ6ioPPlK7BqNclZaVImtTVuPMj6/F4ePeXhwzggeX1McsQFTVuFj1rUDue/ZHUatf81Ej7958mBTh3Htvy3bq/EkxD4KBALcd999ps4+QRB49913E3FqiziIohizmLEoCsRzeauaxsUXZNK7Wwd0XadTZgoXX5BZf+trVWfD24ejvPfxau+FxknsccaJCEyzi0wY0YvS05VGhNaEEb1Is4tUxYk+bGp6nBSvMPR5LoRSU21UKxpqzXWQJNGo4wChhTrs1Av/P6uDg2q/Qpk3EFEj7PAxD3//+AseuX0UghCKcCqv9PPsa/9k8tg+vLvrc267fjCKokfUXbx75lA0XadjB2fM+yuI8Pu/HGLvv08aNSpqvx8O+zaLKmxIgViL5kc2SSmVJZFEd8YRBIE503IREVC1UIfK3t1zEVqgSQY6MesFdu2U+HqBoDNsYJeIRkst5mgEDnx6Mup3Xz64a/IYyhYW7ZDWSntsDKqmx9yAub2eBmsti8CnX5VFybDsrNTWHpiBWapxMkVInisysPS2y6NK78TT42LV2gMa5AQPHytCTJ3lRJmP1947wpypuVyQnU7J6UrWvnW2WcGy1cXMmz4Et8t5Tg722tFNuhqyXcKRfW6Xkx9/fxi/+P3HuF1OCif1o0dOqClG7XRff1ClU2oKb247ysDenchIt3PrlMEEFRVBEJFEgVPlPta+dTDi99RuvpDtTuHYN15WbdzH8h+ONs4bzsC5bVouELLJwraBUW/ujlEx7a1j33iN9M4nF1xBIKihJVPnmyZQd5NlxY/GRD2bTrsc01m2+oFJeMsDdO+czqN3jELXQ/Pvy5ooPrfLaaTn+gIKrvRQHb1qv0LJ6Wq27vmS68ZeFLPsUWa6A4dN4ubJg/n6ZIURrbegMI+1bx0k251C107puF3OqMjARbML6N/TzeFjnlAdfZOyW+UVvqgyPYtm57Ph7cPGZyzbq2kkxNmXkpJiOfOSEIdNpHDSgKh6Vw6bSDBOqF2qUyb/ki4RHVGXFBWQ6pQIxKmTpWl6TIE0Z2p8BcJpl2KO0xmnNpZPaVqKXdzdvjhrq10SYo7RLgkEz2MplJpq43RlAM8Zf1SIPRBV+67UEyomqyOw/u3DzL72EpwOmQfnjMBpl9F0HVkS+Wmtgq0LCvMonNif9W8fZnx+L7yVAeO+w9ld6XnTh3CsJHaoepnXzzu7vgAgI90e8RvC99+swOu57LZanBuSKETtHi8ozEOqp6FOc+C0i5zw+KLmQ2e3E3+CH3q7TeSSizpFyODFRQXYbSLBhLf/FkybgyQam8nvttlEFOv5s7BIGOYboSSPA0iAaVde3OjyLS1Jij22DEuxi/gSLrsbhlmqsSwK6O1IzAaDkanK9xUVgEmdbbPI1g6p9nqd4LWPdbuchs4SdqiFO5FCyKm34kdjeGjVTvr3dLOkqMBwtGSmO5rNwW6zSwS1UEPGoKLidjk5fMyDqmksmp2PKIQiyO6eOdQYc4rDFpmSWVTA+7u/YGDvTgBkpjsIqiqyIFFeEcDjDelH4U6vHq8PIErnL/MGUDWNedOHkJnuQJZFSk5XReh1d88cSpk3wOFjHv6847Moe2vR7Hw2b//M+P5T5b4aR2Ly1OtsCnU3WcorAlHPpi+gcP2VFzGh4EIj2+I/x8uo8gdRVN1olBKes+mpdu6/dQTeykDENb7nxmG8/rcj3DplMNlZKaSldOFMRTCq7NHHB79BB6McU+0Mq0BQY860waQ6bFRUBSic1C9KX3x8TbHhwP2y1EuKw8a9s4bzs7UfRdlWEkSkn2/e/hnfHnkht0wejE0SkbBsr6YgLV26dGlzf+nzzz/P7bff3txfmzRUV4eaB7Q2kiSi1Ri5giSGFuY4A9MQWPrC2aKolT6FPYdLGTe8R6gzhQkqAg/WOW734VKuHhb/OEES+XDf11T6zhZQyHanMHFEL4Q4xykIrHnrAP81rh/XjLqQwX06sWnrUS7rl216nApGnbbwGPcfPcnVw3sixLkmkixxab/O/PPICSp9oeKj//ODYbhS7ehxBIqKEFGzL3wtrx7eI+b50tIcpt/VElRXB0hNtVNVFUjI90uSSEqKTIVf5fiJSn79h39GzZeFN+Uz+tJuDLqoE+u3HObwMQ/Z7hSuHd2blzbtZ3x+L3rkpHOmMsAv1+3mja2fMvaybjy94R9R9zX34k5c1j+bnKxU0lNs9LnATenpKk6V+4zPffvyC1n318PMvT6X/UdPGvf3rhl5rHnzX5wq9xnn33ngG+P9JUUFpNkkVFUj1SEzLr8n143pzcSCnqTZJDRFa3Bd0rQ0R8KueSIJj7s1520sOatoOm9u+4w7briUKWN7c0VeD/684zMGXtgRsUFtdZqOqjdNDjbXuWPJ7quHxpY3zYmGwPq3P4l4rdKnMHnMRYgJPrfp7x5mLteTbc7WpbEyIS3Nwboth+v/YA3f/9aARn0+fEx4TG1BZiX7GJtyj1sLszkryhIfxNDfJo3olXB512BEkUd/uzNCPuz790km5PdMmjEGtdj67KV9sxMuuxuKbJcZNjCHPYdLDT1ocVEBaak2NCW2HpyMczYemijwYB2dfffhUsblx15LNDFax999uJSrhl0Qcz28bkxvo5xH7WNPlfv4qrSCH353CJcP7sov1+3m1XeOcODTU9w7azhTr+hDikNmZG43Cgbn8KtX/8EbWz8lEFQYMbgrwwbm4HTIhn1nZvfFswfDzRkffOED1r/9CQc/O83c63P5qrSCvP7ZuFLtPPJi6DkaN7wHl/brTCCo8r+1UrvDa++cqUP4xe8/ZuP7n1J84BtG5najvDLA3iOh967I685F3TPZe6SU268fwlXDejAhvxcv/GmfEeU39Yo+KKrG/c99wLABOfgDSpTNsO/fJ/nBdway9R9fccPVfSMcSOGx3HHDpZwqr2L+9EtZu/kgx0q8cfWSZJmz8dYHFSLmV+npKu4qvIyRuV359uUXMn54Ty7s5iI7K41Hf7uTU+U+LundkS4d0zh+oiKm7XVp305kpjsj6h5W+hT2HjnBf43rhw6cLvcjSwJP/v7jKHvrR9+7jJJTVYy9rDsjBnXls+NneLv4c8bmXcDxkxU47BK6prPyj/uZUNCTV985EvGbws/HFXkXsOatg/zt4y8Y2j+bIRd3NmRil06pENTQVB10Hbsk4kp3cEnvjrhdDuyigK7Gt72SXS+oTUPH2lxz1mrQ0UZpSj0VRYtdzFitJ2U1Xn26+nZ4m1ZnSjfCzCOOi4OmxS74qul63HpaiqbhdER241U0DUWLX5jYqtl3Nk0BgVCx3moFTdPJyUqLeW0UVcNhkyJ2jZYUFfB/u7+kzBugVxcXOpG7Wk67HPO7MtMdCILAT2vtYIV3DsNORG9VMKJG4IVdXQC8+MZ+4zNLigpIsYmmHZtiFXiNldph7TS1DDabxNXDe0SklC4ozMNmE9ESXKPpXOTguZ87dr3VlpA3rdkcpDV/t4XF+YwgRtfgWlCYhyCS4G2VhtOaMrnBCCb6bBKFH6mahqZrEY3KNF1DTRKHaXPQUJ29tn43Z2qukcYY/rzZeli7hI8aw9YKBDWefOWsbut2OSmv8Ec9X26XE7fLyeSxfaIitLIyHHjK/TxWx+7r6LJzyhuIaQ8CBDSi6q5v2nqU6eP6hlK1a5piQCii91ev/sO0eceZSn+dqK1dLLm5gLF5F/Dgysjx7vrXNwy6qBNrNx8wriFAUFXpkOYg251iNF+Ida7wexnp9pjvV1QHmDGxP6IkGDq9UE8DyGQnVraZougREalLappzDLm4E9eM7s3SFz7g7plDo2obQug6Oe0y5RX+mO9lpNsprwiQkW7HFeN4t8tJuTcQcf6wreWtCr2+oDCPzpmpeLw+TpZVx3w+OmWksG7LIWMeyJLIstUfGO8vnz864rzxmmtYNljjSUhd8T179iTiay1qYVZPJV4TIpsscuvUQazauI/Fz2xn1cZ93Dp1ELIcfxqEF7faGMZePHTYtDVUT2X5/NHMmZrLpq1HG2Agxk4bi4dNjj1GmxR/jJIo4q0MsPSFD7hjxXssfeEDvJWB0MIdB1kUY55PFhNeqj8pCDubV/5pH2l2iW88Pu5/bgd3rHiPktOVsa+NJJLtdrL0tpE8t3BcyMEqCZScrmLWtQP56fM7OOGpjlgkwh256n6Xwy7HbLwxfVxfI8S/+MDXwNkagUFF58U39jP72kGsXDyB5fNH4061EQyoCKqGrOsIqhZ30Qj/7sXPbGfu8ndZ/Mx2PFVBJOn8uO+tjarphnIMZ4sHt4RR0mQ52AxIUmx5I9Uj35oDuyyyaHaBcf5wDRZ7PetGcyCZyNn65LOFhcW5EQzqRg2usP629q2DBIPJ4wBqTZnccBqvz7Y0qgor1nzEQ6t2sviZ7Ty0aicr1nxk1F1uD0gmc6X2WlJXv1u1cR83XTOQ/j3dxuftNpHFRZHrYbiETxi7LdQ4prat1Skz0gEyfVzfmLrM9HF9mT6ub5TttG7LISqqFMPRFz5m2epiApqJPSgIeKqCVPmCTB7bJ2I8k8f2oXt2GikOG7qO8XtkSaTUU22qe5dXREYjlXqqSU+xRUSNhc9/+eBuHPj0JNOuvDjiejltMls+/IxFs/PxBRR8ASXmucJjcLscpmN5fM0uqmuiUX/8/WEtohMlknD5oPDvLZzUz6htCGev7axrBjFjYn8eX7MLt8tJx4wUXCl20+sYTgeu+16HNAfv7voct8sR8xkpnNQvpq1VOKkfrlQ7bpeTp9bvQRRh4ax83tz2KXfNyKujL+YjSBilk7Ldodrn4X+H6/A1BMsGaxrW5ngbRdV0hlzcieuv6mvk7P/x70fiRjzous4Tv4sUGk/87mMe/1H82kuiSZ2sUIt4c2w20RBGtesshOotNXPTDIGIgq9hwU89uzyqGtt5sHx+/LoPogQLZw/nTEXA2AntkG5HlEBLjjIsCUUByit83D3jMs5UKxGLwfotn0TNl8VFBby57SgjBnfjpU0HAPjBdwbQKSOFwkn9OVVejdvlRFE1Y1eof083aSlyVMHW8NyLNUd65qQzZ2ouG94+zLdHXsg7u74ILSY3F7Bj71fsPFDCLZMH4xBDO0GNvVVtoWh5e0Y16dSt1tNRvDloqhxsDmTJpLO5JKDG2+FpBgKKxtY9X7RKN16HTYh6/kN1ZgUC54GctbBoLWRJMGpwhQlt2gnE3VVuQVpTJjeUpjaBa0lMx1hPZkxboiENOmrrd+HmFDZZ5K4ZeazdfICZkwagBHXe3x1jPRxzkbEeaipRjWPOVPojIp5cqTbTaDanXYoZDWqm99Zualf39XVbDnHbtFwjTTf8XrgzalAJEFRV4zkKO9hee+9IVGbWkqIC1m05FHGebHcKSoxur+H5c8lFnQgEFSNq1FsV5P+99wnfGX0hOjo9c1z4AmrUc7xodj4CMGdqLn/e8RlLbi4wSjXVrQHodjm558ahdMxw0hL90hKJqmq4U21GthHEjnoUhbMRpDddM5CTZdVsfP/fUfds4ax8Vv5xH5kue1QN8oWz8tny4WfM/NYAUlNkVEWPug9dOsbO1OrSMY2XNu1n1rUDqaxWUDUdf0Bl3vRLKavw8+CckVT5g3jO+Nnw9mG+O74fcNa5l+mys3Lx+EZH5sWzwSzMsZx9bZQUh8w1o3tHpLMtmp1PikMm6AvGPEZRYjsIlXoM5WBQM3Z4wwvX2rcOcs8PhsXvxqtoeCv9LJ8/BlXTkESRL0vPkJkePwddFEzSxuI47oJBnZc2HYgY40ubDnDPjfHH2NR0XFXTCQQii/3ePXMoaj3pv+2FNIdE3x6ZVPpDArr2NTx8zMPatw6ybP5oNA1A59V3PuGdXV+wfe/XPHL7KCRJQNNDDuhgUCOrQwqLioYTDGosmz+aiuoA1T6VX67bjdvlZN70IXTtlI4ogMfrM22scqykwjBOiq4dxPOLxwPwlx2fMbB3p5poTxE1hrO5IaHhVvp26xKO4K17322ygB5b7DUbTZWDzYGi6hz87FR0V9rcbi0ib1qrG2/Ap9A5w1GzhoSeS4dNIOBLEm+DhUU7pS2k8bamTG4oTW0C15JIJt0xk2mMzUF9DTrC+l24wURdp0mmy46qNaA7fU3q9qatRxmf34uMdDsZ6Q6W/2g0x7724rTLuF1Obps6iMv65Rj22D8+KSErw4kAlFX4cbuclNZku2zaepS504aw4kdjKK8IGOnF2e4UIzKv7v0DGJ/fi/KKQEy9tazCbzS2CKcdd850GhuLL28+yLzpQ+jSMQ2bLPHPT0qYOWkAnx0/E/HbBbNSH4JAtU+hkzuFhb9+J+L8Vw69gF+9+g8WFObhdEjIksDDt49CFKDkdBWbt3/GlUMvoEdOOr27dcBuF1k2fzSnyn2UVwQiSvZ8dcKLTZZCsR3tIJ1TVTVkSQRRABN7uNIXpEOanVumXEKVT6FrxzR2HiihzBuIkIeiAJkuOzdfNxhJElg+fwygoxPa0Ll2TB9ECXx+FU3Tyc5KZeltI6n0BamoCpimrZ8sCzVaSXHYopoxPvva3oi0bYBbp+Ty3MJxaDqkp8ooPiVmim691yaODWZhTrKshxaNJKBoUWHTj6/ZFbcTkcMhxnQQOuwSqs9cQJru8NbXsdYu0iHdGdHBZ3FRAXa7SCBOFzLJJIpFkgXTqLmm7kLH60IWVwLpgtEBDs52gA0J0vZNaqoNn6bhKQ+wfHWoy1Lda+jx+tA0HV9Q5Tev/jOi5klAUXFKMpVVQZavieyuFVZyeuS4WPbSdkPReWjVTrLdKTx8+yiqfAo5WYLpTh+cTXH0VgdY+XqoRt/lud1YUlQQ6uZU5zc1tAZmXMW9HaW8JCuyJMbskCxLIsEEd8RtqhxsDhx2kUF1OjouKSrAUY8sbRZ0YnfjbSFZF/ApCEDXzi5OnPBaEX0WFi2AqSOtng3UlqQ1ZXJDsdlCZRAej9B1Qh3FE99JvWHIosB9txRwutxnRL1lZTiRW6DLfUuhQFQK7GOri1k+fwyyJKKqmqHfTR/XN2rNW7F2V82aZ9KdvmY9lCQRRRf4+OA3FF03mDOVfsorAny47zhXDO0R4WxcXFTA2s0H2HmghBGDciicNCCiDnVYJw4oGlkZTk6WV1NeEeDdXZ9z0zUD2bT1KDMnDUCWoyNcF83OR5IEenfvgEBsvfVUuY/OmZG1BZ97fR8Aj9w+itNnfDX1G3X+9tExBvbuiL9WlJ6m6yGnFPDw3FG89OZ+dh4oMYIfEHT+d/1uFs7KZ8SgHHYeKDHO3yHNbkS4rljzkTG2R24fyZvbPo3qsr2gMI8O6Xbsdep+h/V+j9fH8h+OibmR39aobY8sKMyLurc//v4wMl0O3tr2KVcO7cGTr+zmzu9dRrY7hcPHPIY8zHansGz+GGZMHMADKyPrm2/aepTCiQOo8gf56F/fcOXQHhF69aLZBdhtEn9455OYtfdf3nyQwkn9DLkGZ6Ps5k0fwkOrdhq/J+yQDdtx9xUVkBmnv0DcaxPPBrMwJVnWbItGoqqaabMNs5uqKDpb93zZ6HQsuy22gW23xTc0/QHNSL+CkCBYvrq43tboqqaz4e3DEb9tw9uHmXv9EHNHpj32GB12EX88xyI69xUVRBS8vc/EIVQbzaRwfDKlZiSC1FQbVS0pH0wAACAASURBVAENTce4t7HC/RfNzufVdz5h779PRjTOGDEoB1XV+bLEayg9cNZZHW7Pvnh2gbGrGabUU015hR+bLPHsa3uZOy2XOVNzcXdwkJ5iZ/WbZxtvLJyVH+rS2ruT8VqnjBTsEgRjeAsamp4brqcR5WyibacOtBU0QJbFiELisiy2iF0niULMUgFSCxhEgYAWc34+/sPEO9xU3TzFqyVkXTjittRTBZJoFWO2sGgBZFE0d6QlyWLXmjK5oQSCGhvePlRHnz0UV59taSQRdI2oJgCSmDS3+pwxiwg6WV6NwyYZzSyWFBXgD6qma56umzcDtNc4aRBgzGVnG1aMGJTDbdNyWfLM9ih7aM7UXHYeKGF8fq8oe2nD24eZdc0gAkoAVdF5e+fnhk69aetRZl87iOpAkNNn/IZjvrY+HHa8LZw9nHtuHMaTr5x9Tu6eOZR3dx3jO6N6RznPNm09iiyJdMxwIkkiNlnk6mE9CCoaZ6pCtd8qqoM4ZFuEE3vhrHwKJ/anrMKPKIZsTrfLyZlKP7dOGcy3R17I+i2fkOmyk5ZiqwnIECOupygK3HzdYMM5Fb4WT63fw9LbRpKaJrJs/hhOeKrwVgUN2wJCeoGjxnHbltElAUXVeOSOUUiiwPoth3n49lF4zvjo7E6hvNJPUNEY2LsTy1YX43Y5SXHKMcsnaboe5ZB7esOeUD3INcXce9NwJl3e25ir4c88viY0N9/Z9QVflFTw34VDycpw8vXJCsO52q1TesxnoVundMMhF3bUrn3roPH+Y+dQ+iieDWZhjnV92ih2m8SsawdGpVjYZfOulLIkcMXQyE6Wi4sK6q375A9qUZ2c1m2pX1kxryMRP+VR03R2HiiJ2AUCmDPV3LjUNMgy0r1CKcM2m1CTRhp/jJm16iM0tH6AeYdK2o92VIfUVBvflPlY9lIxi2fnR8yHv3/8hdHx9qsTFTz/+j5jAQ4vLKs27qPousE8uHKHaaevcB2T5Wti7w5ldXCy4e3D7DxQwuxrBxlKSri+yg1X9zU+886uLygY1NVQYFb+aS8zJw2IiNarr/NaXed53XoaVieolkVRNB5e9WHUc1ffBkJz4A9qvFP8ecRmyR//foTvTeyf8IW0NbtOmkU/t0SKV1O6zltYWJw7Td0IbUkCSmyZPGNi/6TZdFXV2PrsrVOSp/RHQNFbbTOppTCLCCqvCLBq476Q86FGv1Owx/ysrut8daLCRPcXUPTQdXxwzkiWvfSBoZtOHtuHU+U+U50XiIqwKz7wNVcNi7TXFs7K54uSCkOnTnFK2GQRWRYonNQPp10m1WEzHH3hc6xY8xGPzR8dsUlqt4tcOfQCVqyNzBB7esMeHr1jFCv/tJcyb4AfzbgUW1CivCZC8eBnJ7liaA+qfArPvhaZ3bRibWjDftnqYp5fNB6bTeTumXmhYysDdOuU/v/Ze/M4Kapz//9Tay+z9gCDJFFUUFGEZECGi7jc4HKziEvIDYNRGb1u4ZfI1SwCJpG4EZOb5GoSk6vGuNwbMca43ZgbBL4x7qBgIi6IRFEjMgw00DO9V9Xvj+qqqequ6ulpZuluPu/XixfT3WerU6ee85ynznkefP3L0yBJIlKZLK6Y32YH57DKEQUBiXTWs69i8TQW/eAZXHvxTNdmAese6IZpKKsYAVUGiiphV08aP7jvJdfaftfeBB77y1ZcPm8qJMHsv8M+1oiuaAJf+9Kn8IN7X3JtAEqms4gnM0j7GK6ttVZjXQCA9/qnqV4FYJ7UCgVlZDUNn2htMO+hKCKWSPs+C9ZYa2kM4se/2eA61uu1tioVrsHKo1LmGjJA/KJSFlv0aprhudOuvwld8zG+/dtZxR9WORdBMl8Q9He0thwfJ5puYE8sVbAobG4o7h8QKB7i2/facGDt8AqHFTMQx6/Nt0i6Ac+3gZecPcVloAPMcXbouAYsv2QW4slMbtLOeN7jWDxj5xmX93boivltdhSxhrACURDwvUtn4aNdvVi56i3c+eirrjSxeBotjebkZ739e+fDffYbJS9DgnMXot/x3HLGCxkcRtLZuaqI+PRxbuW7vxcsg0U5fkwHC1n2OToti8gO8TE0BsQhZGRwvgiFIACGUXGLKkX2lsnKMMjkUinu+mMEG+Yg6/Nivj9/3pVMvg9mVRIK5rFvXXAcEsksrlwwLefDTLT9pXnNeb96bBP2xNIFJ1kWd7RBFgWkMmY/xlMZuz+tI8Fe7m4snfeoQyIFOvXVF8zAb1dvLjCmfe1Ln8J3/ut5fGJsHfbE0li56k2cffJE167MK+a3YU8s7TLc7N6bLHh5/r1LZvkY1TJ48bUduPErxyOT0XH9PS+62mXV6WdEao2EIMsilvzsGUQagrj0C8cimdLwnf9yH1Hetn0vpk86CNdddjy2d/dg5aq3kExn0VQf8DXMAt5BAJd1tuNPz78zLIHDhgpJEpHI6LZ7IqBvbf/vHdNw2byp0DQDqirCMEyxPHPyWDvSs6UfWaxYNNuOwus17vKP1+avf0Y1BfGjxSehsU7FnY++6rIBtEZCuOErswuekyULZ5j+pI/9mL3xJhpLuq5zf10fcQ02cKpVjh/wlLNrLlvm7pByHQwXi5RWTA0TfPIJRSKs6brhufvwsnOmFqmpfJxvFypVER4sLENfNJZCVzSBi8+a4vs2MBpLeY6V7j1JaLqOcaPr0BrxjvSV73MvnsyYzoFb6vB+V4/9mygI+Mysw/BhTjmIxpJYurAdOnTEE1mcffJEJNNZXHrOFNz/p812uHerrZpuICCJyELwDClv7UK0t4aXELiDDA8jafTSfV6wDMvuBwGez8uwBMnI6PhHV8y1a/rNd3ehPqwOeaRGBsQhZOSwFlVjcv4yK21RVc5L7+HGy5/a4o42yLKASnEvJooCZk4ei1NmjLf15zXrt0GsIIPkQPDbET6qQcWKRSege28CWU1HJqPjp799pSBNWjPQUKdgxaIToOuGeWJHgG3suO+JPl+WkcYgfvKbDbjq3Gn4sNvc9Rfd16cHWzuoHlq7BVcumObyQ7dkYTseePJNzJtzRIFObe2ScxpYuqIJjGkO4eavzkY4oGDHrr24cO6x+O5/Peepxzp9t1mGMmdZsuy9IWPXXtM4M6opVFC21S6/F/bJdBaLO9qQSGUQaQhi3pwjsK8n7em254bLj8e3HT4KrSitWc0o6Cvn+qAvCKCpk3y4swepTBbTjz5o0MbQcGIZpjMAYvGMp84zJhLCvp40bvq1uXO0K9qLSGMQnWcci492ee82tdx7eemOjz+9FUsWzsATz75j1+Fc/yxZ2A5BFJBIZSFJAvbE0ljW2e5yGwYDeGrD+wUut06ZMR6arkM2DEgwXAbBmZPH4t/OPNZ8ruiWZdigvjyIlBLNc7CQJdFzci62a04qc6EsiT4BMyQBepEdeukyI6WV4xjaAPCvpx6JWK85oSmygH899UgYGLr1cKUrwoNB0GHos94QWcqLk65oAoIg4Hdr3iqYpK+5sB26bmDFPWZkXUvxtSJ9jRtdDwHAXY/3+dy76tzp0A0DK1e9hc4zjsFNd6+zI6T958pCBWDFPetww+XH245+rSPqn519KN7f0WO/4WyNhKAqIqKxtK9flkPHNWDFotn2WOMxwgpC9DF6DcPx+ZHc/SAAePzprS6Z+PjTW4fsZYaTgCJi/Mca8d6OffYRoPEfa0RAEZEZ4tUqA+IQMnIoqoS0Bmzv7oUkSb4+b0cKTav8lwGSJCDSGHAdoYw0BiBJleNXMKBImH/aUQU6/nDI+MFGyr3ITWU019FEa0e4DPN648lMgQHqprvXeRqgImEFWY+It6IoQNMMHHNYBJpuoLk+gKsvmIFnXvkA3714JnZGE4g0BtEaCeHgsfUYHQnh+suOt08iybJgGz6c5VpuaQ4ZW49lne2uyLvbd/UioMjYE0vhFw/9zdcljnUE07lL0Il5LfECfcqZ1vDx19tUr+Kux14ryLussx29SXO9Fo0lbX3FypdfjrWBwNn/Ny2aDU0z8MhTb+NrX/oUxrbUQRSBOx551XUU1AwCqEPTdIxtCeOWla+YQTqqLEii0zC9dOEMhIPmzkjLUGodyTUAe8efJAkIqjK6dicwqimIlasKg2gsWdiO//q9GRX38ae34qZFs9GbyKAupKAnkcEpM8bjgSc3Y+6JE+w1Ulc0gUPG1uOmRbPxw/texjfOm45xo8KAAE+3YYoi4OGn/o6Hn/q765q+8OkjbB3NvTEGiPVmPJ8vrqeGlkqZD6ue4fYtFFBFdJw+yT6Waxk3igWkKCfKLWAqVJ6BPU4ovl263Ehp5UTWlUQBqbTm2sq+uKMNUj+7CIk/4bCCnlw49vqQihde/RBXLphW4GMDyPnL0A1cOHcyenM78oKqDMMAGutVXP3TZ+xt5vf+wTTyfXxMPf6xswc/+c0GXHTmMfjMrENx9skTEYtn8OvHX0M0lsRX5k1FMm3edK8Iac43mPmKw4q712H5JbNw0ZnH4OqfPWs/k7pmHg30O1YhiQIETYcGwJBEHiOsIAQDePmNjwpk0dzRE4a87nLdEgxK3bK3vB+Oo7S6bmCv4828JVsbQuqQ1gsceO4SCKkUFFVCdyxdIHNGN6gVY/CTJe8daZUUjTebNZBIuSeIRCqLcEAZoRYVksnonkHxLjt76F8mDSb9uWbRdSArAg11CsJB75fWXgYoy0i4rLMd9696E3NPnOAyrCztbMc9f+iLqnv5vKnYEzM3HsTiadxw+fFIZzVckwvQYbXrf/74Bi743GR0RXtt3cJ6qe21E2vuiRNw3xNvYHFHG5bfYR5d99th1xBWcfvSU/Du9hj++Nw7mHviBLzz4T7XHH7vH95Ac4OK6y49HhCAndE4nnnlA3ScPgnvfLjPLstZ9szJYzGqKYiLzpyMrKbj3zumIdIYQPeeBAzDwDW/eM5Oa40lRfb3l5jf/7F4Bo31ChacPgk33b0OUyeOxjmfnoj5px3lav8V89vwq8c24ayTJuKgUWHMm3MEHlq7ZdgChw0WWaDvVFqdijseeRXfuuA4pNJaQbCNqRNH4+Rpn4AoAE31Aax7bTtO/6fDEI0lXbtNk+ksMtmsbSCef9pRuOORV3HKjPG489F1rvvwzof77DWUZUxujdQhGktCFAW88OqHmD7pIN9TLV73NdIQcOlo1sYYrqdGDhr7Bonh9i2ULCPSraaXF41XEIHpRx/k8otyxfw2CP3spjFgFESA+vqXp/e7287XR5Tiv7DVNJ/jHIsq5zhHNREOK/gomiwIxf70xvdx/Cc/XnB/rpjfhrse34RLzp5i76476pAILjnnWKTTOq5cMM3e+r35vSi+d+eLuH3pqfjY6HrziLYAXP2zZwvaMW50PRKpbNEdhZaPkL09afuNqKVkpLMaAoqMX337VMAwBV4qF0nZa3t7viGBxwgrC1kWcWLbJ1yyaMnCGcNi9BJFAVcvPA77etL2Do3GerVftwSDQTKVxUuvf4QbvzIbhmFAEAT8+eX3cfK0g4d8HGZ8ZOtNi04Y+mO8B5C7BEIqibQGbx2zgnSqkCraRgHnHB5SRSSGeD4olaym47dPvoVTZoxHUAUyWQO/ffItXHL21CGXn6ViCAbOPnmi60TGlQumwRCMirnXpeC1DnMeTTRgYOlt5q6iay+eWbIBStMNCIaBSFjBpWdPxdLbnil4Lqwjty++tgOXnmNAN8w5KpvV8Y+dPWisVxFpCNovva12JdNZfLy1Htddejz29qZQH1Jx7xOvFVzDtRfPwq0PbLSNMNbv617b7qmP37JyI755/nTbD+D7O3pw8VlT0FSvYnRzCICBf8+5R0qmTePzmEgYZ5wwAa+8tQPLL5kFRRZdOvLMyWMx/7Sj7KjC1k7Ah9Zuwd/e7sbFZ01x9WUyncVDa7fg0i8cW+hj78J23P+nN1193RoJYWc0gZAqA4Jh90kynUVzfcBljLYMuBfOPRaaYeDOR1+1fShrFeKvsyQE2Mbjb55/HF58bQfOOOFw+3g5YI6BlaveLNh9u6yzHQZ03HD58fjVY5tsg92yC9vREFLwi6vn4P0dPRBgHkE/++SJriAe1prMWkMt7mhDU72K1evexbLOdqSzGqZNOgi9Se+jxZpmeK7VQ4ro+UKI66mRg/07SAz3IC7HZ58g+Bjt+pnNDcP7CFl/0Xgl0YwS5Ty+IMtCv7vtDN2AoohYfsksiALMCEswYBQ5tqX5bDfXDAqRgSJJInpTeoHS9P171uF7l84CDEBVxYJovKfMGA/dEdX2gs8fjVRaww/ufc413qyw7QYMxFNZrFz1Ji743GTc/NUTsLcn7TqysHtvEo31Cr7+5em+TnuT6ax9dCL/jah1JOHSs6fYu/Wk3A6tze9F7bdhTfUqRjeFIMNwGRJ4jLCySGd0W9kB+ny/DIvhyTCQTuuuHW5XLpgG3Rj6caAqEo475iB80BWzZelxxxwEVRl6R/S+QVEMY1gWqweCuwRCKg1N99Exdb1idKpEWh9WX83lIAiCpyGtv5flw4kAwW4fYN7nn9y/oeqi8fqtw5rqVTvAhvW7V5CHJQtn4IEnC4+7Oo8kaoLgWYd1XBUwXwwmU4UnjS74/NH2zjerXQ11KqL7kq5NEV4BNvb1phCNJbFk4QzE4mn7qOc/Tz8YqUzWXmdZhrBoLAlJEmy3Opvfi9q+2GLxFMIBFV/5wVp7J6F1RNQan6l0Fh90JbFm/Tb7+WqsC9jrR6tdN9+7Hl+ZNxWfP+FwrFz1Jo46JIKO04/EuFF1UBQJ3zh/OnbvTUBVJFx/2fEQBGBfbxr/+/TfceZJ3rsNLz1nCm5/+FVccs6xiCczCKoydB1Ys36bvYt33pwjsGb9Nui6AVkSXLvNqgpDsNcslq9HWRILxtgpM8YX6L7WCSXLx/h5nz0aoYAMXTeQ0QxE96Xw0Not6Dj9SPP0lWEUHMddsnAGRjWHcNOiE8xTKjBwxokT8L9Pb8XDT/0drZEQbrj8eG8XYCI8I+P67fzmemrkqJQ5u+rZn0Fcjq8/yedImVTkSJmhw/MYZP9vao2CbeulOIc3DMPe5eVs481fLS6MdQB7YqkC/wDhoP+xB9mn/yvpOEc1oKgSEhkdgLfSJImC7afEemPod+xgbEvYfgNo5b/1gY34yrypiDQEEVQl1AVlLDh9UoEB+vGnt2LB6ZPQmzQVl8/MOhR3PfZagXK2dGE74qkM/vjcO5g350hce7u3M2Gn0d15NNBSgMwdfUbBc8djhJXFiBqeDHguiIbDGbwgwOVjyJKJLY39RxvfXySpvABNhJDqRRJ9dExRRKVEljAAT910KH01DxQB3vNGJRklsj6+D7NVtuPGbx02uikECIYr2IUV5OG6y45HdF8SsXgGTzz7DhbkjrD66Xuyx3Mxc/JYNNYFsGLRbMTiGd+TRtdddryrXU11AezY1Vuwi8srwEZLo7kj64EnN+NLpx1pu9S59YGNiDQEcf7njnYZlJd2tkORRDzy1Nv2C+2mugAyuoZs1tSlWiMhT/c4P7l/A6679HisWb/Z9Xzd/NUTPMfJx8bU4y8bPsDl86Zibyzt0pctA57Tb/bFZ03B6vXv4/0dPTmXPg3mMWAY6DzjGDTVq4jGkrjj4U2YN+cIBFVAkgVPv5KGoUPTBLstWa1yXkaUgu54qWKdNvJyldRUr/oamS3D3w2Xz8bO3P1zjt+mBhVLF7YjkcraPs+t/N+/Zz2uv/x4/Ph/NiAaS+L6y463oyZbaX712CYsu7DdZRC2n4sBRMblemrkqJRd5FWPNYhbIyEAcA3iYlg+Jpbe9iwuXbEGS297FtF4BpJU/NZIuYi1zvosH3V+6D673/rfmSJ4Ggl9Q+PmyPgoEJl+jJ9+E6VWJJ8BM3qTsz+uXDANRn+NJDaSJGJXLI1v//I5ZLKG3ZcWrZEQMlkDP7zvZfzofzbgqnOn+yoLtz6wEYbh7ZT3Y2Pq0VivIpnWkExrnscuFn5+Mn7x0N9wy8qNmHviBBxyUIO5RV+R8LUvfQq3Lz0VNy6aDR06blm5EavXv4+4z1bzpnrV9Vw4jwbevvQUrFg029e35kDSkqFHzhmenNhG/SGm2O7toSaT9ZaJmezQ1y2JsJ91wOzvq86djn6mKEJIFRNQBCzN02mXdrYjoFSKGQ2A4f0Cu5LUvmKGtEpBFOE5rw7DtDqo+K/DDMAovMZoLIn3Poph6W3P4qa71+Fvb3ejuUEtqu+JElxrr5mTx6Ij98J66W3P4s5HX/V9KWnk7rnVrt+tfctzF5elt1ppF3e04ce/2YCb7l6HF1/bgZvveQmtkRA+NqYeXdGE65TKikWzcdOi2agLyfhwZw8uOXsKDh3XiFGNQciygHjC9KH39Csf4Ir5bb5GJFEyd6Q+/vRWXHfZ8fjhFSeiJRdsxElrJIQPd/bgmMNHQdMKj1HfsnIj5s05wlW2tQvScukjCEA4KOOWlRux9LZnsWtvAos72mzf7T+5fwMMDZ6nOgRBRFbr61dJrC7FxHqpAsC+j+GgXDCOm+oCnn0fi2cA9K3l818s3HT3Omx5by9WPvkmRjcHPe/1nlgK3zz/OHPjj1C4bnvxtR1oGIR1ENdTI0c1GcArGucgHsgOvXJ9/WUymmfE2m98ebqvc9Kiuw+LNNN3N41e3BHqoNdXbPeOIdhvsKz+eOSpt3FplTkYHkmcY/HhP28pCOZi+e6w3tBpum5G0x1V563YGIbv/TcM4MHVb+ELnz7CM+/enpRdj+Wv5P/74Vq7jO8vOgESDIxqDOKmRbOh6/7jLd9ZLDCwt1EDSUuGFkNAQbRn07fQ0O/kKFeeDQbFZPBQq7aCZqCxTnG5Y2isUyDw2AUhNUsqo2Nl3hHZlaveNF1ijHTjchR7gV0pTvpFn3lD7M9/zjAiS2LBqYnFHW2QJRF6FS3Ei63DZKnQF/jSznasXGX6jbMMcIJmQLB2h3noe+mM7lp7eR1t7d6T9LznAVXC7UtPhSQKkCQBf3u7G+2Tx3mmrQ+ZRseWxiB+/JsNrki0XdEEUhndNbasiMPWsctgUMKo5jAA4Nu/fKag/IvPmoL7nngD3zr/OJ/xCTzy1Nu44HOTAQA/vO8lRBqCBX6una55brh8tu/uM2fZloHK+iwIQGOdih9+7UQk0xr29CQRDsj4yrypqA+rqAsqvm4FZEnAb1e/Zd9PVQIyVaSkW8Zj69mLxpLIagZCQSHnoxn4x84Yfre2MOKu1feA2Y+Gj57YEFbw4ms78JlZh3re6709abQ0BCEauu+pQRgo+lyUCtdTIwONfYNIOYO4XF9/ougdsVYs4gdEFAVcde50/Pg3fb4hrjp3er8O5vdnkeslnPrTFP0iNymSAMOnvoAieEcnVgRUSOC4isc5Flevfx8AcONXZmP3vqTtNNipcMiSiGt+8Zz9Bir/fnXvSRYYZq46dzpivWmszIV8t3yP5Od1KgNd0YQdkddSyCTryK1mbk8WAUjwDuzi5yyWVCEGvI36w+CjSfaJZi5LArShjsbrc5R2OCIBa5qOOkXCIWMbBvQiixBSvWi6YQcccPJvZx5bMQsHX91UqhwXA7Ik+BjSBOgVopZIMNDcEHC90GluCECCUSndWDJ+6zAvQ6AqCbj07Cn4tzOPLd2FkiiguaEvEr3XTqh7/vA6lna2u9YjVy6YhkQ6i3909aKpXsXYljC+cd50z0Bxizva7GAcN1x+PKKxpKv81kgIO3b3YuWqtzxfyv/qsU247OypEDQN2SI+Bje/F8Xe3pTn+NzXm7aP8DY3qLZufd8Tb+D6y47H7tzRZytQhtUXXs+jU3/PN7Au7mjDD+972fZH+PIbOzDx4GaMPiiE5sYA9sTSWH7H87j24lneRigAC/7lKCw4fZJp6KsyXT/feGxt3Ok84xh81B3HoeMa8L07XwQAvL+jB1/70qcwJhIGDODX/7vJ9m++rLPd98WCtZ5aueotz2Aujz+9FZeePQXQeNS2VhEMYxi8i9cYu3b1QB+kLfiGJOL2XEhs60Ffs36bHVDAD0kSsSeewY2OB/KaznY0F9kSq4ki/uO/X3ZFK31o7RZ847zpkPQidQVkfNDVUzAZfKK1HlrKf6VpyBJuf/hvhdd2zlQIRSKliaqM7j0J/OC+l+z6vnX+cRjdHIKe9q6v3H4cDCzH8f2lGUl27erBqFH1RdspqhLe+XCf7eT3obVbcNGZk3H1z57x9Mv3vUuPx7W3P2f7C8mPahtpDCCr6UildfQmM7az2GgsaTuVNY+eiy4DtJePjxWLToCm6/0qZOX4vxxKShkblYjV7pEct15y1lAkbN/ZW/ACYdyYOghD/DpXUCQ89petOLX9UFc08zNPmgBjiOuWgwp27U0WvMwY1RRENpnpv4AaoNRnqdLGbD5NzWGoysD2Hc39+qMlp338R2cNKL2Vx+rbapBZld7GgbavEsesIYlY6vC5C1hz8ewh16lKpRxdcbgRVRm79iUKoriPaqycNgKmv+a0ZgaikgShX8NJJY7Z4UBRJXTH0vZcfO3FM21fuhatkRC+/uVp2NuTca1HTpkx3t6gcdd3TkNW05HNGgioInQd6Elk0BNPQxQFiIKAlqYg/u+5d3DStINdc/+She2oDyswdAOyLGDrB/tca7rN70Vx+9JTIBuG73Ns6eDfuuA4yJKI6L6kPT7HtoQRi6dx12OvIxpLYllnO0Y1qMgapnHKMIDvOvxjW2V+8/zjkM5orrXiNRe2o7k+gFRGsw2sac2Apps71lauesul61uneG771hzs2N1r9+2pMw7GGScc7muoKkUmVcqYdc4PXvdn5uSxWPj5yehNZtDSGMTSnz9T8PtX5n0S6YwGQIAgAIl0FpIoFPi7t3b/2UbBC2cgHFAQjaWwtyeNNeu3YcHpk1zHaZ3rqGBAhpHRquLlbqXrBU6GW5+tlBd0509ofgAAIABJREFUByyq5L0jTZWEfrciK4roehOnKMUPdImCz27Afo4TpNLebx6+/uXpRQdQWBU9ry2sikgUMfalMxrueGSTq747HtmEr395mm991fAWupKRJBF7YmmPAACmj478yLX1IRUPObaV3/fEG/jKvKn42Oh6KLKIPT1JpNI6BAFY9IO1BfVZTmXHNIewc08C/94xDZHGABKpLBRZtN9ktkZC+PZFMyHDgGAYPHJ7oFMkMvhQoyoiTp52sCuYzLLOdqiKiNQQG/syWQ2SJLgilGd1HZmsXjFH6khpqIo0YOMdIcNNNezwEGDqLk49WJLEipKJmm4aR5wYhqmzVlI7M2kNAoBxuUVoNR2FHE7SmmGvaQDvqL7XXNgOWRbxo/9xuxu5+39fB9C37tq9N+V60X3F/Db89x/ftA0zNy2ajTNOOByqJGBFzl2NAQO/emwTXnxth31k1wqWZ2GfvNIM3+fYMAxcfNYU3PHwJgDAvDlH4ONjgrZBLqBI+PqXp7kirEqSiFBQgqYbhQEbLmxHQ50KSRBw81dPQDZrQBRNOaKls7ZOntFyh7sEwd6xZtEVTdi+gEUBCKqy67TRmSdPcOl+lhGrmtd5+fdn5uSxmH/aJCy/w9Qzb/7q7IITeef88xHQcht0fvXYq/ZYuP7yWfjYmDrTtZEBwDDHijWerpjfhl/87lVc/oUp2NuTRkNYwSVnT4EC96YI5zoq0hCsGgMa8adan4+aIaPBNXF0RRNYcfc6fH9R8UhdWQDL73jB+62rTx5VQsHW8lJ8HEiSt5GwWORfAIglskgk045dWSJ27O5BLCEXHXiSKHrXVyQKHEN67x9ZwN4lCvQ51v3h104siFy7ZOEM3PvEa3jxtR2IxdO44fLjYRimI+oH17yF1evft3f+fbSrx3dbuXVPxzSHIIoCfnjfy9j8XhRHHRKxJ/QxkRDGNIexa1fPCPUMqSQUWfSMyKbIIrJFXiAMBsm0jvvzfFjdv+pNc6fykNYMAAL+549veO6SJoSQwcZ57BGCABjGiO+U90LP8+2S/3nkEfDg6rdwyozxCKpmsKUHV79F2V2l5LtesqL6mr6jzRMlAUXE3njGZYRWVdOKZRnbNN2wDTiAOwrvnY++imWd7bYRxjKQiZKIpbd5REotYpTPP74cDMjQdR3f+ql7t9idj75q79q16vM6Cg0IWHLbM5g6cTSuvXgWJNF8+ZjOZvFv1z/Zd7Int1PMTyvzi/ZtiRfdQEFU2o+640UNm9WI+/4AWU23DX0AcNdjr+PSLxybt7FHQCqtoS6s4KyTJuKLpxyJpjrVNgJfe/FMAGbQk8/MOhRnnzzRNo5GY0ns3JO0/TuuWDS74mQ6GXxo7Bthsj5OR/sLeV+Or79MWsPoBtVlfCvFx4EV+Tf/GK9Ugq+//1z5iqdBsphgDgVET6NkKCAiGfduazW8ha5k/MZTKqOhsU5xGTieePYdnDJjPC6ce6y5LV0Aksms60j5ss523P2/m7AnlsbShe1YcU/h1vtllk/FpAEDgr2bz+loeMWi2RCrLSQcGTKSKQ1PPPuOrWRqOvDwn7fgS6ceNeSTme6ze/jis4beGXzQZ5d0UBWRGmIjJyHkwMTa4WEdOao0SZPKaLj995swb84RtiHt9t9v6vfUyXBC2V1beG0siMaSpnEsd/okBeB7HpsxbsptxpABpDTvtd+h4xqxYtFsT8O6l57+4ms7sOBfJmH5JbMgiQIUSezzaW3ly9uptXt3b9nrJQmGndd6sW+53rGuoZQgk16bT5YsnIGH/7zF9EcsC2htCbvWnmvWbyvIUwvrPOv+QBCwtydVYEy+/feb8M3zp0PXDRgG0L03gd8++RbOPGkC7v3DG5g35wj8MOfKADB3m176hWMBmCcJ8v2m//rx12zXX9Xed6Q0KmU+PGDxjdRVJNAGUP5ONmurvvnGRitpq346q+P/vfR+wQJ7/mlHFV3klmuAS8YzGBsJuoySpqHP3zdVudGQiUmx8WQYKHibFounccHnJkMSgX909WDCJ5pcfQ8BDqOIYTuVVSQREAxceMaxCAUkpJPm1tBiY4UQC0kE/vZ2tx1ABjDH6YLTJw25xiIKIxdVMZ7Iojva65KJf/9HFPVBpWKiThJCyHDifwpEqJgVbDyRxd8/iLpk9ytv7UB9sJWyuwopZV3j9/Jc1w3IhrlTTpYk76BbogBomufw9dPTu3abATd+cv+Gfndq6bqBLIC6oIwVi04ABAMwUPJ6KX+t5TyV47zW/oJMem0+URQBXzr1SCw43Xx5GwrKqAsquGnRCWbfSQIUETW7zpNEoWA3IwB7I8S3f/lcwbi6Yn4bJBG4+Kwptr9Gy0C4pPM4CBDM/jMMyKIAURTMlyGiUGAUJrUL19IjTLmRuoZzJ5siC/j0cW5fVYs72iDLIoy0v6DYHwNcMp5xGSX9dvTl10d/beXRn7Gt0KfEUQW+yyJhxfarZzjCt+/ck/Tceu9880djLSkFyUdeShKGPrKhYJQVXXwwUBQR4ZCKpbc947puRRGgp4e+fkIIqTRU1fsUiKqKyCQqQwMURQEPrN6Cnz74N/u71kgInzqytWIMkqR0SjneXspmDAkGrulsLwiyKMF/7eKlp1snZU6ZMb5fI5skidj20T7ccNeLBbr7QHRt51rLeSrH71r9yN98ktXc6zfLa9NYK5hBFsjA+4hxLSADGJu3m9HajSdL7qjKRx0SwdwTJ7jWYc5gHNFYEoYGGFoWIgARAHQzSLnZdxQ/BxIHZDTed955B0uWLMGePXvQ3NyMm2++GYceemjJ+f0iQZUTCVSSRPRmNOzYHXdFQqpTpH7zhsMKelO6/VakLiAiXmT3W7l5IEvo3hPHqKawnW/X3jhGN4eBfo4hlBsdtdKiqhajmqPxOvtZVUTomnm03NnnkiRCEwRkc/0vy6Lpg0Q2HfUGFAmaZthR3GRZQFYzoOlmpDHD0JHK6Pj+PesxdeJofOHTR0CWBKiKZB8DFnPl6zoQUERouoGspkOWRCiKiEQya7cJMH0M6roBURQH/GZyOKmm6FBOKjUarySJEFQRmbTR9zZYFWCk9aG/95KE7r0ecrAp7OtLdDDrNiQD0AS7bkgGBE0Y+rorhFqJxjtmTMOQRtdlNN6Rpxai8Tqp2P6WJSQzGQRkxZaLqWwGQUXpVzcdLiRJRCAgFejdqVRlRbi0dMFS/TNW+pgdSvrrK0kSEY1nCl6e5xvVSlnn5KcJKCLiKc0VTXXuiRNsf2zWEWBIInQY0DRzU4mmm7u4RFGALInIZHXohhkkRlUk6IYBUTDTWei6+Z0gGDAMwVPXtq71qQ3v47PHHw5RBHTdfDEriQJkEfYJnnIZNaoe3Xvi+70erJQx6yVPrfus5NY/mmZAEExf6KIgQJHN7/XcbkpBAAwdgGAe7RVFwVy7Qexz06WYN8OMfmwUrKFK6c+Klf0e1GJbGY13P7j22mtx7rnn4qyzzsKjjz6K7373u7j33nv3q8xShXs+mqajTpFwyNiGAQmyUFjB9miy4I3mQZEgEj7Gu7BPnnGRYFGDX1AVoSiya1eJ5XMkWUShKrdPys1HBkZ//az5pPnGedMRDspYdtuziDQEccHnj3a9hVqycAYeeHKzHSHqivltePmNj3Dz107Anlgay+943s732F+24l9PPRKptIZbVm70LM/yBxKNJbH8kn9CJqO73oZabzbzw8eT2iMQkIrIsKG97+GAtxwMB0TES9h5vL91+193ZSxqCSFkOAmpIvb2Glh+u1smR+pEJCrE2DeSc1apUOcunVL6qtSTKv2dRvKra1SDCrkphOb6AD4z61Db0Lessx2qJCCWzCLRm0IypeGl1z/CiW2fcAU1W9rZjr9seB8PP/V3W8duqFMRT2Tx8J+3YO6JEwpOMDz+9FbMPXFCga6taTpGNwVw6szx2LknXrAjraFOQVNYKdvgN1i7ESsZ6z7fv+pNu++dayGvdVH+PTnzpAloqldx3xN9kZqXLGxHfVjGt3/xnGv3qKKIdoDPWuxPUog40g0Ybnbt2oXXX38dZ5xxBgDgjDPOwOuvv47du3fvV7lZwBbIQJ+T0lLEm6bpEDQdsmFA0ErboRJP6Z5RfOMp/7y9Pnl6i+QBgIRPvkQ/+crtk/3pS1I6pfSzV5r/+O+XsTOaQFc0gXlzjrAnIOv379+zHqfMGG9/vvWBjTj6sNFIJDV7HFn5TpkxHrHetF2GV3m3rNyIeXOOQFc0gR274wVRg299wCyHY6T2KVeGsW5CCKktytGDh5tqkN3UuUun1L4qZ11Xal1pzQA0DUFJwCFjG/D1L0/DikWzEQkrSGsGduyOY1+PqVef2n6obeizylhx9zqc2n6o/fmWlRshiyJ+/JuXccqM8bahz/rd0rH9dO1UxkDX7niB7v7j37yMrt1xpDLl78LMArahz9kHtTQ2rfvs7HvnWshrXZR/T25ZuRE7ownX2uv796xDNmu48t149zrs2B2v6f4khRxwO/u2b9+OsWPHQpJM17iSJKG1tRXbt29HS0tLSWWMGlVf8F1XtO/h6fsuAQjCkGwd3t7d41mfphsY51NfOXn2J1+5fTLcfTkYVGq7LKwx62xnKf3slyaomqKjIax4/t4QVgo+iwLstFY+K13+937lBVXZ9/dKHSOV1p5SGel2e8nZcmXRYHCg1l1JjPSY7A+vMVstOPu20vsZqPw2Vnr7LEods5V4PdUgF6uhjdWmc4+knB3Oviqnrq5o3NbPu6IJSCI8y5BE92dLPy+mg/vp2tu7e31186Aq79dYr7ax6Uf+mPVaizn73u/vvjyF9ySoygiq7jRink9p5/rN+V2x/qymfmZbvTngjH2Dgae/CEdAAovWSAgwjCE5Qy75RHKSRMG3vnLy7E++svtkmPtyf6lan32l9LNPmmTafA8Ui2c8f485joVbn5vqA3ZaK18snoEiCwXf+5XnFanK+r0Sx0g1+ZBwUrk++8qURYPAgVp3pVBLPvsqEfrsGzzos294qAa5WA1tLEfnrvQxO2QM5/qknLok0dbPWyMhaDo8y3BuNGyNhKAbbl3aT8f20rUlSfLVzZPp7P6N9UHs70oZswXyNHeNzr73+9vC654k01lksoYrTf5j4ly/Ob/z689Klf1e1GJbB2vMHnDHeMeNG4cdO3ZAyzk11zQNXV1dGDdu3H6Va0VJao2EAKAgmulgEw6YUcic9Vn+o/yo88lTVyTP/uQrt0+Guy8PVErpZ6803zhvOsZEQmiNhPDQ2i1Y3NHm+n3JwhlYs36b/fmK+W1Ys34bNEO3x5GVb836bWioU+0yvMpb3NGGh9ZuQWskhLEtYVyT1x6rfI6R2qdcWcS6CfEnndEwZkyDrVhaf/v9a2gMjXCLCakOuVgNbaTOXTrD2Vfl1GVFdG2sN/Xq1evexZKFMwrG3+p179qfF3e0IavruOrc6VizfhuumN/mqWP76dqqBLTmosg681117nS0toQRUPK2lw2wD7590cyaHpvWfXb2vXMt5LUuyr8nizvaMCYScq29lixsh5zbTGF9d01nO8a2hGu6P0khB2Q03vPPPx9f/OIX7QAdv/vd73DfffeVnH8wo/HuD6Gwgrgjwlc4IPoG57AoKxqvK595baXmYzTevjQjSSnReEuJBiZLIsTcvnArYpQdPVd3R+M1dANCLq1hAIokQJYEJNN6X/RfVzReM9JU6dF4zQhUjMY7+FTqzj6gfFk0GJQrPwe37uG/7kqglnb2VWI03oHWMZJyrdLlKnf2DR/VIBeroY2Mxls6A+2rwahrIGshSRJz0XgBXTMgyQI0zdTXJVFAQBWRzui2zi5JQj/ReE0dvpiuragSNOTq0Q1G482j1Gi8EAAYAnTdgKII0DVAMwzvaLyGmd7QzYjLVvReLXdfFUWAoBuMxluBMBrvMLB8+XIsWbIEt912GxobG3HzzTcPSrn9RVYabBLxjKM+DYkSojLG8/KUGsnRyjcuN0BLzVdunwx3Xx6olNLPrjRZDdaUYH2npc1vZDu9+ZsAwEos5L7XHPn0dN/kosPcZizml5fV0BwJI5OIudonAJAAOBvMMXJgUK4sGsy6Byo/B7PukbhuQgipRKpBLlZDGy09z1qEVl4LK4fh7Kty1kKapsM6pysA0LU+vXtMS5+RwdLZ9Vyhei69heT42/m9Vxsyac1OZ+ruZnnpEtrbH6IomMFOgJpdD1r32UICoKedf+t96x7Husr637qHdv8DyOZ/l7eGquX+JG4OSGPfhAkT8OCDD450MwghhBBCCCGEEEIIGVQqx2kEIYQQQgghhBBCCCFkv6CxjxBCCCGEEEIIIYSQGoHGPkIIIYQQQgghhBBCaoQD0mff/mJFIz1QOdCv34tK7xOrfZXeTj+qtd1A9bZ9pNtdSv0j3caRgtddmVR6+waLdEYbUJS4VFpDQJX6T+ggmcqityfp+3ul93Wlt8+i1HZWw/WwjYNDpbexktpXSW0pFbZ5+MlvfzVdD9s6NAxnWwXDMEYufjkhhBBCCCGEEEIIIWTQ4DFeQgghhBBCCCGEEEJqBBr7CCGEEEIIIYQQQgipEWjsI4QQQgghhBBCCCGkRqCxjxBCCCGEEEIIIYSQGoHGPkIIIYQQQgghhBBCagQa+wghhBBCCCGEEEIIqRFo7COEEEIIIYQQQgghpEagsY8QQgghhBBCCCGEkBqBxj5CCCGEEEIIIYQQQmoEGvsIIYQQQgghhBBCCKkRaOwjhBBCCCGEEEIIIaRGoLGPEEIIIYQQQgghhJAagcY+QgghhBBCCCGEEEJqBBr7CCGEEEIIIYQQQgipEWjsI4QQQgghhBBCCCGkRqCxjxBCCCGEEEIIIYSQGoHGPkIIIYQQQgghhBBCagQa+wghhBBCCCGEEEIIqRFo7COEEEIIIYQQQgghpEagsY8QQgghhBBCCCGEkBqBxj5CCCGEEEIIIYQQQmoEGvsIIYQQQgghhBBCCKkRaOwjhBBCCCGEEEIIIaRGoLGPEEIIIYQQQgghhJAaQR7pBlQju3b1QNeNkW7GiBCJhBGNxke6GRVFKX0yZkzDMLXGm127etDUFKrKe1fNY65a2261eyTHbX9ytlr7dn/hdRenkscsUPn3r9LbB1R+GwfaPo7Z/YdtHBxqRc4OB9VwP/M5kNtcKWO2mu4B2zo0DLec5c4+MiBkWRrpJlQc1dIn1dLOfKq13UD1tr0a2l0NbRwKeN3VTaVfR6W3D6j8NlZ6+wZKNVwP2zg4VEMbK4Vq7Cu2eeSpputhW4eG4W4rjX2EEEIIIYQQQgghhNQINPYRQgghhBBCCCGEEFIj0NhHCCGEEEIIIYQQQkiNQGMfIYQQQgghhBBCCCE1wgEZjXfRokX44IMPIIoiwuEwvvOd7+Doo48e6WYRQgghhBBCCCGEELJfHJDGvptvvhkNDWY449WrV2PZsmV4+OGHR7hVlU0gpCCZ1rG9uweSJCGoikglMv3mU4MyUhkDmq5DEkUEFAHpZLbffOGwgt6UbuerC4iIx4vXV04eAAiGFSQc+UIBEckS8oXCCuKpvj4JB0QkSshX60iSiCwATTcgiQJkAJqml5QHAiCJIjTNgKYbkCUBO/fEAUmCBMNVjiSJEBQRmYwB3TDrEkRAzyXRNB2yJEKRRWSyOrKaAVEUIEkCRABZXQcMQJUEZDTzsySKkCUBOgxkMmb9igj7d1EUoCoishkjl7606yvWP6okIJ27Xqs8AAPuwwMFRZWQ1oDt3b2QJAmqBGTS2rDUXc7YHiws+WbJm1Ll22DWPVDZSvqwxk5XNA5IYtGxo6gSNAjIajp0HZAlAQYMCIYARRGRymjQdQOyJEKVBWg6kNUNaLaMs+SojkzWgCgCAUXKyUEdkiRCEgVksjokQYCqikhldGiagR2745BVGYABQeuTuZIkmm3KyUFZEly/93ft5eYlpFpoaAwhGCi+rBozpsH+O5nKIrYvMdTNIjkGOn/vjy47VHWUmt5Kp+sGRFEEBAMwzM/7U55XOqf+DkOAbsn5XF4rnyyKkCQBqYwGSRSg5OYkwIAkigAMZDXDnPNEwdb5s1kdkCUYACRRcK0PDBgABKji8OmB1YSlL+uGAUUWoeX0BLvvDAEBRYChG0hryI0Tcy1l6EDXbm99xSrX0gkVRYCuw7w3ufUYABiGqadIMJBJa/2Otz5dwdRbJEmAABToC17l5NPfWstr7ZU/pgdT13c+kzujcRiyCBgYlnXEAWnsswx9ANDT0wNBEEawNZVPIKSga08SK+5eh65oAq2REJZ2tqO1OVjU4KcGZezcmyrIN6YpUNTgFw4r2B4trG9cJOi7wCwnD2Aa+nZ45BsbCRY1+IXCCj7yyHdQJHhAG/wkSUQ0nsFNjn5Z1tmOSFjxFWZWnvtXvYl/PfVIpNIablm50c5/5YJpeOSpt3Hu6ZPQnCtHkkSkDAM9e5L4/j3r7bRXLzwO6bSOn9y/AV3RBGZOHouO0yZhxT197Vnc0YZgQIIIAX/Z+AFOnnawq73W77f/fhOaG1R0nD7JdZ+XLJyBB57cjBdf21HS9RXrn5mTxxaUf01nOxRFxPI7Xii5Dw8UFFVCdyxd8NyNblCHXNErZ2wPFuXKt2qvu1YYyNhRVAn7klnsiaU85eD8044qkD+CCNx41zqXHJQE0VVfvtxa3NGGe//wBpobVCw4fVKBDAwHFQQUEXWKBADYE8/gxrw0kYYA6hSp38VpuXkJqSaCARlzv/5oyekf/9FZiA1he0gfA52/90eXHao6Sk3vle6K+W14/Omt+PJnjkZTULb16HLLs9IBsPX3uSdOwK0PbCyqy1rzTjSWxJKFM/D0xg8w+1MfhyAAyZRb97+msx2jmgLY9tG+ftcHHadPGhY9sJpw6suRhiAu+PzRnn234PRJUBQR9/7hdcw9cQIef3prwb10jgsvPXxZZzsMwPWdNebOPGkCmhsCaAor6N6b8h1vfrpCMCAhpMq2vuA3Hpub+wzZpay1lna2Y+WqNwvWcgAGXdcv9kwuOH3SkK8jpOXLly8fstIrmGuuuQbXX389nn/+efz0pz/FqFGjSs6bSKRhGP2nqxWyhoDldzyPrqj5BrI3mcXGzV3452kHQyjSEb75ph9SNF9a9853UpH6yskDABmffCcPcr66uoBvWcNBIpFGOKwiHk8PaT26KNgTO2D2y4bNXZgzw/+eW3m+OOdIZDUdP3vwr678r77djS/OORK3PLDRLkcXBWSyBm6460VX2lnHjsNPf/uK/d3Cz0+2Jywrzaat3Zg6cTSSaQ1TJrYWlGH9ftT4Fhz+8eaC/Bs3d+GLc47E06/8o9/rq6sLuPo8v3+82rdhcxeOPqwFTzz3bsl9ONhY7R7JceslZzWIns/dp48b+r4pZ2wPFuXKt2qv20n+s1Qs3UjhpxsMZOxoEPFhd4+vHLz1gY0F8ufYw0e55MWsY8fZLzys7/Ll1qat3Tjvs0fj8I834xYPGTllwij0JjJoqA9AB3BtXvs3be3G0Ye1oKE+UHQc6KJQdl4/Sh0LI8VA21eJY9ZJpfc3UBltrKsL4P5Vm0tOf+6/TBrxNudTzXK2GAOdv0tJ359+Nxh1lJPeK92mreb88Z8rN7j06HLLs9LpgK2//+Khv/ary1rzzv+9sA0bN3fhorlTEN2XRCqtFcx5G3LrxeV3PN/v+uDWBzb2qwdWypgdLlnl1JcvO2dqwf1xrq2OOawF48c14RcP/dX3XlrjwksP37C5C1MmjCq411ZZxxzWgvpQwDOfczx66QpTJ462dZFi4/bkaZ+AnjUNZqWstfzWctaYHkxdv9gz6Vzb5jNYY/aA3NkHADfeeCMA4JFHHsEPfvAD3HHHHSXnHTWqfqiaVZFs7+6xB6hFVzQBTTcwznEkYSTzVUMbRxJrzI4Z4rZ1ReOe/QJB8K3bytOQe6Pilb8hrLjK6YrGIQqFaYOq7PrOzpdXXlA1RZ8ketcXVGUEVUf7PdpT6vU5v8/vn/7aV2odQ8Fw1uWFl5zd3t3r/dwZQ//clTO2B4uRlDeVJOtGekz2h59uMJCxs727t0COWekteZEvf/LlRbH8Xp+LyqDcyQffNP2Mf79rLyVvMSp9LFR6+yxK1Wer4XqqoY35VGKbK7FNTspZgw10/i41fTH9brDqGGh6v3ReevT+lOecGwaiyzrnHUmEncZPzyh1fTAcemC55I/Z4XjGnPqy3/2xvrfWPMXupTUu/PRwv3tt/abpetFyi+oKQL/pMlkdrbl+LXWt5bWWs//2aWc5lPpMDhUHrLHP4uyzz8Z3v/tdRKNRRCKRkvLs2tVT4PeglpEkCa2RkGugtkZCkEQBO3f6H0IYznyV3saRVp527erBqFH1Ra9pUJBEz36BYfjXncsTi2egyIJn/lg84y5HEqEbKEibTGdd31n58stLps1j5Joe8P09kzXsz17tKeX6xoxpcH+f1z/9ta/kPhxkrHaP5Lj1krO+z51Q/HkdFMoZ24NVdZlyqtrrdlLwLBVJN1L46gYDGDuSJBXIMSu9JS/y5U++vCiW3+tzURlk+MvBZDrb//j3ufaS8vpQ6lgYKQbavoocsw4qvb+BymhjOfdxpNucT1XL2WIMdP4uIX1/+t1g1FFWep90Xnr0/pTnnBsGoss65x1Nh53GT88odX3Qnx5YKWN2uGSVU3fzuz/W99aap9i9tMaFn07od6+t3ySxn/FWTFcA+k2nyGJfv5a41vJay1l/D6quX+ozmcdgjVlxUEqpInp7e7F9+3b789q1a9HU1ITm5uYRbFVlE1RF00dfJAQA9ln3oFp8+AQUwTNfQCnuI7Eu4F1fXcC/vnLyAEDIJ1+on3xhn3zhfvLVOjKAZXn9sqyzvehbBSvPmvXb0FCnYnFHmyv/lQumYc36bbjGUY4MQJYFLFk4w5W2sV7FlQtiKEaMAAAgAElEQVSm2d+tWb8NSxe627O4ow2N9Sqa6wNYve7dgvZavz+0douZP+/3JQtnYM36bSVfX7H+8Sr/ms52jG0JD6gPDxRUCZ7PnSoNfd3ljO3Bolz5Vu111woDGTuqBLS2hH3loJf8aWkKFsjB/Pry8y3uaLNlnJcMbG4IYmxL2JS1AK7xSGP93t+1l5uXEEIGg4HO3/ujyw5VHaWm90p3xfw2rFm/Dd++aKZLjy63PCudU3+/Yr57zvLSZa15x5qTVq97Fw11KhrrC3X/a3LrxVLWB8OlB1YTTn35obVbfPtuWWc7WlvC9j30upfOceGlhy/rbEdzQ9BzzC3uaENrS9i+l37l+ukKjfWqS1/wG49NjiOvpay1lubGVX5bhkLXL/ZMDsc6QjCMA8n7HNDd3Y1FixYhkUhAFEU0NTXh6quvxuTJk0su40Db2Qf0ReO1ItMwGm9fNF6rT4pF4z1gdvZhEKPxGgZkUTAjfOkoMRqvAN0wo46Z0b+Evmi8ugFRKBaNN9de32i8ZnSogUTj9XqDVw3ReCt1Zx/giAJmGGYk0QMsGq9V94EWjbfad5z0yTgBMIzSo/EaZmRCdzRePReNV3BH43XIODNqoRWNV0BA6YtKbv3uFY3XipbrH43XlIPlReMdeF4vKmEXVzG4s2/4qYQ2jhnTMOAAHSPd5nyqXc4WY7Aj35ai3418NF5AFAU7Gu/o5jB27eopu7zSovHm5Hwub2E0Xj0XjVfMReOFHb3VjMZruKLxRiJ1iMaS7mi8ufWBNQpKicZbKWN2OGWVZzRe3dF3BopG4zXvaaG+0heN18jdy75ovLph5MYcYOj7E41XgCSh5Gi8LS11rn6t3Gi8ZpRhMxpy8Wi8gzVmD7gXq6NHj8Zvf/vbkW5G1ZFKZCAAGJcTUqlEaYvrdDILAbmBpmkodU0ej2dc+eLx/jOWkwcAknn5kiXmS8TdfZIoMV+to2m6oz8NlNIrVh4A0OHIr/dNjPnlaJoO5PJJubQGYJdj5c9ktb7PAAwN0BzpMpojvQZozs9ZwDJpWL9nc0J5INfnda1W/owGz/4aaB8eKGTSmuu5ywxj55QztgeLeJ68KVW+DWbdA5WtpA9r7PjJMyfWokXM/YPulFda3/dZwDrhYt8fmDLOeqVmya2M5pCDWUBHTm4CSCc0O/+YFu+FiOaSe4A+gCGwP3kJIWQwGOj8vT+67FDVUWp6zakbOxKJouCZrtTyvNI59Xc46izUZTVomlOX1hx6f659uX/O/LIsAlnNeu/vWh/Y86JPuw90LH1ZAqCndc++s9blrpGRW5f46StWuX33sq8Maz1mfdY13b6//Y23fF3B0AAvs34p47a/tZbf2qvU8geK85kcE+nTs4ZDHeI5HEIIIYQQQgghhBBCagQa+wghhBBCCCGEEEIIqRFo7COEEEIIIYQQQgghpEagsY8QQgghhBBCCCGEkBqBxj5CCCGEEEIIIYQQQmoEGvsIIYQQQgghhBBCCKkRaOwjhBBCCCGEEEIIIaRGoLGPEEIIIYQQQgghhJAagcY+QgghhBBCCCGEEEJqBBr7CCGEEEIIIYQQQgipEWjsI4QQQgghhBBCCCGkRqCxjxBCCCGEEEIIIYSQGoHGPkIIIYQQQgghhBBCagQa+wghhBBCCCGEEEIIqRHkkW4AIYQQQgghhJRCQ2MIwYB7CTNmTINv+mQqi9i+xFA3ixBCCKkoaOwjhBBCCCGEVAXBgIy5X3+05PSP/+gsxIawPYQQQkglwmO8hBBCCCGEEEIIIYTUCDT2EUIIIYQQQgghhBBSI9DYRwghhBBCCCGEEEJIjUBjHyGEEEIIIYQQQgghNQKNfYQQQgghhBBCCCGE1Ag09hFCCCGEEEIIIYQQUiPQ2EcIIYQQQgghhBBCSI1AYx8hhBBCCCGEEEIIITUCjX2EEEIIIYQQQgghhNQINPYRQgghhBBCCCGEEFIj0NhHCCGEEEIIIYQQQkiNQGMfIYQQQgghhBBCCCE1Ao19hBBCCCGEEEIIIYTUCDT2EUIIIYQQQgghhBBSI9DYRwghhBBCCCGEEEJIjUBjHyGEEEIIIYQQQgghNQKNfYQQQgghhBBCCCGE1Ag09hFCCCGEEEIIIYQQUiPII92A4SYajeJb3/oW3nvvPaiqivHjx+O6665DS0vLSDeNEEIIIYQQQgghhJD94oDb2ScIAi6++GL86U9/wuOPP46DDz4Y//Ef/zHSzSqLUFiBIUnICgIMSUIorPSbJ5yXJ1xCHme+7d09ZeUrt76B5BvOupz5BtontYCiSlBDjn6TJchBGYYkAYoEQ5agiSIM2fyshhQYsplWVGUIigRDFmFIZjrIEgRVRlYw8yghBZJqlrdrb8LOa0gS5KACKBJEVc59b+Y3P7vLNGSzvFBYcZUhqhIMqe8arLbKQQWGJCIrCIAkQVEl+7MhiZBy//K/qxaque0WI/nclSsrBrPuA+26ldyzur27F0bumaxGvO6f9TwqOfloyCJEVYaoytClPtlmyBJ0yfxNDSuQAnLufvTJLSjmZztdSAFy8lEKKgUyVA4qEHPlWHJSE0Xs2B2HoMqQcu2QgwrUsALBUb4clAHJIcOLyBOnzEFO9laz/CkFXTeqXs4SUo0U03Hyf/PS7yyseceSmYoqueV1nizPTxtw6MeQJShBBVJOR846dGNbH5Ul6Lnvrc+aKOZ+l02Z79CrDbkvbyCsQAm69fFAWIEuiZACpiy35pOd0TigSBAUCYLaV54UkO35ArIEKaePC6r5vbNeXTL1dSU3r1j6dt8809duQzZ/k4MKdIeuben4umSW6WyjoOR08VxZO3bHXWsIQ5IQdOr0OR2/FtZg1hhzzq3I3U84+trqH0tfEFTJ1b/W+kgTRXvNZY0n6z7KQaXg3op593vX3gSgSPbYsNJYv/fdl757bt1rayypuXslBWTHfRXsupzPAxzl51+bqMqu50zMPb/Wc9wVjZekhxSbk2thjeTFAbezr7m5GTNnzrQ/f+pTn8L9998/gi0qj1BYwUfRJFbcvQ5d0QRaIyEs7WzHQZEgEvGMZ55wWMF2jzzjIkHEffJUS75qaGOtoKgS0oaBfXv6rn/m5LHoOH0SVq56E3NPnIBbH9ho98s3zzsO4ZCM793xAiINQVzw+aPx2F+2FqRb3NGGe//wBqKxJJZ1tkMzdDyz8R84se0T+P496+10SxbOQCgoY28sjR//5mX7+6vOnQ5ZFvCDe1+yv7tywTQ88tTb6Dh9Ev6y4X08/NTf7TKe3vgBTpp2MFauehMvvrYDMyePxfzTjnLVtbSz3f69NRLCNZ3tUBQRy+94wU6zrLMdkbACTdNH+tYURZJEROMZ3OQYs9XSdouRfO5Y9/DXragSumPpgrpHN6jIpLUhrXswKdaHz7z8AY45fDRWrnoT/3rqkRAEIJnScMvKjQVy7EunHYlQQEZ0X8r+febkseg4bRJW3LPOJUubGwJY/eI2xOIZfG72YQUytKUxgOi+NFY+WSizF3e0IRiQIEsiJFGAqkj447Pv4OGn/m7LyQee3FyQL1+eeMmcfDlfTfKnFCRJxLaP9uGGu16sWjlLSDVSTMcB4PrN0llXeKQVJaFg3lnW2Q5VEbFxcxeOOXx0ge7rldapJ157yT8hndFd6a6Y34aX3/jIU8d94MnNtt551bnTUR+Wcd2dL7ryPv70Vpx50gQcNDqMvbEMvn+Pe375sCuGQz/ehD2xlOd8cs4/H4FfP/4amhvUgmtY3NGG//fS+zi1fbxLz7bq/dJpR0IURFc/zD9tkqsNizvaEFAlPLj6LXvOsK7J0vF/++Rb6DjtKMRT2aJzWr4u7vV5TCSIcFip2jWYNX7v91hH5V/vkoXteOOdbnzyyDFIZbQCncEaQ3tiaVw4d3LBPTTH3cGu+3XlgmlQVRE339O3hrp64XHQNeCH//2S5xye3y6vsbqssx3/6Iph4iERxBNZrLhnnb0WdLbZGlvz5hyBVS9sw2dnHwrA1Ideet37Oclfx5Wqh3jNybWwRvJDWr58+fKRbsRIoes6brzxRsyZMwef/OQnS86XSKRhGEPYsBLI6AKW3/E8uqIJAEBvMouNm7tw8rSDIfg0Lu2T56QieaolX6W3sa4u4FvWcJBIpBEOq4jH0/tdlgYRug58784X7Otf+PnJuPWBjfjinCPxi4f+6uqXv27ZiWMOa8ETz72Ly86Zil889FfPdJu2duO8zx6N/3thGzZs7sLUiaMxZWIrbvz1iwX9fFr7+ILv//b2TkydOBpPPPeu/d2rb3fji3OOxK0PbMRFc6fgiefescu4aO4U3HDXi/jinCPx9Cv/sK8hvy7r995kFhs2d+Ho3LVYaTZs7sKcGYf43vfB6PPBQBcFW/kEirfdavdIjlsvOVvu8zoYsO7hr1uD6Fn3p4/zft6AkZW1frpBsT782Jh6fO/OF/DFOUciq+lIpTX87EG3bLTkWDarozeRcf3uJbc2be3GMYe1YMrEVhx96ChPGTrnuEOw/M7nfWXx1ImjkUhlEU9mEQ4oOPzjzXjiuXeKyvp8eeIlc/LlvJ/sLEYlydV8dFHAtbc/X5KctajEMeukEvu7ri6A+1dtLjn9uf8yacivoRLbNFBKvdeVOGaL6Tg64PrNS25aaTWjUF5but/Rh43y1H290jr1xBlHj8VP7t9QIAsvmjvFUz479c6/vb0Txxw2ylXepq3dtgyeM/0QXHfnCwVldJw2CR929/jOJz//3Ss477NH4/CPN3vOIZd/4ZO2MSi/3mxWd12P3zw0deJojB/XZM8ZTl3a+i2T1fqd0/L7xOvzP087GBnNqHg56/eMWePXa271ut4LPncMPtrV66kzWOmPOWwUfv67V0oad6++3V2whpp17Djc4nFfrTm8lLG6ITcWM1ndfglmrQW9xtbPHnwFl3/hk9i9L2lfm99zkr+OK1UP8ZqTB7JG2l+GW85W7c6+WCyGd955B729va7vZ82aVXIZ119/PcLhMM4777wB1T1qVP2A0g8F27t77AFp0RVNQNMNjBvTMGh5qiVfNbRxJLHG7JhBaNv27l4Ahuv6G8IKuqIJ+38nXdEEgqpcUrqG3BtYK48kwjOdYRhF68kvsyuagHM3tvXZWWd/bSpWBwTBt28Ho88Hg65o3PP6/No+0u32krMj+dyx7pGou9e7bqOy5Ww+/n2o23/ny5n8tH6/F5O5lszzq7sUmQ0AogBAcNfnl88pT/xkjlPOF5OdxRhp+eTHQOXsSFOqPluJbR8olXgNbNPA8RuzxZ49++8cxeSXpvnrl/m6ZynyEwCCquyZzk/HLUXvtOr204c1Xfet1ynH8/um1LaV2g9B1f+agipKLis/f/5ncz4VqkI38HrGrPFb6vUbhmGPi1Lvk/XZ796WOm6dZZcyVjVdhyj01VnsGq32Oa/Nr7356zj7ekvQQ/Ln5OGeu4dTzlalse/3v/89rrvuOoTDYQSDQft7QRCwZs2aksq4+eabsW3bNvzyl7+EKA7sTPauXT3Q9ZHd2idJElojIdfAbI2EIIkCdu6MDVqeaslX6W0caeVp164ejBpVX/SaSkWSJOgGXNcfi2fQGgnZ/+f3SzKdLSldLLf93sqj6QHPdIIgFK0nv8zWSAjOXdjWZ2ed/bWpWB0wDN/7Phh9PihIouf1ebXdavdIjlsvOVvu8zoYsO4Kqlvwr7vSxixQrA9F6IZhyxlFFuzfvOSQ1+/FZK6mB3zLk0SxJJkNALoRsHcl9CfDXfLER+Y45byf7CxGRcnVfAYgZy0qccw6qcT+LqfPhvoaKrFNA6XUe12RY7bIs2f93Z/chGFAEv31y3zdsxT5CQDJdNYznaWHlqN3WnX76cOSKPrW65Tj+X1TStsUufR+yGQN32vKZI2Sy8rPn/9Zyq3lK13O+j5jUvE5Of96BUGwx0V/82yp97bUcessu5SxKokisppml1XsGq32Oa/Nr7356zjr+1L0kII5uYy5u1yGW85WpefBn/zkJ7jlllvw3HPPYe3atfa/Ug19P/7xj7Fp0yb8/Oc/h6qqQ9zaoSEcELG0s90ciDAH5NLOdoQD/re0zidPXZE81ZKvGtpYK6gSIEpwXf+a9duwtLMda9ZvwxXz21z98s3zjkNrSxitkRAeWrsFizvaPNMt7mjDQ2u3oDVi+klorFexet27WLJwhivdkoUzkNV1XHXudNf3V507HQ11quu7KxdMs9u2et27rjJWr3vXbrN1Dfl1OX9vjZg++8bmrsX6bllne1W8NZEBLMsbs9XSdouRfO5Y9/DXrebJGavuaovRUawP17223ZYzDXUqGutVLO5o85RjjfUqxo4Ku35fs34bli5sL5ClrS1hrF73Lh7+8xZPGSpJwNKF3jJ7cUcbGutVtDQFMSYSgiwLtvy05KRXvnx54iVz8uV8NcmfUpABfPuimVUtZwmpRorpOPm/WXqhV1qveWdZTvez5HV/5eTria0t4YJ0V8xv89VxnXrnVedOx5hIqCDvmvXbsLijDaIELFlYOL+8+e4utLaEfeeTq86djofWbvG8hsUdbXj4z1sK9Gyr3sZ6taAf8tuwuKMNDXWqa85w9lFjvflbc32g3zktXxf3+hwIiFW9BrPGqNfcmn+9Sxb+/+zde5wcVZ03/s+pU1Xd0zOdTCeZiagYNFyFZB2SDLcgmkB4Vi7B5bcmIJJRAyoI+YnrAwmswIIEvC66AgJqRIGgssAiXgJBXYRAshAfEAggK4F9CJlkpjOZmZ6+VNV5/qiumurrzHRmpi/5vF8vXmS661SdOnX6W+ecOlXVic0v7kBbrKlom8Er7/sfL34M3XrXWVAvprTk9qGmtJhuH67EOTw/X8Xq6ppsXZRS+MfV6wsWq1v/dN48PPCH1zClZbg9VOp3kt+PG207pNg5uRH6SKUIpar99LmxO/744/HEE09AyrG3+F977TWcfvrpOOigg/xZge9973vx/e9/f9TrqIWZfYD7ko5EyoHtOJCahkhIK/lyDk8kYmAwkKY5pI3qYabD6dyrXmNPV+n2Rp9uMreVm27kMmmkmX2A++B8ITWk0tn9lwKGriGTcSA090Kq4yhomoAQgKlrSGUc2LaCaWhQSsFRABTgZK+kCk0gk3EgpYBpaHBsBctWkLp7W4Vtu8sZhgbLdqAJAdtxP9elgKa5fwfX6f1KI6aGRNrx1yGlu86Q6e6Do9y8evtgOwq6JmBIIG0r/xh7Qd8Ccj4r9fDWWpsRIaU2qrzX6sw+oPJYNB4qjRXju+39a78NUyJtA7ZSkELAlCj7co5arLNA8eOXStmwAJimRDqTfZi05s7es2wFR7lxSAlAOYAuBfRsPLQslRN7LduBZStoQvjLpdMOLEchZEpYlpMTQwE3TtqW8m/RdRwFIdz4qAFQADRNQNOATMZBxlLQNMA0NFgZBSUUoEQ21qNoPAnGHF3ToEkgnXFGjJ3l1FpczTd9egt270mM6hwB1G6d9dRiebe1RXHGlx8a9fIPf2vppMzsq7U8jVVdz+xD+TZO/nemFAXtO29Z/7yTPeeZEm6bFNl4nc6N5cHzo3tBXEMyu4yejdEOACvjuOeybNtYOXDbo46CchSEJiCzbVnHceO5lO6ylq38djUEgGxaQxdwHDeueueEsKlhKOW4s8EVkAmcT5BNDiFgWQ40zT1n2LaClW37Sk0glXFgGBqU45ZRcLuaFNA1gbTlwMmWg9Q19zzjuOdqb78EAF3XkM44UNm2ttfGz9gKQgC6Jtw8Ou5MPyk1ZALrCpnDfQipCTSFNAx5bXopEDE1CKBsu6RW6my535hXRyHgn1ulFH5fxa+ruls+UrrHVwGwbeWXr9fHccvT7XN57QPv5G4Ejpd3bKVwt+l9JjUBR7kbsLzjrAlksvUmJ19e20ETSGfceqFLATO7jC4FhHDTen3B4Layd9tDyy5j6G47xds3r456ZSCl+7n3O3Z/UGrEdki5c/Jol9tXkx1n63LA8oILLsCtt96Kiy66aMy34B5yyCF45ZXRP0C3lg0lMm4QBQDbxlBi5LcTJvLSJEaRJpjugGwFHWu6Src3lnSTua1gurGWSSNwO9v2cLlZgGW5f8N2z1MSALIxMp0ZXtZJux9m47q/nAqsK2PZ/jLTp7nlq2fXbdnud072ey+NU2Sd3t9DViCvNuBk85gesnPyauUtl7ED27AVvCNc7LN6YNtO3ebdU83fXaWxYjy3vb/tdyZt5+x3ph4rLUofPwEgM+T4scprVmrZ/7w4JuDGrXT2mc75sRcYbtAFl9MB2EknJ655MdRbj0diuBHqLRFs5g6nLxLDbRSNJ7kxx4Zj13f8GQ1NExC20/D7SVRryrVx8r8r1b4Dhs87XtzyzjvBeB2M5YXL5raPg21aHfADqxfX/ceiOsNtWW86ixPYdrBd7X2XKnJOSFk2NDc7AIbPJ23T3Tx7Q6Xe+uzsnZde3uzsv1W2vZ6/XWUDmbw82cH2c2C/APcc5ffWneHy8D6zA3lUGcAK9Bm8c1LwHJZM5JbvkNUYUdarox4J+MfT/zvQV3ECd8wGy9exho+NEzyGgH+itvLWGfif/9n0wKCUVzecwPfpIsfcQaD9Yg0v49Wx/L5gQZ3Oy7e3b07O73X4b+93nN92CRpt36cR+kjF1M1g30knnQSRHfZVSmH37t2488470dramrPcH/7whyrkjoiIiIiIiIiIqPrqZrDvG9/4RrWzQEREREREREREVNPqZrCvs7PT//dvfvMb/P3f/33BMr/97W8nM0tEREREREREREQ1pS5fW3PllVcW/fyrX/3qJOeEiIiIiIiIiIiodtTNzD4AeOuttwC4z+zz/h38zjTNamSLiIiIiIiIiIioJtTVYN8pp5wCIQSUUjjllFNyvpsxYwYuueSSKuWMiIiIiIiIiIio+upqsG/btm0AgPPOOw8/+9nPqpwbIiIiIiIiIiKi2lKXz+zjQB8REREREREREVGhuprZ57EsC/fccw+2bNmCeDwOpZT/3d13313FnBEREREREREREVVPXc7sW7t2Le677z7Mnz8fL774IpYsWYKenh4ce+yx1c4aERERERERERFR1dTlYN+GDRtwxx13YMWKFZBSYsWKFfj+97+PZ555ptpZIyIiIiIiIiIiqpq6HOxLJpM44IADAADhcBhDQ0OYPXs2XnrppSrnjIiIiIiIiIiIqHrq8pl9s2fPxgsvvIC5c+fiqKOOwve+9z20tLRg5syZ1c4aERERERERERFR1dTlzL41a9ZASgkAuOKKK/DSSy/h97//Pa677roq54yIiIiIiIiIiKh66nJm39y5c/1/H3TQQVi3bl31MkNERERERERERFQj6nKwL+jVV1/Fk08+iUMOOQQLFy6sdnaIiIiIiIiIiIiqpq5u43311Vdx1llnYc6cOfjUpz6Fp59+Gueddx4eeeQRXHLJJbjrrruqnUUiIiIiIiIiIqKqqavBvuuuuw6LFi3Cgw8+iKOPPhqXXHIJbrnlFvzyl7/Ej370I9x9993VziIREREREREREVHV1NVg37Zt23DJJZdg9uzZuPjii5FMJjF//nwAQEdHB3bt2lXlHBIREREREREREVVPXQ322bYNIQQAwDRNNDU1VTlHREREREREREREtaOuXtBhWRbuv/9+KKUAAJlMBr/85S/9723brlbWiIiIiIiIiIiIqq6uBvv+7u/+Dg8++KD/91FHHYWHHnrI/3vu3LnVyBYREREREREREVFNqKvBvp/+9KfVzgIREREREREREVHNqpvBPsdxRrWcptXVYwiJiIiIiIiIiIjGTd0M9n3wgx/0X85RjFIKQgi8/PLLk5grIiIiIiIiIiKi2lE3g30bN26sdhaIiIiIiIiIiIhqWt0M9r3nPe+pdhaIiIiIiIiIiIhqWt0M9n3lK18pexuv5+tf//ok5IaIiIiIiIiIiKj21M1g36xZs6qdBSIiIiIiIiIioppWN4N9X/ziF6udBSIiIiIiIiIioppWN4N9QZs2bSr53XHHHTeJOSEiIiIiIiIiIqoddTnYd+WVV+b8HY/HkclkMHPmTL61l4iIiIiIiIiI9lt1Odj3+OOP5/xt2zZuvfVWNDc3VylHRERERERERERE1adVOwPjQUqJz3/+87jzzjurnRUiIiIiIiIiIqKqaYjBPgB48sknIYQYcbmbbroJixYtwmGHHYZXX311EnJGREREREREREQ0OeryNt6TTjopZ2BvaGgI6XQaV1999YhpFy9ejPPPPx+f/OQnxz1fUmqwANiOgtQEdAC27YyYzjAl0jZgOw6kpsGUQCZtj5guEjEwmHL8dM0hDYlEZtzTBNPt2D0AKeWY01W6vcnYt0rLvxEE66xpaHCy5aB55Zd2huuzrkE5CpajAAACgGW734VMDemMA8tW0DQB09CQsRw4jvs3oAAl0BTSkEw7fjopBWxHAQqQ0v1NO47KrgfQpYa+wSSgSz8fYdNbR+Hx8vYHAoAScBwH2hh+i1T7Ko1F47ntscaY8dz2/rbfZlhHKqP8/Q4ZAumkNSnbHk85x0+XiJga0paC7ShYtoOQIQEBZCyFkKkhE4inhhQwdYEhL3ZKAakJOEpBKfhxVmoCtq3gKPdvPRtjg7E5bGpIZRzY2fhpGBoylg0ot0HoOApKamNuxxAR1Ypi/TFNCqRtAMJtjzpKQRMi+zdylinXHyh2TrIzDix4sdg9Rw6ms3FWaggZGjK2A9t2l9GlQJOpIZE9r5qG28a1bfc7XdeglNsWtrPtZU0CAgK6FLBs5cZqwI372bRe+9u2h9vZWva/TGb4/BM2NQylbLd9rtxycssCMA23PQ8oAAKOoyCEey7RNQHLdpCxsuecQJ4SSQtSajB0dx6R1wcwdM3Pn7cOqQEOgExGueWf3Y4m3P6EowClFGxLYXAwCY3h3vsAACAASURBVM3UobL5sbP7rkuRbevD/S57DOvtfGWYEhkHsGwH4ZCe7QM5cBxAl255JAN1SWT3WdMEMpYDqQkIDe7ymkAmUD6aJqCy9TxlOdD9+qFgB9oP3joyGTedVwd27B6ErktomkA6Yxe0GUwpYMPtC6psnrz+XrG+WfD3CGBUn9Xb8axFdTXYt2vXLrS1teEb3/hGzudNTU14//vfj5aWlhHXMX/+/AnJm5Qa4okMbli3Gd3xIbTHmrCmqxOxiFG2ohqmxO7+NNYG0q3u6sSMqFl2wCkSMbAjnixId0AsXLITVkmaeklX6bYqLf9GEKyzsWgY5592BG5evxXd8SEcc+RMnLPk8Jz6vLqrEwCwfsM2nHXSwfjOvc+hOz6Ej5/0AZx09IH+ssccORPLTjkMN/5ki5/20mUdePiJ17F8yeFYv2EbnnlxJ9pjTVi1vAMhU+IXj72KT5xyKDSh5RyLVcs70BoN4c+vdOOOh170f1d/fO4tPPDH/845Xo6tEE9kcO+GbTjjxNn47n1bx/RbpNpX6e+c267PbZthHbv6UgXbbpsaqqsBv1JlGI0YWHPLk4hFw7jwH45CMmXjjbf7cOQHZuTE3lXLOxCLhvCTR17yY+flK+YjnXb8OFws7l527jxMaTZy0q3u6syJwVesWABd13D3b17GitM+iL539uL6Hz3D2ElEdalYf+zKT3dC1zXc9chLBe1Dr3362aVHYbA/U7Y/UOyctKarE6ap4Zrbn0Z3fAi3XP4R7E2ogmUUUPDZvRu2YU9/Oqf9XWr5Vcs7EA5JRCMm+gcz+Pljr+AfTz4UlqXw7Xue9Ze7YsUC3PfoK36Mv/IznVAOCtrzb3f3Y9rUJv8c0h5rwuoVCwAhsL5IO/qyc+ehJWLgX+58uiBPYVPHU//nbTy6+U2s7uqEaWi49o6nC/oW3nqmTQ1hcMgqup3VXZ2Y0mzAst2B0KGMQDLtnu+TKTtnXV/+5Dz8++9fw1knHYwH//hXnLPk8Lo6XxmmRE9/Gjes24y5B8/AWR85GH0DqZy+2PIlh+fUA6++nvnh2bjrkZcR70/i8hXzITUNg0OZnPJZ3dWJ/3zuLRw399344UMvIt6fxJquTrQ0G9jVO5Rz7Fct7/DXl9/PCn7ntRl+v+VNnHzMLOzpT+VsM9jfC/bNcn6PXZ0wDA3X3DFcl6654FhkMg6+NsZxFBpZXd3Ge+qppwIAOjs70dnZibvuugudnZ2YM2fOqAb6JpKF4UAKAN3xIdywbjNG6o6k7eFg7qVbu24zRhpnGkw5RdMNpkr/ICpJUy/pKt1WpeXfCIJ19uxFh/jBGgAWL5hVUJ/XrtuMPf1JLF4wyz9BAMDJnQflLLt4wSy/w+ml/e59W7F4wSysXbcZixfM8j+/ef1W9A+msXjBLOwdSBcci5vXb0V3bwKdRx7gf3bDus04ufOgnHyl7eH9Wbxglt9wCKapn6EBKqXS3zm3XZ/bTmVU0W2nMmrCtz2eSpWhUvDj796BNG5evxWdRx5QEHtvXr8VO3sTObFz70A6Jw4Xi7vfvufZgnT5MfjGn2yBrmlYvGAWdvYm/IE+73vGTiKqJ8X6Y1/78WZ0Z2NhfvvQa59aVvHzTbA/UOycdMO6zdjZk/A/C+lG0WX29CcLPlu8YFZB+7vU8jev34q9A2lYlsJNd23B4gWz0D+Y9gf6vOVu/MmWnBjf25cs2p4//KDpOeeQ7vgQ9gyk/HNEfjl9+55nsSueKJqn7t4EPjLvQH/d3b2Jon0Lbz1eWRfbztp1m+E4gG27Zdndm8DegbR/jgwu+627n/X7JF6/pZ7OV2l7uK5+/COHYFc8UdAXy69LXn29ef1WnL3oEL89EN+bLCiftdn+0jd/9qy/7A3rNkMoUXDsg+vL72cFv/PaDCd3HoTu3kTBNoP9vWDfLOf3uG4zdvbm1qWdvQl/oM/7rN6OZ62qq5l9SuU28Ddv3lyVfEyfXjiw2B0IgMOfDQFCoK0tWnJdO3YPFk1nK4UDyqYbKJ7OKZ2ukjT1kq7ybVVW/vnKHeNa4NXZYD6DdTYaMXLKIf9vd/khhE0dYRM530kNo0rrfR6NGEXX6f1dbJvB3353fAhSy13GVu6U7+B28tcz0m9xotR63Sil2vkuFmcr/Z2PB257/9p2JYrVWaD0fnhxzYuJ3mflYq8nbOpjitnBz/JjsCZy85C/jmrFznJqLT/5aj1/nlJ1Nl+97E85tbgPzNPYjVRnS/XHirVfve+iEQOaKP5dsD9QKpaHzeHutO04Iy4T3K7379EsHzZ1P5/l0gZjfP65wt+vIvn0li13Pin1mXc+C35Waj3BfSh1btSEW5bBbY7Ut6jV81V+nW3z69NwH1Rqoz+v5/envDIqtqzXRwvWl1J1NLhMfj8r+J0mAIjSdcvLX7Bvlr9Mfl0qta6xHM9aO+7lTGZe62qwbzQv4JgMPT0DcJy8mQVSQ3usKaeitseaAKWwa1d/yXVJKYumk0JUlk4rna6SNPWSbty3NUL5B7W1RUdcttoBqKdnANOnt+TmM1Bn+xOZnHLI/xtwyyWZtpCxVM53toNRpfU+7w/c+hdcp6GLktsM/vbbY00Izuj2jheUytnOWH+LE2E0daMWefmuZr0tFmcr/Z2PB267PrZda3UWKL0fXlzrT2T8+CdE6TiYsYbXnUxbY4rZwc/yY7CjcvNQC7GznFqPq2PNXy3W2aBaLO9Kymyi96EW8zRWoz3WNV1nS/THirVfve/6ExlMbQmN2B8oFcu920zdzZfeflAwFo92+WTagqNCftpSMTsY4/PPFf5+Fcmnt2y580mxPAHDffTgZ6XW4yiU3Y4Q7jMVDU3L2eZIfYty56taqbPB31iwPtnO6M/r+f0pr4yKLev10YJ1rVQdDS6T388Kfuc+U7F03fLyF+ybjVSXSq1rtO2PWjxPlTLZcbaubuO1bRtPP/00Nm3ahE2bNsGyrJy/N23aVLW86QDWdHW6FRPw7zUfaTTVlMDqvHSruzphyvLpmkNa0XTNodKHtJI09ZKu0m1VWv6NIFhn73/8Naxa3uGXw8Yt2wvq8+quTrRGw9i4ZTu+dM7R/nePbX4jZ9mNW7bjihULctJeuqwDG7dsx+quTmzcst3/fNXyDkSbTWzcsh1TWsyCY7FqeQfap0Ww+cUd/mdrujrx2OY3cvJlyuH92bhlOy5d1jHm3yLVvkp/59x2fW47ZIii2w4ZtXHhb7RKlaEQ8OPvlBYTq5Z3YPOLOwpi76rlHZg5LZITO6e0mDlxuFjcvezceQXp8mPwFSsWwHIcbNyyHTOnRXDVZ45h7CSiulWsP3blpzvRno2F+e1Dr32q68XPN8H+QLFz0pquTsycHvE/S1mZosu0RsMFn23csr2g/V1q+VXLOzClxYSuC1x+/gJs3LId0WYTl507L2e5K1YsyInx06aGi7bnt73Rk3MOaY81obUl5J8j8svpsnPnoS0WKZqn9mkR/OHZt/x1t0+LFO1beOvxyrrYdlZ3dULTACndsmyfFsGUFtM/RwaX/fIn5/l9Eq/fUk/nK1MO19UH/vAa2mKRgr5Yfl3y6uuq5R24//HX/PZAbEq4oHxWZ/tL/3TePH/ZNV2dUEIVHPvg+vL7WcHvvDbDY5vfQPu0SME2g/29YN8s5/fY1YmZ03Lr0sxpEVxZwTgKjUyo/Htja9iiRYvKfi+EwMaNG8suc/3112PDhg3YvXs3YrEYWltb8cgjj4wpH6Wv3jf+23i9fePbeIfV7cw+lHobr/uWrVG9jddRkGIUb+MVAByM/m282bdyuW8lE0gH8jH8Nl737/Jv482+1RfVeaNTPV1pCqrVmX1A5bFoPNTC23j3t/323nzo7fdIb+OtxToL5B0/KfLexqsQMjRAAJalYJZ7G2+2HIq+jVcK2FaJt/EGYrX7Nl53Pflv421tjWD3nkRNvw2v1uMqZ/ZNvLa2KM748kOjXv7hby2dlJl9tZansWqImX2YnLfxBs9Jw2/jhd9+dt/G68Z79228yn9buq4F3sarFMzAG2sL3sabjd2aFBBA7tt4BSBF9m282XZzubfxeucf9228DjQNuW/j1QBT997G6yr6Nl7bXV4G8pRI2pBSlH4br3csCt7GO7ydYm/jjYQ0JC33XbwAcspwLG/jrZU6m/8bG34br0I4JLNv4x3eR/9tvN5bc4u+jdetz7rIexuvFFDZck1nly39Nl63jgTfxms5bh7ct/E6BW2GWnobby2ep0qZ7DhbVwOmjz/++D6v46qrrsJVV101DrkpZNuOG/QAwFYY7XBRJm0H0tnIjDJhIpHJSZdIjJywkjTBdAdkK+hY01W6vcnYt0rLvxEE66zjBWUAsOGXnwQAB7As9+/gnBovgKSH7OG/bcCy3TL10nqSidzlHHt4fU6g3PXAZ1OnRrEr0e+vK2nlriN4vLz98Xj7sh8d0oZXaSwaz22PNcaM57b3t/1OJ62c/a7XlyflH78ha3hHdAB22g2UAkAmL57aNjCUHl4WznBYDcZZx8r928Zw7AvGaoHCWJ39E5omIGxnzO0YIqJaUaw/ZtsobB8G0wSWKdcfKHVO8mNvtv3sr8cC0tl4r2X/gwMMWXag/e3kLB9sb3uxW7njK0gH8pK9jp6znGXntt2dwDJenlOW7ebDzisLG8hk7KLlpGzAu8RXLE/F8i7z9y3vvFRsO15/wtPcHEEiMDASLMNgOQR2p654A2I6ACvp7lRwH1OBehLcZwfDx1jBLQM7mNZy2wTIfu4tmw60PUTeOvLrq1dfHBRvM3i/D/8+j0D+ivXN8tsVo/2M9k1d3cZLREREREREREREpXGwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQXCwj4iIiIiIiIiIqEFwsI+IiIiIiIiIiKhBcLCPiIiIiIiIiIioQeyXg31/+9vfsGzZMpx66qlYtmwZ3njjjWpniYiIiIiIiIiIaJ/tl4N9V199Nc4991z87ne/w7nnnouvfvWr47JeKTUoqcESAkpqkHJ0xVtpukoYpoSSMrstCcOUY8pjdzwxKftWaT4rMZnlX+tGWxZSatBMCUdqsDUNSkoo3U1rmNL/zhIC0N2/LSGgmRLwj2vu+nkcaDQqjUXjYTLjUr5QkwElJXbsHoCSEqEmY9K2Xc393p/kx0AzrJctdyk1P54KUwK6hCU0/9/2KOI4Yy4RUfVMdBwOrj/en6y4/+a2A8rn0/DPQwKOlNBMHZopx22fGvGcVUk5lyqH/LaaHtb3qZ/lOGrcy7sRj2Gt06udgcnW09ODl156CT/+8Y8BAKeffjquu+469Pb2Ytq0aRWvV0oN8UQGN6zbjO74ENpjTVjT1YlYxIBtO+OerhKGKbG7P421gW2t7urEjKiJTNqumX2rNJ+VmMzyr3WjLQspNQxmbMR7U7h5/VZ/2UuXdeDhJ17H+ad9EP2DGXz7nmf971Yt78Dv/+stfHT+gTlpvPUDKLltIk81f6+TGZfyhZoMdO9JFmy7vTWM1FBmQrddzf3en+TX7WOOnInlSw4vWe5SatiTyOBr6zYjFg3j/NOOwM3rt+b8e6Q4Xuy31NqqqlgKRET7j4lu04xn/211VyfWb9iGZ17cWXQ9hinR05/OSbNqeQciYQMhQ0OzIfdpnxqxv1ZJOZcqhxlTQ9jVl8ppM1yxYgFaIgZC2QG1sZSflBq2v7MX1//omXEr70Y8hvVgvxtO3bFjB2bOnAkp3SvkUkq0t7djx44d+7ReC/ArLwB0x4dww7rNsCYoXSXSNvwg4G1r7brNGKm/Ntn7Vmk+KzGZ5V/rRlsWFoCdvQm/M+kt+937tmLxglno7k34A33edzev34qPf+SQgjTe+nkcaDSqWU8mMy7lS6adottOpie+cVTN/d6f5NftxQtmlS13C8DXst+fvWg4tgb/7aUrFceL/Zb6BlMTv7NERDThbZrx7L+tXbcZixfMKrmetF2Y5ub1W7GnP4mdvYl93qdG7CdUUs6lyiGVUQVthht/sgWWpSrqZ1mAP9A3muUr3d96P4b1YL+b2Tcepk9vKfisO57wK+/wZ0OAEGhri5ZcV6XpKrFj92DRbdlK4YAJyGOl6SrNZyXGq/zH+1iNN6/Ojsfx6o4nEDb1ostGszPxin0nteKfQ4iSabzvar18y6nXvFc73+MZZ8fDZMalwm0PFN+2Mxnbrt5+56t2nRxJsTpbTLH9yK/b0YhRttyDyweXLZWuWBwvtlzGctBe4+UM1H5dqPX8efalztabWtwH5mnsRltnJ8O+ltVEt2nGu/8WDdxtk7+eUm2FsJkdatiHfWrLO+eNZV9qQX6d9fJbSTmXSmM7TtHPNYER+1mjaZOMtPxoTPQxrPV6EDSZed3vBvsOOOAA7Ny5E7ZtQ0oJ27bR3d2NAw44YNTr6OkZgOPk3eoiNbTHmnIqcXusCVAKu3b1l15ZpekqIKUsui0pxMTkscJ0FeezEuNQ/m1t0RGXrXYA6ukZwPTpLeNzvKSGZNoqumx/IgNDF0W/sx2UXL/371LfjftxnySjqRu1yMt3NevtuMbZcTCpcWm029aquO1J2O+g0f6Waq7O5im5H3l1uz+RKV/ugeWDy5ZKVyyOF1vO0LWaj1m1HlfHmr+6rbNVVEmZTfQ+1GKexqpR4uxkGJffxUS3aca5/9afyOT8HVxPqbZCMp2dt1XhPvnlvI9lVSt1NqfeVFDOpdJIrfjnjsKI/azRtElGXH40JrC+1+J5qpTJjrP73W2806dPxxFHHIFf/epXAIBf/epXOOKII/bpeX2AO2q6pqvTrbSAfx/6SKOplaarhCnhPucpsK3VXZ0Y6Vnrk71vleazEpNZ/rVutGWhA5g5LYJVyztylr10WQc2btmO9mkRXHbuvJzvVi3vwAN/eK0gjbd+HgcajWrWk8mMS/nCplZ022Fz4k/h1dzv/Ul+3d64ZXvZctcBXJn9/v7Hh2Nr8N9eulJxvNhvaWpzaOJ3loiIJrxNM579t9Vdndi4ZXvJ9ZiyMM2q5R1ojYYxc1pkn/epEfsJlZRzqXIIGaKgzXDFigXQdVFRP0sHcNVnjhnX8m7EY1gPhFKq+pdHJtnrr7+OK664Anv37sWUKVNw00034QMf+MCo05e6qiSlBguA7ShIzf1xjeaBk5Wmq4RhSqRtwHYcSE2DKTGqh6x7eYQQgFITvm+V5rMS+1r+DTOzD6MvC/dtSgKWraAUoAkBCAUowJQCNgDLVnAcQJcCmgakMw5MQ4NjA5bjFKy/1Lbr6WpNvnrNe83O7EPlsWg8TGZcyhdqMpBMO/7vI2xqE/5yDk8199vTKDNOyu1HfgwMGRpSGVWy3KXUYEPAchQMQ0A5btz1/m3bCpqGsnE8P+ZOm9Zc8zGr1uMqZ/ZNvLa2KM748kOjXv7hby2dlJl9tZansWqUODsZxut3MdF9wOD6wyEdKmNX1H8zpUDaVmXzaZgSmex5SNMEdCkAKAhbVbxPwXLel7KqlTqbX28qKedS5TDcVnM/NwwBlXFG7GeVMn16C3bvSYxr3Zyo+l6L56lSJjvO7peDqbNnz8YvfvGLcV+vbTsQyBaqrTDarlCl6SqRSduBbdnIjHJjXh69CjrR+1ZpPisxmeVf60ZbFrbtAHbxqcHesdKy/8ECnOw6nWxHtdj6eRxoNCqNReNhMuNSvtRQBgLAAdn9Tg1N3sarud/7k/wYmM75u7DcvQayDkClUfBvCQA2ysZxxlyixhWd0oRwaPRdvTSD+6Sb6DgcXH8sGh71gEh+vjI2RsxnJqeNDzjjvDONeM6qpJxLlUNuWw2wirQZxlJ+miYgbGdcy7sRj2Gt2y8H+4iIiIiIiBpVOKSPebYhERE1jv3umX1ERERERERERESNioN9REREREREREREDYK38RIRERERUYF0xh7Tg8KTKQv9e4cmMEdEREQ0Ghzsq4CmiWpnoar29/0vptbLxMtfreezlHrNN1C/ea92vkez/WrnsVq437VptPlrlP2oplrPY63nzzOafJqGHPNz3wZrcP9r8ZgwT2NXS/mrpbyMFvM8+fLzX0/7w7xOjMnMq1BKVf/95URERERERERERLTP+Mw+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGoVc7A/Wop2cAjqOqnY2qiMUiiMcT1c5GTRlNmbS1RScpN8X19Axg6tSmujx29Vzn6jXvXr6rWW9HirP1Wrb7ivtdXi3XWaD2j1+t5w+o/TyONX+ss/uOeRwfjRJnJ0M9HM98+3Oea6XO1tMxYF4nxmTHWc7sozHRdVntLNSceimTeslnvnrNN1C/ea+HfNdDHicC97u+1fp+1Hr+gNrPY63nb6zqYX+Yx/FRD3msFfVYVsxz9dXT/jCvE2Oy88rBPiIiIiIiIiIiogbBwT4iIiIiIiIiIqIGwcE+IiIiIiIiIiKiBsHBPiIiIiIiIiIiogbBt/HSfk9KDRYA21GQmoAOwLadamdrv1TsWBBRdTFGNibGW6p3Xh3ujicAqTE2ERHVAbYrJw/bdjShQk0GkmkHtuNAahrCpobUUGbEdJGIgcHUcLrmkIZEonw6M6wjlVF+mpAhkE5aZdNIqcHSAMd2/3YUYElAhzZi0GEjs7hwxMBQygGEAiDgOApCAIbUIDQgYynYtoLUAF1qUFCwHQUogaTj4O1dA/jrW3twwt+9B7YU6I4nIAwJ5aiCMubJgvYXXkzcsXsAUspRxcTxIKUGZQggAwDub1oZgBxFjKTKGaZE2gZsx4EuNUhNIGU5kEIAwl1GaoCwFWzb8c9/EAoCAlY2xhqGRMZyYNsOdE2DhAIA2BBI2g7e3j2AJ//P21g0/32Y0RpGd28C0pT+egHGWapNUmqIJzK4Yd1mdMeH0B5rwpquTsQiRk3Vz2rFbqJ6FJ3ShHAod3iirS1aNk0yZaF/79BEZqvueOdtCABKwFEKmhAQQkEpASm9L1224/XNBHQpoKDQ0zcEJSUc5fbjdCly2gaV5Md2FHRNQ0o52B1PojUaglIAdAHTlMik7XHZ/0o0aluHg300YUJNBrr3JLE20BBb3dWJ9tZw2QG/SMTAjnhhugNi4ZINJDOsI+U4cNx+DBylkHIUQmG97ICfNCUsqzCwSFPCHir9Aw8OEirHgRBi1IOEjSwcMbAznsT6Ddtwxomz8d37tvrH8LJz5yHabOCuR17C4gWzMHNaE1oiJgAFpQABhV889ir6E2mcf9oH0Z9IoTUahuV1UqUGBwq2cju+UheI96UKGvrTo6Z/sig42TkOtCIBvFEDfL79ZT8bTSRioHcgjZ29CYRNHcm0hZnTIpjWYk54p1EPSQgAQxiuJ6amQYUAO8G6MxEMU2J3fzrnHLhqeQfueuRlxPuTuHRZB559+R2cetz7oQlA6hLJjIOeviEAAt+6+1k/3RUrFuCJrf+DY+e8G63REBxNuBdZHAdSCsyc3oR/+OjB2NOfhmUrKOUAQkA3NJimRCpjIz5Y+YDK/hhzHEdBSW2/2udqsADcu2EbVi6dg2jEQH8ig3s3bMOFZ80JdGGrKxIxkN8CtbKf19KAn3dxYcfuQUgpYUpUtdNN+69wSMcZX35oTGke/tZS9E9QfuqRYUoMZRz0JzKIhA2s+9ULeObFnWiPNfnth5OPmYVk2o1OmYzCt+/JbTdMbTYBAdhKoW8ghYFEGu3TIjB1CWgaNOEOGNo2cvpWAArO+ZoUSFpuB13TBDKOA9PQMKM1DMtW6OlLIhTS0GTqaDZkzoVGJd2Ll052kNC7YBkcONRk+Yk3pe5iCH5mSoGe/nTNXzyqBAf7aFQqmcWWTDtYn9cQW79hGy48a27Zhthg2sF/PvcWrl55HKQG2A7w2OY3cPqJs0un0wT29mUKBgjbYuER923vQJF0rbJsGmlK9BYZyGxrDZcdJGxkUmoYSjlYu24zLvnEh/yBPgDojg/hgT+8hs8unYPlSw7PKbcvf3Ie/v33r2HZKYfhE6ccikhYx654Epat8M+3PZUzWGgYArf/+18Q70/iihULcN+jr+Rs44Z1m/G1L5wAqUtYtgPLUfjNU3/DvCPelTPwmx0mIQAAIABJREFUGAzgtTg7YCI6yLW4n5XYH2fUpiyFeH8Kt97/fM7gT3PYmPBtS6DkxReaGGkbfnkDbmy7ef1WrFw6B/c//hoMXeCkow/EV38wHB8vXdYBQx8e6DvsfTGcvegQGLqGk44+MOd3f9m589ASMTA4lEZsShj9gxn86/rncupWLBpCyJToG0jjxp9sKYizay86YcQBFS/m3LthGxYvmIWpLSZi0RCaqnz1fiJJqWH7O3tx/Y+eqes4WxcEcNZJB+M79w7X3S+dczRqZqQP7lzoXUXi57tqKH4Wu7iwuqsTMwIXTomo9hmmhA2BnoEUbvix+3s+5siZ+OyZR+GzZx4FqWmAUDjjxNmwbAdN0TAyloM9Vgorl87B5hd3oPPIA6CUe6fb4FAakZCOP7/Sjb/+zx4sX3I4rr3j6cCgYCfue3SbP5C4pqsT0WYDtz8wPLh4zQXHIjPk4J7fDU8CiUXDOP+0I3Dz+twJIZaVRmhqBLYQMA0Ng0kL8d5UznLXXHAsMhkHXytxMTT/fFus71NsHdd//nh/GWBsbZ1aJ5RSqtqZqDc9PQNwnP2n2KTUkFIKlqWgCTcA6LpASIiyjVela9g7kMaegZQ/G6W1JYQpLSaEVWbWXEhHvH84ULXHmrDm052IRUOwU8Vn6SldYvX3/+T/SAGgPdaEtRcvhCgycy+Y7ldPvI6TOw8qHFgcId1YtjfSFPSJ1tMzgOnTW7Br18Rc+5JSw2DGhi41WLaDkKHj3g3bcNLR70VbLIKwKbFnIIXEkOV3Kj3tsSbccNEJ/sCWJgS2v7PXH9gILveFs+dClxr++Qeb0B5rwsqlc3DDus05ebnt8sX46u1PBU5G7syWI94/wx903rhlOy7IXv0XELjiliLH8qITIPaxc9bWFh1zmU/UoJySGlbf8uSo9tPLdzXrbbE469Wz/BluwSuBjciREr19CUyfGvEfU9DTl8C0qRFo9sR2xiqNreNttL+lWquz+YrtR/7gPgRw7+9ewcc/cgik9G6pAaQQSKYt7OxN5MTHw94Xw/Ilh+I9bS2I96cQbTaQTju4Yd1mrFw6B3c+9EKR3/1Cvy6tLhL/vnD2XMyc1oyQoeGzX3usYD9uX70Y+gjNRyU13P7gCwWzvPc1nlUSVyfLWOKsp1br7PDMeAGowsdoVJ0u8YMHnsfiBbNyzu2f+/hcYBJjUzm1Ej/LUbrE7UXK8cKPzy2Zx1qts5OpluNQKfWQ57a2aEUz+0bar1qps2M9BqO9+G+YEnuTFqTQ4MCBISV0XaCvyGy1aMSA7ShomkBPX9Id+Avp0ITIuTg3pTmEDU//DSfNOxBTIiauKBLLgv2w9lgTrvvc8XAUcP/jr+KxLW/h6pXH4Nb7n8fKpXOwcct2LF4wC+97V9S/WBlc1/WfPx5KAb17k4hFw+gbTOJbdz+XcwHzwPYWvNM7iPUbXsUrb8YL8pF/vi12TvbyFPzspi8uxOX/9qeCch1NW2esJrs9y5l9+5lKZgxphkSiL1kQLJqmhsum1TUNGdvJmY3yT+fNg65psFE6neMof6APyI6u/3gzbvriwpJpbNvJ+dF66Wxbla3kUgNO7Hgvrr1zU87gkNREmRxWvr1GpYck0okMrglc8Vnd1Yn1G9wrPl5gveaC44qWWybj4F/Xb8WK0z6IGa1hhE296HJhU0csGsJh74vhlTfjmNpiAoB/EpjaYsJRCrFoGN3xIXTHh3Dfo6/gEycfhpvu2uLn7fLzFyCVtnDtnc/gus8dX/xYOtU5lhYwIVeXbEfV1H5WQkmBeG/hDLdIWzNQG/2mCREJaRCxJji22+BwlML0WBOaDA3JxMTuOGPdxCp61fnCY7F8yWHIZBz/ApvjKOzqG0Jr1MS7Z7TkDPR96mNH5AymBWc9RyNG0eO3u28IP/qPF/H/L+8oGWv7E2kkdQ3HHDkTz7y40/++PdbkDkra5RvAtqOweMGsglnejXK1vJhGiLNAncwEF8A/fPSQnNvWv/zJeTU1s68+4qcqPkOSiKpqLHFYSA2GrkEp95FSjqNg27n9iVg0jHh/EqYhsbN3EFNaTDz6zHZ8dP6B6BtI4beb3siZfbd8yaH4X8e9H1KKkue2aMTI+bt3bxLfufc5XH7+Ary1c8Dvz7W1hv11f+mco4uuSyngnwN3LKzu6kQsGkYsGi5o51y6rAM//fXLeOXNeE4+8s+3Xr69fmI0YiA2Jez3Ez19A2m0x5oKBiBH09apdVq1M0CTxwsaq295Eheu3YjVtzyJeCIDKctXg4zlFB18yJSZnQe4P7BNz7+Nq1ceh9suX4SrVx6HTc+/7b6Moez2FOYePAPf/8oi3Hb5Inz/K4sw9+AZyJT5sUmpoT3WlPNZe6wJUpZv9dkOCm5RuvEnW0bMo9RKbE+roVbmBGiKGFBSwhICSko0RQyEmgwMDll+HTnsfTGsXDoH6YyN8z92JA57XwytLSGsXDoHplG83ExD4jNnHol/Xf8c3tjRj2TaKrpcMm1hR88gzl50CNpjTZjaEsIxR87Epz52BO586AVc/m9/wjV3bMKnPnYEDntfDACweMEsf6APcI/xTXdtgaFLxKJhvL17oKaOZbnO4r6Qmqip/ayEZSt/Oj8wfHujVecn4pE4CkilbPxPdz96+pL4n+5+pFI2JmNyw/4a6yZL/uB+LBpGfG8Ka255El/4+uO46ransCuewHfueQ4P/edf3Zd1yOHf8tmLDvEb5mu6OvGlc45G30AK/9/iQ91OwZRw0eMHAJ/62BF4p3ew6PdKwb+F97NnHuUv43U2RjNQITWBqS3mhMSzWtUIcRYofdGp/CvPJpmCP9AHuHn81t3PAjVUtaR0B8vXdHVi7UUnYE1XJ445cuaIbdPJJCD8gT7ALcfv3PtcLY2ZEu2XRhOHzbAO6BK2UhhIZPDPtz2FC9duxD//4CkMJDKYe/AMHPa+GL5x6Yn4yqfm4V3TmtHTN4TfbnoDyZSNT5x8GG5evxVhU/cvznmDa7fe/zw+d+NGrLnlSSilip7b+gPPHm2PNcHKXuC46a4tOHvRIX5/zjR0f7CuP5Epuq63dw/k7OvadZux4rQP+u2c4HffvW8rzl50SEE+8s+3UhM5/cTVtzyJr/7gKZx/2nA/EQA2btmONV2dFbV1ah0H+/YjlTbeLLv44MNIHWxNE/jw0Qfi2js34fM3PY5r79yEDx99ILQRGr2hkIaPnfD+nHQfO+H9CJmln6Nn6hquWLEg50d6xYoFMPXyVbzSgRUpUXR7tdSAG29N2ZdvrL7lT9nB4j9hZzyJVMZBvD/lD/QFB96uvXMTuk7/IHRdw50PvYBv/PRZrFrekVNuq5Z3wFbKb7Tf//hriDabBcut+XQnprc2Yf2GVzG1xf1elwIXnDWn7EmgVGcz3p/C2YsOwfoNrxYN8BDu9O+RBsPH20R1FnWg7k9kjoOix9KpkYkmE8W2h5/Zt/qWJ3Hr/c8j3p+CPQmDnCFTc1+sFKg3q7s6ETLZfBgL90HTGrrjiZy4kn8OOnvRIUUHtM/7+8NxxomzcdVtT+XE0WjE8BvmXkP21vufhyE1bNyyHd+557miMXfa1DC+e99WrN/wKi5dVvj9lBYDm1/ckc2HwA0XnYDbV5+MGy46Aa1Rc1T7rAOIRUMl4tnkx9bJoAO46jPH1HWcBSbuotN4Ktk2raE8Npkali853P9t3vnQC1i+5HA01VD8rIdyJNofjRSHzbCOXX0p/OCB52FlVNHn637i5EPx+X9wJ2B4FxG/9/M/46yTDsZ//Ofr0DSvT+/4/aVig2s//I+/4PLzC/u9G7ds9/9etbwDTWEdh70vhu74EKa2mIg2m1jd1Ylk2vLXd//jrxW0O9y7wV4t2NcZreGS/bhoxPC3e//jr+Wcb702l+Ooov3Em9dvxfIlh/rbP2fJ4ZgeNbH2ohNw++rFWHvRCbU1k30f1Fv7g/aBUyJoOI77EPZSNA1Fp7Zqmih765zjqIKHjK9dtxk3Xlz6dlwAsKzCgHXjT7a4zzgpkWYoZePXT/4t56UeD/zhNXzilMPK38YrRPFpu2LkGYFPbP2fsb1EpM4NpYvP8Lz+8yf405+LnSC+c+9z+MLZc/3bau965GX/eVA7ewezD4FP+WleeTOOOx74C84/7QjccNEJcByFnb0JAEBId2cATp8aRiJlubNLVfEBIO8kMLU5VPQY9w2kEY0YiPcn0ZoN8I4DKCj88D/+kvPA2ckM+N6gXP60fR37dqeqbTuIRQysDTwfseaewTQCXRb/vepSoLamnIyvTIkZjTdctHDCr9hZtsKUZgNf+8IJUEpBCAFNAzuCY1DuVhyF3PNrqdtup09twjV3bCqIo22xJixfcmjRW2W9Z9h4y75rejPe2jmAux55GZ8580h/XT/99cv+i7RiU8L4zj3PId6fxMqlc/D8X3fDnSolcNVtT47plk7bdtBkyoJ4dumyDtz+4PM4Z8nhDdOY9ti2g1nvmlLXcRYYvuhUy7c0aSXyqI3QfptM3kvL8tvBay8q3Z6dbCWPdQ2VI9H+aKQ4nMoorN/gvvhid99QyUcG7BlI5TyjzuubrVw6B44DfPykD6A1GoIhpX8RMX9dz7y4E8tPOQwrl85xB/EiJnRdYOmHD8ZZJx2M/kTGf0mG96zgliYTd/36RZz54dmIRcP+vrzyZhw//bXbLnlPWxTx/iTSGQvx/mTONr2xhulTw0XLoS3WhBsvWghNAv/7/Pn+s2UB5LS5bvriwqJl8562KG5fvdg/T2fSNgSyg2O2apinA9XOpaUi4vE4LrjgApx66qk444wz8MUvfhG9vb0AgD//+c8488wzceqpp+Izn/kMenp6/HSVftfotBK3Y400006XWtGZAfoIs9gqnRFY7hknpWiawPN/3Y2Lv/E4Pn/T47j4G4/j+b/uHrHRJzQUXF24dFkHxAi/DFPXcHLnLHTHB7Oz2gZxcuesEWcS1rNSx1PTBDZu2Y5Ll3WUvPoSNoeHXF95M45r73wGmnBv2b7jgb8gvjeVUzdfeTOOm9dvxVs7+/HGjn587+d/RnfvEPYMpHD5v/0Ja255Eral0Ls3iXh/qmi9bos14doLjoOUAtdccGzBMd64ZTuSaQtrujohbAVhO9A04KrbnvKfT1WNW5eCg3LjfXXJth0I24Gu3P2ttw6ogsKXzjk651h+6ZyjoWrpvq0J4DjFY+JkPKTccRR+9cR/I51x4DgK6YyDXz3x3/7zA2lk5WbV6wCuDMycLPUIA00TOXXAi6NCCBwwvbnkBY/gsnv6U7hh3Wa88mbcv0DjfX/Dus34zr3P4c13+v1n4ExtMXHZufMgpcAjf/rvgvwrKaCkln2sQ/GZepm0nY1nC3HTFxdi5dI5+OmvX8YzL+6svdtCx4mmibqOs0B9zASXUhRtm9bSHRZ2idhdSzMk66EcifZHI8Vh23H8W2+D53RPe6wJQhMln4M+tcWE1AROP/ED2L1nCENpy39JRrF17drjPr//8n/7EwQAQ9ew5tYnsfqWJ/22hbfeS5d14K5fv4gzTpyNux55GTev34rVK4b3Jd6fxNSWEH7+2Cv41t3PornJwGXnziuIQzt7E7jjwRdw9QXH4uqVx2DtRSfg6pXH4JoLjoUBALYNJ22jPRbxz7f5ba5SZSM11PV5erRq6bxdQAiBlStX4phjjgEA3HTTTfjmN7+J66+/Hl/5ylewdu1azJ8/H7fccgu++c1vYu3atXAcp6Lv9gtC4dJlHQUPuIQo3+jQpUBrNIQvnD13+K260RB0KZAuk67SGYHe8/cKrmSUmb2jZxsrwddzewOSTrmheQU8/MTr/qyG/kQGDz/xuvs2tzLSlo2BoUzOiwK+/Ml5CIdkzVytHW+ljqeUAucsORz3btiG8z92ZNFlkuncA9cea8KOnkH/DU7bd/Th+s8fj3h/Cn0DaWzcsh1nfng2IiEd6x99BZcu68DDT7yOxQtmAcheHf/JZnzh7LmINrsd0m/fM/yQ7tVdnbjjweFXv3/lvPm44aIT0NOXRN9AGg8/8TrOWXI4WqMmhK38IF8rD1e3bachry7tMwU8+Me/5vxeH/zjX3HhWXOqnbMJpZeIiZMxo9E0NJyUfRxDcFaXaWhI18jbJGtdubgilMo5v+q6e9v02sBMuFXLO9DTN1S0DiilSp4z85+lE/zbez5N/oy7n/76ZX/5qc0hOMqBoWt44I//nZP/WDSMPUXe8lfswoRtO7CFKHjTXTViK41O8KJTzb6NFwrhkMxpm4ZD5e5TmXyVtGcnm+0ohMzccgyZ0o1P1c4c0X5spDtypKb5kyzuf/w1XH7+gpyXEV66rAN9A0n/ImJ+HJraEoKuC8T3pnP6s9dccOyI7QMpBQSKzzyc0dqE/kQaixfM8l+i0R5rQnPEwCWf+BBMQ6I1GkLIkDj1uIPwiZMPRf9QGi0RIycOTWk2YTsKF358DgYSuX3uK7s6AaN4vM9vc3m3DQfHP8bjjql6UdNtrNbWVn+gDwA+9KEP4d5778Vf/vIXhEIhzJ8/HwCwfPlyLF68GGvXrq34u/1CiYGtkTrKdtpGOCTx3vbo8G1c0v28nJAh8dWVx2BXdmZXMm2hLdaEkKEhY5dO6z1/z7uV13sugGloyJToXCoAkXBukIiEjRHn+3gDVfkdFikF7HINMSWKPhh67UXlb1GuZ94Mz/wBVQH3uUz/67iDkM5YBcduzac7YejDDV5vME7XBa5eeQxaIiamNpsFt85CKESbTCxeMAsPP/E6zjhxtn+iAYZnDH79rv/CquUd+JfPHY++gRRmTG3C7Q8+nzM77xs/+y9c97nj0dbahFg0hAvPmuMG+bw6XA+3Lu3PdKDo77XRT9ghU8M1FxyLnb0JP77NnBZByNSQmuABt3TGwR+fe6vgkQVnnDh7QrfbSMrFFUNqGEzbuPbOZ/zvTl5wIP7lwuOhaQJSCkjNfROeF1u9t+S9a3ozunuHEG0xsObTnf5b7L1z5n2PvuJvK//vM06c7R/XZNpCNGLgh//xF79RvqarE00hCdgCmYxTkP/lSw4d01vDGVvrj3fRqa0til27+msuxooSQ1ECtfOOjpCp4eoLjkV3IHa3Z2N3rVwsEQB+8dirWLxgFsKme8fFLx57dcSL3kQ08cpd/A8Zwn8u7itvxvGbp/6Gay88HnsHU/7Ehs8uPQqxKcC1Fx6Hd3oGsX7Dq4j3J7GmqxOGIfB/uwfxr+tzX9BzzR1PY+3FJ2DtRQvhKAWlVE77wOuTP/l//m/Rxw4BQHPYwMYt2/w0l507D7viCehSQ99AGv/++9dw+sIP4Hs//zO+cPZcXHvnM/4bc6c0S7THIu5kJAUIJfC1H+e2N742hvbGK2/G8fATr2PtRQthO07dPl6jUjU92BfkOA7uvfdeLFq0CDt27MC73/1u/7tp06bBcRzs2bOn4u9aW1sndX+qodKOsm070KHBEnCndykF3Rn5R+IohYGElTMSf9m58xCNlH+4d6XP39N1gZnTmqEJwFEh2GrkH7EQArqu5QwS6roGMcLtv+Vuq6ut68rjQ0oNul58hqchBYQAWqNhrF23GbFo2H8+1FDKwpQWE0NDFv7lwuPRlz0B/ddL72DeETNz6salyzqwpz/t31K2cukchNp1zH7vFLz/3XOwdzCNsxcdgvsff80/efQnMuiOD6G5yYDjuDNkFBT29OfOOfWOlVQKUKrkbLmJel4ejY9qzzaRUoMFTPqzuDKWQiKZG0v/96fmIxI2Jnzblq3w0t/iOOL9M/yLRC/9LY6/P54zskarXFxJ28CO7BvBvTj12Ja38Pxfd+PLnzwarS1hvLl7AG/vGkDHYe24/gsnYDCRwdqf5M78e+/MFqy9aCEGhtLQpQTgYOXSOfjEyYehpy+JXz/5NyxeMAv/8NFD/OfonHHibHz3vq145c04fnjVKbjgrDn4zBlHwdA1GBqQyc7I1qVWkP93z2gZ0yxoxlYab6bu3p62N3CPSdjUYeoCyXK3nUyijKUwmHcXyD+dN29SYvdoGVrxvoGhAZmRkxNRlaSTFloihn9ufWzLW+hPpNF1+lHQpYYLPz4HPX1JfPNnz+b8tjO2g3s3bMNnzzwKhqEVPZfv3pNEa0sIQgA/f+xVnP+xI/Hp04/0++SnHDMLbbFmSClwySc+hLZYBFDA757+G454/wxMbTHx2TOPwsX/+HdIZRwkUxau++EzOX2+h594HVd2dcIwNH/A8s6HXsi2DRRsy21fW0Lsc3vjnCWHQ4d7N8X+dsdU3bTVr7vuOkQiEZx33nl49NFHq5qX6dNbqrr9fdHaqvDNVR9GxnJvzZnaHBrxmX2V2tk76N9aCbg/zG/f8yxuuGghZrZFy6RL4Pm/7sZjW97yP/N+qG0l0sX7k7AshevWDd9qtrqrE1ITiJXZVnc8gX+58+mC2QZrL16I9jLp4v3JorMUQiGJWLS5ZLpq8epsqfIrx3EUtr+zF9ff8iSWnXwIPnToTPfKiNTQ2mzCzD6PL2waWHvxQuzeM4S+gTTuf/w1fGTegegbSOG3m95A1+lH+rdxrenqLHgJy3fv2+o/UN575sPuviG0NJk5HVvvBOHN9DvmyJmAgv/weq/ze9cj7tRxwD024ZCOaVPCI+7veP9GKinzWlDtfNdanPV/Bz8abqxc9ZljMOtdUyYshnp29ibw9Z/+V87v5es//a8RY+l42N03hPNPO6JgRq9haJgxdeJjneMo9A2m0B1PwAgbE3rO2lfl6mypuLJj96D/RtzgLSarlncgnXGwZyCFsKmjLdaMR5/ZjtMWfsCPh8Dwy1q+9oUT/Dd9Bm+5vnRZh3+BxDun3nbF4oLba5Ryb+WbEilevvn5957pk38ODId0xKLF4+x4xtZqx6eR1Hr+PKONs7W4P30DSbREDISNKdnZGhp0Q8BRtZPfnb0Jv6MNuL/Xb/7MvQukXBtzsrU0h3HjxQthOQq6JhCLhqHX6DOoa6ltUCv1bCzqMc+jUcv7lV9nxzOvjqPQnLKH7wbQBBQUmsMGAFEQf7zJFM+8uNO/+FfsXN43kEYsGkLfYBofnZ/7KJdVyzv8t/eGDAnLdrBj9wB+u+kN/yJizuM9oiGEWkK48eKFUMq9Vq9pAhf/44cwtTkEAGXbBqX63PntjWC5TuZ4RyUms77WxWDfTTfdhO3bt+O2226Dpmk44IAD8Pbbb/vf9/b2QtM0tLa2VvzdWPT0DEzKg9EnkgBgWTZ6kqO7bhdqMpBMO36DKmxqSA2VT+uI4lcLHEdh167+kul0Uy96u6iUonQ6XWL9hm05tyiv37ANn/v43LLbsktdLbDL51FKDVd+utOfVtwea8KVn+6EythF01X7JNTTM4Dp01vK7lMpSmr+AMf3fvE8gOyA6EUL0bs3CSP7zATLdiAEkLEc3PnQC1i51H3V+ZfOORqLF8zCOz2DfrAu9cZJ74Hy7TH3dtt4fxLrH91WcOv5yqVzMJBIY/mSQ/GethZcddtTBZ1fb1q4d7JRSmHH7oGyM7LyZ26pjI2enoGyy5Sb3eXd/lROtWaLlePlu5r1dqQ4O5qyHU9Karj7ty/n1MW7f/syLjxrDsQEH6+SsVSVj1PjQpdF3wR848ULJ3zb5d5iW+43Vy2jaRu0Z+utd+6VUiLen/x/7H17eBT1vf77ndtekiXZEBJRAblfQqIJJkgSsOVWRa5NK6AVYg0gsULV8ysE24I3oj3HWm0PKtKKcCrRHhRF6TncjoqogILlakBEggqEwCbsZrM7O5ffH5uZ7GRnNiEkm00y7/P4PJjs7ExmvvP5fq7vq1HE7Z5gxbN/34/CycNQ4+HBMgQJ8Rze/vAbTLzlBsMK95xJafDU8Sialq4m+EKLKEAD1+Oadw5pu3hoCnxAxMWaei5BEuTCVThNQ+0UZBkcTXQ79Yz2wFBcqf/RGNF+968UV3p9sb5mY/Z+0zSOfXsRQ27orv7o8IkqDL2he8xcr5HtFqNhu68ALEdDlgHUDz94an0IRKDqifU1Gw3E7HsRAR3hmlu6tpr6u2Jlzbb2M5BpCo+u2o1KVx0G93bi4buzcKnGh5JVu/FyyTjDWEtJ6HEMpXL9hVKEuC77wbE0krpZUfKfH4f5gL+elQWnw4J9R88hc3Aqan0BVSykcXJxYUEGkhxWJIb4bhIAQlNwuYPCnZIkg6Eow7irKX/D6L62xN9oi7gs9DutFgZyQGzyO1trzcZ8su+Pf/wjDh8+jNWrV4PjguOfw4cPh8/nw+eff46bb74ZZWVluO22267qd10FLVnAFhsLnyBC2VslWYZPEGG1sRETfgytz9HTFKm8KMlwxHFYMW9U/UguIEgSRDkCWTBBWDUhKD4S8U8DTRmQJzchIkLR+uO/FE0QgY6wQ8KIXL6qpg7fnb+sdvoRQuCpa0jG9U4Njnm5vQEkxHP427tH8NDsLDy3YT/c3oAhobzCB+H1B5CUYAt7rkvmZCMginjoTx8hxWnD4/NH6V5falIcSovzgnxUcSzOX/JiyV8+NkwYNCex0JLkQ2OEvoMcS6HazeOpq/i+rgbl/lW6vABNRS85SoCfjx8Ed21wPoxlCH4+flCTNqY1ENGWtvGfHklcoq0pC4xUbI14WjoiLCxRBTlWrt2LFKcNK4vz4HL74PYGsGPfafx8/CDEW4PV96pqfaEOAmgq7w/NzsLa946ivMKFhHhO/dyimZnwB0QsLMhAz+R4UCS4v2768Gvk33S9htx78axMOB0WOKwMLuqIcSQnWAyJw02YaGtwFgpD+iWpyuCSLGNIv6SgeJA3NhwxQ9tNtb3tbi5YjkaVm9eIApUU5iDZwUVM+JkwYaJ9QdNBiq2iaem4JtkOu4WBJAEJ8RaMTEsFgX4Hvo8X1Cmp20bdgN3/+gEri/PgrtVShCy7NwcOOwenw6opdG/ceQLJicGUkkhKAAAgAElEQVSOupHDewZplOItkAz8RSvH4Km1e/F0CK89TVPwyzI8l3kNz/ujhTmapCDQtFBJa9/Tq43zmvudjUUi2wr0ihUrVrTpGa4CJ06cwCOPPAKWZbFp0yaUlZXh448/xuTJkzF8+HCsWLECa9euhdvtxvLly2G320EIadHvrgR1dXywAtbBoCy2Fa98hrJtx/HZ4bPITusJu4WBHOEPolkarss8HlsTPG7P4bPIGdYTdiujztPrHsfQuHFQD/zrxAXU+gSVq8Rh5yBHWNgMQ8N12Y/S1/bije0nsO/oOdw89BokRDhOpiiVnBwAan0CDp+swrjs3iARKoAcS2HEsGtwoLxSvcaSwhw4rLTqQOpBBIXfvfwJtnzyLXbsO4MP93+Pz4+ex49v7h3kA2iEuPo25fZCXR0Pu52D13vlRDaEpvDZ4bOo9TVkaFOcNowf2RsJ8VaseOVTdV2Mvuk63DiwB/5Uth/9r3ei/PQlnPrhMm7N6oV/fnoK5addmDd9OK5PdeCW4T2xP+S+L52bjTgrg/QByUiItyDOykIQZDy9bp/muX55vBLjs3vjeEU1Ks67MWJoCo6duhR2fQN6ObHqv/+FvBuvBU0T1PkF7Pz8DGp9AvaXV2JstvZZSRTBilc+05yr8eea85lQxMVZNPe88Tt448Ae+OOG/c3+vmhBue72XLd6djb0/m3YWt5sG9YaoBkaLrcff/nHv/Durm9w7NQl3Dw0FQnxloj2rLXOPaxfdxw+WaW+L4tnZSIxru3PTWgKnx0Kf/8njOwT0ba2BkQAZduOa35W6xMwOb8vjAbMYm3NNkZjmyDIwLY9p/HLKemYOrovxmT2giRLyBjQA//z6SnMnDAYb24/jkF9EnFr5vV46/9O4N7JaTj0dcNaKJmbg/X/PIrjFdUAgvfo0NdVmDd9OI58cxETR96A0Tddi+H9k/E/n57CiCGpiLdz+N9PT2FgLyde3XwEBWMHqx3cynccPlmFoX2TEG+3qDQJyu/2l1didOb14AgBqVcVbut30Ogexhqu9Po62pqNFdCMvm8a14RvGk0Y2u4o7BvNhQgq7P0+UF5p6M8Csb9mo4FYfS8ioSNcc1ycBRu2ll/RMXf9ZEiTf1esrNnWegY0TaE2IKK2TsDmXSdxQ88ErFy7F2XbjmPf0XNYWHAj+ICInLSeOPj1BY2/IMkyNu86iRk/GgiKIuh/XSKsFgaP/7VRfPNVJX6UdT0G9k7EixuDvm/56UtY8NN0eH0CStfuQ1q/ZJRtK0da/+6wW1nsPXIuzF8c3j8Z//NZkIaEqpdPIiyFQEDGE438DqMYSJaDfgYF6PobrXVfrzTOu5rvHNArEaAowximtdZsTHf2DRw4EOXl+i98VlYWNm/e3Kq/6+xoaZeEn5fUip9yXOnavSgtzo94nIRgq2po95vVwjRZzJRkWZfr75lfGSvdiqJx90mkRR7gRSQ7uBCFHgocjSarmaKBQEdT5+uI0CM6XTQzEzaOwbI1u8PW08rifDx45024tkecetzGncdVJcnfvfwpUpw2/L5oJH49K0vRWUBCPIfaOgHXJsfDwtG4WOMzHPd1uf0oGDswuLFtPR52fUvmZIOmCZYXjcILbxyAy+3DI3ePUJWeHPagUjNDU2pFJVIHk/JMm/OZSGj8Dlo5psuso9ZAe3Z6iaKkO87alB1sDfgFCeve144Qr3v/GP7tFyOiIgjUmE9u0czMKJy1ayi4ilK4AEqcjVE7pAkBfjZuEBLigkTZ86dnAJCxYt4o+AMibBwDmiaq+riCSlcdkhOCxat1W46oSueLZmbij6/vh8vtQ2lxPnwBAeOy++Byrd+wIm+037ncfiQnWJu1/mORrsBEx0ZLfdNowh/Qt92P/GJEzOzxXcmfNWGis0BAkBP0xY0HVdqkxrbwyYV5CAiiGofLMtAtnkWcnQ3SIdUFULo2GG8/86t8Q7oYPd/3wTtvQqWrgW/98TV7sGTuzepIcKi/uH7LMaQ4baAoqFNzgqjwMevZHgCEtIuvcLVx3pV8p5VjohLDmHa8C6GlC7iljgBDUbCwlEYhl6YBhiIRFb4Eg8SdIBqPjRkGhU2o6gLBxF6DrLmIQDOmFlo6/tsREd4+TWH1poO4b1q6/sYgyfjzm19i8axMSFIwKOVYGjQN/HpWFpISrKg458amD04iJ60nHHa2QQqdJqiqqVM3luVFIw2JYxV+P5fbB0ccq3GmV799COUVLpQW56kiHc5uVtwzaWg4cWx9azZj8EwZioIym321yYfG76DROHNnSma0JkRJ1h0niEZQ0hYOQHNBkeA6V3jXgPrRzWbYt6uFXF8BbsybOW96RpsH1F1BwZVjKdw7JU0tcCkd8HPvGAZJklHt8UEQZSyr5+RJcdqwYt4tuFjjA0NT8PoCSE2y69oRlqUgyRLmTU/Hz8YNguuyXxXlAILiKyxDoXuCFRdr9AmwfbxguN8pBN5Nrf+2GIsxYcLQN5VjJ0lFUUTXdlNRsN3NRVfyZ02Y6KhoXDADaWgYMGqMEEUJ694/ipkTBgen6mQZq98+pBb/Vsy/BY/cPQIAkJxg06cIMeC2Z2hK/bdyfp6XsPa9o6q/2CPRhn//ry/gcvuwdG42GJpAqrcpkiSjxsPrnvP7C24N53o0fYW2KDIbfafbG4hKHBGbUksm2gTKYguFuoAjgKEp3eMYOvJxkiSjqtqHFa98ivuf2YkVr3yKqmpfk8S6lMF1RlLRYVkKS+fmqMcFx0KDct5tAZYlWDo3u9H5ssGysePAtSZEUQIRJVgoAgJg/vR0QJYN19PyoltAUxT+/OaXKP7DTixb9TFcl/3Y+XkFKs65seadQ9i+7wxWrt2LklW78ec3v4Qgyjh/yaupIJVtPR52nxfNzMSOfafRLS7ISbGsMAdAkHC+ZNVurFy7V1WYdHuDaeWRaamgCQHLUCialo7BvZ1qV5jSbE7RwOJZmZpzLZ6VCSokw6wkH0I/oyQfmoPG7+DGnSfCznkl39fVoCRGlGe95p1DuHdKGrg2es9DoSSDQ6FyL7X1uWlKd202ZYNb69xTx/TX3POpY/pH5dyhhYa//nYCSovzOl2CSJIQ1sn+H//1BawcAwtHw+mwhlXVV7zyGQRRQsmq3Xj0xU9w/pJX33ZRBJ46AXxAgsfLq6IdymdqPEGunIR4Djv2ncaimeG2qPc1DlhYEmb3FDvclP8AGHfkRqDuNWGiSRj6pjGkuMjSRPfdZKNgP5uLoP+s58+aIaIJE7EApWBWsmo35pfuQMmq3fB4A+ieaNPwnYdC4fidOqY/KELwXaUbv33pE3UKoNJVhxWrP4PXF4CFpSFBRkmjfX7xrExcrKnT/W5BlLCsMAfP/Cpfjcfc3gDKK1xYuXYvntuwH4Ioo3DyMBRNS0dCXJCfTgFDUbp+x9K52Sjbely9xmj7Clcb5zX3OxfNzMTGnSealYe5WhA5WiQrnQixogR1pWhpdZ22MPiu0hOmjnt9SjxEv/ErKNGU2o2gIMVpw8rifFCRVCxYGj9cqA0bG7u2RxyM2u44OwuvT4AgyKqoB8MQ2K0MeG/LFP8iQSEWbXw+CyG697Ijq/EqCF0/RdPSsWPfaV3xjEQHh6pqH579+xdhz/6x+bnYuPM4fjSiV1iHnc3KqApSoRif3Qt3jh8El9uPGg+vnnfzrpOYOWEwtuw+BYedxZisXhqC6aVzs7Fl9ym4vTxmThisIYBV2srLK1xYXTIOjCxDJAT/8ff96piv0jX2b3ePAC1rhTxaqsar9w6umHcLrCwDQelujPB90ULMqvEyNJaGqIIBwXX19AP5gNC2LQg0TaHaG9CIqegRCbcJWBqXLvvgruVVSgRHHIekblZDm9ha4Gwsamp5VF7yqudOSbIjIY4D34Qie2uiuQp2MbdmG6Hx3yEQgvmlO8I+t7pkPHhBAMvQWKDz+5eWjsPvXw6qkI9MS8XcO4bhfMgzSoy3QIKMZ177XLNvr3v/GFxun8YG/u13E3DZw2PD1q8wLrsPEuI5JMRZ8N87j+Pg11WqGIfXL2rs8OyJQ5qVfDX+G4O290oR64qSphpvdEBxDL6/EO6bXtcjHhIfI6lklkaN249qj1/zbiY4LG1uu5sNhoLHJ4ChKI0oXryVNdxXY33NRgOx+l5EQke45h49HJjyyDtXdMzmZ6d1ajVemaZQohNP/3pWlsq/N3PCEDz92t6wOOcXtw/Bn9/8Eg/NzgqLr4Cgr+Gu8+Oyh8fBExdwW25fQAYu1vjAcRR2f/k9Rmder4mhHr5rBBiG4A/rGvyLksIcfLT/DN7+8BukOLUiYSlOW1CcIyT2V3zq10P8DqfDgje3H8f2fWcaXWPTvkJrru22UuMVQRAQJfxQ5UHZ1uNwuX0R8zBdRo3XROuhpWo2PC/q80XdHZkvSpJgOP8fqV4oS9AdG5sfYWzMz0v47YufhBnC0gfahrtFFCVYaAo0S6CQzsVCkqYtEdqd4bCz2HPkPKrdvOY50TTBDxdq0T3BpvvsL9f6kZPWE+u3HMPCggxckxSnVo8VBanGrc4Hv67CneMHI6GeqHRcdh81SD31w2UUTUsHAJRt/UpzLW9sK8d9U4dDEGUN+XQox8Sadw6prdkURemP2zQaZRFFKWTsW76iKRfjd1Bs0fd1NQii/tiWIEZhjFeUkBglNbDGkCXgH9uPY1x2H1g5ICDI+Mf24xFtYmshyDl1VHPude8fxfwZbX/urgBKZ7xjZFoqaIqAY2jQtP6IHWSoPDyCKIFlaQQEWX1GXr+gy7PzxIJcnD7nVm1oitMW5Ex1cFgwIwOiJOO7Sjf+9u4RtQtQ4ZSxUATJCVY4HRbMn57e7PXfFbgXTUQffAfgw5MloGxbucZ+lm0rj4rtbi5kmeDv/zyGcdl91Pu4Y9/pmLpGEya6MoxoZAgB1r9/DAVjByIhjlV9gm5xFmzf+y0Kxg5EapIdla46Q9qgy7V+vLLpMH49OxOPrdmDoX2TseadQ6h01WFwbycWzczEui1HVDsriBKSEqz47YtazvbStXuxsjgPt+X2hSwBr753WPUxHi3MAQ1tfKP41POnp6s+NU0THPy6SvN3toevcDVxXqTvBAArTaH/9Yl45O6sqMURsbIfmogSWrKADTlHQog29cAy+g4+SxPIkdY1kcM6xhbNzEQkr8NI7luW5DZzVpR7qVQTOnuSJnSzUTYNpV0bCD7bJ+/Phd3CQBDliFx7LrcPTocVdjuDS9V+Vep9ZFqqKuShdv3dm4O/vnsI028dEFaVUhKPALDnyPkwkvr7pqaDofWTzgnxnJb/i8j6QgSkdTeYtthEugr0EiPNsUWthXZ7dgRXbBNbC6Io679b02KHF6sjg6kf81MScyPTUjFzwmCUrPpY/f+SwhxN1/LiWZn47/oO6efq1byXF41UHXQAKC3O07V7ANTPKRX6P6z7HC63D4tnZSI50YbH1uwJO06sV9xtyfrvCtyLJqIPmtb3TWmKoEkluGihHW13c0HTwD2ThuJCvX1gGYJ7Jg0FTUPl1zJhwkT7IRLnmxKHDe7txMKCDKxcuxcZA5IxKa8vnn5tHx5fkIsUpw0bd54Ii3GWFebAEcdi/ox0EATPEcr/V17hwuVaf5gPaORfSBLwu5c+gdNhRcHYgZh+6wD4eAEJDg6ijvBlY5+agOr0voIoSuiRFIcLPnfU4gjTVzfRJDiahAUbJYU54GgScQqBIiRMlWfJnGxQhDSxuAm+OHYOy4tGgaYAUQK27/0Wk0f3j3guI2JRE62D0M3GaNOgKYKAIGPbnm91FZk27zqJe6cMx8KCDDjiWAiCrCb6AKibSVAdOVjpCUgi7ps6HKIoY3nRSJRtPa7hnVJ4+Qw7R6C/NpITbGAgN1RUZKOO0vQo3F0TzQFXzy0UmgxeOjcbHEtB6MRdtQTQtYlTItjE1gJD678/TCwF1B0YRJThdFjUinxCvEXTiazYxD88OBqCKCMgiKAoAreXVzukr+sRrxJgK++Gjxf0bSJNYWVxHgRRxtkqD17d3NDB93zZAayYN6rVu/BaOlVgwkQk0BTwb78Ygf/4L624DU3FjmlqT9vdfBB4vAJe3HhQUwSIt3HtfWEmTJiAfsFMoeVQ4HL7kOjg8HRxPiQ0iHpdrKlTC4rqVFX3OHAMjepaHyrOuZGaFIcL1V78Zs7NcNdqRTP0OgKN/AtJDjaFKFx7ClaXjGtWwsn0FdoGZrLPRJPgRRkf7T8TnnzL7xexOOkPSPjnJ6c0x739wQncOWFwxIVn5yiMyeqFx9Z8qkku2jkKdUa8XEZdWVHq+OkKYACsmHeLygsly0DpA3mQpKBi51/fPawqPC2amYlvf6jGk/fnqhxPm3edxJTR/fHq5sO4c/xgUBRBVbUvrDq058h5FE4WsXz1p3A6whV0Q3mnlH8nOriwJNDiWcGuvNVvH9JNTGoSffV/3+yJQzp1RamjQwjI2HXgu/DAKT+WAqfWB8vq20SWpRBoY65CGTIemp2ldpApXCwyianmlA4LUZQQx9LoneqAWM/p09gmVrt5VHv8WPmqlpOUogisLIMP93+HYf2647ND3+Gx+bm4XOuHIEp4+K4RGpXfpXOzIYgivD4B3eI4WDkGBWMHqsIdla46+HmhTSrrZkezidYGQxEkOixYMW+UhjuZoQj49r64erSn7W4uRFEKEwn64+tfoLS4bWhwTJgwcWVonASzsDR4QcIvp6ZpOHSJKAOiBDlEQXfd+8cwb8ZwtaDo4wVIsgxeFMHzkibJ/9DsLHSrn3pSfIAd+06HxVeJDmuYn7B0bjbcXn113SspFpq+QuvDFOhoAWKFHDZakBkKlZfqwoK9lCQbiGCcbSccg2q3H9VuXwMxscOKRIcFcgTyZJmhUaJDwl/6QD6IgXMkMzRWv30wnHNkRobhMa2F5pCCdnSBDpqmINME1R5eE3AuK8xBosOCFzf+S9PiPTItFXeOH4w3t5driFclWUbFOY/aGVjpqlU3GgAY3NuJWRMHoWf3OMggcF324U9l+8PWwuMLcnGpxodre8QhEAgKWwiyhO8rPepaS02y47X3j2LPkfMY3NsZ5LSI58I7+hr9na1JytoRyJD1EKsCHTJD4WyVNyyp3zPZHtEWtRZYjgYvAqIkgaYocDQQ0BlNaG20xCa22rlpGqs36djW6RkgkYSWWhmdVaCjMWSawupNhzT3O6mbBX9Y/3nY83/y/lw8+/f9KK9wYXBvJ+beMQypSTb4AxJqfQFIkoSkbjZIkgxBlOs75Pvhcm1A06mvEHm73D4sLMhA32u7QRTlmK2sx7pdNQU6ogOaY3D2oleT0H74rhHo2d0OMUYEOtrTdjcXAiF4Vkec7JG7R4Ax4NyJ9TUbDcTqexEJHeGaTYGOyDAS20xOtEIQpWDRUCYqFQgQFDr86Y8HgqYJRFEGwxB4vAE1gacgxWnDwoIM2K1B3j+vT0CiwwKaArw+EbW+ADxeHilJdnxZXokezjiNX3h/QQZq3PwVC4G2BjrC2lYQbX/W7Owz0SQIiJroA4JVv+c27A8qYEYARQCvL6CpGiyelYmkbpaImXoj/j1Jkg0FQYgBL4o5xXv1UDYWl9unScwpbdoLCzIwZXR/VLt5dRxsXHYfdYRXSQIqwemOfadRXuHC9r3fYvzIPmp7udNhxZw7hmqU9Z5YkKu7Fvy8ALuVARGloFKuCFhoSu2Ooalg25Fy7lBuwdUl40AMahxmRSnGIRP1HQcaxFZKiyPbotYAy9GocvNhdAbJDq7NE34tsYmtBY4GZk0cokPjEDtikp0JHE3C7veT9+vbwVCUV7jgqQvgT6vCiyPLi0bBU8dj4i194brs1yQOlXdoYUEGOJZGUjcriCiDiJJpB03ENARJ1u9IayNhtpagPW13c2Fh6TDfa/GsTFhYCiIfO0l+EyZMaMUSgYZY7Mn7c8GxNOr8AazfcgxL5+bg6df2wumw4sc391LpQZT3u0eivpDiNd3j4PMLWPveEUwd0x8EFvzmz+EFi6Jp6SpXoMLPJ4oyujs4cww3xhBJFNVEJ0SwQ4uCQAhkmgJNN70EBFHfWRGbqKwFBFlXDTAgRD5O4d8LRYrTBipC5i5Uwbe0OA9F09KxedfJyEIgJpoFZWOxcozuOrByDF544wAKxg5Uf54Qz+l+1uX2Y86kNJQW52Fo32RQFEGPRDtWFufh/90zImy9/FDl0V0LcTYW3R2cZgMRRSkYoMrBQBUydI8N8viZ6IiQJH013mhU+XmxQfFZsTFlW79CFBr7WmQTWwsBXkSyg0NpcT5Wl4xDaXF+VBKcXRW8KKuJPqBeaMrAlskymmV3PXU8lvzlYyxf/QnibKzuZ67r4cB1PeJwbXK86Zib6BAQW+ibRhPEwHbHEp+0KOr76qKplG3CRMzBSJlXkgGvT4A/IKLazaPOH8DCggzd2Or5sgOq4F0oUpw2sEywDHHbqBuQ1M0KUdT3uxPiOQzu7cQ9k4ZizTuHULJqN5at2o2Lbh4MoMZipj/R/jA7+7oQjFp/m2qvpQ0I2qkmCNolSYLTYdUIHmzceQKSJEfOMreEf48A028dEDZq3JzybmuPbnY2KBuLkRKqUL8RJMRz6s+6xVk0n1XGcx12DhRFsPa9oyivcGF50Ui1W1BP3als63G1OhW6Fjx1ARAbq3m8jZ8jR5NOr+rU1dCuarwtUAlvvXNDJU5WxtQdcVzUOEklTdAnmwqNbQg9R/6yl9co9iqV+ctevtl2d1lhDjbuPIFzF2sNOXWIKAf39SZg7pldA8pzrnR5AZqKueds5JvGkhovTQNL5t6My54G290tngNNE8gxYkcFgyKaIElmkGjCRIzBSJm34pwba945hMWzMjHnjqFY9/4x3DNpKAIBg1hcRlh8tawwBwxNEG/j0C2OQ3KiHVXVXqQ4barCrsPOwscLSE60YtbEQWHTNivX7kVpcZ6ha2z6D9GHace7EIxafyO9lEDQsOgFGjRFIvpTnMFoAMdSkCKNBsgEp8/W4KmFeZBlGYQQ7D1yFj27x0W8Ro6jNASkHEc1eY0tTYB2JSgbi9Nh1V0HQHCj6Z5gRWlxHgRRgj8QUBNteuO5CtcfQxOUPpAHQZABgjC1XZfbh4AgaDapL46dw/icG4IbBU0DJLhhVLt5PNXoOZrt5J0LeopkUUvgtuMIMUMRsIy2RMIyFJgmlc2vHqaNbB1wVgb+QFABl6ZpWFgC3hfOK8axFJYXjYSVY0IKZBKsFlqzv1ktNARBQnKCHauXjcf3lW5s3HlcVT2fOqY/7BZWVTtXktPHTl3UCCft2Hca028dgNWbDmL2xCFITIzczWOuh64BmqYgUIAkArIkgRACgQYYUDHznFvqm0YTLE3BxjG4HCIZYuMYsHTsiIgYJQ+uRoHbhAkTrQ+FP72xH6zw7ipde6XF+eiVGo/1W47hN/eM0MRgI9NS8dDsLEiSjG5xHFYW54EPSKh2+xEQJfzmz7vUPV2SgjH4E/fnQpaAV99rEGJ89N4c9L7GYdhdrZdgMv2H9oGZ7OtCMGr9NXopFQQECeveP6ZJuKx7/xj+7RcjInOOyDLe/eik5rh3PzqJhT/NiHiddguFtH7JePTF3RpjYLdQqPPqh7aSJOOZ18IJzJviFWxpArQrQUmwSJL+Ovjl1DSUFOaAFwSsfe8o5twxFCtf3YeMAcl4fH4uCAF+9/Inulx/qUl2+HlJE5CGqu0uuzcHjngW3vqgON7GYlxOb42y3aKZmaAI0Qh5hD5HBgAoEhztoQgYOnaCFRNXBlGU6hO4+RBlGTQhURPJkGSj0YkocC8RQGi0ZgVRikpXoWkjrx6clUGNN4DKeiVzHy8gJcmOBDurSfjRNIVqDx/Gc9s9wYZ/X/8FCsYOhJULUmSsfuswHpqdidWbDuKnPx6IbvEc3F4eNiuN2ROHwOsTVLuqcOqwDIUf39wLr2w6pDrsS+dmQ4aMPUfO49QPl/Efi8dE/FvM9dA1QHM0LlX7wrg6eyRaIdbFxv7ZYt80ihBFGXWNxELqeAFxVradrigcDIAV827B+RD7lJpkN6cgTJiIIYQmyibk9MbK4jxIkoxvz7qxfssxtUmi0lWHgCjhzvGDIMkyQIia6Bvc24kpo/vj96s/gdMR7My7pnscqt1+JMRzePuDr1HpqsOGrV9hwYwMnHd5cbbKg7Ktx+Fy+7BoZqbKz/7Uq3tRWpx/RYUC039oH5jJvi4EmiIYmZYapqrYVPWOpgiG9XXiuh7xoCmgW5wFw/o6mxyVkKAvmtGUm1jHS7rGIFLiTjDgFBCaSGS2NAHalaBIvgsgcLl9qtAF0NDRJwgyWJbgN/fcDEGSsLxoFN7+4AT+e+dx3Dl+kO49jrdzOH/JGyb68XzZATyxIBenz7nx4RdnMCarV1jw63RYUemqU7urVswbpTmHEtyCAK7a8CqSI44FZJidfh0MNE3B7RPCgpI4lm7z50gZ2M+m6AxaA7IM+Pxi2HtgoDPTqjBt5NVDkAB3rVas6uG7RoQF/AKAp17dG2YPS4vzMWviIE23n8vtA8fRmD89HTIASQIWzMiAxxfA/+2rwE9G9VWd+3smDdXsww/NzlId9qdf24eVxXnqmG9AkCI63eZ66Brw81IYd2Tp2mBwFytBGU3p+ySxNMYrw8B2t/eFNUIgIGmu8dHCHICNlZSpCRNdF8rYawBQp6WG9u2OZat2o2haOo6dqsKimZmgKUCUgO17vwVFCGRZBkVRkGVZjZkKxg7EC28EBREb+wWLZ2Vi9k8G4468vsER33oV8dDOwRfeOKAKcyh82VcybWP6D+0D8952IXA0weyJQ8JeSo4mEVUVrRyFMVm9NN1UJYU5sHIUfILxgbIM/bG3JpTSjARBBNHYGNAUpV9daIIE2RxfaB5EUYLVxmqM+oxb+2Fyfn8IooSaWh8kCRrOxN9xds0AACAASURBVJLCHECW8f0Fj+49dtg5xBuQxV+6HHTglxXmhAUcz5c1bDbKz0K53EKD26Jp6VjzzqGwxPHjC3JxtsoTtUSRidaBTBO4LvnDAid7j7g2b0GwcJSuKq2Fo8BHsIOtASMC9WgE3i0tEplogBhBNRQ0pdIMSHK4yq5SpQ9d878vGgmbhYUsyaip5fH0a/sagvR7czApvx++O+9GitOmOveh535uw36sLM6HIEq4WFMHGVC5fixs5PVs7pldA6IBj1ssBWU0Q2H5vFvCOmZphoLYxja5uWhP291cCIBKgQIEr/Eps9vGhIl2R2g330Ozs1DpqkPRtHR1Tz99tkYTn49MS8X8GelwN2pyUCamHHY27DsArV3iBQnP/l3rr4Qm+Rz2YJEyxWkDRRN0s3P4w4P54ANSk3RJpv/QPjDVeLsQAqJ++2ykRB8Q7LTTq/DWReLdQ3C0VnfsrQmlNMUYhKIpFVUrR6GkMEc9LjQhGQnKiGrocUpVwoQW/roAusVzeGphHlYt+THGZPVCyaqPseDpHfD6BDXRBzSskWqPH2Vbj2PJnGzNPV40MxOvbj5sqDLp9gYAQN2YQlHpqlM3G+XzF2vqsHhWZlhwa3S867IPL248CJfbD5k23dmOAkFsoAZQFHHf/egkhCg4CX6/vh30+9s+UWxYDY1Cax9HE8yaOERVW1vzziHMmjgEnPneNBuGqqGijJJVuzG/dAdKVu0GiL49PFvlUY93Oqyo8fAo+c+PcfL7y2qiT/nOp17dC0mUUbY1yN9npNAbEET8/uVPAACBgIiMAclBBc4mlrO5Z3YNKAXUUMSimj1f35FWsmo3Xtx4EHwgtgp37Wm7mwtjX72dLsiECRMAtGOvbm+gvlGiIa7JzbhO9UuVEd2Kc+6wWP/5sgOYNXGQ7ncoUAqLTofFMO5S4jMlgehy+/DypoOodvOwUKRJ9V3Tf2gfmMm+LgRjxa3ITocoBpV8lhXmoLR+3MfpsEJsIsCmiH7Sjmqq244mauJGOWbxrEzQEYJLHy+hbOtXmiRA2dav4GsiIamMqJYW52F1yTiUFueZRKERIEvAlt3fgGNoTeLDyjG6a8vKMSivcIEi0Dyb9VuOYc+R8/DzAhbNzMTItFQsK8zBM7/Kx+Pzc7H3yFkAUDeVUKQ4bUiIt2Bwb6eaOHz3o5NwOix4ujgfN/RsIIw1Ot7tDagbYDQSRSZaB4QAPx8/CCwTtAUsQ/Dz8YNAmrAprYFInS5tDUV1MhTRCrx5UdZNcvLme9NsGBWwKAqa+3qppg4P3zUizBEu23pcPW7OHUPBB0Q8NDsLva9xwOmwar5XWZMutw/rtxxDvI3TPTdDU6oNPH/Jixk/GljfQW/umSYAC0t0C6gWNnaSfYKgX4ARhNhZi+1pu5sLyiCx2xxlbhMmTLQdQosFG3eewJI52cEO5vr3la73IQb3dmLRzEywDIWeyfG6fkFqUhx6JAZj+dDvUKAUFo0KPT5ewNK52biuhx3Li0aBY2m4a3lMHdMfK9fuRbjcmM7fY/oP7QIzmdqFYMw5hYgjcC1W1SXAopmZYZx9Tc0FSLIMC6dVHrRwdJBo1ACiJGHPkfPYc+S85uf3TZWaXOSiGOQoYgBAlE1C4gigaWBMVq+wSrCSVGvcmu2rJ6a+UO3TjNMqv+dYBhxLhY2XL56ViTPnPdix7zRKQkZ5lTX02vtHcP9PMxBnY+H1BzB/ekZQqEGEZqR3484Tumtw/ZZjABqq12bVo2OApij4+XD+o2ioL9I0pT/OShM0y8u5ClAUwcN3jVBHQRXON4oibc79ZHKsXD2UAlbjPbRx54zNysJdy+PJ+3MBENA0AUWCquRAkIvUZmHDvmfd+w3k3ClOG6rdftXuvfDGgbBzl8zNAcMQDO7tRHmFC1aOAU0Fj2UZCkL9CKTCFdRYzdzcMzs/eJ+AHgmWoBhS/fM3UpBuLyiF6FCBjo07T0CMQPkSbTAMhaVzc/B0iAjZ0rk5YGJo1BhENvDVzYKOCRPtCZoimHFrP4zPuQE0BbAMje4JVpVSSZSAkWmpmDK6v4ZqS88v+K7SgzXvHELpA3mo9QXC7JISGy38WUaYPSiZG+Q6L9tajh+N6KX53dK59Q1AzfQJTf8h+oiV/dBEFGBhaX3OKZZGIEJWXZb1OUee+VVkpVuKAJt3adV4N+86ift/mhExQJVl4B/bj2Ncdh9VefAf249j/owMwzyhIWcfRQGiaUpaApajwYvBRKrVwiAgSOADEhx2Vu3aDK04NQ4oH7l7BOJsDFKcNt3fL52bjXVbjmBcdp8wXr3nyw6ovHrd4jismDcKbi+PGg+vqk6d+uEyFhZkIMlhBUcDF928Sl6rnKu8woXNu07isXpV4LNVHo1qVYrTBoYipuRcB4EoSu3Gf2Q34OyzcxTq2jhoowjAskRTAGHZYCKorZeuybFy9aAhI9Fh0Ty/RIcF//zkG/Uz47N7QQrh90px2rBkTjaSEiyqUmbP5Hj8vpGy+fNlB7CwIAOPrdmDFKcN/+8XN4NQwT20aFo6EuI5JCda8dtfjgTLUDh3sRYvvXVQVdbbvOskfLwAmrbhiQW5kOVgkg+AyhWkXM+ywhyzCt+FwPsEEAA9ezhw4YIbURA9vyJwLI37CzJQXZ8MZxmC+wsymi5ERxGiIOGNbV9p/OA3tgWVLmMGsr6vPn96entfmQkTXRpWjg7jzF86Nxunvq9GaXEeGJbGfVOH47cvRfYLlL1+6dxsiBLw6IufYGRaKp68Pxc1tTxcl/1Yv+UYXG4fKi8FGyUa/Acb/LyAM+fdyLvx2jCuv6df24uFBRkan9CoUGiifWAm+7oQBFHCR/vPYHnRKI1qz9Qx/Zs4zlgwI5JWF0UIZvxoYHg3CiFNBKiyropvJCgjJ+GJTBJzDmpHAMvRqHLzKF27FxkDkjEpr6/KDTUyLRVF09LxxIJc/BAiyZ4Qb8ETC3JBUQRuLw9JlrF+yzF1w0hKsOI399yMOBsLjqGxetNB7DlyHtNvHaC7vtxeHo+t2YNnF4+B3cpgyV8+DvvMNUlxsFlp8KKsBqWVrjqse/8YFhZk4Loe8fj+ggd/2rAfiQ4OsycOUbtkFMU5GmZlqaNAlPQFDES57Ts56gL6I2NPN1H0aA1QhMBh52DjWFAEkGQLGIY0w5ZePRSOleaqrbU2FKex0uUFaKpDOo0BXkQ3KwNrajeIsgyaBLukbs3qhd0Hz8LpsGLmhMF49MXdmvX1zLp9WDwrOJrz4saD+H/33Ky7/q/rEY/Vy8bD4+Xx8luHAAAFYwfihp4OCKKMDf9bjrwbr9UonwNBAa3H5+dClCWseecQ9hw5rz7fRAeny/FrkvabiBUQAkiy1hZIsoQosDo0G6Ik606dFE2L7D9HEwygK94XLRtvwoSJcNA0hTpeDPM7n35tH0ofyIe7lseRb84ie1hPXb/gmqQ4vLR0HCgCeP0C7ps6XOUKLS3Og9sbAKEI/n3952HdfeUVLlUE8Zlf5SM1yQ67lUFCvFX3XNcmx6tin6GiImahMDZgJvu6ECiKYHRm4wpBDigqcsBIGXR2UBRBpNk5XpCwfe9pTXLx7Q9OYOaEwU04OUS/yhihEuoPSDj6TRWeWpgHWZZBCMHeI2dxy/CeZmDSAvAiNPfz+wseOB1WOB1WTBndXw1KlTVU5w/gz298ifIKF575VT4YmsI/th9HtZsHECSA/u68GxxL4w/rP8eT9+epzq/RCHC8jcPItFQkxltAKGB50UhYOUYd1XG5faiqqUMqbQegTQKVV7jURGFAkFE4eRjc3gA+3H+mfiypadUoE7EHltG3RSxNILfxYxSEK1cJby2IkoxLNf6wwsk13ds+XAzlWIl2lbYzOY0BXgzrknLaWfzhwXxUu3mIopYTcnBvJwrGDkSPRBu+v+BBxoBklX+v8fo/f8mL9z7+BoWTh6No+nC4LvuxY99p3Dd1OChC8PNxQV5LvfVL0wSvvnNUtcdKUu+ZB/PDxiPLK1zm+LaJmIERs0sMaV+AEP09Kxo8s81FqI0HIUB98ayj2VgTJjoTBGibbRSfwGFnIUsyjnxThWH9kvH9BbeujWEYCmveOYSZE4agzh/Ahv/9CtPGDICnLuhTpThtKH0gX23SoAjBex+fVM+hUNUIogRRkpEYb1W/u/G5Ltb4UGdl4LSzGlERwCwUxgJMn60LQRBldT4faGi/LX0g8ggcTREsnZutdnYpbcRN8WSxDIXb825ApatWHV26Pe8GsEzkEQuOoTBzwuCw83EMhYDRuBwB+vRM0CShmsMPaEIfLEswrF9y2P0kBGFjlE+/thdF09JRXuFCitOGGg+PNe8cwoN33gRCiC63A0U1bBh6vHpL5+bgcq0P82ekg6aAajev4Wl7+K4RYOuJwi0sDUGUNBvQ4N5OzJo4CDZL0MStfe+oOrp7e25fMLJsckV0QNA0pW+LaApCU7LiV4nQNaugOYJDrQFRlNVEHxB87/74+hdRGV8Onr99OFYEABu2akfgNmz9CvOnp3cK0y6KEmRQWLl2L5YXjVLX1+DeTtwzaajGJi6Zk42tn50Ks5VL5mTjn5+cwpTR/bF89SeapOi+o+dwbY94PLZmD1YuzAtbvyPTUkFRBNNvHYBx2X3UhJ7TYUWNm1fpFULHgMzx7a6DWO+qlQH4/OEcrrG0OlmW0p064VgKQgxRzCg2vkd9MSJ2rsyEiS4KAjD1Aj9OhzXMJ1hWmIMNW79CtZvX5dz0eHnsOXIep364jKJp6dhz5DwKJ6dh5+cVWLkwD8mJVoiiBI+PR2K8FZIk4/bcvvjru4fVLv+SwhwAQMl/fqxOdunzqB+Fy+1Ti8Imz3NsgV6xYsWK9r6Ijoa6Oj6mKofNhSgDZduOa35W6xMwOa8fqAjukQSCdVuO4mdjB2FS7g0Y3j8Zm3edRNbgVJAIN4KiKXj9Avy8CIamIIgSLByNOAsLOYLDGJCAyx4fpo0ZgMn5fTEhpw9qPD5YOAaU0fkIpakk1PoEHD5ZhfHZfSJeY2sgLs4Cr5dv8jPtibo6HnY71+R1KhBlghWvfBp2P+/I64c3toevoUm5N+DQ11VYNDMTZVvLUXHejTvHDcIz6/apwesvbh8KlqEwJvN62KwMRgxNxYHySlScd6O2jscjd4/A5Ly+GHJDEl577yh2fn4GI9N6ghclPPWq9tke/PoCRt90HZ557XOMy+4NBkB2Wk/sL6/E9SkOzLljKP7yj3/hzR0nUH76EhYWZOC78x7QFMGEnN5tviYUNGdtxCKU627PdatnZwUZurbopkEpbf5MaZbGsH7dcfhkFWp9ghpYJsZbItqz1oBEiK7tnjK6n7FN7AygCa7t4cCLG/+Fd3d9g/LTlzBn0jA44lgQAxXkWFuzjdHYJogI7st8QMAvpw7HgfJK/OL2oXhx4780Nu/L45X4yS19Uba1HL+4fai6/uNtDJzdbGGf319eibtvGwq7hUbejdciNSkOt2ZdjxFDUnCuyosB1ydg5oTBeOyVz9R7O39GOigC3DslDV6/gLR+yai85EXFeTcOn6zCv909AhwhkNt5zcW6Xb3S64vFNat01a545TNs2FqOzw6fRXZaT9gtTLs/fwUSCFa+Gu73jb05ent8U6BoCgFRwtgRvTElvy9uzeoFQgWLlG29b1wJaJqCRBHU+gSAEDBU5Pc8FtdstBHrdkgPHeGa4+Is2LC1/IqOuesnQ2I6Dgtds81+BoSCp45H3o3XYWCvRPznP8L3+J+NHYRNH57E95Ue1S+YlNcXb2wrR2r3eOz68nvU+gTMvWMobhsVbLZJ69cdG7Z+hZfeOoRKlxfD+yfjsVc+Q9m249hz5BzmTBqG7ys9qDjvxoHySkzM6YObBvXAyLSeOFB+AV9/58KSe7IxKr0nhvdPRtnWcpRXuIL5hPy+oCmCzw6fDdqSeqQ4bW0ee3WEta2gudfaWmvWTLJ2IRiLWERmeZfklnGOSNCvujbl3titNGxWDiWrPtYS4Vtp+L36R0uSpFtJkKTY4UXpSBAj3E+9NdQ9IaiIp3A9pDhtYFnKsEtl6dwcdItj8fj8XDBMsEen8lId/lS2X/PdK9fuxcriPN1rsVtZOB1WCKIEyHLDGAqIunaUzz63YT9+PSsLdisTNHomeWyHhCTBQHVbbnNFZZYh6OG0YcW8UfW8eQDDELAMgb+N/YuIIhlRWLbtRrYskzAy6BfeCAqydDQYdUkpz3b7vjO4Pe8GlD6QHzbSCwT/9oR4TsOlk+K0qV2Pep+v8fiR1M0KgMcrmw5iXHYfJMRzeOTuLNA0pVbrlc8rHH6/D+kQDOXwISCmnewi6AijWJJBB4kkt/1+0FxIMnDZw4cpaMfbuPa+NBWdiS7BhInOAkmSUOcTsWNfBe4cP8jQJwCg+gUpThsWFmRgyuj+WL/lGIBgB3+Nh1ebL5R9vdrNY1x2H3VSRvnOF944gKJp6ao9qKn1o2TVbo0/IEoyntuwX9cnbW+eZxPhMJN9XQgMS4VJbS+dmwOGpSBGGCcwDDTpyIGmKMr4/Oi5MEGQO/L7R3TEfLw+EX6kcWNjXkGY1qUFMEoMWzhabR1XAseEOAtkADv2nVYTfcsKc+By+5HitKFg7EBd9aaiaelY884hLJ2bjV0HvsPEW27Q3cwCgYYRXYWzIiGegyTJ+OXUYarisjKGIhhwUyUn2mCpX3imY9sxoYw0hHGT0CQYnbYhAoKMOr+ASzU+lZYgKcEKjmn7cgKhCB6+a0QYZx+hSJuPrLVnINhZijiR7iHQ4BivfuswfnPPzfj+gsewqPLMr/JR4+GxY99pzJo4BB/tP4OhfZN1P1/j4dHNzuHdj06GiV49viBXP0FY69d1/Ne8c8jcT7sQOsIoVntyuDYXoijj3Y+0HNTvfnQS86dnxEzStCMkdk2Y6GqgKAIfL+Dg11W4Net6XVvndFgwMi1VjcecDgssFhqr/vEvNR4rnDxcpfgAtPu6UaHQUe+bKH6EEnuxDIXFszJhYSnjhF478jyb0Eeb7tnbtm3DhAkTwn6+fft2jB8/vi1PbUIHNAES4lmNiAVFBX/elEDHkrk347KHV4PcbvEcKBKZs4+hCUZnXh8mGc4wBFKEExp1NYgRiPDNSkLrwsrp88wwNEGCgwvjVFw8KxP3TU3H9FsHwO0NwBHP4YdKDx6bPwoUIXA6tApOymYSTPztQ9G0dFRV1+luZlU1dWqCsXHAuqye+6YuRHBDggG3GlXPkUVTpmPbQcEwRP89ZwiENk72AUFF80j/31aQJBkMQ7CwIEO1wQxDIMlym6/Z9gwEO0sRJyL3YL1j/HRxPgRJgiTLKNt6XIfHNBuvbGpQzF0yJxsf7T+DibfcAH9ADCvCdIuzYOtnp9D7GgfGZfcJK7icrdJPKNZ4tG2qSveAuZ92LdAUUYPIULL2WOJsZGgKvy+6BRdcXtUu9nDawdAUAm3M4dpcEIIwv2XRzEwghmxYR0jsmjDRlUDTFGSaILW7HQ/fNQJvf3ACD83OUrvpQnl57xw/WO3aG5mWivumDkfh5DTMm56O85e88NTxhgk9I4FE5eeLZmbigy/OhE1nPVqYg+4OzjChp8fz3G4TIiba1o4vWbJEN9m3bNkyM9nXDhBFGecuesPGCa7vER/5OEmCIMiacdxH7h4BUYocaIqSHNYerEiGRxQEoQ3GjSN075iVhNaFvy6AlERrg3ItTcHCUvDzEgRRCnuuz5cdwFML89AtzoIeThvcHh5/fvNLzTpb9/4xVSRD2UyU4x12FmvfO4olc7LDWs037zqJ+wsyMPeONA2PoJJ0WFiQgcfW7GnolnFYsHhWZtg6Z+hgktl0bDsuJEkGy1KaUVoZMiQD/rbWRHuTwf9h3edhNrH0gbYfZ23P96XTFHGMAv76jVDZpyw0BZEQuNw+rN9yDE8tzMOlyz7E2zis23JEo5j7zLpgkQRyMDETb2cxe+IQzb0qKcyBIIpIiOfCnmHZ1uNhnf5KwjAUSkehhSYI8B3qrpu4CnA0wayJQ8KFJWiCGMmjQZBkeLyBMPGuOBvb3pemgS4VQRRsd3MRkSYiRhK7Jkx0FYROAjgdViz4aTrmz8gAIUBpcT74gIhzl2oRb2fR+5puGm70KaP747cvfaLxUfmAaJjQ27HvtK7oHQGwvGgU1m05olssfEop+IpSs4TbTKqA9kWb+Oo//PADAECWZZw9e1ZD8nrmzBlwXOxwVXQlCC0cJyAgePbvWiXIZ//+BZ5uwllpSYceAFgM1MssLAXeSI0X7acY2Vnhrws03E9BhCjLEGXj4F+SZKzbcgRzJqWFdQI9X3YACwsyULb1OGZNHIRrusehqjq4ObncPiQ6LCicPAwgMh5fkIsajx81Hh6bd53E9FsHwB8QQVH647lWjlH/vXLtXvzhwXw4HRZNF5TTYQGpd1pNx7bjQhKBx175LOzZPR0FDjdJlMOUqJ8vOxAVRVxZkuF0WDW2e+POE5CbKLi0BhiDkX6mfny+LRFaxAEhgCx3zCKOTLB5l3bv3bwruPc2ho8X1GJFtcePJX/5GKXFeWE8lUrHndVK4/xFHu7agIbzVKG/WFmcB5amw56hy+2DKElYWJCBa5LiwHE0OCpIdH7qh8uapOQrmw51GgVkE80DL8r6dCox1AEvtbNKeXNgyCsYQ1QEnaaoYsJEJ0DoNEWlqw4P/+kjpDhteGphHmp9AXAMjcfW7MHqkvFITmzY1/Uok54vO4An7s/FU8V5uFTjUylAZk8cgng7i37XpcPHC3hiQS5AgMpLXhAApa/tg9NhxZw7hoKhqasu+JpUAe2LNkn2jR07FoQEH9+Pf/xjze+cTicefPDBtjitiabQRHeBESJ1dkRyVhiDDr2m+LW8PgGfHz2nGTf+4IszuDWrl9l51Y4QEEyUVdVz8TV+rtUeH6aM7m/YMt4zOQ4LCzI0DuXiWZlIiOew9r0j6nja74tGAgAcdhb3ThmO517fDwB4+K4sw+pU6Hn4gIQ4lkbvVIdul6fp2HZcCAYcboIktbltkGRjMvi2DtpYhsKcO4aGdauyDAWRb9vEF0VDt1OWohGRjsFEAwiRdfde0mjvFQCseOUzOB1WPL4gF4B2pKax7UuIsyAQkPD2BydQODlNd30GBAnxdjaser94ViYkSUKiw4pLbh+u6R6HAC8iId6iSUoq4hz3TR1u7r9dCB2hA749bXJz0d7iSs1BpymqmDDRCWBkewkJTuidv1yLFKcNLrcPXl+Db2DEv1ft9kMQJax7/xhcbh+Wzs3Gh/Vcv2veOYTH5ufij6/vx0OzM/G7lz/F4N5OPHjnTUhNsgftFLn6BomOsJ90ZrSJYNWRI0dw6NAh3HjjjThy5Ij639GjR/Hpp5/irrvuaovTmmgG9MYJmgJV/6KHIsVpA9U4Uml8HEWweFameqwaJFKRj2NoCtv2VmDeyu2YX7oD81Zux7a9FcEkoYl2gyjJYGiCRAeHh+8aoXmuywpzwAckvPDGAdR4eN31IorhlZ3nyw7gsiegGU97fM0e1Hh4PLdhPyrOuVFe4UJ5hQt/fH0/lhXmaM5bMjcHcTYGg3s71Z/RVFAxkogSGFkGESWN0xrq2K4uGYfS4jyzlbyDQOkyC4XaZdbGUPjjGp+7KXvWGhAk/a5CIQrjy3wg6CQWTUtHaXEeiqalY937x8AH2v59UUY/Slbtxn1PbkPJqt1weQOg6VjR2mweZANVYbnR4wt1iEVRxqubD2PRzEzs2Hcai2Zq99Klc7MRkESIkoxx2X1w7mKt7vo8d7EWfl7Ey28dCnuGCXEWvLTxIJ4vOwB3LQ+apkBRBGveOYSSVbuxcu1eleSbjsI6NxE7oA3sXSytg/a0yc2FDBkPzc7SvLsPzc6KGv1Dc6H4TClOe5jPZMKEiejByPbKMvDMun0qpy8A9d+hRcHGx9XUq4EXjB2o0mkN7ZusJgc9dXx9p3/DcUE+agJCCCz1XNmNY74rSdJ1hP2kM6NNEqo0HayplZWVtcXXm2ghWjxOQBBGFt4cgmE+IKpBotIlsO79Y3jk7hERFx5tIAhCU8TsvGpH0BRBtdsPm41BD6cVTyzIhSjJqHb7keiwwB8QUemqw8adJ8LWyyN3j0BAFA2rVY1/1islHo/NH6WO+pZXuOBy++APCHjy/lzIAH644MFLbx2Ey+1Tuf1mTxzSrA49c+S7Y4KioS8WFKUuM107GAVfpaWUCK0BmgpyyK1cu1f9WbTG3jvL6EdzO5AUUYQpo/tj3ZYjmH7rAGz68GuMy+6Da7rb8dj8UQAAQggu1tTh5beO4eG7spAQz+Fv7x7REfXIwctvHcTDd2fpPsML1cFrKpqWDn9AhAAOSTbO7Hw20UE64GV9mxxLkAn2HjmL5UWjQFOAKAHb936Lyfn92/vKTJgwEYNobHsV0Q253o+odNVh/ZZjWDQzU+X3LZqWjmuS7WE2e9HMTKzfckzt/AMaKECUxgyPl0dJYQ627/0Wg3s7w6ZIljUS42AoChQN+ANBPvfGXcB6QhxAR9hPOi9aPU6455571BHeSFi3bl1rn9pEEzBWNow8TkAR6PIN3f/TjIjVSYamdAOMpsZ4BUkGz0sa0uWHZmdBiAI/lQljMADi7Rze23USt+XeAFEKro1EhwUSZDgdFqQ4bSivcKmbT0I8B4edAyDDwjG668/HaxdDitOGc5dqVdENJZE3ZXR//O3do3C5faooh4IX3ghypzGQzYp0J4YkybpiQVIUHnlL7WBroKWUCK1ybgCPFubgqRAn7dEoOWmdZfSjuXsvA2D+jHTUeHjMm54OSZJx7+ThqPMHwAckjUDR4N5OzJo4CIQA3ROsGqffYWfh4wXU+QNwuX2gCAkbxX74rhGw2xgUTh6mUfj77S9HRlTZM9E10DFGOw24MGeEc2G2FywchTFZvfDY8SCS/QAAIABJREFUmk+1HNQcBb7ODHNNmDARjkQHh5XFeSCEwF3L47cvfYKiaemqH1Fe4cILbxxQ9/WNO09gzh1D8e5HJ7G8aBQ8dTxqPLxKwxFKeZTitKFbnAVv/d8JLCvMgd3KqmO9t43qi9+9/IlugZUBQLMUqt28odBGJCEOU0Sz/dDq/vLUqVNb+ytNtBJoiqCkMAfVbp/aFZPosIKmSETqEIamMHPCEI1q39K5OWBoCoEIsmwt7tCToQYfQNDYPLdhP0qjQMJvwhiiKMFqZ3FHfj8AAEsT+AMizl+qxe5//YDCycPUyk15hQtr3jmEJXOy8db/ncDBr6vwyN1ZYcIrywpzwLENiYxQ5V6gYdxtedEovPDGAVXNVxHlUKB0qAoUIBJibiSdFi0TC2oN0AZ2kKYpCG0sT9ne3c4sS2kEb1g2OmO0nUlMp7kdSP6AiDq/oOHXe2h2Fr75vholhTko2/oVJuf3Q3JicET32b/vR6KjoRtv5dq96ve/+9FJLLs3B9UeP5K6WeuDB+CHC7V4dfMRzJo4SE2cA8H36cm/7Ql+DoClnhLBTEl0TSgd8D16OHDhgjvm1gHHUPqKwQyFQAQxt2jCH5D0hU4eiB0REaChG6fS5QV0unVMmDDR9micLFteNFLdoxtPTbncPjgdFjxy9wh0T7Bi2ard9R18HG7P7Ys17xwKi6uUuMtmobFgRgbOXqzFixsPqrFVaXGeQYEV8Isizp/3hvkModMWEacxzImqdkOrJ/t+/vOft/ZXmmglcAwBATRdMcsKc8AxBD7e+Dh/QMQb277SVE/f2PYV5k3PiEj6aNihJ0fu0BM7AOlyVwTL0ah0+VTH9dnFY7D67UOYc8dQzJo4GB5vAKIs4cn7c+FyB9V039xejimj++PMeQ8kCSjb+pVadeoWZ8HWz05hcn4/9ZiEeAuee32/uvEAwWd/udav/syoG1CGjJJVn2jWtsnF17kgiPq2QYhCpxffQjvYGhAkqUW2tFXOjaBoROOEWzRGaTvGKGHz0JwOJAHA+YvhzrRS7Hrv45O4c/xgPLOuIRGojOmABMdxnd0ssFtY8AEB47L7wGFjUVIfBCgJ6v/651cor3DByjG679OF+nOaNtRELIMXJECWNYUIyDL4+qAyFiAa7Fmx1J0cqRvHfPdNmIgeGifL4u2c+u/QqakbenaDIEqwcBRee/8o7ps6HJWuIO3Rj0b0wpvby9XpKqfDAouFxq9nZ6Kqug4vbjyIh+7KwsWaIPfzopmZ+OCLM8hJ64nEeAuWF41E2dbjmpjr+wtucCyNxHhLRHvWWaYxOhta/d6/9957mDx5MgBg06ZNhp+bPn16a5+6y4HlaPAiIEoSaIoCRwMB3jgE8vGSbsa9qa4YSQL2HDmviigouG+qHDnIbWGHHtMB1Mu6IngRKF27F06HFQ/eeRPi7Szm3jEMHEepFaXlRSPxzGufa57dqR8uY2FBBtzeoBDH9FsHoGTVboxMS8WcSWkQJRnfX/CgbOtxFIwdCJfbpzlvaHJPSXKwjboBlxXm4K/vHu7w3F4mIsOw06sZ1BFXixbbwdaATNqt27k9nbeOMUrYNGiKYMaPBuKPr3+hGaNVuupDOW6MEnABQUTWkFQ10af8/IU3DqBoWjoqL9WplXwFKU4bFhZkaD7/9Gt7UTQtHSvX7oWPFwwVzk0baiLmIQOlr+0LW7+xNAXC0Pp7FhND/mxn4UY1YaKjo7G/ZbewGvuhTE09eX8utu35Frfn9sW9U4ZDEGWkOG0oGDtQ7fxTfNUUpw0r5o2Cy+3D717+FClOG1iawrr3g1x+m3eFFxGVTkCFE339luC/lxeNijht0ZmmMToTWt1Xf/vtt9Vk35tvvqn7GUKImey7SrAcjSo3Hza+kOzgDBN+giQjY0AyZvxooEoU/PYHJ4Lz8xHOZeisNMEX1VxS8rC/jdLv5mApIBDhOBNtC1GSkDEgGbfn9sUz6/YhY0AyfvrjgaBpgsfmj8LGnScMA9VrusfhTxsOqIHk4N5OTBndX8Njo1SXGo+7PXzXCFzT3Y5nfpWPGg+Pte8dBQAsLMjAdT0coCkABGFJGLOa1PnA0PrjrAxNILZxqxfDGNhBhrS5YTLqdhbl6Ah0tKfzFuujhM2BJMuw2xismDcKFAEkOditKcmypqumaFo6WIN1RlEUejjtuuvAYWex6cOvdffNFzce1P18itMGR1xQWT00Cal2CsK0oSZiGy31MaMJmiZh9CUlhTmgaQKxjflWmwuzG8eEidhAY3+LDwhqTOR0WDFr4iD0TI6HKMuYlNcPgiCBUAS8IGBZYY4qlBiKSlcd3F4eNguLkWmpmDqmPy65fWrn3tQx/XG51o+HZmfB7Q1g484TeL7sAB5fkIuKc26V9w8AvP5AWIwWOm3RmaYxOhNa3Y7/9a9/Vf/9+uuvt/bXm6iH0mUVxgNSbMwDYuVoTMrrq0mwLJ2bDQtHQ/AZlxgpioQFBA/fNQJUE1x/LRUEkcTwwIhhCCSzKtCu4FgaPxs7CL9f/QkyBiRjUl5flTBeWUsBQdJ95lXVdZoKUWj1CdB2qKzfcgwLCzKQmhQHjqXACyJoyLCwtIaDwumwgmWDo+mSCLOa1BVAARShNOOsJYU5QfWMNsb/Z+/c46Oozv//OXPbS3aTLLkJSBCRu0lNIEEhogXFGxo1v0pQudhvRIkKXvgKUVsBhYDWWmyLt7QCVk0vtCJiKwVai6AkCJZLuYkU+MoltyVskr3OzO+PyUx2szO7yZrdbMK8Xy9eJJudPbMzZ57znOc85/nQVLDIwbzinJjUzQsZcItydojuvH1/qNYi2+37TqKZg0i3ZdWs23oUD9+dFdTP5k7NQYvbCyOrLXJ0x4TBoGiCRQ9eA4YmEASAZYlqpnSfRCNKCrPw9l/2A2hbOPmuNtCx122oTjzTnXaxo/h4EZWbAss/VG46hNl3ZcdN1lx3L+jo6OhItPe3zje58bcv/ot5xTkwGVgsXyPtrnr47myUr/kiwJ9ISTbCYmZVn+XGJg8q1u/DstLx8Hh5rKz8GoAk9GU2sEH+xrufHERjkztIYNPrFZQ5Wr9UC1iaAu0njOi/G0MX4ogfYlNlW6fL4QVBYyVO+4Hy+gSl6Lf8/uVrquH1hX4IPV4B72w4gJLCLJSXjkdJYRbe2XBAqpcSAkKkouTpNhMAKEYk3I47HgTPvb4DpS9txcMrtqL0pa147vUd4OPGNbr4oGkKPl5AY7MbNXYn7rp+iGpfslmNmFcceM+fmZWP/ukWvPjwOGzYdgyHT9qRZOFU+6/VzMLucIFlaKzZeACEEBhYBgIvwmZmsby0AG8unIQ5Rdl4fd1eLPjl5/iuthk+UcCzs/KD2tVXpXsXXo1i515v9B0Jt0fA2o0HA+zg2o0H4Y5B2zRFsHBmXkD/XjgzT5qMRRl/5+2tskkoLx2v13LqJD5eVJxpQOq3Kyv3wOPlcd7hgc1qBCBt0dm4/TguSTGjvLQAKx4tUBZAjByDdz7eHzSmLpyZD46lsXbjQThdPni8PJqdXpw858AHnx4Ossdls/Lxxy1HFCGlwyftWFyxEyJE9LEaleCgbkN14h4CPDEtN6B/PzEtF/HkKgqCiJ0HzmHZ6iqUrdqOZaursPPAOQhC/ATR5ACD7j/p6HQvPC8gxcqhvLQAb5VNwqB+Sfh/E4fC4+UVcbiiiUNQvqYqyJ84U9sMhiZBz/LcqTlYt/WolPUsAAaOVsb54slDgz7rtd/vQfHkoUhKMAR8zrziHPRLS8BT9+UiM8MKI00Ang/yBXleAOEFMKIIwgu6rxgHRNWWDx8+HEQjsnPw4MEOfcaKFSvw6aef4rvvvsOGDRswdOhQAMA///lPrFy5Ej6fD0lJSSgvL8eAAQMAABMnTgTHcTAYDACA+fPn49prrwUAfP311/jpT38Kt9uN/v374+WXX0ZKSsr3/aoxh6Ep1eg9Q1OAhgoZz2sECPnQqfo0LWUHtI/wh1s9FQWNouR3hl7R9GkEMmNRhF9HHR+A+kYXGps8rfcemttnDByNx+65CgxNoU+iEV5ewJm6Zvxj1ylMKbgcM28bBQNLq/bfNJsJJYVZ2LDtGKbdNBwvrd0Fu8OFRQ9eDSPLwCcIOF3XFFA8dmXlHswpysagfon6alIvRxC0+120V64oCqp2kIpBvUCeF7Ftz//h+ZJrlBIMm6v+iykFg2Myr+V1FbXvhRBim9yy1VWYU5SNxRU7leLaZb/eDpvViBm3jVCymcXWoMF5h0cROWps8uDNP0tKeuk2E1KSjKjcdBibq08p7Zw614QlD42D/YILtkQj3tmwHzdfc1nAe9JtJpyubcKgfon42bwJkpKpSCAIAnyQ/A3dlurEG4Ig4sPPvgnwMT/87JuYiCZ1FEKAsaMyJLGc1nPcUn1Cc27UHfSW2qg6Oj0dmqZQ7/AomX1jR2Vg+q0jYDElKD6E1cyq+hNGjoHTxYNjKZQ/UoC68040NnmUbP10mwmiKILnodhMLcGNvqkW/GnLkQDbunbjQTx1Xy4YUdT9wB5GVGMnmzZtCvi9pqYGFRUVmDRpUoc/Y9KkSZgxYwbuu+8+5bXGxkYsWLAAlZWVGDRoENavX49FixYFbCF+7bXXlMCgjCAI+N///V+Ul5djzJgxWLVqFX72s5+hvLw8wm/YfdCUeu2qUFvKaI0AIR2m9h7HUHhxzjj4fGLAtlqOoaRJgQYUDdxz41BcaJKkflmG4J4bh4KiCcQQVkJ7+y/0fWPdBC+IaGzyYEv1CcydmgNBDNw2OyzThuLJQ0ERwOny4Xd/PSQFRkoLUN/owtqN0mCzufoU0m0mvPjweNX+K4jAoP6JeLB/Fny8iKKJQ1B14AzsDjdWVn6ppJkvmJGHv+44js3Vp5RBzuOVVpL0gETvpTuLnTM0hSUPXwOaUBBFEYQQ8KIgbZmMcmfjOArX5lwaVIKB4yh4nXpPj3e0+i0BQY3diX6plqDi2jV2J9ZuPNi6xdYCUWwLGrS4vUhMMODLfadRNHEIkiwc+iQawdIUbhw7EPmj+mLd1qM4fNIOu8OFk2cdqFi/DyWFWdh54BxmTRkVIHAkb9t56r5cZPQx4fjpRl2ZUyfuYWgKD9wxSrHJqckmPHDHqJjY5I7CsTSKJw8PqtnHsRR80S402wl6Q21UHZ2eTnuxnEl5A7GkYidKCrOUMdvR4lX1J5KsLDiGBi8Ikj20GfHKe23lt+YV54ChCRxOqUZwus2ExbPHqX4WRGDvN3VBi4L61v6eSVSDfZmZmUG/Dx06FPfccw9+9KMfdegzxowZE/TaiRMnkJqaikGDBgEArrvuOjz99NNoaGhAnz59ND9r//79MBgMymcWFxdj0qRJ3R7s81fi62hGEi8IoNrldFAg4ENsDTByFJ5/8GrUNLQoAZb0PmYYOQruEEE7QoBmpy/IWTEbQncfjqFAt6uv9cysfHAMgdujfRxDq9fGiicHrrei1hcBQARBSpIRP779Suw6eBaXpicoRafl+n3ytl75fhkNNF5+V8rMa6/s9NnuUxgz8pKgvmEy0Kg/7wqaaH6w6VBAmvmKtdVYPHscTp1rgt3hgsvj0wehiwBaFPHsA/lY+k5b/3j2gXzQYvSDu0aGwO7gUb76iwA7mGxi0RLCnnUFXq+gmtl3+7WDo9twK5GMUTpt0DTBCw+PA8+3LZjRNIHPxyvKeFJWDQJW0qsOnAHH0mBZCoIoBgQNxo7KCAoitLezG7Ydw+3XDsaGbceUgF66zQQDS+Px4lwQAjhavIrSHk0RNDa7dWVOHQBtz32NvQWgqbh77rvTJncUnhdUa/Y9fHd2d5+ajo5OHODvX1EAbFYjauxODMu0IfMSK56YlguTkcHSOePRcMEFj5fHsz/Ox9Lfto39Sx6+Bk4Xj0VvfR5gC195fAL+71wTXB4fbFYDHE4PrCYD3iqbBJqi8PHnx4IEN+YV5+BPW48EzcP1Ws09l5jvimxpaUF9ff33+oxBgwahrq4Oe/fuRXZ2NjZs2AAAOHPmjBLsmz9/PkRRxOjRo/Hkk08iMTERZ86cQb9+/ZTP6dOnDwRBwPnz55GcnPy9zilS/JX4OrOKTlEUWty+gGDJvOIc2BKNmgkuvCDV7QsIsDyQj3C+m9ujXicrlBiIfJzapGH5IwUh2yO8CJvVgDlF2UpQ0mY1gOiBnKii1hcXPXg1vD4hILjyzKx8rP/sGKZcOxgvzhkPiCKee2NHUP2Ip+4bHbDVtry0ALwgoO68C8Mv6xPUp5a19im1PiNnpMjU2J1ocXkxr1iqAcnQFDiawKuPQr0eSwKLpXPGK9l1FI2YFGNv1rKDj4S2g12BCBHjsvsHZPb97/1jICL65akiHaN02iCEoMXpU2rjpNtMKJuZj0Qrh2dm5YOGNLbZm70BIkQ/LRkLQgi8PhE0IQH9b1LewKD+uLJSEjlatroKr/1esrkiRNx8zWVKQE9ecDMbGVXRFa9Pqx6wXkbjYqInPPfdaZM7igjgzuuuwKsf7Fau4xPTchFv3my8B3Z1dHojanZ2XnEO/rHrFK4fPQA/fXOHUtJjmf887IF8LJyZByPHgKIIWIrCT1sXPYDAeXp6HzNoiqD2vBN9rAYwEEFEETREXJc7AB9sOoTH7rkKqUmm1oVF4Lbxg9Di9uGxe64Cx9JITTKB8RPi0OlZRNV3KysrC/jd5XKhuroat9122/f6XKvVildffRXl5eVwu92YMGECEhMTQdM0AOC9995D37594fF4sHTpUixZsgQ/+9nPvleb/qSkWFRfFwQRjc1ueH0CWIZCUoJBUp4NgVQDantQcONn8yYgrU+C5nHnGlpUC34vKy1ARppV9Zgae4tiLJS23pEco3SNYwDgTF2TpvPfN4LjfHzo4wAg0SfAyDHw8SIYmsBmNYJh4qUKSzBpYb5PdyP32fbn6d9neSAo0Hbe4cEvKncH9c/Fs8cp9SC0xDYSEzgMy7Th8Ek7auxO1DU6seBXn0urUA+N0+hT6hPNlCRjwGvpNhPMRhbPv7VDGfye+/FYDLwkMewz155IntvOEO99Q4vuPm81O3uh2YUGuysoyzjdZkSfBG172RVo2sEO2LPvS935Frz8u10Bz+HLv9uFFY8WIDXKbUc6RkWD7u6T4dDyDWrsLUFFsMvXSGPvoH5JoCiiep19vACGplBrbwFDUwH9T6tuj9XMKj/zggijgUb/NAvm/L9ssDQNl8cHp0dAZoa1tT5foN2zO1yq23qMBkYREokH4r0vxPv5yWj12Xh67rXoTpvcUWrtLUqgD5DO79UPdmP5IwVx00cEQcTpuiacrW9WFtgvSUlAv1RLl/pCXYVWn+0O4uUedoaeeM4dIZ6/V/s+K5+rmp1dWbkHix68BoveloJ3JYVZQfP9Ze9UKQt7wzJteOq+XM051XNv7FAy/e+9aTgyMxLhcHrg9QmwJRoxd+pVqD3vwvNvty0myzsB5ISN3zx3I/rY4sPuhyKe+0B7YnmuUQ32ZWRkBPxuNptx1113YcKECd/7s8eNG4dx48YBAOrq6vCb3/xG2Tbct29fAADHcbj33nsxZ84c5fXTp08rn9HQ0ACKojqd1Vdf3xSkpBXpKqiPENUH1OX2odbl0DxOIJTqcYIgorZW/The4xg+xDEAQDPqYgo0TUIeR9Hqx1FU6ON6woqyP3KNk3Dv6U7q65uQkmIJOM/213nFowVB/SPZql689UKzWwn0yaId7e/z2fpmFE0cotSGaGyt3WizGiEIIlY8WoDGJo9SWyrdZoKPF9VrUVi4gBpTC2bkYfXH+wMGvxd/u1PaataJPhLtvtaRvhGPyOfdnf1Wzc6CoVUzOZY/UoDaluheZ1rDntFh7FlX4NOw3V4+tO3umrYjG6O6mo4+S3HXZwHwGteQ50XU1zcBUL/OFhOHU+cceH3dXqVmj81qRNHEIbAlGlX7o6PFq/xMUwReL4/ffLQft187GK/9PtjOEV6Az8ej3iUdl5JiwTOz8oNsoujl48aWxbtd7ez5xWOfjZfnPhTdaZM7ipbt9oXxu2MJxdFouOAK2ilkMtAQPOrbJeKxz8aaeLdDarQ/Z2uitJDTUVxuHxwXnOHf+D2ItG/F8zzMv8/63wMtO8vQba9rLewlWTgAQNHEISBEoy5w6+e/9nsp6//9Tw9h2uThYUslye+X52+iKKKmoTmuM3570vMYa382qsG+xx9/PGqfXVtbi7S0NAiCgJ///OcoLi6G2WxGS0sLeJ6H1WqFKIr45JNPMGLECADAlVdeCZfLhV27dmHMmDGorKzEzTff3CXn076oZtu2xNB1bmgNMYpw9cc0C9WHENvQFL4IowrGMkSpz+afTcMyFHwhav2xGrX3WJogVF3iSK+lTudof53VgnZa/VMO0j0+LRd//sfRoJoPC2bk4a2/7MOsKSMDVomGZdow/dYRyoqV/De5ttSf/3EUC2fmKxLz8t+dbh8WPXgNGJrgv2ccoGkSsK0XkIPdAP09roHe1+IbH6+uauoLoyjeFRgNlKodNBoouFuiu3+cohCR7e4KIh2jdNqgKQ1xLIooBXDUrjMviDByDGrsTqzbehRPzxgDt4fHyso9sFmNquPr2o0H2+rj0oDTK2JS3kDFPgOh7RxFEUWZU6/RePHSE557A6dukw0cBU+cCBdF6nfHEh8vauwUGh83qsY60cFoYHD7U+s7/P4NrxSiZ4RTegZadtY/8UFLkMNmNSDdZoLVzGLv0RpVW7j3aA2Atqz/SXkDO1wqyWpmFb/i5Xe/UsqAxGvijY42UbXjDQ0Nys9ffPEFysvL8ac//alTn/Hiiy9iwoQJOHv2LB544AFlC/AvfvEL3HLLLZg8eTJYlsX8+fMBAPX19Zg+fTpuv/12TJkyBcePH8fzzz8PQKpz99JLL2Hx4sWYPHkyqqur8dRTT3XJd+UF9UloKMEMQIq2PjMrX1K/AQJq54SCpgjm3z864Lj594+WHDGtY2hgXnFOwDHzinMkNd4QeL2iUmC4vHQ8SgqzULnpELze0A+7AMBiZjGnKBvlpeMxpygbFjMbtrxWpNdSp3O0v87rtkpBO//+wTAkqM8snJmHLdUncPikHeu2HsE9NwzDhm3HUFKYhRWPFmDx7HH4647jsDtcsCUa8XzJNdiw7RgOn7QHqE0CbStIM24dhXc/OYi939TB6/MF9LUN247hTF0LCJGU7S7ra4XVxCnnJCNnjX6fayCfk97X4hN54uRPJPc9EtweQdUOuj3Rd3oYmlK13UwY290lbSOyMUqnDYalsHBmXpAdZdg2F0ztOjMUJQlp2Uw4fNIOp8unTMoPn7Qrar1vld2Ax4tzkdHHjPn3j8byRwqQYuXg9fCgKaJZakHLzvG8AMJL6uaEF3TH/iKkJzz3bq+GTQ7jm8YSedG7ve1mY2C7O4qg4QcJ8XMZdXR6JWp2du7UHPz5H0eV19dtPRpkQ56ZlY/q/5zFktnjkGYzoU+SSdUWWhOMyjGOFq+mLyBnCcqk20xIs5kxpygbazceVMoxLVtdpZVPpBPHRGXc/uqrr/DYY4/BbrcjMzMT8+bNw7Jly3DVVVfh448/xunTpzF37twOfdZzzz2H5557Luj1pUuXqr5/wIAB+PDDDzU/Lzc3VxH06EoiXQXleSGyVXRegMXEBohYWEwsQqltEBAYDXTAMUYDDQKELBYsiCJ2HjgXlElVUiiGzKKiIE3OM/oktCoQGsCLAiiEVvPpCSvKvYH21/nwSTs2bDumCGnQFAFHkSCxlAQTg+Ibh+P46QvYXH0KjhYP/ueOKyGKwOm6Jvz2owOwO1x48t7RePX93Ui2ciiePBwAcGm6RXNbsN3hwrMPSBmjr7zXVsxazvwrKcxSJqAiEYOyCedOzQFI5/qH3td6Ft2p1M0LkdnBroChCZLbPYfJVgMYmiDaopMRj1E6CqIggmUpLHrwGkWNlxcFiH7BtvbXmaEpCBCR3seMJ+8djZ+//1VQ3b7DJ+1YXLETb5ZNgtvrg8fHI4Ghwft4eFvfwwBKBoBu53Q6in9/BCGAKMbdcy9o2OQHC8W4ycwnlLrtJnFUC4/RyDxm/DKPdXR0uh6eF5Bs5RT74GjxKmJa998yHOWPFMDrE9DY5FLEMhITDNh96CxGXp6Kn74lCXg8Pi1H1Rbeed0Vym4rmiawmFiMHZUR8D7/LEH/rb2EiFhcsTPg8+RFwnha9NEJT1TuV3l5OebOnYspU6bgww8/RFlZGf74xz9i6NCh+OabbzB79uwOB/t6CnJ0Xk3dLtxYyfMCSOtngBc7NLbyvIAElkZmhrXDEzCKIkhJNCI5wdgazKFA09Lrody3UFuGxRAHEoqAJgTnGtqK/mb0MYd1chgA5Y+Oh8AjQHGTEXS/oytR67PTJg9XlJrAixBAIcHIYkC6FYIoTUBphoAQEjBxBQWYWQaZGYl4esZo+HgRgiDiyXtzpS01vIBpk4fjXEOzal9Ks5mxrHQ8DK2r3S8+PA52h1QXcMO2Y5g2eTiMDIFXrh8jAl8dPIvnS64BTUkx7s1V/8WUgsu/9zXQ5eXjF4oC0mymgL7HMAQUFX1BXoYmGDsqA5PyBsJqZuFo8WJL9YmwdrAr4D08rAksjGyiYrtZjoDXqKfU5e1HMEbptEEA+Hwi6hzNfhN+Y1BAwv86MwwBQGBkaUk5t3Q8APXt3AaWRr80CyhC4IOUCSr7AjwvwMTRup3T6TRyf5TrC8VbX2FD+KbxkpUmCCKMRhqZGW22G7QYFzXnZGiIeHZWPpb62YdnW1XC4+2e6+j0NggvwmY1YtnqKtisRhRPHop+aRap3BURIYg8UpKkrb00ReDleVyd1Rc0RWFZaQEIEQGo28I0mwkvPjwOv/loP3YeOKds7wWg/P7MrHyYWCpoQdcnyoFAqU6w1czC5fGBYynNWp468QkRRbHLR5x7vZRBAAAgAElEQVTRo0fjq6++AgDwPI+cnBzs3btX+Xtubi52797d1c3GDK3isLJ0fayyHzrbnsnM4pzdFeTwZ9iMcLZ4NY8zmFmcb/KgpqFFmaik9zEj2cLBHeI4mmPwf7VNQVk4l6ZZwHu0E4E5I4PaRndQ7YG0JAM8rvhLIO6pAh1A6D5E0xSavTwuNHvx8/e/UgahvqkWUAQBg4eckbdm439w53VXKOpz8r3zeH145b3dsFmNmDVlZMDf5xXnINligIGjQREClgIEXlTOy2hgIHr5gL7NcjTqHJ6APvLMrHzYrAagk9vOovnc9qSCsf7Eq0AHZ2RQf8GNpe/4TUoeyEdKYvRtA2diUXs+WAk4LdkIj1PbDnYFBhOLGpW205ONcEe57XihJwt0yLb0nN8YmtHHjASWDrC3sh1iKAoUA3i8ApqdPpS3TgJm3jYSfZKMOFPXhMpNR2B3uLBg5hjQhAorMtRRO9cTbFa8n2NvEOjwJ16vd6S+aSwxtvrd7W13hs0IV5ycI9BmHzqaxRnvfTYWxOtzEYr255yWZu10zb5of+fOnhPQsfOKlz6r1m9omoJIE5x3eALG8iem5cKSwKLO7lRsXP90C5xuH3y8ALdbgC3RAPsFNziOwktrdwX4AYkWDgt/9XlQEDBgBxdN4OFFxTeQfxcEETRDoabBiZ+//1XAQkByHNbt60nPY6z92ajU7POPH9I0DaPRGI1m4o5Y1rmRVUTLVm3H7PItKFu1HfYWL2ha+5Y6PYJqYU5nmJpTXp8IR7MXr6/bi7JV2/H6ur1wNHvh9YUebLWK/vrCbBty+0RVxU13mPZ0Ok+oPstDGnjkQN/0W0fg9XV78fDyLXjujR24/drBGJZpQ43diaXvVOFcQwsm5Q1UAnlA271LSTIrdaYEUVTqOJYUZmHtxoNYXPElvv3uAhb++nPUOTygWfV+LA2IFNx8cB9ZtroK355uDPscdOYa6MQXHp+oBPoAKH3PEwPb4PYK6nYpBvWhXBptu+KoNpWONv6Z+Ol9zMjMsAYF+vzH8zc/3AuPRwBFiBLom37rCPyicjceXr4Fr6/bi4fuzsa84hy0OH2q43r70Ldu53R6G5H6prHE6VG33eH87lgj24d0m1m3Dzo6MYbnBfC8GDSWv/rBbrAUHWDjPF4eCUYWFCj8onI35qzYil9U7obXK2BecQ5WPFqA8tICfLDpEFxuXrNeL9Ma1K93eAJiCXUOD976cB8eLN+CE2cuKIE++dilfv6FPCfzEQKRpjo199KJHVG5Kx6PB7/61a+Ufy6XK+B3rzd+VrN6KloqoqFyW3y8oKlkGbItXgh62H/+/ldhjxNEjaK/YZJJeY3z5PXaQjHFJwhIthpQY3dqCmvcf8tw5XeLmdOUiOd5ASseHY9hmTZQhGBxxU6UrdqOZaurlMKv8rFyEEMefOav/BfsLV6wHK1MiGvtTtV2jByjF5DtxYRS4402vEbbsRBz0W1iz8d/Ms1AGsNlB5kHUcbzYZk23H7tYDz3xg7FzqnZ3+VrqtDs9AXV8ZP/rosM6fR2fLwYkW8aS3TbraOj0xG0BAMbm93K69lXpMLjFXDqnAPla4IDg81OHxb86nN4fDzOOzwhRO3asnnbxxLKV1dhUt5AAICRYzT9i0iSjnS6h6jckVtuuQUnTpxQ/t10000Bv998883RaPaiIhIVUZqmVB/6cGq8goCIgnaRKmfSlMZ5xlFB44sBiiKKgIVWEC812YRhmTbpPSZO856frmtCi8uHGbeNgI8XVN/jaN3SIjvC7QPZHr5tUJKl6NU+Q5/o9l4oCt2mxqvVt2kS/bZ1m9h7EAQxyEH2+gUE/AN7sp3Tsr9y7Ui9b+hcjGiqyHZ9daKI0W23jo5OR6A1fMzGJkmGbVimDUUTh2L5mmrNIJzVzCLdZoL9ghtFE4egvtGpqgZe3+hUynpofQ6AkP5FJElHOt1DVIJ9L7/8MlasWIF77rkHS5cuxcsvvxz0T6eNSNJgtYxCKAeCpojqQx/O6ZAFOtq3xXTAWZk7NbA9STE19DEsS2HhzLyA4xbOzAOrsbVTJzowNAHdqn7q8vhU+8DZ+mYUTx6KuVNz8OmXx5FgYlA2M1hGvnLTERg5Bisr96BvakKQ1PwT03KxbutR5XdCpIENkP4vKcwCLwgoKczCsEwb1m09qtq31m09qjvSvRiGplRtGBNmwaIrkJ+F9m1TMWjbaKCkGn1+bZfNyofRoNvEnkZjszsgi6+kMAtAWxDbP7An2zkt+yuLxLTvG7L4ho5Ob4bW8E3jafznWAoL2/lEC2fmg9P9WR0dHT9kwcD2c98t1ScASAuBF1qz/LSCcC6PD/OKc8BxFNKSjfjHrlNITOCU0klzirKRZOHw950nlRp9oZIv1m09GuT3KuJeESQd6XQPUfMHKYrC7NmzsWfPnmg10SuQ02DDFdduDwPgxTnj4POJAaqUodT1vD4BazceRElhlpIRsHbjQcy/fzToEOcoEuCJabkBogpPTMuFSMLG7bBh27GA9jZsO4bZd2WHviYUYDGzQYqbNIWQKwaxFkjp7RBehCCKSLJwaHZ6g9Qc507NwbufHMTj03Lwiw/2oGjiECyp2Il5xTmqMvJy1l19owu2RCOWlY6HIEp9qGL9Phw+aVc+9zcf7UfRxCFYt/Uopt86Ahu2HcOkvIFIsnB4fFou1m09IrVdnIuUJCNO1zUp7XS1yqTer+IHjiGwWQ1K/3J5fLBZDeAYApcn2q2LMBrogLaNhlCWs+twewT8a/epIPXp268dHJP2WY6Gh4eiJsnRaFPG1ukUXp+gBPoevOtKOJo9aHF5sXBmHpavqVaceLnG6bufHMSP7xgZZH8XzMhDspVDkmUIbFZOsacMRUCLom6jdHo9NEXw5L2jA4rHP3nvaNAUibo6e0ehKCDJymLpnPEQRRGEEFC09Ho8Ifs5NfYWgKZ0P0dHJ8bwvIDUJAOWlY4Hz4ugKAJeEHDvTcNx/PQFWM0sGps8SLeZlIVAeRdAus2Espn5aHFL83q7w4Uls8fh+tED8Lu/HsSkvIEwGwkuSbFg05fHMf4H/ZT5jOxb+IswNjS6MCzTBrvDBaOBxtI54wFRsluybZB3C7YX/6ApAmiUKdDnU91DVBd/R48ejb179yI7O3Rw52JGKw22vHR8yEAaRRM0O7xBCl8mKyfJdasdQxHYHZIar4yyBS7UsyYAH372TUDQ7sPPvsHsO0PfV0KA268dHGCM5k7NQbhdby63gL9uP44b8i8DJGEw/HX7cUwpGKx5TWiawvkWL5b6XY94VQzqKfC8AANNwZRgAMfQoCmiGsSTQ75JFg41difWbjyI6beOCAgOy4HBdJsJiQkGvPK7r2B3uDCnKBuZl1gxKW8g7rzuCuVzD5+04+4fDkHRxCHYsO1YUD9aMCMPf9h8GGYjAzNHITPDiqfuy/1eg4faIAQgomC8TnTw+kQ42yl5Oz0+JPjYqLdNNKwPARDtdUxeEPGXz77FXz77NuD1W8dfHnKhpitQU74um5WPVCunB/wigGUkB3nGbSPg9vB4fd1e1NidGDsqA0tmjwPHUUrgr8buhN3hgtcn4u87v1XGYFuiEe9s2I8H78wCy1B4+pefB9knHZ3eDi+IYBgSsADDMAS8KIZdiI4VXp+As3UtilidnBHeP83S3aemEGnSgY6OTtdB0xTqGt0Bz+HTM8aApijMKcqGLdGIDz/7RgnyvfvJQcwpykbfVAtq7S144897cfik3e/ziDJv2nngHABpzl9SmIX+aRZwNIHXw8NmZvHSYwVBSsALZ+bD6fbirT/vh93hkuISvKAkUvgHCv3tRvtkizalb8DerNuZ7iCqwb7MzEw8+OCDuOGGG9C3b9+Avz366KPRbLrHECoNNtTN8fBQVfgqLy0I4eSIQSsBc6fmhD9JSiNoRyFk+pQoamf2hXLEeEFQndjeMm6Q5jXhQZRAH9CmGLS8tCD899PRhOcF+EDw3Bs7YLMaMfuuLKxYWx3QD1Z/vB/Fk4ciMcGAdJtJyUYpKcxCkoWD1cxhZeUeJetu3dYjyoBk5Bj4fCIq1u8LWh1KTTLBZjVgUt7AoOL0K9ZWo7y0AAxEeD08CFqNGS9GlNGn5ewmmrmIgvE60cHLC1ixZldQX1lWWhCdmhQBiDCwDIC2FEIDy4RPb+4CKEJUV1CpGNQLjGys0dEiKcGAZ2blw2Rg8JM3dyjXdeeBczh++gKWlY7Hm3/ehyUPjQMhwOnaJmUBZHP1KaTbTJhTlI2pNw4DTRMlKAjo9knn4oIA+OPmI5iUNxBGTloM+uPmI3gozO6RWMLzUAJ9gPSMrqzcE1f2M9KkA52LD4+XR1qatVPHuNw+OC44w7/xIkftOXQ0e5QFwWGZNmWnU0lhFlKSjLCaWdgdLvzyD18H+Yda8YUkC4fvaptgsxqVQJsIKqjt5WuqUFKYpczX2scleF6AzcyivHS8Zqae/9yqpDArYK6n25nYEdVgn8PhwIQJE+DxeHDixAnldRKDCUpPQd4v35k0WEAKiNmsxoBA2rqtR8ELgvZNFYl68C1chp5G0C6cQ0UIcPcPh+CV99q2WDx13+iwmX1yQePga0JBK23RJ2goDYcJmuqEh2+9tjarEUkWDkseGgdBEFHf6FQmoTNvG4VNXx5XMlIOn7SjYv0+PHXfaDA0hSem5UAQAafHi83VpwC01Zeoa3Ri4cx8LF8TGGgzsARuL4XMDIvqvQUR4RMBnhDNjL6OpoxrObsvPjwuomC8TnQQBFHV7gmCGPVgHy8A/z5Sg/xRfZXtWFUHzuDqrH7Rd1Q0SikgzIJLV8Br2NaQY42OJhRFYDOzcGsIX/GCiGQrB54XYeAoJCYYWjOo2+rlJFsN4EURgiCipDAL67YeVRxy3T7pXCwQiuCeG4YFLEAumJEHQpGoZ1t3FF5jzIqnZzTSpAOdiw+OpXH7U+s7dcyGVwrhiNL59CbUnkMjxwTYD0EUMaXgcqQlm3DyXBNYlgLL0KplPhqbXKpz6cQEA3770QElW4+hKbhb25ZEQIYotiot2agcpxaX4HkBDE0BFJFq9VEEDE0p8yz/uZWW0JhuZ6JPVK+vLsQRno6mwbaHY2nMuG1E0NYAjqUheNQr27EswdQbhwcEVRbOzAfLEvhCNGbkKEybPDzoHI0cBVeIAxmaQrKVC6i9R9PS6z6v9nGm1mL0QVuUDRRcLerHhQ6aan83nfDQFIWxozLwoxuG4tQ5h7JdJjXZhAEZFtgdLpxraMZ1uQOQaJFqR/GCCIoQXGhx47k3tgfU05HrQMwrzkGy1YCvD9fgsn5JKCnMQuYlVpw868Bnu09hQu4AlLeuBrW/t2NHZcARJh28M1tTtJxdKsJgvE50MGjYPQNLgfdEdxuAmaOQMywd/1fT9gzkDEuHmaPgDGVAuwCGJuA4KmC7GsdRYCgSdfMWyeKLTjABNbHQJnzV/rq6vTym3jgMiyu+ULb3Li0dD0EQwfMizjvcaHZ5sbJyD+ZOzcGW6hOYfusIZeFFt086FwssQ2BNCK7vzDIEnqjXcO0YHEtp+OoUhCiPWR0l0qQDHR2drkPtOaQoKPZDrql3SUoCKIpg3dajmJDTD6MuT8UHmw4pu6lsVgOq/3MWwwf1CVokXjAjL2B3lby11u5wYeyoDNWSSWNHZWDa5OGqcYlw8yz/uZV/PWIZ3c7EBnrRokWLot2Iy+VCbW0tHA6H8s9q7VwacDzhdHogdlG/FEURZgODiXmZmFIwCDfmZyKBpcPuXxcJwdJ32jKRml0+7D9Wh0l5mZLHowJNEVA0wYScS3F7wSBclzsARgMNlhAIIR40kVBwenhkDU7BzVdfhpxhaTAaGBhYGmKo86QoNDa70dDogo8X0djkBqEITBwT8jivSLBm4wH8v4lDceu4y3Dl4FRs2HYMPxiaDqL13VgaWVekYe83tWh2+ZTAUmICF/ocu4CEBANaWkJ7lgkJhqieQzicTg/MZi7searBsRSuGp6OxiYPfvXHf+Ojbd/i4PEG5AxLx9VX9kXBVf2RkmTEmo3/wZaqUxgywAaTgYEoAO/97SCOnDwPQOqje7+pxfMlV+OHoy+FiWPx953/xQ/HZOL1P+3Fjr2nMfjSZCxbXYW7fzhEGXBqGlow+64s7D9Wp9zb+feNxuKKLwP6/+7DNZiYlwnS+nAKFMGit0O/R4bQFL7cfwbNrrZAebrNhJuuHoi8kZdg9+Eape1nZuUjgaUhdsAIdKRvxCPyeXdnv1W1sxTBi78Ntns35Gvbva5CJBQutHjg9vDSggUvgKYJDGxoe9Y1bROs3fgfDOybBANLw+nm8fG2b5E7LCPq35tjKYweeQn2+D0DZbPyYTXSIceNrqajz1Lc9Vm0OcSL3v4SH2w6jC/3n0HBVf0w/gf9sPtQ23V99oF8mA0slvjZNouJwxUDklG+uhr/PlqHEYNsSLeZceXgVHz8+beYlDcQr6/7N+6/ZQQOn2iQPqOD9kmNnmCz4v0cO3t+8dhn/YnX6y0SCueb2vmYBDDGwCZ3lEh89VjDUAR5o/p2ys+J9z4bC+L1uQhF+3NOSDDgg02HO3z8vTcN79T75WM6aw+j0Ua89FmtfqPma00puFwRz5h+6wj8+o//xh82H8XOA2fx5L25GJqZjDP1zbhycCo8XgHv/+0QPtlxHNMmD8eqP+7F10dqcf8tIzClYBBuuvoyrPrTv1F9sK1+3w15A7Ho7S/g8fKYedtIuL08Rl2eipqGFpw858DXR2qwYHoeElhKNS4Rbp7lP7dSm8t1Zj4Vjp70PMban41qZt+xY8fw9NNP48CBAyCEKFufAODgwYPRbLpHwfNCp2uO+XiNbau89tYqDy/iN+v3Y1LeQCVFd0v1Ccy+MyvkNjQvL6Jy06GAuiiVmw7hwTuzQ26dEyHC5W4rQC6vaIZ7pHlewM4D55SCojL/c0eoVF8RFjMTkPliMTOIfun83o80oSeqdWdeeGgcaEKh7NfblcHoF5WBwhznHZ6ALWZ1jU4s+NXnyqoRTUvCMbKIx7BMGzIvseJ/p4+B2cDC4/Whxe3DY/dchYw+ZklprwPbTjqzNUUrw5bwYtiaFDqxw+tTv6deX/S3AQiAqj2LRU8QIeJHNwyFo1lyDliG4Ec3DIX0ZEYXr4dHqpVDeWmBrsYbIWplAha9/SVeeqwgyLZ42tmtoolDlFX96beOCFp1N3IUauxOXNbXihceGgejkQbvCqVbr6PTO4jUx4wlPl59zIqnEjP+tbdAJFU83c/R0Yktnta5tv+W/wvNHtTYnSgpzAqqXf7BpkOYNnl4gP2T51GEALOmjISjxYuqA2eQP6ovbFYDiicPReWmI0oNdaG1JNj1owfgmVXbgz7n8Ek7eEEISpCQCTfP8p9bHT5px4Ztx/Diw+NAQAKUfXWiS1THmsWLFyMnJwdvv/02brrpJmzatAmvvvoqcnNzo9nsRUFEafcEqhPGcLNFQsSIVHWFCAsTMxpy3gxNpFmTCjwPLKnYGXRMPBVB7in417njWArnHR6YjEyQQbdZjaAoKYhfUpiFBBMTdL9f+/0elBRmKQrQ6TYTGps8yt9XrK3Giw+Pw4pHC/DGn/cCAKbfOgI/bS1cL/e1DduO4Y4Jg1u3vvCgOiD53plnJFyh2e8rAKLTNVAU1IUqYlG7jhfx0b8Ca5d+9K9jYRc9ugKaogKUW+VJLU2RmAQbA0VweISowqCjgpZD7PEKYFon1rJtoWla6ePywscT03KRmGDA2k8OBNhX2X6OHZWB72qbwLE0bIKhQ7sDdHR6OpH6mLGEpgnGjsoIWmSnKYKYGO8OIicdpKVZUVvr0P0cHZ0Ywwuikugi184zGRg8XzIWyRZDkA8xKW9g0CLia7/fgzlF2Thb34zFFTsxdlQGpt44TBHyaqv7y4HwInwAiicPDQokynO3ivX7QsYVws2zQs6teL3KVqyI6hzl0KFDePrpp9GnTx+IogibzYaFCxfil7/8ZTSbvSiQo+XpNhOAtsLdoaK3/hPGslXb8fq6vXB7eKn2UkiIqiEIh2bEP0y6LkURLJg5Bs+XjEV56Xg8XzIWC2aOAUVpu2+CRhF5IU62SfQU5O1mZau2Y3b5Fhw/fQFLV1eBbg2uyQzLtGHGbSPw7OvS+yrW70OCkYXNagz4vBq7pPwEQAncrdt6NODvdocbggDcMWGw5qAzKW8gVlbugSBI59iR/t/ZZ4TnBRBemnwTXtAny3EIQ1N48t7RAff0yXslEZhoQ4ikSl6xfh/KVm1Hxfp9uP3awZIqeZTheVF1UsvrdU56BLJD7I/iEPu/j6bg8vpQNjMfY0dlKAsfZau2Y3HFF7j92sEYlmlT3i/bz1lTrkTlpiNYWbkH5xpa4AMg0hToGDwXOjrdRaQ+ZixhGQpTbxwWMG5MvXEYWEZ/NnV0dNqQ/QRZdbdi/T6UvrQVr6/bCxFSrXJ/kiycqv3rm2pB5aYjAKSAoBzok/++bHUV+NZAHAOgX6q6CGKShcNzPx4bMq7QkXmWPrfqfqKa2cdxHPjWAt7Jyck4c+YMEhMTYbfbo9nsRUFHJK+Dj1GfMIZbBRUEEdlXpOKu64eApiRVyr/88yhEQQx5HK1RgDzciiYvivB4hIAsliem5YIXtdvTElKIRcZPb6L9djNZCcrt8WH+/aPxs99JysrFk4cG9aVlq6swpygbiyt2Kp+XbjMhNcmEt8omgaYovPXhXhw+aVdWrZIsHCwmDiBAv9QEzS0vsopT7XknDCwNm5kN2/8jeUZ04huGAqwJbMB2fWsCC4YCYlGpQy0QXf5IQdTb1dUSezYdFeLyAViz8T+YedtIzLxtFBa9/UXYTGmLiYOX55VSCUaOQYPDjZff3aUpSKSj0xuI1MeMJV6vEDTZXr6mOq6yD3V0dLof2U+wO1xBvubyNVIW//HTFxQfwmY1qM97iVT+Y93Wo9oKuCLAcTTcXgEso75TKiXJiJREE+z2Zs1z1udZPYOozhNyc3Px6aef4s4778TkyZMxe/ZscByH/Pz8aDZ70dDZWn+hVkFDdQQDR+PW8Zcr6oCyii/H0fC5tB9olqGwcGZ+sPovQ8EXSr1ShKIeJJ/jqx/sDjmp5miiquDL0UTfctYJ2vcRR4sXxZOHYtHbX8JmNeKxe65CSpK0pVprRUkeNOR78NaHe7HzwDklnRyAquLTHzYfxgNTrlQddGQVp8YmDyrW70N56XiQDvT/SOph6sQvHq+IxX7FgAGpfywvjX7ATatOpCCIoKPctpZya6jSBjrxQ0drYvGCiCkFl2PR21/iiWm5mqvtQFum9NpPDuCeG4YpKucujw/9Ei2wWY1YtrpKspWx+qI6OjGEoQmevHc0fv7+V4ovIWV6E/BxYhcFUWPcEKM/bujo6PQcZD/BrFI2qcbuBAjBnKJsWMwc+iQawQsC5hXnBCl9v/LebqUOuiCKqr7jdzUOmAws3tlwAMlWLmgxcu7UHLz94T488qOrOnTe+jwrvolqsG/lypXKz/Pnz8cVV1yB5uZm3H333dFsVkeDSFdBvT5BCdgB8ipDFcofCb0y6fUJ2LbnFJ4vuUbJCNxc9V9MuXZwyOMiyWJRK2xauelQWPERnUDa119Yt/UonrhXmnTW2J34yZtfYFimDXOn5mj2pcWzx+FCsxsWE4e1nxxQhFbk/0sKs/Ds69uDak+VFGbh0y+P48WHx8HucKOxyYMt1Sdw+7WDsWHbMaVgrJ7RdPHCa0yc+BhMnLSzh6OfRcIwFJ5/8GrUNLQoGY3pfcxgwi2c6MQN4Wpi0TQFEQTpfcyosTuVBQ611fY3F05CXaMTazdKBbSPn76AOUXZ4FgaBo7Gbzfsx5P35eLEGUf0FVx0dLoJUZQyvRc9eA0oIonbihDjQqlVpjvHDR0dnZ4FzwtK2SS1jL3KTUcw/dYROHn2Al5ftxc2qxElhVm4NN2Ccw3Nik8ASDtRHi/ODUqEkedSIwfZMP/+0eAFESxDofyR8XB7BNQ3OhVxjtl3CboL0QuI6nyZ+Ck42O32Xh/k8xc2iEUqa2fbYxiivpWIocCHmDDyvKAYFDmQtm7rUfB8+IDL+Kv6o8berExQx1/VP/z3IhpByRCKIP6FTf35nzuu1INCnaD9djO7wwW2deCxWY24/5bhSLOZQVHBfemJabmgaYKGCy40NnnAMVTQ/dh54BwemDJKNWCTlmyEecQleO6NHQH9k+MoTMobqAw+oYRoYv0M6sQWiiK467rLcUP+ZQELCLGZOImYOzUnSKgoFnh9PLw+od1rArw+3RHrDci1UpetrkJJYRbGjsqAyUBjyUPjcKauSVHPm1ecg5ff/UpZtZepsTvRP82K2vMtePsv+3H4pB13XncFKtbv07fy6kSMPJ7W2FuA1lq58dSPeEGA08XjpXfbis8/PT0PRo6JI7so4ukZY+Bo9viVnuC6+6R0dHTiEJqmAJoKml8tnJkHAPjxHSPR4vKhb0oCSgqzUHXgDACAIggooQRIfoHNasC6fxzFnKJs9E1JgMPphcvtw8NF2UgwMqhYvw87D5wLEEO8/drBAKR5d9ideDo9gqjGQRwOB1544QX87W9/A0VR+Prrr7F161bs378fc+fOjWbTMcffWfcPVETLyY6kPQoEDEMC6l0xDEG4snYcS2P23VfiQlObiu/su69sVUbV/m40RSJSkGRZCgtn5gWoBy2cmQeWpeDj1c80InVinSACt5sBEAlAgEUPXg27wx2QLv70jDF4vDgXfRKNoGmCCy1uLPzV5wFbc8eOyggI+KXbTOAFdUVVjmVQrlJIdumc8ahYvy9krStA+5lIsXLwevTBqjfAsRQm5A4IKClQNisfBpaCJ8oOCQHBhm2Barwbth3DQ3dlR7VdQBJXanZ6g2xpssWgJ4f0AvxrpVYdOIPiycMDVuKfmfTtUzMAACAASURBVJUPt9eH3370n4BVe7l+X7rNhHMNzfjJm18AaCt9INtQfSuvTmeJtU8bCRQhSqAPkHyGl96txopHCxAvXh9NUfD5xADb/eS9o2OmpN5R4j2wq6PT26FpCudbvFi6ugo2q7E1QGcBy1L4eNsxTL7mMhhYBq+8J5W58lfaLSnMUp1XEYogf1RfVG46gpGDbLgudwBe/sPXAQvW5x0eHD5pV3wKWdHXZjUiKcGAepe3G6+KTlcQVTmoRYsWwWAw4NNPPwXLsgCAH/zgB9i4cWM0m+0W2gsbyE52R8qG0DQFkabgI6TDCnqRtOfxClhSsROLK3a2qvvtxJKKnfB4Qw/oWpOEcJOHSBUkaQKk2owoLy3AW2WTUF5agFSbEXSIBiNRJ9YJRO6HbkEEgRSoLVv1OV5auwscSwfdyz9uPoIkiwGNzW5QFMGKNbuCtubOmnIlxo7KwDOz8rHi0QIsKx0PL8+jbGbgvVo4Mw8so14HkKIIykvHt/aF8ZqTDa1nwukVwHK06jMWybOn0314PIISBAGke1y+ugruEIsOXQVNEdx1/ZAAVUVJtCj6YRRdjbd3Iq3i0+AFESWFWRiWaUP+qL5BfXzZ6io0NnmVQJ/8utXMIt1mwrMP5CPZasAzsyQV3yem5Sqq5zarESKg2zidTvF9fNpY4fWpl3XwxpFdFEVRqSkISOf38/e/ghhHe43lwG7Zqu34nxf/jrJV22Fv8eq2QkcnBsh+gBfA0labe/ikHYsrduKnb+2AKIq46epBoCkKy1ZXIfuKVLy+YCIevDNLSYpZt/UonpiWGzCvKpuZD6fLC5YheOSeH+CmawYF2fTXfr8HRROHKL/Lgh7906xIsXJobHbrvkMvIKqxkB07duCzzz4Dx3HKlt6UlBTU1dVFs9luIVK1xEhXTyNpL9JCwSIAlzs4Qy+cqxKpIAgIUG93B4ltpNuM2m3pikDfC7V+OK84B9lXpOL60QNQ3+gKuJfDMm24/drBSobVikcLVO+1jxcwbfJwLGtdqZpx2wisrNzTtmqVagFDEzQ2u/FdbZPqyhTLUPC5vCGLv9KtQUq1c7A73IDVELQ9OMXKod7hievMBZ1AeEGIyM52SduiqJoZzcdg0haxLdWJW/xX8f1X2Q0cHVKYQybdZoItUbKjNE3w4T+PYe83dVg4Mx+fbP9WUT2fcdsIPLNqu27jdDpFT1AA7wlqvD5e4zryYnSzLTqBVmBXzwjW0Yku/n6AlihXrV0SqSybmY8b8zMxesQleP6tL4Lez7JUgH8qQMBbf94Pu8OFZ2blo9nrVf18q1lKxvIXQ+RYos+PehFRHWssFgsaGxsDXjtz5gxSU1Oj2Wy3IG8j9UdxOkIQ6eppJO1RGsdQ4c5RI6vEF2b1VFaQbN8eE6Y9l1s9e8fl1g1MtFDrhysr9+Cu64fgtd/vQWOTJ+BeFk0cEiAN3/7vgHSvzQZGCfTNndqmGqWsWr25Ax6vgBVrdqFy0xFF+EM+/tkH8pGUYAh57nKgUg4Wtj+HxiYP7A530DPm4dWfPV53b+MWuXCxP+k2E+hQab9dhCgCL63dFZAZ/dLaXTEpBk9r2NJYZBVK7esZsF2ND22r+EDbKrvZwKre66QEQ4BtnDs1B6++v1vJ0L/r+iGosUviWeN/0A8AUDx5aNDYHW/ZWTrxSaQ+bSyhKYJ5xYE+g1wqJl7Q8rtJHJ1jqMCujo5O9PD3A+RAmz/+JTnK11Th+tEDsHyNNKdK9PMJiiYOCfJPV6zZhaKJQ5Rx38gxmp8v+xRbqk/gmVn54IX4z+zW6ThR9diLioowb9487Nq1C4IgYO/evSgrK8PUqVOj2Wy3EOk20kgH2cjaE4OCKR0pMC9qZASG24YgAkFpxU9My+1ARqB29o4W/tsQZpdv0bchdBKtfkhTUFLE/ftOkoULeH/7vyt9i4iwWY2YfusINDk96tt0CZQA4LufHERJYRbKS8fjhYfGIbE1myVUoEEOVFZuOoIFM/KCzmFL9Qk0ttab9G9Xq595W9WwdOIPmgIWBm0Bz4/RVtrO26WugqbQmt3st0VjVmy+t25bo4OWzTVwVNDY/tR9o0EoEXOKsvHGgokoKcxSBIvk4+TbIW3BseCVeROQ0SdBn8TrRERPKI3i8fJYu7HNZygpzMLajQfh8cXPwrA0ZuW1G7Py4iog2RMCuzo6vRF/P2Dd1qNB/u3cqTlKSQ553i3PqdZ+ckCZd8nbb/3xz9qT5jZ80DztmVn5SEs2YllpAfqmmvHAlCvxwaZDqGlo0X2HXkRUxu26ujqkpqbioYceAsdxePbZZ+F2uzF//nxMnToVDzzwQDSa7VYi3UYaqbAEzwtIS5bq2vGCAJqiYOQouJ0hCmmK6gXmZ98ZusA8pXGO4RQwRVHEt9+dx9I54yGKIgghqDpwBmk2c8jcKZpSlx2Xron6Mfo2hO+HVj8UROl//0BcSpIRyRYDxo7KwKS8gUpf+urgWTxfcg08Xh84Vkojh0jw4ztG4pX3dmsWkJXbkAN+csH5ksIsDOqXiBNnL+DF3+4M2oIri27Ig6XNaoQgilJdQK+AukYnNmw7hntuGIY/bD4c8H2l/qTez07XNSEzw6r3mziE54GDx+uCbMrVV/aL+v2iKSqoz2+pPhFSJbyr4AWgctOhANtduekQZt+VHfXv7QNw4Fu1a95Xf0a+B1o299Q5Bwb1S8KcomxYzBwsJhYcS4HnRfRPswIQsaX6BIomDgnoh7KrkW4zwceLcHl8qG906cJVOhERKNZFgNaSAfG0hYumKIwcZEP/NAtoCkhMMGDkIFtMbHJH4Xlg257/w/Ml1wQoyE8pGBw39lMO7LbfsqcmhKajo9N1+PsBh0/a4XR7MacoGxl9EnCuoTlgUU+ed8uKvHdedwUYhsKS2eNAUcDzJWNRuelIwPsdLV7lZwPL4INtkh+ZZOFgsxrwh81HsPebOiwrLYDbI2DR21Jppkl5A3XfoRdBL1q0aFFXf+gPf/hDpKWlYcSIEcjJycH06dNRWlqK6dOnIzc3V6nf11NxOj2qW7dEUQQRpTocRBQ7VICXoQjyRvXF7sM1aHb5lEE2gaVDHs8ZGdQ1urHo7S9Q+fcj+HL/GYwengGrhQOvsaqZYGJwWf9kvPb7Pfho27c4fKIBc4p+gD4WFt4QIh2EpjByUAr2H6tTznHu1BwkJnBAiCi/wcggwcRhccWXqPz7EezcfwZ3/3AIkhJYzXMEAIOJQe7wDOzxuyZls/KRaGHBa5wnD6Dy70cCXmt2+TClYFDU66IkJBjQ0uIJ+57uxOn0wGzmNM9Tqx/yooDxP7gUew7X4OQ5Bw6faMCEq/rDYKAxNLMPVvr1pftvGYl939TCbOLw0rvV+Ms/j+HL/Wfww9EDsP9YPQ4eb8Dsu7IC+lHZrHwQCsgZmh7w+hPTcvHXHceRdUUalvzmS2XAaXb5sPtwDSbkXgqWpqRnjqZwrqEZP7phKF59fzc+2HQE1f85ixvyMnF5/yT8fecJ3HT1ZQGf/8ysfFiNNMaMvCTgO8+dmoP3/3YYV2f1BQUpq0mgCHhIzwFDkU4V1u5I34hH5PPuzn6rZmdNJga2JCPO1DXD6xPQcMGFKzKTYTUx8IURGvq+mDXsp83CRr1tAQSv/3kftn39HbZUn8K2r7/Dd7XNuL3gclBR3kfMGWgkmA1Bdtxq5iDEMIOmo89SvPXZ9sjfg2lVyfO3P0/eOxq2RAOq/3MWV2Qmw+XmUb66Ch9sOoKdB84i64pUGA0Mhg1MCeqHO/efwbmGFsydmoM/bD6Mq4Zm4ODxevxo0lB8faTj/kVPsFnxfo6dPb947bOyT5ueYkFLkzuuRCUAyadNsSXgxd/uxO83H8Wug2dx/y0jw/q0sYQwFKxmA156t1o5x7uuHyLtWoiTLBlRFGE2MJiYl4nC6wbjhrwBSGDpkIHdeO2zsSTe7ZAa7c85IcGADzYdDnFEIPfeNLxT75eP6aw9jEYb8dJn/e9Bez+g2enBNdn90NjkQZrNhMv6JeJsXYtSsuDYKTvSbAl49YPdOHzCjisHp2D5mmpU/v0IDh5vwEN3Z+G7mibQFMGT947G+58eAk0RzJ2ag7/uOI6JYwagX6oF5x0uuL08PvrXtyiblY/XKvdg1OUpWP+vbwEANQ0tQfO1jsQmupOe9DzG2p+NSmbfL3/5S/zkJz/BJ598ghdeeAEZGRnRaKZXEGlGoMcnqmayLX+kQPOYZjeP0zWOgGzAQ/+tR6KZDb3CKEI1I/Chu0JnBLq96rX3yh8pCNme2yN0Oosl0gxJHQm1fsjRBB5eBKGI1GdEEU0tHoAQnDzrUARbAL97W1qAslWfB/XLOUXZWFyxU8kOTLJwSE0y4a0P98Jq5jDtpmEBGXkffvYN7rzuCrg9Pk3RjdQkIwgkI/Y/d1ypCHD4t1tSmIXN1afgaPH49XvpGfN6eCRbOaWgraPFi3c/OQi7wwWaIqBBIhLP0YkeXl6E/YI7SCwowchGve0WDSXgcPasK4g0u7or8HhF9e9dGv3v3ZvheQHJZhbLSwvgE0TQNAFNEQiiKGWqEmDR+18GXPeVlXuw6MFrsHxN8P148eFxGNg3SckEOH76AhbPHofVH+8PWMk3sZSSFa2j05Np7kab3FFEEQH1jeXanPF0joBkjwiAtDQramsdekafjk4MaO8HsCzBhSYPflG5W/Fxy2blI8nKgQZBRh+zIrhVUpilWk9/yUPjcKauCRkpUuLEmfomZW5z/egBWLPxAO65YRgogtYdBJL/LNde9y+rNKcoG/3TrKApxF1mt07HiUrSU35+PjZs2IBhw4ahsLAQv/vd7/DFF18E/NNpg+cFEF4AI4ogvNChh0lL4SuUaAYviPho23Ec+64R9Y0uHPuuER9tOx52Dz6hgDsmDEbF+n0oW7UdFev34Y4Jg8MWGNascRUm+MYLInYeOIdlq6tQtmo7lq2uws4D5yCEOM+eUF8m3mnfD70eHgyAC00elK36HK/87iskJnAoby30qlrvzservn5JSoKyHbhi/T6wDAUR0n3OH9UXZb/ejpff/QqnaprA0BRuvuYyCKKI2vMu1VoyFhMHXhAh0jQomoC0ttO+XatZKnY/bfJwMBCDnjHCS/UvXv1gN5atrlJUqxhELp6jEz28PnWxIK8vBoq4EdqzroBqXaX1t29P3js6rLhSVxBJDVWdjsHzAsDzMFCAo9mDp3+5DT9+4e+oa5SUzEPVOG3/en2jC8tWVwXU8bvQ7FbG0gW/+hzPvbEDHn3xS6eX0J02uaN0Z61XHR2d+Ef2AxhRgMCLWPpO8ALGidMX4PLwqLU7lb9p1emzX3BhccVO1DQ4UX/Bib6pFpTceSWWlY5H3xQzbr7mMrz1l30oX1MNlqFR8eE+FE0cElR73e5wISXJBAOFDscmdOKTqMVCOI5DaWkpvvnmG7zyyiuw2WzK3wgh2LJlS7SaviigKGhnemgsyXEshRm3jVAmy3JWDMdSEEKs9Hu9olIEWc60W7vxIJ66f3TIDiQrZwZl29EEoSImFFHPYgm1/TvSDEmd0PgHvORgsr9qVKj6e/6v1513Kv0nNdmET7Z/ixvHXhZQWFYOpsmsenoizAYfFs7Mw/I11UqfXTgzD2s/OYCdB861rXolcKrtptlMKC8dr9kXQvUbnhBNJ10PIncPgiDAZjUG2KJ1W49CEMSob9ePpJZo1yGt+MpZqC6PDywbIyXebv3eFwftFxYamzxISTJ2ysa6PIGDarrNpCFMpNsvnd5BT7BNmufYw8sZ6ejodD1awl1GjgEvSLV4ZXuiNQ+TX29s8iDJwuHkWQcq1u9DSWEWBl+aCK9PxKwpI5XdTIdP2nHndVfg8Ek7Nmw71roLSgRDEaQkm1Bf3xTry6DTxUTN5/viiy/wk5/8BCNHjsTmzZuRkpISraYuShiawrzinKDAHUMTCBpOjsADu/5zNqhQcN+CwSHbYhmCZCsX8FqylQNLE4ghYmksQ2HhzHxly5GsnMkyFHw+bU+MpQnKZuXjvMOlTGyTrUawNAEfwoGTtyEwAMCL8eLr9Wj8B55hmTZlu7S8AiRvT0m3mfDMA/kwGAL75V3XXY7bCi6HjxfB8yI2V/0X2UPSkD+qLyhaUqlrbHIHDFjDMm0onjwUBEDteRcOHq/Diw+PgyCKgEjwzsf7sfPAOQBtq14vPXataoFpFq2Bu1DfUaPf6FvD4w8DS6suWBhYCrwnuoF9lqXw05KxqG11vFweH9JsJrAsBV8ow9QFUCBIthqQnPD/2bv3MCmqO2/g36rTt5mhYXoGBtH1QrwAElBABhHUfUXReAGzvLuArogRjfLuyho1XHS5RGFAYxLdLGYNRsTNCpvl3SDos5LEJK+iAVRcFQFdQ7xEZGBooIeZ6UtVvX/0VNHdU32d7q6q7u/neXxkprumT9c59TunTp2Lz1iCAXK8g7PUcc7nkbFwdrMxXU7vYI9vCMUo2xtCyIghHmfnTB2BHbsPoHn4IJzWVAdZkvDIXZdA04DDxzrx4v/7BFMuOxsxVcW9M0fjhy8kT/Pp28dtxCs9/r2wdW/S5zF+USVxu2UsueNitB7pMGJyU0NtWWJyrvTdtVPbJl6PjAjjJ1HVS2wHpHs44HbJ8LhlnHGK36jba7wC37tzPA60ncD6rR8hGOrCvTNH45e//x/MnzUWr7/7BSZfPBj/97cfY+GtzYjEYlBUYM2m99N2EOqzoCRNBRSUZfYIlV5JOvsWLlyI1157DQ899BCuueaaUnxE1XPJQL3fmzTSo97vhUsG0i35KARw6ai/wLI1byaNkhJZOtFcLhnTrxrSY3SVyyUjGk1/oEsG+tS6sPSO8ZCl+FrELpcEl5xxYB+EDEhA0rpci2Y3xzsoczk5VDR6h5e+1fuaTe8bnXz6eg6nNNbh8NFOvPDKXky7Ir7w9CN3XYKYqiIcUY31JfSbUpdLwqs7PsPlo0/Hhl/tw5TLzsbCW5vR8twOBPy+Hp0590wfhWde/ADXjD8LAb8PR0M9R6tEogoa/Z6ijuzkDnX2o2nm03gf/bv0a5UWi0sGYjGtR1zKFs+KweuScCQY7dHhNijgQ6nXIw53RtGU787vlJUQctKaoOOGD8T0q4Zgw6/24cbLz8GyF/6Q1KF963Xno9bnwlMb38PRUMSIvbIs4b/e2I+rxw/GfTePRt86L4LHw6itceGmyUOx/8vjjF9UkVwyEI2qlsTknEnxWTWJbXWPu7uRS0RVzawdkPpw9f6/HYMan8u4l/rm5V/DzMlDk+5NFtzajGgshj41Hky57Gz8+6/3YcbkoaitEbhm/Fn4yf99D8FQFx68rRlL77gYS3/6h6SY6a9zZ5wFRc5Wks6+WCyGLVu2oL6+vhR/nhDf/GLdSx9i0tgz4fPE17Ja99KHuPPGEWnbEDEFRocdEL9RXvnczqwLrYcjqulxK+ZOzDh1rjOs4plNH2DS2DONKXe/2fkp7rwx/UYb8e9mvvkIF4QvP73DKxjqMkbxHQ1FsGROvAP3qyMn8KMXdhnrRO3/8jiWzBmPh37yBpbMGW+6ePaKuRNw1bizjC3et+8+iCFnBHD3tJE4faDfqND0Y57csAtzpo6Az+NK2uxD1xSogSxJiCjx9EqaVpSRnZwabj+RmPkUh0is9FMTOyOqeVwqw0LrJ8JpFqIvU0wMd0YTRr8qHNFXBKlTdyeNPRMrn9uJOVNHGKP2gJMd2ndPGwmv24VbrxuOY+1hhDqi+NELuxAMdWHO1BE41h7GsfYoHv/5O5gzdQR+tP4dPPr3Exm/qGJ1htPEZBu1FcNh1bix1jUFamyVRuDk6KLWYAcgZMYKojJIbQfos5b0qbSyLEEIYP4/ndz4cNjg/j3i3srn4hsS6vX/9t0Hsf/L4z3ul5Y/uwMr55q0C2Ld17qQoQnZeC3TWvnkHCW5P3rsscdK8Wcpgb6JhR4YdLdP+XraTM200HqmgqCmOS7bOlmKqpqncWrmz0ufTpVrDZWZ3uFV6zu5Ice+z4I4fiIMAEmVCBDPJyEn/z/19VhMxbH2cNJr+z4LYtma7fjJ/CtMj+nXx4Nj7RG0Bjtxav8+SdPV5s0Yhcf+9W1jc41i7pbLqeH2UshapcWSaTH4UselQmM32Vfq2jz62qXpFt32eeI5faw9jIWrtyW9rsfH1L8RicY3XGL8okrkhLjohDSmji7SR/sUsy1FRD2ZrdG3ffdB3D4lXnfHVAmxmHlbIVFive/v3l03sd2Q+L6Yat4uMIsDD31rHPr5XIwDDlfqNc2pRPTplYmM9XjSHiPnfQwQXx/Q7DiXyHxc2s/LsjBx+nSyuFpBUdQe5S3UETUWik3UFKiBoib/3+z1dMe6XcL0933rvNj46sfG2hVL7xiPpxdOwt3TRmLdS/EFZvWn+raZvkNFp69Vmrgrrb5WaakVGj+d/tlUGmYxNXHtnET6Bhz6f6mv9a3z4jc7P+3xN1g+qJKJNG1TUYb6IFdOiN2po4vYliIqj2z38kKWjE25dOnaCIn1v/47s/ZCuthjFgce+dl2xoEKIJYuXbrU6kQ4TWdnBJrFI1tdsoSxwwfhnX2tONEVM57E1bkFtDSJ83oFRg87BbsSjlk4uxl9a10nh/Ca8PlcGD10YI/P6tfHjVg0/XGSS8booU0YP2IQrrn4LEy84FRcMfZ01Ppc8QX80vC4ZYw5v2c6/T4B1YYLi9fVedGRZeGsujpvmVJjrrMzgtpaT9Z0ppNa3iLRGC654FRceN4AfPDJYSOfvnPTGLy87Y+YMXkIXn/3C9x8zbCkfFxw61j87u3PcO6ZAVw+6i96lKm+tS5cPPJUjB020Cgz1044C//52//Bp18dx6LZzejjE2jvjKG9M4qHfvIm2o51Gek80RXD9RMH2+YpRi5lw470dFtZbs3irNcrAEnC+YMbcM3FZ2HUkAForK9BH58rYywqhroaFy4cOrBHXGro40a0xJ/t9rlwkUkM7lPnhpohdleSXK8lu5XZVPr3MIup82aMgiwBfznm9KRyNm/GKNTVulHjdcNf58Zbew4ar82fNRa/fesz/OWYM/Bfb+7HrGvPx3+9uR9zp12QsT2QLX12Zvc05ps+p5RZu6nzWReTc+XzuXDxiEFJbZrrJg5Gn5rM7e5yUgCs/9VHSb/L1paye5ktB7teF5mkprmuzosXtu7L+fibrh6a1/sB4H9fcS76+n2oq/Pm9B+AvD/jpquH2vo+LLHMJuZBtnt5lyxBk4Hm4SfviSPRGO76qwuS4t4900fhv97cj1uvOx/rt+6DkCUsvfNiBPw+TLzgVDSffwoi0VjGdkEhccBOnHQ9lrs9K2n5tgQJbW3ttpjHnryDT27r8Xh8LoSjmrHQutctIdKVud9eEzLaOyPoU+M1jmvvDKNPjQdShs+TPS581daBH/zb28aQ4O/cNAanNNZCjWT+TLdHIKLA+DyPAKIRe05CGjDAj0OHQlnfY6W2tnY0NvbJms5MUsubR0hQAMQUDaoKuIQEIUsIR1UIOb6OpHBJkCFBUTVIEqBpKqIxoCMchaqqGFBfi1j3yEF9sPnRziiWP3tyGPmDtzWjT60b0GCU8XhaJCxc/XqPKZ0tcydkLJfllEvZsCM93VaW23Rx1lfrRmdYNcphjVdGV0fpN4vQhIy9fzqCoWc1GnFp75/aMPSshpKXN9njwrETYRw5dnKH8oZ+PvSr82aNpZUi12vJjmU2UeL3SIypXrfA0fYwlj8b36jo1uvOR/96H4QsQxYSAA0xRcPLr/8Rwwb3R6CvF7VeN6KKAn+NB5IMaCoASUuKlflyQsyyexrzTZ+TyqydaEIgHIvC63IbMVn/WbLJbrxCyKZtmvoa+0yR1YSMhQlrJQPZ21J2L7PlYNfrIpPUNA8Y4McN923K+fjNj0/N6/2FHFPoZ9j5PiyxzKbmQbZ7eSFkSG4Z0agGRet+j5CgKFp8XT9J6q734/8PR1TEVBWaqiXFnUWzm9Ho96S9ly4kDtiJk67Hcrdn7bJkBBWgkPXEIl2xpIXWc+k/8wgJqnayY0V/euoREjJsxgtF1YyOPiA+JPgH//Z2TgvaRyNKUjozfQ6VR2p50/NE7v4PsfiTIa/Jug8Pf/sSPP7zd3DLtcOMjT5S14VREK9s9MoJiJeZ5c/uMCobJSEtLiFzt9wq1NUR3yxiUHdl2dVRntxWVA2P/fydHr9/euGkklekmqph+c929GiErfo/pd+FmEonMabGFNWIfa3BTix6ahuaAjXGAttNgRp8d9ZFaB4+yNjA42TM06BE1aR6lTGQKp2qqpi76nc9fv/ThVdClD85phRIpm2alXPtE7v1jdjYliIqv2z38oqiAonvUQGl+xmvR8joUlR8e+VvjPcPOSOAf5g5GkueecNk86IJae+/zeLAQ98axzhQAdjZR1lFFC3NTpDpgwZg7YL2ZB2zXWwlSJgx+Tyjow8wr3zMFqtNt5g1d8ulctLXVkntcBOyBJR4eYFomlgaZSytGOlin77AdmuwE4+uewvzZozC3dNG4rQBfgi58BF8RE4np4nJsgzb3J3G0mzQEbPRBh2JbanuKRiMKw7l71sDnzdzybJ6phEVj6KocAuRFAenXXEujp8I53wvlfi3Uu+p+tfXoq2tvcTfgkrNLnWNqVWrVuGVV17Bn//8Z2zevBnnnXceAOB3v/sdnnjiCcRiMfTr1w8tLS04/fTTAQD79+/HggULcPToUdTX12PVqlU466yzsr5G6eXTAZPI1b0wcWpDzFWGnTPJWqlPqoSQcWr/PlnLUb4dKtwtl8rFytEPTrippd5JF/tCCVPUW4OdcAkZdT43vDKMEdFE1cgJI9KcErv1tpQ+vcxGSaM8+LyuvKfMkrMJaElxsF8fD461Rwp6OJ16TyXbaCMhKpytO/smTZqEWbNm4eab21RLzQAAIABJREFUbzZ+d+zYMcyfPx/r16/H4MGDsWnTJixduhTPPPMMAGDJkiW46aabMHXqVGzatAmLFy/GunXrsr7mROVas0/IEr55+ddwZfNZEDKgqMCvd/wpa9AQ0PDg7GYsT2iIPTi7GQLslKlUiWXSJcsQQkI4qkAD4Hb17PwdN3wghCzHy6OQ4XJJGYeRJ/59j1uG2r2uoyzLvV6ripxBX8/zwOETEEKUbT1PRVExoN6HlrkTjfjp88gId5Z+vUCXkHD/347B9//15Pqn9//tGLiEBLUMwbSQuoaS6eewNdgBCDnpHAohQxM9Y993bhoDRVXRMncCQh1R/Gbnp+jfrwaSDMRUQJEkuITcvVaqYsTEmKoyn6jiWRmTc+USEr57y0V49Pm3jOv6u7dcVLbYTfaRy6i7RF3hGELHO7O/kSqavmafqsaX+9DXSNcQX6dPE0C934PH/v5SqNCgKoDXIzB/1lisWrfTtg9CqHxs3dl30UUX9fjdp59+iv79+2Pw4MEAgMsvvxzf/e53ceTIEWiahg8//BDPPvssAOD666/Hww8/nPW1hoaG8n2pIhEm66Ilrn9mxuNz4dCxsDElV197b0A/b8YOvzqvwGWjT8eyNW8mHVfnFejoSH8joSgq6jnNsmqYlcl5M0Zh3Ut7EAx1Yf6tF2Hh7Gaj/I0bPhAzJg9NWgty3oxR+O1bn+PuaSNxav8+cAsZjfU1OHq0A7JHIBiKYMXa+AL2s64bhifWn1z/757po7D5tU8wc/LQjNcBOZfbI3A4FOkRw/pnWHS4WDw+F1qPduUdP4vy2S4ZdTVu3D1tpLFBR12NGx6XjK4Sf+9C6hpKlukcAjBeC/h9uHvaSJzSWIfOcAwet4zvrdmeVN7CsSi6whpWPrejR9z8XxednhQTmU9UyayMybnyuWTU+FxJsbvG54LPJaPDppvOUWkUMurOGdsNUKkIISOsaYiciOBYeySpfl84uxmRaLwt+N8fHcKFQ5pwNBQ23jNu+EAsu/MSdHRF4a91o9YrbBMXqbycsJtyksGDB+Pw4cN47733AACbN28GABw4cAAHDhzAwIEDIUR8aV4hBJqamrK+5kQxwLhxAE6uf5bpMg5HzdfeC0czrzd1IqKaHncikv0GQlFUSIoKl6bFN1jgTUfFMiuTT6zfhWlXnIvWYCdWPfcWItEYlswZj1V/NxF33jiyR7l6Yv0uNA8fhGVrtuMf/+WN+JMrxG+G93953Pj7064416jQ9GOf3LALk8aemfU6IOeKKDCNReW4Zyo0fhZDZ0TFsp/+AcvWbMfC1duwbM12LPvpH9CZQwzurULqGkqW6RwmvrbvsyCWrdmOJU+/Ca/bZXT06ce0rN0BaLLR0af//on1u/DNv+wZE5lPVMmsjMm5OpEmdufSfiai6hYDEItpONRdz6fGuo6uGI61RzB+5KloPdKR9J7tuw9iydNvwOdx4ZkXP0A4yphTrWw9ss+M3+/HD3/4Q7S0tCAcDuOyyy5D3759IYRALFaeZm1jY5+yfE4mrcEO0/XPIElpF189cLg97ZppgzIs2Jr2OCXzcdXE7gve6mW2lOlMVyb93aNXWoOdUFXg+IkwFq7ehqcXXpn1/ZAkHDsRxoq1O3DvzNHG+/217rTHZrsOys0u6ciX1ek2i7MHDp8wj0Va6WNRofGzpJ9dhhhcSF1TKlaXyWzStQ0ynUPj3ymvCdn897KU3/sLySe7n2fA/mm0e/p0ubZn7fh9rIzJuXJi+9mOeZ3IDvdgulKfK7vnhZ3Y+Vylltlc09oa7IAsAT6PK+0GXj984R2smDsh7XuOnwhj++6DuPObIws6R3Y+r6mYVnOO6+wDgEsuuQSXXHIJAODw4cN45plncMYZZ6CzsxMHDx6EoigQQkBRFLS2tmLQoEHQNC3ta/lqa2uHqlr85FCYb34BTcOhQ+YDv0XKjj36MUKW0h7Tm+Oqhb6gcbb3WKmtrR2NjX1Km19pyqS+wHxToAZdkRiiMc0oP9neD01DNBbfzS7UETXen/jv1GOzXQfllEvZsCM93VaWW7M4mzYWSaWPRVbGQUtjcAF1TSnkei3ZrcwCyHgO9X+nvqaoxfl9vvnkhJhl9zTmmz5bltkEdj3fTmibOiGNiRwdZ8usHNd5vmXE6nsNK9n5PiyxzOZVboQMVQO6IrG09zz6QIpM7ym0zWbX2G+mEtNarDLruGm8AHDo0CEAgKqq+MEPfoAZM2agtrYWjY2NGDZsGLZs2QIA2LJlC4YNG4aGhoaMrzmRvgtZU6AGAJIW30zH65awMOWYhbOb4XVn3m3H45Gx4NaxScctuHUsPB5HFh8qEbMyOW/GKGx89WPj3/46D36z81Msmt0Mj8j8/ge7y7O+scfGVz/GPdNHGf+eN2NU0rH3TB9l/G1HPsWgrDwCpjHMI0r/2YXGz2LwuNPEYHfpY3AhdQ0ly3QO08XN//xdzxin/16Pg9nez3yiSmZlTM6V1yubp9HL9jMRZeYC4HJJGNBdzyfGkXtnjjbulzrCUTQ11Jq+h/dFJGmaZv3jkTQeeeQRbN26FYcPH0YgEEB9fT1eeuklPPjgg3jnnXcQjUYxYcIELFq0CF6vFwDwySefYMGCBTh+/Dj69u2LVatW4Wtf+1rW1/Jhl6dKZduNV8gIQ0MsqkGWAFUDXG4JXkhVvQaffv4hSYCmZTz/Vj9tK8vIPqTbjTe+M6QQEhRVTdoxV3+/qgJCSJBkIBrV4JKl+K7NiorGxj7Y/+UxYwH7GZPPw6n9+8DnEVAUDYravT18mt14rdxJ1ElPmhLZdWQfcHI3XkXTICSpbLvxAoXFz2KwOgbbYTdep484yVRfpMZNWQCRqJq0u65LltEVi2Hp039IioNu18ndeL1uAUXVEFPi5bOQa8MJMcvuaeTIvvI5GZPjsalcMTlXQsiICUCNAZqmQZIkyC7Apdhrs7p82rOA/ctsORRynee7QUchI7Hy/YxSvr+cn1GRI/uQuhuvBlVVcfhoF5576UMEQ1148LZm9OvjgUB8p934exJ37O15X5SrfNJqdTvRzvVUqnK3Z23d0fvQQw/hoYce6vH75cuXpz3m7LPPxi9+8Yu8X3MiRVEhoTsTFS2n7bQjXbGEY5ScFrZXFBU1HoEI4hexWy7vDbYdCSHjaEcUyxN2gXtwdjPqq3znw+QyqUBR9H8DqgLoz9uVlPcLAIgBGk6+X3+PLEsImO3qHIlBCBmajO7Ol56VSyl2ErW6Qqt20YgCCcCg7soyWsYwpCQtcKxBKeNC8LGoioNHOowdHQc21MLrLsOQRioKPdbpjTzF5DU9bqrdcVPtrmP139e5hBEH9Y5ARVGhaTI8bhnBUJi7JlNV0du0en1gt2apoqjwul0ISxoUTYMsSfDKEiIRe3VIcsd1IntSFBXovg5lAF6PwMCGWtx38+ikh3r6lSp3/4dYz3uuUilnDOE9WP5s3dlH9iCEjLZQhA2BBAoko6MPiC+CunztDqycO9HilFUms47tXCqXdLtgtsydgEIm+rBRXL2szPsYgKU//UOPtVgKLcf5YJm3Dz0OeoWMYEqdPH/WWPz7r/cVLdYRUe+5PQKHjoWNXYP1abz9/R7bPDAvdjuJiErDrvfj5YohmdqjlB4XjaCs0l3EpXwuKYQMTciISRI0IUMIexXVmKqa7noUs8HUAifLJ9/Tl0vJOB5pdq5UCswnK64Fsgcr815RNYw8pz/++YEr8JP5V+CfH7gCI8/pX3A5zgfLvLXMYqJZnqxatxOzrh2OIWcEjGN7E+uInMDtEdCEwIHDJ6AJAXc5FnDNQ0SB0dEHxK/JlrU7bDUCUVG1oraTiKg00rXHokDSPVO576HLFUPYHi0MR/ZRVmqai1hVu6dfFpkTRpLIaXaSlWWUfrx0hUqX7/X15pVFusrl8LFOzP/x68bx44YPxPbdB4336DvhQcm/EspUoTGYVjYr897nFbh2wmAsW/OmcW0suHUsfF6BWInXp2KZt066mFjnc5nmSXtnBLdcOwzPv7wH+z4L9irWEdmd2yNwOBSx9ag5Jc2DYUVVbRM/RZr2LGMHkb2ka48dCnbihy+8g0Wzm9Ho95R99F+5YggfTBTGXsOlyJZkWTZ299HFO7ZKM8DfCT33LiGZ7pToEpz0UKh0+X7sRNj0/XrlkqgpUINj7ZGk42+f8vWi7VCZ7jNFia4Fsg8r8z4a1bDyuZ1J18bK53YiWoY1A1nmrZMuJqark4+1R/Dkhl2YdsW53I2XKp4TRs2JNNeqkO1z+8Ud14mcIV17LNQRNdoHEaX899DliiFsjxaGsZyykzTcM30Untywy3hKcM/0UfHdT0vACSNJJEVDwO/F3dNGGgvmB/xeSHwKWrB0+R6NqaZrPuiVS+LTq3umj8LzL+9JOl6C1HNzjwKfbpl9pl6h2ej+gkrAyry3cnQIy7x10sVESFra2Nca7MRZg/qiZe4ELlxNFc0Jo+Y8Alg4u7nH6EOPQFk3l8pEUVRjE7Rcd+Ol0otEFUt3kCX7yXbfo8e/ct9DJ8aQUm6ckak9Sunx/FB2GrD5tU8wZ+oI+GvdCHVEsfm1T3DnjSNK8nFOmFKgKCrq3AJnDPSzcVQk6fLd7ZIRi/VsFfesXGQ8/cv3sO+zYNLxsgxIiprXrtXplKtCI/uxMu/10SE9Y6IMKKW9Y2SZt066mAgN3XkyEYePdeJYeyRl6m485tmkL4GoJKyMi7mKRhT093vQMnciFE2DkCRj90w7ybRbOFnD4xa44b5NeR2z+fGpJUoN2UFyewz486GQUfcDJ+OfFffQZhspluIz2B7NHzv7qozbIxBR4k9EE7fszsQFYObkoWUb2eGUkSRsHMUVaxv0dPner86Ltq6o6WeGuz/TK0sANMycPBT7vzxe0nJTjgqNKJFHAEvuuBitRzqMkcRNDbVlGx3CMm8Nj5CwaHYzXti6F5PGnol+fTwI+L3wCAnRiAKXkOF1C6zZ9L6t60qiUnDCqDkAULtvsIUcfzCs2ihtROQcifdbHreMgQ21mDH5PKNdOLC7XeiEe+hCsT2aP3b2VZFCFzMu9xB/9tw7RzE3U0mX76lrQ2b6TJYbKhUrNw5SFQ2xmIqnNr5nfPaDtzUbN5FUeYSQ0RaK4PfvfI6/uXIIVq3baVruGPOoWqmKhroaF5beMR6yBKga4HJJtoqLTthwjojsLzWWjBs+EDMnD01uF85uhurW2C6gJPZZIZZKrjeLGSuKCklR0RSojU8PKnHQ0D/PpWk5f165txqn4mymkphvMcSfQGTK90yfWUi5IcqFlRsHxQAsfzb5s5c/a69Ni6i49PI2bHB/o6MPOFnuogC07jqOMY+qUQzAM5s+wBet7QiGwviitR3PbPrAVnHRCRvOEZH9pcaSSWPP7BFblqfcC3m7B0uEVY33xVWMI/uqiBMWMy4Un55ao7ebqRSSb07YwIUqj5XlTk3z2aoKiBJ/NllDL2/+Wrdp3h8KduKHL7zDeo6qlwTccOnZJpvHWZ2wk9heIaJiSI0l6doGemzhfTHp2MVbRfRFOxMZixlnO7Z79FVrsCOvpwOFjrZzewQ0IbqPE3B7Mt/S8umpNXq7DXq++SaEnKEcS0nvK+YoT44aJSFL+OblX8M/P3AFfjL/CvzzA1fgm5d/Leey3htymjKfOsW9VKws/4XWPU7ncctYMmccAn19pnkfU1TMmToC4aiCGKR4bEzJp3g9yrhFFUqTjI4+IN5+eHLDLkCzT29fb9tI5VKtcZbIKVJjSUxRM8aWYt0Xm7X/eE/kLHywVEUKXcy40KcDhR5XyNqCfHpqjd5uppLPiCW9PL2wdS/umT4q6Wl+4mcW+2kWn44RAHjdMi4bfTqWrXkzKS553TIipS4HktajzMdHsJR+bSory3+1XntCyDgaiuCpje8h4Pdh3oxReGL9yby/d+ZouN0y/unf301aq8ftlrH0p39IKp/rt+7F9t0Hq+bcUfVQtTTtB02zzYhnj5DStLsl22wiUq1xlshJEu+3An4f+tR6erQNFiXElmLcF6uq1iM2mLU1GC/sjV2xVSQaUdDf70HL3Il4euEktMydmHVzDqDwpwOFHlfI2oJOeXpaaRIXiI+XqQl5Bfx8Rizp5Wn77oN4/uU9mDN1BFb93US0zJ2Y9JnFHuXJUaMEAOGoZhqXwtEyLAavAZtf+wRzpo5Ay9wJmDN1BDa/9glQho+2eq3Carz2YgCWd3/vfZ8Fse6lPbh72kg8vfBK3D1tJFRNw6Pr3uqxVs/BIx09yueksWcaP1fDuaPqIUvm7T5Zsk+7L6JoWL91b1LsXr91LyI22kSkWuMskZMk3m89cMsYtKzdgXUv7TFiy93TRiIcjRmxpRj3xcdOhE3XBUxtazBe2Bs7+6pMNKJAUpTuxbyVrB19QOanA6U5Lv3agunoTzz0wJY42otKq1ebYnSPWErMt3QjlhLL077Pglixdgfm//h1KGryZxZa7tIp9t8jZyokLhWLC8DMyUOxZtP7WLh6G9Zseh8zJw8tS3yzsvxX67WX+r33fRbEsjXbIQQQ8PvgErLpefF5XD1+5691J/1c6eeOqkge7QerKKqG7bsPYsXaHVi4epvxwNJO12G1xlkip9Hvt/RZUfq90MLV27BszXaoKozrthj3xdGYebvXrK3BeGFf7AuhrPSnA4kXvPF0IMPTycKPk9McJwNKmmm8CU88uNW4gySMWPLXuhHqiGLza5/gzhtH9HhrruWp0HKXTrH/HjlTIXGpWBLjGyQJ0LSyxTcry3+1Xnvpvjc0IFDrRgwe09e7IsnP1psCNQh1RJN+rvRzR1VEk9K0H0ZanTKDE2KYE9JIRCelu2a7IjHjui3GfbHbZd7uNWtrMF7YF0f2UVYuAEvvuBhL5oxDy9wJWDJnHJbecXHWnuJCnyroawsmHqevLZhJr0aYUUF6u0hrPiOWci1PxR7lyVGj9mLVQuKFxqVi0eNbU6C2rPHNyvJfrdde6vceN3wgHrnrEqiqhhjiZTH1vDw4uxkDG2p7lM/f7PzU+Lkazh1VD48AZl13Ptyu+LQ0t0vCrOvOL1tMzoUTYpgT0khU7RLvtyRIWHrHxUnX7LwZozCwoTbpuu3tfXG/Om9ObQ3GC3tj3lBOolEVT218L2mBTrgzt6gKfaqQuLagoqoQshzfRCSHKcdUPsVY1DmfMpLre4s9ypOjRu3DyoXEqzUuWVn+rRzRaKXk7w2ETkTx0E/eSCrzjX5PjzwBkPQ7j5Bw540jcPuUrzNuUcVRFQ2xWErb9LZmqDYaXeKEGOaENBJVM7O274Ozm/HY31+KcFSFLAMuIUHqHtFXLLIsmbb/APCeyEE4so+ySlwsHDi5QGcui3EW+lShkLUFqbyKtahzPmUk1/cWe5QnR43ag9ULiVdrXLKy/Fs1otFq+veGZl7mI4rWI09S8yleXhm3qDLFACx/NqVt+qz9Fop3QgxzQhqJqpVZ23f52h2IKSpcmgpZUaFGlJJct2btP94TOQtH9lFWxdi+uxyEkBED+KShTOxQLpjn1UVRNQT8vqQ1mja++rHtYhFRMQghIwrg3pmjjbK+77OgLetfonKzQxskF3o7pTXYAQiZ7RQiyku6WAcJ0ITMeyDKyE71IdmUExbvtXJ6X7Wyulwwz6uPxy1j1nXD8MT6XUaez5sxCh63DLVKRtlRdTCLb/dMH4XnX96DYKjLVvUvkRWsboPkgu2UyhWJKhgwwG91MqgKmMW6ccMHInSCsYWyY2cfZaUv3psaUFwA7HJ7nW56X8vcCZCsTVrFsrpcMM+rj6rA6OgD4nn+xPpdWDl3osUpIyous/j25IZduHvaSAT8PlvVv0RWsLoNkgu2UyqXxy1ww32bcn7/5senljA1VMnMYt3tU75urOULMLZQeuzso6ycsHivU6ZzVBKrN65gnlefmKqa5nlMVZnnVFHSxbfTBvjhle1V/xJZgW1TIqoGZvdbKmML5YgbdFBO7L54rz7EOZExnYNKxspFWpnn1Yd5TtUifVm3V2cGkZXYNiWiapB6vyUztlCO2NlHFUEf4qwHvsTpHFSZmOfVh3lO1YJlncj5eB0TUSkwtlCuWCaoIlg9pZTKj3lefZwwbYuoGBjfiJyPdRYRlQLbCJQrjuyjimHllFKyBvO8+th92hZRsTC+ETkf6ywiKgW2ESgX7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhBcs4+IiIiIiIgcz9+3Bj5v7re4XeEYQsc7S5giIiJrsLOPiIiIiIiIHM/ndeGG+zbl/P6NK6/HgAH+EqaIiMga7OwrgCxLVifBUtX+/c3Y/Zzo6bN7OtNxaroB56bd6nTn8vlWp9Eq/N72lGv6KuV7WMnuabR7+nSVUmYBprFY7J7GUqTP4xZ5dQ4CwObHpxY9HVQ4O5fb1LTZOa2pmNbSKGdaJU3TtLJ9GhEREREREREREZUMN+ggIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEOzsIyIiIiIiIiIiqhDs7CMiIiIiIiIiIqoQ7OwjIiIiIiIiIiKqEGXr7Pvtb3+LG2+8EVOnTsWUKVOwdetWAMD+/fsxffp0XH311Zg+fTr+9Kc/GceU+zUiIiIiIiIiIiInkzRN00r9IZqmobm5GT//+c9x3nnnYe/evZg5cybefvttzJ49G9OmTcPUqVOxadMmbNy4EevWrQMAzJo1q6yv5aqtrR2qWvLTZkuBQC2CwQ6rk2EruZyTAQP8ZUqNuba2dvTrV+PIvHNymXNq2vV0W1lus8VZp57b3uL3zszOZRawf/7ZPX2A/dOYb/pYZnuPaSyOSomz5eCE/ExVzWm2S5l1Uh4wraVR7jhbtpF9siwjFAoBAEKhEJqamhAMBvHhhx/i+uuvBwBcf/31+PDDD3HkyBG0tbWV9TXKjcslrE6C7TjlnDglnamcmm7AuWl3QrqdkMZS4Pd2Nrt/D7unD7B/Gu2evnw54fswjcXhhDTahRPPFdNsPSd9H6a1NMqdVlc5PkSSJPzoRz/C3LlzUVtbixMnTuDpp5/GgQMHMHDgQAgR/9JCCDQ1NeHAgQPQNK2srzU0NOT8fRob+xTz9DiO1aPU7Mju50Qvs3ZPZzpOTTfg3LRbne5c4qzVabQKv7c95do2sPv3sHv6APun0e7p01VKmQWYxmKxexrtdA9m93Nlhmkuv9Qy66Tvw7SWRjnTWpbOvlgshn/5l3/B6tWrMWbMGLz99tv4h3/4Bzz66KPl+Piis8sQcisMGODHoUMhq5NhK7mcE6sDUFtbOxob+zgy75xc5pyadj3ddpn2YMap57a3+L2zv88qubQN7J5/dk8fYP805ps+ltneYxqLo1LibDk4IT9TVXOa7VJmnZQHTGtplDvOlqWzb8+ePWhtbcWYMWMAAGPGjEFNTQ28Xi8OHjwIRVEghICiKGhtbcWgQYOgaVpZXyMiIiIiIiIiInK6sqzZd8opp+Crr77CH//4RwDAJ598gra2Npx55pkYNmwYtmzZAgDYsmULhg0bhoaGBjQ2Npb1NSIiIiIiIiIiIqcry8i+AQMGYOnSpZg3bx4kSQIArFixAvX19Vi6dCkWLFiA1atXo2/fvli1apVxXLlfIyIiIiIiIiIicrKydPYBwJQpUzBlypQevz/77LPxi1/8wvSYcr9GlA8hZMQAtAY7ACHDBUBRVKuTRTanlxtF1SBkieWGbI9llgCWA6JKxfYsWYX1ClFpla2zj6iSCCEj2BHFirU70BrsRFOgBotmNyNQ62YlRWmx3JDTsMwSwHJAVKl4bZNVWPYK5+9bA583v26crnAMoeOdJUoR2RU7+4gKEAPwwta9mDN1BPy1boQ6onhh617ceeMISFYnjmwrBhiNGgBoDXZ2l5uRUCSJTzXJdhjrCAA0ISEY6sK9M0cj1BHFxlc/xoq1O9AydwLLAZGDMcaTVRLbxEPOCGDaFeciHFUQgwcuIbMtnIHP68IN923K65jNj0+FM/arpWJiZx9RISTghkvPxpMbdhlPo+6ZPgpsGVEmiqoZHX0AMOSMAG649GwsXP06n2qSPTHWVT0hZARDETy18b2kMvD8y3ugqBobkkROxhhPFtHbxEPOCOCWa4cllUG9LUxEvVOW3XiJKo4mGZUSEB+h9eSGXYDG1hGlJ2QJTYEa4+dpV5zboxytWLsDMasSSJSKsa7qmY1IfnLDLsyYfB6EzHJA5GiM8WQRvU3MtjBR6bCzj6gAqqomjdAC4pWTqmoWpYicwAVg0exmo8OvXx+PaTlSWI7IJhjrKHVEMhAvA6f278NRfUQOxxhPVtHbxGwLE5UO22lEBZC7n0YlVk5NgRrIMgDFunSRvSmKikCtGy1zJ3TvPCabliMhS4DCRg5Zj7GORJoy4BYyFIWFgMjJGOPJKnqbOAZP+rYwEfUKR/YRFSB1hJa+vgR7zykbRVEhKSpcmgYXNJYjsjXGOkpXBgT4QILI6RjjyUqKorItTFRCvI6ICpA4QguSBGgad1GlvPUc6cfdeMleWEaJZYCocrE9S1ZjHUNUOhzZR1QgfYRWU6AWkqKyUqKCJI70YzkiO2IZJZYBosrF9ixZjXUMUWmws4+IiIiIiIiIiKhCsLOPiIiIiIiIiIioQrDLSV+MAAAgAElEQVSzj4iIiIiIiIiIqEKws4+IiIiIiIiIiKhCsLOPiIiIiIiIiIioQrCzj4iIiIiIiIiIqEKws4+IiIiIiIiIiKhCsLOPiIiIiIiIiIioQrCzj4iIiIiIiIiIqEKws4+IiIiIiIiIiKhCsLOPiIiIiIiIiIioQrCzj4iIiIiIiIiIqEKws4+IiIiIiIiIiKhCsLOPiIiIiIiIiIioQrCzj6hAQsjQhIzWYAc0IUMIXk7VQM/3mCQx36kqsMxXtsT8DYa6mL9EVYbtWbIS2xhEpeOyOgFETiSEjGBHFCvW7kBrsBNNgRosmt2MQK0biqJanTwqEeY7VRuW+crG/CWqbowBZCWWP6LSYtc5Vb1CnijFAKNiAoDWYCdWrN2BWInTSsnK/TSQ+U7VhmW+suWSvxx1QVQ4u4+aY4wnKxVa/lgvEeWGI/uoqhX6RElRNaNi0rUGO6GoGi+qMrHiaSDznaqNmqbMqyogLEoTFU+2mMZRF0SFc8L1w3YNWamQ8ueE64rILsrWDR4Oh7FkyRJMnjwZN9xwA/7xH/8RALB//35Mnz4dV199NaZPn44//elPxjHlfo2qT8FPlGQJTYGapN81BWogZKk0CaUerHgazXynaiPLsmmZl1nmK0K2mMZRP0SFc8L1w3YNWamQ8ueE64rILsrW2ffYY4/B6/XilVdewebNmzFv3jwAwJIlS3DTTTfhlVdewU033YTFixcbx5T7Nao+mZ4oZeICsGh2s1FB6U+V+BS0fArNu95gvlPVkTTcM31UUpm/Z/ooQCrddUblky2mWRFniSqFE64ftmvISoWUPydcV0R2UZZYfuLECfzyl7/E73//e0hSvKe+f//+aGtrw4cffohnn30WAHD99dfj4YcfxpEjR6BpWllfa2hoKMepIJvRnyglVhrGEyUlfaWhKCoCtW60zJ0ASBKgxYebc/h4+RSad72RmO+KqkHIEvOdKpsGbH7tE8yZOgL+WjdCHVFsfu0T3HnjCKtTRkWQGtN8Xhe0qGLENCviLFGlcML1w/YsWamQdrUTrisiuyhLZ9/nn3+O+vp6/PjHP8b27dtRV1eHefPmwefzYeDAgRAivvKPEAJNTU04cOAANE0r62v5dPY1NvYp5ulxnAED/FYnoWhUVcND3xqHR3623Vj34aFvjUP/+tqKmqaml1mn5p1ZuvPJO1XVcOxEGNGYCrdLRr86b9nyt5LOeTnlEmetTqNVyvm9VVXDzdcMs0WMtHt+59o2sPp75BMP7VpHWn0Os7F7+nROKbO5sGMa7Xr9pEqKCW5R1jZSvux0D2bHMpdNJaQ5FlPx4G3NWP7sDltfV7rUMmtlHuT72U4qL0yrubJ09imKgs8//xznn38+5s+fj//+7//GXXfdhSeeeKIcH190bW3tUKt0qPCAAX4cOhSyOhlFI4QMl5Bw97SR8Hlc6IrE4BISjh7tyPmpZi7nxOoA1NbWjsbGPo7Mu0znt5/P1eNpYFtbe9J7rFzI16nXi55uK8tttjjr1HPbW+X+3sWIkcWQ6/e2c5kFrC+32eKhWfpyibPlZPU5zCbf9LHM9p6d06hfP4mj5qy8flIV0kaye5ktBzuXuXQqIc16eX1h617MmToC/fp4EPB7UeOWM15XdimzxcqDQr9PvnWTU8pLJaa1WGW2LJ19gwYNgsvlwvXXXw8AuOCCCxAIBODz+XDw4EEoigIhBBRFQWtrKwYNGgRN08r6GlWnGIClP/1Dj6HgLXMnwH7PhiiVoqiQ0B3IFA2KyXvSLeTLPCbKjjGyshQSD3OJs0RkTr9+9Bs8u10/bCORkySW1+27DwJgm4Qok7Js0NHQ0IBx48Zh27ZtAOI74ra1teGss87CsGHDsGXLFgDAli1bMGzYMDQ0NKCxsbGsr1F14iKvlY95TFQ4Xj+VhflJRIkYE8hJWF6J8lO2zZaWLVuGRYsWYdWqVXC5XHj00UfRt29fLF26FAsWLMDq1avRt29frFq1yjim3K9R9eEir5WPeUxUOF4/lYX5SUSJGBPISVheifIjaZrGKyNPdlkvwgpOmhOfCyFknIgqOHikw1iPamBDLercIut6VELIiAE57V7GNfsKl63M6fmQbhevxPU9Jo09M2l9j2iktBNqnHq9cM0++7Jizb5CY2Qxcc2+4ki3Plej34OIohV9N85s8bkQVp/DbLhmX/nZOY35tBWtUEiMt3uZLQc7l7l0nJxm/TpSVQ0agGde/ADbdx9EU6AGD85uRn2WdbjtUmaLuWbfDfdtyuuYzY9P5Zp9NlCRa/YR2Vk0quKpje8ZNz4Pzm4G3CLjMVZu+kAn5ZIPiqKi0e/BzMlDmV9EeZKFhEhHcoxcNLsZfp8Lit0Wn6KsFEVFoNadtOGGR0hoC0WKHh9ZT1K1c8o1UEg7mKhczK6jBbeOxYyrhuBoexhud1lWJSNyJF4dVNViAJanLEy8fO2O+FPYLMeZLWic7TgqrlzzIaJozC+iAkQU82usxINiqYQURYWkqHBpGiRFLVl8ZD1J1c4J10Ch7WCicjG7jlY+txOHjnZh2ZrtWPrTP7C8EqXBzj6qGELI0ISMmCRBEzKEyF68C13olQvE2kOu+ZBPfhVSjogqlaKqaa4d+4xKodyki22lqs9YT1K1c8I14IQ0UvVSVS1tGfXXuo1/s7wSmeM0XqoIhU6VKHShVy4Qaw+55kPO73PIlBuicnEJ2fTacQkZiHF4n1Nkim0aUJL6jPUkVTsnXAMuOU2Ml2VwrQaykhAyPv3qONqOdZqW0VBH1Pi3na4pIjvhkBWqCIVOlXABWDS7GU2BGgAwboCy9YIXehwVV675kOv7nDDlhqichCxh3oxRSdfOvBmj4g1rcoxMsa1U9RnrSap2TrgGZAHTGC9zyT6yWAzAIz/bjvVbP8I903uW0Y2vfmzLa4rITnhtUEXINA0hUyE3W6w8l53SEo+z6w5r1SDX/Mv5fQWWI6JKFY4qWPfSHsyZOgL+WjdCHVGse2kP7rt5NK8JB8kU2yRNK0l9Vmj9SlQpnNBWjERVxniyJb3eag124vmXT5bRpkAthADuu3k06xWiLPKK48FgEL///e9x6NAh3HHHHTh48CA0TcMpp5xSqvQR5aQ3UyUURYWE7otB0ZDrpAX9OH0LbU52sEau+ZfL+5ww5YaonIQsIRjqwoq1O4zf8ZpwnmyxrVT1WaH1K1GlsHtbkTGe7Cqx3tr3WRAr1u5AU6AGLXMnQI2orFeIcpDzNN4dO3bgmmuuwebNm7F69WoAwKeffoqlS5eWKm1EOXPCVAmyP5YjomS8JioD85GIzDA2kF25ADz0rXEsm0S9kPP1smLFCvzoRz/C+PHjMXbsWADABRdcgPfee69kiSPKFacLUTGwHBEl4zVRGZiPRGTGCVONqTopioozT+nLeouoF3Ie2ffnP/8Z48ePBwBIUnxhbrfbDYU7NZFNKIoKSVHh0jRIippzZSCEDE3IiEkSNCFDCO5bY2elzq9CyxERkZ3lE9tYLxIVh34ttQY7bHst6bGhKVDLdg/ZiixLPeot1k9Euct5ZN/ZZ5+N1157DZdeeqnxuzfeeAPnnXdeSRJGVA5CyAh2RI1dCvUh4oFaNxs7NsT8IiovXnPVh3lOVBy8loiKi9cUUX5y7gpfsGAB7r//fsyfPx9dXV1YvHgxFixYgAceeKCU6SMqqRhgVBhAfHfCFWt3IGZtsigN5hdRefGaqz7Mc6Li4LVEVFy8pojyk/PIvgsvvBAvvvgiXnzxRUybNg2DBg3Cf/zHf3AnXnI0RdUQ8PuM7dxDHVFsfPVjKKrGBWBtSFG1pN0kgXhF39v8EkJGrPvvc00QopMYIytfYvwLhroACSWJs0TVplRtlmLTY0BrsAMQMttAZFtskxDlJ+frIhKJoKGhAXfccYfxu2g0ikgkAo/HU5LEEZWaxy1j1nXD8MT6XcZw8HkzRsHjlqFGuB6l3QhZQlOgJqnx3BSogZAlQNEK+5ucEkCUFmNkZUsX/8YNH4jtuw8a7+ttnCWqRqVosxQb20DkJGyTEOUn52m8t912G3bv3p30u927d+P2228veqKIykVVYFQYQPyJ6xPrd0HNob5wwqLLlcYFYNHsZjQFagDAaJT25mlevlMCuDAwVZPexEgqvd7Go3Tx7/YpXy9qnCWqRi4AS++4GEvmjEPL3AlYMmcclt5xsa2uJU6L7IntPPtim4QoPznXNx999BEuuOCCpN+NHDkSe/fuLXqiiMolpqqmUyxiqprx4hBCRljTEItpkCVA1QDFJcErZD4JLTJV1aAJGYqqQQPQ6PegZe6EjFNu85mWm880Gz4Bp2qjqCpGntMf3/zLcyFkQFGB//xdfMqMsDpxVa4Y8Sg1/g05I4BpV5wLAGiZOxGQNEBDr+MsUbVyuWQMbKjrbit64XJJVicpiVOmGpcL23n2IYSMYKgLMUmCkCV4hISwouHemaON6bv7PgvmdN9GVK1yvi78fj8OHz6MAQMGGL87fPgwampqSpIwonIodIqF5JbRfrQLK5/baTQGFtw6Fr56X/xumIpCCBmffnUcj/xse49Gl6RpgKIh9WFevg21fMpAuifgLXMnwF7Nd6Li8HpduHbCYCxb82ZSrPN6BWJdjHVWKkY8Sox/Q84I4JZrh+HJDbuyxk7eEBNl54S2ohOmGpcT23n2cLKO2WZcOwtnN2P91r3YvvsgmgI1uGf6KDz/8h4EQ11VW16Jssl5XPLkyZNx33334aOPPkJnZyf27duH+fPn4xvf+EYp00dUUoVOC41GNaPxBsQbAyuf24lolBVNMcUAo6MPyG16Sb5TUvIpA5megBNVomhMNY91MXvcqFazYsSjxPg37YpzjY4+/W+li52c+keUnRPaiqVYHsXJ2M6zB7M6pmXtDkwae6bx85MbdmHG5POqurwSZZPztXHvvfdi5cqV+Ou//mtEIhF4vV781V/9Fb7zne+UMn1EJaUoKgK17qzTQnscl2b6b7VOeyiVdI0uVQXk7qm9qXmW75SUfMoAn4BTtVGUNLFOYayzWiHxKHXqLYCk+Jdr7OTUP6LsnNBWTGwDQZIATavqKfls59lDujrGX+tO+vm0AX7UuCVEuTkHkamcR/Z5vV4sWbIE7777LrZt24Zdu3Zh8eLF8Hq9pUwfkS0JIRtPQXVNgRoIwUH+xaQ3uhI1BWqgQcPC1dtwZ8tvsHD1NgQ7osYCyumOEXL6RZYVRYWkqHBpGiRFTdvI5RNwqjaMdfaVLR6lLjLv9ggEO6I9YicASIqaIXb2zOt83ktUrZwSP/U2UFOgNmMbqBqwnWcP6eqYUHedpf/850MhHAlFuIkKURoZr4wvvvjC+Pfnn3+Ozz//HF988QVOnDiBL774wvgdkR0UsnuWEDKOptz8HE3oOErH7ZKw4NaxSY2BBbeOhdtmCy87mRAyhJCw6Laeja5nXvwg7fQxs4baPdNH4elfvoejHVG4PaLgXdYSn4A/vXASWuZO4BpVVNE8Ltk01nlcbFhbLVM8MuvY64yqplNvowBkj4BLyKbx1uwmlzfERNk5JX7q7efWYEfV7z7Ldp49mNUxC2c34zc7PzV+vmf6KKzf+hGWr90BhSsqEpnK2C674YYbsGvXLgDAVVddBUmSoGnJQ5glScKePXtKl0KiHBS6WLgCCctTbn6Wr92BlXMnZvy8cFjBy9v2Y8mc8Uk7VE6/cgh3qCyCxPwM+H24e9pInNq/D9xChiZp2L77YNL7E6fFnGyoTcThY5041h7B8y/vwb7Pgtj/5XEsv3sCHnxqW17lJJGiqJDQHTxNNgghqiSd6WLdVYx1dmAWj4SQTTv2gqGw6bSoYCiMSFTBE+t39Yi3ApppbCx0CQyiapIufv7NVUNs0zHOzXZ6YjvPenod8/15lyEcVgAJ6IrGcMfUEbjx8nMQ6ogabXsAiNloajyRnWS8LvSOPgDYu3dvyRNDVKgYgBe27sWcqSPgr3Uj1BHFC1v34s4bR2R81hNLs55KtkpDlmW89z+H8eudJ0e2NgVqMHPyULBV0HuJC/O2BjuxbM12NAVq4mvKaDBdT8Uly4ASP/mKokKRJMz/8etJf7c12IlYTO0xskXfZS11PSvevJJd6GWzNdgBCLlsZVOWJdNYN2Py0JJ/NhUmBph27B1rj5jGzlqvG489/5ZpvM34sCyPG2LGVqpGToifhbafiXojlzpBUVQMaKhDa/QEPjsYwlMb38P3vn0JfvjCOz3qMVkG77+ITOTUCa4oCq6++mq8/PLL8Hg8pU4TUf4k4OZvDINLliFLQL8+Xtz8jWHI1lKR0yzEm63SEAJYcOtYY5c1fWqGEIDKyqbXEhfmHXJGANOuOBf+Wjc0AF4h4cHZzcaIzKZADebNGIWuaAx1bmE0FhLzVv8b/fp44HbLGHJGwHgaqI8K9PLpNtmUlSMvhAD+cc44CCkeW1UNUDQVQkjQGOtsSVE1HGuPYNzwgZg09kzjBn7P/sNYNLs5qRwtuHUsFE1NG29dQu51GePIISoVqx6C5EoIYN6MUXhi/a6k9oqt4qcE/PWV5yF0IgIgvkzNX195Xtb2M1Gh8q0TFFVDfR8v5s0YBZeQ8Mhdl+Dw0S4899KHCIa6jN/z/ouop5w6+4QQEEKgq6uLnX1kS26XQCwWwSPPbU+6iYn/Pn3DzyUk04ZYtkpDUYANv9qX9CR0w6/24c4bR7J9VAT6wrwBvw+3XDsMT27YldQgaOwXn2rm87gQ6ohi3Ut7EAx1GSP0gJN5++L/+wQ3XHp20t+4Z/ooY/i/vqh84mhCoOeoPyKrWFk23UJGLKbh4bVvGtfPwtnNcAsJkRJ/NhVGyBL27D+M6VcNSXogtXB2M3b/8XCPemvWtcMzx1u/p1c7HTK2Uik4oRNZggSfVxjtla5IDD6vgATALvu6CllGOKLgqY3vJXdIyjJU2OM8UmXJt07wuGVEYjIQBhat3pZUp0WiMfhrPZC4UzKRqZynt8+aNQv33nsvvv3tb+OUU06BJJ28HE8//fSSJI4oV9GoWlDnmwBQ7/cmNcTq/V4IIGMTR1VVbN99sMfacXOmaFzHqgj0hXmDoS7jxhM42SBYMXcClq3Z3uM4JWH6tQAQ8Htx63XDsfSnbyb9jSc37MKcqSOwZtP7xqLyYVVDwO9LKkMbX/046W8SWSFxpKsucZ3KUgpHVaxPmeK1fute3PlNPtiwKxeAb1wyGA/95I2kuNeydgfmTB2BFWt3JL1/xlVDjIdcHV0x3DtztBH/VqzdgUfuugTeXozws7L8UuVyQieyqmlwuwQGNtR1j4z2IqaqUDX7dEwoimo88Abi5/GJ9bvQMneibc4jVZbUOkEfUa6oGkTKCF1V1aCqwKFgp9EhDZys05bdOR4etwwlw8AOomqWczvr4YcfBgBs27Yt6ff5btDx4x//GP/0T/+EzZs347zzzsO7776LxYsXIxwO47TTTsNjjz2GxsZGACj7a+RgkmY6eitbSyWqAOte+hCTxp4JnweIxjSse+lDfPvGkRmPk2WpxxSp3+z8lGtGFIm+MG9djdv0JjEaVU2nXwtZApR4Y6EtFMELW/fi1uuGm/6Nswb50TJ3gtGo8HgEZl03rMcoT49bhtqLUS1EvSXSLDegl/fSShNbybYURYUkSaZxr1+f5NkZTYEa+Os8GBCoweGjXXj85+/0GAEdDIXRv5+v4Bt/a8svVSondCLLkoSucAzf/9e3jevq/r8dg761HtuMmXPCeaTKIlKW2UkdUf7g7GbU17oBAJ9+dRyd4Rh8HpdpOZUkCdAkiCIsOUFUiXLeW33v3r2m/+XT0bd79268++67OO200wDER0c98MADWLx4MV555RVcdNFF+P73v2/Ja+R0Uo8RYE9u2JXlmPgGHdt3H8SKtTuwcPU2rFi7A9t3H0RMzXwD4hESZkweijWb3sfC1duwZtP7mDF5KDyCz0GLSdM0NAVqkn7XFKjB4WOdWDS72Xht3PCBeOSuS6CqGjQhQxOSkZdtxzpN/4ZLliEp6smnhwpMn25zDRCymj7SVS/H+nS18tyIFRZbyVpClk3jXmM/H1b93UQsmt2MccMHYtHsZni7R/SljpJ6csMuzJh8Ho61R6BkqRMzsbb8UqXSOwwSGZ3INqGqmtHRB8Svq+//69tQe3E9FZsrTaxw2eg8UmVJrBP+9htDe7Qxlq/dAQXx5XUe+dl2HGuPoCsSMy2nn30VwsLVryPYEYUQOXdrEFWNnNpar7/+Oj7++GOcf/75GDduXEEfFIlE8L3vfQ+PP/44Zs2aBQD44IMP4PV6cdFFFwEAZsyYgUmTJqGlpaXsr5GzqWmmYKpq5mm1sizhm5d/DVc2nwUhA4oK/HrHn7KO0IsoGlpSboxabDZ9xE7Mdt0CkPZ3QkiIqYAGDS1zJyLUGcZT//E+gqEuzJ81Fv/+6324e9rI+O68EhA6ETWmrBnr9vh9aA12QpbN12WUUzZTSb8zs8qbUrKUoqjo38+LlrkToagqhCzD65YQ6YqV/LMLja1kLZdbStpEatzwgbh9ytdxrD2CY+0R/Gbnp5g5eSga+nkBSYKsaEnTd/d9FkRrsBOnNNZh7ZbduPPGEQWPwtNHarfMncDdeKloXECPzboe7O5EtsszOiXD8iB2iZ8Cmul5FMi8wzZRofQ64dG/n4hwJF3bWwMQH3W68dWP8Xd/cwG+c9MY/ODf3sbIc/rjr/7XuXAJCUKWMf/Wi/DC1r1ZZ2URVaOs97BPP/00Vq9ejXPOOQdPPvkk7r//ftx88815f9ATTzyBKVOm4C/+4i+M3x04cACnnnqq8XNDQwNUVcXRo0fL/lp9fX3e34nsw+OW007BVMLpbyh8HoHLRp+OZWuSF5/3eQQinemP47SH3Jktor30josRjao9Gpdut4xfbf8Ul446HSufS94x8js3j8bho50QQsLMyUMhKfFzHdMk03V77p42EsvWbIcsSVi75cOkxva6l/bgvptHJ+UVp5qRXbk9AoeOhY0HDHqc6t/LjRNy4XGlia0uGUqEnTV2JISMI8fCxjq2TQ01gIakByL3TB8VX+bg+mEIR7SksnVy+m4XgsfDmNk9aj0CueDOOkVRIaG70amwE4GKw+2Wk9ZcdrvtNbKn0LZpOSmKivruznhIEqBp7IynklMUFRpkfHm43bTtLcvxDW70JZO8bhlCuLHotrHQNMlYi1u/R7j5G8OgQSvKDvJElSRrv8SGDRuwdu1aXHjhhXj77bexePHivDv7du3ahQ8++AD3339/wQm1k8bGPlYnwVIDBvhL/hmqquHYiTCiMRVul4x+dV7IGaYUHAp2mE7BXPl/JmZM76Fgh+kIvWzHHTneZbpmn9fjQkNfX4HfunT0MluOvEsVDHVhxdptSef44JGOHgvtLu/uoLuy+Syj81V/beVzO7Fi7gQE/D7U+Vyo98fPsb6Wh1nH66n9+6ApUINQR7Q7DScXpW8K1MDndSHgP5lXqqrhoW+NwyM/O7mj80PfGoeGvjUIdUZyLouprDjnxWB1unOJs1ansVwKjVPF+uxCYmsp2D2/c20b5PM98qkLE9+rPwDZvvsgFs1uxppN75tuUuR1ubH06dd7vHb3tJEI9PVhQL0PtV4PPm8N9YiNZ57SN69YWEx2Lwt2T58uU5nVy1NrsANunzvvuq/UgqEuLF29rUcnwffnXYYBDXUWpuwkO8XPTJLijFvYLq8T2ekerNx5mO+9kRk73cO1BjuwfutHuGf6qKQ1+xbeGh90UefzYMbkocbmUms2vY9ld47Hkqd73iMsvWM8wlEV7lq3ba5/XWqZtfLaz/ez7RSnsmFazWXt7AsGg7jwwgsBAGPGjMHhw4fz/pCdO3fik08+waRJkwAAX331FW6//Xbccsst+PLLL433HTlyBLIso76+HoMGDSrra/loa2u31Xob5TRggB+HDoVK+hlCyDgRVXDwSIfxtHZgQy3q3CLt05pYmsXIY6qWMb0xScLIc/rjm395rjGN9z9/9zFiSubjXD4Xpl81xJgipT9ZkiTz46wOQG1t7Whs7FPyvDNjljeJC+3qu3D5a90IdHeUmuWlqmp47qXduGnyUEBRjbU85kwdYfpU0CVkLLtjPISQsHjOOHxvzckb1UWzm6FFlR7no5/PlTTVzCMkfPrV8aRRiYtmNyNQ687pyWE5rpdS0NNtZbnNFmedem4LkTa+KWrJz0FMkguKrcWWa37bucwC+ZVbs1HR6eJP4nvvnTk6Kc/8tckbHekx94yBfaCkWb7gtAF98MyLH2Dm5KHoXw+jo09//ZGfbY8vW2HBCAq7X/v5ps+OZTafsmeVdHGxKxzDoS57lI/0sbu88TOTQvLajmW23Modh4pxTeZb/6QutZPL5+SVTiEjGOrC8y/vMWbfdEVi6NvHDSWi4Eik03jQGejrxchz+kPI5teULAGhzihcQjK9/u1SZotVbgr9PvnWTXaJU9lUYlqLVWZzGu+uaRpUVYWiKNA0zfhZ/y+bO++8E6+//jpeffVVvPrqqzjllFPwzDPPYM6cOejq6sJbb70FAFi/fj2uueYaAMDXv/71sr5G9qEJCcFQGE9tfA8LV2/DUxvfQzAUhpZh84t0i5ELKfMTrxqvC9dOGIxla97EXatexbI1b+LaCYNR4828mkokqhodfcDJJ0uRqD0awXZitoi2vtCuvguXvtHJ4n95A7IE07z886F23HDp2fi3rXuNBoi+lsc900clLf6+cHYznv7le7j70Vfx0E/eQOhEFPfdPBpPL7wSLXMnpG0cKYoKSVHh0jRIioqIoplOES79SmlEJ6WNb3Lpp6y5hPki+Fy8vfRiQM7xJ/G9oY5oUp4l/pwYc+9a9Sr+fKjdNH8B4GgoghVrd6CjK4aR5/RPeo++bAVVpnzKnlWcsEHH/2fv3cOjqM/+/8cjnwsAACAASURBVNfM7M5uNtmEDYSAyEGR8+ExgQQ5aQWkFRVQnmrwAFHDsVWr1sqhLXgC1FarfTzUYkVsBfx9fVpBaUWhVkQFFHwURLRUwRYkBJZkc9jDHH5/bHbIZmc3IWSXDczrurwuSXZ3Jjsz9+f+3If3bZPiDL9Io2FubeFaW6T2OkUCdvOf3sLMpRuZ//SWZg/AOJnzjAzqiHTfPL5qBx63E1kUUFXN0Lx8YNZw8tplMGHkeXHXLEEQqK4NptXzn24EQyp5ee5m/xcMWYIbZwJNVvbV1tbSv39/49+6rhv/1nUdQRBOaiJvQ0RR5JFHHmHRokUEAgG6dOnCo48+elp+Z5E+KKpu2vawZO7IuNFpQSSmDPz26woQRdATDdpQzIN2S380KuGgDS2OZp+mncSI67OEyGLeMMuXn+ti4c3F1NQp/Gb1jqjv//m1u2Je31BDqmzSICPT2NGTwd4DXiMrmJMl0yEng+f+8ilbdx82PvPxVTsomzQIj9uJcBJ6UZY2o0U6YG80bCFSSWy3CyhJ9sWEOANuBFHACvUkl5OxPw1fG0mARNbDjdv3M7+0mKUrtsVMPly94cuY63v7dQU8v3YXU8b0YsmKbXh9Aa65tBdvb//WOJ6lZ3pm0xbWPhuweMZFMV0g6TSgI+6AMFEgXVLDbeFaW6T2OsUL2DVnCOFJrVtxhjdFtIgjmpdr393HLRMHsuzF7Xjczpj93h0lBdjtIl06ZqXV859uyHaJq+5+rdmvX/frSUk8G4tU0aR92LhxY6sfdNOmTcb/FxYWsm7dOtPXpfp3FulBSwJpugbrNu+LGsKwbvM+Zk4enHBhUlXzFiZVTbx42uorbWJaR0XBWmUaEW8xF1x2HA3aeSNs3X2YGy/vx5K5ozjircVXG+Kl9XvYe8ALQE6WbHxGJCi494CX5a99xoLSYgRBZ2xRdyZfckHUZMnI++JtTs1aFnSwhnZYnHb8AZWP9xzmoTkjjSTbOx9/yyWF5yZ9MxYKaax8Y4/JgJsh1kYwycQbGmQTRXT0GFvVUEdWUTXuvqEQjzsDSQRZEnjkttEEgmrU5+094GXlG3u4f9YIvFX+KHs7+ZIL6OjJoLI6iMftMM4l0pZlbarOXNrKwKpQSDP0fyODvrCny5zbcCVNutvPtnKtz3bi7TuScZ1OJbB4svdTouFNmgpPrA7ryx73BSj31lHurYtq+/VkO3n85R3cdX0hdklEVa1VycKiIU2uNV26dIn6t6ZpVFRU0LFjx6SdlMXZTUsCaZKEqYaeZBPQEth9KeHimeB96CwsLY6ZJithTRk0w2wx14BDcaZwHaqo5fwu2Ty+akfM7zxuh6Ed4jEmyAG6gCDoVNWEDDH6SJXKus37TrzP5PziaYy0d8sxVYbWJtci1ch2kf7nt2fhM1uiMtmyXURL8jRemySYDrixSQJWn1dyMauKXlhajD+ksPj3H0b9LDfHydTxfaNeO7+0mAy7QCioElJBk8wnH3p9fg5VVHPf8q3Gzzp6MvAHFeZNL2bNW18wc/LgmIRNumi3WbQ+Zvdeuq19Chg+GJwY9NWc6qNUIdVrkjW2n1Ia2c+2cK3PdsJa5kpMlejCJF2nUwkAt+b9FNGUdbvsBEOqcU57D3hZsmIbHT0ZlE0ahNfnR5IEFE1LmyC6hUW60Oxnoqqqivvuu48333wTm83GJ598wsaNG/n000+58847k3mOFmcZLQmkqRps3vlvFpUNNwZtvL3tG64c3TOh0ydJ5u1xTQUJVVWjnRFoEkDXrc3PSaJpuukUrsjmsne3/4pxbOZPL8ZhlwiGVERJRJQEBBVCisbBCh+yXYppAX9yzU4enD2CDLtotAY0JlHLgllVonWdLVJJJLvdWNpg2dxRST+2KApGC2jDIJIoCWhpslk9UzGripYkgZ/99r2YAMfiGcOjbJjH7aTOr1DntCNKIjZJQFXMbe780mIc9hOJr4gdDikKoFMyvi+yBKGgZlp9YXHmEZ1MS08fpy20n9ptIvOnF7P0xW1RfozdJqIkW4OhmbSFa322owCLf/8hHrczapBFjltGTULC71QCdvG6eRLdT5HOmkjiXtM0RFHAXq95qek6+e0zY56lSDL/9usK0HWsalQLCxOavR4uWrSI7OxsNm3axBVXXAFAQUEBDz/8sBXss2hVGgbSmrtQCAIM6deJ+5Z/ELUINDGfA03TTYOEV43u2azzFDgxVSc93La2g000n8IVUhRKxvdF1TTauR3MmTIYp2xD18PaZff8djPl3jqGDcinZHzfqCDEvOnFeNzOqA1A5P+Dqo5NEs0HcyTYNAi6HrfFwMIiFSiaFuXkR9rTU5HF1jSdd3d82yIbaXHqNK6KDmrxJxFGft6nm4fSK/sbldGRStCOHpepzXW77AQVhQdnj8DrC1BZHWTNW18w8eKeuF0S2S47Qb8V2T3bSHcfpy20n+q6jitDYvGM4YgCaHq4E0XX0+P8IohSuJtFVcM+tyiB1Q2ZPkR81EgiOsJz88cmxQdoKmDX1KTeRK25jYl01qza8AVXje4ZlYhacHMx988aznFfkJ8/swWP28niGcOpCyg4ZRvBkMLYou6GjJNVjWphEUuzbcQHH3zA5s2bsdvtCPURlNzcXI4ePZq0k7OwaC66Hkez7+rEmn2SKDC0f3SQ8I6SAiRRaHLBiCx25d5akEQrE3qSNKzgjJTjL6hvR/vz37/iz//4F+OKulIyvg9HK/1kZcjGdQIYW9TdCPT16eZhyphehBSVu24opOJ4HaIg4KsNsXH7fr455DM0/cwm8baFTYPF2UtEpLqxyHsq2nhFUeDiwq6Ue2sMEfyLC7umlcD82UQ8WyXLEkvmjCQvNwMRgYrKOsomDTI0S59YvZO7byhk4c3FPPTCCZu78OZiNF1n8XNbuaOkgGBIxe2yM7aoOyvfCA9FSqe2SAuLCG2h/VRRdf72/jeMK+4B4aI5/vZ+010nqcQuS1T5FcobDDrpmOsi22mL2w1hkVpOh48aL2AXT/bGzLduivA+SiAQUpk2YQD3Lf8gKrHprfJz3jk5PPZy2Pf3uJ14fX5cDnvUvm3hzcU4bYJ1v1pYmNDsYJ/b7cbr9UZp9R08eJC8vLyknJjF2UtYm0KNmbCWaZfiLiSCQExGqDmVfYGQxuf/OhojfJ/ncSV8OFpzsTtbUVWNXLccVU2yasMXTL+iPxNGns9Fg84hGFLRgXv/5z0e/8nFUcHcvHZOI9B304R+jVqBixAAf1Dhpgn9+Ms7+xJOE2sLmwaLsxdNg48+/y6muq5zKqrrhHBnTUMR/AWlxaTNTvUso7GtGjYgn1smDiQY0pAkqKifPt6w2rkuEB4KINskJEk0qqX9QYUMp40Kr587pxYaQueRYUgR0qkt0sIiQltoP5UkgUsKu0YFJhaUFiOlkQyCisBxXyDKxt9RUkCm0366T82inmT7qE1V6jXkVCb1NjwWAnhrTuyjHv7xKDxuZ4w/v6C0mMuKu/HRnnJumhBOeg6+oAOLZwzHJglIoojDLljV5xYWcWi2//bDH/6Q22+/nZ/85CdomsbOnTt57LHHKCkpSeb5WZyNSCJVx/1Rjsdd1w8hs709vMs1QdcwFgc4odW2dO6ohIuPwyEytH+nKOH7+aXFOGQR1R/fYTzVxc4ivOAHVYxA36ubvgLC/25YwTRvehFXX3I+mg7LX/sMj9tJyfjeZDjtLJkzElXTYq79she3UzZpEMtf+4x504u4fGQP3t7+rTHVufGsvpZojFhYpApRxHTDmIrqOk3VTW3dsh8lXy/QIpYTtmoUvrogmqbzi2ffp9xbx6KyYca6CRFbuI05UwYz65pBeHKcfP2fSpyyDV9tiG27D3Hp0K4xFaMr3zgx/dyqcLawaDm6Zm4/H/5x+thPRdVY+250Z8zad/cxY/IgxNN9cqeRkwmAJZtk+qgnW7xwSpN6Gxwr4qNHKvmyM2V+euMQYz8W+dwlK7bx4OwR9D+/PWvf3cdt115Ih3YZfHe0htUbvsTr81vFFhYWCWi2HZ8xYwaXX345999/P4qisGDBAsaOHcv06dOTeX4WZyGKpvPYyx9HGfvHXv4YRYu/2dB088VHa0IXRVV0oxU08p6lK7ahKonfp8VZ7DRrnWkWkiRyvDbE/Kff497/eY/lr33GTRP6cePlfWMGESx7cTtXjDqfh1duN7J+z7z6KbOXbeQ3q3fQoV2G6bVwu+zG+90ZMn26eejoyUBHR5JiTZ+qhvXPJFFA1XSU+vO0sDjd6Lp5ciEVuk+Kam7rFCv4c9pQVQ1V0/DVBI3hUgBZLtn0WjllG8te3E4wqPLMq58y/+ktLH/tM6aM6W06+KVkfG+AqOoRC4t0I9IFcuCwj/JjtRw47KMmpKbVuh1SzO1nKI3spyAIXDW6J8tf+8ywDVeN7okgnr2p60hQav7TW5i5dCPzn96CtzZ0Wu8tVdUQVA2briOoWqsFtuIVL8Srk4u0FDfESAqdxLHcLrvh0y9/7TPmPLyJY1V+0+fF6wvQ0ePiqtE9+e0rnzDn4U088+qn3DShHx63M+H5Wlic7TTbhxMEgenTp1vBPYuko8bZXKpq/KyRGEfPQhQFEpW+KKpuLnyf4Fjh44nxj2f1fTaJimBMW4YTlZgPzB4RJTI/ZUwv3K5wK4nH7WTKmF4xVXzfHa0xvRa+2pDxGq8vQMn43thtEs+v3cXMyYNiKjCt1myLdCXuhlFJfnulKGLZujQhutJEpENO9HVxOexxbWHEDja0nVU1AVN7m+dx8YefX4aehm2RFhYRdEmgriZ6i18XVHA5bWljm+Laz6Y0ZlKMaWfMWVy9nW7dO8msMjzZSr3mthSbnXOgwbF8tSFKxveOuvcqq4Omz0swpCIIAnabGKVF++Sandx27YX84ncfWHITFhZxSPhcfPDBB836kOHDh7fKyVhYQFNCtObvsUkC86YXGVUOkfZPmySgJkj32OMI39vtInowwUIq6Pxs2lB8NUFD+8idKYOQPtnadEWSRPyqZupcoIevtcftZMbVA/HVBAH49rCPmdcMRCR2EuXqDV8yb3oxy1484Xjcfl0BL63fA4Q/r7I6yLkds3hi9U72HvBy68SBMcYv3Zw7C4sIpzPg5rBL/LJsGEfqK8T8QYU8TwYOu0jIGteYMuyyRF1IM2QPjnhruGjgOTz841GGDEIwpHD7dQUx2rUvrd9j2MGGRDZW8XSSrESHRTqjA/6AGqM1l05emBzHfsp2ESVN7Ge8YI+m6TGSJ2cLp9Kq2tokSkQDpxwEPNnhH81pKY53ztku2TjWq5u+4s7rC6OO++qmr7h3WhEPrzyxl7tzaiGyLLLg6feMn/1s2lDq/Ao2SSTPk8HVl5xvyU1YWMQhoc1auHBhkx8gCAIbN25stROysLBJAneUFMQE4GySQDzfSFF11ry1N6pCb81be5ucxqtrumkbU1N6VJIooCh6jK6gZE2obBIFOFhRbepcVFTWGdc6EIx14vM8rpj3eX1+crMdPDh7BL7aEG6XnefX7mLvAa+x2V23eR9ji7obPzNzCtLJubOwaIhNEuPaRC3J+0VN06muVWJsnTtDTu6BLQwkSeSoLxg1lOO6y/owv8Hm5/brCggqKus2hzWN8jwuDlVU89L68ETde6cV8crbe6M+d+P2/dw7rYiqmkBMZY+V6LBIdzQVU/+tKa3mVKK3AfspCXE6Y9Ks+jCVnI7pt/GIl4h+5LZRHG+wLrQ0SdOS4R/xJvU255wjx4rQ8Hvee8DLe5/8O2pwnyjCwy9+ZLzG43YSCKr89pVPos5XlgRC6RE/t7BIKxLuYTdt2pSq87CwMFA0ncwMe9TEwMwMO4qmx3XgNE3H7ZLpkpeFJEJ2pgO3S24yMxlXj6qJAI+mYqoruGzu2dv20FxUTWf1hi9NK1BWvhGuxrvnpiEseHpLjBO/ZO7IGKdk3vQijlcHWPJC+GfjirpSeuVArrm0F5XVQdZt3se0K/ojCSK/vuNi3C67qVOQTs6dhUVDZJtAnieDxTOGIwqg6WCzCcg2AX+w6fefCiFVM7V1S+aOOqvF21NJ443T2KLuUVp9hgzCrBFcd1kflr24ncEXdODacb35SUkBgihQ6w9x04R+fH2wyrCdV43uyV/f/5prLu0VV4P2bK3ssUh/2kKCLqSaa1Cnk/2UJIF7pw+lqvpEp0p2lhyeGHyWBk+SPf32ZIh3nytxhmedbJLmZId/NG7PlSWBoKrHbddteM7BkEY7t4N504vIyXRwvDrAA7NHcNznR9MwuqT++v7XfP+i8xBFgSynPeqzpozpFRPkt5JTFhbxSZf10MLCQBIFJEkgPzezfmPrQNW1hFVzsiwx+Xs9KffWGM7K5O/1RJalhFN1JSlBgCeR1p9m3oaqaJr1UDWBJAp4fX7e+fhbHpozsl5sHv78zldG5V2iASiqprOobDjBkMKR437WvLWX6VcMMF7/9vZv+fZwNVPG9KJbfhbXXHoBgaDKshc/TJj9TOTckUZT2SzOPlQNauuUmHszQ06+tdE04rZ4pctm9Uyn8WYvMnyoIZEgh8tpZ1HZcECjui5kBAWHDcjnlqsG8uDsEeg6VFTWGVN3xwztZr4OSgKW6rlFuhLXf0uj+zauL6Onk/3UEQUxqvpwfmkxpFVD9KlzMrp3yZx+e7LES0THu7daEuxuqlLPOJcG7bket5PpV/QnN8fJoYrqqMm47dyy6Tl/c8jHxu37KRnfN6oyPTIFPvL+K0efj66DomhoenT1X6L1z9p/WVjE0uznorq6mt/+9rds374dr9cbNQXwnXfeSca5WZylCEBVdTCmZS07QduDrukEGpVqBUIqWQkm+AI47CLzS4uNibwRJ8dhFwkq8fN3VhVYy5ElgYfmjkRVNP5d7jMchDunFuKrDTL5kguQ4gxA0XWdu594t76ir5jMDBvHfUFEUWDYgHzGFnU32rg3bt/P2KLuACx/bYdJFnAUNkk0nLd4zh1gDe6wOK0EFc08g/+j5Ler2W3mz5bdJqCHknxwCyB2vfHVhuKuP/u/C2+mSq8cyLIXtxrVzlPG9OZ4dbgtauP2/Vx3WR+65mfh9fnJb59h2iYuiGfadt/iTEIS4a7rhxiVcyfkVBLmalOKTTK3n7YmEsqpRNMwfGAIry9LV2xrUs6mLdGSAWzNDYAlm7iJ6Dh+ckv2Ic0NhEaqzCM6r79ZvaNBl00xdYEQqzZ8wazJg2POOaIfO2VMr5j77YnVO7l/1ggOfOdj1YYvuOWqgRysqOZvH3zDxIt7Ruly+4NKnGdKJK7Wk4XFWUyzg32LFy/m8OHDzJ07l3vuuYdHH32U559/nu9///vJPD+Ls5CQaq6jl6jtQQd0jajM5M9uGtrkRkUNqnhyZJbOHYWqaUiiiGQP/zwR6VTi31aQJBFdEqK0pyIOwDsff4s/qHDrxEEcPlaDqqkxA1funFpIrf/EhN1lL25jzpTBzLpmEFkZNm6dONDQ+IhsZtdv+ZrLhnWP006gEkAn0y5FBfwaO3e6JFqDOyxOK2qcgTaJJpS3FjZJpGR835iEiE0SCVkCOSmh8Xqzcfv+mPVn/vRiKirDv7tqdE9q/SEj0HflqPNZ9Nz7UbY0pKhcO64313+/LzX+ECvf2BOlebvyjT3cfcOQVr2/kjlR0uLsQwLcmdGSL+5MOxJpE0dDspnbT8kmoiZIKKeSuHI2KVhfUkVbHsAWPxGtt8o+5GQCoZEq87JJg2J0XiM++VWje6ILetQ5f3PIx0vrw5Xk8SrzvFV+lr/2GbdfF9Yj7tbZbTw7HreTedOLyM6Uke1SzDM1b3oRNrtAmjxSFhZpRbPt+JYtW1i/fj0ejwdJkhg3bhyDBg1i9uzZlJaWJvEULdoydlkiqGIE0mQJQk0E0lrS9qBrOo+89FHUwvPISx+x7MdNZyYrq4I89MKJRWPhzcW0y7AnfE/DxRdBAF23Ni4JkCSR47Uhjvn8RkAWTmhNLZk7kt//5TO27j5sOBqbd/6bskmDyMmSyc50sOHDrxnavxMLSouNDWm7LAer39rL1PF9YwKIa97ayw+G98DjdphmP787VoNsl3DlZSb0jNqCLpDFmY0kilx9yfmMK+6BJIbbet/e9k3CCeWtRUjRzKs+mmFbLU6dSIAs02lj2Y9GIYigKDp2m8iCm8Ot3Acrqnn2fz/F6/MbA4mmTRjAsAH5TBnT2wj0Qfj6Pb5qBz8pKWTm0o0n1jy3HCOabotzf7UkaNeSyhoLi0QEVZ2Vb3zO2KLuOGUIKeF/z5w8KG0COGobsJ/xp71zxmSv27ofF6/KsDVajVWEuIFQm4k+X0dPRtyAnVO28fiqHTxy22gUVQt/v5JITpad0iv746sNIcbpjPLVhow9weIZw3E5bQRDCvfPGoEsiyghjcrqIDlZcswztezF7SyZOzKNWuMtLNKHZj8XmqbhdrsBcLlc+Hw+8vLy2L9/f9JOzqJtY5cljvqCzH/6PWYu3cj8p9/jqC+IXU4s+W2TBK6+5HyeumcMz947hqfuGcPVl5wf3njEIe5C3kQpu4pgBPoi73nohW2ozXAVVVVDUDU6elwIqmZtWBKgIvDQim04ZZvpdTpa6eeq0T3p081jOBqFffNZsmIbf1i7m6oaP1eO7kn7nAzsNoEVr3/O8tc+QwcmXtwzxlF5cs1OxhZ1p1P7TBRN4/brCujoyQAwgoGrN3zJE6t3ojRxj0Ra6BpitEpYWKQAp0Nk3LDulHtr8PoClHtrGDesO05H8l3bRFUfFsklEiCb//QWZizdyLyn3uPgkRp+9ceP+dlvN5OVYecXv3uf+5ZvBaBs0iDsNpFpEwYgiDq3ThxIVU3A9Pp5sh2GvX3ohW3cOnFglI1cUFqMLujokogkiabnFF7Xt+CtDUW9xox4lTVpIq1m0QZRGwxm87gddMnLwu2SUZuQb0klLfVNU4lNErijJNpHikx7P1M4U/24yD7Epust2odIkkgoTucAAjG2vtIXZPGMi/AHFdPv01cbwuN2ctwXMN4376n3UFTd8NszM2zMLy023j9sQD73zRyBJ9vBgtJiBl/QAdkuEgip5GQ6efODr/FWBvj5s+9z9xPvcrTSH0dHuAVfoIXFWUCzExp9+/Zl+/btDB8+nCFDhrB48WIyMzPp0aNHEk/Poi0T0syd+6Z0QBxy/cb22IlhG+OGdcchiwTi1GiLgnmmSBQSL+SKpuFxO6Pal17d9FWT03gtTg5VDzu88bSmKquDLH/tM8omDTLumfY5GfTp5mHG1QMJBFXmP3VCzDfS+ltZHaBLXhZlkwbx6qbwgA8I32s5WTK6Dg67jXM72lkydxRHvLX4akNGOwGE9WoSbVOtlm2LCKerDTGk6Bz3BaJkCu4oKSDTmbgCuTWIW/XRhG1tLSLfebm3FiTxrKqgNguQPbF6p2En1fpAbESTr6omLGPwv3//iqnj++JwSVRWB80rm4/WMGVML+PzVU1nzpTBnNvRja7rPL92V1SldXu3TCiotrgdrq1X1likH06HxBWjzue+5R9Etcg6HRKKPz3CyFIcPeGmhsClEkHV8bgdUe3QHrcDIY0CkqeKDVg84yIOH6s1/sb8XNcZ48e11DdRgIMV1aZrBHpsxd9D9XrX3Tq542rylYzvnXDdemn9HqZf0Z85UwbTpaOb6tpglMzEvOlFUZ0+980cEVWdHm9NE0WQEM8a/8DCork028d68MEHjaEcP//5z3nsscfw+Xw88sgjSTs5i7aNEidb1JQOSIs2tgLcfl2BoSERWXiaKtCT7RLTrugXI0wu20W0oLVgtBaRsv1XN31lep1eWr+Hcm8dblf4GocXboEpY3rhqwnGtP6u27yPa8f14eGV22M+JzLRNzvTgc0m8NxfPmXq9/uS7ZJ5fNWOGAfB1sTkvnSaymZx+oi0oj/UwLldWFpMuxS0ISqqdtI6pq2FTRJNhzfYJAEtybuks731M16ALGInI4OJLh9xXtRm6fbrCli14QtmTh7Mxu37o8TNG9rK0iv7A2E7KAgC9y3fyvM/v4z5T22JCeY9OHsEDkkk0MKgnTXUqu2R7oF2RdHTfrCEZBO47rI+UfrD86YXpZVmn6pqZNoluuW7z2hZmlBIi9pXLCwtBnviTqO2QLx10p1pB53EU4c1ndUbvozxyxeUFqNp5nu4YEjlN6t30s4t80D9dPdDFdW8tH4P7dwyXfPd9QP3QkYSvuG6NbaoO4t//yHl3joemDWc377ySUxLbtmkQWzdfZhyb11MdbrZPmJBaTF1QQVbhv3MiN5aWLQiTQb7du3ahSzL9O7dG4Bjx46xZMkSvvzySwoKCujcuXPST9Ki9UhlZYoYZ1KU2ITOVEs2tqIAH+/5jkVlw6M0rSZe3DPhkA5NMx8Gkk7OYlul4b1mFwV+euMQfvXHj3lp/R4WzxiOrzZIZXUwKkCn6TqLyobRqX0mApDXzok/qMY4HGOLuhuBPjjRuls2aRDLX/uMe6cVseHDrynsm8/W3YcBmHn1YO6fOZxDR2uiJgDr6E02bafLVDaL00ekFb1xlnvZ3OTbCk0jTttKfB3T1sImCbRrVPXRzu3AJgkEk3zstiyq3hrEC5D5asODivxBhdIrB8Zo8kVsYVBR+eHY3oQUxbh+kcpmr88fZW/Rw+1Uapy2ba8vQIccZ4uDdlaFdNuiLQTaW5pQTiWhkG4E+qChvljyEzUnQ8THyctzc+SI74x7JhUwXb9P51rSWvuxeOtkxB9u/Nw2PK5sl5h+RX/sdpFFZcMJhhSOVwdo55ZRVT2u3vVNE/rx0vo9/OLZ93lwzkhCis7sawah6bDg6S0xiSWvz2+sW+1znMZn2iQxYUILTlTyedxOpozphdtlRxTh/pkjqKwJ4HE7+Ov7XzO4Vx4Zsi2tnisLi3SgyfVwyZIl/PjHPzaCfQsXLqS8+lCBhAAAIABJREFUvJySkhJef/11Hn30URYvXpzs87RoBVLtvDnsYsxE1XnTi3DYRUIJxqPH3dgmGNBht4tcXNg1pp3DbhcJJpgY2RacxbZIw3vN43Zy1w2FtMtyGhtOr8+PKAgsf+0z43r9smwYIUWPqiBaUFpMbrYzxuHIyZJNr1uPzm7unzWCymo/Y4q6oSgav/7JaDKdMhXH64xJvbOuGUxdIMRf/vFPZk4elOqvx6INosTJcqei5d9uMw+w2G0Ceii5x1ZUHadTolt+tjFoCUlPiWbf2d76aRYgu6OkgJVv7GHYgHwyHLa4wbmcLBlREPBkO1A1kG0hljao7ls84yICIS3K3s4vLaa6zrxFqrI6iMftwCEKLQraWRXSbYu2EGgXRdG0RbaphHIq0XTz5zPSKZUupHsV56mSbmvJqezHGgcJ4w01jAzRaPjcapoe5ZubdTbl57oQ6vdA8Vp1vT6/0ZarazrLX/uMO0oKCIbUqKq+J9fsZM6Uwch2iZVv7KGjJ4OcLNlYY+JJ+0QCgwAbt+9n8YyL8PoCMfuDjrkZKKrOn//xL0b8VxfS7LGysEgLmrRx+/btY+jQoQBUVVWxefNm1q1bx3nnnceYMWMoKSmxgn1thFQ7byFFY81be6P08Na8tZdZVw9O+L64G1tJQI+zBgYC5hPPls4dlfBvk+JUH6ZiyuWZTORe87id3DShHwePVNO5fSarN3xpZOY0Xee2ay8kP9cV1s0T4f7l78fcn3ffUBgTNI43Yfc/R6q5b/lWOnoyuOv6Iby9bT8TRp7HL38X3eK25q0v+MHwHkwd3xdJEhAsnQ+LJpCkOLaiiTbw1kAUBO66fgiPvfyxcR/fdf0QREFIupkSRaitVWO0jrJcUtIlp87W1s/IZi6ghbW0lv5oFBXH6/C4HVTWBLnnpiFU1YRY8PQWyiYNMv2OPG4HtQGF8u/q2Lh9Pz8c15vbrr0QmyTiqw3hkG0s/v17MWvm3TcM4cHZI/D6AkZy5KrRPVm3eR+zJg9GVdUWB+2sCum2Q7oFR8xw2EXTFtmmEsqpxJbIhqWJy9EWqjhPlXRbS1q6HzO7Vg/NGZkwYFbuDQ/b0CWRiso6471lkwZFdTZ53E6CIRWbJKEQttNhWz+KchO9a7fLTkdPBg5ZCiePgtHJo0hgsFP7TJwOibtvKMQmiUiSYPj0r276KkYmZN70Ita8tdf4O6aO74tTtvHE6g9jvq+H5o6kpjbEjEkDyHTaU6YlbGHRlmhyzVZVFbs9XE77ySef0KFDB8477zwAOnfuTFVVVXLP0KLVSLXzpqg6x33RjV7HfcEmq+YkSWR+abERvItUHEiSiBKnSk/TddNBG5quk0iRQ5Zg0YyLKG+wke2Y60KWIEFBoEUTRDKNZZMG8eSanXjcTuaVDo3JIs6bXoQkicxc+hZL5440vT9lm4Sq6Tw4eySiCDrwzkffmuqIrXxjj/G+x17+mEVlw41qz8jPIy1unXIz+c3qnXh9/jPOsbVofew280plu01ESbL2UiCk8fa2/VEyBX9+5yuuHdcn6RtvTYOqmlCU1tFd1w/BlYLhIGdj66fZZu6u64dgswn850g1bpdM+bE6frM6rD8aT79o++ff8fvXdhubrv/v7S+5+aqBHPjOx8bt++neeaCpvc3OlPn5syeSI/dOK+K9T/7NxIt74g8pZNolK2h3FpBuwREzgopm2iK79EeJk7wpRYC7bxjCr/90IlFz9w1DmtSTTiVtoYrzVEnVWtKc1lypBdqnDRNAXp8fjzvcCutxO6mqDcT4w3dOLWTF658DYXkGX014TbnnpqHGcSOVfwB9unm4aUK/mHWkvVsGDUPvuk83DwtKi8nJksnJdPCLW4dxvDqA2yXHJI8iVX3fHa2hW76bDLvIUV8Q2S4ZhSDndszCVxvgnpuG4nbJaJpOrT/EnCn/xa0Tw0lGl9MetwtLU3X+seNbLh9xHna7iJZGk7gtLNKFJvcJF1xwAX/961+ZMGEC69evZ/jw4cbvDh8+jNvtTuoJWrQeqXbeZLvYouEXwZDK6g1fRAXuVm/4ghmTB8dt4010LDUQ/1iaqqMojUR7by5GSxNntq0S0WuMOBPl3jp8NaEYfcRlL27nwdkjePT20fgDSsz9OWxAPjrwyEsfRV3Xwn4dcbtkflJSiCBAbraTx17eYWQcI58vieYt4TlZMt+WVxuvX7JiG0vmjkQ4A9tXLFqHUEg1rVSeOXlw0jdEsl3k0qHRMgWpGiSkarpRUQgnAump2FA3bP08k4XjG2K28X7s5Y+57doL6eDJwCXbCConNj57D3jZ8/XRqGq8VRu+4KrRPenTzcPeA16eXLOT+2eNAMItUVPH9407wf67ozVRx3545XYWlQ3nyTXhxMiZFACwiE9bCLTHa2FX00iGRRQEbDYhSvPUZhMQBSFdCvvitoFqGgmT5W2JVMgINKdCMjLo65jPb2p/baKIjh51jkDM586bXkxdIFy59/CLH0UVO/iDCqKIoYV968SBRgLH5bCbttBOGdPLCPRBw4DvKEDnjpIC1r67j6tG94wKCN51/RBeWLebWyYOML2HOrXPRNd1ZEmgLqQZAcetuw+zdfdh+nTzMOPqgQSCalQHzoLSYjp6nIgdMsPPc5zOioMV1Yy/6DxqAwpuSSahSLuFxVlKk+vhT3/6U+bMmcPixYsRRZGXX37Z+N369espLCxM6glatB6n4rzZZYmgCocqapAkKVz5Fkz8rpYOv9B1TCsCE2mcqGrLjqUAD73QSLT3hTMro5lqwhlInZ/fOowM2caz945B1UCPo13jqw1RXRskv70r5v40E59/YnU4W5id6WDBM1uA8H3t9fmjPrujJwNVw9RByM508Ie1u6PO44i3jsdX7bCq/CxMUTUMB7Uht05M/sbydA4SiruhTlE735kuHN+YeBX4udkOMhx2FFXH5bCxqGyYMXCjW77b2MxF+PpglaGpVO6tw1vl5/FVO4xJvddcekHMlN4FpcU88+qnMceuqgkYiZF0auO0SB5tIdBukwSuvuR8xhX3iBrMZkuBtEJzUTWdh1/8KMYHSafqw5YO02trJLsiuTkVkpFBXx63M6Yie2FpMf6QYkyqHTYgn1snDgSEqGq+cKJ8G3OmDCYny4nH7WTvAS9LVmwzzuW5+eN4bv7YcMGDqhs6eqAZx922+5Ax5CIny2F8foTIOg86K9/Yw+3XFcR0yjz28seUTRpkDNFofA/JdglJDHdKeX0BPG4nWRknAo57D3ip8ysxE3kjE+CfX7uLsUXd6ZibEVc/8JaJA8jNdkJ9UNHqyrKwiKZJn23o0KH8/e9/55tvvqFHjx5kZWUZv7vkkkuYMGFCUk/QovVoaWbLLktU+ZWYVtdspy1hwE9RNdPW2qbaeO028yo9uy1+FUtLB220BV2atoYC+OqCaJrAwudPTOVaOneUqTPglG2IAnirAnz0+YmJyjabSK1fMb0+TjksTB+pXDFrZbujpIA/vxOrB7KgtJgNH34dVQUY0Tc5E9tXLFoHmySYisGnYmOZyE4lu/IibkW4pY2TFMy+76svOZ+QonPf8vcYfEEHrhx1flQ1+v2zRpjeH5GJhg3tW0TGQNNg885vWTp3FKqmEVJ0MjMk06RJRPsp3do4LZJLugfaZbvIJY0Gsy0oLUa2iwSTLK3QXOJXzSXfdjcXQSTGf7r9ugIEkTMq2JdsmrOfiAz6KvfW8dL6Pcb+qGOuC0kUOHyslrJJg9i2+xDfG9I1SlIhEtzae8Br+MHLXtzGT0oKqa4LRfklkgg2BLy+YFSA7N5pRew/VMn9M0eAAIcqqlm94Uu8Pr8hhRPxjcM62D5skojX5ycYUmL2c3sPeHG77Kx4/fOYe2je9CIeWfkRXp+fB2aNQFE1Zk8ZTFVNICpwJ9uluIUADSsJhw3I5/6ZI/DVBfFWBYxBIZXVQWySiCBA+2xnKi61hUWbolnxjKysLAYOHBjz8/PPP7/VT8giubQks6Ui4A9G72b9QYXMJjSbZLvUojZeNU4VS6JMaEsHbbQFXZq2hqrpOOw2Fj0XnQHU0U0dypCqItttrH5rL1eN7hnluD84e4Tp9fEHFQ5VVDNlTC+WrNjG3gNe1m3ex+IZwxFFgcrqAIqqMbaoG6IID8wagSAISCLIksAlhV3Z8umhGCcqcq5WsNeiMZJN4LrL+kZVQs2bXoxkE1CTPaAjjp0SUyDyLkqCqT6mKAno1kaw1TGrwL9yVE9ef28fi8qG45BFFjy9Jcq2HqqojivQbmbfcrJkFFVjSL9OzH/6vROBkpuLuW/mcMN2N9RCTcc2Touzm2B9W2DjiqBUVDw3l4Q+ZpoUSeoarNu8LyqQs27zvpRIVJxJNLWfkCQRnROviVTjDRuQz9TxfaNs/n0zR8R0tUQSNUtWbItK4LTPcRoarhGNc1kSCKp6zPPxytt7mTq+L798LjaIGOmaiQy5a6iDPX96ETqw/LXPot63bvM+FFVjypheZNUP81DrdQUFMAKHx6v95LXLQNV0jvv82Gyi0drePscZtxDg4ZUnNDm37j7M1wermDNlsPEdRM5hbFF3lr/2WZNDGS0szkas/axFk+jo+ANqVCXBHSUFTUoj6LrO2nejHYi17+5j9jWJp/G2JBNqswum4vk2u4iaYCpbW9ClaWvIdpFAKJy97NPNw5Qxvchr50TTdFOHsvTKgVTXBRlb1D1GM+T5tbtYPOOiqEmgeZ4MNB2eeuX/uGXiACDsGJRc1heHLKJqepQY9h0lBaiaZgjLh1QaVLjCf474oiaMWcFeCzNCIc0I9EFEc3IbS+aOiqsl2lpIosC904dSVR00noPsLBlJTI3uk9MhRWlOOR3pUpNy5tG4Ar+6LoQkweiCc7lv+QfcObUwZn1cveFL03Usy2VnzpTBvPPxt8YUdH9QITfHyXcVNbGtUy9s49HbLzaObRNFRAnuvqEwKRpXFhanghJHYqCpjo5UIsax3WKKbHezEPQYLbbbrysAwfKBToZE+wnq9fxWbfgiJul985UDjeAbnJBOiFet3TBAF9Gta/jepfXdKWaVhmOLuscEABsGETvlZrJ07sgYHezqulDMehHRgq2uC/LbVz7B43ZSMr43ndpnkpvtxB8KZ0HHFXXFbpOiqhTvnFpIuywHS1/czuALOsTs3xaUFhNSVdPvoEteFg//eBSV1UHWbd7H1PF9ef29f4UT9Xr6PPsWFulCSp4Jr9fLz372Mw4cOIAsy3Tv3p3777+f3NxcPvnkE375y18SCATo0qULjz76KO3btwdI+e8szFFVTCvtmtrkajqmDoRG4kFkLali0TWw28VwZZcQPraqa+hNTGZKhWjv2YQkidT4FZwOGw//eCSyzcbSF7dRNmmQUbnXuMz/1U1fMvK/ziEnS45Z2I/7ggRCWswkUEkKa5hkZcgsnTuSPE9GuIxf1bAJAsvmjkLRdEQx3H4pqHrUNY1UuDokEY/babSuWcFei3homvmwF03Tkx7sUzWdYDD6ObhzaiGqric9ix3vb0tVh1dkCmG5txbOkgE6EfskSSLZmTKqijEcJifLwaKyYaze8KWxEfP6/GRnySz90ShCioaq6vz5na+4dGhXsrNkLh3aNaoy8+4bhuDOjLW35d46giEVSdPqq/9VNNWaumuRnogiptIK6aQ1dzptd7PRhbiVfRbNJ9F+QpdEI8h23Best+UybpeMKBIjeaSomuk+KM+TwZwpg40W1ng6q5HjN/4MMz+7YRDx2/JqlqzYxoLSYtq5ZRaUFuN22cnJcpi+TxIFHlkZHhBiNs33f+75HhkOO/Ofip7U+/iqHdx9wxAemD0CTdVxOiWjKvA/R3yIkoAsSabfgSAIBEMqbpedHwzvgabrFA/ozKf/rEirilkLi3Qh2XsUAARBoKysjDfffJN169bRtWtXfvWrX6FpGvfccw+//OUvefPNNxk6dCi/+tWvAFL+O4v4aJrO4As68NQ9Y3j23jE8dc8YBl/QAS3BwIwIjSu1nlyzsxnTknR+Nm0oi8qGsXTuSBaVDeNn04YmfEdkutnhYzV4fQEOH6sxpqA1hapq4SCRriOo2hm/kUwmuiQQCGkcq/RT61dYWl8J5XbZ2br7sKFRsnTuSB6cPYK6gMIVI8+jc/ssPO7wJrZPN4/xeSXje7PUZDJltkvmzqmFPLlmJ4+v2oGug00MS6cFNB1RApsooGk6ahMVeh63gyVzR/Lc/LEs+9Eo2rvlqMlpuiSiCAK6JCJJKTGZFgmwyxK6JHGoogZdkrDLqakys0lhx7khHT0ZYc2+FPD4qh0xznIqJs8pmo7YaFsqIqA0w/6fKpIkUhNSOXDYR/mxWg4c9lETUtvkcxixJeXe2oS2JPI6VRAAAUkSjMqb5a99xtxHNvHMq58y7Yp+9OnmMTZVohROcIkCVNcFKR7QmcwMO7V1Skyy7td/+hh3hmx6P4uCYNk7izaBwy5RMr4vy1/7jPlPb2H5a59RMr4vDnt63beny3Y3F1mCaVf0x17vL9ttAtOu6E+KltYzCrP9RLh9F+6cWsiC0mIgPMjjD2t3hwdYSCKzrhkUdR9LosjiGRcZNjpSLLF6w15Cis4tEwewdO4o2rllU51V2S4iIPDArBGGXx0ZTmdm9/1BhXunFbFt9yEAtu0+xE0T+mG3CThlCdkuma8XokC5N/4036rqEMGQeYWe2yXzi2ff5zerd3LwSA2+2iBen5/7lm+lpjbE/9v0JfdOK4r6DhaUFrNt9yF+8bsPeHzVDmS7RF1AISdLDhcCiGkTQrewSBtSUtnXrl07hg0bZvz7wgsvZNWqVezatQuHw8HQoeFATklJCWPHjmXp0qUp/51FfDIcEpO/dwHl3hqjDWHy9y4gQ5YI+eMHxloqTCyJIoqix1ZzJWh7UBQdhyzRLT8bVdOQRBFd0FGUNPKozgJULTy475GXPmL+9CIjU5md6WDYgHy27j7MkhXb6NPNwx0lBWRm2FFVPUo/ZP70YmoD4ZbvTu0zTe8hBNB03chsupwSR7x+ltRPOWusFWk2YTcSSPAeq4167cLSYtrVC9t7a0MxLRnWpN7Th12WqPAFjQBwRJ+mg1tucjr4qWKzCcwvLY45ts0moCRZs+90i7yvfmsvY4u645QhpOisfmsvM69OftWHLgl4jwViJCRceZlpU7nTHKT6Fq6mbEm817VzO7DbRMomDTJE0cPV9SMJKTobPvyaiZf05MixOta+G9YvysmScTlsCJhXpFbVBk21GCsqa7n3f7ZY9s4i7atqVVWLSQYuXbGNR36cPpp9p9t2NwdBFAg16qBYUFqM4LICJ6eKmU2//boC3vn4Wy4d2pUFT79H2aRBhhYenEhqPzR3JEvnjkLTdHR0nl+7i627D/PpPyvqO1B0UGNbhxfPuIhKX5CHTNaR1/7xz5g24ojP/crb4e6bbw9Xc+nQrlRWB/nbB99w1eieCCLmUkm2cBLU7bKb3ueebAdVNQHzSb02kcEXdGDKmN6IAvzid+9z27UX0tGTgabrjPyvcxAFWFQ2nKCikplhxyYKFPXvxLCBndE0eOXtvVw2rDvt3A6q64KpvLQWFm2GlLe2a5rGqlWrGDNmDIcOHeKcc84xfpebm4umaRw/fjzlv2vXrl2S//K2i6rpVNeGYoJvWRmJB3QIgnk7rtDEFEdd13ns5Y9jFr6HEzhwmqaz4KktMcdKJ6HmMx1JEhFsIi6HDY/biaZHi/nOm14EhFtzp13Rj8W//8DUyVlaP13s2nF9qKoJmt5D5cdqyc91UTZpEKs2fMHMyYONQN+dUwvRdZ37Z43gaGUdK9/YYzphVwEOH6s17uvI8R+qfy1gKv5tTeo9fQRVTDd3qRBlDik6n/+rgofmjETXdQRBYNvuQ1w06Jzkt9KexgEdNlFgyphe/OqPJ3Qwf3rjEGyikPR4m6KaD2taMndkatoSWgmF5tmSyOsatnR5fX4CIcUIwEU2isUDOqNpOjV1QYb274Sqwtp398VIJcQbclRdG+SPf/2COVMG0yXPzX+O+HA6JJ77310Jz9Hi7KC5AerTSVAxD6QF00yz73TZ7uYSCOms2vBFVBtpxK+ynv1Tw8z2R1qmFz6zBY/bSY9zsk2n3IZCGjZJwKaHh3vMmjyYWyeekKehXp6mceuwgMDi378Xs94smzuKS4d2409/2xMOquW6OHikmmf/91NDEuLrg1XcUVLAOXmZBIMat0wcyMEj1WQ4MvjD2l1R57nmrb3MmDyYO0oKsNvMhyR+d7SGzu2zYgKSd04tRHZIlIzvg6Jo2CSJpT8ahSjCvdOHEgrp/O2DcOKqfY6T7EyZ6rpQVLL1jpICLh/Zg5xMR/h5srCwMCXl6+EDDzyAy+Xixhtv5K233kr14VuF9u2zTvcppJRyb61p8G3pj0bRMc8d932V1X7TShinLJKT5Yr7vkMVNTH6Fa9u+oqQotM5zvEOHTV/j6rpdEpwjqeCpulU1gQo99Zid9rTesGJ3LN5rfxdRL4DTdMJqCoEFCQxPL3TVxs0KlG65mfhlG3cOnEgkijy+nv7jPbeeNnAFa/v5ppLLzB1Ev7yj38ybcIAlqzYBsCtE3U8bielV/aPqhK8o6SAGVcP5Pd/3gWCEPX3l3vDQz/MKweFE/9v8ruT+R5b8p1HvteQomG3iafl3mrte+VkMbOzhypqTK+Jqse3Da3Fsao6+p/fgYXPbImu7JMEcj3JP7ZpVWEqju3z43LaogZ0uJw2EE/uOWgJ3x01v966fvrvTzPi+Qbl3tqEtkTTdHy1AWr9qqn20bzpxfTp5jGmjl87ro8xpTBSmWGTYNqEAVTXnbC7gFH9vKTRJslR36N33/KtPDd/HF3ysvj1n04Isjc+x1MhGfYsHa9/Q9L9/CLEu2e9Pj9LVkRPfV6yYhu/uuNi8nIzU3mKcTl8rNZ8+mkr3LOtxem03c2l3FsTZ0BHet7H6bQHa+r7aWz7+3TzcNXontT4Q9xRUkBOloPq2qDplNtaf4iOua5w8lzT2f9dFQ/+Yavxup/fMozunbJjbGm89UYXoHunbG679kIqKv0c9wW4b/nWqHObdkU/PNkOjlX5jaEyEA4uNtTGjAQkb52o486UsYkC86cXG9I9DYeI3Dm1AFXXeGDWCAQhPOyjXbaDY8f9UevSvOlFOOzhzq4/v/NV1D05bEA+N185kHtuGoq3KsCrm74ypge7M2Q0DZyyDVEUaN8G7tl0fK7iYZ1rckjluaY02Pfwww+zf/9+nn32WURRpHPnzhw8eND4/bFjxxBFkXbt2qX8dyfD0aPVaE0MfkhXIm0ZJzOMQhVE8w22pnPkiC/u+3SbxLs7vmVR2XAkMdzi+fa2b7hydM+E77PLEjdfNcAIMEYqCe12Me77ZNkW07oZyTYlOlZLOdms9+k2QEePVtO+fVarfheRNtjDx2rp0tFNbZ3Cqg1fMPmSCwyNmogYfDu3zMEjJ9rAxw3rzuUjeiAIojFVK+I8RLKB4VY0J5qusmTuSI5W+qmsDvKXf/yTkvF9UXWNPt08eH1+JFGgZHzvGG2ciDNQMr436ET//ZKIP6iYbhao1yOL97vmfo95ee6T/s7ToaIict6n8741s7NSHMFmSRCS8pxHYZNMK/uGDzon6ccWZRtyowFEOjp643s6CWiSxEvr90S18b60fg8zJg9O+rFbcr3T7Z4FQDKvekDXOXasJiwn4AsQDKmUjO8do320rH7I0ZIV2xhb1J1X3t4bldh6d+e3XFLYNcpm3HPjUHJzHFQc91PjD/GTkkI82Q4qjoernb0+v1FZrWk6qqabaj+djL0zIxn2rCV2NZWc7Pml4z2rCIKp3+cPKBzxp8d3LzvtptNPE/mKqeZ02u5mY5NM9bWX/mhU27KzKaZZz3kj2z9lTC8jYRMMqRzxxnaXPLlmJw/MGoHNJhAIqpQfq0GSBCPQB+GBHkcr63DKNiRRQJIABFRVQ9WIGeIUseWiGP7MJS+E15SOnoxwocTkgXjcjvD3Kgj4AyfkM4YNyGdqvTZm44BkxfE6qutCLH/tM+4oKTCSgr7akDFE5NDRGtplOamoDMtMTL+iP0pIi6l4XPbidpbMHYXNJjHx4p4EQyp3Ti1EUTWyMuxRifw7pxay4vXPyc/NRBTDmu3Pr/2cmQn8knS5Z1tr/UrV35M2dqoJ0t0vaEhzz7W1rnHKgn2PPfYYu3bt4rnnnkOWZQAGDhyI3+/no48+YujQoaxevZof/OAHp+V3ZwMtdbrjtSFITbTjgs6Qfp24b/kH0dnCptA56TZeVdNZ+270NLG17+5j5tXJaUNoblvWmUxET+tvH3zDLVcNZMmKsPPQOOD26z99zP0zR0S1gS8qu4jagMqSFz6IcR6uGt2Tl9bv4ZaJAxCAQEBDVRWyMsJ2Y9qEAaxcH676u3NqIUJ9S0OXvCzTzYlTttHO7QAh2jm0Afm5rhjdqoX103ghVgslFZN6rXsrPg67uW6ewy6QZMk+7HaRAY0q+yIby5CSfAG5475ATDIj05lYSqE1EARiAviR5y7ZfbwSOgtLi6O0hxaWFiPRtibD2oDFMy7i8LFaI+GRn+vCRvh5P+4L8sTqnfUyBAWmdsxdryPaMTcjpgrn3mlFrNrwRZTNePSPHzFnymDuW77VsK8rXt/N2KLuxgYwJ0tmfmkxmz/5N5cO7cq904qiKgZbw95Z9qxtYjbJs6MnIyyA38TQq1QhAO5Me1QCRhRJu/vqdNnu5tIWdAXbKjaIWsNysmQjYTP9igFUVgfMq/CA+U9F+xoet5Nybx3jiroyZUxvqmoCfHOoij1fVzC2uBuV1cGY+yyS2FlQWowkCUZix+N2kuGQeGjuSAJBhcrqIAueDh9vxS8vw+N2cv/M4aga1AZCMTb8yTU7eXD2CI4cr+P8LtksKhuOqmuEQlp3p73kAAAgAElEQVTUGhKp7vP6/MyZMpirRvfkuC+IQ5ZM/25BBJsg4HLYY/6WyN9f7g0PuflJSSGHj9XgyXbSIcfJcV/QumctLExISbDvq6++4ne/+x09evSgpKQEgHPPPZennnqKRx55hEWLFhEIBOjSpQuPPvooAKIopvR3ZwMKxNHlGJTQOZIkgbuuHxJTaSdKAnrCXYAQN1uYiFAcHZZQIh0WAX44rje+mrBAq90m8MNxvWkyHtlC1DjOkaqlj1ZMslHVcIB18iUXcLzeYYnXlhtudz5xH5THyWYuKhvOk2t24vX5ycly8Id1u5h4cU/Oyc5k7T/2Mbrg3PBEZ8Bus/HL5943BnIEQ6rp5sQfVPBWQX5u9CQxVdXItEu48jJZMnckmhbWJ5PQjeB3Yy2UVAiUW/dWfAIhjdWNbNjqZtiw1iAU0kzt56wUDKqIr103KunadQLm0yRToYeqqhq5bpmlc0eh6jqSICBLJH0YSzJoLIC/sLQY7BII0CnPZVTA2+3m1Yy+2hAdPRlkZdhZ8kL0xuvhldspmzSIrbsPG++JJDoi///kmp3GvRv5zPY5Tt54718M7d+Jw8dqWfvuPh6cPYLKmiAetwM7p27vLHvWNrFxepJdJ4MOVNWEYpI/7XPSZ7t/Om13c0kY2E0TXcHWpCUdTi09RkALt7nefUMhmgbtc5w4ZImrRvfk8LEawLyD5FBFdUyCZM6Uwaze8CWXjziPRQ2q3O6bOYLvjlbH+NQRfdtvD/t45tVP8fr8LLy5GE+2k59NG4Ki6GiajiiIrH13nxFI9DYagtYw0Bih3BuWeIjoxK7bHNbX65ibwZK5IznirTOq+yLJJads4/FVO3hg9ggURTevdtfg8LE6frM6tksnUt0e+VmHdk5+/acdeH1+ls4dxbQr+mG3C2jWnA4LiyhS4mv16tWLvXv3mv6usLCQdevWpcXvznjiBMSa2iXbJIFO7TPCG676SbeSFA4ChhK8r6XZQlE0X/zEBJE7SQiXpjee2igK8Sf4ngqSKDBsQH6UhsXG7fvTKuudTCRJJKDpjC3qzuOrdlA2aRDDBuTjcTtNr11ldfTqG08rr6omYGQhVVVlbFF31r67j1snDmR0wblk1g+FKRnfm2X12iBlkwY1qIopjKpAuqOkAKdDIkO2mW5SVFUDFUTC/6FGv0ZVNQTqDaWammqiZFZUpMLJTSaqpnPcF30vHfcFUxI40DG3nzrJryRJZEuTvWFUVPNjKyn4ziVJ5KgvmNZDApqDAkZlB0QPArLbJI5W+llaP5jjlon9Y4Is904rQhSgbNIgaupCptcjJ0uO+lkkQNj4NZXVQSNhd7w6wOdfe9ny6SFuu/ZCtu4+zNcHq5gzZTC5bkerfMdtoUKstdE0HV0S26ydBaKE/xEE0PW0+ztCSpzkT5I6OlrC6bTdzUUQMZ3MLYgCZ9oT2lSHU3N8pMZTqmVJIKjqxntkSYhZt+6dVoQzQwQE3BkyS14I2/sZVw+M+e7nlxbz7KufRh2z3FtHl7ws7rq+kF/87v2otaSqJhDXp66uCxFSdEqv7I+vNsQ7H3/LZcO6421UbXr7dQUc9wW5+nu9WLl+d0xSs2R87yh9v/CeDKZfMYCgonDThH4c8dZR51eQbRJ/+cc/o5JPkfWo3FsHOoRUNWYq8O3XFaBqGoJgrpcdSVRFPk8HI5Co6uGgujWU0cIiFiuxehYhiaJpQEwSRbQEITEBYjI980uLyWvnTHg8Mc403kRBOwCbJJo6HjZJQIsTbUl19lSWBErG9435TmRJIJQuae8kEHFygnq4vbt9Tjjbt233IaZd0Z+aQNDUcVm94Yuoz4mnlZfnyeChOSNZ/tpnbN19uIFQtMCyF7cb+ntd892GM5KT5TBK+1e8/jm3XXsh7XMykO0ikiQgIoCqpdUmJRHJqqhIBy3AU0W2i6banLJdREtytZckmicUJDE5CYWG2CRzW2qThHAkKYm0JPnSWpwpLaCJqttQNCPQd9OEfvz6TzvwuJ3MmTKYc/KyEIDn1+4y7OH9M82n63rcDuPnEbHz9Vu+jnlNXm4Gt117IS+s223o9i1ZsQ2bJBrndU6HrFar4GoLFWKtiSSJMUL6bc3OthkETAdLpMA0NZvTabubSyiks/KNPVEBnpVv7OHuG4eccZvERGuKrRk+UmM/KqJn1/g9jWUVXnl7L1PH9+W+5e9xz01DKffW4XE7qfMr5LcPd5foOhyr8lPrD5nqp/7nSLVpUK+yOojdFnufDRuQj6rqUVp7904rwlcbjNkvPblmJw/NGYkomj9T+e1dUevL7dcVUF0X4pn/9yn33DSEw8dqo3yjedOLAKL8+JfW76GjJ4OKyjpyszNYtTk6UL9u8z5KrxwQd3/gDyrG/99RUkDF8Trj3+jh1mQljSZxW1ikC9LixYsXn+6TaGvU1QUj+v1tCg14qEH7T41fYde+CsYM7YaQ4A9SdIEX39jNf4/pzYQRPRjYswPrNu/jwl4dE75Pskv8V+88/u+rI9T4w8b7pzcOwe2S0RM4vXZZQhAE+p+Xyw8u6kFBnzzat8vA5bChKubvUxHYufcIs64ezIQRPRg2oDNfH6xi+KDOiEnITaoILP79h1Hf5c695Vw6tKvpd5KZ6Wj1czgZ6uqCuFwytbUtr2+PDOQ4WFGDpoeDx9lZdkTgv8f05uCRan6zaidf7j/OrGsGce243nyv8FwcskTfHrns+KLcuA/GFHWluH8nPvtnhfGz268rYNWGL+iY6+JPb4YrgSP36CWF5/LK21/xg4t60KFdBjV1Ck+u2cnazf9iaL+O7Pn6GDV+haOVfv7+8b/Z/vl39D+vPQ+9sI0xQ7smvN+SSWam46S/c13XcTlsjCnqxpWjzuOy4m5k2qVT3ihqYuw9u2NvOWOKYp//yHmfzvvWzM7qiKY2bOzQbiTbKGsIvPzmF1F28G8ffE1hn/yEdrA1sMk2hvTLZ+feE8/Q/NJislx2tDg2sbWQ7BKDLsjj03+esON3XT+E7MzEdrw1UIHVb30Z9bMav8KVo86Lm8RJt3sWQJBEPtx1iBr/id19R08GlxV3Q9V0Vr/1JbOuHswzr/4f5d46jlb6+ceO/7Bt93eMGdqN/FwXP7ioB8MGdkIUBUZf2IUdDe6Fe6cVsWn7Aa65tBfXjuvNJYXnUl0b4oKuOby97VtjA/rJl+VIosgf/xpOvtx4eT+6d3YzYtA56Ohs+ij82u8P695q1zYZ9qwldjVVaKLAouc+aJadjZCO92wkqLH49x+yasNePtx1iKIBnXE5bOjp4gCLIqtMbPKQvvkIaTDAAcAex3a7U2C7m4toE3n9vX/xtw/3s3H7t2z+5D9IosD4Yd3DE0VMSMd7tjkkWlMQmvaRGvtRs68ZzK//9HHMe/57TG82f/If4xjTrxjAE/UBtKJ+nQiGFH44rje/feUTVr/1JR/uOkTxgE4IAry99QDXf79vlH981/VD+ONfv6Dnue3Yu/9Y1FoSDClcNKgzBX06smvfiff89IYhPPD81qhz++TLci4fcR5r3g5/B326eZh19WAuKTy3fpqtaMhE9Onm4cbL++Fy2nA5bQzs2YHLirtR1D8f2S7icvz/7J15XFRl+/8/55xZgQFGBbTS3AEVFBBIIC3cssA1H9Fcc6fVbEGt3BfqKdtsMSuzr6lPj/vyK/dSM8TE3HF9lNQEZNRBGGbmnPv3xzBHhllYZDa836+Xr5fM2a45c93XvV2LFPHtm4BlgIXLs63mQ2+NiMUziS0Q1lyNH3/OhUarExf9rhZo0b9ba3z6H9M4PvdyESYOiMSew1cQ2SYI0WEhFmOOaaPjwLJA987NEBUaBJWvHN9sPAmONeVx/mHbKfR/ohUCVXKPt7N11X/5+sqxarvtqEl7DOsdVqNrhvUO89i+tjKePC6oTHVlrSudpQvgDxACse0aLZAqEpoyBAOfbCN2aMFqU4XVqlwrWJaBr1IqVmfS6Y3wVUrBco49YcoMAnZmXUaPuOblVXzl2Jn1P6Q+3sruNXI7Hj9yKQteX/cDqgcyDxHH4s4tncXu3bTRcUh5vCVYFmgaosKcCV3Asiw0Wh3e/epeTpHpo+OwID0RRqOA6zfv4uv1JxCokmHepATc1RlRoCkVc3v079ba4rHmUATzzp5UosSdu3qM6xeBtbvPYfX2s1Y5JV9Ji4JcxkGtUnjlb+KM8OH6oLM8sfMdqrJhdYGdQhVwQaEKgMDfr1IiehelpZJwDFS+lnZc5SuFhGPg7GFVfQkBdVSgA6ypWmPFfKehzdQYlNwGKh8pWBZYvd00MRud0k4M/5o8KBKPhKjAwJQ/tXO7xmAZxsruLpvRAzxPUKzT4+uNJ0X7SAgsvDfeGN4Z8e1D8NxT4XVeAMUd6RDcRX2ws4DJA+rXI3liLkleAHYe+h9Sklp6jFctw8Dm2NSTPPtKy4zYuv+ixXtcv/cc/tUj1GP0Qcra9r6VsnCYqscbcdSnVKftmotbmD3SGgQobF5TOa1CgJ9MvC4oUIGxfTvg7S8tw3HN0Svdoh+BTMZa9LkSiUmp1+4+Z5WuJvXxVtj46wU82bkp5kxMgCAQSCX3PLUByz5FwpnSEN3S6jHi6XCLfmDuxARxoa/ysVfSorAr+wqe7NwUH6w8YnVN5Xdg5AVIpSzkUgleHWrqc77fehK5VzTIvaJB3o1iTB4UiZAGvvg7vxj7j/6NbjFNodPzYBiCeZMSADBgWNOmkd5ghNpfASIQSCQsXh7SEfmaUgSqZMg6eQOjU9o7jACjUB5UPKWvodSCmubfqm0SXgaMxc5VvsZUYbWq3AgGo4DZFXbAzM9b+EKSw8EiLxCs//Ui1v960eLzPokt7SosL9gO43VW/ob6MgmtCUaBWFVJXrj8EN4a1Rksw4ohzTPHxVslCl6w/BBeTYuGUiFBs8b+mDo8Blz5goUvI4WRFzC8TxhkUg6BfnLMn5wAlmHEXIgGg4A5ExLAsEB+USm+33rKYpeQFwRMfS4aAX4KCALBzdul+GnnWaT1aluvf5OaUB90lmUZDOjWssJGgGkCyrogkbg7C1UIAvBPYYnVZsbDQX5Of3aZoXZ2vC6oLyGgLMfYnDWzHAMZyyJjVCxuF5eVh9oqbE6yAJP+qVUKDEpug0A/ObR39Vj0fbZDu/vmiM7Q6Xn8sO20+HnDAKW4KGj+7P3/O4xFLyShYYASt26VeH3OOXdRH+wsYMrJ/HjUI5i97KBFaB7nSZNpglqNTV2JhGOhLdHjakGxGK6oLdF7VhivnkfDelIIqSoc9SmoRtuVSVmMSW0vjoVnjou3eU0DfwVmjouHQiYBIUBIAx+8PiIGBoOAuzpTZxDZuhHi2jcR9eLQyeto0sgPLANcLSjG6u1nxZx0wWqluMEtld5bCGwUqBTT3uzMzgNgCt8d3z8CvEAwc1w8Dvx1DT3jH7VYFJ8+Og5lBqO4aAeY2s+1wmIEq5UYlNzGqsDix6tzsDA9CdM+31/B8y8MDAPMHBdvJa9EwoJhgN2HryDvRjFGPhOOtJ5huHTtDvI1pdBodZBJOazbcw6JHR9Cr8eag2MZyOUcim6X4e0vf8fbY+Mhl3L4dtMJpD7eymIzK2NULAL95BAEUh4az4LxIhtLobgKutjnpdQm/1Ztk/DWNkE7zwu2d8mqyKlQm0VJR89yhgNMfZmEVheZQoJSve13HOArx/TPD4jH7CUKDlTJ8f3WkxjSM0wsrhGsVuLNkZ3B8wSf/ueohV4u32Ja0Js2Og5qfxne/GS/Rb6QH7adFitM+iqlKC4xWAwEXh4ShSYNfertb1JT6oPOSiUsukY3tZiAThsdB6mEhdHo3G9htLPr74pCFUZecFtFR96O/a/KjtfNsz2/SEB14MFAoy2zyvfoo5CCEQj8fKTw85Fh+ug4aLQ6m5OsBemJFguB4/pFiLmYAPt2V+Urw9cbjiD3igahzdRI69VWLPaxdvc5cXJm8sQwjQS8PbenO5EAePv5eKucfd5kZwGA5yEuJAP3PI8Wpjt/kb+6uLN4UHWRSlkM6RkqvkvzIoVUysLg5D6rJhj0PBgATYJUKCjQ1tvc0xX7lMqbGRKOrXKMJAiw2PRevf2s1bzqtWExMPCW+X3fGtUZer0gbhjGtw+x0Avz35XHsOaIF7O34KDkNnhvxWFx00flI8P4/hEYldIORGAgEAE8T8QxudnzrnJRD1OewiSr9rN6+1lkjIqDwcjbbFvmz3vENkWfhBbIXJFt0aet2HpaHLeDEOh0Av7Voy20pXosXXcCALAgPQmCIJg83eUcnk5saTEneG1YDNT+MkweFAmVjxS6MlOxvsr94qLvszF3YgIIAaaPiYNCwtTLBWoK5X7xlP6QUkNqk7jcYCQ4dfGmRSjY3j/zEKT2cagItU3QzrGsg4q19q9jGNis0uTocaydBULWSSF29WUSWh1kCgkKbpdBLuXEd2wOCQjwk1lVm9OWGOz8Fgy6xz4qduqASW+1d/VWHikfr84RE8cvLB+UvDGiMzR3yrB29zlxsrtg+SEE+Mngp5SKeUbM9/hkjWkXkudp5w84HuR6C4byYgaVvUtd4WVW24JDdYEg2EnB4IKKjo49lZz8cNwLAQ0qn4R6Y2u2v1ibiOmfH4BapUBar7Zo/pA/fBS2F+0IMW3WzfratNBdMewXsG93OZaBRqtDaDO1VaqLipNJc395+25ZvSiK4i54XsCjjf292s4CAC/Y2UD1oIU0dxYPqi5lesHmoqkrNmootrGXVoDnhXsejoIAjmWtPByNlRwLcq9osGLracydmICiOzro9EY0ClTg6w3HLYpPGI2CRWSAaSycbfdv8xjWvCmT1qst1Co5GgYo0DOuGaLDQsSFtvj2IWLBwMqbQPmaUtwqLrPbliu3H41Wh9IyAwL9FDbbFsOaQoAHJbfFzKW/W/VpcyYm4Mo/Wvj7SjFtyb0Fx4xRsRg/oAN+2nkWgMkufvqfozbl/fDHP7EwPan8NyH45+ZdBPjJbH4HhjF5IQf4ybx+oU/lr4RC7inWlVKfoFrlpVReYAHMkz/Y9WRTyjh0i34EBqMAlgEEQtAt+hEoZRwMOvsD0dpUxwUAuYy1WaVKLmOhL7V/IRGAzfsuWFVpmtA/0u5kw1FOJGeZ//owCa0OZUaChcsPYea4eLw1Mhb/2ZlrUa3r8zeTLQYFa3efs7nTefN2qc0O265Hio9U/L+BF/DGJ/vECereP/PQrLEKH7zSFYF+coCx1x5ckMvNi/D23Fm19RauCyQcUys7WFfPdldFR5YD3hrVGXeK9aJt9feTgeUA4gIFMqeryNeUABzrlQsnxF6+3PJF3HxNKWYvy0Lmi0lo4G97kkUIgbZEL35eeXHPlt19JS0Kd+7qMXNcFyhkLK7c0GLK0GhoSwwWmybLNh7Ha8NiIOEYGIyev8jj6bAsA4YXvNbOAqbNWncu8leH2o5NXYndsTpx/kbNg4ij9EaVj8k4BnqeWPx9U6t36NVsy7FAo9WB40yzE4ORgMC6om3GqDiLsF21vwJq1b18f5U3bwBArVKgxUP+mDIsGtcLi/HByiPQaHWYNynBIt9f366tcEurw5Sh0Vb3BUzVem22ZY6x8mR8eYjJOy9QJcP0MXHiJrq5bfG8gPTBHVFSYrSp15o7OizbeBzzJiUgsnUj7MzOExe4Z43vggkDIiCVsCAGoTyU2I4HIS+gaYgKgkCwevtZvDo02o49YlF0R4eG/gonlGJ0LQq5BKlTN1b7/M0f9HOiNJT6BB27eSkcZ2cg5mDyRwAUlxqswgmq2kngWNOuScVksQF+MnCs40IbBqNg00Mg80XH+VQYO6XfmSq89AwGwcJtfsboOEBKl3ruF54XoFYpoNML2H/0b4zvH2ERtrtuzzlkjIoV9Uqj1SFQJcf89EQYDAJuacsgkTBYv/MCxqR0sNJbnd5oU5e1JQbx/+bqf/maUmzed8Eq3OGtkbGIbx+CrJM3LO7hLM9Oinuojd2rKxgACjlnYQcVcs4l3k5yme3wIrmMRZmTQ8E4lgHLsFaFeTiWcXrKqdqkq/BE2HJvCFte7qHN1GIord7AQ1uiR8aoOIuwpumj4/DNphPoHvuoqP9rd5+z8IDXaHUI8JPj1bRoMAzEfpplGPgoONzS6i1+Q7NXX7PGKsyZkAABAhieQFrBg9uMN+aco9wfMg6YNjpO9KQ2t3sZB48J8TR79FiNTasoAudK7G7UuCDP7IOGo/4CAO4aeNEhgGUBuVRide6q7WccejVL7Sww3ygqwYwvfgcALJvRwyrkdM2OM1bh3Oaw19wrGqvNG7Mn9owvDljZbI22zOI8pVxqJY/5vgCwK/uyxRj93sIdwa9H8jB/ciKMvIB/bt4tv78OY1Lbw2AUxLalLTGIIbrzJiXgn6K7NvVapzfi5SFR+GbTCYx8ur2YRzBfUwptiR56Awe1ylRhVK2Sw2jDuzBYrYSUY7Fq+xmk9QqDRqvD2t1n8dbIWIuw4Wmj4yCVMlDKJDRXH4XiAG7WrFmz3C2Et3E/Zd/rCkbCon3LhhZl1l9Ji4K/n8zugJwnDFZsO4Vnk9vi6YTm6NCqETbvu4CotsF2S5UDAMOaJpQqHzl85BL4KmUQQCCTcCAOJlxGwtgscf9MUkuwDp5HWBarfjljIefPBy8hJiwEjGD7OoFlMLNCEvm7OiOO5OYjObaZw+9WF1SnhLY7S74DJp318ZHVuCy5TCEBT4BmjVX4aHUOej/WAgIh2PjbveIpF6/dAc8LeCUtCs8ktUDXTo9AKmFwNb8Yan8FfBVSSCUcIlsH4cBfVzGkZyhycvNFvU2ObYr49k1w7HyBhS6v3p4LjmWQMSoWBp7H9j+uAABGPdPeYiB1V2fE0bP5mDI0Btmn/hHvMX10HHylnLhQ6A68qRR8Rcxyu1NvbdlZiYRDROsgC115bVgMAnxlDm1RXWAQgI2/XkDn8MbwUUjgo5Bh876LCGvR0KE9qwuMhMH3W09a2MRN+y6gY9tguzaxrhAII4aOAqb2lpObj+SYZnB2RyiwDGbV0K57ms4CACfhEN6igamqIseCEIIukU0gk3Jo+XAAruYXo1GAEo9FNi4vUiRDQuTD6Pt4C/SIexRKhQSf//cY8otKMGFABE5cKMSVG1rcLdVjytAYJHduil7xj2L9nvOICQ+B3sCjcUNfKBUSEMKAEFi9xxMXCjEmtR0CfGW4qzPA31cOwchDHeCDiFaNcKSCjfYEW1oRT7erNZXPE3VW4An8/WR4IqYZUpJaomfco/D3kcBQ5iErfQD0PLD/6FVEtgmCUi5BgJ8c+49excPBKqfb5OpCWBaRrRvh+Pl7Y/UpQ6Ph6yN1uu2uDdXVXY/UWUf9BccgX1OKz376C5v2XURi5EMWYbXmc59Nbot9R68itJkaEweYKuP6KKWQsIwp/RHHwMALiGzdCE891hxRoUFoEKDATzvP4mrBXQBASlIL5OQWYOKASDyd0Bzx7ZsgonUji2IyFW3wr0euQm8wYtLASHFs/OLgjvjsp7+szh/eJxxleh65l4twV2fExAGRVuPhivc1FfboAJWvFGGPNhBlbhiohCAIkMukOHjsKtq3agiVjwxdIh5CZOsgLN9yCpGtG+Gdrw5iV3Ye9h29ipu3dbirMyKp08P4YdsZsS8y63XGqDgQQvDDttP463wh+j7eAlsOXEJoMzVeHNwRDfyVKLxdikCVArfu6vHu0oOIaxeC6LAQi/u8PCQKLMdgyX+P4fGoh9Et+hGs3X0Opy4WYUxqOwzrFYbkzk3h52MqfiJjmGpt/nmKztprY76+cqzanlvtew7rHVaj82tzzbPJbeCvUsDXV16tf5yEg77MPZWHPH1cUBFX21nq2eelGAwC9hzOw8xxXcSqlOv3nsO/eoTa/1EZYtNjrirXlDIDj8/W/CWWbTeHAE19LqaKXH+1zHHF2PHsc3AZbydUgoYe1R6pjEPh7TKs2n4Go1Pai6G1tkICjp0vFMMTFq86IuYZmTQwEgu/twwD8PeVYd6kBAAMWBYQCMCxwMIXkkwFVVgGDAu8NiwaRp5g/d5z6B7bTHyWvdwdxaV6jOsXgeZN/MGx8MpwP4pjeEIgkTAWnhwSCQPeBRM7qZTBk50ti4O8khZlCknRO1fPeJ4g6+QNC89VABjb1wVFMgSTZ2/FtAprd58zhT45/dn1x67fLtZbFejwVUrFUFqphEHm94fxxojO4I3EyuPE7Ln8w7bTGNcvojxXqQwfrTIV31iYnija4QXLD+Grad2xdc95rP/1Ij54pavN99ikkR/+s/MsdmbnYem0HpDA1G97e25Pyv3DcSwKb5d5tFetVMqgXcuGFt5PrrLJ1YUQgg2/nrewnxt+PY/xDtLSUGqHo/6CABZ5U+2ljwnwkyG0mdqqIvr00XFoqJKhjCeQchyahfgDDIEgAMfO5WNor3tVZqVS1io/6rRRcVbhtfmaUjwU5IfMF5Nwu1iPbQcuibY9UCW3m95mw6/nRU9/tb/t8x4O8sOXGd1RoClBkFqJklIDHglWgRAClmWwdf9FrP/1oji/ul2sh+aODo0b+mL6FwcA2M8De7tYj9wrGrEvUvlI0cBfgQ9/PGJRjVcgsJkrtqIHZcEtHXZlX7ZK2/RUl+YAgP/uOoux/TpgzsQE3C4uw+1iPb7dfAJDe4XBT6lAWamNMveUOkMm5WocWqx1ojyU2kFTRngpciknTjwnZe7G7GUH8WTnppBLHf2kjJVr+Sdrcqp8Fsey0Gh1WLD8EKZ9fgALlh8y5ahgHQ9VpOU5roLVSgC4NxDjHF9HBCLm7FuYnohx/SKwed8FCA52Qc1J5Csihh5RaoWeNxWByTp5A4W3SsXQ2l3Zl/HWyFiL3/XlIVHYlX1ZdOE3JxReWKkYx8erc3DjZgkmLNyFCQt3Ytz8nXj7iwO48CRANl0AACAASURBVPcd5BeV4O0vD+CforvI/P4wJi7ahRfe341j5wuh0xvFZ/n7ym3+1po7ZVi28bhpsZAXPGZCQqk7iAC8t+IwZi/LwrTPD2D2siy8t+IwiAt+aiLAZpEF4gLvDHMoWEXEnH1ORirlMPKZcCzbeBzTPj+AZRuPY+Qz4ZA67Gvqhvpi13meYNNvln3apt8uiJWOm4X4IaSBr2my6Suzmf5ibF9TCoTcKxos23gcBqOAT9bkiMU1KtreYLUS1wqK0SOuOQDTxNbWewQBdmbn3QsrFOUVTDnnCKG29AHFXhE49/hs2MadNrm6SDgWfbu2srCffbu2contftBw1F/YKyRX+Vy1So60Xm2t5koLlh9CqUHA9M8P4OUP9mLa5/txvbAEyzYeR4uHA9EoUIFF6Un4KqM7BBt6ufD7Q0jr1dbqeflFJTDyApZtPI6d2XlYtvG4SdaiEpvy6fRGDO0VhpMXC7EgPREBvjKb590oKoEgELzz1UEYjQSzl2Vh/IKdMBhNlXrX/3pRlO2TNTmQchweauQHzZ0y8X7mVBEVx/pvjYzFruzLAEzFSRYsP4TFq46AYUy5C83nZYyKg95oxBvDY6zexYLlh9A99lHxGamPW7aPAU+0QYuHArB0WndM6B+BoAAfKGUcGgYo0byJPyYOiESjADld6KNQqom3bY5TyuEFYnOQs+gF+/nw7Bf1cOyhIZEweHdcPAo0paI3TZBaafKocRTRwTIIVMktvHACVXIwVUzUJByDvl1b1SjpsgSwmdPKmQU66j0MEXfbjLyAmeMfw4qtp5D6eCvsP/o3Zk9IwJ27pp22zfsuYGivMJQZjPh20ylotKYdQlv6pvaXi7uF5oXCzfsuoHvso6IeTx4UidnLssSQl2C1Ep+/mYwbRXexdvdZm9WaN++7UO6p6jkDfUrdIhBi08tMIO7zMnNFRVyWZWzmz2I5BoKTZ9/2+hpXVECuN3bdTh5awDQxKrhVKv6fwPSOzRXPzXrOcQzmTEjAXZ0BPgoplm85IS70mRKd37O9U4ZGY/mWU5gy1PQMvcFo02aWlhnE/LYcvLOQBMU5eINXLS/Y7g9c4XVcE2zlFaRufXWPvf6C4xhIKuX7tVXQaNroOPjIOTwc5GdT98258sy2WSphMfLp9lix7aSpgCDPQ8Gx0NtpO40b+lqMfd8aGYul648DgOi51ihACU2xDruyr1jJN310HAJVMhz46xraPtoAhADfbDphZdvNhfSeT+0AANj7Z544figpM9iUTac3QuUjRZMgH/Hc3CsabN53AfMmJUBbYsDN2zqc+d9NjO3bAQOfbIPbxXrsyr6MtF5hUCg4zJ7QBQzuRZqZPMa7O/SgHJTcBnIZh1nju0AiYXE131TJ17zZBJ5AImHB641gUe6hZAT0nrTrQKF4OJ7SZ1NqiKOBmL1BDsPApks2U0VYLSFAic5oEYL0+vAY+CllDq/T63ms33MeA55oUx5qLMf6PecwpGeow4EYwxOoKy0SqlVyhwlYeV6goUd1iDnR8bKNx+8NNMbEYeCTrSGTcOgR1xwGnofKRwa1vwLj+0dAb+Sh8vHBuP4doLlTJnoDVta3wlulmDwoEo0b+CIvvxib911A6uOt8MO20wBMehzSwBcL0xPFkJfusY9i7e5zGJ3SDsfOFyLvRjFmje+C0jIjFDIJ9AYjusc+Wl61OcJdr43iZKQS6/AYc9iW4OSwLXv202F+gTpCEAhOXSzE/MmJprxBDINDJ6+jS8RDTn+22fusIvka11RArmjXwTAAId5p14n9CvOvpEVBLuOgkHHIGBULrryYR+XFwemj4xCgkoHjTAsFY1I6YGy/CFzN14KTMAiUK/BKWhQ4jsGH5VUbza/JXqjU+P4mT0OvfKcUp8LZScPiSYVa3NkfVBdeIPjrbAHi2jexsN2PRTxE1/vqGHN/sSg9CQZewLXCYnyx9hg0Wh1mjI7DrPGPiTn9NFodfBRSvPSvTpBwLLQlBqzefgYT+kfY1f3bxXqENlNjdEo7Md+feUPavMnM8wI4ie0iR4W3Si1sMMtA3LC58o9WTL/w3orDmDwoEkGBSsyblACN1rSpvmr7GQztFYbfcq4hSO0LQTCl97il1Vvclyt3mJBITN/j8Ol8xLZvjHmTEsX+pXIxO5WPFP/v90voGd8cq7efwbh+EXgk2A83iu7i1yN/IyHyYbR82B/BaqVYCdjcLzUIkIPnCWYuPWj1nQXB9ripgb/COrx3TBxaPOQPhie0P6JQ6hC62Oel2M2H56DCl0zKWVVkyhgVC5mUhdGBix4hBGt3n7PaPZ00MLJKGY+dLxSrMZllHNo7zGEVMp4XoFJIIA/xBy8I4FjWVAFO79jvgOcFMChXap56KdwPAsNgwXeVQni+O4TZExIwc+m9jn7muMdQUmqqfqZWKZDWqy0aN/SFrsyIX4/8bdcDL61nGORyDk2D/fBUl+b4Ydtpi1wfN4ruip59M8bE4cdfziD3igbLt5zCS//qhCC1ElIJizt3BWSuuJdDbYY3ev1Qqg0v3AuHNNuiTb9dwIQBzs9/JLFThc+Rx3FdwXEM2rVoZJGbatook8cC7+QdbrvVJF1QARm4Z9eDglQoKNB6Zdtm7OWhZYEVW08jUCXDqGfaATDp2ZiUDni33M4C90KfKno8TyuvxtykoR8MAg8wEDc/AlUyTBoUiZ2H/gcAovfFwkoeL1KY3q83vlOKc/EGr1rBTn8wcYDjsakrkUpYhFey3Rmj4iCVsDA6uZL6gwjPCyAci3e++t2iz5q//BAWpSeJDgEsy+D9H/4Ux51mxvbtADnL2NT9VdvPYHifMIvCHvmaUixedcQyqooBpj4XIxbkMI8VKlbINRXOiBD7gh+2nS5fHDNtrjVu4AuOYzFtyX6L73Hp2h3MmZAAgODKjWIxtcOC5YfE+86ZkACGMc355k1ONI3RvztkMe8DgKyTN8S/eULQJ6GF+HnWyRti7sIdh65g5S+5mDkuXnT6MH/3BcsPYdb4LlAqOKt39vKQKPx391mb71ImYa3De78rr3zsYKGP41gYAerUQaHUALrY57UQTBkabb275ACjUcCaHbkWA6M1O3KrHBgJxPZERYDjSASOhc3FRY5lHK31geNY3NTqPToxdH3HaMdz1FwEwxzaK5NymL3sD6hVCquExi8PicKfp/8RBx6EADqDEaNTOmDt7rN4NrkNPlqdgxFPh1vk+pg+Og4CIVg6rQc4FmjgrxSTH+de0eDT/xzFnAkJmLbkgEUIj05vRIBKBr6KRWGKF1OL4j119mjGdjiWK55tNBKr/JcLvz+EhekuCKWVsMgYFYdF3x+ymKxK6GS12hACm/lyF76QhNwrGsyfnIBSvRG6Mh5frP0LY1I72LS/Dwf54auM7jDyBAxLoDcIUKukKLltwNxlWVbeFpFtghDXvgl0eiN8lRIsSk+CURDoJIlSJV7hVWunP/AklzmDURBtJ2Bqx4u+P+SSNAgPKvYin4yCKTRUAoCAEcedZsyeq7YihWQcg6G9wiCXcnbufc/TnWMYi0JihAD+flLLce6YOPgppZg8KBI/bDsNjVaHjFFxYs5VMAxulYcNV37WXZ0ppHZX9mWrDfWMUbEwCjz8fKQovKXDLa3OaoFu0ffZmDmuC/p3aw1tiQFfrTuOKcOi8faXv4sLkPmaUrEIx+RBkQhp4Aum/PrK8mhL9NAbOIu0TdoSg/i9hvcJs4q6KjPwNU4TYI44onNDCqVm0MU+L4VjWSjkEouJp0IucbiQxgu2KzqO61d1fhN7ExVH8AJsLi5W5YVjLzH0wvREOjhyESxj25tHc6dM3EGcOS4eRXd0yNeYQhNs6ciC9EQwDMCyLApvlUJzpwxrd5+DRqtDWq9QaLQ6i4peOr0Rd3UGzPjidyyd1h1Meb6OigMvCcuCJ6bBnFk3zCyd1p0atfqMg0UTZ9sGI0/ww7bT6B77KBQywGA0/e0Kr0KB2MkX6IJchQYDjzU7zlSy42dMOYqc/Oz6gqN8uQDQKEAphpzla0qRktTSpv29UVSCd746iGC1EgvSE0EEglIdL26ome+7YPkhvJoWjdnLsiyuX5ieKOZBosu0lKrwdK9aR4vonmKbapsrm1J7qhOCXpXnauVIIQMPqH2kMMB2WCpbYdePFwgyvz9scU58+xAsTE9C4e1S3C7Ww08pxertuRiU3AZTn4uGkSdYt+ccjp0vxPTRcVDKWcgkcpvP8lGYQm5TH28lpocI8JPB31eOtbvP4tj5Qswa3wULlx/ClKHRNvXvzt0yTPv8gHjP64XFyNeUikU5zO1Ko9XB31duStOjlNkNb1628TgWpifB31eOzBXZFu+U4U2FnipGXXGVcija+o0qQ+eGFErtoPNiL0UQiBiSYyZYrXRYoINhTB1O99hHxUnbruzLVebsq+1gRajl4qI3JIauz3AcCyMDmzuGa3bkAjDpWtMQFcr0AjJfTILKR2bzNzMYBPBEAAMG7/9w2DKETMqKnp8Llh8Sd+VXbD1t1elbDrx4sLUYKFC8H0dFMpw9cRIEgltavcVnt7R6lzzb4eTFyRva9jaJxval9ri6OEq7Ycqba6qYaz7+f//vjE37u+3AJdF+Fpfq8cV/j+P5vu1ttonK3TrtQyn1DW8YK5pzpFUed7vCdj+oVCcEvTZ5vnlegEQmqTKdh5EXrPQy6+QNjO0rwE8pg1zGgQEDbYkeeTeKofaXw0cuRcrjLTHwyTYwCgKuFZSgUaAC8yYl4JtNJ8SQ25eHRGH5lhPoHvsofth2GlOGRUNzR4fbxXp8u+mkGCbMMuUeh7xgs+8h5N7/M0bF4at1xwBA9OYb1y8CzZuoYOSJySOSZcGwsIooM4cg52tKYTDyWLr+uLgxGKRWiqkiavMbWb1/L2jvFIonQttHHVLbXAJSGQc9jxrlpzPytquQGR0YPbmUw5CeoVZhtXIpC4ODnH21yQ8I1H6C6g2JoesjHMeCBwMdL0AiYfDn6X8wf3Iiiu7oEOAnx393nUX32EeR1jMUvkoZiiu4088cF2+3+MsPW09jeJ9wzJuUACNPcEtbZkqenH8XG349j0UvJMFgNCVTNrv9V9Xpe0M+IUrdY8/jtKoNi7pAKmExJrU9PvzxXh6e14bFuCQZvEzK2qzGK5Oy0Ds5lFbC2l5Yl7AMbWzVhGMZmxNEjmWwMD0JBAQ6vdEifGrvn3mYMyEBt8srnq/ZkYu0XmF4rk8YjEYCg1HApIERkEklNn8fXaVyhbQPpdQU85g2X1MCcKzHhfFydvoDzhW5FaqJXMZa5cs059sso2kQnEJ1F/Jql+eb2K6ujHt2lavUZ4Y2UyOtV9vySut3EaRWQilnMbRXmNUYlicCSkqN+Gj1vQW1t0bGIq1nKApu6cT81v27tUbuFQ2uV/AINxOsVkIg9+ZptvqeoAZKfP5mMm4U3UVpmcEipDn3igbLNh7HoheSwLGARGBg5AmIAGz49TwWpCfi5m3TAqNZnmC1ErwAMX+g2ZPcnr2ozWIrnRtSKLWDmzVr1ix3C+FtlJbqxV0RM+ZcArO+/gOrd5zFHyeuI7Z9E/jIJSCVT66AVMahUKvHrK8PitfFtGsMlY8UggPjJZFxaPlwAL5Y+xc27buI3MtFmDgwAmqVHMSOsRTAiJWoAOCuzoic3Hwkd25qSsxnB7lcguiwEOTk5uOuzigOVvx9peCN9g2zRCZBTLj1dX4+UgiOrmMZxLZvgiMVrps+Og6+Us7hu3QXvr5ylJToqzzHnZSW6uHjI7Mrp1l/Z359EGt2nsUfx69jeJ92EAiBQAgkHItHQlSQcAx4gUCj1VkkKf6nsAQTB0bgxIVC8Td7JS0Kan85IloHYcXWU/hy3XFkn/oHXSKaYN2ec2j+kD9i2zWGj5SFhGWg8pPjsYgm6BnXDL5STuz0bb1fQgh85BIkxzZDSlILq2s8herohidiltudemvLzkpkHCJaBeHY+QJRz14bFoMAP5ldu1dXEIbB3G+zLOznsfMF6B7bzKH9rAsEhsHyLSfxbHJbPJ3QHB1aNcLmfRcQHRrs9GdzLIO4SvZ4xug4+EhZl9rj6rYlT9NZADAS4Iu1xzC8T7j4+63enou49o0x44sDOHKmAAkdm6BzeIhoQ0c8HY73/+8wNv52EfuOXsXVgrvIyc1Hm6aBmPrxPmSf+gcx4SH4f79fQlqvUAvbO2VoNHyUEhzNLahxH+oNNsvTZaypfJ6osxXHtKu251Z7TOtK5IrajU1dCU8YzPr6oNW4+8kYx+Nud+HNdrYihBAwhIAFwBBSZzorgMEvB/+HiNbB8FFI4KOQYdehy2jTVA2m/BlyOYfo8MbIyc3HI8EqjHwmHJ/99BfW7DiL05eK0KltMPyUMrxbXr02tJkaw/uEQyJhEeArx7xK44yjZ/MR1rwhFiw/hJu3dQhWK9GhVSPkXi5Cz/hH0S3qYWju6DDqmfZISWqBPl1aQCZj0bFNMDiWwfItp6z6nrbN1FizIxedwxtj7Z5zGPl0O4s+ZMaYOBBC8M5Xv2P1jrPIPvUPesY3Q7MQf+w5fAUtHg7AJ2tycOWGVmx3ew5fwZnLmgpjBMf9TXV/I7NO3u/c0FN01l4b8/WVY9X23Grfc1jvsBqdX5tranO+u/pmTx8XVMTVdpZ69tURtc0loOdhEY6brynFwuVVJ14XBGJVyejj1TkOw3gduUA7CkMrLeNx+JTJy4sQAoZhsPfPPDwR09ThdYwgwFcpwazxXcAypnGNRMKAERwPwmqz40O5P2zp78Llh/DeS4/j7s0SzCqveGuuxlU5D0juFQ1WbD2NuZMSUHRbB22JASu2mkIMFv94BGm92mJs3w64UVSCDb+ex9BeYQhUycDwRPxda7rDSqsvP3hIOQYqX6nFrrrKVwopxzj99zfy9pJ+Oz+ExMjXPt/q/cLzAgKpPb4vOMaUDL5iftFgtRLXCorF3KNL153A833bYeELSTAaBbvpMxQyifj/j1fnYEF6EgSBYNELSSi4ZcoHtXzLKQDA5EGReDhIZfLOAP3NKNXHG/Jj6Y0CVm+3zCe6evsZTBzoOdV4eRshnfmaUvA8zdnnjUgAdItuitnLDtqNKtHrjAgKkIte29M/P2A1V1uQniQu9FUsbpf5YpJNfTF5D5rDbmPBwGTfeUGAUim1itqa+lwMmgT5wGggNvsetb8CT3VpDl8fCfp1bQ2lnMPMcV1QUmZAcYkeAX5yvPnpPgu5v1p3DKNS2iGyTRDkUlacEwoCIJUzSHm8FfoktISEZcCB1Hl/Q+eGFErtoIt9dURtcwnwgp2BgCBUcV3NF+7shcCxVYQ8sAwjll6veF1y52YOrzPoeShlHPSM6XtKqxmiDNCFHFdjt3oZT8SwReBeXilticFKlzRaHS5f14qDimC1EjxPkHtFg9nLsvD19B4IaeCDCf0jTB00rZpLqSGlZQJmV/BOBsyFB5yfkJ1lq07M7bRn19J21xXUHt8fLAerUKrpo+Pwxdpj4jm5VzR467MDyHwxCTuyLmNorzCbv7m2xCD+bcpXKeDtL3/HvEkJeOuz/RbPnb0sSyx0RH8zSk3whvxYRqOdfKL9PEdG1k4aBJamQfBKqlulWq8zggHAM4zdPMPBaiUGJbexKDJzu1hvU1/8lDIx7PardcfF3HzBaiXmT060KtL0wco/sTA9CRIQq5Q3Lw+JwuIfj4jht+P6RWD6FwcsZFw6rbvNvIMTBkSgWYgKgmAal4CFaTOJB3ieLx8jOE+16ViEQqk5rLsFqC+Yk/BOHx2HhemJmD46DvHtQ0y5BBxeZxoIVMSUg8DxT8MysHmdw8kfQ/DykCjxOrPRr3KWXF6socbXwbSwx/A8JISA4flqLfRRXAfHsSAcK+ZlrEiwWgmDkbfo8M2LfOaKXRV1YtroOOzKvmzx9/q958S/OYYp1wOB7sRRaoX9zRHnh0NJOBavpFnqvDkxt9Oxa7s9LwyMYo3eIGDFVlPS84XpiRjXLwJ+PlKLPEnAvUld99hmuFtmwPTRcVb6tnb3OYvzCTHlL5XYHUt4ih8WxZuo7ZjWlZg3YCriyk2QakFtd72D5wUwvIBgtY/d8ax5bM3ZGVtLOFMuvQA/y+J2tsbW5mJNt4vLMHtZlrjQB9xbOLS5oEgIygSCBuVehkundcfMcV2w98888R4VvQYrymdvbgoCMLwAjghgeB6MUaBjegrFw/GUzS+vR8YxNpPwyjgGBgfrW3IpYzPxulzKwNG6WMVKphWLbUilDOzm/CWMWKbdHPKwed8FTOjvOOSBAWxeN3GA54RKUGqOOSfPguWHoFYp8NqwGIviA6aFDMtd6bW7z4keKj9sO43JgyLRuKEvNHfKIJMwGJPSAWNSO4BjGdzV6bEzO0+8l85g9Mi8ehTvgbNXhZljTHFnTkQuYRCokluEEAeq5JBLGJQ6O00IsW2DJ/SPcPKDKXWBhGWtQqkyX0y08vabNjoOK7adxC2tHiOfCYeEY0R9M/IC5DJOXCA0ewcqFRwUHAPY8OCgRYsotaW2Y1pXYt6AcVQZ1e1Q2/3AUXlsXVlHZ4yOg0zCQK2SA7D02s+9osHmfRew8IUk8DzB1QKtWATDVkSNefxj6/O/87VYvf0sRj4TbvH8l4dEIe9GsejZp1bJxevN/YaMo0XwKJT6Al3sqyP0PLGTe89xfpMyg+2cIxP6Rzi8zmggWLMj1+K6NTtyMdHBwp1CbrsqmELOoqzEvvnmCMGw3mGY/92962aMiQNHqAu1N1MxJ485dNw8sTTn3AtUySw6fI1WB7mMw6tp0VD7y1F4qxQfrcoRBw2TB0VCJuWg9pejTM9jYXqieC+NVudR+X4o3odMYnuTQyZhYXByZcOSMgE7sy6jR1xzcCzAC3LszPofUpJaOV2nJYDNyn104O0d2ArjlUhYqHwlos0N8JPj+60nkXXyBqaPjsPHq3OgVikw4ulwsRhSfPsQzJ6QgBKdASofKXzkHPS6e6vcNJ8Rpa6o7ZjWlXAsgwA/eaXKqHJwLANP0Xpqux88Ko+tV2w9bZU/1SgQlOqNMBoFZIyKw6Lv7+nHsF5hkBACCQuoVQpxg2dX9mUr55Dpo+OgkLJWC3OvpEVhxdbTGJTcxiq/+ydrcjCuXwSWbTxu2jCSslb9hkHP0/6EQqkn0MW+OqL2Ofvs5Bzp28HhdUZBsHOd/Vx/pWU8Tl0stCi0cejkdag6NHEYz83zAgKVVeeooHgXlXWWZRjMXpZldd7Q3mF46V+d0ChQCamEBSEA68fgvR8OW4UTPBykgkxqqtib/tkBq3t5Ur4fivdRWmbEtgOXMHNcl/IFN2D93nP4V49Qp+sVLwhY/+tFrP/1osXnfRJaOP/Z1cwTRPFMKobxmjfnlq47gTdHxqBZiEoMQzf35yofqThR/GGb6Tq1vxxqlRzFpQYE+skhAbFY6ANoPiNK3eENOftKy4zYsPc8BjzRRtyAcVV/UF2o7X7wqNx2zHmrK+ZPFcAi8/vDYpGOcf0iEOAnQ6MAJSQViltUXnCTcYzVApxeZ7Q4j2UZvP/Dn8i9ohH7korka0rRvIkKC9MTxYU9W/0G7U8oNUVv4BEUpKrRNboyI7R3Sqs+kVJrPKU/9HrMeRms3KtZBuDt5+Zw5XWCQPD1xpP4euNJi89j2zle7APuGf2gIBUKCrTU6NcDKuuQvRCB/KJSi/AzAFg2o4fNfFMcCwh6HrAXblmFXlMojuBYFsfOF2Jndp74WbBaiaG9wpzuJsHZSbTOsSzAO98iUhvsvXCs7Wq85vxHEgCkgs2saItzr2iwYPkhMZH6guWHTJNGQu0oxXnUdmzqStzZH9QEarsfLKrTdirm2TPbeABYOq0HGHJvIbjygpuBR5ULcwSMOD63G/rLMqZce854AZQHFpmUQ+rUjTW6ZvMH/aB1kjwUE7RARx0hAaySaZtd9T3lOnsJvCUelHCZ4joq65A5RKCyTpmLbpgxJxd2pH+11WsKxRFSKYOMUbEWemXOVepsZBys2se08tw2FIojqmMPK55jzo1aOUn72t3naNENikvwhj5cVp67unJ/IJPSqQ3FfVTL3jtxPlZVX+Jp7ZhCoTiXB7K9X7p0CRkZGbh16xYCAwORmZmJ5s2b39c9K7rq1yS/gSuv40AwY3Qc5lfI6zBjdBw4UPfsBxFbOlQ5REDGMRjaKwyXrt2xyBHC8MSh/tVWrykURxCDAD8fKWaN7wKWAQQCSCQMiMH5emXQ82ikkmFhehJ4QQDHspBxoBXGKVVSnVC+yjZTJmWR+UIS9EYB1wqL8cM2U95Tmu+L4gq8IfxUMPA2+wPBUyqIUB5IqjP+deZ8zFZfsig9CUZBgEIuATHwHtWOKRSKc3kgF/tmzpyJYcOGoV+/fti4cSPeffddrFix4r7vW9v8Bq66jucFBNIFGEoFqgoRMPCOk7470j+a74NS1/C8ADnHgpMybpmAWua24T2mKiXF86lOKF9FmymULyIrOBbNQlSY+lw07bMpLsXTw0/d3R9QKPaoavzr7PmYrb5EAlPBj4ICGjRJoTxIPHC+7jdv3sSpU6eQkpICAEhJScGpU6dQVFTkZslcA88LphxBhJjyNdBBEaUKqM5QPAmzPgarfag+Uuo91P5SKPah/QHFW6G2nUKhuIIHbrHv+vXrCAkJAceZEi1xHIfg4GBcv37dzZJRKBQKhUKhUCgUCoVCoVAo98cDGcZ7vzRs6OduEdxKTctqPwh4+jsx66yny2kPb5Ub8F7Z3S13deysu2V0F/R7eybVHRt4+vfwdPkAz5fR0+UzU190FqAy1hWeLqMnzcE8/V3ZgsrseirrrLd/n7pEb+Br9D70Bh4yqe3KeN70Xl0p6wO32NekSRPcuHEDPM+D4zjwPI/8/Hw0adKk2ve4ebMYgkCcKKXnYs7dQrlHdd6JTlB+/gAAIABJREFUuw3QzZvFaNjQzyt/O2/WOW+V3Sy3O/W2Kjvrre/2fqHfu+rz3EV1xgae/vt5unyA58tYU/mozt4/VMa6ob7YWVfgDb9nZR5kmT1FZ+19H3fPE92FTMohderGap+/+YN+dt+ft+i2q+3sA7fY17BhQ4SHh2PLli3o168ftmzZgvDwcDRo0KDa92DroDS6N/Ogf39bePo7Mcvn6XLaw1vlBrxXdnfLXZ3nu1tGd0G/t2dSXfnqy/dwJ54uo6fLZ6a+6CxAZawrPF1GT5LPk2SpLlRm11NZfm//Pu7G3vvzpvfqSlkZQoj7t0dczIULF5CRkYE7d+7A398fmZmZaNmypbvFolAoFAqFQqFQKBQKhUKhUO6LB3Kxj0KhUCgUCoVCoVAoFAqFQqmPPHDVeCkUCoVCoVAoFAqFQqFQKJT6Cl3so1AoFAqFQqFQKBQKhUKhUOoJdLGPQqFQKBQKhUKhUCgUCoVCqSfQxT4KhUKhUCgUCoVCoVAoFAqlnkAX+ygUCoVCoVAoFAqFQqFQKJR6Al3so1AoFAqFQqFQKBQKhUKhUOoJdLGPQqFQKBQKhUKhUCgUCoVCqSfQxT4KhUKhUCgUCoVCoVAoFAqlnkAX+yjVJjk5GU899RT69euHfv36Yd++fe4WyaVkZmYiOTkZoaGhOHv2rPj5pUuXMGTIEPTu3RtDhgzB//73P/cJaQNPkk+j0WD8+PHo3bs3UlNT8eKLL6KoqAgAcPToUfTt2xe9e/fG888/j5s3b4rX1faYM/jss88sdMAb5C4rK8PMmTPRq1cvpKam4p133gHgWDdqe8wVuPv57sBR23kQqNzuvA136Kw32VtPtqv1zX5WF2+Q0964zJPwFtudnp6Ovn37on///hg2bBhOnz7tbpFchj092rt3LwYMGIDU1FQMHz4ceXl54jF3t/HayOxoHueKMak39Ul1jSt0wtH7DQ0NRWpqqvjb5+bmitft3r0bTz31FHr27IlXX30VpaWlTj1mxp4+OkMX7keH/v77b1HGfv36ITk5GXFxcQ6/g7tktQmhUKrJk08+SXJzc90thtvIzs4m165ds3oPI0aMIBs2bCCEELJhwwYyYsQId4loE0+ST6PRkD/++EP8e9GiRWTatGmE53nSo0cPkp2dTQghZMmSJSQjI4MQQmp9zBmcOHGCjB07VtQBb5F77ty5ZP78+UQQBEIIIQUFBYQQx7pR22OuwN3Pdwf22s6DQOV25424Q2e9xd56ul2tb/azuniDnPbGZZ6Et9juO3fuiP/fsWMH6d+/vxulcS229OjWrVskLi6OXLx4kRBiagPPP/+8eI2723htZLbXTlw1JvWWPskZuEInHNmatm3bkuLiYqtriouLSUJCArl06RIhhJDp06eTTz/91GnHKmJLH52hC3WtQ/PmzSOzZ8+2+x08SVZCCKGLfZRq48mDKVdS8T0UFhaSmJgYYjQaCSGEGI1GEhMTQ27evOlOEUU8Xb6ff/6ZjBo1ivz111/kmWeeET+/efMm6dSpEyGE1PpYXVNWVkb+9a9/kby8PFEHvEHu4uJiEhMTY9XJO9KN2h5zBe5+vqdgbjv1HVvtztvwFJ31RHvr6Xa1vtnP6uItcprxJtvgDbZ7/fr1ZMCAAe4Ww+VU1KO//vqLPP300+IxjUZD2rZt63FtvLoyVz63Iq4ck1bEE/skZ+Aue1rR1thb7Nu2bRuZMGGC+PexY8dEHXLGsYrY0kdn6EJd6lBZWRmJj48nJ06csPsdPEVWM5Kqff8olHu8/vrrIIQgJiYGr732Gvz9/d0tklu5fv06QkJCwHEcAIDjOAQHB+P69eto0KCBm6XzbPkEQcCqVauQnJyM69ev46GHHhKPNWjQAIIg4NatW7U+FhgYWKfyfvzxx+jbty8eeeQR8TNvkDsvLw+BgYH47LPPkJWVBV9fX7zyyitQKBR2dYMQUqtjrtApT9ZpV1Gx7dR3bLU7b8MTdNZT7a2n29X6Zj+riyfobH3E0233jBkzcODAARBCsGzZMneL41ZatGiBwsJCHDt2DJGRkdi8eTMAeHQbdySz+dm25nGuHJOa8dQ+yRm4w57asjUjRowAz/Po2rUrXnrpJchkMqt3+NBDD+H69eui3HV9rDKV9dEZulCXOrR7926EhISgffv2dr9DVW3K1fpOc/ZRqs3KlSuxadMmrF27FoQQzJkzx90iUbyYuXPnwsfHB8OHD3e3KFWSk5ODEydOYNiwYe4WpcbwPI+8vDy0a9cO69atw+uvv46XXnoJJSUl7haNUku8qe3cD97c7jwNT9QZb/h9qf2k1CWe2A4rMn/+fOzduxdTpkzBe++9525x3IpKpcLixYuxcOFCDBw4EDdv3oS/v7+4YOOJVCWzJ83jPL0teDuV3+/evXuxbt06rFy5EufPn8eSJUvcLKFn6WN1Wbt2LQYNGiT+7Q3fgS72UapNkyZNAAAymQzDhg3DkSNH3CyR+2nSpAlu3LgBnucBmCYG+fn54rtyN54qX2ZmJi5fvoyPPvoILMuiSZMmuHbtmni8qKgILMsiMDCw1sfqkuzsbFy4cAHdu3dHcnIy/vnnH4wdOxaXL1/2aLkBkw5IJBKkpKQAADp27Ai1Wg2FQmFXNxzpjbt1yt3PdzeV2059xl67279/v7tFqxHu1llPtbfeYFfrm/2sLt4ipzfhTba7f//+yMrKgkajcbcobiUhIQGrVq3CunXrMHz4cOh0OjRr1syj27g9mQH78zhXjkkBz+2TnIWrdcKWrTE/y8/PD4MHD7b721+7dk081xnHKmJLH52hC3WlQzdu3EB2djZSU1Mdfgdb78DVslbEs3sbisdQUlICrVYLACCEYNu2bQgPD3ezVO6nYcOGCA8Px5YtWwAAW7ZsQXh4uMeEuXiifB9++CFOnDiBJUuWQCaTAQA6dOgAnU6Hw4cPAwBWr16Np5566r6O1SUTJkzA/v37sXv3buzevRuNGzfGN998g3Hjxnm03IDJzTs+Ph4HDhwAYKoIdvPmTTRv3tyubjjSG3frlLuf705stZ36jL12l5SU5G7RaoQ7ddaT7a032NX6Zj+ri7fI6S14uu2+e/euRZjd7t27ERAQ4HGLJq6moKAAgCkk8sMPP0RaWhp8fHw8uo3bk9nRPM6VY1JP7pOchSt1wtb7vX37NnQ6HQDAaDTil19+EX/7xx9/HMePHxerA69evRp9+vRx2jEz9vTRGbpQVzq0fv16dOvWDWq12uF38ARZK8IQQkiVZ1EeePLy8vDSSy+B53kIgoBWrVrh7bffRnBwsLtFcxnz5s3D9u3bUVhYCLVajcDAQGzduhUXLlxARkYG7ty5A39/f2RmZqJly5buFlfEk+Q7d+4cUlJS0Lx5cygUCgDAI488giVLluDIkSOYOXMmysrK8PDDD+P9999Ho0aNAKDWx5xFcnIyvvzyS7Rt29Yr5M7Ly8P06dNx69YtSCQSvPrqq+jWrZtD3ajtMVfg7ue7A0dt50GhYrvzNtyhs95mbz3VrtY3+1ldvEFOe+MyT8IbbHdhYSHS09NRWloKlmUREBCAt956yyIvVX3Gnh7NmDEDR44cgcFgQGJiIqZPnw65XA7A/W28pjJXNY9zxZjU2/qkusQVOmHv/Y4bNw7vvvsuGIaB0WhEVFQUpk+fDl9fXwDAzp078f7770MQBISHh2PRokXw8fFx2jHA8bqCM3ShLnSod+/emDFjBrp27Vrld3C3rBWhi30UCoVCoVAoFAqFQqFQKBRKPYGG8VIoFAqFQqFQKBQKhUKhUCj1BLrYR6FQKBQKhUKhUCgUCoVCodQT6GIfhUKhUCgUCoVCoVAoFAqFUk+gi30UCoVCoVAoFAqFQqFQKBRKPYEu9lEoFAqFQqFQKBQKhUKhUCj1BLrYR6FQ6i1RUVHIy8tztxgUCoVS7ygrK0NoaCj++ecfd4tCoVSLTz/9FK+//joA4O+//0ZoaCiMRqNTnpWVlYWuXbs65d4USl3z/PPPY9OmTQCAn376CSNGjHCzRBRvJDk5Gb///rtT7k3ndLWDLvZR6hRXDqQqQwdW9YOtW7di8ODB6NSpE7p06YLBgwdj5cqVIITYPD8jIwOLFy+2eSwnJwdNmzat9rPXrVuH0NBQbNu2rVayU+o3NdVNd3Ls2DGMHz8enTt3RlxcHJ599lmsXbvW3WJRnExUVJT4LywsDJGRkeLf5omcPX777Tf07Nmz1s+eMmUKOnToID5v0KBBOHLkSK3vZw9bcmo0Grz55ptISEhAdHQ0evfuje+++w7AvUXJTp06ibIlJibWuVwU15KcnGyh31FRUbhx40at7zdixAhEREQgKioKMTExeO6555Cbm1vt60NDQ3H58uVaP59S/3j99dcxbdo0i88OHTqE+Ph45Ofn1/mzKtrfgQMH4vDhw9W+/ttvv0Xfvn2tPjcajQgNDcXff/9dl+JSPJzDhw8jLS0NMTExiIuLQ1paGo4dO1Zn9zevEZj1NTk5GUuXLnV4TU3ndBQTEncLQKkb1q1bh++++w5XrlyBn58fevTogalTp8Lf39/dolmwZ88eLFmyBOfPn4dcLsfjjz+ON954AyEhIe4WjeIBfPvtt1i2bBneffddJCUlwdfXF6dPn8Y333yDwYMHQyaTWZzP83ydPn/9+vUIDAzEhg0b8PTTT9s9z2g0QiKh5vNBoqa66Qhn609OTg6ef/55TJ48GZmZmVCr1Th58iS+/vprDBo0qEb3IoSAEAKWpXuD3kBOTo74/+TkZMybNw8JCQkue356ejrS09MhCAJ+/PFHvPzyy9i/f7/Tnzt37lxwHIdffvkFvr6+uHjxIi5dumRxzs8//4zGjRs7XRaK6/jyyy/rVL/fffddDB48GDzP47PPPsObb76JjRs31tn9KQ8WM2bMQEpKCg4cOIDExESUlZXhnXfewVtvvYXg4OA6e455LDxx4kS89NJLEAQBa9aswUsvvYTff/8dDMPU2bMo9Z/i4mJMmjQJs2bNQp8+fWAwGHD48OEajXOrS3Z2NiQSCXJycjB69GiEhYVZOe7QOdf9QUfv9YBvv/0W//73v/HGG2/g8OHDWLNmDa5du4YxY8ZAr9fX2XPu10Pv559/xtSpUzFq1Cj88ccf2LJlC6RSKYYNG4Y7d+7UkZQUb0Wr1eKTTz7BzJkz8dRTT8HPzw8Mw6Bdu3b44IMPIJPJkJGRgZkzZ2L8+PHo1KkTsrKyHN7TvNP+119/ITEx0WJxcMeOHUhNTRX/vnr1KrKzszFnzhzs378fBQUF4jGz1+jSpUuRmJgo7tTu2bMH/fr1Q+fOnZGWloYzZ86I1yxduhQ9evRAVFQUnn76aezYsaOuXhXFxVRHN/fu3Yv+/fsjOjoa3bp1w6effipeb97B/Omnn/DEE09g1KhRAICXX34ZiYmJohfJuXPnxGs0Gg0mTZqE6OhoDBo0CIsXL8bQoUPF4xcuXMCYMWMQFxeH3r17W3ijvvfee+jfvz8mTJiABg0agGEYdOjQAR9//DEA4Pbt25g4cSIee+wxxMbGYuLEiRahmCNGjMDixYuRlpaGjh07Ii8vD+vWrUP37t3FHdiqvMQonolOp8Ps2bORlJSErl27IjMzEwaDARqNBi+++CLy8vLEnXaNRoM///wTgwcPRufOnZGUlIQFCxZUayzAsixSUlJQUFCAW7duATDp7NChQxETE4PHHnsMb775JoB7nnerVq1Cjx49EB0djc8//xwXL17Es88+i5iYGEydOhVGo9GunMePH0dqaipUKhVYlkXr1q3vy0uR4p3YivCoTVgZx3F45plncOHCBfGzY8eOYciQIWJbmDNnjjjGfu655wAA/fr1Q1RUlIU9/vbbb9GlSxckJSVR7+oHDLVajbfffhvvvPMOSkpK8Nlnn6Fp06YYOHAgBEHAl19+iR49eiA+Ph5TpkzB7du3AQCCIIjjg86dO2PEiBEWuvj6669j9uzZGDt2LDp16mTlwceyLFJTU1FUVISioiIAwOLFi5GRkSGec/nyZYSGhop/Dx06FOvWrbP6DsOHDwcApKSkICoqCr/88kvdvSCKR2LeKEtJSQHHcVAoFEhKSkJYWBiuXLmCkSNHIj4+HvHx8Zg6dardObwgCOJcKD4+Hq+88oo4HqhMVFQUWrduLY6DQ0NDsXLlSvTq1Qu9evUSPzN7T+t0OixatAhPPvkkYmJiMHToUOh0OgDA0aNHkZaWhs6dO6Nv375VzhXrO3Sxz8spLi7Gp59+irfffhtdu3aFVCrFI488go8++ghXr17Ft99+i8jISIvGderUKcTHx8NgMAAA/vvf/6JPnz6IjY3F2LFjcfXqVfFcW41t3rx56NatG6Kjo6vtJk4IQWZmJiZPnozU1FQoFAoEBQVh/vz5UCqVWLFiBQDLMGDAOhR47dq16NOnD6KiotC9e3esXr36/l8ixSPIycmBXq9H9+7dHZ63ZcsWTJo0CUeOHEFMTEy17t2xY0colUr88ccf4mebN2+2WOzbsGEDOnTogN69e6NVq1bYvHmzxT0KCwtx+/Zt7NmzB3PnzsWpU6cwffp0zJkzB1lZWRgyZAjS09PFwX/Tpk2xcuVK/Pnnn3jxxRfxxhtv1HnYBsU1VEc3lUolMjMzcfjwYXz11VdYtWoVdu7caXFOdnY2tm3bhm+++QYA0LVrV/zyyy84ePAg2rVrZ2H75syZA6VSiQMHDiAzMxMbNmwQj5WUlOD5559HSkoKfv/9dyxevBizZ8/G+fPnUVpaiqNHj6J37952ZRUEAQMHDsSePXuwZ88eyOVyzJkzx+KcjRs3Yu7cuThy5AgaNGiAefPm4euvv0ZOTg5Wr16N8PDwGr1DimfwySefIDc3F5s2bcK6detw6NAhLFu2DGq1WpyI5uTkICcnB2q1GlKpFO+88w6ysrLw448/Ys+ePfjpp5+qfI7RaMSGDRvQokULBAQEAAA+/PBD9OjRA4cPH8bevXsxZMgQi2sOHjyIjRs34v/+7/+wZMkSzJ8/Hx9//DF27dqF48ePY/v27Xbl7NixI/79739j/fr1NJSSct/o9Xps3rwZHTt2FD9jWRbTpk3DH3/8gdWrV+PgwYP48ccfAQArV64EYLKbOTk5YmRAYWEhtFotfvvtN8yfPx9z5swRF3QoDwZ9+vRB+/bt8dprr+E///kP5s6dCwBYvnw59u7di5UrV+K3336Dj48P5s2bJ173xBNP4JdffsGBAwfQpk0bvPHGGxb33bJlC/5/e/ceFNV1B3D8u7vIYwFlEaJIBms0htgEWbqiSJHUWE0CvkVJp9M0RhDkoZYQHIUYiYq2RE0iGigaHG1jbDLFgSpabATqNALBSIpaH9U2gkExZIIrLLi7/YPhlpWHmLSJ4u8zszPr3t1zz67nXs4995zfLz4+nqqqKvR6vc02s9lMfn4+Pj4+6HS6b1X/PXv2KPs7ceJEr30L0T+MGDECjUZDSkoKJSUlNucsq9XK4sWLKSsr4+DBg3zxxRc2N7c72717N8XFxezZs4eysjIGDRrUpa/ZUeYnn3zC+fPnGTNmjPJ6cXEx+/bt6za00saNG6mpqWHv3r2Ul5eTnJyMWq2mvr6exYsXExsbS3l5OSkpKSQmJiqD3g8iGey7z1VVVWEymZSBuA7Ozs6EhoZy9uxZ/P39OXz4sLKtoKCAadOmMWDAAIqLi8nOzmbr1q387W9/U+6gd3b7wfbkk0+Sn59PeXk54eHhLF26FJPJ1Gs9//nPf1JXV8czzzxj87parWbq1Kl9XuYzePBgsrOzqaqqIiMjg4yMDGpqavr0WXFva2xsRKfT2UzV7rgz4+fnR0VFBQBPP/00P/rRj1Cr1Tg4OPS5/LCwMAoLC4H2QfLS0lLCwsKU7fv37yc8PBxov5vVeXAF2ttqYmIi9vb2ODo68v7777NgwQLGjh2LRqNh9uzZDBgwgE8//RRo7+ANGTIEtVrNc889x/Dhw/+n8S7Ed6cvbXP8+PE89thjqNVqfH19CQsLo7y83KachIQEtFotjo6OAMybNw8XFxfs7e1JSEjgzJkzNDU1YTabOXz4MAkJCTg5OTFq1ChmzZqllHP06FG8vb2ZO3cudnZ2jBkzhmnTplFUVMTXX3+NxWLB09Ozx++j0+mYNm0aTk5OuLi4EBsbqxxfHWbPns2jjz6KnZ0dGo0GtVrNuXPnaGlp4aGHHuLRRx/9X/y04jtWUFBAQkIC7u7ueHh4EBsb2+syRT8/P/z8/NBoNPj4+BAREdGlrXT2zjvvYDAY0Ov1bNq0iaVLlypLyOzs7KitreXatWs4Ojp2uVkTHR2Ns7MzY8aM4Qc/+AGTJk3C29sbNzc3goODOXXqVI/7TU9PZ+rUqeTl5fHss88ybdq0LrO5wsLCMBgMGAwGfv3rX/fl5xL3uLi4OOX/dMmSJd+6vLVr12IwGAgICGDPnj3Ex8cr25544gn8/f2xs7Pj4YcfZsGCBb0eC9De5uPi4hgwYAChoaFotdouy8tF/7d69WqOHz/OkiVL8PLyAmDv3r386le/YsiQITg4OBAfH09RUREWiwW1Ws2cOXNwcXFRttXU1HDz5k2lzI6VI2q1WllemZOTg8FgwN/fn40bN7Js2TIJwSHumouLC7///e9RqVSkpaURFBRETEwMDQ0NDB8+nODgYOzt7XF3d+fFF1/s8Ty4d+9eli9fztChQ7G3tyc+Pp5Dhw7ZrA6YMGECgYGBpKamkpSURFBQkLItOjoaNzc3pc/cwWKx8OGHH7Jq1SqGDBmCRqMhICAAe3t79u/fz6RJkwgNDUWtVhMcHMwTTzxBSUnJ/+fHug/IAuj7XHcXoR08PT2pqalh+vTpFBQUMH/+fKxWKwcOHCAzMxNoPxCjo6MZOXIkADExMWRnZ1NbW4u3tzfw34Otw8yZM5XnCxcuZPv27Vy8eBFfX99e6wl0G6PC09NT2X4nTz31lPI8MDCQ4OBgKisr+eEPf9inz4t7l5ubG42NjTaxGTpmbk6aNAmLxQKgdJTu1vTp04mMjGTNmjX8+c9/ZsyYMUob/+STT7h8+bIy+BceHs7mzZs5ffq0MoNJp9PZDC7W1dWRn5+v3PUEaGtrU2bv5efn8+677yozZW/evNnndi7uLX1pmydPniQzM5Nz587R1tZGa2trl5sbneOFmc1mNm/eTFFREV9++aXSIW9sbKSlpYVbt27ZtPXOz2tra6mursZgMNiUN2PGDAYOHIharebatWvKef12zc3NZGRkUFZWptyxNRqNmM1mNBpNl/1ptVo2b97Mzp07WbVqFQEBAaSkpPRYvrg3Wa1WGhoalPMegLe3d69JDc6fP8+GDRs4deoULS0tmM1mAgICenx/TEwMS5YswWq1cubMGV566SXc3NwICgpi5cqVbNmyhdmzZ+Pu7s6iRYts+hMeHh7KcwcHB5t/Ozo62lzo3k6r1RIfH098fDxNTU1s27aNhIQESkpKGDBgANCeYEdi9vUvWVlZNjH7vu1yrdTUVCIiIrBYLFRVVREbG8vu3bvx9fXl4sWLbNiwgb///e80NzdjNpvv2Pd0c3Oz6Z87OTn12o5F/+Th4YFOp7O5SVZXV0dMTEyXwbjr16/j7u7OG2+8waFDh2hsbLTpH2i1WqD7vnB0dDQJCQlYrVb+8Y9/sGjRIuVmiRB3Y+TIkWzYsAFoD8GRnJzM+vXrWblyJevWraOyshKj0YjVau0xP0BdXR1xcXE2bVytVnP9+nXl3x9//HGP8fh6ut5rbGzEZDJ1m6yjrq6OoqIiPvroI+W1W7duMX78+Dt/6X5KBvvuczqdrstFaIdr166h0+mYOnUqr7/+OlevXuXSpUuo1WrlIrGuro7169ezceNG5XNWq5X6+nrlguD2g23Hjh188MEHXL16FZVKxY0bN+44iNExjfzq1atdDs6OevZFSUkJWVlZXLp0CYvFQktLC6NHj+7TZ8W9Ta/XY29vz5EjR/4vywRGjRrFsGHDKC0tpbCwUJnFB+0Dc1ar1Wb2FLQn7OgY7Ls9wLGXlxcxMTHExsZ22VdtbS2pqank5eWh1+vRaDQ2F7Xi/tKXtpmUlMTPf/5zcnNzcXBwYN26dV3Oi53bUEFBAUeOHOHdd9/l4YcfpqmpiXHjxmG1WnF3d8fOzo4vvviCESNGAHDlyhXls15eXowbN07JNnq7jtncEyZM6Hb7zp07uXjxIvv27cPT05PTp08za9Ysm6zCt7f3kJAQQkJCaGlpYcuWLaSlpSlL2MT9QaVS4eHhQW1tLT4+PkB7H6AjQVZ3QdxTU1MZP348b775Js7OzuTk5PQp/plKpeLxxx/Hz8+P0tJSgoKCGDJkCBkZGVitVsrLy3nppZcYN24cgwcPvuvv0RtXV1eioqLYuXMnV65cUb6r6P+cnJyUuE3QfhPkmyzf6ugn+/j4cOzYMXx9fXnttdeUOK0uLi7k5eVJ/DLxjQ0dOpQ33njDZql4hw8//JDS0lJ27dqFt7c3jY2NBAUF9fo3ujOVSoWvry9jx47l6NGjBAcHo9VqaW5uVt7TOS51byS5hxg5ciRz5szh/fffZ9OmTahUKgoKCnBzc6O4uLjbpbnQ3sbXr1/fbcilvmR37qntdUy++Pzzz7tMNPLy8mLmzJk2S+IfdDK39z7XcRHaeZkutM/S6OhgDxo0iODgYA4cOEBhYSHPPfeccgB5eXmxZs0aKisrlUd1dbXNnfvOB1tlZSW5ubls2bKFiooKKisrcXV1tfkD1J1HHnmEoUOHUlRUZPO6xWLh8OHDBAYGAl07ag0NDcrz1tZWEhMTWbhwIceOHaOyspJJkybdcd/i/jBw4EDi4uJYs2YNRUVF3LhxA4vFwunTp206KN2xWCyYTCbl0VNimvDwcHbt2kVFRYUy68pkMnHw4EHS09PJz89XHml6DLBmAAAHIElEQVRpaRQWFvYYjD4iIoK9e/dy8uRJrFYrN2/e5OjRo9y4cYPm5mZUKhXu7u5Ae8etc/IFcX/pS9s0Go0MGjQIBwcHqqurlSXjPTEajdjb26PT6WhubmbTpk3KNo1Gw09/+lO2bt1Kc3MzFy5csFlq+dRTT3Hp0iXy8/Npa2ujra2N6upqJYB3cnIyf/zjH8nNzVUGHM+cOcPy5cuVfTs4ODBw4EC++uortm7d2mtdGxoaKC4u5ubNm9jb26PVamVp0H0qPDycrKwsGhsbuX79Ou+88w4zZswA2mefXL9+HaPRqLzfaDTi4uKCs7Mz586dY9++fX3e19mzZ/n0008ZNWoUAAcOHKC+vh6VSqXMBOiYSXo3uqvn22+/TU1NDW1tbbS0tLB79250Oh3Dhw+/6/LF/WvEiBGYTCaOHj1KW1sb27dv/8aJ6k6cOMGFCxeU9ms0GnF2dsbZ2ZkLFy7w3nvv2bzfw8ODzz///Ft/B/FgiIyMZNOmTdTV1QHtM/qOHDkC/Ld/4ObmRnNzM1u2bLnr8s+fP8+JEyeU2YS+vr5UVFRw5coVvv76a37729/2qRyNRoObm5u07QfIhQsX2Llzp5K47cqVKxQWFjJ27FiMRiNarRZXV1fq6+vJzc3tsZznn39eySEA8OWXX3aJZf1NqNVq5s6dS0ZGBvX19ZjNZiW29owZM/joo48oKyvDbDZjMpk4fvy4TRK6B4301u9zrq6uxMXFsXbtWkpLS2lra+Py5cssW7aMoUOHKrOJpk+fzv79+zl06JBNUoLIyEhycnKUgYimpiYOHjzY4/6MRiMajQZ3d3du3brF1q1buXHjxh3rqVKpSElJYfv27RQUFGAymbh27RqrVq2isbFRyfb0+OOPU1FRQV1dHU1NTWRnZytltLa20traqsx6KSkp4dixY9/odxP3pqioKFasWEFubi7BwcFMnDiRV199lZdffrlLAOLOcnJylNhSfn5+SrbT24WHh1NRUcGECROUgbji4mIcHR2ZNWsWnp6eymPu3LmYzWbKysq6LevJJ5/k9ddfJz09nXHjxjF16lQlk9moUaNYuHAhkZGRTJw4kbNnz/a69E3c++7UNlevXs1bb72FXq8nKyuLZ599ttfyZs2axbBhwwgJCSEsLAx/f3+b7a+++ipNTU0EBwfzyiuvEBYWpsTlcXFxYceOHRw4cICQkBB+/OMfk5mZqVzUBgQEsGvXLj7++GOmTJlCYGAgaWlphIaGAvDCCy9gMpmYMGECCxYsICQkpNe6WiwW8vLyCAkJITAwkIqKCl577bVv+EuK71NiYiIjR44kPDycmTNnEhAQwKJFi4D2i8HJkyczefJkDAYDX331FStXruSDDz5Ar9eTnp6uJB7oybZt25QsuYsXL+ZnP/sZc+bMAdoHT+bOnYter2fp0qWkp6crswrvRnf1tFgsJCcnExgYSGhoKFVVVeTk5CjHjHgwuLq6snr1aiVpnZOT010t3U5PT1fa7yuvvMKyZcuU82ZKSgqFhYUEBASQlpbW5ViIj49nxYoVGAyGbgPKC9HZiy++SEhICL/85S/R6/VERkby2WefATBnzhweeughQkJClCy4fZGdna2036ioKCIiIpg3bx7QHnJkypQpTJ8+nYiICCZPntznuiYmJvLyyy9jMBi6TC4R/Y+LiwsnT54kIiICf39/5s+fz+jRo1mxYgXx8fGcOnUKg8FAdHR0l5wBnf3iF79g8uTJLFy4EL1ez/z58/9nsctTUlIYPXo08+bNIzAwkMzMTCwWC15eXmzbto3s7GyCgoIIDQ1lx44dSiioB5HKKtOi+oU//OEP7Nq1i3//+9+4uLgwZcoUkpKSlCx4LS0tBAUFMWzYMP70pz/ZfDY/P58dO3ZQW1uLq6srEydOJCMjA2jPxnv48GHl7rjZbCY1NZVDhw6h1Wp54YUXeO+991i7di0TJ07k7bff5l//+heZmZlcvnyZp59+mpqaGmWJcXFxMdu3b+f8+fPKEtw333yTRx55RKnPmjVrKCgoQKfTERUVRVpamlLG7373O7KysmhtbeUnP/kJt27dwsfHh+XLl3P8+HGSk5MpLS39Ln5yIYT4zvzmN7+hoaHBJuSCEEIIIYQQQnRHBvvE9+avf/0rSUlJ5OXlKXHRhBBCtC+jaGtr47HHHuOzzz4jKiqKdevWMWXKlO+7akIIIYQQQoh7nAz2ie/VX/7yF+rr63n++ee/76oIIcQ9o7q6mqSkJK5evcrgwYNZsGAB0dHREixbCCGEEEIIcUcy2CeEEEIIIYQQQgghRD8hCTqEEEIIIYQQQgghhOgnZLBPCCGEEEIIIYQQQoh+Qgb7hBBCCCGEEEIIIYToJ2SwTwghhBBCCCGEEEKIfkIG+4QQQgghhBBCCCGE6CdksE8IIYQQQgghhBBCiH7iP36ae1fbf9SoAAAAAElFTkSuQmCC\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["## KEEPOUTPUT\n", "cols = ['OverallQual', 'GrLivArea', 'GarageCars', 'TotalBsmtSF', 'FullBath', 'YearBuilt', 'SalePrice']\n", "#cols = np.unique(list(np.random.permutation(d._get_numeric_data().columns)[:5])+['SalePrice'])\n", "sns.set()\n", "sns.pairplot(d[cols])"]}, {"cell_type": "markdown", "metadata": {}, "source": ["### correlations"]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["## KEEPOUTPUT\n", "#correlation matrix\n", "corrmat = d.corr()\n", "f, ax = plt.subplots(figsize=(12, 9))\n", "sns.heatmap(corrmat, vmax=.8, square=True);"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Inspect categorical variables"]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual', 'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', 'PavedDrive', 'PoolQC', 'Fence', 'MiscFeature', 'SaleType', 'SaleCondition']\n"]}], "source": ["## KEEPOUTPUT\n", "ccols = [i for i in d.columns if not i in d._get_numeric_data()]\n", "print (ccols)"]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": [" MSZoning ['C (all)' 'FV' 'RH' 'RL' 'RM']\n", " Street ['Grvl' 'Pave']\n", " Alley ['Grvl' 'Pave']\n", " LotShape ['IR1' 'IR2' 'IR3' 'Reg']\n", "LandContour ['Bnk' 'HLS' 'Low' 'Lvl']\n", " Utilities ['AllPub' 'NoSeWa']\n", " LotConfig ['Corner' 'CulDSac' 'FR2' 'FR3' 'Inside']\n", " LandSlope ['Gtl' 'Mod' 'Sev']\n", "Neighborhood ['Blmngtn' 'Blueste' 'BrDale' 'BrkSide' 'ClearCr' 'CollgCr' 'Crawfor'\n", " 'Edwards' 'Gilbert' 'IDOTRR' 'MeadowV' 'Mitchel' 'NAmes' 'NPkVill'\n", " 'NWAmes' 'NoRidge' 'NridgHt' 'OldTown' 'SWISU' 'Sawyer' 'SawyerW'\n", " 'Somerst' 'StoneBr' 'Timber' 'Veenker']\n", "Condition1 ['Artery' 'Feedr' 'Norm' 'PosA' 'PosN' 'RRAe' 'RRAn' 'RRNe' 'RRNn']\n", "Condition2 ['Artery' 'Feedr' 'Norm' 'PosA' 'PosN' 'RRAe' 'RRAn' 'RRNn']\n", " BldgType ['1Fam' '2fmCon' 'Duplex' 'Twnhs' 'TwnhsE']\n", "HouseStyle ['1.5Fin' '1.5Unf' '1Story' '2.5Fin' '2.5Unf' '2Story' 'SFoyer' 'SLvl']\n", " RoofStyle ['Flat' 'Gable' 'Gambrel' 'Hip' 'Mansard' 'Shed']\n", " RoofMatl ['ClyTile' 'CompShg' 'Membran' 'Metal' 'Roll' 'Tar&Grv' 'WdShake'\n", " 'WdShngl']\n", "Exterior1st ['AsbShng' 'AsphShn' 'BrkComm' 'BrkFace' 'CBlock' 'CemntBd' 'HdBoard'\n", " 'ImStucc' 'MetalSd' 'Plywood' 'Stone' 'Stucco' 'VinylSd' 'Wd Sdng'\n", " 'WdShing']\n", "Exterior2nd ['AsbShng' 'AsphShn' 'Brk Cmn' 'BrkFace' 'CBlock' 'CmentBd' 'HdBoard'\n", " 'ImStucc' 'MetalSd' 'Other' 'Plywood' 'Stone' 'Stucco' 'VinylSd'\n", " 'Wd Sdng' 'Wd Shng']\n", "MasVnrType ['BrkCmn' 'BrkFace' 'None' 'Stone']\n", " ExterQual ['Ex' 'Fa' 'Gd' 'TA']\n", " ExterCond ['Ex' 'Fa' 'Gd' 'Po' 'TA']\n", "Foundation ['BrkTil' 'CBlock' 'PConc' 'Slab' 'Stone' 'Wood']\n", " BsmtQual ['Ex' 'Fa' 'Gd' 'TA']\n", " BsmtCond ['Fa' 'Gd' 'Po' 'TA']\n", "BsmtExposure ['Av' 'Gd' 'Mn' 'No']\n", "BsmtFinType1 ['ALQ' 'BLQ' 'GLQ' 'LwQ' 'Rec' 'Unf']\n", "BsmtFinType2 ['ALQ' 'BLQ' 'GLQ' 'LwQ' 'Rec' 'Unf']\n", " Heating ['Floor' 'GasA' 'GasW' 'Grav' 'OthW' 'Wall']\n", " HeatingQC ['Ex' 'Fa' 'Gd' 'Po' 'TA']\n", "CentralAir ['N' 'Y']\n", "Electrical ['FuseA' 'FuseF' 'FuseP' 'Mix' 'SBrkr']\n", "KitchenQual ['Ex' 'Fa' 'Gd' 'TA']\n", "Functional ['Maj1' 'Maj2' 'Min1' 'Min2' 'Mod' 'Sev' 'Typ']\n", "FireplaceQu ['Ex' 'Fa' 'Gd' 'Po' 'TA']\n", "GarageType ['2Types' 'Attchd' 'Basment' 'BuiltIn' 'CarPort' 'Detchd']\n", "GarageFinish ['Fin' 'RFn' 'Unf']\n", "GarageQual ['Ex' 'Fa' 'Gd' 'Po' 'TA']\n", "GarageCond ['Ex' 'Fa' 'Gd' 'Po' 'TA']\n", "PavedDrive ['N' 'P' 'Y']\n", " PoolQC ['Ex' 'Fa' 'Gd']\n", " Fence ['GdPrv' 'GdWo' 'MnPrv' 'MnWw']\n", "MiscFeature ['Gar2' 'Othr' 'Shed' 'TenC']\n", " SaleType ['COD' 'CWD' 'Con' 'ConLD' 'ConLI' 'ConLw' 'New' 'Oth' 'WD']\n", "SaleCondition ['Abnorml' 'AdjLand' 'Alloca' 'Family' 'Normal' 'Partial']\n"]}], "source": ["## KEEPOUTPUT\n", "for c in ccols:\n", " print (\"%10s\"%c, np.unique(d[c].dropna()))"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [{"data": {"text/plain": ["Attchd 870\n", "Detchd 387\n", "BuiltIn 88\n", "Basment 19\n", "CarPort 9\n", "2Types 6\n", "Name: GarageType, dtype: int64"]}, "execution_count": 25, "metadata": {}, "output_type": "execute_result"}], "source": ["## KEEPOUTPUT\n", "c=\"GarageType\"\n", "d[c].value_counts()"]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["## KEEPOUTPUT\n", "plt.figure(figsize=(20,8))\n", "for i,c in enumerate([\"ExterQual\", \"HouseStyle\", \"LandSlope\", \"Alley\"]): \n", " plt.subplot(2,4,i+1)\n", " k=d[[c,\"SalePrice\"]].dropna()\n", " for v in d[c].dropna().unique():\n", " sns.distplot(k.SalePrice[k[c]==v], label=v);\n", " plt.title(c)\n", " plt.yticks([])\n", " plt.legend()\n", " plt.subplot(2,4,i+5)\n", " vc = k[c].value_counts()\n", " sns.barplot(vc.index, vc.values) \n", " plt.xticks(range(len(vc)), vc.index, rotation=\"vertical\")"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Vision on mission values"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Missing values in columns"]}, {"cell_type": "code", "execution_count": 27, "metadata": {"scrolled": true}, "outputs": [{"data": {"text/plain": ["LotFrontage 259\n", "Alley 1369\n", "MasVnrType 8\n", "MasVnrArea 8\n", "BsmtQual 37\n", "BsmtCond 37\n", "BsmtExposure 38\n", "BsmtFinType1 37\n", "BsmtFinType2 38\n", "Electrical 1\n", "FireplaceQu 690\n", "GarageType 81\n", "GarageYrBlt 81\n", "GarageFinish 81\n", "GarageQual 81\n", "GarageCond 81\n", "PoolQC 1453\n", "Fence 1179\n", "MiscFeature 1406\n", "dtype: int64"]}, "execution_count": 27, "metadata": {}, "output_type": "execute_result"}], "source": ["## KEEPOUTPUT\n", "k = d.isna().sum()\n", "k[k!=0]"]}, {"cell_type": "code", "execution_count": 32, "metadata": {"scrolled": false}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["## KEEPOUTPUT\n", "ax = plt.figure(figsize=(30,15)).add_subplot(111)\n", "ax.imshow(d.isna().values.T)\n", "ax.set_aspect(12)\n", "plt.yticks(range(d.shape[1]), d.columns);"]}, {"cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": []}], "metadata": {"kernelspec": {"display_name": "p37", "language": "python", "name": "p37"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4"}}, "nbformat": 4, "nbformat_minor": 2}