{ "cells": [ { "cell_type": "markdown", "id": "6fcc6043", "metadata": {}, "source": [ "# Shapash with custom colors\n", "\n", "With this tutorial you will understand how to manipulate colors with Shapash plots\n", "\n", "Contents:\n", "- Build a Regressor\n", "- Compile Shapash SmartExplainer\n", "- Use `palette_name` parameter\n", "- Use `colors_dict` parameter\n", "- Change the colors after comiling the explainer\n", "\n", "Data from Kaggle [House Prices](https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data)" ] }, { "cell_type": "code", "execution_count": 1, "id": "48c97ace", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from category_encoders import OrdinalEncoder\n", "from lightgbm import LGBMRegressor\n", "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "markdown", "id": "a2575fa2", "metadata": {}, "source": [ "## Building Supervized Model" ] }, { "cell_type": "code", "execution_count": 2, "id": "40c1779a", "metadata": {}, "outputs": [], "source": [ "from shapash.data.data_loader import data_loading\n", "house_df, house_dict = data_loading('house_prices')" ] }, { "cell_type": "code", "execution_count": 3, "id": "3329d91c", "metadata": {}, "outputs": [], "source": [ "y_df=house_df['SalePrice'].to_frame()\n", "X_df=house_df[house_df.columns.difference(['SalePrice'])]" ] }, { "cell_type": "code", "execution_count": 4, "id": "0e3d357e", "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", "
MSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhood...EnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
Id
12-Story 1946 & NewerResidential Low Density8450PavedRegularNear Flat/LevelAll public Utilities (E,G,W,& S)Inside lotGentle slopeCollege Creek...0000022008Warranty Deed - ConventionalNormal Sale208500
21-Story 1946 & Newer All StylesResidential Low Density9600PavedRegularNear Flat/LevelAll public Utilities (E,G,W,& S)Frontage on 2 sides of propertyGentle slopeVeenker...0000052007Warranty Deed - ConventionalNormal Sale181500
32-Story 1946 & NewerResidential Low Density11250PavedSlightly irregularNear Flat/LevelAll public Utilities (E,G,W,& S)Inside lotGentle slopeCollege Creek...0000092008Warranty Deed - ConventionalNormal Sale223500
42-Story 1945 & OlderResidential Low Density9550PavedSlightly irregularNear Flat/LevelAll public Utilities (E,G,W,& S)Corner lotGentle slopeCrawford...272000022006Warranty Deed - ConventionalAbnormal Sale140000
52-Story 1946 & NewerResidential Low Density14260PavedSlightly irregularNear Flat/LevelAll public Utilities (E,G,W,& S)Frontage on 2 sides of propertyGentle slopeNorthridge...00000122008Warranty Deed - ConventionalNormal Sale250000
\n", "

5 rows × 73 columns

\n", "
" ], "text/plain": [ " MSSubClass MSZoning LotArea Street \\\n", "Id \n", "1 2-Story 1946 & Newer Residential Low Density 8450 Paved \n", "2 1-Story 1946 & Newer All Styles Residential Low Density 9600 Paved \n", "3 2-Story 1946 & Newer Residential Low Density 11250 Paved \n", "4 2-Story 1945 & Older Residential Low Density 9550 Paved \n", "5 2-Story 1946 & Newer Residential Low Density 14260 Paved \n", "\n", " LotShape LandContour Utilities \\\n", "Id \n", "1 Regular Near Flat/Level All public Utilities (E,G,W,& S) \n", "2 Regular Near Flat/Level All public Utilities (E,G,W,& S) \n", "3 Slightly irregular Near Flat/Level All public Utilities (E,G,W,& S) \n", "4 Slightly irregular Near Flat/Level All public Utilities (E,G,W,& S) \n", "5 Slightly irregular Near Flat/Level All public Utilities (E,G,W,& S) \n", "\n", " LotConfig LandSlope Neighborhood ... \\\n", "Id ... \n", "1 Inside lot Gentle slope College Creek ... \n", "2 Frontage on 2 sides of property Gentle slope Veenker ... \n", "3 Inside lot Gentle slope College Creek ... \n", "4 Corner lot Gentle slope Crawford ... \n", "5 Frontage on 2 sides of property Gentle slope Northridge ... \n", "\n", " EnclosedPorch 3SsnPorch ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", "Id \n", "1 0 0 0 0 0 2 2008 \n", "2 0 0 0 0 0 5 2007 \n", "3 0 0 0 0 0 9 2008 \n", "4 272 0 0 0 0 2 2006 \n", "5 0 0 0 0 0 12 2008 \n", "\n", " SaleType SaleCondition SalePrice \n", "Id \n", "1 Warranty Deed - Conventional Normal Sale 208500 \n", "2 Warranty Deed - Conventional Normal Sale 181500 \n", "3 Warranty Deed - Conventional Normal Sale 223500 \n", "4 Warranty Deed - Conventional Abnormal Sale 140000 \n", "5 Warranty Deed - Conventional Normal Sale 250000 \n", "\n", "[5 rows x 73 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "0cefc447", "metadata": {}, "outputs": [], "source": [ "from category_encoders import OrdinalEncoder\n", "\n", "categorical_features = [col for col in X_df.columns if X_df[col].dtype == 'object']\n", "\n", "encoder = OrdinalEncoder(\n", " cols=categorical_features,\n", " handle_unknown='ignore',\n", " return_df=True).fit(X_df)\n", "\n", "X_df=encoder.transform(X_df)" ] }, { "cell_type": "code", "execution_count": 6, "id": "e03536f6", "metadata": {}, "outputs": [], "source": [ "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=1)" ] }, { "cell_type": "code", "execution_count": 7, "id": "e3f9b97a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001422 seconds.\n", "You can set `force_row_wise=true` to remove the overhead.\n", "And if memory is not enough, you can set `force_col_wise=true`.\n", "[LightGBM] [Info] Total Bins 2986\n", "[LightGBM] [Info] Number of data points in the train set: 1095, number of used features: 66\n", "[LightGBM] [Info] Start training from score 182319.757078\n" ] } ], "source": [ "regressor = LGBMRegressor(n_estimators=200).fit(Xtrain,ytrain)" ] }, { "cell_type": "code", "execution_count": 8, "id": "d7a0c47a", "metadata": {}, "outputs": [], "source": [ "y_pred = pd.DataFrame(regressor.predict(Xtest),columns=['pred'],index=Xtest.index)" ] }, { "cell_type": "markdown", "id": "f2722d85", "metadata": {}, "source": [ "## Shapash with different colors" ] }, { "cell_type": "markdown", "id": "1d22ff9d", "metadata": {}, "source": [ "### Option 1 : use `palette_name` parameter" ] }, { "cell_type": "code", "execution_count": 9, "id": "a86f5a0b", "metadata": {}, "outputs": [], "source": [ "from shapash import SmartExplainer" ] }, { "cell_type": "code", "execution_count": 10, "id": "49eca3f0", "metadata": {}, "outputs": [], "source": [ "xpl = SmartExplainer(\n", " model=regressor,\n", " preprocessing=encoder, # Optional: compile step can use inverse_transform method\n", " features_dict=house_dict,\n", " palette_name='blues' # Other available name : 'default' \n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "cb7bbd9d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Shap explainer type - \n" ] } ], "source": [ "xpl.compile(\n", " x=Xtest,\n", " y_pred=y_pred, # Optional\n", " y_target=ytest, # Optional: allows to display True Values vs Predicted Values\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "551f1969", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl.plot.features_importance()" ] }, { "cell_type": "markdown", "id": "bf300a22", "metadata": {}, "source": [ "### Option 2 : define user-specific colors with `colors_dict` parameter\n", "\n", "The colors declared will replace the one in the palette used.\n", "\n", "In the example below, we replace the colors used in the features importance bar plot:" ] }, { "cell_type": "code", "execution_count": 13, "id": "ccc0f4ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'1': 'rgba(0, 154, 203, 1)', '2': 'rgba(223, 103, 0, 0.8)'}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first, let's print the colors used in the previous explainer: \n", "xpl.colors_dict['featureimp_bar']" ] }, { "cell_type": "code", "execution_count": 14, "id": "2e8d769f", "metadata": {}, "outputs": [], "source": [ "# Now we replace these colors using the colors_dict parameter\n", "xpl2 = SmartExplainer(\n", " model=regressor,\n", " preprocessing=encoder, \n", " features_dict=house_dict,\n", " colors_dict=dict(\n", " featureimp_bar={\n", " '1': 'rgba(100, 120, 150, 1)', \n", " '2': 'rgba(120, 103, 50, 0.8)'\n", " },\n", " featureimp_line='rgba(150, 150, 54, 0.8)'\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "e2ffbbda", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Shap explainer type - \n" ] } ], "source": [ "xpl2.compile(x=Xtest, y_pred=y_pred)" ] }, { "cell_type": "code", "execution_count": 16, "id": "46eda4e3", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl2.plot.features_importance()" ] }, { "cell_type": "markdown", "id": "10cb7c5e", "metadata": {}, "source": [ "### Option 3 : redefine colors after compiling shapash" ] }, { "cell_type": "code", "execution_count": 17, "id": "50fcc1a4", "metadata": {}, "outputs": [], "source": [ "xpl3 = SmartExplainer(\n", " model=regressor,\n", " preprocessing=encoder, \n", " features_dict=house_dict,\n", ")" ] }, { "cell_type": "code", "execution_count": 18, "id": "b431fb17", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Shap explainer type - \n" ] } ], "source": [ "xpl3.compile(x=Xtest, y_pred=y_pred)" ] }, { "cell_type": "code", "execution_count": 19, "id": "d7ae8aa5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl3.plot.features_importance()" ] }, { "cell_type": "code", "execution_count": 20, "id": "817dab2d", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl3.plot.contribution_plot('1stFlrSF')" ] }, { "cell_type": "markdown", "id": "31973654", "metadata": {}, "source": [ "- **We redefine the colors with the `blues` palette and custom colors for the features importance plot**" ] }, { "cell_type": "code", "execution_count": 21, "id": "0e96a18f", "metadata": {}, "outputs": [], "source": [ "xpl3.define_style(\n", " palette_name='blues', \n", " colors_dict=dict(\n", " featureimp_bar={\n", " '1': 'rgba(100, 120, 150, 1)', \n", " '2': 'rgba(120, 103, 50, 0.8)'\n", " }\n", "))" ] }, { "cell_type": "code", "execution_count": 22, "id": "4e80834d", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4QAAAH0CAYAAABl8+PTAAAgAElEQVR4XuydCdhN5fr/b/M8jx0phDjmkAYSHZEpUxLJPGWmyDyTKLMyyyEkKkOmMs8K/RuQmahMx3BQRP/re/db+2z73cPa89prf58ul953r/UMn3u92/689zMk+uuvv/4SFhIgARIgARIgARIgARIgARIggbgjkIhCGHcx54BJgARIgARIgARIgARIgARIQAlQCPkgkAAJkAAJkAAJkAAJkAAJkECcEqAQxmngOWwSIAESIAESIAESIAESIAESoBDyGSABEiABEiABEiABEiABEiCBOCVAIYzTwHPYJEACJEACJEACJEACJEACJEAh5DNAAiRAAiRAAiRAAiRAAiRAAnFKgEIYp4HnsEmABEiABEiABEiABEiABEiAQshngARIgARIgARIgARIgARIgATilACFME4Dz2GTAAmQAAmQAAmQAAmQAAmQAIWQzwAJkAAJkAAJkAAJkAAJkAAJxCkBCmGcBp7DJgESIAESIAESIAESIAESIAEKIZ8BEiABEiABEiABEiABEiABEohTAhTCOA08h00CJEACJEACJEACJEACJEACFEI+AyRAAiRAAiRAAiRAAiRAAiQQpwQohHEaeA6bBEiABEiABEiABEiABEiABCiEfAZIgARIgARIgARIgARIgARIIE4JUAjjNPAcNgmQAAmQAAmQAAmQAAmQAAlQCPkMkAAJkAAJkAAJkAAJkAAJkECcEqAQxmngOWwSIAESIAESIAESIAESIAESoBDyGSABEiABEiABEiABEiABEiCBOCVAIYzTwHPYJEACJEACJEACJEACJEACJEAh5DNAAiRAAiRAAiRAAiRAAiRAAnFKgEIYp4HnsEmABEiABEiABEiABEiABEiAQshngARIgARIgARIgARIgARIgATilACFME4Dz2GTAAmQAAmQAAmQAAmQAAmQAIWQzwAJkAAJkAAJkAAJkAAJkAAJxCkBCmGcBp7DJgESIAESIAESIAESIAESIAEKIZ8BEiABEiABEiABEiABEiABEohTAhTCOA08h00CJEACJEACJEACJEACJEACFEI+AyRAAiRAAiRAAiRAAiRAAiQQpwQohHEaeA6bBEiABEiABEiABEiABEiABCiEfAZIgARIwAOB/v37y+rVq33y6dOnjzRo0MDndbwgsgSM+D355JMyefLkyDbO1kiABEiABEggRghQCGMkUOwmCZBA5AnEkhC2bNlSvv32W0Gf69atG3lYFmyRQug+KHxWLPiwskskQAIkEEUCFMIowmfTJEAC1iYQS0LBD/kJn6VYil8kfxL4rESSNtsiARIgAesToBBaP0bsIQmQQJQIxJJQ8EM+hdDsjwmfFbOkeB0JkAAJxAcBCmF8xJmjJAESCIAAhTAAaBa6JZbiF0lsFMJI0mZbJEACJGB9AhRC68eIPSQBEogSgWCEYv/+/fLxxx/rur5Lly5JihQpJF++fPLCCy9IvXr1JFmyZAlG9d///le2bNkiGzdulOPHj8uvv/6q1/zjH/+Qp59+Wl599VXJmjXrffd98cUXMmDAAI+EHn74YVm2bJm+jjp+//13+fe//y3//Oc/E9xz7tw5qVWrln5/x44d2mejNGrUSI4cOSIjR46UwoULy5w5c2TPnj1y8eJFyZkzp3z++eeOawMZO/oFXl9++aWcPHlS/vjjDx0rxl65cmXlljFjRr+eBG/xcx5PoUKFZObMmTqeK1euSJYsWeTZZ5+Vdu3aSYYMGeSvv/7S8X322Wdy4sQJ+fPPP6VAgQLSunVrKV++fII+OdddsGBBmTVrluzdu1frzpQpk8ahbdu2kiNHDrfjuXv3rqxcuVJWrVqlzG/evKljL1mypDRu3FhKlCjh9j5fMcJ4zD4rgTyL7p4V9BVs8Tzh5yBt2rRSpkwZad++veTNm9djPPEMLV26VA4cOKD3pUqVSnLlyiXPPPOMrpF1/TlARYE8d349ULyYBEiABGxKgEJo08ByWCRAAsETCEQIIQ/vvvuuLFy40GMHihUrprte4sOxcxkxYoRD3tzdDJmYNm2aPPLII46XIy2EL730kixfvlyFzSiQthUrVqg4BTL227dvS6tWreTHH3/0yKxmzZoyZMgQv4JqRggbNmyosuc8HqMRCAvkedCgQfLVV18laDtRokTyzjvvqLA6F0PMsPMsWGF8rgWi+cEHHwiE0blA/nr06KEC6am8/vrrysu1GO16ilGHDh1MC2Egz6LRH6Mfr7zyio7/xo0bCfqaJk0amTt3rv6SxLncu3dPmS5ZssTj+CHhEyZMcLwe6HPn18PEi0mABEjAxgQohDYOLodGAiQQHIFAhBDZoKlTp0rKlCk1o1etWjV54IEH5Pr165qBmjRpkly4cEEzXsOHD7+vg3jt6tWr8q9//UsefPBByZYtm1y7dk2+++47ef/99zVriGzWggULEgzMzDTAUGQI0TD61r17d830OEttoGNHJgiZRzCDDFWoUEEzacionT17VmUsceLE2qY/xYwQor48efJo3UWLFhVk59asWSPjx48XyAleO336tGbm6tSpo7FEHNDfgwcP6teQHvTPVYjwNWL4xhtvCI6+gEDu3r1bxowZI7/99ptyRFbUORM7cOBAzQwmSZJEM5QQYbBA1hTP1datW7UZ1OFJRL3FCK+ZeVaCeRYNITT60bVrVylevLiO8+uvv5ZRo0Zp1s9V7HA9xojnCAU/I6grf/78cufOHfn5559l06ZNei9ia5RAnzt/niVeSwIkQAJ2JkAhtHN0OTYSIIGgCJg5duL555/XD7goly9f1g/wyDYhAwgJcC1Hjx6VJk2a6LRDTAuEUJgp+BCMjBMEcf78+Tpt07mY+ZAfCiFMnjy5ZjFd+x3M2EePHq1i9PLLL0uvXr3M4DB1jRkhxFRMjAcZO+fSr18/FUMUZNYwPdS5QNDq16+v31q8eLFKi1EMIYIAIlOM6aXOBUKJsUI4MYUTookC8TSODIGg4hcKzgXXd+zYUX+xgOzlJ598ct/rRrueYmRcbOZZ8QbY17No9ANs0UcIrXNZt26d4OzOpEmTyrZt2xzTp8+fP69TlvGzgT5irL5KMM+dr7r5OgmQAAnECwEKYbxEmuMkARLwm4C/QgixwFQ7T1k8owPNmzfXrN/QoUOlRo0apvsFScAaw969ewumOjoXMx/yQyGEWP8IWXItwYwd6xEh0GXLltW/IQqhKGaEsFmzZtKlS5cEzUFQIaqQOkgLspeu5bnnntMs5rhx43Rtm1EMIUIGD5k8d6Vv376ydu1aqVixorz33nt6CTK/+P/MmTNrlhBi51qwps6YLoqprsgyurbrKUbGdWaeFV/8vT2Lxvhfe+01QXbQtYAZ2KEgu4q1gSgGc4jk6tWr3Y4/lM+drzHydRIgARKIFwIUwniJNMdJAiTgNwF/p4wiU2hkbYwphFjfhGL87dwJiAiExLkg+4MP+t9//71u2ILNVlwLNiTBdELnYuZDfiiEENMfsTbMtQQzdmSGsO4NG5lggxqIFDYjwVpLTxuvmAmmGSHE+sDatWsnqA6b20C80R/ImbuCPiPbh7EjU2wUQ4g6deokLVq0cHsvsrwQydy5c+tmNSiYQvzpp59KuXLldOqku4LsGeKIvz2JqKcYGfWZeVZwbaDPojF+T2xRN+QfGU9IoLEm1li3WKlSJRk7dqyZECv7YH/mTDXEi0iABEjAxgQohDYOLodGAiQQHAF/hRDT4DAdzmxxnYqID/gQBV/FXVbLzIf8UAgh1s5VrVo1QReDHTt208S6tZ07d6ooGAVr+DCNEpLhb+bQjBB6Go8hhM67tLoO2hBC1zrMCBGyg8gSYkdT45kxGPraQAfCjLWmw4YNk+rVqycQUU9j8kcIg3kWnXc7dfesOAuh83RbY/wvvviiYC2lmRLsc2emDV5DAiRAAnYnQCG0e4Q5PhIggYAJ+CuERoYHH4LxodyfguMpIHUoWJuGrBWmA2LTFkOEjP4EKoTYxOPWrVsej504c+aMYz2bt2Mn3H3ID2bszpyw+Q6m0yJD+s033+gfZFcxxRC7T/pToi2E0coQBiuEwT6LgQphIBnCUD13/jxXvJYESIAE7EaAQmi3iHI8JEACISPgrxAi2wFpwRlpmGboT0Zr+vTpeqQEdu7E3+5K06ZN9WgGd0KIdWVYX4Y+GxuTuNZhrHnDDprYydO1QAI7d+6s3/ZXCIMZu7eAQQ6x5hIFRxG4HlPg7d5oC6G/awiNaaRm1xBiqimmnBrFjIjhWl/PSrDPopl+GFNGnTOEgawhDNdzF7I3EVZEAiRAAjFAgEIYA0FiF0mABKJDwF8hxFo4ZPawRT7W+GGtn9mC6ZI4l83dVvyoY/v27Y7NT9wJIbJRmG7pbndKow/Y5OOHH37QXU5xvINzcd7BMhAhDGbs3hihX9h4Befz4ew5dwfBe7o/2kKIDWkWLVp03w6k6Ct2KMV0U4zNWeBPnTol2BAGxdMuoxD2Xbt26XEYOK7DuZgRMVzv61kJ9lk00w93Qui8y2ibNm308HpfJVzPna92+ToJkAAJ2IkAhdBO0eRYSIAEQkrAXyFE4zNmzNADx1FwBiGOisDh48mSJdNNYn799VcVt82bN+uGGkbBWXvGkQtYWwixxFEI586dExw+j+yRccC5OyFEZhLZEhxHgal32LnRNUNpnNeGvkA4kDHE7plYv4dzDjE90yj+ZgiDGfvgwYN1N0+IH0Qne/bseq4fjmHAwfAYP77GMR3+bDITbSEEE/QXm7w88cQTihYbtWDnUTwHmBKMmDnvYIpjKDBenEMIIcIxDNh1ExKJGOG5QcEOqDivMhAh9PWsBPssBiqEGMuUKVNk9uzZOiyspcTxHMgKG+cQYvz4OXI+hzDQn7mQvlmwMhIgARKIYQIUwhgOHrtOAiQQXgKBCCHWu02cOFHmzZvntXMQnL179zquQbYIWcV9+/a5vQ/nzkEgcDC5OyFE5g/fd93N1HlTlBs3bgiyhJALdwU7YuIICJRAhDDQseNoAhzt4K1069ZNMGXWnxJtIcRaUByrAJlxLenSpVPBcz1PEjECj/3793scqqfssxkRQ6W+npVgn0Uz/XCXIUTf7t69qzuHYrdVT8U1ix7oc+fPs8RrSYAESMDOBCiEdo4ux0YCJBAUgUCE0Gjw0KFDuh0+sm6Y1oYPrVhbiAPdkS3C1vrIhjkXHGiPaaM4EB2ZQZxDh0wfMnmQIXxQRpbM09l5mFaKjNrhw4cFm7OgTdddMnEGHNYo4jxDZFqwaQ2Od8A6PWTmkJEKVAgDHTv6hP7gz4kTJzR7hmMVsmXLpsdPYHplyZIl/Y5ltIUQm7vgwPqZM2fqc4CdQZHtw26vmE6MIy3cFYwdIolM4dGjR3UjINwHFjjyo1SpUm7vMyNixo2+npVgnkUz/fAkhEb/8MsSTInFBjc4fB7PKX4WcN5jnTp19GfJtQTyM+f3Q8UbSIAESMCGBCiENgwqh0QCJEACJBA9AmaEKHq9Y8skQAIkQAIkcD8BCiGfCBIgARIgARIIIQEKYQhhsioSIAESIIGwE6AQhh0xGyABEiABEognAhTCeIo2x0oCJEACsU+AQhj7MeQISIAESIAELESAQmihYLArJEACJEACPglQCH0i4gUkQAIkQAIkYJ4AhdA8K15JAiRAAiQQfQIUwujHgD0gARIgARIgARIgARIgARIggagQoBBGBTsbJQESIAESIAESIAESIAESIIHoE6AQRj8G7AEJkAAJkAAJkAAJkAAJkAAJRIUAhTAq2NkoCZAACQRG4NNPP5Xhw4fLihUr5B//+EdglUT5rnnz5smECRPkq6++0gPXrV6OHDkiY8aMkYMHD8rNmzdl7NixUqlSJbfd9udaq4+b/SMBEiABEogPAhTC+IgzR0kCJBAgAQhAhQoVTN3ds2dPady4scdrFy9eLO+884588cUXkiNHDlN1ul5EIQwIW1A3vfTSS5I1a1aVwrRp03qty59rA+1UKJ6jQNsO931Dhw6Vzz//3GMzo0aNkueff15fv3z5sv5iBL9YOHnypKRMmVLy588vLVu2lDJlyoS7q6yfBEiABGxDgEJom1ByICRAApEi0KdPH1m3bp3s2LFDUqRIYbrZUHyQpxCaxh2SC69cuSLPPfecvPnmm4LdQ70Vf64NpnOheI6CaT8a99atW1d+/fVXWbt2raRPn167gJh8++230qlTJ6lcubJmb2fNmiWffPKJDBo0SGrXrh2NrrJNEiABEog5AhTCmAsZO0wCJBBtAhTC4CIQS1NGkXmqX7++9O/fXyAl3oo/1wZDMN6EcP/+/dK6dWupXr26DBs2zIFu7ty5Kn2ZM2d2fO+vv/5Scb969aqsWbMmGMy8lwRIgATihgCFMG5CzYGSAAmEioA7ITx8+LC8//77gg+vf/zxhzz88MPSoEEDwRRClHHjxsn8+fMTdGHq1KlSrlw52bp1q3Tr1s3xOqa/5c2bV15++WWpVauW4/tmM4SGdCGjsmDBAlm+fLn8/vvvOpWub9++901ZxZo4ZFV27dp1X/+MPs2cOVNKlSqlrxn14sM2PpCvXr1a8CEcfUT///zzTxk/frxmcsAB2TXwwniMYtSBe1EH6sK14IBpt7ly5bqvH7/99pt88MEHmpFFFi5btmwqB23atJFkyZIl6Bc4Y1oupGDPnj0ew+4rZu6mL0I+1q9fn6BOX9eaGYOZZ8DXcxRoLN0xM9NnxAPP8Pbt23UKJ6ZCY4p1q1at7lsfWrp0aXnsscdkxowZfv8YDh48WKeGOj+H3irBM7Rp0ybZvXu3JE2a1O/2eAMJkAAJxBsBCmG8RZzjJQESCJqAqxBCLLBuqUSJEtKrVy/9IAwhwYf3V199Vbp27aptms3sQLAuXbokK1eulMmTJ+vaNWMTE3+F8MUXXxR8GK9YsaKcOnVK3njjDZVVCJZRApGImjVrytNPPy1PPfWUHDhwQKfvtW3bVs6ePavSWb58efnuu++0PWRsOnfunEAIq1atqvc/++yzcubMGRkyZIhK3KJFiyRDhgx6/S+//CKvvfaaSiLYQpK///57GThwoBQtWlTZOItqtWrVVCxR55dffin16tVzG2+zMfMn6+fpWrNjcO6ot2fA23MUSCzdMTPbZ0zXxLUjRozQ2Fy4cEF/uXHnzh2Nm1ECFUJMA61SpYrkzJlTli5d6vNn98aNG4JnE2s9IZEsJEACJEACvglQCH0z4hUkQAIkcB8BVyHs0qWLrmVatWrVfZuO4EPyZ599ptm5Bx54wLQQOjfWoUMHSZIkiYohir9C2LFjR5VVoyxcuFB3ycTGHQ8++KB+OxCJgOA1b97cUW+/fv00K4O2kB0yyoABAzSzh40/jGJkCCGQ7dq1c3z/xIkTmlVF5q99+/b6fWQzkX1Cf513JEVbyAQhw1isWDFH5hJTC8HMVzEbs1AIodkxeOqz6zMQaiF0x8xsn5988klp0qSJruMLRzGe9x49emg7vgqmlOJnDv3HVF8WEiABEiAB3wQohL4Z8QoSIAESuI+AsxAmT55cs1yYJocdRJ0Lpqy9/vrrgilvmFLp7YP83bt3dWonplGePn1ap3caBeJm7LzorxAi21agQAFHXXv37lXZMqaq4oVAhNC1XkwFRNYRUw8LFy7saG/27NkyZcoU2bJli6RJk0a/bwih67V4DR/iIX7YHAQFmUZk/N5999372Bq7vxpiatT573//W/75z396fWKRfTMbs1AIodkxmH0GQi2E7piZ7XOzZs00u4tn6plnntFMXigLfulw6NAhnVbs64iSjz76SJ8TZNOROU6UKFEou8K6SIAESMC2BCiEtg0tB0YCJBAuAs5CeO/ePZWWhg0bSu/eve9r8ujRo7oGEGvrmjZt6lUIMb0UkoXMBurDh19kBpEFwwdiZB9R/BVCTJvMlCmTo18//vij9mX06NHyr3/9S7/vSQghcd27d79v7ZYhXq71Gh/GsXYQRzQYxZ28OK8hzJ49+33MkB3EWjRMD7x165ayQEmcOLGuVUQx/sb/Y1oipuQ6r5l0bt/dM2DUayZmwQqhP2Mw+wwEIoTeYukaM3/6jJ0/J02apMIPScfZmBAyZIp9CZyvn0+DPaYWjxw50uvlyAoiO4iM5XvvvSf4RQ0LCZAACZCAOQIUQnOceBUJkAAJOAi4yxAiOwLJci7Y0ATT/cxkCLH5CjJhrh98sf7u+vXrAQuh6+Hv7oQQmT1k+LCpjLFJC8aBjWZw7pu7TWVc6w1ECD1lCLF+EJlFiB/WKYKN8+6S7h5Ff3YuNTKEZmIWrBD6Mwazz4A3IQxFLP3psxELbCZ05MgR2bZtm8yZM0eKFCkS0AYyzrHF5kTIXk6bNs3ruYJYr4s1pfj5gQz6cxQM39ZIgARIgAREKIR8CkiABEjATwKuawgxbREbqOCDaerUqR21QaaQ6cLmFlhDiLWE2DjFef2ecTFkANNOIY9GwQdsCCGm4QWaITQjhNi8Bue2YcpqoUKFHO0j84YP+OESQqwfxDpCo0C+sIYQa9qMNYTIuu7bt085GufPBSuEuN9szIIVQrRldgxmnwFvz1EoYulPn93FAjuu4pnHL0QCnbYJwXzhhRd0TS6y4p4KdnxFVr1s2bK6iRNl0M83M15OAiRAAkIh5ENAAiRAAn4TcBXCgwcP6hQ57KSI3TYxVQ5rAZGtgNBhQwyUH374Qac4YudNiI9zNg4fojF1D9M3S5YsqdNEkSHBB1zs3BlOIcRUP+zMWLBgQRVS9AtZKKwNW7duXdiEELtbIgOITN3PP/+ssvyf//xHp84a0w3PnTsnLVq0UKGGoKKPWF+J6bhLlixReYTE+pMhRCzMxiwUQmh2DGafAW/PUShiCT5m+oxfVLz11lv6jGPdJmKG3Vvxvdy5c9+3k62/u4xu3LhRf04Qc+fdSp1/WLGbKa5B3ZRBv9/GeAMJkAAJOAgwQ8iHgQRIgAT8JODuHEIIBqbr4QgGCMtDDz2kZxDij3OWBNcg44FjJTA1z9jcBdvlQwCxeyY+1GPnTKwfxNTJ//f//l9YhRDDx/mJ2JADWUms64PgYi0e1j+GK0MIacbmMZDO27dva5YHH/CN3U+NsFy8eFGvgwDgWAOIBzbKwQY0OE4D6wv9FUJDCn3FLBRCiLbMjMHsM4D6PD1HoYilP9yxSRF+eYCjQK5du6ZnRFauXFmfn3Tp0jl+svwVQjx3O3fu1M1knNfAOv+oYr0psseeCjL2OBeRhQRIgARIwDsBCiGfEBIgARIgARIgARIgARIgARKIUwIUwjgNPIdNAiRAAiRAAiRAAiRAAiRAAhRCPgMkQAIkQAIkQAIkQAIkQAIkEKcEKIRxGngOmwRIgARIgARIgARIgARIgAQohHwGSIAESIAESIAESIAESIAESCBOCVAI4zTwHDYJkAAJkAAJkAAJkAAJkAAJUAj5DJAACZAACZAACZAACZAACZBAnBKgEMZp4DlsEiABEiABEiABEiABEiABEqAQ8hkgARIgARIgARIgARIgARIggTglQCGM08Bz2CRAAiRAAiRAAiRAAiRAAiRAIeQzQAIkQAIkQAIkQAIkQAIkQAJxSoBCGKeB57BJgARIgARIgARIgARIgARIgELIZ4AESIAESIAESIAESIAESIAE4pQAhTBOA89hkwAJkAAJkAAJkAAJkAAJkACFkM8ACZAACZAACZAACZAACZAACcQpAQphnAaewyYBEiABEiABEiABEiABEiABCiGfARIgARIgARIgARIgARIgARKIUwIUwjgNPIdNAiRAAiRAAiRAAiRAAiRAAhRCPgMkQAIkQAIkQAIkQAIkQAIkEKcEKIRxGngOmwRIgARIgARIgARIgARIgAQohHwGSIAESIAESIAESIAESIAESCBOCVAI4zTwHDYJkAAJkAAJkAAJkAAJkAAJUAj5DJAACZAACZAACZAACZAACZBAnBKgEMZp4DlsEiABEiABEiABEiABEiABEqAQ8hmIGwL//ve/5a+//pLXXnstbsYcTwO9fv26pEqVSpImTRpPw46bsf7nP/+RTJkyxc1442mgf/75p9y6dUvSpUsXT8OOm7H+/vvv+m8v3p9Z7Efgv//9r6RIkUKSJUtmv8HF0YgohHEU7HgfKoTwwA+HpWzZx+MdhS3H/8ft25IsaVJJnDixLcaHD1As/yNw6/ffJVXKlEEhSRTU3bzZIJAoSSL5627ons979+4JpDB58uRxCzl0NK2HELFFicYv6xIl4k99uJ8Iu/3bG25eqB/veY/mzyulS5WIRHOm2qAQmsLEi+xAAEK4cutBSZkmsx2GY6kx8B9dS4WDnSEBEiABEiCBsBDgLyuDx3r37p9S/JGM0qtr++ArC1ENthDCtWvXytatW2X48OHy66+/Sps2bWTFihUhQhTeapo0aSKDBg2SggULem3IeYzh7ZHI66+/Li1atJCyZcsmaOru3bvKef/+/VKmTBkpUaKEfP311zJkyJBwdyvo+iGEa3aflNTpsgZdFysgARIgARIgARIgARIgAX8J3P3zjhTNk1p6dGzt761huz5gIfzpp59k1qxZ8uOPP2rnihcvLq1bt5a8efOGrbOeKo6WEDZq1EiGDh3qU+a8AVm/fr2KV8aMGWNCCHfu3CkLFiyQiRMn6tS8EydOqIQ/+eSTEY+7vw1SCP0lxutJgARIgARIgARIgARCScA2Qnjs2DHp1q2bNGzYUKpXr66LhT/77DNZuXKlTJkyRXLlyhUybshIJUmSxLQsRTJDGIwQmhmX86CtkiFEnA8ePCh9+vQJWYwjVRGFMFKk2Q4JkAAJkAAJkAAJkIA7ArYRQsgAMlq9e/e+b5wDBgzQXaTefPNNeemll2TcuHGOjOGVK1ekcePG8tFHH+m9yDBOnTpVTp48KdmzZ5cOHTpIqVKltBDBijcAACAASURBVD7cW79+fdm0aZPcvn1bZs+eLXPnzhVk065du6bCiWmNyEqimM0Qnj59WkUWu0zOnz9f70U92LkOGS/sYlerVi1p1aqVvnbq1CkZP368ZsGwe1L58uX1evw/rl+1apWOBQulmzdvLlWqVNE+Llq0SC5duqSZwx49ekjOnDk9jst5yuiWLVsE0gKpzZAhg3J48cUXE4zR9eG6c+eOTuP84YcfdGF+4cKFpXv37srVmSem1WI3qCJFikjPnj0doo3vT58+XW7cuCHVqlWTAwcOuJ0yimm4iAXaSJ8+vdaNneGKFSumU0YNvg0aNNApvGirXr16UrduXb/fEb7//nt59913Zc6cOY5727VrJ/jz2GOPybZt22TmzJmC5yplypTy6quvSs2aNfVaTzGgEPodBt5AAiRAAiRAAiRAAiQQQgK2EELsjIMP3gMHDpQnnnjiPjwbNmzQDOHSpUtl7NixkjlzZmnZsqVe8/nnn8uuXbtk1KhR+iEe3+/atatUqFBB8OF/8ODBOgUVcgYRgkzhe5AtbFiBuiGMEKU1a9aoKEDqsNWtP0KI9YWQTQjcnj17tJ9YBweBgtxATCEijzzyiMrq1atXVaDwd//+/eW5554TCA+Ka4YQa+lQ34gRIyRPnjyybNkyldrJkyfrGNyNy1kIcT8kLnfu3HL48GEV7jFjxigLbxlCCCHaAUsUtIf+Dhs2zCGERYsWlX79+unXkGKIWuXKlVU+MdUXQgmxg7CDK752t4YQY0LfjAwhJNFYQwghhEy3bdtWx3rx4kX9esaMGQ45Nfvz5E0I8RzUqVNH3nnnHXn00UcFxw2gLUxX9hYDjItrCM1GgNeRAAmQAAmQAAmQAAmEmoAthBBZH2R8IH6uG6F8++238sYbb2iGZt++fZohRFYGBfIHkUQWDVLxzTffqDgZBRkmCGbVqlVVJiBD2LTEU4FIYf0exM1fIYTEGNtb165dW8UTWScUZDmRCUQ/XAva2bFjh2MDFVchxOYwkEdMpUXBVFrII1ghS+huXN42lYHw5M+fX+XNnymjkLz27dvrNF4UtItxGRlVZPkgkci2LV68WNeBGpvCIPuHPkMeAxFCyCAyp8Y0X8T9lVdeSfDLA18/XL6EEFIPka1YsaKkSZPGUZ23GOC5pBD6Is/XSYAESIAESIAESIAEwkXAFkKIDGGNGjV0Z0xvGUJcB2GCaCBTiEzRxx9/LKlTp5b3339f1q1bd99GKji4FOIDecEfyJDzBjX4MA/BuXz5sm5mgimZyDYiW+SPECI7BiE1imtbyIwhm4YMFNqaNm2arpmDKGH6KrJ3EF0UVyGEhCH76Xz4KgQa4oppnO7G5SyEaAeZz7Nnz2r9yHyBCbKZ3oQQrHHf9u3bNcuJbOSFCxf0HrBybRebwuB1sMC0XVyPzKhRkEWF2AUihK58e/XqJS+88IJUqlTJr58rX1NG8TrGgb+RJYTcFihQQEXYUwyQPaQQ+hUGXkwCJEACJEACJEACJBBCArYQQvDwtoYQUzgxtRIFmTHIBqaBYiMa4/uYUoqsFLJW7oqrwECQOnbseN+axKZNm+o0T2T2wiWEEM60adOqHGFckFJkv7CuEAVrIpFdNDKlmEaLrCayjmbGhWuchRCZNGS9IE8QOUw/zZIli67n8yaEX3zxhaxevVqniGJN4/nz57VeTK1Fps6bECJDePz48fs2icH1ELloCuHRo0eVrbHWE6zAB+tTjWwuvgdJxxiMdZDeYsA1hCF8N2NVJEACJEACJEACJEACfhOwjRBiQxhslvLyyy9rttDYZXT58uW6fg1ZNBRkvJBJxAYkWDP41FNP6feR3YNkde7cWadn4n5ci2mVWEPnKjBoDx/0582bp1M9cfQBvh49enRYhRACW7p0aZ0iiwwmRBh9NYQQG8ygr0b2C2sSJ0yYoGNGturmzZu6pg3TGlG8ZQhxPTaQQd358uXTtX2oH5vc+BLCJUuW6IYyECgUZDU/+eQTU0J47tw56dSpk2YKwR9rNSHCI0eODLkQYrMabNRjbJTj+jXENlu2bNou2EEAJ02aJA899JAKHzKtiHmhQoV0SjLkGxvKIHOMjDPG4C0GFEK/37N4AwmQAAmQAAmQAAmQQAgJ2EYIweTQoUO64yQyfcgCYpolphpCZpwLdvTE1EdMF8XunEY5cuSIigsyh8iGYdpfly5dHGvtXKeM4trdu3dLjhw5dF0dNqjBNMdwZgjRN2zqgimgWKcGacOB7IYQYqdLZEExTROCiyM4Nm7cKAsXLlShwz0lS5Z07Mbqa8ooZAwZMWQFMc0WXDFeX0KI3UGxHhNTXJGNxVReiLmZDCHisXnzZm0XG/ZgTSbWgmKKb6gzhNh9FXEz+Ll+DeFGthXjRfnyyy+1XxgT2EMgMSUUzwqkG1lEMIIw4tlB31E8xYBCGMJ3M1ZFAiRAAiRAAiRAAiTgNwFbCaHfo+cNJBBlAhTCKAeAzZMACZAACZAACZBAnBOgEMb5A8DhR5cAhTC6/Nk6CZAACZAACZAACcQ7AQphvD8BHH9UCUAIl311QFKlyRDVfrBxEiABEohpAokSi/x1L6aHwM6TAAmQQLQI3Lt7V0oWzC5v9egYrS4kaDfRX9glhYUE4oAAhPD8hfN6HiaL/QhgIyLsBmycgWm/Ecb3iK5du6YblLFYgUAinLQbso7cvXtX/vjjDz2WisV+BLAbOD5q4v2ZxX4E8G8vNnxMmjSp/QYXxhFhI8cM6a2ToKAQhjHYrNpaBCCE+EcJGx2x2I8ANq/CBlD8R8l+scWI/vOf/+gGUyz2I4BzfrE5W7p06ew3OI5Id2nHv73OZzQTi30I4LxtyL7zxpH2GV38jIRCGD+xjvuRUgjt/QhQCO0dXwqhfeNLIbRvbDEyCqG940shtEd8KYT2iCNHYYIAhHD91j2SL9/fx1Ow2IsAPlRiuiiOImGxH4Hbt+9I8uT/O7rIfiO03oju3f1Tur/eKuyZWQqh9WIfyh5RCENJ03p1UQitF5NAekQhDIQa74lJAn/vMnpCUqfLGpP9Z6dJgARIIJIE/rz1H+nfpZE8EuZfolEIIxnVyLdFIYw880i2SCGMJO3wtRWTQoi1BrVr15ZVq1bpQlbX0qRJEz24HIecGwfc41B4bwUHybdp00ZWrFgRPtqs2ScBbC4wfPhw+fbbb+Wxxx6T/v37+7zH7AU8dsIsKV5HAiRAAiJ/C+HLFEI+DEERoBAGhc/yN1MILR8iUx30KITbtm2TJUuWyLFjx3SThty5c8sLL7wg1apVk8SJE5uqPFwX+SOE+/fv153pHnnE+zRB7JK0ceNGqVGjRri6zXpNENixY4d89NFHMnHixKCfs1GjRkn+/PnF+GUAhdBEAHgJCZAACfwfAQohH4VQEKAQhoKideugEFo3Nv70zK0Qrly5UmbMmCGtW7eWcuXK6c5fR48elWXLlkmXLl0SrCfA7lH4EylR9EcI/YFhhWuRIbPTtvn+juezzz6TgwcPSp8+fYIOB4UwaISsgARIII4JUAjjOPghHDqFMIQwLVgVhdCCQQmgSwmEEGcBvfzyy9KuXTvNCHoqmNaHLcBPnDghmG45bNgwnb45YcIE+emnnyRz5szSrFkzqVixolbRq1cvra9SpUr69fbt2zUDOX78eDl9+rR069ZNGjRoIFu3bhU8XPXq1ZO6devqtZDNDz/8UCCq2NoWU0LHjRvn15TROnXqaKYI9+XNm1frvXLlijRu3FgzUnjDcp4yimvr16/v6E+RIkWkZ8+eKmv37t2TOXPmyOrVq031Z+7cubJ+/XrBOVq5cuWS119/XYoXL659wBTVnTt3ahbz8OHDOu7y5cvL5MmTddokxovvoS8op06dUmbgji1+cS3qc7fd78mTJ3W8uAey/vTTT+sYUMB5+vTpcuPGDalataq21aJFCylbtqwsWLBALly4oDFBQTwQizVr1uj4Qzke5+cLLGbPni1YTwIezZs3lypVqii7RYsWyaVLl3QacI8ePQTnt6Bg50F3rHAPsozIbuNsK/xiA8/rmt0nuYYwgDcK3kICJBB/BCiE8RfzcIyYQhgOqtapk0JonVgE05MEQvj9999L9+7d5fPPP/d6SCyEEJkcfOjOkiWLIBPUtm1bqVChggrboUOHpG/fviokmLbnSwhbtWql90PELl68KPgaWcrs2bOrEGC635gxY1QURowYIbt37/ZLCFHv2LFjVVRbtmypzDDGXbt2CTJJrmsIcX3RokWlX79+ei3kCGJWuXJlWbt2rSxcuFDXJ6I/o0ePFkyx9bSmccOGDVKqVCnJkCGDShVkcv78+Sp7kKBJkyZp3yCJkE20BQGFoEF4evfuLR06dFCpgeRdvXpVX8ffWGP33HPPqUy7FrxWokQJZXrnzh2d/luoUCHHWMER9WAs4IuYmhHCUI7Htc/IQkOMjQzh119/rWzQ1zx58miWetOmTSqBKF27dvXIihnCYN4aeC8JkEC8E6AQxvsTEJrxUwhDw9GqtVAIrRoZ//qVQAiRuXv77bfv21wFH84xZRQFYgdpgDw88MADKm4o+BD/1ltvySeffOKY8vjuu+9K2rRpNdvoSwghgxAqY7okPui/8sor8sQTT6hYlilTRoXMaKtTp05+C+G+fftUUCE/hkzUrFlTs1DuhHDAgAGOTB4yV5AqjAX9efzxxwVZRxSIVvv27T32xzUkEOahQ4fqukYIoZHNMupCBuzTTz91TMHFNEpkXcHQtUBOse5uyJAhCV4bPHiwZMyYUbOgEGujLF68WIUdG++gQOYhlBiXGSEM53hchRB9hLQ2bNhQm0W2GH2dMmWKZje9saIQ+vdmwKtJgARIwJkAhZDPQygIUAhDQdG6dVAIrRsbf3qWQAi/++47/ZDtnCHEVEdM48P6QWSqMPUQQogMmiFFkBJkvpDVMwqmHiKjhSybLyFEVgwyYBTn6yFhmH761FNP6cvoD6ZQ+rvLKLJvjRo1UnlCphAy+/HHH2sm1J0QGjuUok3naZT+9gfCB6m7fPmySh6mPkJWkDWEEEJUDTkDR7DNkSOHgwXYQx4heKhj2rRpmp3F92/fvq0b/kB0Xcv58+d1eieyoBgvxBAZzqlTp+pZbYilUTBdFlJuRghDOR7XPrsKIUQbU3tTpUrluBRvPhBqZE+9saIQ+vNWwGtJgARI4H4CFEI+EaEgQCEMBUXr1kEhtG5s/OmZxzWE+CCOHUWdy2uvvaYZMndC6CtDOHDgQF3v9vzzz2uVWH+H7JbzGkJPQojMFe6tXr263os1cdjwxl8hxL3ILEGGsJ4MmT3jWAN/hBAZU0zfNJMhPHv2rHTs2PG+tYtNmzbVabk4VsFVCJGJRf0QVXcHbENykHWFvGHKKeQMHMDRU4EIQzoxVqzFA3fnDCFeR9YN7UIIly5dKsePH5c333xTqzx37pwKOaa7glMox+NLCPHcIDuMY0Zciy9WmMqbL18+7jLqzzsCryUBEiCB/yNAIeSjEAoCFMJQULRuHRRC68bGn5653WV0+fLlurkHskYQBAgINjHBh3NsSoJMnWuGEFIBScOmMZjqaawhxLTRAgUK6KYwkCPIHd4cIBuYHmpGCNetWyfoE+qCBCEb9sUXXwQkhMisIRuHtX9YS2hkHf0RQmMNIdY0YgdWb2sIMdUT3ObNm6eb7mADGXyNe9wJobGGENlXiCPGe+bMGcHOqlj/B6krXbq0bvICjpA4TKN0J4RbtmzRKa+YNgr5xTRbbOSDDCvEfuTIkTodE5KI+BhrCA8cOCDvvfeebjqTMmVKlWhkOCGEqCeU4/ElhHv27NGNihAzPEc4HgTrCrFZkS9WyKSCm7E5Do+d8OetgdeSAAnEOwEKYbw/AaEZP4UwNBytWguF0KqR8a9fHs8hhExgPSAEAMKBDT1efPFF+de//qUi5yqEaPbnn3/WD+9HjhzRDByEBlMUUa5fv64CgumSEJRHH31UMD3VjBAau3pCpjD1ERIHSQkkQ4i+INOJ/iALZ+zO6Y8Qoj8QZggShA27smKTE3zt7ugNiAk2wcE0UGywgymcmK7pTgjRP0yF/OCDDzSrh3WLmBKKDB0yZYgHRBRTKNOkSaOShLMW3QkhNvzBbqKoA/HAuI1dXjdv3iwzZ850u8so+gC+e/fulaxZs+o6TozB2GU0lOPxJYR4HedDYuMbxAhjLlmypG6044sVdq/Fc4qps3hmsOaVu4z69wbBq0mABOKXAIUwfmMfypFTCENJ03p1UQitF5NAeuRRCAOpLF7vgQBjAxpk2mK14OgK49iJWB2Dr34zQ+iLEF8nARIggf8RoBDyaQgFAQphKChatw4KoXVj40/PKIT+0Pq/a5FxQ1YOGTtMYUTmE9mnzp07B1CbNW6hEFojDuwFCZAACViFAIXQKpGI7X5QCGM7fr56TyH0RSg2XqcQBhAnCCGOxcBmK5hyCjHE+jxMZ4zVEi9C+MXmbyRHzlyxGib22wsBTOVOlDiR4D8W+xG4e++uJEmcxH4Ds/CI/rx9S/p1b6O/8AxnwY7ZWO+NNfks9iNAIbRfTJ1HRCG0R3wphPaII0dhggCmjOLsQuNMQxO38JIYIoB/lLAJUtKkSWOo1+yqWQJXr16VDBkymL2c14WAANbEY81/uAuFMNyEo1s/hTC6/MPdOoUw3IQjUz+FMDKc2YoFCEAIsUESNtdhsR8BbBSFzZYohPaLLUaEzbawORaL/QhQCO0XU+cRUQjtHV8KoT3iSyG0Rxw5ChMENEN484bjXEITt/CSGCIQ7gxhlsxZYoiG/bpKIbRfTI0RUQjtG1uMjEJo7/hSCO0RXwqhPeLIUZggACHEGsKcXENoglbsXaJrCBMllkRhWEJ469Z16detjR4BwxIdAhTC6HCPRKsUwkhQjl4bFMLosY9EyxTCSFAOfxsUwvAzZgsWIcBjJywSiBjsxs3rF2VA54ZS6NFHY7D39ugyhdAecXQ3CgqhfWPLDKG9Y4vRUQjtEeOYEMJ33nlH8ubNa5upfjhgfdiwYXL27Flp3ry51KlTJ2pPk6++vPTSS2Lwj1onQ9QwhTBEIOOwGgph9INOIYx+DMLVAwphuMhao15mCK0Rh3D1gkIYLrKRrTcoIZw5c6YsXrzYbY+xTfW8efPcvjZq1CjJnz+/acGzmxC+//77kihRImnfvn3Q0W7UqJEMHTpUChYsGFBdvvpCIQwIK2+yGQEKYfQDSiGMfgzC1QMKYbjIWqNeCqE14hCuXlAIw0U2svUGJYR3794V/EFZuXKlbN68WcaMGaNfQ3hwRp+7YichxK6V+IPtuc2WIUOGSNmyZaV69epmb/F4XbBC6KsvVhNCPG9JkgR2FhkzhEE/bnFbAYUw+qGnEEY/BuHqAYUwXGStUS+F0BpxCFcvKIThIhvZeoMSQueufvbZZ7Jp0yYZP368fnvv3r0yY8YMOX/+vOTJk0c6d+4sjzzyiKxfv14mTpyoW8OnTp1aypUrJx06dJDhw4fLDz/8IPiHoXDhwtK9e3fJnj271uUtQ7ht2zZBpvLKlSt6Btmrr74qNWvWVEn78MMPVVRTpEghjRs31r6tWrVKkidPLr169ZIXXnhBKlWqpG1s375dlixZotfg4Hlv/cFr2P78xIkTYky5xD1Tp06VkydPar8xplKlSiWIJsYCcUafsEX+6NGjJUeOHJpN/eqrr+T27dvy9NNP6/0YD8pPP/3ktm5wxHhwThR4YvpplSpV7msTHDCu5cuXy82bN+Wxxx6TLl26SPr06ZWra18efPDB++6HEL7yyivy+eefC7b1f+aZZ6Rjx44q+6dOnVJe4ICvy5cvLzjg3vhFAMYE/hgT+vjWW29JoUKF/HrCV6xYITt37tT+Hj58WOrVqyfVqlXzyMtb7CiEfqHnxU4EKITRfxwohNGPQbh6QCEMF1lr1EshtEYcwtULCmG4yEa23rAIISSpdevWMmDAACldurTKyMcffyxz585VyXHNEOJDPGSyQoUKOvrJkycLDiHGOjtvQgjZwfo7iM2jjz6qwnLx4kVdbwjxnD9/vmYs06VLp21CLMwKobf+QAgPHjyoYpslSxY9H6tVq1bStWtXHcP3338vgwcPllmzZrk9N2vQoEEqwkaGEEIL2enbt69DEjHltm3btiq6LVu29Fi3rwzhhg0btB9vv/22ZMuWTcaOHavCi8wgimtfXB8/CCH6glgg64s+Pvnkk9KkSROVX8SpSJEi+nf//v3lueeekwYNGqjEoo0pU6aoDOKZQGYPffCnQAgnTZqk/S5evLiKPsbjiZe3Z4lC6A95XutMgEIY/eeBQhj9GISrBxTCcJG1Rr0UQmvEIVy9oBCGi2xk6w2LEEL+vvvuO4fQYUg4DBzZoyeeeCKBELoOGfKA9XXIOvoSwvr166t8VqxYUdKkSeOoCuLy+OOPOzZsOXLkiLZvRgh99QdCCEmCBKIsW7ZMvvnmGxkxYoTjVsgQxlq1atUEEXWVsLp166qwQWpRkHGDXC1YsMBn3b6EsF+/fpqphKShXLhwQbOlkHRkKM0IYbdu3TRribJjxw4VMvxxLWvXrtXXMfZjx45J7969VSCLFSvmcfqwr8cdQmhklY1rvfHyFjsKoS/afN0TAQph9J8NCmH0YxCuHlAIw0XWGvVSCK0Rh3D1gkIYLrKRrTcsQoiNSrDWq1OnTo7RYIomphtiOqdrhhDnh82ZM0enbd66dUszURAXCAbW5nmbMopsHMQJf0Oo2rVrJwUKFNC/mzVrJk899ZT24dq1awJ5NCOEvvoDISxatKhDNjHedevWaSbMKHgDxPRGZNhci7OE3bhxQ+vJlSuXjhsFWTB8H1M9fdXtSwgh1sjmGdlX1A9JRVYSZ6qZEUKIrrFpDUSvZ8+eKuuXL1+WadOmabYU/6BjaijqHDdunI5jzZo1AqH7+eefVY4xDdaZkZlHHffv27dP+4nii5e32OE5WbP7pKROl9VM07yGBBwEKITRfxgohNGPQbh6QCEMF1lr1EshtEYcwtULCmG4yEa23rAIobsMIeQMQgAxwLq5fPnyOWTpiy++kNWrV2tGEcKAdYeQGAgFphma2WUUMoIdT7du3SrTp0/XzJRzhvDo0aPaviGEAwcO1DVvzz//vBJH+xBQrInz1R9XIVy6dKn8+OOPOkXWTHGVMAjhhAkT5OGHH05wu6+6ke3D9FRPu4yGOkOIabeQSWQIIfZp06bVqa1YE4lMHvga60iNwWA6KabuIquK9Yf+FFchxL3eeHmL3UcffUQh9Ac+r6UQWugZoBBaKBgh7gqFMMRALVYdhdBiAQlxdyiEIQYaperCIoS//PKLtGnTRrM62MQEH+oXLVrkWEOIrBIygZiKiIJMGDaUgdig4PVPPvnEpxBikxRkj8qUKaNrE5G1QqYOm7vgbwiA8xpCTGc0hBAbzuAcQIgj3qzefPNNlU/IjK/+uArhpUuXVIqwcQ4kExk+ZM1y5szp2BjHOb6uQojNdyCsb7zxhq6xQ33Hjx/XnUh91Y1psMhCGpvjuD5HX375pXKHhGO9I7J3GK8/awiRvcTRFshgQjDRr6ZNm+q0VqwRxRRO1NmnTx8dOxhifSGyedhEBlk7SH3WrFk1c3vgwAHdkObFF1/U7kLiMG7UiwLZxMYxaNedEHrj5S12FMIovcvYoFlmCKMfRAph9GMQrh5QCMNF1hr1UgitEYdw9YJCGC6yka03LEKIIezevVszScj2IfOFnS1x9iDK6dOndRdPvIYpncgaYVoipiBi905kEbGxjK8MIYQDcgWZgqw89NBD2g52MzWmDiLzh11FkXF03mUUG9CMHDlShQtZSUw3xbpHXIN6vfXHVQgxJqxRhMhiSiWmuaI+9AVS6FpchRAboUBWIG/IpkGcatSooVNcfdWNXVaxcQsEG1LqepQFBA2ZU4gVrsF6QoirMXXTzJRR511GMfUUU4GxkyjGCuHGWkSs38RU3f379ytDCDGynufOndNrS5QooTvHYoMf/HJg165djkwiRBIZzhYtWuh4MQYwNn6Z4DxlFK974+UtdhTCyL652Kk1CmH0o0khjH4MwtUDCmG4yFqjXgqhNeIQrl5QCMNFNrL1hkwII9tt/1uDDNWuXduRIfS/Bt4R6wS4qUysRzB6/acQRo+90TKFMPoxCFcPKIThImuNeimE1ohDuHpBIQwX2cjWSyGMLG+2FkUCEMLVu45zU5koxiBWm755/ZIM7PKyFPq/nYBjdRyx3G8KYSxHz3vfKYT2jS1GRiG0d3wphPaIL4XQHnHkKEwQgBCu37pXpxSz2I/AnTt/6jrgxIn/3q03lOWP239Iz46tJEvmLKGslnX5QYBC6AesGLuUQhhjAfOzuxRCP4HF2OUUwhgLmIfuxo0Q2iNcHEUwBCCEWFOJMzFZ7EcA64KxnjVp0qT2GxxHJBRC+z4EFEL7xhYjoxDaO74UQnvEl0JojzhyFCYIUAhNQIrhSyiEMRw8E12nEJqAFKOXUAhjNHAmu00hNAkqRi+jEMZo4Fy6TSG0Rxw5ChMEIIS/nT8vNWvWNHE1Lwk1ARwNk8fNWZuhaodCGCqS1qyHQmjNuISiVxTCUFC0bh0UQuvGJhQ9oxCGgmL066AQRj8G7EGECEAIP/3qgKRKmzFCLbIZZwIpkvwuI/t2kZw5coQFDIUwLFgtUymF0DKhCHlHKIQhR2qpCimElgpHyDtDIQw50qhUSCF0g33hwoWydOlSXYuEA9VxniAOvfdV1q5dK1u3btUz9LwVd+cY+qrb0+s4z2/BggUyadKkQKuw1H13795Vft9++62eQ9i/f/+Q9Y/HToQMZUAVpZBr0r9rM7dncwZUoctNFMJQULRuHRRC68Ym2J5RCIMlaO37KYTWjk+wvaMQBkvQGveHXQhxOD0ORndXHnjgAZk3b17YSSxbDFqadwAAIABJREFUtkzWrVsnJ06ckBdeeEG6devmsU18qGzcuLHMnz9fMmTIIPh606ZNUqtWLZ/9PH36tPzyyy9Srlw5CqFPWu4v2LFjh+AA+YkTJ0rixIkDrOXv20aNGiX58+eXl156Sb+mEAaFM+ibKYRBI4zrCiiE9g0/hdC+scXIKIT2ji+F0B7xDbsQIuODPygrV66UzZs3y5gxY/TrRIkSSbJkycJOElk7ZPsgdtiF0JsQQhr79OkjixYtClu/4ilDiNjjKACzBZnYgwcPagyCLRTCYAmG9n4KYWh5xlttFEL7RpxCaN/YUgjtHVuMjkJojxiHXQidMeHDPqRs/Pjx8vHHH+sH/0GDBjkumTx5smaFXn/9dZ02mD59ekHWDQ8bsnVvvvmmZM2aVa//6aefZOrUqXLy5EnJnj27dOjQQUqVKuU1KphWCUHxJIRHjx6Vfv36yZUrVxzt4Hr8dsuYMopsU/369XVqKPpVpEgR6dmzp0qP65RRZD8hwbdv35aMGTPKW2+9JYUKFdKx5cqVS8f/448/SoECBbRdM2O7ceOGvPvuu7Jv3z4d97PPPis7d+50O2UUbMaNGyenTp1Srk8//bT2FQX9nz59uqC+qlWr6hTNFi1aSNmyZXUK6oULFxycMM66devKmjVrdJxz586V9evXy7Vr13QciFfx4sW13hUrVmh/ELvDhw9LvXr1pHz58oLYoo0UKVLo98DQteDe2bNnCz4c4P7mzZtLlSpVtC0I+qVLl6RgwYLSo0cPx7RDfEh0VzfuQZYRvwhInTq1Zm0zZcoka3af5MH0UXrvohBGCbxNmqUQ2iSQboZBIbRvbCmE9o4thdA+8Y2aEOLDfbNmzfSDftq0aVXUXn75ZRk5cqR+6Ic0/fDDD/L++++rTGFd3/79+3VNH4StZcuW0rVrV6lQoYJ8//33MnjwYJk1a5Z+6PdUfAkh7jt27JjKmZEhhJA6ryGEEBYtWlSvQYFcQnAqV658nxBCWIcMGSJTpkzR/v/6668qU9myZdOxoc9Dhw6VvHnz6pggLd27d/c5trFjx+o0VmTQ8AGpV69eWr+7NYRYf1eiRAmdMnnnzh0dG4QUfWnTpo2MGDFChRZsMZ0S/TIjhBs2bFD5hqRDEufMmaNTbCF7kDr0Bf2EJN67d08ZoR0IJ/rcu3dvFXh3U2sxvRciaWQIv/76a60Lfc2TJ4/gdfxSARKIgmfAU93MEFrrjYpCaK14xFpvKISxFjHz/aUQmmcVi1dyymgsRs18n5khNM/KyldGTQgBBR/6IXTVq1cXbI4yY8YMlToUyEmOHDlUXFD++OMPXceHzCKE5JtvvlFJMArk64knntBsV7iFcMCAAY6MGDJakK127drdJ4SQL4hP3759pVixYvdNjcXYsH6yVatW2lVID+pBxhPC421sODJhwoQJ8sgjj+i94IFsnzshhCRDFrEmEtlEo2BN56FDhxzZWch4gwYNtK9mhNCVb5MmTVRu0ScIoZGdMwQbGb1PP/3UsSYQ2VYIM2TWtbgKITLIEL6GDRvqpThYHn2FaCO76a1uCqG13noohNaKR6z1hkIYaxEz318KoXlWsXglhTAWo2a+zxRC86ysfGVUhXDjxo0qEO+9954KIITilVdecQghsln48G+UOnXq6HRJbBCDP5Ado+ANB5k6YwMRd9BDlSFERg+ZPRTn6ZWuU0aRPcP4fv75Z5VVZMXQZ9c1hMgWYlzItCEj6mls2BAHUzchVGnSpNH2IYOQQndCeP78eZ3eCdnOnDmziiEymRBPrN9Ef4wC8W7btq0pIYTwoQ+XL19WyUO2F/KFrCHGi+msxlRgbBJjyL3RFv7xR6whrL6EsH379po1xdpPo+DNBwKKD4je6qYQWuuth0JorXjEWm8ohLEWMfP9pRCaZxWLV1IIYzFq5vtMITTPyspXRlUIsbYOmR+sc8O0TGQHjUwWPuhDnjp16qT8ME0SwrdkyRL56quvdO0dMnX+lEgLodG3q1ev6kY6yAp27NjRqxDiuAtvY0OGcNq0abp2D2X58uWakfN27ASmbULSMIUUU2Ehrs4ZQrwO8UbGFhlC9OH48eO6ZhPl3LlzOr0XgovpphgDYmZIcdOmTXW6K46JcBVCrMtEvZBWSKiv4pohHDhwoJQpU0Zq166d4FZfdY8ePVry5cvHXUZ9QY/Q6xTCCIG2aTMUQpsGVkTXjd+6dUvSpUtn30HG8cgohPYOPoXQHvGNqhACIbKDkBNsIoK1YkaBEGLNID7UP/zwwzpFEJk2XIOMFLJZnTt31g1LMI0QG7TkzJnzvqmRRl3GTqfIvuH/IZlYz+du90szawjNZAixoQumNCLLCeHCPdg0BlNLvWUIfY0NYon1hpAyvMlifR52anUnhFu2bNGprRBrjAvjhlBjMxj0A+s1MR0Tkvjhhx861hAeOHBA44JNZ1KmTKnskRGEEKIeSBo2zEmePLluIIOvESd3QmisIcS6S4gj1hmeOXNG//EHG9fiKoR79uzRKbLIOGLznZs3b+oU24oVKzrWJ3qqG+KMdoxNhHjsRHTftCiE0eUf661TCGM9gp77TyG0b2wxMgqhveNLIbRHfKMuhJguiezSG2+8cd/6P2MqIF6HXD366KN6jZFBPHLkiGbKICiYtojXkWWEFLoWTMXE2XbOBRvYtG7dOsG1oRJCCCpEBtk1CBs2d8E48RtQb0KIDnkbGzKlkDVk6iDRELq9e/e6FULssokppVjjiM12XnvtNalUqZKOGcd/4IxId7uM4nVIIOqFxGK6K1gbu4zi/3fv3q1rPHHOH6akYvqpOyFEXfgg98EHH2iWEn3JnTu3ZhyR+fMlhHgdU4ux8Q3GjKmyJUuW1PWZvurGhkBgjamzTz31lGZoucto9N64KITRY2+HlimEdoii+zFQCO0bWwqhvWOL0VEI7RHjiAqhO2T4sI7dJzGl0FgXh+tCeVafPUIV3lHg6Ajj2InwthS92pkhjB57tEwhjC7/WG+dQhjrEfTcfwqhfWNLIbR3bCmE9olvVIUQ0wmROcI0QGT/nAuFMLIPGYUwsrzjsTUKYTxGPXRjphCGjqXVaqIQWi0ioe0Pp4yGlqfVamOG0GoRCaw/URNCvEFgR1BMAcVukM7HIjBDGFgwg7krXoRwxdaDkipt5mBQ8d4ACaRMdEOGvNnO7bTuAKu87zZMp8ZutEmTJg1FdazDYgQohBYLSAi7QyEMIUwLVkUhtGBQQtglCmEIYUaxqqgJYRTHzKbjlACmjH77wxEp+/jjcUogusNOkTyZ1Kha+b4zOUPZIwphKGlary4KofViEqoeUQhDRdKa9VAIrRmXUPWKQhgqktGth0IYXf5sPYIEIITYkRab67DYjwCF0H4xdR4RhdC+8aUQ2je2GBmF0N7xpRDaI74UQnvEkaMwQYBCaAJSDF9CIYzh4JnoOoXQBKQYvYRCGKOBM9ltCqFJUDF6GYUwRgPn0m0KoT3iyFGYIAAhPPDDT/I4p4yaoOXfJfhAV+HJx+Wh3Ln8uzGEV1MIQwjTglVRCC0YlBB1iUIYIpAWrYZCaNHAhKhbFMIQgYxyNRTCKAeAzUeOAIRw5daDkjINN5UJNfU/fv+vvFLrSXmxetVQV226PgqhaVQxeSGFMCbDZqrTFEJTmGL2IgphzIbOVMcphKYwWf4iCqHlQ2TdDprdmRQHyrdp00ZWrFhhajA4+D5JkiTSunVrU9ebvYjnEJol5f91f9y6Jg2rlZaa1f7l/80huoNCGCKQFq2GQmjRwISgWxTCEEC0cBUUQgsHJwRdoxCGAKIFqqAQWiAI3rqwZcsWGTZsmF6C7fT/8Y9/6KYoFStWjHrPrSCEjRo1kqFDh0rBggV98qAQ+kQU8AUUwoDR8UaTBCiEJkHF4GUUwhgMmh9dphD6ASsGL6UQxmDQ3HSZQmjxOEIIZ86cKXPmzJE7d+7I5s2bZdy4cTJv3rwEZzdGeigUwkgTt257FELrxsYuPaMQ2iWSCcdBIbRvbDEyCqG940shtEd8KYQWj6MhhBBAo9SoUUMGDRrk2Bxl/fr1smjRIrl06ZJmynr06KGHf58+fVq6deumGcX58+fr7ZC4TJkyycSJEwUfsGrVqiWtWrXS13Akw5IlS2T58uVy8+ZNeeyxx6RLly6SPn16fX3r1q0yffp0uXHjhlSrVk0OHDggLVq0kLJly+rrnvrha8roqVOnZMyYMXLmzBkpVqyY9i9Dhgw6ZRSvjR8/Xk6cOKHn15UvX17HgP/HGFatWiUZM2bU7Gnz5s2lSpUqHvvBDGH4HnYKYfjYsua/CVAI7fskUAjtG1sKob1ji9FRCO0RYwqhxePoLITIEG7atEneeecdzRg++OCD8vXXX8vYsWNlxIgRkidPHlm2bJleM3nyZBUsrN2rX7++ytKePXv02hIlSkj37t3l1q1b0qFDB3n33XflkUcekQ0bNsisWbPk7bfflmzZsum1aHPIkCECqYOgDR8+XKXto48+UsnE1xBCb/347bffPK4hvHfvnrRs2VIFs2HDhrJv3z4ZOHCg1KtXT9s7efKkXL16VYoUKaJ/9+/fX5577jlp0KCBRs51yqi3fqC/a3aflNTpslo86rHXPQph7MUs1npMIYy1iJnvL4XQPKtYvJIZwliMmvk+UwjNs7LylRRCK0dHRJzXEKKriRMnlq5du0r16tW158gUQpYgUyjI8kGWpkyZIrdv33aIWPLkyfX12rVry+DBgzX7hzJgwADNulWtWlX69esnpUqVcsjWhQsXpHHjxpoxxJ8ff/xR5RAF/4CjHdwDIfTWD1zvaVOZQ4cOSd++feWTTz7RsaGgzrx587rdVGbt2rWyY8cORz9chdBbP5DBpBCG54GnEIaHK2v9HwEKoX2fBgqhfWOLkVEI7R1fCqE94kshtHgcnTOEmMaJHTiR2YNEobRv316uXLkiqVKlcowEP5zYaCVNmjQ6ZRRZQ6O89NJLmmGEcKEgw1e0aFGpU6eO1tWkSROpUKGC43qIItYwYofQRIkSaUbRKJC8tm3bqhB66wemgHoSwu3btwumcn7wwQeOepHdTJkypQrh5cuXdcwHDx5UCYXk5s6dW9dRorgKobd+IHtIIQzPA08hDA9X1kohjIdngEJo7yhTCO0dXwqhPeJLIbR4HF3XEOKNFWsC+/Tpo9k8TK8sU6aMZv5ci7GG0KwQ+soQHj9+XNt1lstevXqpEHrrh7c1hMgQImOJNZBGwa6qDzzwgArhqFGjJG3atCqeKVKk0PWBWDeIdYUoyGDifmOXUW/94BrC8D3sFMLwsWXNfxNghtC+TwKF0L6xxcgohPaOL4XQHvGlEFo8ju42lYE87d69W7NkWBc4YcIEnbJZoEAB3QwGmTAcS+GvEH755Zcyd+5cGT16tGTJkkXrxxs5pomeO3dOOnXqJFOnTtUNa7DeELI2cuRIFUJv/fAmhFhDiI1pkEHE1NWzZ89Ku3btNGMJIcSawdKlS0vdunW1LxBSTIs1hBAbzCDrWalSJY2kt35QCMP3sFMIw8eWNVMI7f4MUAjtHWEKob3jSyG0R3wphBaPozshxA8fMmOYFlqyZEnZuHGjLFy4UDd+wTRRfK93795+CyFEa/HixTo9FNNSkYHs3Lmz7uKJgiMvsDELdgDFJjTffvut7lBq7DLqqR++dhnFDqKQT6whzJw5s04Xxd8QwmPHjukOpJgSi7FBevfv3+8Qwm3btul6SfQXWUSsrfTUDwph+B52CmH42LJmCqHdnwEKob0jTCG0d3wphPaIL4XQHnHkKEwQoBCagBTgJRTCAMHxNtMEOGXUNKqYu5BCGHMh86vDFEK/cMXcxRTCmAuZ2w5TCO0RR47CBAEKoQlIAV5CIQwQHG8zTYBCaBpVzF1IIYy5kPnVYQqhX7hi7mIKYcyFjEJoj5BxFIESgBAu++qApEqTIdAqeJ8HArf/uClN61aUF2u8EDVG169f16nFSZMmjVof2HD4CFAIw8c22jVTCKMdgfC2TyEML99o104hjHYEQtM+M4Sh4chaYoAAhPD8hfNSs2bNGOht7HUxz8N5dCfYaBUKYbTIR6ZdCmFkOEejFQphNKhHrk0KYeRYR6MlCmE0qIe+TQph6JmyRosSgBBi4xwc28FiPwIUQvvF1HlEFEL7xpdCaN/YYmQUQnvHl0Joj/hSCO0RR47CBAEKoQlIMXwJhTCGg2ei6xRCE5Bi9BIKYYwGzmS3KYQmQcXoZRTCGA2cS7cphPaII0dhggCEcP3WPZIv3yMmruYl/hBIlza1dGz9mh4ZEq1CIYwW+ci0SyGMDOdotEIhjAb1yLVJIYwc62i0RCGMBvXQt0khDD1T1mhRAn/vMnpCUqfLatEexm630iW7KQO6t5JMmTJFbRAUwqihj0jDFMKIYI5KIxTCqGCPWKMUwoihjkpDFMKoYA95o2ETwrVr18rWrVtl+PDhIe+0pwr37t2rB5bfuHFD3n33XT08PdaLr0PdY318rv2/e/euPjM49P6xxx6T/v37h2yIPHYiZCgTVJQ+2Q3pTyEMH2DWLBRC+z4EFEL7xhYjoxDaO74UQnvENyghPHjwoEyfPl2OHj0qSZIkkYcfflhatWolxYsXl9OnT8svv/wi5cqVixip9u3bS7NmzeTJJ5+MWJvhbujmzZuyceNGqVGjRribskT9O3bskI8++kgmTpwoiRMnDqpPo0aNkvz588tLL72k9VAIg8Lp9WYKYfjYsua/CVAI7fskUAjtG1sKob1ji9FRCO0R44CF8Pbt29KoUSNp2LCh1KpVS+7duyc//vijpEmTRooWLRoVOvXq1ZNJkyZJrly5wto+slgQYBbfBPxl9dlnnwl+0dCnTx/flfu4gkIYNELTFVAITaPihQESoBAGCC4GbqMQxkCQgugiM4RBwIuBWymEMRAkE10MWAiRAUQ2cNWqVZI8efIETTlPGUXWZ9y4cY5r8OaQJ08elbc7d+7IvHnz5KuvvhJI5tNPPy0dOnRwuzkFjgxYsmSJLF++XJA5w5TCLl26SPr06aV58+Zy9uxZyZIli2TMmFE++OCDBH3avHmzzJw5U6eUVqtWTQ4cOCAtWrSQsmXLyqlTp3S66YkTJyRZsmRSvnx5ef311/X/MdZu3bpJgwYNNFuHrFOPHj10auMPP/wg+MescOHC0r17d8mePbu2i3rGjh0rP//8sxQrVkzXVmXIkEFat26tr//0008ydepUOXnypN6DMZcqVSpBn12njKJN1IX+Xrp0Scfer18/yZo14bo41A3uuBbZNrDt2bOntoHpvMjugkXVqlV1iqbBYsGCBXLhwgUdMwp+2OvWrStr1qxREZ47d66sX79erl27pvINTsgKo6xYsUJ27typ/Tp8+LBA0sFy8uTJ2gbOqcP36tevn2CsuHf27NnK04hplSpVtK1FixbpeAsWLKjsc+bMqffjQ6K7unEPsow4pDx16tSaqQa3NbtPcg2hiTcGfy+hEPpLjNf7S4BC6C+x2LmeQhg7sQqkpxTCQKjFzj0UwtiJlbeeBiyEkDec54ZsIOTq0UcflXTp0jna8rSGEALSuXNnFQxkFiFoEIe+fftKqlSpZPTo0fLAAw9I27ZtE/R7w4YNMmvWLHn77bclW7ZsKlwQyiFDhui1derUkSlTprjNEJ47d07atWsnI0eOlCJFisjHH38sc+bMUamDEEKerl69qq/hb6xde+6551QCDfnFdNRXX31Vz7LDP2CbNm2SChUqaNuQEtw3bNgwzZZCrnAAOsTnu+++0/FhzBDCK1euSMuWLaVr1656//fffy+DBw/WsbluyuFOCCGTkB2I7/vvv6/z8yGjrgVjKFGihE6ZBKdjx45JoUKFxKhzxIgROt6FCxfqdEqDhS8hRBwgrxBcSCI4zp8/X2UPUgfRR2wgiWABsUQ7YIIPdb1791YBdjedeNmyZfo8GBnCr7/+WutCX/FLBLwO7uCNAoae6maGMHJvUhTCyLGO15YohPaNPIXQvrHFyCiE9o4vhdAe8Q1YCDH83377TRYvXizffPONSkbp0qX1wz8yXu6EECIF8UH2x8hUQZIgeBBKFGTWIDKQEteCTBhEBJKGgixW48aNNWMImfQmhOjnoUOHZNCgQXovRAX1QDwghK4F/UdmE7IJIYTIrVy50m02FPdi/FjDiCmPaGfAgAHKxlgHh3Zz586t9UBqwAySYxS088QTT2i2zrm4E0Ks1WzatKlehnogksg2uhawhjSCkZG5xDWuLDCtEywgrWDhSwhd22nSpIkMHTpUN/GBEBrZOVwHCUVG79NPP3WwACNIba9evRL02VUIwQ3Ch6nJKHiG0FeIP3654K1uCmHk3qQohJFjHa8tUQjtG3kKoX1ji5FRCO0dXwqhPeIblBA6I8B0vjFjxui3IHjuhBBZqN27d+s0RkzFxAd6SBymHSZKlMjxgR/fx9RQ1wLhgnwYWTm8DoFClhGy5U0IIUxoA5kpo7Rp00YzkZCgy5cvy7Rp03T9Gv5xQgYUdaKvxpRRyIpRIJTIjG3fvl1u3bqldUNQMW5MmcRYnaetIqOFM9oghMjqrVu3TmXNKHjDxFRKYwMU4/vuhBBZWYwVBdlF7KiKvriW8+fP6/TOXbt2SebMmVUMK1eurPLojYUvIYTwQerADMKL2EO+IOsQwn379jnEG1KNzGOOHDkc3QNfyCOE1bW4CiFijowqhN8oePOBgOIDore6KYSRe5OiEEaOdby2RCG0b+QphPaNLYXQ3rHF6CiE9ohxyIQQOLBGD5kbTMd0FUJIEtbo4XXn9W4QmwkTJugOpb5KMBlCrEHDVERPGULIQ9q0aVUQMfUR0oP1keizOyH84osvZPXq1TpFFGIH+YKsYgolsl8DBw70mCFcunSpbsCDLKKvEowQOssrJA2ZV3BAbLxlS9G/48ePy5tvvqlVYLotpstibOhPx44dVZTz5s2rryNbiSmrWNPpKoTYgRZZWDwThvR7G7OrEIJjmTJlpHbt2glu81U3ph/ny5ePu4z6eshC8DqFMAQQWYVXAhRC+z4gFEL7xpZCaO/YUgjtE9+AhRBigCzXs88+qxt8IDsGecIGHpj+6CyEZ86c0bVe+D42WHEuM2bM0GMr3njjDV0XiGwTZMTdNM4vv/xSM174oI/NYyAlyKyZWUOIDWewhhDi524NIWQJU14xhRV1QmIwPdGTECKDiQ1ljCwXsouffPKJShMK1sthjaS7NYQYI8QTaymx4QraQWYSHJ2ndqKeYIRwy5Ytuo4Pwoqpm506ddLMKzaDcV5PCUn88MMPHWsIsdnOe++9p5vOIKsJiUdGEGNDPZA0bASEzYQg+vgaMXEnhMYaQmQ1IY6QbTwPyKpiPaNrcRXCPXv26C8MIPIFChTQzYSwrrBixYqO9Yme6kZM0I6xOQ6PnQjfGxeFMHxsWfPfBCiE9n0SKIT2jS2F0N6xpRDaJ74BCyGkAlMisXMkpg5iQxkIFUQDAuIshJiCiE1HsAmJUfDhHtk1bHaCc+cge9iUBdlDnLnnbhdKiBPWvyELhQ/6mKIIqTKmXnqbMop2sRkKplYau4xCLLBDZsmSJVV0MOUVUxNxdAb6t3//fo9CiDqwBhBjx0YwWP+HaaHGTpyoD1IF+YGUYd0kpk0i04Zy5MgRnaKK6zDtEmsosWOqsXumwSkYIcTGM9hNFIzRR2wCVKlSJa3aecdV111G8TokcO/evRoPjA19NcaG/8fUX4wHO65iSiqm4roTQuODHJ4VZCnRF0zFBQdk/nwJIV7Hzq7Y+AYsEBvECxvT+KobmV1MKUX29qmnntLNirjLaHjevCiE4eHKWv9HgEJo36eBQmjf2FII7R1bCqF94huwEMY6AmMjFUhcuM8tBCtMD33yySelevXqlkQHMTaOnbBkB0PQKWYIQwDRQxUUwvCxZc1/E6AQ2vdJoBDaN7YUQnvHlkJon/jGlRAiq4WsIjJyyFpu27ZNp0WaWdvmb8ix2cuDDz6oWVFk2pANxRl7mBZrxUIhtGJUYqdPFMLYiVWs9pRCGKuR891vCqFvRrF8BXcZjeXo+e47N5XxzSgWrogrIcSaQ6yrQ8Eul5ii+dBDD4UlTth0BtNTMUUS0y5x7iCmLVq1xIsQfrH5G8mRM5dVwxCz/UqbKrH07tpO0qVNG7UxXL9+Xad8J02aNGp9YMPhI0AhDB/baNdMIYx2BMLbPoUwvHyjXTuFMNoRCE37cSWEoUHGWmKVAKaMYu2ncaZhrI7Div3GBkPYpTeahUIYTfrhb5tCGH7G0WqBQhgt8pFpl0IYGc7RaoVCGC3yoW2XQhhanqzNwgQghNiYCJvrsNiPAIXQfjF1HhGF0L7xpRDaN7YYGYXQ3vGlENojvhRCe8SRozBBQDOEN284ziU0cQsvcSGQJXMWyzKhEFo2NCHpGIUwJBgtWQmF0JJhCVmnKIQhQ2nJiiiElgyL352iEPqNjDfEKgEIIdYQ5uQawoBCePPmdenXvbU8lDs8624D6pTTTRTCYAla+34KobXjE0zvKITB0LP+vRRC68comB5SCIOhZ517KYTWiQV7EmYCPHYiOMA3r1+U/p0aSOFChYOrKEx3UwjDBNYi1VIILRKIMHSDQhgGqBaqkkJooWCEoSsUwjBAjUKVFMIoQHfXpOsB9BbpVsS7gfMhcZj8t99+qwfd9+/fP2R9oBAGh5JCGBw/3h0cAQphcPysfDeF0MrRCb5vFMLgGVq5BgqhlaNjvm8UQg+sJk2aJLdv35aePXuapykijRo1kqFDh0rBggX9uu/mzZuyceNGqVGjhl/32e3iHTt2yEcffSQTJ07U8yKDKaNGjZL8+fM71gxSCIOhKUIhDI4f7w6OAIUwOH5WvptCaOXoBN83CmHwDK1cA4XQytEx3zcKoUWE0HzIYutKZPySJEkpCrGyAAAgAElEQVRiutOfffaZHDx4UPr06WP6Hk8XUgiDRnhfBRTC0PJkbf4RoBD6xyuWrqYQxlK0/O8rhdB/ZrF0B4UwlqLlua8UwgCEcO/evTJjxgw5f/685MmTRzp37qwH3SOrtWrVKsmYMaMejt28eXOpUqXKfS2cPHlSxo0bJ6dOndIM2NNPP61ZSOcpo8iS4Rqj4M0U7SBribJ+/XpZtGiRXLp0STORPXr0kJw5cyYYiae2cOHWrVtl+vTpei5f1apVdYpmixYtpGzZsrJgwQK5cOGCdOvWTevED3vdunVlzZo1Kndz587VPly7dk1y5colONS+ePHieu2KFStk586dkj59ejl8+LDUq1dPypcvL5MnT9Y2UqRIod+rX79+gv7i3tmzZws+HOB+g5+38eJDoru6cQ/igTikTp1aypUrJ5kyZZI1u09K6nRZ7fHTG+FRUAgjDJzN3UeAQmjfB4JCaN/YYmQUQnvHl0Joj/hSCP0UQohb69atZcCAAVK6dGlZvny5fPzxxypJKVOm9DllFGviSpQoodMY79y5I8eOHZNChQrdJ4TOXYKwQTghZLVq1ZKvv/5axo4dKyNGjFBJXLZsmWzatEmlKFGiRPeNxldbqKNIkSKycOFCwXRKrN0zI4QbNmyQUqVKSYYMGVQS58yZI/Pnz1fZg9RBXNFHSOK9e/dULNEOhBMf6nr37i0dOnRQSXMtGA9E0sgQehsv7u3atavHupkhDO2bFIUwtDxZm38EKIT+8YqlqymEsRQt//tKIfSfWSzdQSGMpWh57iuF0E8hhPx99913MmzYMMedOOgcWbInnnjCpxAOHjxYM4iNGzeW7NmzO+pwt6kMDlHH9ciWGWsZBw0apALUsGFDvRfXNGjQQKZMmZIgS+iprcWLF8uhQ4cEdaFgWifq6Nu3rykhdEXWpEkTXTeJLCmE0MjO4ToILzKYn376qWNNIKaF/vTTT9KrVy+fQuhtvJBlb3VTCEP7JkUhDC1P1uYfAQqhf7xi6WoKYSxFy/++Ugj9ZxZLd1AIYylaFEK/o+VpU5n3339fBapTp06OOiE2zzzzjNSsWdOnEGKaKbKJu3btksyZM6sYVq5c2W2GEFm73bt36/TRZMmSaXvt27eXK1euSKpUqRzt44cRQla48P3HAXhqa+rUqZpNRJbOKG3atJG2bduaEkIIH6Tu8uXLKnmYugr5QtYQQrhv3z6HbGL6KzKPOXLkcLSFf/whjxBW1+KaIfQ2XnxA9FY3hdDvx97rDRTC0PJkbf4RoBD6xyuWrqYQxlK0/O8rhdB/ZrF0B4UwlqJFIfQ7Wp6E0F2GsFmzZipXyBBC8CA6vnYZxVRKiBOmdWI9IN4wIWUQKhSswxs/frxm/rJm/d+at4EDB0qZMmWkdu3apsfk2tbatWvvyxDidWQIMU0TU0aXLl0qx48flzfffFPbOHfunGCMmB6KTGbHjh1VUvPmzauvN23aVLp3767HRLgK4dGjR7VecHOd0upuAK5C6G28vuoePXq05MuXj7uMmn5SvF9IIQwRSFYTEAEKYUDYYuImCmFMhCngTlIIA0YXEzdSCGMiTD47ySmjHhBBCPEmhjVqRoHQXLx4UcUNUxkNAYLQGWsIMXUU6wMrVarktuYtW7bo2jpMG8V0SmQalyxZohu3GEJ45swZbXfIkCFSrFix++rZs2ePTJgwQdsvUKCA4LgKrLOrWLFigvY8tYXNYNq1aycjR47U6afo/4cffuhYQ3jgwAF57733dNMZrIuElCIjCCFEnyFp8+bNk+TJk6u44mvIlzshNNYQFi1aVMUR6wwxvlu3bunaSdfiKoTexuur7mnTpmk7xuY4PHbC5/uB1wsohMHx493BEaAQBsfPyndTCK0cneD7RiEMnqGVa6AQWjk65vtGIfQihNgwxrlgzR924MQ0zpkzZ+ouow8//LB06dJFz7tD2bZtmwoURARTMKtXr35fHdj5Ejt8YkMZ7HqJ9YeQR+c1hGgDm7Rg0xajQP6MdYs4rxAbweCeNGnSSMmSJXWjFtfiqS1ct3nzZh2Du11G8TrGgN1UkZ1E5hNyZewyiv8HA0wDxbgx/RUZUndCiLrwQe6DDz7QjCjGnTt3bs04ItPpSwjxurfxeqv79OnTKrmI01NPPSUPPPAAdxk1/96Q4EoKYRDweGvQBCiEQSO0bAUUQsuGJiQdoxCGBKNlK6EQWjY0fnWMQugXLvtejMymceyEXUfJDGFwkaUQBsePdwdHgEIYHD8r300htHJ0gu8bhTB4hlaugUJo5eiY7xuF0DwrW18ZL0K4etdxnkMY4JMMIRzQuaEULnT/5kUBVhfy265fv66bLeHsSRb7EaAQ2i+mxogohPaNLUZGIbR3fCmE9ogvhdAecQx6FPEihOu37tUdTln8J/D777ekZ6c2kjVLFv9vjsAdFMIIQI5iExTCKMIPc9MUwjADjnL1FMIoByDMzVMIwww4QtVTCCMEms1EnwCmjOLcRqzbZLEfAQqh/WLqPCIKoX3jSyG0b2yZIbR3bDE6CqE9YkwhtEccOQoTBCiEJiDF8CUUwhgOnomuUwhNQIrRSyiEMRo4k91mhtAkqBi9jEIYo4Fz6TaF0B5x5ChMEIAQ/nb+vNSsWdPE1bwEBJIlSyqP5IuNKbYUQns/sxRC+8aXQmjf2DJDaO/YMkNon/hSCO0TS47EBwEI4adfHZBUaTOSlUkCif68ISP7vS4P5X7I5B3Ru4xCGD32kWiZQhgJytFpg0IYHe6RapUZwkiRjk47zBBGh3uoW41ZIWzSpIkezl6wYEGfTPy51ltl77zzjuTNm1cPno+34nxOYrjHjnMOkyRJIq1btw5pUzx2IgCct69K/66vyMMPPRzAzZG9hUIYWd6Rbo1CGGnikWuPQhg51tFoiUIYDeqRa5NCGDnW4Wwp6kKIfwhwEPv69evl4sWLki1bNj3M/eWXX5bEiRN7HDuuL1u2rGTM6Dvb48+1sSKEo0aN0kPhwyWnrvXfvHlTD4ivUaNGOJ9HrdsfIWzUqJEMHTrU1C8GKIQBhI5CGAA03hIOAhTCcFC1Rp0UQmvEIVy9oBCGi6w16qUQWiMOwfYi6kI4YsQIOX78uPTo0UOzb0ePHpWxY8dKmTJlpEuXLgnGh10i8cebLAYLxdP9VsoQ+hLCu3fvapYt0OKr/kDrNXMfhdAMpQhdQyGMEGg244sAhdAXodh9nUIYu7Ez03MKoRlKsXsNhTB2Y+fc86gK4cGDB6Vbt24ya9YsefDBBx39OnLkiHTs2FG/nzt3bhk+fLhkypRJTpw4IZi6OGzYMOnfv79jyui9e/dkzpw5snr1akmRIoVgiui4ceNk1apVkjx5cv3amF66YsUK2blzp2TIkEGOHTsmEKeuXbtK8eLFtf25c+dqtvLatWuSK1cuwfl8xmu+hHDdunWyePFiOX/+vGTNmlXeeOMNKVKkiJw9e1YmTJggP/30k2TOnFmaNWsmFStW1PZ89WfevHmycuVKuX37tmZD33rrLTlz5oxMnDhRD+BOnTq1lCtXTuUZ2cL69evLpk2b9PrZs2dL1apVZeHChdouytSpU/Xw7hYtWujX7vp87ty5BPU3bNhQ2rRpo/1FQcYQde3evVv78fzzz+u4IOq+xuT6o3Pq1CkZM2aMjqtYsWIaa8QHU0bx2vjx4zX2yZIlk/Lly2tM8P9ggBiDC/rQvHlzqVKlisZv0aJFcunSJc0c4pcNOXPmFGYIA3jTohAGAI23hIMAhTAcVK1RJ4XQGnEIVy8ohOEia416KYTWiEOwvYiqEGKq6Pbt21UsXAs+3NetW1defPFFFULIIwQgS5YsmiF89dVXHZK3du1alR4IW/r06WX06NGybds2j0I4efJklYzChQvLjh07ZPr06SqCKBs2bJBSpUqpkKxZs0ZFc/78+Sqa3oQQkvnee+/JkCFDtN7ffvtNIKoQEYhUhQoVVEwPHTokffv2VWHFlM//z955QEtVZG17k+GSM8iQox9ZQZAgAyooOUmUnHMGyUlyToIEQRZIDoOIIBmULMIMOQfREYQFzg8MMDD/erff6a9v377dp8M5XafurrVcwu0Ku97dNP3w7qoDeIotHgAk5ps3bx5DD2AYrh/Kar05eABCANCoUaMYkOLFi+cTCGOL+bXXXosxv+cZQsQP8B06dCjD4eDBg7mctH79+j735JlnaNS2bVv64IMPCNB58uRJGjFiBM8DILxx4wY9evSIwRr/xz8EvPvuu9SwYUOeyrNk9MSJE+www3nOlSsXbdy4kQEZGiOP24/eoKiUGUL9cxN3xgsQxp1cK75TAULFExRCeAKEIYjngKEChA5IUgghChCGIJ5CQyMKhABBuFEAPs/Wr18/KlGiBLVo0YJfz5o1K7Vr187Vzd31A2C99dZbVLduXX4dzl/nzp1jBcL9+/czNKC9ePGCzyxu2bKFnTPPhnVwRi1v3rw+gRAQ8z//8z8MKO7t4sWL7OqtX7/eVcI5bdo0SpEiBXXq1InhKbZ4oM2gQYMYIOGcwRUzWmxAiP4otzWaL4cwtpgx1nN+TyCsVasWA3D+/Pl5qV27djF8Iae+9uSpsQHI0McoAwZkonzY26UygH9APEDZGxDCCQY8Ai7R8I8HgEdANZxDAcIAP30ECAMUTLpbpYAAoVXKRn5eAcLI58DKCAQIrVQ38nMLEEY+B+GIIKJAGIhDWKRIERfwYePuQAiwQrliuXLlWBOUe6J0MraSUbhQAAdv0ARo2Lx5Mz148IABBWWHgCO4hr4cQgBos2bN6J133omWF8ALXMZFixa5fo59w/kC+ACefMUDlxJ9fv75Zypbtix16dKF3cLYgNCI0QwQxhazPyB8/Pgx52LDhg3syKKdOXOGwXnt2rV+9+QuEBxilHIuWLDA9WO4eUmTJmUgRB5wphAOMb40oBQWZcRwKL0BIfb08OHDaHCPDyvEBvdQgDDAjw0BwgAFk+5WKSBAaJWykZ9XgDDyObAyAgFCK9WN/NwChJHPQTgiiCgQGmcIcdYN5/WMhjOEOCeGM4Q5cuRgh9AXEKJcEefozDqEsQHY06dP+ewiYAMOFRocyj59+tAbb7xhmUPoCwgNTVAuiXN2cEoRI8pi8+TJE+2WUZSMegIhSm5REps5c2aeauLEifxrnCH05RB6zh+oQ2hmT4gHDiFKXHHmz2g4I4p9AggBvnBTO3bsyGW7AHaAPkp+0QDhGG88fgR7gkNau3btGH8+5AxhEB8ZAoRBiCZDrFBAgNAKVdWYU4BQjTxYFYUAoVXKqjGvAKEaeQg1iogCIYLHl39cHALoAuAABlHOCUcOP0PzB4TGGUIAU8qUKf2eIYwNVvDYCwAFLnLBZTQ4Y4ffA478ASH6AiRRylioUCE+Q4hyRcAXwKZy5crUtGlT1xlClI2i3NKXQwinE24c5sNZO8AeLquBIwrXDACLS3mM5g0IcaEKztzhfB9KUAHagEQAYWwxA8Y85/cEQsQP9w7lrDhDiP9/+OGHrjOEZoEQ+0IsOGeJC2NwAQ/2B7iHbjgz+Oabb/J5UvylAviHrgYQYj/YN/RFO3bsGF/gAwcY+iI2OIO4xEeAMIiPCwHCIESTIVYoIEBohapqzClAqEYerIpCgNAqZdWYV4BQjTyEGkXEgRB/EeCyDzg/KM/EhSm4YATwZJwp8weEgAq4jCivhIuEZxii7BC/xxyet4z6ghWAEG7OBMjh0pcjR45wmaY/IEQisB5KJu/du8f7wC2jOFeIck9ACmAXN2jCdaxSpQrnzhcQAioxDiCH84PFixdnSAb03rp1i0EZF7ugVHbgwIEMRp4OofEYD1xGkylTJgZdXHRj3DIaW8ye87ds2TLaLaMAVZwXBIBhbtzuiYuA8Gt/ZbCeb1rcIAqYRq5wGyrKRfF/ACHOgwL0cfYwefLkDHk//fSTCwhxeRDOBwKO4SLiPCiel4hLhgCxGIOzqDhbKUAYxMeFAGEQoskQKxQQILRCVTXmFCBUIw9WRSFAaJWyaswrQKhGHkKNIuJAGOoGvI0HeA0fPjxaGaIV68iczlJAgDCIfAkQBiGaDLFCAQFCK1RVY04BQjXyYFUUAoRWKavGvAKEauQh1Ci0AELcFArXCGfHUCI4fvx4PoPWo0ePUPWR8RopIEAYRDIFCIMQTYZYoYAAoRWqqjGnAKEaebAqCgFCq5RVY14BQjXyEGoU2gAhHi5vlFYCDLt3787lgtJEAUMBAOHXB89TshTpRBSzCrz4fzRmQBvKmSOn2RER6/evf/2LS4vxDE5p+ikgQKhfTo0dCRDqm1vsTIBQ7/wKEOqRXy2AUI9UyC6sVgBAePrsZSr91ltWL6XN/PHjE9X+8H0+m6t6EyBUPUOhxSdAGJp+Ko8WIFQ5O6HHJkAYuoYqzyBAqHJ2zMcmQGheK+npcAUAhLihFBfkSNNPAQFC/XLqviMBQn3zK0Cob27FIdQ7t9idAKEeORYg1COPsgsTCggQmhDJwV0ECB2cPBOhCxCaEMmhXQQIHZo4k2GLQ2hSKId2EyB0aOI8whYg1COPsgsTCgAIT529RG/FkZLRtKlT0rt/rciPAokLTYBQ7ywLEOqbXwFCfXMrDqHeuRWHUJ/8ChDqk0vZiR8FAIRbD56npMnjxqUyGVK8oDGf9IwzlysJEOr9ESBAqG9+BQj1za0Aod65FSDUJ79xGgjdH1hvV0rxsPQOHTrww9ulxVTg5cuX9Omnn9Lp06fpjTfeoGHDhoVNprj22Il0yZ7QiH6dBQjD9g6SiSKpgABhJNW3dm0BQmv1jfTsUjIa6QxYu76UjFqrr12zaw+Ejx49ooYNG0bTM2nSpAxkO3fupNKlS1OaNGkC0nvbtm106NAhBpfYWvv27enmzZvRXp43bx6lSpVKgNCH2tD1q6++otmzZ1N8XHEZQpswYQLly5ePPvroI55FgDAEMR0wVBxCByQphBAFCEMQT/GhAoSKJyjE8AQIQxRQ8eEChIonyGR4cQYIv/zyS8qQIQPLEi9ePEqUKFGsEuEmSvwXG5CYBUKASOXKlV3rYM3ffvvNEiCEs6biWbFA49q8eTOdP3+eBg8ebPItHHs3AUJxCEN+E8kEyiggQKhMKsIeiABh2CVVakIBQqXSEfZgBAjDLmlEJowzQAjXKWPGjNFEdi8ZhduXNm1aun79OqGsc+zYsXTnzh1avHgxPXz4kOAqfvzxx1SiRAnq2bMnPXv2jJ3FlClT0oIFC2IkDw5hkyZN6L333ov2mmfJ6JMnT+izzz6jo0eP8gO1q1atSq1atWIYBZSuW7eOtmzZQuiHEkqsDZfx1q1b1Lt3b3Y/9+7dy07YoEGDoq1148YNmjFjBjuVmK98+fLUr18/7nPw4EFauHAhPX78mKpVq8Ylmm3atGHHdOXKlXTv3j2eHw1/2OvVq0fbt29n6Fy2bBm7q3/88Qdly5aNunbtSsWKFeO+cF4PHz7MMV68eJHq169PFSpUoLlz5/IaeJ4dftagQYMYmmHsF198QfhygPGtW7em999/n9davXo13b9/nwoUKEB9+/alLFmy8Hh8SfQ2N8bAZYSmUVFRVKZMGc7v9qM3KCrln/8woHuTklHdMxy39idAqG++BQj1zS12JkCod34FCPXIrwDhyJEMGQBCOFOAiPTp09OrV68YgiZPnkwFCxYklKP9/vvvlDt3bjLrEJoBQgDb3bt3aejQoQx9cMZq1KjB0LRnzx5asmQJTZw4kWF26tSp9OLFCxo9ejQDYbt27RgeAaqARzif7g3n74oXL84lkxh39epVKlSoEAMvzjGOGzeOChcuTKtWreJySmhgBggRV8mSJSl16tQMiUuXLqUVK1Yw7AHq5syZw7ECEqEjwBLrADjxpQ7g2qVLF4Y0z7Zx40YGScMhPHHiBM+FWHPlykV4fd++fQyBaL169Yp1bnEIxSHU42NadmH84w/+UUeafgoIEOqXU/cdCRDqnV8BQj3yG2eAMEWKFC5gql69OsHB83QIs2bNypCFBsCCi4V+lSpVinYxh1kgRHmoUZqaM2dOdus8HcJatWrR9OnTKX/+/Lzurl27GHrgGgISAV7GGUi4ds2aNWPHEL9GbFu3bqXEiRN7fTeOGjWKXUyMyZQpk6vPmjVr6MKFCzRy5Ej+Gco6scaQIUNMAaHnYtBxzJgxlDdvXtfZTIA1GiAUjt6mTZtcJbgoC7106RINHDjQLxAiRsBko0aNXHlBrDiPCXfT19wChAKEenxMyy4ECPV+DwgQ6p1fAUK98ytAqEd+4wwQAiCMf11OliwZARA9gbBIkSJUt25dV2bPnDnD5ZP4P1zCTp06MbiZBcKaNWtymSYaShexvjsQAmiw3oYNG7hEEg1rAa7Wrl1LnTt35hgrVqzoignlnShjBbDCeQM8xtbgPKK888iRI5QuXToGwypVqjBswk2ES2c0OIYdO3Y0BYQoxwTUPXjwgCEPpZyAL8ArHMKTJ0+6YNO4fCdz5syutfCXP+ARwOrZPB1CaICSXeTMaPjwgUZwG+Fqxja3AKEAoR4f07ILAUK93wMChHrnV4BQ7/wKEOqR3zgDhGbOEHoCoZHi58+fE1w149wdyiS///57v7eMmikZDcUh9AeERvwo2wSkoYQUZ/F27NgRzSHE63DdUKaJklEA6rVr12jAgAE8xS+//MKlqdg3gLZbt27sdqJ8Fq1FixbUp08fPuPoCYRXrlzheQG4niWt3v4IeQLhiBEjqFSpUlS7du0Y3f3NPWnSJMqTJ4/cMpo8uR6fVn52IbeM6p1mOUOob34FCPXNLXYmQKh3fgUI9civAKHbGUJ3IMR5PkAUYAQXysAR++6779hdg+OGs324TCa2mz3NXiozbdo0dtpQrok18f8PP/yQzxCifBQOH8AG5xoBYfhgNc4Q+gPCAwcO8Dk+lI2idLN79+58SQ0ug4HbOX78eC7HBCTiFlbjDOGpU6e4jBWXzmDvcFexfwAh5gGkLV++nEtVcYEMfo8YvQGhcYYQ2gIccc7w9u3b9PTpUz7P6M8hPHbsGM2aNYsdR7iz0AjnClHG62/uzz//nNcxLseRx07o8aEV2y4ECPXOrwChvvkVINQ3twKEeucWuxMg1CPHAoSxACHKOQEhcKHgbOXIkYNv+ESpIy5oAQThHB5KTwEans0sEGIdQCbAB3CJWzVxuyZ+jbJQOJNw3QA2KMns0aMHA55xy6ivklGc44OriXhRrtqyZUvXYzD279/PpafebhnFXgCBx48f50d1lC1blgBXxi2j+DVuRUWpJm43BSCj/NQbEGIufJEDPAOwEUv27NnZcQRs+wNCvI5bVHHxDdzJ5MmT802vxo2qvuaGRoBclM6WK1eOcEZUbhnV44PL2y4ECPXNrfE5IpfK6JljAUI982rsShxCvfMrQKhHfrUHQj3SZP0u8OgI47ET1q8WmRXEIYyM7natKkBol9KRWUccwsjobseqAoR2qBy5NQQII6e9HSsLENqhsvVrCBBar7EjVhAgdESaAgpSnkMYkFzSWXEFBAgVT1AI4QkQhiCeA4YKEDogSSGEKEAYgngKDRUgVCgZkQwlrgDhxt2nKFny1JGU2ra1M6YimjC8P0VFRdm2ZiQXEocwkupbv7YAofUaR2oFAcJIKW/PugKE9ugcqVUECCOlfHjXFSAMr54ym8IKoGT07r27hMeBxIWWKlVqypolS1zYKu9RgFDvVAsQ6ptfAUJ9c4udCRDqnV8BQj3yK0CoRx5lFyYUABDioh5criNNPwUECPXLqfuOBAj1za8Aob65FSDUO7fYnQChHjkWINQjj7ILEwoIEJoQycFdBAgdnDwToQsQmhDJoV0ECB2aOJNhi0NoUiiHdhMgdGjiPMIWINQjj7ILEwoACHcePEZ58uQ10dtZXTJmTEedWjWjhAkTOivwMEYrQBhGMRWcSoBQwaSEKSQBwjAJqeg0AoSKJiZMYQkQhknICE8jQBjhBMjy9inw52MnrlNUygz2LWrTShmi/k0j+nehZMmS2bSiessIEKqXk3BGJEAYTjXVmkuAUK18hDsaAcJwK6rWfAKEauUj2GgcBYSTJ0+m3Llz00cffUQ7duzgh67jweORangg+8qVK2nOnDn80PQOHTrwQ+S9NX+vW7WHly9fskanT5/mB8cPGzbM71LQ19Dab2cfHfBg+N69e9PGjRtDmSZsY3V+DmGG5E9pRD8BQgBxXHZJw/aHRcGJBAgVTEqYQhIgDJOQik4jQKhoYsIUlgBhmISM8DR+gXDPnj20Zs0aun37NiVPnpzKlStH7du3p5QpU9oeuspA+OTJE9q7dy/VqFGDdWnSpAmNGTOGChQowL/3fN0u8Q4dOkRfffUVzZ49m+LHjx9j2QkTJlC+fPkYso0mQGhXdsK3jgCh3DIavneTmjMJEKqZl3BEJUAYDhXVnUOAUN3chCMyAcJwqBj5OXwC4datW2nx4sXUq1cveuutt+j+/fs0f/58wl/McMUSJUoUth3AyUqQIIHP+VQGQs/APYEwbEIFONHmzZvp/PnzNHjwYK8jBQgDFFTR7gKEAoSKvjXDFpYAYdikVG4iAULlUhLWgAQIwyqncpMJECqXkqACihUInz9/To0bN6ZOnTrRBx984Jocf7BxbX+rVq0oT548NGLECHYQDffp+++/p+XLl9PChQt5zM6dO2n16tUMk3DL+vbtS1myZCGjnLBhw4bsrMGlwmsobzx79izhL4jXX3+d+vTpQ5kyZeK5AgFCQBBiuH79OiVNmpSaN29OtWrVYqfus88+o6NHj3JpWdWqVXkviB/lnocPH6bUqVPT1atXCZAKGC5WrBiv//jxY5o2bRqdPHmSY/rrX//K/T1LRuHGffPNN5QmTRpeo3Xr1lS0aNFoJaWhxOGZ6Tt37tCsWbPo0qVLlC5dOt5PpZ8O/kAAACAASURBVEqVeD9ffPEFa5kqVSqO4/3333cNR24QK2LEw8vLlClDPXv2ZLcQfTds2MB5K1++PPXr188F7LHl1DMuI8dt27bl9wQe+dCsWTOqV68ed8Xv161bR1u2bOG8oKQV6yPWM2fOsNZLly51TYv3Iv5DP7zP8I8VDx8+5Px+/PHHrucLxhaflIwG9RnhmEFyhtAxqQoqUAHCoGRzxCABQkekKeggBQiDls4RAwUIHZEmv0HGCoT4Qg4Y+9vf/saw4N5mzJjBD4EGDLZo0YLPib355pvcxSiThEN24sQJmjp1Ko0bN45y5crFZ8n27dtHc+fO5RLUdu3aMbzgyzzgAH8p4PWKFSvyXOj36NEjGjt2bEBACIgBhHTr1o2qVKlCT58+pV9//ZWBFLHfvXuXhg4dyhAC5wxlnvXr12eAwpozZ85kGEW5JaBy2bJlvD72gn1jDL6cDBw4kKHP2xlCT4fQ8wxhKHG45+LVq1cMmtAM0HvhwgUaMmQI7xOQDc0vXrwYsEOYM2dOngegjPcB8gwtfeU0Xrx40d4nAELEVrt2bc41fo+5AHkAapQjL1myhCZOnEgZM2ZkfV+8eEGjR4/2CYQlS5akunXr8j8QFCxYkHPy+++/8/lSX/GtWLGCth+9oeelMnKGUB5M7/fj3tkdBAidnT9f0QsQ6ptb7EyAUO/8ChDqkd9YgfCHH37gL+reLkmB2/P3v/+dv8Djyz0ArH///gxYjRo14i/5mTNnppEjR1LhwoX5Z2iAPjiC8+bNIziQOIuIstTEiRN7VRMQ1blzZ0LZI5pZhxDOFsAA5ZCeDS7h9OnTKX/+/PzSrl27GJrgGmKv+/fv532hAU6qV6/ODhYuq6hZsyY7cXnz/vnYgrVr1/LFNsEAYShxuO8JsPfJJ5/Q+vXrXQ4enLUUKVKwmxYsEA4aNIhKlSrFSyGf+Asb8/nKKZxf92YAIfRLkiQJvwQHEC5h2bJlGcoBd3hPoN27d49fQ384tLE5hBjToEEDfv/ACcXZVqP5ig/OoQChHh9c3nYhDqG+ucXOBAj1za8Aob65xc4ECPXOrwChHvkN2SG8efMml1Wi9A+ln99++y27U2iAOZT0uV+FjzcOXER8ife8gRJuFwATMApXD44TIAE3isKpMguEOOeIv2B69OgRLUso+YSzBGBEWSIanFDEA7gDEKIcFFBhtGrVqtGqVasYWlHqCDg1AAQwiHGBAmEocaAk1L3BxYRmixYtcv0YN5/euHGDgStYIHS/ZRTzIQ/Il6+cwlX1BELPHMNV/fDDD6ly5co8F1xNwxHGWOiNUlA4w75KRpE3xIX/wyUErALyfcWHfyQQINTjg0uAUN88xrYzAUJ9cy5AqG9uBQj1zi12J0CoR45jBcJnz57xGUJ8wfZ2hhAlhHC50Dp27MilnwAqnDczfo6SUrhMKBn0bN4eSbBt2zYGSpSIohQTpZ0Ahu3bt7P7ZRYIQ3EIYwNCgBgcws8//5yyZcvG24GTBdfJGxDC6Ro1apTrllHPklF/DqGvONy1DNUhnDRpEp8F9XXLqDsQ+sqpmRy7A6EvhxDnIqEfyjyN1rRpUxowYACfITQanGacYQWco7zXV3xyhlCPD63YdiEOod75FSDUN78ChPrmVoBQ79wKEOqTX5+3jAJ4cCkJXJ7SpUu7bhlFiSjO2hmlnrg0Bu7LuXPn2E3DpSxox44d4xJLOG5wb1BSin4o8/MGhHAZcaEMQAAN8IVSyECB0DhDCIcQF7+4nyGE6/TgwQM+H4d48H84VsYZQl8gNmXKFD5PibOJKIGALrhp1RsQdu3alSELThiaJxCGEof72w+uKkonsQ6AyThDiPmhuT+HEBpDH+zFaJ6PnXAHQl85DRQIUa6L85mA0vTp07OzDF1xhhC5wX6gbY4cORj44OSib6FChdjJxT824EIZuLbfffcdl/36ik+AUJ8PLm87ESDUO78ChPrmV4BQ39wKEOqdWwFCffLr9zmEu3fvdj2HEDCE5xDiohCj5BJSGE4eHk2BC2TcG8pIAYkAIpRalihRgnA+zRsQopQS4wFsadOm5XNmAM9AgRDrA04XLFhAKGlFyapxyyjWMMABriNu3cSNmvi1r5JROIT4wonzh9gL9o/zkcePH/cKhLgFE2clAVtwUOFquT+4PpQ4PN9+P//8M4P35cuXWTfjAhj08weEyANudkUOkVs4eL6AEHPGltNAgRBnSuHuQXfohLOBgHi4w2gARjiE2BPg9tSpU+xYo0QU/8hw5coVLisGMOJsonG2M7b4BAj1+eASINQ7l952J0Cob84FCPXNrQCh3rkVINQnv36BUJ+tyk7iugIChHq/A8Qh1Du/AoT65leAUN/cChDqnVsBQn3yK0CoTy5lJ34UECDU+y0iQKh3fgUI9c2vAKG+uRUg1Du3AoT65FeAUJ9cyk5MAOG2/T9S5ix/XgqkU0ufOikN7NnR9XgPnfZmdi8ChGaVcmY/AUJn5s1M1AKEZlRybh957IRzc2cmcrll1IxK6vcRIFQ/RxJhmBSAQ4izm8ZzMcM0rRLTJEmahJJH/d/zGJUIyuYgBAhtFtzm5QQIbRbcxuUECG0UOwJLCRBGQHQblxQgtFFsC5cSILRQXJlaLQUAhLjIpmXLlmoFJtGERQEBwrDIqOwkAoTKpibkwAQIQ5ZQ6QkECJVOT8jBCRCGLKESEwgQKpEGCcIOBdghfPI42jMX7VjXyjUSJ0pMKVOmtHIJx8wtQOiYVAUVqABhULI5YpAAoSPSFHSQAoRBS+eIgQKEjkiT3yAFCP1KJB10UQBAiDOEWTQ6Q5gyKiEN7NWBUiRPoUuagt6HAGHQ0jlioAChI9IUVJAChEHJ5phBAoSOSVVQgQoQBiWbcoMECJVLiQRklQI63jKaJslTGtqnHaVJndoq2RwzrwChY1IVVKAChEHJ5ohBAoSOSFPQQQoQBi2dIwYKEDoiTX6DFCD0K1F4OuAB8L179+YHxUeiHT9+nGbOnMmXqkybNs31EHcjlhMnTtCMGTNcr3/yySc0ceLEGP3CEXvz5s35wfIFChQIx3Sm5xAgNC2VIzsKEDoybaaDFiA0LZXjOgoQOi5lAQUsQBiQXI7rLEDouJR5DTjOAuGBAwdo7Nix1LRpU2rbtq1LnDZt2lCnTp2obNmyYc1wpIGwc+fO1KpVK3r77be97qtLly582Yrx+rZt26hcuXKUJk2asOqAyQQIwyepOIT/p6UAYfjeVyrOJECoYlbCE5MAYXh0VHUWAUJVMxOeuAQIw6NjpGeJ00A4ffp0vnXyyy+/dIGPE4Dw5cuXlCBBgoDeO/Xr16c5c+ZQtmzen8Hn73X3xYJZ3328AGFAqfPZWYBQgDB87ya1ZxIgVDs/oUQnQBiKeuqPFSBUP0ehRChAGIp66oyN00C4fPlyLomECwaHDM0dCFeuXEn37t3jUk80vOnr1atH27dvZyD76KOPqEWLFlwGev/+fapRowYBrFBqefnyZSpevDgNGzaMkiZNSoZDCEdy7dq1lDBhQmrSpAnVqVOH537x4gUhnt27d9Pz58+pfPnyHJP72IYNG9LevXspX758NGjQoGjvIoDtunXraMuWLfTkyRN64403qGfPnpQqVSpq3bo13blzh9KnT897XbBgQbSx7q8boIl9z58/n/X5+uuv6fDhwzzXxYsXeY8VKlSguXPn0unTp/lh6PhZgwYNeF70P3ToECVPnpzXRWzdunWjokWL8uvuQHjz5k0uZb1+/TolSpSI5+3atSv/Gu38+fO0cOFCfh1aYGytWrV86vX06VOaMmUKnTp1itd+7bXXuEwW+mw/eoOiUmZQ509giJEIEAoQhvgWcsxwAULHpCrgQAUIA5bMUQMECB2VroCDFSAMWDIlB8R5IBw9ejShnHLZsmUMTIECYe7cuWno0KEMYQC4HDlyMEBmzZqVcA6vUqVKDEsAwvbt21PNmjW53+3bt6l///40ZswYKlKkCC1evJhha8iQIZQsWTKaNGkSz9GxY0ce265dOy75/Pjjjxly4sWLF+0NtWfPHlqyZAnDaMaMGWnq1KkMTdgfWt26dWnevHmxOoSerwN2jTOEADy4i5izWLFi9OrVK95j4cKFWS98UQOgYl9lypRhIJw9ezafScTezpw5QyNGjCCc4QMkugPhjRs36NGjRzwX/g+AfvfddwnwC8hGOS9gskqVKgTQ+/XXX/nsoS+9AH5nz57lvABwr1y5QsjT6tWrBQiV/BgKT1BSMhoeHVWdRYBQ1cyEHpcAYegaqjyDAKHK2Qk9NgHC0DVUYYY4D4QAC4BO4sSJ2VELFAgHDx7Mbhza8OHDKU+ePDwH2vr16+natWs0cOBAF9TBTTSeGwcHDtCGdeE8AsAKFizIY+GIAY7gUhowuXXrVo7TWwP8lCxZkkEKDQ5fs2bN2DEEYIYKhDt37mTIQ7t69Sr17duXNm3aRPHjx+efbd68mS5dusR7BRDu2LGDHUSjYY9wEAHIvkpGMQ7uIkB2w4YNhMtuJkyYEGPLvvRCXPv376cePXpEuxRHLpVR4SPHuhgECK3TVoWZBQhVyII1MQgQWqOrKrMKEKqSCWviECC0Rle7ZxUgXLyYfvvtN3bvFi1aRAA841IZMyWjkydPZvcJ7dNPP2VHDPCFBjA6efIk36gJqIPThZ8ZDXCIkktAFMbgfJ/h/MEFxI2gcLvMXEgDlxOgVbFiRdf81apVYycte/bsIQOhsQ9MDmDDXjNnzuxaC3+ho7x01KhRvMdjx47xpT1GgwYooYVb6g6EDx48oM8//5xLQzEHymURL9xFADN+BrBzb9DFl16YA/C3b98+ng86oCwW+ZSSUbs/YuxbT4DQPq0jsZIAYSRUt2dNAUJ7dI7UKgKEkVLennUFCO3R2epVBAgXL2aN4X49e/aMzp075wJCOFRw+AYMGMB9fvnlFy7bdD9DGAgQouwT7lWKFH8+RBxn+QAscM8AOLNmzaKcOXPGyLkZILTaIXQHQpRgApxxFtKzdNUAYTiTAGyjofQVIOjpEML9gx54HWcR4UR+8803fK7Ql0PoSy93AaEdynABzHBdBQit/kiJ3PwChJHT3o6VBQjtUDkyawgQRkZ3u1YVILRL6cisI0AYGd3DvaoA4f8CIc6rwUXCmTOc/cNjJ3ApCW4ixaUmuNAEZ/BQGhksEMKFxIUogJOff/6Z+vXrx44azuUBngBaOFeIM4CIBzBaunRpUw7hrl27+Bwkzh7iLCQcNnwIh+sMoTsQGmcI4YbiUh2AHM5E4oxfoUKF2CFEuSj299577/FFOdAODp3nGUKUxb755ptcMot4AZpwRwGExhlCOIR//etfo50h9KXXTz/9RJkyZeLLZP744w/q1asXa46LfgQIw/0Ros58AoTq5MKKSAQIrVBVjTkFCNXIg1VRCBBapawa8woQqpGHUKMQIPxfIISQKFFEGSdKHY3nEAJk8FD3DBky8M9Q3hgsEOIiFuOWUYBn48aNGYTQcJbwq6++IoAdLlfBeri1FOfuzDiEgKg1a9YwjAHMcJ4QIGU8RzDUM4TuQIh48eUMDid+jthR5gn3tFSpUhwDNAP8obwUewGUAXzR3EtGcR4RN4LinCP658+fnwB0AEI0OLZYB7eRoo/7LaOx6YVnKK5atYp1jIqKoqpVq/K5zhUrVggQhvqJofB4AUKFkxOG0AQIwyCiolMIECqamDCFJUAYJiEVnUaAUNHEBBhWnAXCAHWS7gEo4H52MoBhlneVS2UslziiCwgQRlR+yxcXILRc4ogtIEAYMeltWViA0BaZI7aIAGHEpA/rwgKEYZVTJoMCKgPht0euafUcwrRJ/01D+7SnNKlTx/k3nwCh3m8BAUJ98ytAqG9usTMBQr3zK0CoR34FCPXIo1K7UBkIdx48Hu1RFEoJF0QwqVOmoM5tm/MZ17jeBAj1fgcIEOqbXwFCfXMrQKh3brE7AUI9cixAqEceZRcmFEDJKM5atmzZ0kRv6eI0BQQInZaxwOIVIAxMLyf1FiB0UrYCj1UcwsA1c9IIAUInZSv2WAUI9cij7MKEAgKEJkRycBcBQgcnz0ToAoQmRHJoFwFChybOZNgChCaFcmg3AUKHJs4jbAFCPfIouzChAIDwt7t3qWbNmiZ6q9ElXdq0/AgNaf4VECD0r5GTewgQOjl7vmMXINQ3t9iZAKHe+RUg1CO/AoR65FF2YUIBAOGm3acoWYo0Jnqr0eW1tPFpwqhBlDBBQjUCUjgKAUKFkxOG0AQIwyCiolMIECqamDCFJUAYJiEVnUaAUNHEBBiWAGGAgkWqu/uz+wKJQdULXgLZw44dO+jgwYP06aef0j//+U/q0KED32QaaHPiYyeypPg3jRzUgxImFCD0l28BQn8KOft1AUJn589X9AKE+uZWHEK9c4vdCRDqkWMBQkXy2L59e2rSpAm99957HNGJEycYgPr3708VKlSgnTt3UunSpflB8xMmTKB8+fLRRx995Dd63YDwyZMntHfvXqpRowbvPRAtBAj9vl0c3UGA0NHp8xu8AKFfiRzbQYDQsakzFbg4hKZkcmwnAULHpi5a4AKEiuTRHQiPHDlCEydOpMGDB1OZMmViRBgIBOkGhJ5iBKKFAKEib3aLwhAgtEhYRaYVIFQkERaEIUBogagKTSlAqFAyLAhFgNACUSMwpQBhBET3tqQBhHie3NSpU2nEiBH0xhtvuLoaJaM3b96k2bNncwlhVFQUA2PPnj3p/v37NH/+fDp9+jS9fPmSypUrx+4igBBuY7p06WjXrl2UPn166tu3LxUrVoznfvHiBS1fvpx2795Nz58/p/Lly1OXLl34uXYYe/jwYUqdOjVdvXqV5+3Vq5drrOc+ENuUKVPo9u3bVLRoUUqbNi2Pxd5WrlxJ9+7do969e/MwfIDUq1ePtm/fTgkSJKADBw4QgA0loRgD97NOnTrcN7aSUbimnlpkyZKFzp8/TyNHjnSFN3fuXIofPz6lTJmSth+94agH00vJqPk/oAKE5rVyYk8BQidmzVzMAoTmdHJqLwFCp2bOXNwChOZ0Ur2XAKEiGQI0ZcuWjYFuzJgxMaDL/Qyhpyv26tUr6tGjBxUsWJDhK1GiRHThwgWGMkDdvHnzaODAgfTOO+/Q1q1bafPmzbRs2TLe+eLFi+nixYs0ZMgQSpYsGU2aNImyZs1KHTt25LGAqZkzZ9Lrr79Ohw4dooULF7rGukuHGNq2bUvVq1enhg0b0k8//UTDhw+n+vXrmwJCQCtu08yePTvHM2jQIIbLAgUKxAqEWN9TC4Bxq1ataPXq1ZQiRQqG2MaNG9P48ePp6NGjAoSKvN+tCEOA0ApV1ZlTgFCdXIQ7EgHCcCuq1nwChGrlI9zRCBCGW9HIzCdAGBndY6wKkLt79y7lyZOHQQhQ5958AeGVK1fYDVy3bl2McYA6w0nDfHABcf5uy5YtDIBw6VCeCphEu379Og0bNowdPYzdv38/O5ZocBMBfMZY9/gAoBi3du1aduPQAIQ5c+Y0BYSegkyePJnPSQIofV0q461kFKW2FStW5FhRfrto0SJasmQJO5DiECryhrcgDAFCC0RVaEoBQoWSEeZQBAjDLKhi0wkQKpaQMIcjQBhmQSM0nQBhhIT3XBZAiBLJ7777jksmR40aFe1mSV9ACOfuiy++YLfPs3k7Q1itWjVatWoVJUmShOrWrcvOZLx48Xjof//7X3r8+DHDpa+xKEF1bz/88AMD14IFC1w/hruI0lMzJaMo81y6dCnduXOHx+PLPWCwdevWAQMhLp1B7NOnT+eLefLmzUtNmzYVIFTkvW5VGAKEVimrxrwChGrkwYooBAitUFWdOQUI1cmFFZEIEFqhqv1zChDar7nXFY0zhGXLlqUBAwYQzsLBccP5OjR3IERZJ5xE45ZRfw7hyZMno52pM4AQUAcgnDVrFjt5gcCkJxDCIYQjuGbNGpdDiHOQOXLkYCDcsGEDXbt2jfeG9ssvv3Bpp3GGEMCGfpUrV+bxcCVx3rFNmzY+gdBTC8wNF7RRo0Y0Y8YMPl8JdxDlqOIQKvJmtygMAUKLhFVkWgFCRRJhQRgChBaIqtCUAoQKJcOCUAQILRA1AlMKEEZAdG9Lut8y+scff3AJKCAN5Y8AJHcg/Pzzz+np06euC1rg6nXv3p3P+bVr146dRfczhL6AEOWUBlBmzJiRL6cBuOERF4E4hDhDCHirWbMmNWjQgM9CDh061HWG8NSpU+zY4QwiXEOca8RZRgAh9gd3FGcVAbq4WKZr165Uq1Ytv0DoqYWhLdaCBqlSpXKVvAoQKvJmtygMAUKLhFVkWgFCRRJhQRgChBaIqtCUAoQKJcOCUAQILRA1AlMKEEZAdH9AiNcfPnxI/fr147N9gMMWLVqwy4dLVm7dusWlkDhziNtEcWHM77//zpAFEENzv2XUFxDiXOBXX33FN5A+evSIMmTIwGcMAXWBACHWxPlDOHvGLaNwEY1bRvE64jt+/DivAScUMGc4hHv27KEVK1awK4hxKGHNnDmzXyD0pgXWOnPmDPXp04e1gyOKJkCoyJvdojAECC0SVpFpBQgVSYQFYQgQWiCqQlMKECqUDAtCESC0QNQITClAGAHR48qSAD6UvML9tLsBluFY4pKb5MmTCxDanYAIrCdAGAHRbVxSgNBGsW1eSoDQZsFtXk6A0GbBbV5OgNBmwS1aToDQImFlWmIHMBJAiPJVXG7z5MkTdgiNJg6h3u9KAUK98ytAqG9+BQj1zS12JkCod34FCPXIrwChHnlUcheRAEL8xYPLdnCJDB5Jgf+7A+HXB89TshTRb0hVUrz/Deq1VK9o7LC+0W6cVTneSMYmQBhJ9a1fW4DQeo0jtYIAYaSUt2ddAUJ7dI7UKgKEkVI+vOsKEIZXT5lNYQXgEJ4+e5lKv/WWwlFGDy1zxvRUqUJZ12NBHBN4BAIVIIyA6DYuKUBoo9g2LyVAaLPgNi8nQGiz4DYvJ0Bos+AWLSdAaJGwMq16CgAIcSNry5Yt1QtOIgpZAQHCkCVUegIBQqXTE1JwAoQhyaf8YAFC5VMUUoAChCHJp8xgAUJlUiGBWK2AAKHVCkd2fgHCyOpv9eoChFYrHLn5BQgjp70dKwsQ2qFy5NYQIIyc9uFcWYAwnGrKXEorACA8dfYSvRXhktGkSRJT9apVKFGiRErr5bTgBAidlrHA4hUgDEwvJ/UWIHRStgKPVYAwcM2cNEKA0EnZij1WAUI98ii7MKEAgHDrwfOUNHlkL5VJnujfNKp/x2gX3pgIX7r4UUCAUO+3iAChvvkVINQ3t9iZAKHe+RUg1CO/AoR65NHrLv75z39Shw4d+AHzaM2bN3c93N5zwNOnT6l27dr0zTffUOLEiX32tVIyz5jDuZYqj51IluD/0bCerQQIw5lcIhIgDLOgik0nQKhYQsIYjgBhGMVUcCoBQgWTEsaQBAjDKGYEpxIgjKD4ZpbGQ91v3rzJXZMkSUL58+ennj17Uu7cuf0Ox3P49u7dSzVq1AgYCHfu3EmlS5emNGnS+F0n0A4PHz6kZcuW0ZEjR+iPP/6gLFmyUJUqVahhw4aE19whNtC5ffUXIAynmurNJUCoXk7CGZEAYTjVVGsuAUK18hHuaAQIw62oWvMJEKqVj2CjESAMVjmbxgEIGzduzMAEwFu6dCmdPXuWH/oeaAvEIQx0brP9sYdu3bpR5syZqW3btpQ9e3a6d+8e/e1vf+M9pk+fXoDQrJjSL5oCAoR6vyEECPXNrwChvrnFzgQI9c6vAKEe+RUgVDyPAMImTZrQe++9x5FeuHCBevfuTdu3b+ffDxw4kD788EOqXLky//6HH36gdevW0cyZM8lXySgev/Dll1/S1q1b2XkELM6YMcNryShKTg8fPkypU6emq1ev0suXL6lXr15UrFgxXvP69es0depU+vnnn6lo0aKUNm1a7ovYPdvq1at5TYCt56UqiOm3336LBoQHDhwgOHvYC+bEQ+fr1KnD0964cYNjhoMaP358Kl++PPXr149Q/jplyhQ6deoUP2bitddeo2nTprEu24/eoKiUGSKadSkZtUZ+AUJrdFVlVgFCVTIR/jgECMOvqUozChCqlI3wxyJAGH5NIzGjAGEkVA9gTXcgBOh88cUXDGXTp08PCQhREgrQAjilSpWKxo0bR0ePHo0VCOfOncuQ+frrr9OhQ4do4cKFXPb56tUratOmDdWsWZMaNGhA//jHP2jIkCFUr149r0AIgEW5a5cuXbyq4AmxJ06c4LN2cBIvXrxIgwYN4pgLFChAw4YNo+LFizMkvnjxgnUpVKgQgx9c1KFDh1KCBAnoypUrvCZgVIAwgDefw7oKEDosYQGGK0AYoGAO6i5A6KBkBRGqAGEQojloiAChg5LlI1QBQsXz6H6GEKGmTJmSxo4dS4ULFw4JCAFtpUqVovr16/M8gK3u3bvHCoT79+9nFxAN8FW9enXasmULu3PDhw+nNWvWsEuHNnLkSAY4bw5h586d6d1332WI89b8XSozefJkypcvH8c9atQoPuPYrFmzaBe0bNq0iRBvjx49KG/evK5l5Ayh4m/2EMMTIAxRQMWHCxAqnqAQwhMgDEE8BwwVIHRAkkIIUYAwBPEUGipAqFAyvIXi7hACxHARC8ofFy9eTBkyZAi6ZLRTp07UqlUrKleuHC+Ly13g8Hm7ZRQloydPnmTQM1q1atVo1apVdP78eXYaFyxY4HoNbmLSpEnD4hBifpSX3rlzh+fHl37AYOvWrenu3buuy2nSpUvHYIhziM+fP+eY9u3bx79GrOi/cuVKcQgVf7+HEp4AYSjqqT9WgFD9HAUboQBhsMo5Y5wAoTPyFGyUAoTBKqfWOAFCtfIRIxrPM4To0KhRIy65xLnBESNGUIUKFahq1ao89ttvv6UdG9tn1AAAIABJREFUO3b4PUMIhxDj4PShwenDWoECIc78IQazDiHKNrEGSl/NnCFs2rQpx4W9woGES4mLZ1CmajSUrQJYUUKK+d1vRr116xaXsMKZxFlHKRlV/A0fQngChCGI54ChAoQOSFKQIQoQBimcQ4YJEDokUUGGKUAYpHCKDRMgVCwhnuG43zJqOIQTJkygzz77jMshcTEM3DNADz50BwwYwOfm/F0q891333HJJ9xGXCqDy1m2bdsWMBDiohfAWa1atUydIcQto127duWLXjDuL3/5S6y3jOJCGFwgg73kyZOHL5bBWKyFsbhwBhfbAABxfhAlrzg/ePnyZS4hxRpwPnEBDoAQPxcgVPwNH0J4AoQhiOeAoQKEDkhSkCEKEAYpnEOGCRA6JFFBhilAGKRwig0TIFQsId6A0HgOYcKECRly4BCiDBINX4LHjx9P9+/fZzAqWLAgX+ziDwjhqqEUE7eHotwSpaPz5s0LGAgx1rjk5vbt2wxouKQGj5VASaq3hmcNYm2UvyJ+X88h3LNnD61YsYJdQawVL148nhtAOHv2bDp48CCfacTNpi1btmQnEWCLctZHjx5RVFQUu6foj3kECBV/w4cQngBhCOI5YKgAoQOSFGSIAoRBCueQYQKEDklUkGEKEAYpnGLDBAgVS4gO4eCSmbfffttVjqrKnuRSGVUyYU0cAoTW6KrKrAKEqmQi/HEIEIZfU5VmFCBUKRvhj0WAMPyaRmJGAcJIqK7ZmmfOnOHST5SPHj9+nG9BxRnBjBkzKrVTAUKl0hH2YAQIwy6pUhMKECqVjrAGI0AYVjmVm0yAULmUhDUgAcKwyhmxyQQIIya9PgujRBMloCjdxM2nbdu2dd1eqtIuAYQbd5+iZMlTRzSsFIn+Q+OG9lAOmCMqShgWFyAMg4gKTyFAqHByQgxNgDBEARUfLkCoeIJCDE+AMEQBFRkuQKhIIiQM6xUAEN69d5dq1qxp/WI+VohKFsXPaZQWXgUECMOrp2qzCRCqlpHwxSNAGD4tVZxJgFDFrIQvJgHC8GkZyZkECCOpvqxtqwIAQtxcistnpOmngAChfjl135EAob75FSDUN7fYmQCh3vkVINQjvwKEeuRRdmFCAQFCEyI5uIsAoYOTZyJ0AUITIjm0iwChQxNnMmwBQpNCObSbAKFDE+cRtgChHnmUXZhQAEC46/tjlC9fARO9w9flPy+eU+8ubfnRGNKsU0CA0DptVZhZgFCFLFgTgwChNbqqMqsAoSqZsCYOAUJrdLV7VgFCuxWX9SKmwJ+3jF6nqJQZbI3hxdMHNLR7E8qfL5+t68a1xQQI9c64AKG++RUg1De32JkAod75FSDUI79xHggnT55MuXPnpo8++kiPjLrt4tatW9S7d2/auHGjdntz39Dnn39OCRIkoPbt2/vcZ6QeO/EnEDYWILT4XShAaLHAEZ5egDDCCbBweQFCC8VVYGoBQgWSYGEIAoQWimvj1MoC4eLFi2nNmjVepciaNSstX77c62sTJkygfPnymQY8AUIb320WLSVAaJGwDptWgNBhCQswXAHCAAVzUHcBQgclK4hQBQiDEM1BQwQIHZQsH6EqC4QvX74k/Ie2detW2r9/P02ZMoV/Hy9ePEqUKJHtQIh44EQ5pTnRIQxGYwFCp7wjrY1TgNBafSM9uwBhpDNg3foChNZpq8LMAoQqZMG6GAQIrdPWzpmVBUJ3ETZv3kz79u2jmTNn8o+PHz9OixYtort371KuXLmoR48elDdvXtq5cyfNnj2bEiZMSFFRUVSmTBnq0qULffrpp3T27FnCXzqvv/469enThzJlysRz+XIIv/76azp8+DClSpWKLl68SPXr16c33niDZs2aRZcuXaJ06dJRq1atqFKlSjwXHmmwbt062rJlCz158oT79uzZk8cbcIZHHqxYsYL7d+3alS8aQcz4slOrVi1q164dv3bjxg2aMWMG3bx5k+LHj0/ly5enfv36xXhv4HXocv36dYbkChUq8Lz4tbFm06ZNae3ataxLkyZNqE6dOn7jHTx4MOtXt25d15odO3bkRzZgDcQ7d+5cOn36NCVJkoS1adCggdf3LmKbOnUq/fzzz1S0aFHec+rUqbnE04ixYcOGtHfvXnZ3+/bt6zNn2DP+ceD27dsx5kMAeB+sXr2a7t+/TwUKFOD5smTJQlIyaudHi/1rCRDar7mdKwoQ2qm2vWsJENqrt92rCRDarbi96wkQ2qu3Vas5Dgj/+c9/MkgMHz6c3nzzTYYvwM6yZcsoadKk5Fky+uLFC4bJihUrsoaAmEePHtHYsWNNAeGcOXMYZooVK8aOJaAIczVv3pwuXLhAQ4YMYXADyOzZs4eWLFlCEydOpIwZM/I4rD969GgGnw4dOjA0tW7dmo4dO8avFy9enAH16dOnDK/Tpk1juB02bBi/hrONmOPq1atUqFChGO8DgCP2U7hwYf4/xr377rsEwMKa0AoPYsfcAKj+/fvTmDFjqEiRIj7jBVTBmQX8ogHCevXqxcALsMSvsWabNm0YDgcNGsRrACLd26tXr7gPYsDe//GPf7Bm9erVcwEhIBhg/fHHHzNU48tBbDnDfG3btqUPPviAGjVqRCdPnqQRI0YwkGKvJ06cYF3HjRvH/1iA85OYC3kHiG8/eiNCl8rIGUKrPsSMeQUIrVY4svMLEEZWfytXFyC0Ut3Izy1AGPkcWBmBAKGV6to3t+OAEPAHqDCADlLBtYIrVrZs2RhA6CklgLJz584E1xHNn0NouI7oC5fwk08+ofXr17tKRwFwKVKkoE6dOtHQoUOpZMmSDGNo9+7do2bNmjG04tcAQriOiRMn5tdr165No0aNYicRDZAL961atWr88zRp0vB4w80087bYsWMHHTp0yAWhgC1AUcqUKXn4/PnzGTDhXPqKF2AG4ALgZs6cmb744gt68OABAyXgFK7bpk2b2L1Eg55wTQcOHBgtTEAz9oXzoEbfkSNHUvbs2V1ACJADfBq6+MqZAeHIgTEf9oGLgTAP5gaoInY07AP5mDdvHjuHAoRm3kXO7CNA6My8mY1agNCsUs7rJ0DovJwFErEAYSBqOa+vAKHzcuYtYscBIYAGTl337t1d+wGEvPPOO+xCeTqEcJSWLl1KP/zwA7twOH8IOAM4ASj8ASEcKEAGGkALc6Fc1WgrV67k8k5ACUATzqHhRqIP4A4X5ABMPG/8hPtnrI++KG2Fc4cyTZTDwvU8cuQIl6YCDKtUqRIjh4A0nKE7f/48O2vPnz9n2IJrCYewW7duDKFGAxyizBOupa94MQegO3/+/Fxm2qJFC4ZAAC90QKwARaNhbTibAFn3Bt1RqrlgwQLXj+HWwc11Lxl1vwnVV85QwutrPuzp4cOHlCxZMtd6+LCCKwr3UIBQjw8ub7sQINQ3t9iZAKG++RUg1De32JkAod75FSDUI7+OA0JvDiHKDVGuCIdw0qRJlCdPHtcto9u2baNvv/2W4QaOG0AL0LZ9+3Z2+QIBwlAdwkCA0Hh7AY4ApSgFxbk47MG9AYDhUKKUFWf54IJ98803fK4QQAiHEE4e+qABzACN/hxCANX333/P8IXyUADkqlWrGKKvXLlCOGOIXACwfTWAKko6fTmEnrr4ytnly5cZOqGF0ZBb3DwLwMRapUqVYvfVs8kZQj0+tGLbhQCh3vkVINQ3vwKE+uZWgFDv3GJ3AoR65NhxQPjrr79y6SVcO5Rawv0CHBhnCOGWwQkEZKDhzBsulDGcK7yOcsNggBBwBuioXLky4aIWo3wRZaNw0nbt2sVxAErTp0/PLh3+Zcw4QxgIEB44cIDPLQIAUaIJRxR7McDOePsBFHGWEmfysBZADW6kAYSIF5fVwDnDpS64mAZaYG5f8WJ+lJbCxcTFLCjJBHSjQQfsBW4mnEOAKM4nQnfPc45wc3GGEDHEdobQUxdfOQOAYj68B1Bee+fOHS7XhauKveJsJs494v2BnOByHziDuPhHgFCPDy0BQr3zGNvuBAj1zbsAob65FSDUO7cChPrk13FACOmPHj3KZZhw+3LmzMluFy51QYMrhnJGvFauXDkumcQFIyitxO2WcBFRshgMEGJ+QBWAA04V5gMQGaWcADE4YYBUwBHKK3EDKqDO2yMgfJWM4ubRgwcPMpRhHZyTBIh6NsAibtyEo5c8eXKGoJ9++skFhIAt45ZROKKNGzdmeETzFa+xDi5oQXktNCtYsKBreXw5g9sI9xIxosQUTi3cOW8xTp8+naERIIpbV1Fuiv7edHn8+LHPnOHWUsA23EqU06L8FP83HkyP20rhZuK8KDQpUaIEX3ojQKjPB5e3nYhDqHd+BQj1za8Aob65FSDUO7cChPrk1xFAqI/cshMogEtm3n77bapevbqtgggQ2iq37YsJENouua0LChDaKretiwkQ2iq37YvJGULbJbd1QSkZtVVuyxYTILRMWpnYUODMmTP0l7/8hZ89iGdI4swfbi3FoznsbAKEdqpt/1oChPZrbueKAoR2qm3vWgKE9upt92oChHYrbu96AoT26m3VagKEVikr87oUwCUxuJ0VpaUZMmTg5wiinNfuBiDctv9HyvraX2xd+j/PntAnvdrTa6+9Zuu6cW0xAUK9My5AqG9+BQj1zS12JkCod34FCPXIrwChHnmUXZhQAECI84nGMwpNDAlLF1yEg3Og0qxVQIDQWn0jPbsAYaQzYN36AoTWaavCzAKEKmTBuhgECK3T1s6ZBQjtVFvWiqgCAEJcpIMLeqTpp4AAoX45dd+RAKG++RUg1De34hDqnVvsToBQjxwLEOqRR9mFCQXYIXzy2PWMShNDQuqSMkVKSpw4cUhzyGDzCggQmtfKiT0FCJ2YNXMxCxCa08mpvcQhdGrmzMUtQGhOJ9V7CRCqniGJL2wKAAi/xRnCbNnDNmdsE7148ZzKlypMjevXtnwtWeBPBQQI9X4nCBDqm18BQn1zi50JEOqdXwFCPfIrQKhHHmUXJhSw85bR/zz/N1UskZXatmhiIjLpEg4FBAjDoaK6cwgQqpubUCMTIAxVQbXHCxCqnZ9QoxMgDFVBNcbHeSBs3rw5jRw5kgoUKKBGRsIYBR4oj4fbf/rpp35nnTx5MuXOndu2ckq/Abl1cN8HHjbfoUMH+vrrrwOZgvsKEAYsmaMGCBA6Kl0BBytAGLBkjhkgQOiYVAUVqABhULI5ZpAAoWNS5TPQiAPhnDlzaMuWLdGCTJo0qakv/E2aNKExY8aEBHM7d+6k0qVLU5o0aZTKKB7VcOjQIVMwF1vgt27dol9//ZXKlCnjd29mgPDBgwfUqVMnWrdund/5wtnBHQifPHlCe/fupRo1avASEyZMoHz58pkCWQHCcGZFvbkECNXLSTgjEiAMp5pqzSVAqFY+wh2NAGG4FVVrPgFCtfIRbDRKACE+LHr16uXaA67pT5Qokd89hQKEuG0S/8WPH9/vOt46vHz5khIkSBDUWDODQgXCQONzChB6aidAaObdFDf6CBDqnWcBQn3zK0Cob26xMwFCvfMrQKhHfpUAwufPn1O/fv1iKPrLL79Qt27dCLCSP39+un//PpcLosRz//799M0337CzlzBhQmrdujW9//77dOnSJfrss8/oxo0blClTJurSpQuVLFmS50bpJJ4Hd/36dULp4dixY2nYsGGuklEAItwvOJZwot544w3q2bMnpUqViuC29e7dmxo2bMgOFVypQYMGRYsZZYwnTpyglClTcnwZM2ak4cOH008//USrVq1i+OzRowdVqFCBxx04cIDLGBFL6tSp2eWqU6cO/fzzz7zus2fPeH+Yb8GCBfxg9+XLl9Pu3bsJmpUvX573B0fVW3wlSpSIVjK6bNkygiP6xx9/ULZs2ahr165UrFgxjsUdCKHdjBkz6ObNmxwz1kF+/DmE6D9lyhS6ffs2FS1alLXGvtq3b08rV66ke/fusYZo+ACpV68ebd++ncE6Ni3QN7aSUexl9uzZnP+oqCh2QrNkyULnz5/nnBpt7ty5vA/ouP3oDYpKmcHyP71yhtByiWMsIEBov+Z2rihAaKfa9q4lQGiv3navJkBot+L2ridAaK/eVq2mNBBi03DK1q9fz5A3atQoPueGskU0T4fw4cOH1LZtW3YbK1asSGfOnOExS5YsYTgBEAIWABHp06dnh/Djjz92AeGePXu478SJExnmpk6dyhA2evRoBq527dpRq1ateAzGwsl0bwDCefPm0ZAhQ+jtt9+mxYsX0w8//MCxtGnTho4dO8agtXbtWoYgwCOgNXv27HTx4kUGTAAVzjN6cwgxH/ph/mTJktGkSZMoa9as1LFjR6/xfffdd9GAEPsDHAPSAGJLly6lFStWUJIkSaIBISC5ePHiDKjY/9WrV6lQoUIMqNhPlSpVYrwfX716xdpXr16doRkQDBiuX7++KSD0pYWvM4SeDiH+0QA5Wr16NaVIkYLglDZu3JjGjx9PR48eFSC06pNEgXkFCBVIgoUhCBBaKG6EpxYgjHACLF5egNBigSM8vQBhhBMQpuWVAMJvv/2WXS6jFSxYkM+GGQ1gARcNAAbgMspJPYFw48aN9OOPP9K4ceNcYwFzZcuWpWrVqjEQAqAAdkZzv1Rm6NChDEwAGjQ4Ws2aNWPHEL+G07V169ZYny0HIIR7N3PmTB5/+fJl6t69O5+HNJ5HV7t2bVq4cCE7WZ4NLh2cR0CUNyCEowZYhT5ocDoBb3DfAKye8fm7VAZ7xxnMvHnzRgNCQDScSewdwGqmXbhwgWMB7BpluMhbzpw5TQGhLy0CAULMM3jwYIZwwOmRI0do0aJFDPpyhtBMJp3bR4DQubkzE7kAoRmVnNlHgNCZeTMbtQChWaWc2U+A0Jl584xaCSDEFzmUghoNwOd+ycvhw4dpxIgR1KdPH/6SbzRPIJw/fz7BFXMfiw8iABbcLgBhkSJFqG7dul6BsHPnzgRIAkwYDSAJZw6OIModAZ2xNYDfyZMnXeWKRhmn+xjEYZRnwq2ES3fnzh2eEjogVpS/egLh48ePOW6UehrOJGLCz1Hm6m0tTyBEieXmzZu59BPQBjcN4A0Idi8ZvXv3LqG8FDCVLl06BkNvrqC7DnAOAVwobTUaSjUB+mZKRn1pESgQoqQXuZg+fTrnHMDbtGlTAUI9PrNi3YUAod4JFiDUN78ChPrmFjsTINQ7vwKEeuRXCSCM7QwhJH769CmXROI83PHjx9ntwVkwNIAK3CzjkREbNmygc+fOcamit+YPCP05hOEGQkAKYKly5coMaChRRSkryktR0vn9999Hu2UUQDhr1ix23TybPyAEdOI8JkpWUXaL1qJFC4ZsnJX0dqkMykABuHD+UILp6yZWOITQfc2aNS6HEBCfI0cO3iNyc+3aNRowYACvjfOhKO00zhD60sIXEKJsNk+ePNFuGcX7qVGjRrxXnMWEOwinUxxCPT60YtuFAKHe+RUg1De/AoT65laAUO/cYncChHrkWAkg9LxlFNIaJZaAJEAhYANf8PHGM4APl6LAcQNQocHxAjwaF7fAQYPzhPJMAIE/INy1axc7Y4AMgBnWQ2zGGcJwAmGuXLn4AhmUlwJoUBKL/dSqVYuBEO4cQAaOm3GbKWD4ypUr1L9/fz7jiP0CsvDYDH9AiMt2AGi4lAbaGq4r9uoJhLjgBZfNAABxfhBlr3AhcSYvtgZ4RNw1a9akBg0a0OnTpwmAbZwhPHXqFDt2KJeFa4jSX7iVAELAsC8tfAHh559/zu8P47IaIz6sBUjFhUB4D6EJEOrxoSVAqHceY9udAKG+eRcg1De3AoR651aAUJ/8KgGEns8hhLybNm2iv//973wBjOEK4os/LpSBs/Tuu++ygwawMFxElJPi3B4gASAD0MB5O7hEgEJ/QAiAhMOFckPMiVJKwCXAyBtweb4NAi0ZxSUvuNQF8InSTJSCZs6cmcEKl7kA4AA1ADHADH721VdfEcD10aNHlCFDBn4eHwDMHxAiVuiCi1WwBs4qAjpxS6knEEJzPNAe6+EynpYtW7qg29dbH2caAV/GLaPYk3HLKMYhV3B5ETfOdSIewyH0pYUvIMS+kVeUuZYrV44GDhzIIeJCIbifgGeU/QoQ6vOhJUCofy697VCAUN+8CxDqm1sBQr1zK0CoT34jDoT6SCk78VQAwAd3EyWjdjcAIsAal9wkT55cgNDuBERgPSkZjYDoNi4pQGij2DYvJUBos+A2LydnCG0W3OblpGTUZsEtWk6A0CJhZdo/HclIACHKV1Fqi2dJwiE0GlzWb49cs/E5hK9Ru5ZN5a1gkwIChDYJHaFlBAgjJLwNywoQ2iByBJcQIIyg+DYsLUBog8g2LCFAaIPIcXWJSAAh/uLBuVKcGcUNqu6PzQAQ7vr+BJfLWt3+858XVKFsKXq/8jtWLyXz/68CAoR6vxUECPXNrwChvrnFzgQI9c6vAKEe+RUg1COPsgsTCgAIcU4UZyKl6aeAAKF+OXXfkQChvvkVINQ3twKEeucWuxMg1CPHAoR65FF2YUIBAUITIjm4iwChg5NnInQBQhMiObSLAKFDE2cybHEITQrl0G4ChA5NnEfYAoR65FF2YUIBAOFvd+/yozGsbkmSJKHcuXJZvYzM76aAAKHebwcBQn3zK0Cob27FIdQ7t+IQ6pNfAUJ9cik78aMAgHDT7lOULEUay7VKEv8Zjf2kC2V7LZvla8kCfyogQKj3O0GAUN/8ChDqm1sBQr1zK0CoT37jLBCaea6gCmnGA+s7dOjAz0aMC+3ly5f8XEE82B7PRxw2bFjYtm3ng+kT/fdfNLRncwHCsGXP/0QChP41cnIPAUInZ8937AKE+uZWgFDv3AoQ6pNfBkJ8GK9cuZJ27txJv//+O2XMmJHwkPfGjRvzw911bE4BQjw6Ye/evfwA+rjQDh06RF999RXNnj075PcebhnFjaK4dRRNgFDvd5AAod75FSDUN78ChPrmVoBQ79wKEOqTXwbCcePG0bVr16hv376UO3duunLlCk2dOpVKlSpFPXv2dOxu4TbhOXjempVA6Gtdx4oZZOCBarF582Y6f/48DR48OMgV/2+YAGHIEjpqAgFCR6Ur4GAFCAOWzDEDBAgdk6qgApVLZYKSzTGD5FIZx6TKZ6Dxzp0799/evXvTkiVL6C9/+Yur8+XLl6lbt2788+zZs3MZX6pUqQggheSnTp2aBgwYQBkyZOAxly5dos8++4xu3LjBz37r0qULlSxZkl/D2LRp09LNmzfp/v37PM/QoUNdY90jNECtdu3adOLECXr69Cnh13Xq1OFucMywztGjRylhwoRUtWpVatWqFbtJKKs8fPgwz3/x4kWqX78+ffDBB/Tll1+yy4YvjLly5aLx48fTgwcPCPtu27YtLV++nB9H0KxZM6pXr55XwQ4cOMAOE0o4sXe4TkZMRswNGzbkdeBKAa4x7+7du+n58+dUvnx51iRp0qT04sUL1uTs2bOEvwhff/116tOnT7Rn5hlBeJaMBqIlcjFjxgzWHfoghn79+vHUBw8epIULF9Ljx4+pWrVqXKLZpk0bKl26NLvF9+7dY33QkG/osn37dgbsZcuWsZv8xx9/ULZs2ahr165UrFgx7ustBxUqVKC5c+fyGrhsBXlp0KBBDJ0x9osvvmBNkMPWrVvT+++/z2utXr2a3zsFChRgbbNkycLj8SXR29wYA5cR75GoqCgqU6YMvwe3H71hy4PppWTU/g9IAUL7NbdzRQFCO9W2dy0BQnv1tns1AUK7Fbd3PQFCe/W2arV4K1as+O8PP/zAkOXZ8IUcIADwMQBm/vz5lCZNGlq1ahX99NNPNHnyZHr48CGDVa9evahixYp05swZGjVqFMMkvoRjLIARX9AxFnPgAwIQ5NkAV+3atWM4AaBhboAUALJIkSIMOHfv3uXfAw7hJKGcEpABoJgzZw67mwAUQB4ejg7HyQBQgG6OHDkYeHA2D7CJ9bAu4lm6dKlXMAOcAnQBx4DNQYMG0ZQpUxhQjJgBph9//DGvi72j35AhQyhZsmQ0adIkypo1K3Xs2JGBcN++fawVGoDm0aNHNHbs2Bh6eANCs1ri/F3x4sUZXrHm1atXqVChQgy12Duc4cKFC3MuAbvIkxkg3LNnD8M+wBiQCM1WrFjBsOeZg1evXjFYYh3kFF/qoB1yCkjzbBs3bmTdDIcQuiOfiBUwj9ehHTRDw3sutrnFIbTqY0PNeQUI1cxLuKISIAyXkurNI0CoXk7CGZEAYTjVVG8uAUL1chJMRPHmzZv3319++YVhwLPBTSpRogS1aNGCX8+cOTODBNqzZ8+oVq1atHbtWgIg/Pjjj/yl3WijR4+msmXLsvuEsTlz5uR50NAXwOQNQg24AljATUNDXzhZKF/FmtOnT6f8+fPza7t27WJIwFwYYzhDRhyA2YkTJ7IL596wDvayZcsWBhk0zA8IRdz+GkAYTiBAFHO1b9+etm7dSokTJ+ahAGmsW7BgQf799evX+YIUuG+eDYDWuXNnQrmkt9fcL5UJREtAOQAcewLMGm3NmjV04cIFGjlyJP8IZZ1wNwGvZoDQM8bmzZvTmDFjKG/evDFyAAiFo7dp0ybXmUDsE1A7cODAGPv1BELECOBr1KgR9wVsI9Z58+bxe8LX3AKE/t7Fer0uQKhXPj13I0Cob34FCPXNLXYmQKh3fgUI9chvQA4h3CV8GTda3bp1adq0afTdd9/xf4APo+EDALAEdwoQA3cP/dHgIGIcnCXPBrjq3r07g5rRAAkoNwRAYI4NGzZwSaExF2AEYAogPHnypAt0AAzov379enaz3Ju3M4SY/8MPP6TKlSvHiAsuI+K9c+cOv4Yvn9gfXFTPuYx1UU4ZL148F8jg5+vWrSO4ZpgLzixKYtEHjuWOHTtiXKTizSE0qyWcVJR3HjlyhNKlS8fpJATSAAAgAElEQVRgWKVKFYZnrAmXzmiATriXZoAQ0A2oQ9ktSlFRygn4gmvomQNcEmP8Y4KxFv7yBzwCWD2bJxAClOESw2U1Gj58kHN8QfQ1twChHh9SZnchQGhWKWf2EyB0Zt7MRC1AaEYl5/YRIHRu7sxELkBoRiX1+7jOEOLsFgDGaCitxNkwuHMoscQXbwAfYM0diAA4OCd37tw5Gj58uNcdBwqEKOF0hzi4QXCxzDiE7kCIYACEAANvDiFKGQEgRvMFhE2bNmUXELAICEIZY/r06bkM0htcYt1Zs2axM+rZtm3bRt9++y2XiEJTgBtcNuOMnnv/UIDQmAcACl3gUOIsHsDT3SHE6wB9lGkCCAHcuGQIZ0TR4CCjHBbxIR6cLUXpLi4gQoPzi3JbPCbCEwhxQRHmBbAbcOzrj4UnEI4YMYIvN0Jpr2fzNzfKdPPkySO3jKr/ORSWCAUIwyKjspMIECqbmpADEyAMWUKlJxAgVDo9IQcnQBiyhEpMwLeMAkxw8Qi+1OMLNGAQwAPHxzjnB6jDmUF8yQbkANJ+/vln7geHCO5Sjx49CBeIoKwPjhou/kCpYqBACPCCUwf4BGz179+fUIKKc4FwFuFMobwRZwjxf/Q1zhB6AuGCBQtcZ9JwAY77GUKzQIj9oPR05syZrA+gCLCM8tXYgHDRokV8Wytix2M8oBEgC8AFiMaFMoZDhnOOAOBwAyEuwoFmgE6UbkJPrI3LYDp16sSX66AcE5CIi3eMM4SnTp3islxcOoOyXeQajiDiwzyANFyYg/JYXOKD3+N94Q0IjTOEcDUBjijPvX37NjujcJw9mycQHjt2jMEapaMoE0bOca6wUqVK7LQih7HNDV2xjnE5jjx2QonPHMuCECC0TFolJhYgVCINlgQhQGiJrMpMKkCoTCosCUSA0BJZbZ/U9RxCXAqCUkCACwAGt3PCFTOeQ2iU5qHcE7dX4mwcYMc4mwbQwhdwAAPG4HU4eoDCQIEQX+BR3oizbrjVEs9DNG7/RNklSh4BCngNt1CibBO/9nSnoCZu+ETZJG7/BEzgYhKcdTRuGTXrEOKcJDSCK4jyS7hdOFMZGxDiEhc8Tw9nHHFhDGAUl9/gdk3swYgBl+7gzCIuSQk3EOISH9wmiliwTsuWLV3lsPv376fFixd7vWUUugECjx8/znEjPuTWiA+/xi2v2D/OUaIkFeWn3oAQc+GLHMAcsI5YcDEPHEc4f/6AEK8jd7j4BiCePHlyPteKi2n8zY1/TMB7Dw5suXLl+FIfuWXU9s8Y2xYUILRN6ogsJEAYEdltWVSA0BaZI7aIAGHEpLdlYQFCW2S2fBEGQjOreEKdmTHB9LHy+YDBxBNXxsDxNB47oeuexSHUNbN/7kuAUO/8ChDqm18BQn1zi50JEOqdXwFCPfIrQKhHHkPehQBhyBJGm0CeQxhePc3MJkBoRiXn9hEgdG7u/EUuQOhPIWe/LkDo7Pz5i16A0J9CznhdgNAZebI8yrgChF8fPE/JUqSzXM/E9IRG9W9H2V77v4uaLF80ji8gQKj3G0CAUN/8ChDqm1txCPXOLXYnQKhHjk0DoR7blV3EZQVQMvr3c5epTJkylsuQMFFCqv5+ZddzKS1fUBaQklHN3wMChPomWIBQ39wKEOqdWwFCffIrQKhPLmUnfhQAEOLILC7XkaafAuIQ6pdT9x0JEOqbXwFCfXMrQKh3bgUI9cmvAKE+uZSdCBDG6feAAKHe6Rcg1De/AoT65laAUO/cChDqk18BQn1yKTsxAYR/P3eJ3rKoZBRfasqVKUU5s/9FchEBBQQIIyC6jUsKENoots1LCRDaLLjNy8mlMjYLbvNycobQZsEtWk6A0CJhZVr1FEDJ6NaD5ylpcmsulXn+78fUuEZpqluzunqbjwMRCRDqnWQBQn3zK0Cob27FIdQ7t+IQ6pNfZYDw6dOnVLt2bfrmm29MXcSBh6PjYfTt27cPOhveHmQf9GQWDcTD2Dt06ECINS60ly9f8sPkT58+zQ+6HzZsWNi2bfVzCJ89/Rc1rFqcalevFraYZSLzCggQmtfKiT0FCJ2YNXMxCxCa08mpvcQhdGrmzMUtDqE5nVTvFQMIP/nkEypZsiQ1btyYY//999+padOmDF6eP1uzZg2lSxcet0WA0Ptb5cmTJ7R3716qUaOG6u+lsMR36NAh+uqrr2j27NkUP378kOacMGEC5cuXjz766COeR4AwJDmVHyxAqHyKQgpQgDAk+ZQeLECodHpCDk6AMGQJlZ5AgFDp9JgOLgYQrly5ks6dO0fjxo3jSfbs2UMrVqygrFmzRvvZ8uXLadmyZaYX8tdRJyCEywX3UhpRoFps3ryZzp8/T4MHDw5ZPgHCkCV01AQChI5KV8DBChAGLJljBggQOiZVQQUqQBiUbI4ZJEDomFT5DDQGEP7jH/+g4cOH08aNG9mhgVOTJ08e+vLLLwmOoPGzFy9eUL9+/ej48eO0aNEiunv3LuXKlYt69OhBefPm5UXhbn322Wd09OhRSpgwIVWtWpVatWrFc+D6f8y5detWSpIkCTVv3pxmzJgRa8nozZs3acqUKXT79m0qWrQopU2bllKnTu0qGd25cyetXr2a7t+/TwUKFKC+fftSlixZOA78bP78+VyGCEApV64c9e/fn8swT548SSNHjqRXr17R1KlT6Y8//qARI0bEKFs9cOAAO0wo4cS6cJ3q1KnD89+6dYt69+5NDRs2ZDcPrhTWBzTv3r2bnj9/TuXLl6cuXbpQ0qRJCdqhLPLs2bOEvwhff/116tOnD2XKlClGsjxLRjEOe4ce2FeqVKlo6NChlCFDhhhjb9y4wZqiLzRHDMgZ2sGDB2nhwoX0+PFjqlatGmvTpk0bKl26NOEfBe7du8d7QsMf9nr16tH27dsZdPEPAdAbWmXLlo3wUPtixYpxX2h6+PBhjuvixYtUv359qlChAs2dO5fXQK7xswYNGsSIF2O/+OIL1gTjW7duTe+//z6vFVtu8SXR29wYg/cu3ndRUVH87EHotv3oDYpKGVOrcPxxlpLRcKgY/BwChMFr54SRAoROyFJwMQoQBqebU0YJEDolU8HFKUAYnG6qjYoBhIAVgA6+TANsUCo6duxYmjhxIsOe8TOUjwLM8DoA8s0336QtW7bQ2rVrGRgAPoARgCKABXAI1weljwACfGEHYAHy8OUfjiTA0dsZQsBa27Zt6YMPPqBGjRoxxAHaMA/WP3HiBMMc5gCUAmb37dvHoADwRNwFCxbkvokSJaILFy5w7AYQDhkyhMfitUGDBjFEeDasAWDLnj07gw76IXbAJ4CwXbt2DLsff/wxr7lkyRLuh7mTJUtGkyZNYpe1Y8eODISIr2LFirwM4nz06BHr7Nm8AeGlS5c4P2nSpGHQxYctgNKz4fxd8eLFGV6x5tWrV6lQoUIMtTiXiD0XLlyYVq1axbkAbJoBQrjGKCsGGAMSly5dyi4yYA+azpkzh/MBSETuAJZYB8CJL3XQDnDs7QHxyB10MxxCX7nFfnv16hXr3OIQqvZxY208AoTW6hvp2QUII50B69YXILROWxVmFiBUIQvWxSBAaJ22ds7s9VIZuEhwk+DOABzgzixevJjPC+JnADEAwP79+wmOojvI4KHfcIzKli1LtWrVounTp1P+/Pl5T7t27WJYg2sIUCpVqhTPhQYI6N69u1cgBMCh//r1613nygCZuXPnZsiDwwfgACyiAcjg1s2bN4/dLbiB69atY+Bzb4AXnFmDawhYA1yYPbc2efJkhmPEDyBEHHA7EydOzEvAUQNEA0TRrl+/zhekwH3zBn2dO3cmlEuaAcKcOXNSixYtuOuPP/7I8AlNPduoUaMYGps1axbNfYTTC02hGxr2D72gsRkg9FwH7u6YMWPYGYamhjuHfoBQuKWbNm1yaYt9AmoHDhwYI2ZPIPSVW7ibvuYWILTzoyTyawkQRj4HVkYgQGilupGdW4AwsvpbvboAodUKR3Z+AcLI6h+u1b0CIRw+lBkC/uAGAWSOHDlCO3bs4J8BtAA2cKcAEwA5o+FL/jvvvEOVK1emunXr0oYNG9gBRDtz5gyDA1zETp06saOG8k00lB+ijNCbQ/jDDz+wg7VgwQLXOnDV4EICxABTDx8+ZCfOaHiDYi18iUAZIoDWswFeULb67Nkzfj1z5syx6opzbXDC7ty5w33w5RMwiLJGo2QUMIMGUMHeUU4ZL148/hkgFT8HmMI1w1zYF85Oog9KNKGvJ5B6cwiLFCnC8xuaTps2jefzbHBnkUvkDjAPMKxSpQrDI9aES2c0gD/cSzNACOAD1D148IDjRekq4AuuoefNrQBuOI/u2uIvf8AjgNWzeQKhv9z6mluAMFwfE86YR4DQGXkKNkoBwmCVU3+cAKH6OQolQgHCUNRTf6wAofo5MhOhVyBESeb48ePpvffeY+cMJaT4soWyzXfffZfhC7eRAuw8HUJAHkDDjEOIs2XVq//5zDYAKODOGxDCzQI8wKk0GlxJxIYxKB+F24jHVni2K1eu+HQIsVeUNsLBgpvp7Swe5jRuWgXoAoJQEpk+fXoug/QEQvQHsM2aNYvg5nm2bdu20bfffsvOKhw8gBtcNuOMnnv/UIDQmAcAin0C7KEhwNPdIcTrcAhRpgkgBMRfu3aNBgwYwFP88ssvDO+ID/F069aNy4Hh0KLBrUTJKh4T4QmE0B/z4r1iwLGvN6YnEPrLra+5UaaL869yy6iZjwLn9xEgdH4Ofe1AgFDf/AoQ6ptb7EyAUO/8ChDqkV+vQIg/vACalClT8tk3fKlGg4sEGAQEAeR+/fVX/hnK+gwYAHAYZwjhXMFFQikizhDi/x9++CE7a9999x2fOUQfnD0DYACUYjtDiDWxFiASLh0cRsQIIDx27BjDF+JAeSrWwtmzSpUqsTMHBxMXt+CcH84Hep4hxDg4d1gb8QD03BvmABTPnDmTtQAUoSwWJbGxASEu2jFgNGPGjOyiAbIAXFgLF8oYDhmeqYhy2HADIS7CAewCOlG6CR2wNtxY6AfoR6ktcgan1DhDeOrUKYZjXDoDFxaOMBxBxId5AGm4MAflsbhABr/H+8QbEBpnCOFqAhyRa1wMBGcU5xk9mycQ+sqtv7mhK9YxLseRx07o8aEV2y4ECPXOrwChvvkVINQ3twKEeucWuxMg1CPHsT6YvmfPnux8GbeNYru4yMS4CRKXq6DhIhiUW8LlghuGcThbh4YSSZQn4ks9bqdEuSlKLPFro2wSQIFyRpSOAjxiezA9zuABGuHOoT9ABf83HkyP2z1xOQpgLXny5FSiRAm+vAQNz1LE3LjlEs3bLaP4OcajHBJQiBsp3Zvx+A3AItaF24UyyNiAEJe44Hl6ODeJC2PgPOJCHZTFQhdc6AJYxjpwU1ECG24gRL5wmyhiwTo43wmHEw3nP5E3b7eM4nXohRtkETfiA1wZ8eHXyDv2j1yjJBWusDcgxFz4IodyX7iUiAXvHTiOcHX9ASFe95VbX3Pj/QvIxXsTOYejLLeM6vHB5W0XAoT65tb4HPH8XNZ7x3FndwKEeudaHEK98ytAqEd+YwVCPbYnuzCrABxP47ETZsc4rZ84hE7LWGDxChAGppfTeotD6LSMmY9XgNC8Vk7sKUDoxKyZj1mA0LxWKvcUIFQ5OzbGJkAYutjyHMLQNQxlBgHCUNRTf6wAofo5CjZCAcJglXPGOAFCZ+Qp2CgFCINVTq1xAoRq5SNi0cQVINy4+xQlS57aEp1fPHtKTWu/Q/Vrf2jJ/DKpbwUECPV+hwgQ6ptfAUJ9c4udCRDqnV8BQj3yK0CoRx5lFyYUQMno3Xt3qWbNmiZ6B9clZ46cfL5Vmv0KCBDar7mdKwoQ2qm2vWsJENqrt92rCRDarbi96wkQ2qu3VasJEFqlrMyrnAIAQtwYi8t1pOmngAChfjl135EAob75FSDUN7fiEOqdW+xOgFCPHAsQ6pFH2YUJBQQITYjk4C4ChA5OnonQBQhNiOTQLgKEDk2cybDFITQplEO7CRA6NHEeYQsQ6pFH2YUJBQCEuw4eo7z58pvoHXiXF8+fU63q79Fbb5QIfLCMCFkBAcKQJVR6AgFCpdMTUnAChCHJp/xgAULlUxRSgAKEIcmnzGABQmVSIYFYrcCfj524TlEpM1iy1J+3jJag2tWrWTK/TOpbAQFCvd8hAoT65leAUN/cYmcChHrnV4BQj/xGDAjxAPkOHTrwg+7tbnhg/KZNmyhBggS0evXqaMsjHjxAfeTIkXaHpcx6q1atog0bNlDChAlp8uTJ1LNnT9q8ebPf+Hbs2EEHDx7kh8Gr2OQ5hCpmJXwxCRCGT0sVZxIgVDEr4YlJgDA8Oqo6iwChqpkJT1wChOHRMdKzmAbCR48eUcOGDTneePHiUYYMGej999+n1q1b8+/9tQkTJlC+fPnoo48+4q5PnjyhvXv3Uo0aNfwNDevr+NLYtGlTWrlyJaVOHfPxA7oDYZMmTWjMmDFUoEABr7pCn2bNmtGKFStYH/x+3759VKtWLb95uHXrFv36669UpkwZv30j0UGAMBKq27emAKF9WkdiJQHCSKhuz5oChPboHKlVBAgjpbw96woQ2qOz1asEDIQAhXTp0tGVK1doyJAh7B5VrlzZb5yeQOh3gEUdrl+/ToMHD47hDBrLxXUg9KePRWkxPe3Lly/Z2Q2mCRAGo5pzxggQOidXwUQqQBiMas4YI0DojDwFG6UAYbDKOWOcAKEz8uQvyoCBEOWWGTNm5HkBVnny5OHSzxcvXnCp4NmzZwkf7q+//jr16dOHMmXKRDt37qTZs2dzCWJUVBQ7SI0aNYpWMoqxadOmpZs3b9L9+/cpVapUNHToUHYi0fbv30+LFy+mx48f0wcffECnTp2iNm3aUOnSpWPsEe7jZ599RkePHuU1q1atSq1ataJr167xnA8fPuR5EQeA1r0BCI8dO0YpUqSgQ4cO8V579epFRYsW5W4HDhwggAVKXuGgwfGsU6cOv3bjxg2aMWMG7yF+/PhUvnx56tevH7926dIljgl9oEmXLl2oZMmS/Br2njVrVtbu4sWLVKRIEYbtRYsW8b7x2rBhwyhHjhzcH1+M5s6dS6dPn6YkSZJQ/fr1qUGDBq65YtMROfjmm28oTZo0rAvcXbi8RgPku+uDnwPA8GFulIxiv1gLpaH4EChcuDDvEZDmWTK6fPly2rp1Kz1//pzX/OSTT6hQoUL+3pMx8nH48GF+P0Ab7BX5x9y7d+/muaEz9MTz/3y9DwUIA5LecZ0FCB2XsoACFiAMSC5HdRYgdFS6Ag5WgDBgyRw1QIDQUemKNdiggDB9+vTsEA4aNIihrnr16vxFHKWFFStW5MUALCgzHTt2LP/e0yH0PEMIKAI0AVoAD/Pnz2cQAVT+8ssv1KlTJxo/fjwDyNq1a2np0qUMUt6AEFB29+5dhhvAIcAVpamAiatXr/LPPc8OGgoBCBH7gAEDqEqVKlzWOm/ePIbA5MmT04kTJxjosmfPzoACDaZMmcIlmIC24sWLMyRCD6wFAAKAtm3blsES+pw5c4ZGjRpFS5YsYQjGPs6dO+cCQ4DTgwcPWNu3336bQRh6jR49mp+jh3mgA4AYX5IQA4AIgOtLR+zRX8mopz4oA3U/Q4i9AVihIVrv3r1ZV2jlDoTIJeKFdsgn4gc0Gv+YYPaPD/IxZ84cmjp1KhUrVoz3D92gPaA5WbJkNGnSJIbmjh07+nwfChCaVd2Z/QQInZk3s1ELEJpVynn9BAidl7NAIhYgDEQt5/UVIHRezrxFHDAQuk9SrVo1BjZvJXwAgM6dO7ucJTNAmDNnTmrRogUv8eOPP/IXf7hqa9asoQsXLrguenn16hWfZwToeQNCnHebPn065c//5+MFdu3aRRs3buS5zAAhXK3PP//ctVXsA+cOK1WqFENDXLqCs5GAIkAe4Adn8ACNRsPa2M+4ceNcPwMslS1blqAhIC5btmwMeGjr16+n77//nmbOnMm/v3z5Ms+Nc4+Iv2/fvnwpDlxINLh3ALCBAwfyXLHpGC4g/P/tnQm8VeP+/7+GokkpSsVNrlmSyJBEhhLSIBkSRUJJIZQGCg1UiOYkXVRSuiipZEoS0jWFDNFE0y33Xql+8n+9n/9rndc+u73PXnu39jl7rT7P6+WVc85az/N9Pt919tnv/R2e3r17OzhjjB8/3kEYwB4LhNgJqAJtRFeLFSuW0W8MQOhFmL0JmjdvbgMHDrRjjjnGfYs0V2AcfeJH7HMoIMzIBaG5SUAYGldlZKiAMCPZQnGTgDAUbsrYSAFhxtKF4kYBYSjclNLItIGQlFGiWkAWUTYgizRQII2o3fvvv29bt251jWbWr1/vIAFw8QOERJ6aNWvmjCaKNmTIEDcnazAfUTBvED0jIhQPhKSUMgddMkkz9OaikQqRRT9ASKppbKdMOo4S+QP6li1b5mxavXq1m5s3oXyf9EuikhMmTLBFixa5OkvAkMgZ0c45c+Y4WPQGL5DcR8SNtWL3Hl/HSJSOSBxgSRor11eqVClvLv6Y/v3vf3fQGD9XrI5BASEQXL16dbc+EIafsS8+ZXT27Nmui+yqVasc/OK/WA1SPp1m7v7Yrq+efwFor5kRUUO+P3Xq1AKfQ2yd/eGKLB87cZKOnfDj2CxcIyDMgqg5NKWAMIecEbApAsKABc2x6QSEOeaQgM0REAYsaBFNlxEQeml/ffr0cTWEwNCsWbPs9ddfdymivOkHjlq3bm1AARFE0vq41usymihlNBkQAp6kCHpHQRR2hBCQIdWSCCGRwvbt27tGOoAuqYyk0HrRPfyIfUAMUStsp9aNlFAia4lGOkBIqi6RUeA2UXfXVEAIpAKOybqM+kkZ9QuE3l5JHSatlrTOTp06pfWoJ2ryA/A/8cQTLhIaPwp6DvkwQ0CYlvyhulhAGCp3pW2sgDBtyUJzg4AwNK7KyFABYUayheYmAWFoXFWgobsFhETLqHej8yjgR1MUYINByiWpjx4Q8jWRQyJJjHSAkGgcKYlEGf3UEBJZpAaPdEVqCPm3cePGadUQku547rnnuqYu1DWyRyKhNJAhlRO4ZQ8dO3Z0RzIAhDScIZUSIAasbrvtNhe12rZtm4tmdu7c2erVq+fq4NDukEMOcaml6QAhsImGwDPptTSVWblypdOWesVUQIi9QHmyzrBBASHNc4jaYRM2A5E08sGPNASi8Y7XjAeI40MGL9pLqjCNY4gCJgJCmu0Axt26dXP30YSIhkHcj97JnkMBYTRetJLtQkAYbf8KCKPrXwFhdH3LzgSE0favgDAa/t0tIEQCaghr1arlavqokQPESCklRZDmLB4QkvYIrBA5rFu3rl133XW7dBlNFiFknfnz57tUTa/LKM1dgBvWjh9cQ5op3UKJTnrnJfL/flJGY7uMAjE0cfFq5rADOCQqSFooUTrSNwFCwJHum9TUoQF79MCLOkCgmPWJLFL/RrMWoDAdIGSvvDEaNWqUi0KyFg1u6KJ66qmnpgRCahNp9AJAAqk0BIodQQEhwEsUj4ZA1A+ScsuzUqZMGRc1Ja3Wq5Ek4knE0ouyYhOa1K5dOyEQsmfgjrRloo/4iKZBdD/F98meQwFhNF60BITR9mOy3QkIo+t3AWF0fSsgjLZv2Z2AMBo+9g2EubRdjkIAQAFOokgaUsCPAmoq40el8F6jCGF4fefHcgGhH5XCeY2AMJx+82u1IoR+lQrndQLCcPot3urQACGNXji3j+gazUGIdI0ZMyZhHV00XKNdBK2AgDBoRXNrPgFhbvkjaGsEhEErmjvzCQhzxxfZsERAmA1Vc2dOAWHu+GJ3LAkNEHK2IDV6DDpqkm7pHdS+OwLo3j1HAYBw1jufWOUqh2Zl09u3/WHNLjrHLmjw/8/i1ChcBQSEhat3Ya8mICxsxQtvPQFh4WldFCsJCItC9cJbU0BYeFpnc6XQAGE2RdDce4YCACE1hq1atcrahjnqZN99983a/Jo4uQICwmg/HQLC6PpXQBhd37IzAWG0/SsgjIZ/BYTR8KN24UMBgJAOrzT70YieAgLC6Pk0dkcCwuj6V0AYXd8KCKPtW3YnIIyGjwWE0fCjduFDARch/P1/eWdh+rglrUtKlihpJUqUSOseXRycAgLC4LTMxZkEhLnolWBsEhAGo2OuzqIIYa56Jhi7BITB6FjUswgIi9oDWr/QFAAIX6eGsPJhga/51187rVqVA61Lx/aBz60J/SkgIPSnU1ivEhCG1XOp7RYQptYozFcICMPsvdS2CwhTaxSGKwSEYfCSbAxEgWx2Gd25c6cdftBO631350Bs1STpKyAgTF+zMN0hIAyTt9KzVUCYnl5hu1pAGDaPpWevgDA9vXL16pwDwo8++sgdWE7zjyFDhriOolEdb7zxhjvInkPYf/75Z+vatatNnz49qtsNfF+tW7e2+++/3x1qH6tlsoUEhIG7IKcmFBDmlDsCN0ZAGLikOTOhgDBnXJEVQwSEWZE1ZyYVEOaMK3bLkMCBkKMhHnzwQWcU3RarVKnimnicc845vgy95ZZb7Prrr7czzzzT1/WZXjRr1ixbuHChg7GiGoUBhAMGDLAjjzwya3VzRaUd6woIi1L93FtbQJh7PgnSIgFhkGrm1lwCwtzyR9DWCAiDVjS35hMQ5pY/MrUmK0A4btw4e+aZZ2zHjh32zjvvGGcITpw40SpWrJjSzhYtWtiTTz5pVatWTXlt/AV//vmn7bPPPr7uExD6kinfRenom/7sZunOLyDMROXo3iMgjK5v2ZmAMLr+FRBG17fsTEAYbf8KCKPh36wBIQDojUsuucSl9p122mnuW3PnzrXJkyfbxo0bXbrfnXfeaYcccoi1bdvWVq9ebRUqVLBy5crZqFGj3JuAp556yv71r3/ZfvvtZwDj5Zdf7uZ59XYIusYAACAASURBVNVX7YMPPjDOfvvmm2/czw488EADSDdv3mz777+/XXvttXbppZfm89aqVavcwfbbtm1z65QpU8atxdpPPPGEffvtt1a+fHkXqUwU2fzll1+MSCbpnXvvvbdLbcWOl156ya1DVO6YY45x9kyYMMHt97fffnOQ27FjR6tZs6a7rqAI4WuvvebmGzRokLNvxIgR9uGHH7qoa8OGDZ1trP3888/b+vXrXbopg1/M5s2b2+zZs23+/Pk2bNgwd0/JkiXt9NNPd/uOH6Tpjh071tatW2eHH364de7cOS9V94orrnB6v/3227Z9+3YbP378LvcD/WhOmu9FF11kS5cutXbt2lmdOnXsp59+cinAP/74oxUrVszq1avnNOD/vTTZli1b2ltvveUimffee6/v36xkQLh161Z79NFHnR0cM0GUGh9NnTrVZn+4wkqWOcj3Gn4vVA2hX6Wyd52AMHva5sLMAsJc8EJ2bBAQZkfXXJlVQJgrnsiOHQLC7Oha2LNmFQiJEAISjzzyiIsYHnroofbxxx/b4MGD7eGHH3bwAVRxDdC31157WbNmzWz48OEOnngz36VLFzvhhBMcYPCGAGC49dZbHdwAhEQTmQ/I4k05MMR6ABlvEDds2GDVq1ffRdf4CCH33nTTTXb22We7VMSvv/7a7rvvPhfdBFTixzXXXGMPPPCAA1pAlugWe/rb3/5m/Kxfv37uPqDs5JNPtrJlyzpIQ4fnnnvOwW0yIJwyZYq9+eabNnDgQAem2ACs9ezZ037//Xfr0aOHAdkAZ0FASLQ0VcoocNu+fXvr3bu3nXLKKfbKK6/Yiy++6EAWoAYI2SN7BSzxUexYs2aN3Xzzzda/f3/nJ+5lj6TiAoQrVqywLVu2uJ/xb69evez88883IBAgvPHGGx3cAu74O37+gn4hkgEh4Pfll186vdDgu+++c88AH0IICAv7Jabw1hMQFp7WRbGSgLAoVC+cNQWEhaNzUa0iICwq5QtnXQFh4eic7VWyAoReDSHGE8UC6i6++GK3FyKFwEGrVq3c10AAcAAEEiWMBcLvv//eRQ9ffvllNw9jxowZLoJ3zz33OCAk+kYUzJuLaBaAQ2SvVKlSSfWLB0IijN27d3dROS/tlKhS6dKlHfDED2AN4DvvvPOcjXXr1rXKlSs7CIqNHsbfB8QAizTLSQSEgN6nn37qQI7IIKNJkyY2dOhQO+qoo9zX8+bNcyBN1HB3gRCA+/zzz/PqPpmfmk+ieGeccYYDQiD81FNPTagl8Ao841cGYI0/gVa0iB/smdrNvn37OiDEV0RDixcvnvazngwIeV6IWsZGOplcTWXSljhUNwgIQ+WutI0VEKYtWWhuEBCGxlUZGSogzEi20NwkIAyNqwo0NCtASPogKaNEs0aPHm2k8BFtYwBLpHPGHuDNwwQkHXfccfmA0Gv6UqlSpbxN8IcDmCJiBRAuWbIkD0a46IsvvnCQxL9ECYE5D6RilYgHQtYiskXqpDeYhwgXkab4wf2kiV5wwQX2ySef2FlnneVADXDyOodyD8AKxG7atMlBLWmywB5Rw3ggRBtSKbt16+YilQzSMIHkadOmudRYb4/oBcztLhCOHDnSRTdvu+22vC0C2/Xr13eptgAhEddEUVZuAEqJ6hG19QaR1g4dOjggZN88A8uWLTN8R9rpYYcd5qKeu9tZNRkQsgbw56W5NmrUyEVx0UoRwmi8cCXahYAwur5lZwLC6PpXQBhd37IzAWG0/SsgjIZ/swqE3gsBESciRkBQnz59HDRddtllCRWMjRCS6sd9gE+iVMJEQOhNChQQvQLOxowZs8tapG8uWLAgr8touhFC6g07derkIoTHH3+864oKCLFHUmEBKe8a4McDqjZt2tgdd9xhtWvXThghJLpKtA0IZS5GQRFCQPGHH36wu+++211LCicpmOyPSCc1iEcccUTSLqOJIoTcD+B5EcKCgJA0TLRLFiEEfomyAoikyQLIM2fOdHWF2QLCWGezBh9GANvUMQoIo/HCJSCMrh+T7UxAGF2fCwij61sBYbR9y+4EhNHwcdaBEJmABhqiAEaLFy92jVsACCJ3RBGpK/Sat8QCIemHNEupUaOGAVIAxcqVK13E8dhjj90lQshcRAwBTurfiMzNmTPHRbHix6JFi+zpp592zWQAJ9YifbFBgwZ29dVX59UQkjaaKMLIfFdeeaWzhYgoHVQBROyjoQnRSVJbAWCipaREElHkayAtGRCSCvrZZ5+5iCnXUhuJDUTaABv2yL+NGzd2NYQ0TiGdFOhlz6Tesm8PCL0Irdd0Jl6HtWvXOpDFH9gEZOOv2BrCgoAQ6CUKC/glqiGkZpDaRGo7+ZQQwCdNOBkQ4hMa01BDSt0k6Z/YR3SVvdKkpmnTpm4bySKEpNziD5rJ0MyHlGWAcPny5QLCaLxuJdyFIoQRdq4ihJF2roAw0u5VhDDa7hUQRsS/hQKEfHrgNVqpVauW6yg5adIko6EJdX58z+suGQuEaMynwkAboEeTGtINiWABffERQtIrARsii0QUafBCV81Eh9szF8BF/RsRLFIM6T4KrAIOdCsFQokAJhs0kSEVkiYxDOCLejiAzKtD5HvAMGmv1BwCokTfCgJC5gJqmJ9aOyKOQC0wzbwXXnihS4H01gAC6RR60EEHuagea3pASISMBi/AFXWOpIPGD+wDarmmWrVqTjOvkU6qlFHmonEO6bZel1EAnxpE/EodKIBMijC+Bq7ZWzIgpNYUe9EHbbHF2wugin7cWxAQks7L80UTG7qr0pWVpkT4SRHCiLxyJdiGgDC6vvX+FvC6rBE9BQSE0fNp7I6UMhpt/ypCGA3/Bg6E0ZBFu8hUAeoRaSpD19hMzpLMdF0/96mpjB+VwnuNgDC8vvNjuVJG/agUzmsEhOH0m1+rBYR+lQrndQLCcPot3moBYTT8WKS7IMJIvaN3LiK1maSwpnOERGFsACB8fdEPWTyH8C/rc8+u5zwWxt60hrljZohEczyKRvQUEBBGz6fejgSE0fUtOxMQRtu/AsJo+FdAGA0/FukuqA199913nQ2k55LmSbpurg2AcN6CjxOeK7m7tlIX+ffDq1jrVi13dyrdn6ECAsIMhQvJbQLCkDgqAzMFhBmIFqJbBIQhclYGpgoIMxAtB28REOagU2RSdhQACAE3ut5qRE8BAWH0fBq7IwFhdP0rIIyub9mZgDDa/hUQRsO/AsJo+FG78KGAgNCHSCG+REAYYuf5MF1A6EOkkF4iIAyp43yaLSD0KVRILxMQhtRxcWYLCKPhR+3ChwIA4a/r1tmll17q4+r0LilZokROpsmmt4twXy0gDLf/UlkvIEylUHh/LiAMr+/8WC4g9KNSeK8REIbXd7GWCwij4UftwocCAOGM+Uut1AHlfVyd3iUli+2wh7rf5o7+0CgaBQSERaN7Ya0qICwspQt/HQFh4WtemCsKCAtT7cJfS0BY+JpnY8UiA8L4MwSD2Jx3gDpn52U6OBuRg9CxL34U9LNM1/NzXxD78rNOuteksovzBGvUqGGcLZloxB4sn87amfohm8dOlN73v9azSzsBYTqODPhaAWHAgubYdALCHHNIgOYICAMUMwenEhDmoFMCNElAGKCYRThVVoHwySeftFdeecVtj3bwHHbeqVMn14kyG0DIgecHHHBAwoPo/Wpc1EDIoeoLFy50h7N7I4h9+d1/OtfF2pXI7lRAOHfuXKtTp46VK1cunWXt999/t7feessuueQSd99VV11l/fr1s6OPPrrAeQSEackcuosFhKFzWVoGCwjTkitUFwsIQ+WutI0VEKYtWahuEBCGyl1Jjc06EG7bts3uuOMO44EZPXq0ffXVVzZhwoSsAGEQLslFIAxiX9meIxMgDMomAWFQSoZ7HgFhuP2XynoBYSqFwvtzAWF4fefHcgGhH5XCe42AMLy+i7U860C4fft2u+uuu9yay5Ytc2fUvfbaazZnzhz7+OOPrXz58jZv3jyrUKGC3XnnnVazZk178cUX3bX3339/nq1PPfWUO/i8Y8eONnHiRDcHcxNd6t69ux177LEWn8LIHByQ/uOPP9r+++9vpCg2adLEnZlHtAj4K1u2rJFi2rRpU7dWOkBIpGrEiBHGwewcht2wYUO7/vrrnZ0M9jhlyhRbt26dSyXs1q2bnXDCCQ6IiY799ttvVrVqVbcn9r1q1SqnDxDNvsqUKWOjRo3Kty+OTZg6daqLvLJ+7dq13T1ERn/++Wfr2rWrtWzZ0t577z0H4S1atLDmzZs7e1asWGGcGfjTTz85G88666w838Q+FLGpnPhm0KBBNm7cOKtWrZoBfuy3b9++eXadeeaZCe0mQsj+8AMfBBx11FHWs2fPvLTKIFJGhw0bZjNnznR64YO2bdtavXr17NFHH7WlS5e6YyaqVKliQ4YMcbrN/nBFVg6mV8po0b8gCgiL3gfZtEBAmE11i3ZuAWHR6p/t1QWE2Va4aOcXEBat/kGtXmhAuHPnTgcVb7/9tr3wwgsuQjh8+HC75557rH79+g7wZsyY4WBp48aNDqwmT55spUuXtj///NOuvPJK69+/v9s3MMK9QAAAt88++9jBBx+cD5yY44YbbnApquedd55t3brV1q5d69IKAdGKFSvaYYcdZt98843de++9DiD4WTpACFwBe0AOcNajRw+XxgiEffDBBzZ06FBn63HHHWe//vqroQFwMn/+fDv55JMdjM6ePdueeeYZe+6552y//fZzwBWfMhoLutz79NNP28CBA92eBw8ebDt27HDrAIQ33nijdejQwUHuhg0b3Ndjx451++3Vq5eddNJJ7mfc8/333zuQjh8A4BFHHOGuY49LliyxVq1aOZjmZ6T+Xn755fn0ThYh/OKLL1w6Z/Xq1d31JUuWdBFjRhBAyDzxEULA78svv3R+4dn47rvv3Po8TwLCoF46cm8eAWHu+SRIiwSEQaqZW3MJCHPLH0FbIyAMWtHcmk9AmFv+yNSarAMhwAMEAGREybwoIEBIlIwID4NoHzBF5It6Q+Dq7LPPtosvvtgWLVrkoAYQAmIAuPvuu89OPPFEK1asWN7eY8Fp2rRpDvwGDBiQUhvuA3IAuXSAEEAC+oh8MYimTZ8+3UUN+/TpY8cff7yDlVQDMAKaqK1MBYRADjBJFJCxfv16u+aaa5xu/D8wSMQMEGJ06dLFrr76ajvjjDPsgQcecBDN9QBisvH66687KH3wwQcdVLMWUAhQYivzsOdYvZMBYeXKlR2UMvDH+PHjnT7ZBMKXX37Z3nnnHevcuXO+elLVEKZ6EsP9cwFhuP2XynoBYSqFwvtzAWF4fefHcgGhH5XCe42AMLy+i7U860DIg3LzzTc7KCRt0xuJmso0atTIJk2a5NJIaRrCNQAXqYfAEmDDADL5GSmWgM6tt97qQCcWUEaOHGn8kQEK4gcpjETlVq9e7X7EG0lgkHRDv0D4v//9z3XPBDxJ12R40TBSXm+55RYHXkQ/4wcgTDR006ZNLnWTaCbgCuilAkLmBcqAZW+gG9FX0iNJGQVKvUEEtnHjxtagQQMXzSQCC2CjMfYRPY0f6EJkFXgD4AE4oI5oIeszP3b7AcLYLqPoQ+om2mcTCPlwAfgjGs3/ow++ff755xUhjMbrVsJdCAgj7FwzExBG178Cwuj6lp0JCKPtXwFhNPybdSCMrSGMlSwVEHIfaYpACDVyRAfjo1pbtmxxqZ5EoQAYvxFCwLJ9+/YOkgAb0i6pYWzXrp1vIGQvmUQIPdhiX6QxMtq0aePSKKkHBHYXLFiQr8to7L5SRQgLAkJPf1JXvYgfaZSJunwS2bzwwgtt8+bNrs4QfbGPekyvA2qsXYnsju8ymi0gBGyJWibqMkoaLdFkQBbblTIajReuRLsQEEbXt+xMQBhd/woIo+tbAWG0fcvuBITR8HHOAiHyEh38+uuvXQQOaGPQGIXoHLVvgA1QQioqUchYQPFqCIkQnnvuuXk1hKQ60kDm8ccfd3VyRARp6gLcpQuERLuI8gEc1BDyL9E4r4YQ6KO2D1upISSCx5tW0klpjFO8eHFXa8jX1OYBXETvgF+ayXhpn7H7Ii2VKB/XA7GswadvXg1hQUBIMx2a1wCApN7edtttrtEKdZrxg3pNbEE/wJDmPNR5XnvttQ7UGbF2JbI7HSCkAQzNbrzmPkRKqZHkWApG7NfxUVz8R70jgM/gOAw+PKBek8Y9pM0ChMuXLxcQRuN1K+EuBIQRdq6AMNLOFRBG2r2KEEbbvQLCiPg3p4GQiBKRM7pzkvbHIN3ziSeesDVr1rj6QZqkcA0dOeO7jNLZErACNKhL9LqM0piFJi4AFamTe+21l1WqVCltIARMSadcvHixgzfAidRED+SImpE+Sm0fcMM+qCvk+A06dbImtYvAFGmvACHNXgBEQBhQI/Uxdl9AJZ1LibBSl0maKdAG5HldRpOljFKvSfdR1jjwwAPtuuuuy4Oo+OcZ+ENndMJObOzdu7er+aRJTjwQJrI7HSAkUskagDqDGlIifkB6/NfxQEhElSZD6EENJYPUYyLIpCrT/ZV52IsihBF55UqwDQFhdH3LzhQhjK5/BYTR9S07U8potP2rCGE0/JtVINxdiah54408UFWqVKndnU737+EKqKlMtB8AAWG0/SsgjK5/BYTR9a2AMNq+ZXcCwmj4OGeBkHRQonukYhJZ05ACu6uAgHB3Fczt+wWEue2f3bVOQLi7Cubu/QLC3PVNEJYpQhiEirk7h4Awd32TjmU5CYS8eFATRh0Y3TcLOiIhnc3q2j1bAYDw1feWWYnS5QMXokyxP+yBu29x9awaRaOAgLBodC+sVQWEhaV04a8jICx8zQtzRQFhYapd+GsJCAtf82ysmJNAmI2Nak4pABB+9tVyO/300wMXo0SJ/a3R+efYvvvuG/jcmtCfAgJCfzqF9SoBYVg9l9puAWFqjcJ8hYAwzN5LbbuAMLVGYbhCQBgGL8nGQBQACGnKQzMdjegpICCMnk9jdyQgjK5/BYTR9S07ExBG278Cwmj4V0AYDT9qF1JACkgBKSAFpIAUkAJSQApIgbQVEBCmLZlukAJSQApIASkgBaSAFJACUkAKREMBAWE0/KhdSAEpIAWkgBSQAlJACkgBKSAF0lZAQJi2ZLpBCkgBKSAFpIAUkAJSQApIASkQDQUEhNHwo3aRQoGJEyfajBkz7M8//7Tzzz/fOnXqZPvss490y3EF3n//fXce6caNG61mzZp29913W4UKFRJa/fPPP9vgwYPtu+++s6pVq1qXLl2sRo0a7tpvv/3W+Tx23HrrrdaiRYscV2DPMY8zZ4cOHWqLFi2y0qVLW+vWra1JkyYJBdiwYYM9/vjj9s0339jmzZttypQpVr588MfJ7DnqB7/TdPy5ZMkSe+6552z58uXu6J5nnnkmn0G9evWyDz/8MO97pUqVcq/nGrmjgN/X6h07drjX9MWLF9umTZvca3Xbtm2tbt26ubMZWWJB+VN/e8PzMAkIw+MrWZqhAm+++aaNHj3aBg0aZLyRuO+++6xBgwbuDadG7irwyy+/2I033mj33nuv1a5d25588kmj0+Qjjzyyi9E7d+501/Km4pprrrG5c+caHwLQWRaf80epb9+++d5ockTI3nvvnbsC7GGWAYNr1qwx3vyvXLnS/Z7279/fTjzxxF2U4AOChQsXujeTPB8Cwtx7WNLx57Jly2zt2rUOEGbOnJkQCPndvuCCC9xG99prLytWrFjubXoPtSid12o+KBg/frw1bNjQnTG9YMECGzFihI0dO9b9PmsUvQJB+lN/e4ven34tEBD6VUrXhVYB3jASKWrTpo3bw7x58xws8J9G7irwwgsvGJEDon6MdevWOYjn+wcffHA+w7/88ksHBtOmTbP99tvP/YzjRfiPN5HeH6Xnn38+dze8B1vGsQPNmze3hx9+2EWCGUOGDHH/3nXXXUmV2bJli7Vs2VJAmGPPTqb+fPfddx0MJooQnn322daoUaMc26nMQYF0XqsTKUaEsF27dnbOOedI0BxQIEh/6m9vDjjUpwkCQp9C6bLwKnDVVVfZ7bffnpeS8uOPP1qHDh3cJ9HFixcP78YibvmAAQOsXLlyRmqnN0jxJHJ06qmn5tv9rFmz7JVXXnGpSN4gInjooYe6yCF/lLp27erSTQHGOnXqOFgsUaJExFUMx/ZWr17t0sZIAySiy+D/58+fb8OGDRMQhsONeVZm6s+CgPCHH35w8/M7TRZArVq1QqZKdM1N57U6XgWiwvhzzJgx9re//S26IoVoZ0H6U397w+N4AWF4fCVLM1SgadOm1q9fPzvppJPcDF6k6aWXXrKyZctmOKtuy7YCffr0sSOPPNKBmzeI8t50001Wv379fMsTGSSF0Isq8UMii8Bf586dXQ0i9WbVqlUz6s9Gjhzp3nwAlxpFrwB1n4D/nDlzXDogg7RfUkHHjRsnICx6F6VlQab+TAaE1A9SI8rvM7/nZHcMHz7cqlevnpZdujg7CqTzWh1rAfWEPXr0cK/LvE5r5IYCQfpTf3tzw6d+rBAQ+lFJ14RaAUUIw+m+dD6lTBUhjFcAOKTpzGuvvWbUEmoUrQKZRpSUMlq0fku2eqb+TAaE8ev07NnTjj322LwygNxUYc+xKp3Xak8V0or5oJZaUPypeu7ceV6y6U/97c0dP8dbIiDMXd/IsoAUoLaMuiSviQxNZp599lnVEAakb7amoY5h6dKleU1k1q9f71KLktUQdu/e3aZPn57XbIIUxGuvvTavEUWsnd9//7117NjRAaGaU2TLg/7n5c1hs2bNbODAgXmdYWlK8tdff6mG0L+MOXNlpv70C4T333+/iw7yO65R9Aqk81qNtXT7fuihh4znBF/qQ7mi92GsBdn0p/725pavY60REOaub2RZQArQRIa0s0cffdRKlizpUlQoXleX0YAEztI0dB0kPZRPj6kXeuqppwwo9LqMEhWkuQz1gHQZveGGG5xfr776atc4iE52XpdRmtMccMABVrlyZZcyTMdSngXelGjkhgKk++IbuoyuWrXKAHz8Q5dRvv/yyy+758GLJGzfvt1+++0352+OLDjwwANVE5wbrnRWpONPfn+BAzpOkg5KPZnXSfSPP/5waaKk/PPhDdfw+/vYY4+5KKFG0SuQ6rWaD/Z++ukno3wDX9M9mONiqPP2PpBT1+ei96NnQSp/xv/tLcif+tubO35NZYmAMJVC+nkkFCAi+M9//lPnEIbMm7z548iQROcQAvZHH320607H4A0HdYN8AlmlShXXRMY7h5A/YJMmTXL1g4AhEAlcqIY0dx6I2HPraCxDdNc7h5BjCWgMNXv2bHd+KBGGiy66aBfj1SgqnP7kTSOZHLED2AP8tm7d6mp9aQYGNNJUhmejXr16ubNZWeJAPdlr9eTJk935opwdypEGXsfvWNl0LmxuPUR+//am8qf+9uaWXwuyRkAYHl/JUikgBaSAFJACUkAKSAEpIAWkQKAKCAgDlVOTSQEpIAWkgBSQAlJACkgBKSAFwqOAgDA8vpKlUkAKSAEpIAWkgBSQAlJACkiBQBUQEAYqpyaTAlJACkgBKSAFpIAUkAJSQAqERwEBYXh8JUulgBSQAlJACkgBKSAFpIAUkAKBKiAgDFROTSYFpIAUkAJSQApIASkgBaSAFAiPAgLC8PhKlkoBKSAFpIAUkAJSQApIASkgBQJVQEAYqJyaTApIASkgBaSAFJACUkAKSAEpEB4FBITh8ZUslQJSQApIASkgBaSAFJACUkAKBKqAgDBQOTWZFJACUkAKSAEpIAWkgBSQAlIgPAoICMPjK1kqBaSAFJACUkAKSAEpIAWkgBQIVAEBYaByajIpIAWkgBSQAlJACkgBKSAFpEB4FBAQhsdXslQKSAEpIAWkgBSQAlJACkgBKRCoAgLCQOXUZFJACkgBKSAFpIAUkAJSQApIgfAoICAMj69kqRSQAlJACkgBKSAFpIAUkAJSIFAFBISByqnJpIAUkAJSQApIASkgBaSAFJAC4VFAQBgeX8lSKSAFpIAUkAJSQApIASkgBaRAoAoICAOVU5NJASkgBaSAFJACUkAKSAEpIAXCo4CAMDy+kqVSQApIASkgBaSAFJACUkAKSIFAFRAQBiqnJpMCUkAKSAEpIAWkgBSQAlJACoRHAQFheHwlS6WAFJACUkAKSAEpIAWkgBSQAoEqICAMVE5NJgWkgBSQAkWhwJQpU+yRRx6xvfbay2bNmmUVK1bMZ8aCBQusS5cu7nujR4+2U089tSjMDGTNxx57zO1x7ty5gcyXapJx48bZM888Y++//36qSwvt559//rk9//zz9umnn9rmzZutQoUKVq1aNWvatKldcMEFtu+++xaaLQUtFK9dYfkuF32WEw6REVJACiRUQECoB0MKSAEpIAVCr4AHhPvvv7/dcsst1qZNm3x76tWrl7311lv2xx9/CAjT9HamcDF8+HB78cUX7Z133klzxYIvx9ePPvqoXXHFFdaqVSurWrWqbdq0yWbOnGnY2r9/f2vQoEGgazJZJvvJNhAmsylTnwUumiaUAlIgFAoICEPhJhkpBaSAFJACBSngAWHDhg3tp59+shdeeCHvciDw/PPPt3POOcfeeOMNAWGaj1KmcJEJQKUy7bPPPrMbbrjBbrzxRrv11lt3uZzIIf6uU6dOqqnS/nkQ+wk6QhiETWkLoRukgBSInAICwsi5VBuSAlJACux5CnhAyBvuO+64w1566SWrXr26E+L111+3hx56yO6//37r0aPHLkC4fPlyGzFihC1ZssS2b99uxxxzjN1+++1Wu3btPCFffvllNweDtNRKlSq5n3fq1MkOOeSQvOu8N/xTp061Bx980BYtWmRlypSx66+/3q6++uoCHZPuGkBv3759XdpkIlRC1AAAB71JREFUuXLl7JprrrHWrVvnrfHLL7/YsGHD7OOPP7bff//d6UHkFGj2xuLFi23UqFH29ddfuzRL9tS1a1c7/PDD866JB0KirStWrLDnnnsu335uuukmt9ehQ4fa4MGDbdKkSfl+fvDBB9vs2bPd9/xonkisu+66y+1nzpw5tt9++6V80P3sz4/PCtqPdz/7ffjhh+2jjz6yJk2a2L333usilrHptt61qXy3uxongvigtEgpui6QAlIgdAoICEPnMhksBaSAFJAC8Qp4QEhtXceOHV1EkH8Z1A6WLl3aLrroIgc7sTWE3377rbVr185FD7keoGGup59+2iZMmGDHHXfcLmL/3//9n4tCAgn//ve/HRh5NWu84Sd18YwzzrDLL7/cjjrqKJs2bZoDM8CgZs2avpznZ41atWo5ADzyyCNdPeHAgQOte/fu1qJFC7dG27ZtjRRa4OKggw6yH3/80f7xj38YUEXNHYAA0JJ2iQZbt2516ZbAIXDjgW4mQMj6yaJXmWjuiVa/fn0HrY8//nhKHf3uz6/Pku3Hux+7gP4TTzwx73lIBIQ8H6l85wcIC9I4ft2gtUgpvi6QAlIgVAoICEPlLhkrBaSAFJACiRSIBcJXX33VXnnlFfcfDUcaNWrk4I0RD4QAEZE07o9tRNK+fXs74IADXLQr2QAKga+JEyfaCSec4C4DDgBEAPCss87Ku5WIEZDYs2fPtBxY0BpDhgyxc889N2++fv36ucYvAAfj9NNPd1HRyy67LOGaACPplZMnT877OXpdcskl7h4iXIyggTBTzf/73/86cAe077vvvpQ6+t2fX58VBIT4PN4fibTz1irIdzyHQQNh0FqkFF8XSAEpECoFBIShcpeMlQJSQApIgVRAuGPHDtdtkogc0S4igtQOfvDBB/mAkOvq1avnUi29DqTe3CNHjjTSPufPn+++RSopb/qJQAKQRNO8MWDAgLw0TN7wkw7IWrGASQrqn3/+6aJmyUY6a2AL6ajFihXLm46mOd26dbMZM2bYYYcd5sCJNYl8nnnmmS766Y1t27Y5YCUyCKDFDq5fv36923/QQJiO5vE6eUDYsmVLl/pb0Ehnf359lgoI8Xnx4sXzmZUoQujHd0ECYTa00KuQFJAC0VJAQBgtf2o3UkAKSIE9UoHYCCH1fURESPcECI8++mgHEO+9914+INy4cWO+erpEwn3yySfu24MGDXJQSRSOdL9SpUo5aGrcuLGrFbz44ovddV764Lx58/JNx/pr1qyxZ599Nql/0lkD6Ivv3rl06VLXbGXMmDF2yimnuDo/7AEcAcMaNWq4lEYiphs2bHD/kj4KEMeO3r1724cffujq9NIBwvioaiKASkfzREL5TRlNZ39+fVYQEBKNBsjjRyIg9OO7ZEDoR+N4n2VDiz3yRUablgIRVkBAGGHnamtSQApIgT1FgXgg5GsaxRBVoh4QiIsHQiInRAhphtKhQ4cCpaImkWMOONLCG3S8JMIWD4SJzgj0A4TprOEnyuTZSVoojWemT5/uIp7U35122mlJI4REDNetW5c0QkhElMYpzBc7mjVrZkcccURemm0igEpH80QO8dtUpqCoWPz+knX+jPdZQUCY7FzITCOEu6NxPBBmQ4s95XVF+5QCe4oCAsI9xdPapxSQAlIgwgrEAyHNXoiA0dnytddec51B44EQOQC8//znP64OcJ999kmo0F9//eXAkegbRx5445FHHnG1h0EAYbprAITUN1JT5w3sWLBggashTHQw+86dO61u3bqu4ylHNhBFBRZiu4Fu2bLFRTupeaRBTTxc8DVa0Zn0zTfftBIlSrhrVq5c6eopzz777DwgHD9+vKs/XLhwYT5d/Wie7FH1jp0A4BNB/BdffOHSeTl2wu/+/AJhsv0UdJREMiBM5bvd1Th+3aC1iPBLibYmBfZIBQSEe6TbtWkpIAWkQLQUiAfCRLtLBIR0vATyABkAo3Llyq5GEIjh3zvvvNNNRW3esmXLHOxUqVLFHWXB8QdAURBAmO4aQC5dLb0uo6SoElW65557XO0gttN1lBRRjtGg1hCbuQaYA5hIJe3cubNdddVVDp4AKX4OVNFoBi0SAeGvv/7qms6wDmDJWqSprl271ipWrJgHhF5NI+uRwrr33nu7+fxqnuwJxTaaBF155ZUuasvB9KSiEqUbO3Zs3sH0fvfnFwiT7SddIEzlO/a9uxrHA2HQWkTr1UO7kQJSQECoZ0AKSAEpIAVCr0CmQMjGqbWj8Qyt+TmvD+AjInjttde6CCODiCMRQUARsOEsPyKGiWoIM00ZTXcNooTUNJIOWrZsWVcLyDmD3gCA0eWrr74yjrEgnfO6666z8847L+8aQIG9e+cQAm40wOFabyQ60w4QppMq4EJtIjVvnMHnnUPIvUQkgWVAiihs7DmEfjQv6KHkAHr2T90knVHLly/vzk4EVC+88MK8CKmf/fkFwmT7SRcIeT5S+Y69747GiXwWpBahf8HQBqSAFMingIBQD4QUkAJSQApIASkgBaSAFJACUmAPVUBAuIc6XtuWAlJACkgBKSAFpIAUkAJSQAoICPUMSAEpIAWkgBSQAlJACkgBKSAF9lAFBIR7qOO1bSkgBaSAFJACUkAKSAEpIAWkwP8DF2NX7TqmT2YAAAAASUVORK5CYII=", "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl3.plot.features_importance()" ] }, { "cell_type": "code", "execution_count": 23, "id": "31702624", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xpl3.plot.contribution_plot('1stFlrSF')" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "keltarif_39", "language": "python", "name": "keltarif_39" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.18" } }, "nbformat": 4, "nbformat_minor": 5 }