{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Contents:\n", "- [Model interpretability](#Model-interpretability)\n", " - [Interpretable models](#Interpretable-models)\n", " - [Linear regression](#Linear-regression)\n", " - [Model agnostic methods](#Model-agnostic-methods)\n", " - [Feature Importance](#Feature-Importance)\n", " - [Feature importance with pipelines](#Feature-importance-with-pipelines)\n", " - [Partial dependance plots and Individual Conditional Expectations with sklearn](#Partial-dependance-plots-and-Individual-Conditional-Expectations-with-sklearn)\n", " - [Partial dependance plots and Individual Conditional Expectations with pdpbox](#Partial-dependance-plots-and-Individual-Conditional-Expectations-with-pdpbox)\n", " - [Local Interpretable Model-agnostic Explanations (LIME)](#Local-Interpretable-Model-agnostic-Explanations-(LIME))\n", " - [SHAP (SHapley Additive exPlanations)](#SHAP-(SHapley-Additive-exPlanations))\n", " - [Numerical and Categorical features in the same dataset](#Numerical-and-Categorical-features-in-the-same-dataset)\n", " - [Feature Importance](#Feature-Importance)\n", " - [PDP](#PDP)\n", " - [LIME (optional)](#LIME-(optional))\n", " - [SHAP](#SHAP)\n", "- [Bias and Fairness in Machine Learning](#Bias-and-Fairness-in-Machine-Learning)\n", " - [Preprocessing and model training](#Preprocessing-and-model-training)\n", " - [Bias Audit](#Bias-Audit)\n", " - [A naive approach to Bias Mitigation](#A-naive-approach-to-Bias-Mitigation)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model interpretability " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with the basic imports." ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpretable models\n", "The easiest way to achieve interpretability is to use only a subset of algorithms that create interpretable models. Linear regression, logistic regression and the decision tree are commonly used interpretable models. Here we will quickly revisit the linear regression model." ] }, { "attachments": { "c7f95fb4-eee7-4e71-a3db-5ea0eee545e3.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "### Linear regression\n", "Linear regression has the following form:\n", "
\n", "\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load the California house-prices dataset, with the following features:\n", "- MedInc: median income in block\n", "- HouseAge: median house age in block\n", "- AveRooms: average number of rooms\n", "- AveBedrms: average number of bedrooms\n", "- Population: block population\n", "- AveOccup: average house occupancy\n", "- Latitude: house block latitude\n", "- Longitude: house block longitude\n", "- MedHouseVal: Median house value in 100k$ (target)\n", "\n", "Some parts of this section are based on: https://inria.github.io/scikit-learn-mooc/python_scripts/dev_features_importance.html" ] }, { "cell_type": "code", "execution_count": 260, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(20640, 8)" ] }, "execution_count": 260, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.datasets import fetch_california_housing\n", "X, y = fetch_california_housing(as_frame=True, return_X_y=True)\n", "X.shape" ] }, { "cell_type": "code", "execution_count": 261, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MedInc float64\n", "HouseAge float64\n", "AveRooms float64\n", "AveBedrms float64\n", "Population float64\n", "AveOccup float64\n", "Latitude float64\n", "Longitude float64\n", "dtype: object" ] }, "execution_count": 261, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.dtypes" ] }, { "cell_type": "code", "execution_count": 262, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MedIncHouseAgeAveRoomsAveBedrmsPopulationAveOccupLatitudeLongitude
08.325241.06.9841271.023810322.02.55555637.88-122.23
18.301421.06.2381370.9718802401.02.10984237.86-122.22
27.257452.08.2881361.073446496.02.80226037.85-122.24
35.643152.05.8173521.073059558.02.54794537.85-122.25
43.846252.06.2818531.081081565.02.18146737.85-122.25
\n", "
" ], "text/plain": [ " MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n", "0 8.3252 41.0 6.984127 1.023810 322.0 2.555556 37.88 \n", "1 8.3014 21.0 6.238137 0.971880 2401.0 2.109842 37.86 \n", "2 7.2574 52.0 8.288136 1.073446 496.0 2.802260 37.85 \n", "3 5.6431 52.0 5.817352 1.073059 558.0 2.547945 37.85 \n", "4 3.8462 52.0 6.281853 1.081081 565.0 2.181467 37.85 \n", "\n", " Longitude \n", "0 -122.23 \n", "1 -122.22 \n", "2 -122.24 \n", "3 -122.25 \n", "4 -122.25 " ] }, "execution_count": 262, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.head()" ] }, { "cell_type": "code", "execution_count": 263, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 20640.000000\n", "mean 2.068558\n", "std 1.153956\n", "min 0.149990\n", "25% 1.196000\n", "50% 1.797000\n", "75% 2.647250\n", "max 5.000010\n", "Name: MedHouseVal, dtype: float64" ] }, "execution_count": 263, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y.describe()" ] }, { "cell_type": "code", "execution_count": 264, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**As we will want to compare the coefficients of different features, we need to scale the features to the same scale**:" ] }, { "cell_type": "code", "execution_count": 266, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "scaler = StandardScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we know, `sklearn`'s preprocessing, converts a pandas dataframe to numpy array:" ] }, { "cell_type": "code", "execution_count": 268, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 268, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(X_train_scaled)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we will want to access feature's names for the following steps, let's convert the scaled dataset back to pandas:" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [], "source": [ "X_train_scaled= pd.DataFrame(X_train_scaled, columns = X_train.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We could use `sklearn`'s `LinearRegression` as we did before. However, here we will use the implementation from `statsmodels` ordinary least squares `OLS`, becuase it offers more details using `summary` method.\n", "Please install *statsmodels* with:
\n", "`pip install statsmodels`\n", "\n", "Note that we will reset the index of *y_train*, since with converting back to pandas, we also reset the index of *X_train*." ] }, { "cell_type": "code", "execution_count": 272, "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", "
OLS Regression Results
Dep. Variable: MedHouseVal R-squared (uncentered): 0.145
Model: OLS Adj. R-squared (uncentered): 0.145
Method: Least Squares F-statistic: 351.1
Date: Fri, 04 Apr 2025 Prob (F-statistic): 0.00
Time: 12:04:26 Log-Likelihood: -36399.
No. Observations: 16512 AIC: 7.281e+04
Df Residuals: 16504 BIC: 7.288e+04
Df Model: 8
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
MedInc 0.8544 0.027 31.400 0.000 0.801 0.908
HouseAge 0.1225 0.019 6.453 0.000 0.085 0.160
AveRooms -0.2944 0.048 -6.128 0.000 -0.389 -0.200
AveBedrms 0.3393 0.044 7.729 0.000 0.253 0.425
Population -0.0023 0.018 -0.127 0.899 -0.038 0.033
AveOccup -0.0408 0.017 -2.380 0.017 -0.074 -0.007
Latitude -0.8969 0.052 -17.314 0.000 -0.998 -0.795
Longitude -0.8698 0.051 -17.101 0.000 -0.970 -0.770
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Omnibus: 3333.187 Durbin-Watson: 0.211
Prob(Omnibus): 0.000 Jarque-Bera (JB): 9371.466
Skew: 1.071 Prob(JB): 0.00
Kurtosis: 6.006 Cond. No. 6.54


Notes:
[1] R² is computed without centering (uncentered) since the model does not contain a constant.
[2] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & MedHouseVal & \\textbf{ R-squared (uncentered):} & 0.145 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared (uncentered):} & 0.145 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 351.1 \\\\\n", "\\textbf{Date:} & Fri, 04 Apr 2025 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", "\\textbf{Time:} & 12:04:26 & \\textbf{ Log-Likelihood: } & -36399. \\\\\n", "\\textbf{No. Observations:} & 16512 & \\textbf{ AIC: } & 7.281e+04 \\\\\n", "\\textbf{Df Residuals:} & 16504 & \\textbf{ BIC: } & 7.288e+04 \\\\\n", "\\textbf{Df Model:} & 8 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{MedInc} & 0.8544 & 0.027 & 31.400 & 0.000 & 0.801 & 0.908 \\\\\n", "\\textbf{HouseAge} & 0.1225 & 0.019 & 6.453 & 0.000 & 0.085 & 0.160 \\\\\n", "\\textbf{AveRooms} & -0.2944 & 0.048 & -6.128 & 0.000 & -0.389 & -0.200 \\\\\n", "\\textbf{AveBedrms} & 0.3393 & 0.044 & 7.729 & 0.000 & 0.253 & 0.425 \\\\\n", "\\textbf{Population} & -0.0023 & 0.018 & -0.127 & 0.899 & -0.038 & 0.033 \\\\\n", "\\textbf{AveOccup} & -0.0408 & 0.017 & -2.380 & 0.017 & -0.074 & -0.007 \\\\\n", "\\textbf{Latitude} & -0.8969 & 0.052 & -17.314 & 0.000 & -0.998 & -0.795 \\\\\n", "\\textbf{Longitude} & -0.8698 & 0.051 & -17.101 & 0.000 & -0.970 & -0.770 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 3333.187 & \\textbf{ Durbin-Watson: } & 0.211 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 9371.466 \\\\\n", "\\textbf{Skew:} & 1.071 & \\textbf{ Prob(JB): } & 0.00 \\\\\n", "\\textbf{Kurtosis:} & 6.006 & \\textbf{ Cond. No. } & 6.54 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n", " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "=======================================================================================\n", "Dep. Variable: MedHouseVal R-squared (uncentered): 0.145\n", "Model: OLS Adj. R-squared (uncentered): 0.145\n", "Method: Least Squares F-statistic: 351.1\n", "Date: Fri, 04 Apr 2025 Prob (F-statistic): 0.00\n", "Time: 12:04:26 Log-Likelihood: -36399.\n", "No. Observations: 16512 AIC: 7.281e+04\n", "Df Residuals: 16504 BIC: 7.288e+04\n", "Df Model: 8 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "MedInc 0.8544 0.027 31.400 0.000 0.801 0.908\n", "HouseAge 0.1225 0.019 6.453 0.000 0.085 0.160\n", "AveRooms -0.2944 0.048 -6.128 0.000 -0.389 -0.200\n", "AveBedrms 0.3393 0.044 7.729 0.000 0.253 0.425\n", "Population -0.0023 0.018 -0.127 0.899 -0.038 0.033\n", "AveOccup -0.0408 0.017 -2.380 0.017 -0.074 -0.007\n", "Latitude -0.8969 0.052 -17.314 0.000 -0.998 -0.795\n", "Longitude -0.8698 0.051 -17.101 0.000 -0.970 -0.770\n", "==============================================================================\n", "Omnibus: 3333.187 Durbin-Watson: 0.211\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 9371.466\n", "Skew: 1.071 Prob(JB): 0.00\n", "Kurtosis: 6.006 Cond. No. 6.54\n", "==============================================================================\n", "\n", "Notes:\n", "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n", "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 272, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import statsmodels.api as sm\n", "model = sm.OLS(y_train.reset_index(drop=True), X_train_scaled).fit()\n", "model.summary()" ] }, { "attachments": { "f2e57263-0899-47db-b39f-a2019c2b33a6.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Interpretability of Linear Regression\n", "- The coefficients (weights) of a linear regression are directly interpretable. \n", " - Numerical feature: coefficients describe the effect on the output of a change of 1 unit of a given input, when all the other features remain fixed. In other words, an increase of feature by one unit increases the prediction for y by the value of the corresponding coefficient when all other feature values remain fixed.\n", " - Binary feature: One of the values that the feature can take counts as the reference category (typically category 0). Changing the feature from the reference category to the other category changes the estimated outcome by the feature's coefficient.\n", " - Categorical feature: Changing feature value from the reference category to the other category increases the prediction for the value of the corresponding coefficient when all the other features remain fixed.\n", "- A feature is important if its coefficient has high absolute value and the variance around this estimate is low.\n", "
\n", "\n", "
\n", "- The variance explained by the model can be explained by the $R^2$ coefficient, displayed in the summary above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the coefficients (we can access them using *params* attribute):" ] }, { "cell_type": "code", "execution_count": 275, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MedInc 0.854383\n", "HouseAge 0.122546\n", "AveRooms -0.294410\n", "AveBedrms 0.339259\n", "Population -0.002308\n", "AveOccup -0.040829\n", "Latitude -0.896929\n", "Longitude -0.869842\n", "dtype: float64" ] }, "execution_count": 275, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.params" ] }, { "cell_type": "code", "execution_count": 276, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 5))\n", "plt.barh(X_train.columns,model.params)\n", "plt.title(\"Coefficient values\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Sign of the coefficients**\n", "\n", "Interpretation of a numerical feature *AveBedrms* average number of bedrooms per dwelling): An increase of the average number of bedrooms per dwelling by 1 increases the predicted price by 0.34, when all other features remain the same.\n", "All the interpretations always come with the footnote that \"all other features remain the same\". This is because of the nature of linear regression models. The predicted target is a linear combination of the weighted features.\n", "\n", "The coefficient associated to *AveRooms* is negative because the number of rooms is strongly correlated with the number of bedrooms, *AveBedrms*. What we are seeing here is that for houses that have the same number of bedrooms on average, when there are more rooms (hence non-bedroom rooms), the houses are worth comparatively less.\n", "In general, correlated features might induce instabilities in the coefficients of linear models and their effects cannot be well separated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Scale of the coefficients**\n", "\n", "We can not compare the magnitude of the coefficients directly, if the data is not scaled. Since we have scaled the data initially we can compare the coefficients. The median income feature, with longitude and latitude are the three variables that most influence the model.\n", "\n", "Note that the feature importance not only depends on the scale of the coefficient, but also on how sure we are about our estimate of the coefficient. If we are unsure about the coefficient estimates, then they should probably be interpreted with caution. In the *OLS* output we have the standard error of the estimate of the coefficients, also accessible with `bse`:" ] }, { "cell_type": "code", "execution_count": 279, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MedInc 0.027209\n", "HouseAge 0.018992\n", "AveRooms 0.048040\n", "AveBedrms 0.043893\n", "Population 0.018188\n", "AveOccup 0.017156\n", "Latitude 0.051803\n", "Longitude 0.050866\n", "dtype: float64" ] }, "execution_count": 279, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.bse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The errors do not seem large, and even after adjusting the feature scale with the standard error, our conclusion on the top 3 most important features does not change:" ] }, { "cell_type": "code", "execution_count": 281, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MedInc 31.400253\n", "HouseAge 6.452641\n", "AveRooms -6.128405\n", "AveBedrms 7.729282\n", "Population -0.126882\n", "AveOccup -2.379842\n", "Latitude -17.314140\n", "Longitude -17.100687\n", "dtype: float64" ] }, "execution_count": 281, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.params/model.bse" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To obtain the model's coefficients in *sklearn* recall that we can do the following:" ] }, { "cell_type": "code", "execution_count": 283, "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", "
featurecoefficient
0MedInc0.854383
1HouseAge0.122546
2AveRooms-0.294410
3AveBedrms0.339259
4Population-0.002308
5AveOccup-0.040829
6Latitude-0.896929
7Longitude-0.869842
\n", "
" ], "text/plain": [ " feature coefficient\n", "0 MedInc 0.854383\n", "1 HouseAge 0.122546\n", "2 AveRooms -0.294410\n", "3 AveBedrms 0.339259\n", "4 Population -0.002308\n", "5 AveOccup -0.040829\n", "6 Latitude -0.896929\n", "7 Longitude -0.869842" ] }, "execution_count": 283, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "lr=LinearRegression()\n", "lr.fit(X_train_scaled, y_train)\n", "pd.DataFrame(zip(X_train.columns, lr.coef_), columns=['feature','coefficient'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: `sklearn` does not provide standard error of the estimate, but coefficients variability can be manually obtained using cross-validation. We will not go into details here, more information can be found [here](https://inria.github.io/scikit-learn-mooc/python_scripts/dev_features_importance.html#checking-the-variability-of-the-coefficients)." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Model agnostic methods\n", "\n", "The following exercise has been adapted from:
\n", "https://www.dataminingapps.com/2019/05/five-model-agnostic-interpretability-checks-to-look-at-before-deploying/
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we go into details, let's first discuss whether the interpretability methods should be used on the training or on the test set. Both are used in practice. Using a test set set makes it possible to highlight which features contribute the most to the generalization power of the inspected model. Features that are important on the training set but not on the test set might cause the model to overfit. By applying interpretability methods to the test set, we can gain insights into how the model is making predictions on new, unseen data, which represents the data that the model will be applied to in the real world." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the breast cancer dataset from *sklearn*:" ] }, { "cell_type": "code", "execution_count": 288, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import load_breast_cancer\n", "X, y = load_breast_cancer(return_X_y=True, as_frame=True)" ] }, { "cell_type": "code", "execution_count": 289, "metadata": {}, "outputs": [], "source": [ "pd.set_option('display.max_columns',len(X.columns) )" ] }, { "cell_type": "code", "execution_count": 290, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mean radiusmean texturemean perimetermean areamean smoothnessmean compactnessmean concavitymean concave pointsmean symmetrymean fractal dimensionradius errortexture errorperimeter errorarea errorsmoothness errorcompactness errorconcavity errorconcave points errorsymmetry errorfractal dimension errorworst radiusworst textureworst perimeterworst areaworst smoothnessworst compactnessworst concavityworst concave pointsworst symmetryworst fractal dimension
017.9910.38122.801001.00.118400.277600.30010.147100.24190.078711.09500.90538.589153.400.0063990.049040.053730.015870.030030.00619325.3817.33184.602019.00.16220.66560.71190.26540.46010.11890
120.5717.77132.901326.00.084740.078640.08690.070170.18120.056670.54350.73393.39874.080.0052250.013080.018600.013400.013890.00353224.9923.41158.801956.00.12380.18660.24160.18600.27500.08902
219.6921.25130.001203.00.109600.159900.19740.127900.20690.059990.74560.78694.58594.030.0061500.040060.038320.020580.022500.00457123.5725.53152.501709.00.14440.42450.45040.24300.36130.08758
311.4220.3877.58386.10.142500.283900.24140.105200.25970.097440.49561.15603.44527.230.0091100.074580.056610.018670.059630.00920814.9126.5098.87567.70.20980.86630.68690.25750.66380.17300
420.2914.34135.101297.00.100300.132800.19800.104300.18090.058830.75720.78135.43894.440.0114900.024610.056880.018850.017560.00511522.5416.67152.201575.00.13740.20500.40000.16250.23640.07678
\n", "
" ], "text/plain": [ " mean radius mean texture mean perimeter mean area mean smoothness \\\n", "0 17.99 10.38 122.80 1001.0 0.11840 \n", "1 20.57 17.77 132.90 1326.0 0.08474 \n", "2 19.69 21.25 130.00 1203.0 0.10960 \n", "3 11.42 20.38 77.58 386.1 0.14250 \n", "4 20.29 14.34 135.10 1297.0 0.10030 \n", "\n", " mean compactness mean concavity mean concave points mean symmetry \\\n", "0 0.27760 0.3001 0.14710 0.2419 \n", "1 0.07864 0.0869 0.07017 0.1812 \n", "2 0.15990 0.1974 0.12790 0.2069 \n", "3 0.28390 0.2414 0.10520 0.2597 \n", "4 0.13280 0.1980 0.10430 0.1809 \n", "\n", " mean fractal dimension radius error texture error perimeter error \\\n", "0 0.07871 1.0950 0.9053 8.589 \n", "1 0.05667 0.5435 0.7339 3.398 \n", "2 0.05999 0.7456 0.7869 4.585 \n", "3 0.09744 0.4956 1.1560 3.445 \n", "4 0.05883 0.7572 0.7813 5.438 \n", "\n", " area error smoothness error compactness error concavity error \\\n", "0 153.40 0.006399 0.04904 0.05373 \n", "1 74.08 0.005225 0.01308 0.01860 \n", "2 94.03 0.006150 0.04006 0.03832 \n", "3 27.23 0.009110 0.07458 0.05661 \n", "4 94.44 0.011490 0.02461 0.05688 \n", "\n", " concave points error symmetry error fractal dimension error \\\n", "0 0.01587 0.03003 0.006193 \n", "1 0.01340 0.01389 0.003532 \n", "2 0.02058 0.02250 0.004571 \n", "3 0.01867 0.05963 0.009208 \n", "4 0.01885 0.01756 0.005115 \n", "\n", " worst radius worst texture worst perimeter worst area worst smoothness \\\n", "0 25.38 17.33 184.60 2019.0 0.1622 \n", "1 24.99 23.41 158.80 1956.0 0.1238 \n", "2 23.57 25.53 152.50 1709.0 0.1444 \n", "3 14.91 26.50 98.87 567.7 0.2098 \n", "4 22.54 16.67 152.20 1575.0 0.1374 \n", "\n", " worst compactness worst concavity worst concave points worst symmetry \\\n", "0 0.6656 0.7119 0.2654 0.4601 \n", "1 0.1866 0.2416 0.1860 0.2750 \n", "2 0.4245 0.4504 0.2430 0.3613 \n", "3 0.8663 0.6869 0.2575 0.6638 \n", "4 0.2050 0.4000 0.1625 0.2364 \n", "\n", " worst fractal dimension \n", "0 0.11890 \n", "1 0.08902 \n", "2 0.08758 \n", "3 0.17300 \n", "4 0.07678 " ] }, "execution_count": 290, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the target distribution:" ] }, { "cell_type": "code", "execution_count": 292, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "target\n", "1 357\n", "0 212\n", "Name: count, dtype: int64" ] }, "execution_count": 292, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the positive class here denotes the benign case (while typically in disease detection we will see it the other way around)." ] }, { "cell_type": "code", "execution_count": 294, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, test_size=0.2, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use a Random Forest Classifier:" ] }, { "cell_type": "code", "execution_count": 296, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestClassifier(random_state=42)
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" ], "text/plain": [ "RandomForestClassifier(random_state=42)" ] }, "execution_count": 296, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "rf = RandomForestClassifier(n_estimators=100, random_state=42)\n", "rf.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will showcase the use of interpretation methods using the Random Forest classifier we just trained. We will also create a pipeline by scaling the data and then using the classifier, even though scaling is not necessary for Random Forest. We will do this to illustrate that the interpretability methods can often be applied to pipeline estimators. In general:\n", "- we can often apply interpretability methods to pipeline estimators, or the best models found in the grid search (*best_estimator_*)\n", "- we can access the classifier from the pipeline using *named_steps* method if the interpretation method cannot be applied on a pipeline\n", "- we can retrain the model using the best parameters found with the grid search and apply interepretation methods." ] }, { "cell_type": "code", "execution_count": 298, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Pipeline(steps=[('scaler', StandardScaler()),\n",
       "                ('classifier', RandomForestClassifier(random_state=42))])
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" ], "text/plain": [ "Pipeline(steps=[('scaler', StandardScaler()),\n", " ('classifier', RandomForestClassifier(random_state=42))])" ] }, "execution_count": 298, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.pipeline import Pipeline\n", "pipe = Pipeline([('scaler', StandardScaler()), \n", " ('classifier', RandomForestClassifier(n_estimators=100, random_state=42))])\n", "pipe.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature Importance\n", "Feature importance rankings are a common approach to explain how a model works. Several approaches to calculate feature importance rankings exist (based on dropping a feature and retraining the model, based on permutations, or based on mean decrease in impurity – which is model-dependent). \n", "\n", "First we will look at permutation importance, which is widely used. The idea is simple: for each feature, generate a new feature matrix by permuting that feature's values and leaving the other features alone. By permuting, we mean here that we randomly \"shuffle\" that feature around, not that we add a sampled noise factor. Next, we ask the model to predict on this new feature matrix, and see for which features the predictions have deviated the most.\n", "Feature importance plots are commonly used to get an initial idea regarding which features end up being most important in the model. This is used to communicate results. Note that permutation importance does not reflect to the intrinsic predictive value of a feature by itself but how important this feature is for a particular model.\n" ] }, { "cell_type": "code", "execution_count": 300, "metadata": {}, "outputs": [], "source": [ "from sklearn.inspection import permutation_importance\n", "perm = permutation_importance(rf, X_train, y_train, n_repeats=30, random_state=0, n_jobs=-1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We measure the randomness by repeating the process with multiple shuffles, specified with *n_repeats*. We can access the mean of importances with *importances_mean* attribute and the standard deviations with *importances_std*:" ] }, { "cell_type": "code", "execution_count": 302, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat_import_perm = perm.importances_mean\n", "fig, ax = plt.subplots(figsize=(20, 5))\n", "ax.bar(range(len(feat_import_perm)), feat_import_perm, align=\"center\")\n", "ax.set(xticks=range(len(feat_import_perm)), xticklabels=X_train.columns)\n", "# Set properties of x axis using setp, we will rotate the labels by 45 degrees\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our example, the most important feature is *worst concave points* and *worst texture*. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although less common, its possible to attain negative importances, which imply that the random permutation for the associated features culminated in better model results. This could be the result of the noise, as permutation might by chance, improve the model's performance metric by adding noise. Additionally, if a model has learned to rely on features that are actually noisy or misleading (possibly due to spurious correlations), permuting such a feature might remove misleading signals and lead to better predictions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When two features are correlated and one of the features is permuted, the model will still have access to the feature through its correlated feature. This will result in a lower importance value for both features, where they might actually be important.\n", "As such, we should take care when inspecting feature importance plots, and make sure to contrast them with a correlation analysis. \n", "All our features are numeric, so let us check the correlation matrix:" ] }, { "cell_type": "code", "execution_count": 306, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 306, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,15)) \n", "corrMatrix=X_train.corr()\n", "sns.heatmap(corrMatrix, annot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that we have high correlation between the features: (*mean radius*, *mean area*, *mean perimeter*), and (*mean concavity* and *mean concave points*)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use another library `rfpimp` that provides feature importance, based upon the permutation importance strategy, for general sklearn models, and implementations specifically for random forest out-of-bag scores.\n", "The library can be installed with:\\\n", "`pip install rfpimp`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now train a Random Forest, but using only on a subset of features, those that are highly correlated between themselves, for easier visualization. In practice, we should use all the features we used initially, not just the correlated ones. " ] }, { "cell_type": "code", "execution_count": 310, "metadata": {}, "outputs": [], "source": [ "features=[ 'mean radius', 'mean area', 'mean perimeter', 'mean concavity', 'mean concave points' ,'mean symmetry', 'mean smoothness', 'mean compactness', 'mean texture']" ] }, { "cell_type": "code", "execution_count": 311, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RandomForestClassifier(random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" ], "text/plain": [ "RandomForestClassifier(random_state=42)" ] }, "execution_count": 311, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf_sub = RandomForestClassifier(n_estimators=100, random_state=42)\n", "rf_sub.fit(X_train[features], y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's use `rfpimp` permutation based feature importance to see the most important features in our new model:" ] }, { "cell_type": "code", "execution_count": 313, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from rfpimp import importances, plot_importances\n", "imp = importances(rf_sub, X_train[features], y_train)\n", "viz = plot_importances(imp)\n", "viz.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can calculate feature importances by permuting correlated variables together (and keeping their values together during the shuffling):" ] }, { "cell_type": "code", "execution_count": 315, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imp = importances(rf_sub, X_train[features], y_train, \n", " features=[\n", " ['mean radius', 'mean area', 'mean perimeter'],\n", " ['mean concavity', 'mean concave points'],\n", " ['mean symmetry'], ['mean smoothness'], ['mean compactness'], ['mean texture']])\n", "viz = plot_importances(imp)\n", "viz.view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that now *mean concavity* and *mean concave points* are more important than the feature *mean texture*, which was not the case when we did not permute the correlated features together." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's look at the feature importance for decision trees. Random Forest has built-in feature importance method, based on calculating the Gini index, we can access this using `feature_importance_` attribute." ] }, { "cell_type": "code", "execution_count": 318, "metadata": {}, "outputs": [ { "data": { "image/png": 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5ymr9nZIkSZIkSZIkSSkSJUcffXS59957yxlnnNG8bH2vvfYqV1111cTL2JcsWVKmTPnNRpU777yz7L333hO/fve73918HXrooeXaa69drb9TkiRJkiRJkiRpfdhoMBgMyphbtmxZmTZtWvNi96lTp3Z9OZIkSZIk6Xcw45QrSja3nz2r60vQmLUZ2G7Ut3Zvm9e45g3W6B0lkiRJkiRJkiRJGxITJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN4yUSJJkiRJkiRJknrLRIkkSZIkSZIkSeotEyWSJEmSJEmSJKm3TJRIkiRJkiRJkqTeMlEiSZIkSZIkSZJ6y0SJJEmSJEmSJEnqLRMlkiRJkiRJkiSpt0yUSJIkSZIkSZKk3jJRIkmSJEmSJEmSestEiSRJkiRJkiRJ6i0TJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN4yUSJJkiRJkiRJknrLRIkkSZIkSZIkSeqtTbq+AEmSMphxyhUlo9vPntX1JUiSJEmSJG3Q3FEiSZIkSZIkSZJ6y0SJJEmSJEmSJEnqLRMlkiRJkiRJkiSpt0yUSJIkSZIkSZKk3jJRIkmSJEmSJEmSestEiSRJkiRJkiRJ6i0TJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN4yUSJJkiRJkiRJknrLRIkkSZIkSZIkSeotEyWSJEmSJEmSJKm3TJRIkiRJkiRJkqTeMlEiSZIkSZIkSZJ6y0SJJEmSJEmSJEnqLRMlkiRJkiRJkiSpt0yUSJIkSZIkSZKk3jJRIkmSJEmSJEmSestEiSRJkiRJkiRJ6i0TJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN4yUSJJkiRJkiRJknrLRIkkSZIkSZIkSeotEyWSJEmSJEmSJKm31ipRsnDhwjJjxoyy+eablwMOOKDccMMNK/3+Sy+9tOyyyy7N9++xxx7lyiuvXOHPf/GLX5QTTjihPP7xjy9bbLFF2W233cr555+/NpcmSZIkSZIkSZK0/hIll1xySZk7d24588wzy80331z23HPPcvjhh5d77rln6Pdfd9115ZhjjinHHXdcueWWW8qRRx7ZfN12220T38Pfd9VVV5WPfvSj5Tvf+U456aSTmsTJpz/96TW9PEmSJEmSJEmSpPWXKJk/f345/vjjy5w5cyZ2fmy55ZblwgsvHPr95557bjniiCPKySefXHbddddy1llnlX322aecd955KyRTZs+eXZ797Gc3O1Ve85rXNAmYVe1UkSRJkiRJkiRJmrREycMPP1xuuummcthhh/3mL5gypfn19ddfP/S/4ffr7wc7UOrvP+igg5rdI3fccUcZDAblmmuuKd///vfL8573vKF/50MPPVSWLVu2wpckSZIkSZIkSdJ6TZTcd9995ZFHHinbb7/9Cr/Pr++6666h/w2/v6rvf+9739vsTuEdJZtuummzA4X3oBxyyCFD/8558+aVadOmTXzttNNOa/IxJEmSJEmSJEmS1v5l7usaiZKvfvWrza4Sdqycc8455XWve135whe+MPT7Tz311HL//fdPfC1dunTSr1mSJEmSJEmSJI2/Tdbkm7fbbruy8cYbl7vvvnuF3+fX06dPH/rf8Psr+/5f/vKX5bTTTiuXXXZZmTVrVvN7T3/608utt95a3v3ud//WsV3YbLPNmi9JkiRJkiRJkqRJ21HCsVj77rtvWbx48cTvLV++vPn1gQceOPS/4ffr78eiRYsmvv/Xv/5188W7TmokZPi7JUmSJEmSJEmSUuwowdy5c8vs2bPLfvvtV2bOnFkWLFhQHnjggTJnzpzmz4899tiy4447Nu8RwYknnlgOPfTQ5jgtdoxcfPHF5cYbbywXXHBB8+dTp05t/vzkk08uW2yxRXnCE55QvvjFL5YPf/jDZf78+ev680qSJEmSJEmSJK19ouToo48u9957bznjjDOaF7Lvtdde5aqrrpp4YfuSJUtW2B1y0EEHlYsuuqicfvrpzRFbO++8c7n88svL7rvvPvE9JE9478grXvGK8tOf/rRJlvzt3/5tee1rX7umlydJkiRJkiRJkrT+EiU44YQTmq9hrr322t/6vaOOOqr5GoX3lXzwgx9cm0uRJEmSJEmSJEmanHeUSJIkSZIkSZIkbUhMlEiSJEmSJEmSpN4yUSJJkiRJkiRJknrLRIkkSZIkSZIkSeotEyWSJEmSJEmSJKm3TJRIkiRJkiRJkqTeMlEiSZIkSZIkSZJ6y0SJJEmSJEmSJEnqLRMlkiRJkiRJkiSpt0yUSJIkSZIkSZKk3jJRIkmSJEmSJEmSestEiSRJkiRJkiRJ6i0TJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN7apOsLkCRJkiRJUvdmnHJFyej2s2d1fQmSpA2cO0okSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvbVJ1xcgbahmnHJFyej2s2d1fQmSJEmSJEmSlIY7SiRJkiRJkiRJUm+5o6QH3NkgSZIkSZIkSdJw7iiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvbVWiZKFCxeWGTNmlM0337wccMAB5YYbbljp91966aVll112ab5/jz32KFdeeeVvfc93vvOd8sIXvrBMmzatbLXVVmX//fcvS5YsWZvLkyRJkiRJkiRJWj+JkksuuaTMnTu3nHnmmeXmm28ue+65Zzn88MPLPffcM/T7r7vuunLMMceU4447rtxyyy3lyCOPbL5uu+22ie/54Q9/WA4++OAmmXLttdeWb3zjG+Vtb3tbk1iRJEmSJEmSJElKkyiZP39+Of7448ucOXPKbrvtVs4///yy5ZZblgsvvHDo95977rnliCOOKCeffHLZddddy1lnnVX22Wefct555018z1vf+tby/Oc/v7zzne8se++9d3nyk5/c7C557GMf+7t9OkmSJEmSJEmSpHWVKHn44YfLTTfdVA477LDf/AVTpjS/vv7664f+N/x+/f1gB0p8//Lly8sVV1xR/vAP/7D5fZIjHOd1+eWXr8mlSZIkSZIkSZIkrd9EyX333VceeeSRsv3226/w+/z6rrvuGvrf8Psr+36O7PrFL35Rzj777Gbnyec///ny4he/uLzkJS8pX/ziF4f+nQ899FBZtmzZCl+SJEmSJEmSJElrapPSMXaU4EUvelF54xvf2Pz7Xnvt1bzbhGO9Dj300N/6b+bNm1fe/va3T/q1SpIkSZIkSZKkHu8o2W677crGG29c7r777hV+n19Pnz596H/D76/s+/k7N9lkk+Z9JzXeZ7JkyZKhf+epp55a7r///omvpUuXrsnHkCRJkiRJkiRJWvNEyaabblr23Xffsnjx4hV2hPDrAw88cOh/w+/X349FixZNfD9/5/7771++973vrfA93//+98sTnvCEoX/nZpttVqZOnbrClyRJkiRJkiRJ0no/emvu3Lll9uzZZb/99iszZ84sCxYsKA888ECZM2dO8+fHHnts2XHHHZvjsXDiiSc2x2edc845ZdasWeXiiy8uN954Y7ngggsm/s6TTz65HH300eWQQw4pz3nOc8pVV11VPvOZz5Rrr712jT+QJEmSJEmSJEnSekuUkNC49957yxlnnNG8kJ33iZDYiBe2c1zWlCm/2ahy0EEHlYsuuqicfvrp5bTTTis777xzufzyy8vuu+8+8T28vJ33kZBcecMb3lCe+tSnlk984hPl4IMPXtPLkyRJkiRJkiRJWr8vcz/hhBOar2GG7QI56qijmq+VefWrX918SZIkSZIkSZIkpU6USJI0zIxTrijZ3H72rK4vQZIkSZIkSRvKy9wlSZIkSZIkSZI2JCZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbm3R9AZJymnHKFSWj28+e1fUlSJIkSZIkSdqAuKNEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+tVaJk4cKFZcaMGWXzzTcvBxxwQLnhhhtW+v2XXnpp2WWXXZrv32OPPcqVV1458ntf+9rXlo022qgsWLBgbS5NkiRJkiRJkiRp/SVKLrnkkjJ37txy5plnlptvvrnsueee5fDDDy/33HPP0O+/7rrryjHHHFOOO+64csstt5Qjjzyy+brtttt+63svu+yy8tWvfrXssMMOa3pZkiRJkiRJkiRJ6z9RMn/+/HL88ceXOXPmlN12262cf/75ZcsttywXXnjh0O8/99xzyxFHHFFOPvnksuuuu5azzjqr7LPPPuW8885b4fvuuOOO8vrXv7587GMfK4961KPW/JNIkiRJkiRJkiStz0TJww8/XG666aZy2GGH/eYvmDKl+fX1118/9L/h9+vvBztQ6u9fvnx5eeUrX9kkU572tKet8joeeuihsmzZshW+JEmSJEmSJEmS1mui5L777iuPPPJI2X777Vf4fX591113Df1v+P1Vff873vGOsskmm5Q3vOENq3Ud8+bNK9OmTZv42mmnndbkY0iSJEmSJEmSJK39y9zXJXaocDzXhz70oeYl7qvj1FNPLffff//E19KlS9f7dUqSJEmSJEmSpJ4nSrbbbruy8cYbl7vvvnuF3+fX06dPH/rf8Psr+/4vf/nLzYvg/+AP/qDZVcLXj3/84/KmN72pzJgxY+jfudlmm5WpU6eu8CVJkiRJkiRJkrReEyWbbrpp2XfffcvixYtXeL8Ivz7wwAOH/jf8fv39WLRo0cT3826Sb3zjG+XWW2+d+Nphhx2a95V87nOfW+MPJEmSJEmSJEmStLo2KWto7ty5Zfbs2WW//fYrM2fOLAsWLCgPPPBAmTNnTvPnxx57bNlxxx2b94jgxBNPLIceemg555xzyqxZs8rFF19cbrzxxnLBBRc0f77ttts2X7VHPepRzY6Tpz71qWt6eZIkSZIkSZIkSesvUXL00UeXe++9t5xxxhnNC9n32muvctVVV028sH3JkiVlypTfbFQ56KCDykUXXVROP/30ctppp5Wdd965XH755WX33Xdf0/+1JEmSJEmSJElSt4kSnHDCCc3XMNdee+1v/d5RRx3VfK2u22+/fW0uS5IkSZIkSZIkaf29o0SSJEmSJEmSJGlDYqJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm9t0vUFSJIkSZIkSdJkm3HKFSWj28+e1fUlSL3jjhJJkiRJkiRJktRbJkokSZIkSZIkSVJvefSWJEmS1PMjHjzeQZIkSVKfuaNEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9dZaJUoWLlxYZsyYUTbffPNywAEHlBtuuGGl33/ppZeWXXbZpfn+PfbYo1x55ZUTf/brX/+6vOUtb2l+f6uttio77LBDOfbYY8udd965NpcmSZIkSZIkSZK0/hIll1xySZk7d24588wzy80331z23HPPcvjhh5d77rln6Pdfd9115ZhjjinHHXdcueWWW8qRRx7ZfN12223Nnz/44IPN3/O2t72t+ecnP/nJ8r3vfa+88IUvXNNLkyRJkiRJkiRJWr+Jkvnz55fjjz++zJkzp+y2227l/PPPL1tuuWW58MILh37/ueeeW4444ohy8sknl1133bWcddZZZZ999innnXde8+fTpk0rixYtKi972cvKU5/61PKMZzyj+bObbrqpLFmyZE0vT5IkSZIkSZIkaf0kSh5++OEmgXHYYYf95i+YMqX59fXXXz/0v+H36+8HO1BGfT/uv//+stFGG5VHP/rRQ//8oYceKsuWLVvhS5IkSZIkSZIkab0mSu67777yyCOPlO23336F3+fXd91119D/ht9fk+//1a9+1byzhOO6pk6dOvR75s2b1+xEia+ddtppTT6GJEmSJEmSJEnS2r/MfX3hxe4cwTUYDMr73ve+kd936qmnNrtO4mvp0qWTep2SJEmSJEmSJGnDsMmafPN2221XNt5443L33Xev8Pv8evr06UP/G35/db4/kiQ//vGPy9VXXz1yNwk222yz5kuSJEmSJEmSJGnSdpRsuummZd999y2LFy+e+L3ly5c3vz7wwAOH/jf8fv394OXt9fdHkuQHP/hB+cIXvlC23XbbNf8kkiRJkiRJkiRJ63NHCebOnVtmz55d9ttvvzJz5syyYMGC8sADD5Q5c+Y0f37ssceWHXfcsXmPCE488cRy6KGHlnPOOafMmjWrXHzxxeXGG28sF1xwwUSS5E/+5E/KzTffXD772c8270CJ95c85jGPaZIzkiRJkiRJ42DGKVeUjG4/e1bXl6ANlG1eUi8TJUcffXS59957yxlnnNEkNPbaa69y1VVXTbywfcmSJWXKlN9sVDnooIPKRRddVE4//fRy2mmnlZ133rlcfvnlZffdd2/+/I477iif/vSnm3/n76pdc8015dnPfvbv+hklSZIkSZIkSZLWTaIEJ5xwQvM1zLXXXvtbv3fUUUc1X8PMmDGjeXm7JEmSJEmSJElS6neUSJIkSZIkSZIkbUhMlEiSJEmSJEmSpN5aq6O3JEmS5IsrJUmSJEnaELijRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FsmSiRJkiRJkiRJUm+ZKJEkSZIkSZIkSb1lokSSJEmSJEmSJPWWiRJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUW5t0fQGSJEmSJElSn8045YqS0e1nz+r6EiRpUrijRJIkSZIkSZIk9ZY7SiQpEauIJEmSJEmSpMnljhJJkiRJkiRJktRbJkokSZIkSZIkSVJvmSiRJEmSJEmSJEm9ZaJEkiRJkiRJkiT1lokSSZIkSZIkSZLUW5t0fQHSysw45YqS0e1nz+r6EiRJ6i3nB5IkSZKkdckdJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN7y6C1JkiRJkiRJ0qTxOF1l444SSZIkSZIkSZLUWyZKJEmSJEmSJElSb5kokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJEmSJEmS1FubdH0BkiRJkrS+zTjlipLR7WfP6voSJEmSpN4zUSJpg2MgRJIkSZIkSdLqMlEiSZLUQyaVJUmSJGnNuZbaMPmOEkmSJEmSJEmS1FvuKJEkacyNczXLOF+7JEmZOcZKkiStPhMlkiRJkpTYuAe8x/n6x/naJUmStPo8ekuSJEmSJEmSJPWWO0okSZIkrRar6yVJkiRtiNxRIkmSJEmSJEmSestEiSRJkiRJkiRJ6i0TJZIkSZIkSZIkqbdMlEiSJEmSJEmSpN5aq0TJwoULy4wZM8rmm29eDjjggHLDDTes9PsvvfTSsssuuzTfv8cee5Qrr7xyhT8fDAbljDPOKI973OPKFltsUQ477LDygx/8YG0uTZIkSZIkSZIkaf0lSi655JIyd+7ccuaZZ5abb7657LnnnuXwww8v99xzz9Dvv+6668oxxxxTjjvuuHLLLbeUI488svm67bbbJr7nne98Z3nPe95Tzj///PK1r32tbLXVVs3f+atf/WpNL0+SJEmSJEmSJGn9JUrmz59fjj/++DJnzpyy2267NcmNLbfcslx44YVDv//cc88tRxxxRDn55JPLrrvuWs4666yyzz77lPPOO29iN8mCBQvK6aefXl70oheVpz/96eXDH/5wufPOO8vll1++ppcnSZIkSZIkSZK02jZZ/W8t5eGHHy433XRTOfXUUyd+b8qUKc1RWddff/3Q/4bfZwdKjd0ikQT50Y9+VO66667m7wjTpk1rjvTiv335y1/+W3/nQw891HyF+++/v/nnsmXL1uTj9Mbyhx4sGa3Oz8trX/dW9zkZ5+v32te9cW4343ztfWg343zt4379Xvu6N87tZpyvvQ/tZpyvfdyv32tf98a53Yzztfeh3YzztY/79Xvt6944t5txvva+tJs+Wfb/3xM2a6zSYA3ccccd/I2D6667boXfP/nkkwczZ84c+t886lGPGlx00UUr/N7ChQsHj33sY5t//8pXvtL8nXfeeecK33PUUUcNXvaylw39O88888zmv/HLL7/88ssvv/zyyy+//PLLL7/88ssvv/zyyy+//CojvpYuXbrK3Mca7SjJgh0t9S6V5cuXl5/+9Kdl2223LRtttFGn17ahZ+B22mmnsnTp0jJ16tQyTrz27ozz9Xvt3Rnn6/fauzHO1z7u1++1d2ecr99r78Y4X/u4X7/X3p1xvn6vvRvjfO3jfv1ee3fG+fq9dq0MO0l+/vOflx122KGsyholSrbbbruy8cYbl7vvvnuF3+fX06dPH/rf8Psr+/74J7/3uMc9boXv2WuvvYb+nZtttlnzVXv0ox+9Jh9FvwMe3HF9eL327ozz9Xvt3Rnn6/fauzHO1z7u1++1d2ecr99r78Y4X/u4X7/X3p1xvn6vvRvjfO3jfv1ee3fG+fq9do3Caz7W+cvcN91007LvvvuWxYsXr7Cbg18feOCBQ/8bfr/+fixatGji+5/4xCc2yZL6e8imfe1rXxv5d0qSJEmSJEmSJK0La3z0FkdezZ49u+y3335l5syZZcGCBeWBBx4oc+bMaf782GOPLTvuuGOZN29e8+sTTzyxHHrooeWcc84ps2bNKhdffHG58cYbywUXXND8OUdlnXTSSeVv/uZvys4779wkTt72trc122GOPPLIdfIhJUmSJEmSJEmS1kmi5Oijjy733ntvOeOMM8pdd93VHI911VVXle2337758yVLlpQpU36zUeWggw4qF110UTn99NPLaaed1iRDLr/88rL77rtPfM+b3/zmJtnymte8pvzsZz8rBx98cPN3br755mt6eVqPOO7szDPP/K1jz8aB196dcb5+r70743z9Xns3xvnax/36vfbujPP1e+3dGOdrH/fr99q7M87X77V3Y5yvfdyv32vvzjhfv9eudWUj3ui+zv42SZIkSZIkSZKkMbJG7yiRJEmSJEmSJEnakJgokSRJkiRJkiRJvWWiRJIkSZIkSZIk9ZaJEkmSJPWWr+vTmlq+fHnXl6AxZF+jvrHNS5LGjYkSaYwW4z/96U87vZY+G6eJ/rgHcMb9+seV973b/mWc+pi2uPZf/epXZRzb/UYbbdT1ZfRStJvvf//75YEHHijjdN1Tpvy/JdQ3v/nNMm7Gua9vX/s4fZa6r/m3f/u3Mq7P6y9/+cuuL0Vj2OZ/+MMfjvU8R1pd7XHJdi+NHxMlWi3Rwf/Xf/1XGUf1ADVOiyrEYvxtb3tbOeecc8ovfvGLri+pF6LNMLEfp0Aa11oHcO69994ybuL6v/Od74zdMztO1zrqvn/kIx8pixYtKuNs3BYl9C98XX755eXqq68u44Zr//SnP13e9773lWXLlpVxDHi//vWvL69+9avLOPrGN75RlixZUsZNtPkXv/jF5Vvf+lYZlzYT84E3v/nNZdasWeWuu+4q4yTa/Nvf/vZyww03lHG89n/6p39a4dfjIK71lFNOKaeffvrYtRva/SWXXFLe+ta3lp/97GdlHOcEP//5z8uGYBzmOPX4Onfu3PKWt7yl3H333V1flsbAOK+lEO3+4osvbv45TjGE8PDDD5dx7hfHqfhGOY3P7FKdLwq//OUvl/POO6/cd999Zdw6TCb0Dz74YNNpjsuiqh6s/uVf/qUJXr7kJS8pW2+9dafX1ac2T+Dv8MMPL+9///vLI488UsYpScIi/LWvfW0TBBnH6r/FixeXpz3taU2iapye2bhW2s64Bbxp9wS5aTvc/3ESff2dd97ZjFHjlFCOayfYTR//7//+72MRBEFc52233VaOOeaYsu2225atttqqjFvA+7rrrmvmOOOYKPnMZz5TDjnkkPLjH/94LMaput3853/+Z7nwwgvLX/7lX5aZM2eWcRBt5tZbby0/+tGPmsDx9OnTy7jNKz/+8Y83iZJx6Wvqa58/f345/vjjm5/BuLnpppvK5z73ufLGN75xbNpNtJH/+I//KCeddFJ58pOfXB796EeXcRF9Pfed+Q39/biIe09f8+1vf7t8/etfH5vAa1zjD37wg/LFL36xSZaMS5sfd9FubrzxxnLLLbeUcVKvpT7/+c+X733ve2OZOPnJT35SXvOa15R/+Id/KON23y+44IJy0UUXjV1iM/qcc889t3zoQx9q/n0c2k48r7T1a665plnL/vrXv+76snpvPKJP6nxy+YlPfKK84AUvKPfff3/z8MafjcO1f/azny0vetGLmkDCfvvtVz75yU+ORUVRDFYEEQh2z549u+y7775j0eEHKlxZFNJmxilYT7v51Kc+1QT+WBQ+97nPLRtvvHHJrk6SfOADHyinnXZaeeYzn1m22GKLMm722muvcuihhzYJB2Rv93XlHFVzJ554YtP+6x092ftMTJ06tZx11lnNBPlf//Vfyzg9s/Ttz3ve88ree+9dXve61zUJ5nG5dhazJEj++q//uvz5n//5WARBwHV+7Wtfa3Z/cc+PPfbYsUlsxj0mYPze9763HHzwwc3XuCQbwFzmS1/6UjnjjDPKs571rLEYp+Lef+ELXyivfOUrm6pFxthx6SNBcoQdSPfcc0/ZY489xqbNxLP5z//8z83YxDzhgAMOKON07V/5yleahP6VV17ZzBPGyTvf+c5y/vnnl3322WdsEoPxvLLLlDH2ZS97WfmLv/iLMk5ifkAhwmMf+9jymMc8ZoU/z9rvxDr2sssua9ax7Lz7sz/7s2Y9TpJ5HMybN6/ZgfTUpz61WcOOi2gTJGPZ9UifOS73vG43tHniCONS5FqvpVjDkmgg0TNOxU+Bfobn9uabb07dz4S47+yUJY4wLuuQYThRg1NYOAlnHNYk3GvWIs9+9rPL0UcfXQ477LCmIGTcdm5ucAbSKvyf//N/Bo9+9KMHF1xwwQq//+CDDzb/XL58+SCrK664YrDFFlsM3vWudw1uueWWwfHHHz/YaKONBl/96lcH42K33XZrrvlP/uRPUt/rtk9+8pODP/zDPxzstNNOzWeYO3fu4Pbbbx+Mg5/+9KeDZz3rWYN58+Y1v37ooYcG//f//t/BRz/60cFtt902+PnPfz7I6tZbbx08+clPHlx99dXNr++///7B9773vcH/+l//a/DFL35xkNEjjzwy9Pdf+9rXDvbZZ5+JX49D+6fNbL/99k2/Oexz/dd//dcgi/b9jOv97ne/OzjwwAMH73//+9Nd8yhc8/Tp0wfnnnvu4Jxzzhm86EUvGhxwwAGDf/7nfx5kd++99w722GOPpp9/3eteNzb3HA8//HDzjHLtz3/+8we//vWvB+PknnvuadrKtttu2/xzVX1SJjfeeOPg93//9wd77bXX4LOf/exg3Hz7298ebL755k3bYa42TuhjeGZpN0uXLh2bNgPmA4973OOa+/6e97yn+b1xeW6/8IUvNNdOu495/Ljcd5x66qnNfWdOfOeddw7GBe2D+RjXvvfeew9+9atfDcYJ8+Idd9xx8MEPfnCF3//Rj3408e9Z29HixYsHW265ZbMG/8///M/BZz7zmebn8LGPfWwwDhYuXNhc71Oe8pTBf/zHfwzGQcyNP/GJTwy22267wUEHHTSYNm1aM0e47LLLBuPgX/7lX5r4xwc+8IHBz372s8G4+eu//utmLfXlL3958Itf/GKQ3aj+gzFr4403nliTj8PzyhhLzCywHsnchuq1bPwcvvOd7wz233//iX4ya/wgruvf//3fm3X3+eefP/j+978/eP3rX9+sYU8++eQmJqVumCjRKh/ev/mbvxn89//+35t/X7Zs2eDKK68c/Omf/ungmc98ZjMQ19+bBR0lwW2SC6effnrze0uWLBnsvPPOTbKk/b1ZjLqPz3ve85pk1ec+97mxCKBdddVVg6lTpw4WLFgw+OUvfzn4n//zfzYL25e//OWDH/7wh4PsfvKTnwye9KQnDS699NKmzb/1rW9tEicEdZjsf/zjH0/T7tvt91vf+tbg6U9/+uDzn//84Lrrrhv8j//xPwa77rprkzyZMWNGs8jKirZBewlMDh7/+McP/v7v/36QVTyPtAWSaYceeujgvPPOa37vxz/+cfPMzpkzZ3DiiSdO/DfZ2g3Bg0996lMr/PlJJ500+IM/+IMVfh5Z/eu//mvTx7zlLW9ZIYj8yle+crDffvulT5YwVrH4ZlL8tKc9baJ9jENfj7vuumtwxBFHNImqm2++eZBZ3Nv6GfzmN7/ZtBUCIpEczDY3GIZilSOPPLIJQv3jP/7jYBz94Ac/GPze7/3e4I/+6I+af89oVDug32Rs5WcQRSAZ+vZVeeCBB5o5DMF6AoBhHPob5jeMpQQAWZtkflZHXRNJNp7Zs88+u5lfjguC3IyxBP0III9Lewfr1j333LMJuJLc59l9znOe0xRzvfSlLx1kdsYZZzTzsUjsPPGJT2ySVhmNavMf/vCHB1OmTGnWUuPQz4DANuvWKBKl+OlRj3pUM8e/+OKLB5kxbz/22GOb+w36GeY5/JpAOPGQzO67777BwQcfPDGvIan8la98pQkes77iz7OiILE9lyH28ZrXvKZJMGfrM+OZjX/+xV/8RXOt+Ld/+7fBRz7ykWZtMmvWrJTJ2VH3k2eA4q0XvvCFg+xYN51yyilNrKBec7/tbW8bzJw5s0mWEF/Q5DNRopGdTlSYkd0kyPre97538Md//MfNFx3mq1/96sEmm2wyUU2X6dqj4p+g0zXXXNNMEnbYYYeJzj8+V6aKrnqCySBLdpnKv8BARfCe6oqMi8JAxdMLXvCCphoEd999dxOgJ9HAQoUJQ7adJdFu6iQO7XurrbZqJsoEQiL4TWCBP8ugbgdUT7AIpDqdCm8GV55PEiUEwWlTBI2zBtQuuuiiwROe8IRmYvO1r31tooKCCvtXvOIVzWfNNsGMXXWgL+EaSSqTjGX3EdVnLKpIdPLs8jkyqO/jJZdcMrHT7s/+7M8G7373u5vfp18nkPAP//APv/XfZEJ7Z0yispuFYS2SJc94xjOayX7m6ieSJSTV6CsPOeSQtMmS+roIOAUWrvQ7jLnjEPBmJwkVctz36D95PunfP/ShDw39bzKiD2K8fexjH9v0m1lFu2Hs//rXv94kkSPYwS5NCiv4HNkKKeqfP9fN1/XXXz/xe4ynFA3RdvhM7f+ma+1riXk97Z55AfNi5vMhU38z6j7SRgiYUURB0G9V39+F+lqYy5PgYW5cB78JHLOjJ+MO5XheCdrUyRySbKyjNt1002a8qr83k7im6N+p6iapyVyHHTEEz0g2sNOaRC074LOuR1h/sCOf8Yo2z/2P76H/ae+SydDm2e1FURbB7ahEf9/73te0eRKcmZ7VYWg3JBW47/GzIA5C8SVzBIrRomAuq8MPP7xZTzFH/vM///NmLcJ1k2SOnctZtNsDcQOeV9YjPJsU53Lf2cXJ83vmmWem7HeY39DGmROccMIJTRER18k6i7GWeSeyXDttoy5wBX0kbYUgPWsR1rEE8GfPnt3EFfhvslx/3W64x1wj95hxCuyKIYYTif2MuJdc9zbbbNO07/buXn4OtCdiOZl39WyoTJRoZCXFhRde2GS/CSDQcRLAIUBM4iE6ILa1xeIwC3YBEDgDnTsLWI5/+su//MuJwA4BZb6HSvUMHX59DXSK3FeCxvzzrLPOmvgzAn7saBh1rE8Wl19++eAb3/hGM6Ay2YkE1V/91V8Ntt566yaYTKVCBnHvCRoQ5OPonghAMfAS8Ka9xOD1qle9qqmq6/r+1/9/2gyTyEWLFjW/plqIyeW11167wvfRnrIkSjgqKYIybA2nHyFAyfP6mMc8plmQ8CzTF5Hw4bNkQpAgdqvRt3BvudccvfXc5z63WYzw5zyrYMF13HHHpeprOAaEfoZFCbuPmNhTrchk+O/+7u+abcAssDKqPwfH9vy3//bfmiBCe3v7TTfd1AQaSPpkqN6N6+Y6qSA65phjmiROJO1pV7vssktzvdmCl3Ht7CRlbKV90E6i3yEQyDFQu+++e5r+fVh7YUzleaW/5zPEET7MdUgWsighgJYRSQUWtAT+2PkY7YOgCAtxAvmZjzGhf+E5pd/hmuN6qXYlWfLiF7+4OXYgW5t585vf3Fw7R1IwPtFOIplP0Q2FICRlCYpnUY/9FHow/tCvMLePtsO8hyQ+Saph/12WAAhzdYJjcVQSiXx2ljz1qU9tArAh23z+tNNOa4KT7EamQpoxtp63sTuDIrQMY1P7+jnOj7k6O4+OOuqo5ucQCXLmBSRL2Llc/zeZ0Edy3ZGgeuc739mMt29605ua/gYEnpjvZDsWhx2mtBuK5ZgXs14lGR5rKe53HIfG3DLTUWj0lcxh6FeYC++7775NwBisP2jzf/u3f5uin1nVcW0kOHk2aSNRIMeYxTqWz5Vlt3I8f1xzjKk8v/wMNttss8FLXvKSwf/+3/97Yixg/pPlOKu6HdCfxPFsrE+I3XDsHGtujqADn+UNb3jDIAOKsWK+wjqQdSpzNOIGJNYoTmSuwO/xPNcnC3SNdRNrI5KAXBfFcvQjXCvzMObyJKriCC76IZ7nukCwS/WYw05w+kIKiplbsiuG/p9rPfrooyd2VmXtcyhIoE3T3llTRaInMGYddthhzVpdk8tEiYZiQUWgL4IFdEgx0QkEeehIM22BpJKVagMWrnSIBGBZ3JJgiMqiGIA5hivTohbswmARzqSdQBNZZgYvjpYJBMTZ6VD/XjYR2GNCRgAz2ggLdDLm7CqJhXqWRQntnetlYjwM7Z/AN0egcbZ6FrRljrwhOVVXhwSqFbnXHI1DxXeGoCsVufQdbGlnckAbr3emMcFnYkOFBccisN2diiImD1kW5CxOmfgSVGU3Q91u7rjjjhXOvgZHy1AFm2mrL0EEKv4CfSTvtOE6Cfrxc+ErU+XcqJ0WTIoJvLJ7J5L5gcUjP5MsSGISOKNSi4o/2jkBnNgRQCCctsVYlg39DAtvFoUkjQkgsOiOuQJ9Pb9H0D7b+AqOaON5ZSwiwMpCkYU4QUAwrrIziSNZOK4lE55Drp0xlOQxwXmCrHWyhOPy6h0PWZAw5j5zvSTJSQ7S/in8INgAxlX6G56FerdS1yie4L6TTCbxSjCHY9oYU6Mfoi0RHKR9ZUPgkusneMA4SgU9c8uYQ/JM095JGmbDOMs59cx7uUbmx//0T//U3Heqd9/4xjc2gXzeQ5gNR2txvVTWk0ymbUTSoZ7z0+YpCsmEIBqJEIqbOEKXCmOCUOwG4N4zF6PClWuPAGY2N9xwQ3N9BMpi1067XyH5RjA5w1FEMbdhLsw8Jo6BJPDNfJmiM/ogEORmjsw4W5880DX6dyq44zpp8/wM6ndokSzh9+qdm12r1xXtOSbzAO5/7PAhGE7Sk+c4U7uhEIG2TFKBeRhBbwKr7XdTspuEQrQMybV2Upn5C8e0xXPKGMV8oUbAmHVv15jfMq6yho0TVuqjZ2k/7PZ62cte1oy5JDqZ18c6veu1LPNEilaYtzBORfIYJBjq3QskZdl5Spvv+rpRX8M73vGOZm7A3AycgsDahLgBR1bxrNInZdmtHNdOoQ0JkoiPcc8pQGD9xPGc7WOvYzeSJpeJEo1EIITOhY6+rnZiwctAS8dfv+ypa1wLEwQq0iPjzWDL2a4c+UQQgQVjDFqZrh0EKKneihfFsbgiKE/SB3X1Bzt8MgS8AxN5KmuYJFNdEQMBk2SqdiPJxv1noZXpxVQMPiTS4j0YESwmcEawm19/6UtfagJqTEIztRsmZSQCY6FKG2HyxqI7gmVUhDBR4Csmn121nVjQ8XwysaQ6lyBxVEDVycxYMLKQZZHOixQj2J1hooZnP/vZzYKv3q1Wo99ksU7fM2xL7WSq7xnHnBEUI/hEW6c98Od1tQ3XzjNNRRQBkQzVOPEZCFRSpcWknQpdPkMkS+hDSc5m24FUt2kCHnGkWVw3k2PGLibN8c4S+qVMxxRSmUuboTK3TkLRPgiixYKc/p7K9QwLk/qdJAQNSBaTJKkxnyGIH7tg6Fff/va3pxpjWQQyb2E+wFnFBBDod/g8cfwQgQ8St7SvbO8WooI4dvoGEiT8HtWLsShnjGgHRiZbu5+jr2knuZnnULDCQjyQcMjUZkDyleBTBC5jbkm7YR5Jm2E8ptqYuXHXfXw7oUxwibYe7ZlnlcKQSCzQVtjdRvFN1/OC+v/PPWXcJ8kQmJ8x9vJ81u9dY43V5dyg/Rm4Tq49dsyC3yNpQlL805/+9MTcmURWhsKh9s8+fs3ckjkmc4W6Gpf2Q/9JwjPTe7UYQ2njFFDUxUMUT9Bu4lhdkrQkELu+9np8Zd7Cs0iQD7QTdl7ELnbaUFRKs5MtU5sHBYociceOBeZfMR+gH2J3QOw64ntI0GY6Mo9kDsU3zA9iPtzGKQ+swYkr8O+ZsM6LF7cPO16ImAHzBYL17Fjusu3QdqPNkFBmXkZSuX7PY3s9yM+HHYTMGeL56FKM8/SB7PAiMTusH6ctMTegP+K+x+fqeqwN9O8UNvFzaON5ZZcJc2LW6RR30266vPb6BBPiGsTHKHii+APMc4iN0Mczd8iye6fPTJRo4sElQNMefFhIRbKESQHHgzBZJhiVZaBlYcp1s8iLM/5qTN4IjBCEIoBG9j/jxJ7gEgtAjgFhUswEM44U4DNQnVZXfyPDopwqV6oROLqBXToE0pj0gBd/0eFz36lgIRjF8SaZsNuCQAKTeiYBTIJj1w6LdJIktHsqYDME/tpBECoUCVbSNtg+S3UIVWYEuPlz2hU7q6KtdDXB5Lkj2FS/+4ijVph8UTkXgZC4zvgnEzr+G34mXR8DVZ97HTsvWBgSPKDdxBEP8RmZDHEWNs9Gl0mqOvjFZ6Ats1uBBVMkr+J72v0SL61kt1WWgH3saGBsomqIinQWsbEbg2OhuOf0Oyy6MqjvKcEPkpuxWyH+jGQJ/WOclU57yXA0Qn1WPUEO7nX9XgDQ/1ApF7sbkCHgWl8DyQU+AxWAUd1aL2ZJ9PA8t9t/hjEWVFlS1VonQBiP6BPZrRbFB/x5pipXgtxcG4kSqv7aRwowDsTxfxnUP3+eSVBkUL9fKipxmZMxzrZ3VXfZZtrPXVSNUi1afzYCgQR3oqCifha6enbb/984IoY2U89bGHOZs8WzwBxu1Pg1Wer/L22eNkJQu51g4/dJDLJjsy1DIUUUxRG8IbBUt2fuN/0ku5Gy9PPtgCSJsyi4ic9EsQprQ5JpcawPbYv5Q4a1YI25OpXQzAXa8xeS5YwDBDdJPnR9vOWwnz1JBj4DY2y9hqUNsYOcXSR1/5glWcJuDNYj9C3svGMNRXuhbycpznyZtQr/pGgrU8Ec80R23sduRp5h2jVFiaytCLbyDHBsG5+B+VomJFwp3IoXhbNm5XpJwhKk588pfGKsJYHb5VqKZAeB+Wi3jJ+0FWIFFOXW/QnPR/2McL0czUwREXOiLsaq+H/GdRHb476zjiKZ3D66ldgH/T07UeMzd/nM1veTQj6KoIk7xYkOcW3xOZk70H74DHWip0us/Zh70RYoZCXpSiInnl+eV9a3zJfbay1NPhMlPUXnWAfdydRTWcPkpt0JMplkAsHRGnRSbBvMtCMgqg+4JjoXBiwWsO3q9EwIOsYgT3VuTHhZPMX9jm3XYJcAlZfZtuczWWRXQFQMcbYlLzIjKBJYkDBIMZGrt3ZmQhCEABpJQY4DiWo/FrpUJGQwbFHCJJ4gCEFKgsdcKwEQfg5MHlhUZQngEHSKSQrPKgtWJjcc88fim+NNhm0Fj8/NewVYhGW4/+2fBRN62kqdLAGfkYRyfH8XE0zeeRHvkaKajF13kQCh3VChFcmSYS8ZJ0HOZJSE4WRr9+G0G86FZgEYaDMsPJjo19WKJM4zvT+L+00/yaKbMYpfx/XHfScgm+kM4zqIQBsnCEUVFJXG7cosgn8kBLsOnIX62ghWkkwA108irV70cc1ce7YXnILCCdoMi0KSVHGcWXw+/pxFVsbjtti5QBCBIAfXTxKf8alO9rAw53NlOD6m/a44AmL0OQT4dtxxxxWOjwEVf+z6ynCESRvPK/NFdoATsIwddvW1Mkeo3++RBfNHgn0kXqkyDlFdSVthvdIuHOqq76nbDeMr4xFzevoTisraO6RoWxQPZVujsNuFfpz1CTsW+Pf4fDF3ZI5DEiXDtXOWO0E+ri+Oh2b9wQ7HduUzSYc4MjLmaO2kbZfqo1p5blmLsBbM0C8Ow3gT/ThtIt7tSEEUAUmKcOpds/xsCHLXO6myoOCAsSnWsfQj7M7gKKhoP6xV2AnAUXld73gchn6GYkQKDlgHRrU6RU7M+3l+KSbKdARtoLCD9k7Mg/UKiQgKnQgU83OJMYpnuMu1VMSb4v9dFwtT4MQcgb5nZcWg7HxgvtPFMUr1+BjvRIzPwk42rotkSRxhBX4eKzvyuMs2w/qauBjPKjG/UYWBYDwgVhU7NyZLu9iN+03Sqb3WICbLPJ4ixpjr0JdmPL64b0yU9AwdCBlvJvLtM/SZ/BJ0ZTdDPQixYCGIzKIxMv5Z0KFz3fHCZKpGCXpTnUAmtusq+jY6bSYrTOapfCaAw0QmJsPvec97Js7ojg6WhTrbHjnmJ8sgVU/oqfSP98PMmDGjSVaFurI1QyY/Bk0SCUwACNoQOGDBRNtmEKW9x31mQOMIlq7VAz/vX6CqPraasrOBwZVERL14ZaIZZwBn2GoaSN4QEI7KFa6fiTHJEpJqce85g7aeTDL5Z7dY14tbgmPxMsF6qzUvW6P6lUAJzzPPK0mILoM49CG87JaFK9t5ScDW7zYi+c2CislxvJCw/fOKM9TrYyAmA1U2BCjr66E9MJmP+x59Cm2CXRpRARu/17W4doJmVInSv8dnI3hJP1Q75JBDVpjwZ7h2gggkdqgSBe8CoBqKvr8eV0mEE5zNsCW/vgaKQJgjRKKP/oe+huq/+vvpkwiMZMIcgXbDEQIEpnh+OY+5Hkt5LukX44X0mc5fJtA3f/78iT+jP+T4GHah8uf0iexQpn/KVHxDm+Hao6KbwAdzMvpKxt4oUiA4xfsPsrV52gs7YuP6GV/bZ3Rz/QSh4t08XarHRuZgjDfM7QmuEizj3teoiCYxnq0ymrUV/Ujcd45Fou+kLcURSRQe0I6oWs8g2g1rJwKrEchmfkY/334XAOsrKu0z7H6hXUcFd7Qhkj3sxmAsqufDBPWZn9G22DWQJaEP5gGMSXWBGXN3Aq8UTrC2Chn6Gp5LxiXuP4FhYgMxl6EfZ5c7xxRz3czvCcrSV5JUzrQWDyRB4v2NzN2Jg9S71+vAcQbD2gCnZvD8cowS6xOeAzBfoE/KkNjEqOeOuTvtiHGLOQHH64Ijodovbu/q2a3bLrEDxiCSgbFmZfcLzyxxnXgeeJ9KvU5k/cgJHO13/k4mYhrsjKLPYX0X62zGLT4TCXIC9yQhOFasPl6vK8xToniY9RP9Scx/KXwi5vfRj3504vvra42fD/1PrGMmAyercG11eyUBQl/DZ2hfHzEOYn2jjs5TN0yU9FQsSpm8x/ECiHNP62QJ1UVMGqj8zlbdQsUiAUkGo6io5LOxsKLjpBIhy8SsRjKBQBmTgvZWR6rNGJyYINDJMsmhorvr90vU2BbLdRBopYqFgCyTSz5XDApMdBiQ41iKrif48f8nSMMknmp6BiwqXts/AyYO/ByY0GQ6Kowg/E477dQkpzimjclCJAkjOMwELNOL29s/dyaYBArYuRPBPYIH8WJoFl9cP/c+rp+EG+0sXvo7mepJDpNKrotr5bkkiFNXzRFUYALKs8AkNMPihOtnAULwII57qtsFE2L6UAJ+w46hoH11cd/ZNRLHG9Q/AxI/dTUO/SJtjPaUJfhUI0BPP1kH4TkqhsQCPxMm7iyweLb5OWUaYwm4Erisj8wDk3yCaASjqOrlzznaJLa/Z+lvSOaw8CCwF22IsYot74ypBOiZ2/CsEtzJNFdg5y5JKQIdgUQygT7uOQtxgpsxJkSFYIb7Tr8eLwdv70Rj5w73mnGXfof+tOtz9uv+hcpQAqocc1YHM+gH2RnLnI2dGCR86nlZ1/ObQDCBNsORDoFELUkq5pwEwmlHjLFcf4Y5Qp0YZIyNndM8jyQ2SQQStKHN864V2hDnjncd7K7//wS52SXCu+zqdxfQbjhajp2QzDkJ1mQ7652iIfpy1nj0KYHiIQLi9KEc20OxBW2o62OXGT9rVEPH8dCg/XDd7WQJxSzsCsu2I4D1BkVZFErQ59fBbwKvsZszE+aK7NChPcT7j6JNM4ehzZOIZS7MeoVjkzKtYaOdUDhEe6bQhhMPWBvW61gKG1mTZLn/9U5SdrhQWEO/GUHjOp4DPgvxkAyFinV/SVCbcYodXjHn5f63i4fYCZyhWLFGP0OciTk8z2ydLGGnOG2JuQ19PsWjce8pwmT31WQn+OsxhrUIhc+sO3j3GutYCuVi/sizzGdiDvTc5z43xTjFNXAsFXNfYh70OfU9pOib+QEF4HUxd33NFJby309mPId2Haeo1M8fSUHiM5EAj+tkpz7zgwxzAv2GiZIeYSJJZj4GKxaBdIZMgqlSD2yPZRFLh8pDTgfF92QI+g1D8C92XNTJEo6xYjE7mRnkVYlADFt86bQJlPFujPYLm8ieM6CyOKEKOcPZkPX9jqM+GKw22WST5osqkBovWSbRkyk7ziSAYGRsseb6+Sz1y9VI8BBYY6LfdQCnfZY7yZF4F0NUdsfEmMGV4AiTM4II2RYl3PPY4cICheQmk5tIlhDAZKLAkUlM3NoT+y52CNT3jqA91xeBPyY5vMiXhSyBp7r6jP40w242/t8kmTimhMk7bSOqiutFCz8XFrX1y1vb3zNZ2pNE+huOYIkADv0hgbP6JbmgCorxLY7h6FL8/znmgLZMH8Oiqsa2cYLc9DOMUyQJM5x7XZ9VTwKEa6fdxNn1gftP8DWOb8tQ3V23V55DAtskEQjS1BhveY4ZXwmCMHbFc5qhv6Q4hftOkKk9f2GnLM8z/Q4BV+ZqGcapaDcxB2MhyGeI66+fScZYAvaMaV2fs19f1+LFi5sxlLkkO33reXEENBmvOGaGgEiGPr5u8wSZCBbEi0vrz8eRLBzBQtUxiUEKD7qeI9TXTkKBMYggCAVQgXkBxRW0J3ZUkYAjkBPXnuG4LYIvHAPGfefZjGBffA8BEwI49PdZ5vNxbRztEbt46CvbO7sYk5gP08cTcO36+FySByTK6h10jLH0lSTVIlnCUX+sS+jfmd/wPPBemww714bNT0iMk6giqVAnS7h2jpahCCdDsDv6C/r5WMNSOBTrvPrdAPwMmBszh8vQV9YYM7n+mLvTvvl1+91BtBsS/l3uABh2FCoFBqyvafuMVfVu6uhzWJ9wBFrXz2wb8y3mLyQHSS5TZEOCP9oIc01+Phle3N7G2M+OtJgPUGDGertOlpC4IrlDfx/XHs9ul59l0aJFzTXFsb9g1z7JEuYD8f4m2nr93q8s95/iFZ7ReAcu9zvuOckSxgUSaxHfqTEudHWMFQVnXFf0IfSH9PMU/NXzX2JmFPz5AvdcTJT0BEkOHkoCHgTgowPkGIHIKLNIDAxgTJoZzPjKtPWUgEy9FRlUCRF0ZYEbuwPYyUC1aPuIsS60F3NMiplYUu1BhSIDV31u9zAZAjhUHRD4qIOU7NphcUuygQkOHT+DMRO5dnVI11gQMqkHgyYLJypa6p8T7YXPmO3F7WxxZ+ILFiAkfGI3A22HwZWJTsYj58AOKaolwrBkCdddX3NX199OGFCNwk47jn2KI6pAW+FnwiK93lkSun5xe42FK0EyJpvD2jaB4wx9TBs7MZgcc3/5bLRxjqOgKp0KVwInbFlmsZXpxayMrQQ+CPqRxGHB2n6/BFiQkASqK3m7xg4XkgtM7EmWkJAlod++dtpUvOS9a/V1cawW1XLMFQgO8+yuzrFaGfpLjmlgxyY7qmj3b33rW5vnsv589dGRGV7cHkjac81UeHMv2V3H7guS+10nL1fVV3Kfqf5kjsOOaubF7Hys34MxrH/M0meyA5ZnlSAN4yoJNJIj7c/J+xnq9yJlaPPMWUiG0+Y5Ioz1xzCsQxh/uw7g1PeToB9tHjyT/Dvz+lUFVjO0G/oPklPMv0hacmxP/f6vdkInQ7EcRwrRrxDQrpMltBk+C4mFOLaY9/JwlAzzHnaiZihECPSJ7aOsCbyyZiUpGO/8AN9Xzzu7MGxeSbtgtzFzL45kaxdTZGzzYBcJgfn6qDPGLo7opHiUeQP9KM82n60+rrZr7GxhvREJHpK0JKtYHwbGX9oRc+QMBSw1TnQgphS70ihepM9kJ2dg/CX5QBKl62R+GzthSMAyR4tYTiRLiIXEddbPSxfjFPPfun+kTVBgxlGQdSEC8wASC7R9ihTbO5O73rUZuK+s8yhuor0wXsX1RxuhwIifQ/0sZMC6lCIPitBjnUdbIVnCM0pMikRVtr5G/4+Jkh6hkoaqFBaABA+iAyQISACznSyhwovgWYaFeFwrE0mq4QiutisRmfRTnUvmNrYCZ+jk62tg0kIlTp14iuMcmEDEizbJLGdI8NSYkJEQYZIW55+CgZWjQAimcf+pAKFCOkOVaxsJHKpUuGYSgQy6ETAgWRVJxExBnQiSUT3EIpCFCT+HeMEdf07iqq4Sid/PIK6DhR67GuoKaSqjmAzz2dovZu3qZ8CCiQlNPbnl7FaeUyr72me685xSzUWQgT4oS1/DvSXoQeV2nPdL4IwdACTMWXAR5GaCVm9t77rdxM+dBUhgVyPvdSKYBoJQVELF8XlsEc+wIKxf/EnQlUUV95Nnlipofo/JPDJsaa/FdXB8AwUHsRCPlw9yHGS8ELr932RCEpDdOSwMY97DUWHMG84666yJ78tSnVuL95fFWcz0KxwhQ+IqO5KAPJ/xHp64xwQpWaBTwJLhrOth2PnFsX1xNCEIJjAOcNRD7JLJpO7rKRQiiU8fyL3lemnvzMPi/PEIcg970elkq6+BfpyiGuYH9Pkcx8LxNxw3FOLa6+vNMLcnAEIBWt0vkugkkMPuxkhUZbne+h7++Mc/bubCUX3LXID3CXHt9Qu36/lwlueWpD1V/uwWibUeCFhGsiR2OND++TnEC9y7VL8QmXtPUL49byeQxu+T2KmTVl2q2y7zY9oMhSBxHBU77wgEMkeOQCA/m2hbWdpNzG9oO6y5SS4H5jnEQijoImBJAJM5W4Z5Zbs6Pd4LylyS9Xhd7Mc6nfZFn9Q+oi4D1q2RCCcByL2OIjOq/imE4mfB/K3rgr+63cZOdV7mzvGKxBKiuJWiXHbdkWxgR2rX7Z1CGq6vnuNSSMmxlsQ9eIdNfTxkFJHS57SLBDP0Oe2xkx0ldbKkfrbp97sea+sxNhJPPJfce9aqtCEQb2VNwjyT5E62wmL9PyZKeoCHNgYaHkQWhHSIBMfayRKCZu1gSJeoVI3OnsQNn4MjxEiGkP1u7yyhw+H8RRIpDAxdD1j1/58kFYE9OksClVx/oPqDiSZn6FLFSEAtQ6VfOxBCxSLVK3FUVf352OpLVQg/p9jCmQ2TTI6moI1QjY54BljYMrmParSujBrkmYBx76lmqRNVTAx4HpgEZTDsmYsJJhPk2NETaDNUCMZuma7V1bYkLwOJP6rmqJCuq59AP1Tv5Ola7HJhJwNHPrGbgYBUJBm43xwRwhn1jAVZgsZx3xmPWHjUL0EkiRnJkvo+87xm2qpMO+HoDMbZ+jqpQKPSm4BmFB9kaS+BBD7HCrD9mwRDXc3Hz4NkSSQgMiJhTwCKNl/34wTL2GXCHCdL8KmNoBMVrnUyB8wJKELI8NLtURj7SYg87nGPmxibouiDIDd/Rp9DULPrOVkb18uim+cyjrWsA7K8y4M2lbXdkxAnqdDeMUXhAUVR3PtIOncdQGijAIGgR108QdCJc/e5btp+yHbt7IhlLs91EqChj6x36jNW0edknAvTzqnOJSjMtcczSeCPuT3PQ72jIYtYE9FGmONQmMU6qn7HIMkSEoQcHZ3l2F+evxhLmdsQICOIRoEQ65F6Pg8KGZm/EZCNdzxmwD0nicluU9baXGMkkXmWWcOytuWLeWW2NWy0cebqJEIoshl2jRxVxc8s0y7fQPEqiRLGUk5EoNgv5pHMMZm/8UxnE30McRDGUz5HnSQB/84unpg7ZJkjR1IhPgNzSPr+CHiDRCz9Kf1qpjkOyYTYDc595dpJxLIrv54jc818X4b7XY/1FGzRxjlenyRbFH4Q76A4kcIcnlX60nonatdHcjIHICFLsjj6EZIl9JkkS+ojIOmDMrUZrchESY+w0GZSxgSHIBnHUXDcQJ0sYWHFn9dVOl1hIsnimuQOFZVM3uP9ABy3QrUHk+I4zoTOhsoKqqKyLU6okiM4z+KVyTuTBT4Pk8tABQCBTSb+2babBnbxUEHHABUv3ES2CXEMOgxMLArjZXEsOqimYOtvbHtn4CXIwJEPXR/dUw/uBGaocOU54PeZiNHeGWjZtkwbIeBKIIeJT7afARUq7ATgZ1Gf3UoAIXY4BJKz2QIh7AogMcUzGWIhwkJ81O6Rrp9ZAme0kejD+TlQlU7goEYwn0lohvPS29fPmcvvfOc7f+vl4DyntB8WVBkXsbRhEt307QTl222agA7PK4mrDDs12+2WwCRth2BIqN/dwXZ+PhvJ8Iw4o562TgAhggXxM2AxRUCZz0axRbZdMLQb5mTx8vb6eeTnQgUsny8jxlfmBRwHWZ+VHgEPxiqOguJYhFUdMdpFECTeIxRzmnrRys4SAn910D4LEsQE/Lj2epyKz8B8k3bFfD9Tf8m1sYOE6+arfvF8zNN4DigsoogoI4ol6MsZq6LqnGc2+pvYWVLvzsiC+01fwzjUfjE7zyfXHMddZsMODMYodi+wBiSJTBK/XrMSMOPzkYDoOgBFMJW1BUlwrof5C0fnRr9P0JjAWX0MFwkJ7n2m92Kw5uaeRmIk2kh8ligY4jQEiloyvfOrjTbO56HvpO+vxyl03WbCsOvgeaXAiSRDvCsjsHOWPinD7qlR6zniOayf2jsCKIqlwDVbooG5IjExYjX10YP8DCiGqtW7GTJ8BnbK0r+wy45jIaPtsy5nx2k7WRKyPLMkjOk7WatyrbyfjPgNPwfaC79PO6JYga8sBX+M/cwLGGf5GdSIMTEX5jnNFqfUcCZKeoKJPNUeZDfZhkw2k/PTqQxhq1107gT/OAony5ZNFqgEtZlcMrGp8WuOCGGyzIBLR0q1d/uMxa7RqRPg/shHPjLRiRJQiArv+lzX+t8zBC5JjHBmYl2xRWKKyTDtaVhgIQsCrtxnKkVZTEWFHIsPdmAwsHJeJ+2HwFqmo8IIyjCYEhzjGBmqJnhGCdTzwjKCgUwaeN8EVQvZEmsEJZm0sxBnOzITs6gEIZnJwpbJfHsynSlZwgSSBC3HhbHTLpB4Y4HCEXPtSsAM5s2b1/Q38QzEixKjfxn2vqks7YbEJoHs9gus6/6H8SpeEp2x36HdUAlK30Jgu32uOwEdgprt3ZAZ8EwS5CCpzw67drCDfzJviCM3ujSqr6DN0z8yH2gHPuj7GQeytPfAfaaPZByiWCUqGOvrJIBAoGpV58BPhmHPHQl92gzXWFej10Gort/7NarNcI0EQ9gRwzF5bSQGM4xNw+47SQXm7OxCZgdku21zLA5jbtdtftjxTQRveFYJ5tB+2p+LQi52cXbdz4/62XNvSYhztFwcm1EnSwiuZZjHD8P6gzbDuz7aYxHBNIooui4caov3Csb7ykCCgYQac556nsCO8fbxzF1hTNpss82adQiFK4jnkT6RHZzM4wkUM76ytoojOrNgPh+7vokTcPxvrGEZr4btku267Ue/QfyDY1D5OUSbJtDK9RMDoe3EPK3rfrJ97SS7iXXUc2KuO95fxpqQeTNFIOz4zfDi9rq/JkZA0pu+nkQC8wBOMyF4z+4RgsUUwHLEJcmHaDNd9/mB3UfHHHNM8/ySnI02z3HXPK91oW6W3Qw17i1jKOtV3v0S/Ts/A3Ym8ZmyFa/EnIsYR7xnhUJujr5uFzmxniWm1vUxbYH4Y/2OKeaWrKvYrRNJZvogEimsAzPMK7VyJkp6guontilHsBL8O50kGVu248UD2/XRQ3VnFy9H5BrpENudIB0kgxjbIAkoZwp2BzpKgvJMGPg89fsl+DxMImJrZMgwSWAyTMUN7YZ/0lYCk3uO4SKgxgQ0i7hvZPG55yQGmSTHcQIEAUF1JRNQMv7scmgv0ru67thdwQ4Rro+AJAsn2jbHUcQzSnthhwATnwwThFGDPQlZgmckS2grJDQ5i5NgYOzyyaB9/XFPmUCyE48KxjpZwuKEYPiol8522YaYoHHPYzFbV20RSONc5nrbbyYkoXj5Kol6fgYEa2g7VETzDNRHLGUI4sQ9p/iAPiWCG4yhHLPFIpyfQ/vZzLAwiWsnwMF1R/KDAAI7d+iD6h2nXS9ARj2vLKho1wQtY34TL9xkd8OohXeWgEidhKJKlwUtge04Nqa+zvqdB12J+8gCnOvlxdUk/wiWxa4djl2p31VSH6WRoc0QXKVtkHSNimjaCUdn0NdHMrndZrpc1Nb/bwLbPLMR4Oa+s1uHLwIKo+aPXbX5+tpp17SH6ANj5wU7ktrtm2r8+Cxd3fv2e78YT5mzRzEZO39JspEwiR2Q7aM0uuw7693VzFtoH4GEA8U2zOW7TmKuDoKSFBBFwC9Ef09AMOMRefXuKebx0R6ibbH7kR20VBkzr2zv8smAwgPmXaw96jUsn4G1CGNBpiNQo93zzFJsSRA+kppxMkUkS/h9AvXtopauce3samdOQBKEwtHYLUJ7YV3Oz4JnmGThLbfc0vUl/9Zx41wf180pFBR7kLxkDODoJIoYKQbkZ0Pb77rgb2VjDP0muxuJRbEWJGZG8oSESQb1tbP+qI8Fo98nGdhOllCQyfwtY7Ce967RpsH8noK/6HOYa/LzaPc3Geb03Hd26xB74t9ZbxPvoHCOth5H6BL/YFxQfiZKNnAxaBFEoFI3quWiQyH7ScfPRIKzguv/pit19ScvSuasv3hvR/2CrxrBngxHCwwbcLhedmCwE4BKoTpwyWKLarp2BXXXSB7EZJhJPC9HZJIfleqxaKGyngovqly7bjeBY51IjBBsqheoUYVDO8+yRbONCQGJkfp9HUwKWMgSKGb7/rCgU5cThLrNU9HHcWG0jah85tpiwsBOHib1UQ2VQX39BA5oN0zaOeIhAjcE0wigsU0/EKjPEjirMRFjQkbgICaW0Y4I6HBuelZUw5FcIGBJNRHnzrL9mspcJspZFiWI/o7AARNhFuAsXKOSiMUK7Z2EA8HATImGuPZIhnPt7L4jGELSmLbCUZBM+EkuZ1xIgbZBOyEwz/ElJMeZM4Dnl2p1FusZ+3teihvzAgKvBLv5ufDvBG5IKA9LlmQJ4LBbkJ2BVFXSN3K9BJoIuLIA52cRx4hlwtjKzhEqznknGZ+D3TwROKPvpzgkKhkzqOdWzF84kpY2z3VGH88ODCpE6YsYg7M8s/V1cFQGAUkSOoylUaASyRKeh2HJwAxzS9oNQXref8TRMfSZUSTEfJkz1Plc7MDOGCwmKEngifk6/UsE4xmvaE/0/ZmKV0Yd18YO3zimqg5sMz+mGIdgbIb3U4a4z7QL5pGcjkB/MyqB33WyYVS/QZJk+vTpKyRJQNEN87XoQzMh7kGbiOslSMyc4DGPeczEUUT0+ST1OZY8w0ka0R5Y51EEShKK2AYFf6ydGFejj2SsZZxiLZLpXTag2ID1RlTR0wexi4SCy9jpRbCepBVJ/64LctoJcdaCrDdo3/FnrGnpI1mXsAuMMYv5Arrsb+pr50QBistIirBjIXYYUURM/IYxINo+/WfXhQhtcR3MYSg2i1MR6mMgGW/p57PtugPFWrQP5mFxdDcFfxS1MEegiFHjxURJT7C9kV0XbLOuX3BHUIGOnqBIpjPTCbjS0de7W1iEkCwhaBaBAybMGXbAtAcaqrfoxCNAE1U4BHPi7HQmO7G4yhQIIWBDAIRFbSTTuO8EdJh0ckZk3X4ynaNbH83DYjaqb2IyQJaf7e9UkzJB7lr9c6etxJnXJM9qBC4ZYGkrBAezBF3b1UMEbvhiMU4ipF0xwfEU7G6jDWULXhIIoX2T/KOqjwouqm14lsEil0U6z3Ctiwlmfd9JjJDIrN+Zwr3nGeD36UupNGMxS0Aky9b2+P8zNsX2ddA+SOaw8I4qV76XYxZJJGbCZJ7t4Cy0KUIgGch9v/rqq5s/Z2ziWByOhKRCKhNeKBtBD4Iz9I31expIbrKzhERExhegc91UacVCnCQy10/QNcS7zerATgY8qxRNUKFIMiH6fIIdPJ8sdlloEcjPcNRWjf6QfjCOQiWgQ/AvCm1AAJzzu0kSZtq9xvPK+BRthkA3z28chxOfh6MTGAOyoQqXMYokG7tmCXxQqRs7GZi70W5IosRnzIL5ATsDaTeMWQTu2T0Y6xHeBUMQk/cgZWoz0U4oJouKbcahdl+zaNGipr3z4tlMCETS13DfGUcJmHHt9PeB8Ys5PnPLbPOyNgJkzM3qXRcE/OgrGae63h1eI6hKu6mPAOPnQH951llnTczFCKSR2M8UcCWpwDyGXb6BpDhtiV2c3GfmZwTDKW7JsiYJBOFJ/jGHAUkQ1iUkH9gRQBuKnSXMfzIUWtYJHo5iY51UH3PKPJk5PMmSbOvuGu2ZsYlkeN2f0G+SLGGNNez0jwxHVhEL4/hQ5u0UEROs51mor411O2vZ+h2PGbD+YIylUJRrY6cOcZDYRUhSjV13zJvr5zpLn1Nj7cTzylgVR0fHc02xBc9xljUszyh9SRRp8ZwSL2BeWceZSK5lKRDV6jNRsoGJB5fsJYMtVSxxHAUPMovC2J7MRIdJBBOdDC//qtGxE8Rh8lJ3hiwCWWAxyed8Syac2c56Z0HIQEtwjMx+TMBI6lC9SJUuW1Gp/mNB3vV202EDF7teCIjQdqicI+jBdbJtnIGLgSqzeMlXPcDWi0ImyQQVulQfHTR//vxm4kKgjEABbYefQd32SZaQ6GQh3vUEYVi1GdWWESAmwRDVfSvbXpplUc4xZ0zK6skjC1cmmuzmYTLM/ed81EznijKppzqOgBNthr49cJQJld5U41BtSYInW1/DwokdDfSXVOEMe0k418yuBj5LnVDpGm3gVa961cRxfoynjE3xgse6Co3PlunawRFJEdQj4EFChOe2RsCSAHgsALLg3nLt9DsgYMl8IYJ/9dEDBDAzLWYJ2DCmspCNz8J4xC6MaDM8nyx6Waxne+Ejidc4Bo85AgU49Qu3I7FMm8lwVFj7vHESxohKxdjhy3PKOBCB1yx9fGDBzbwrEpkk22g3kQSMo6xoL/RBWfp4MEcnwMeaJAqH2MHGzwNxrYy5zPGz3XuSsATiwXvJCBZHhSvzgghaEojKdu1URcdLn5mLcbLAsGQOnyfLGBXzW/oaEgvsBo/KaNoKRVvxnkcCUhS5kLztek7fvn4C8AQl6+POwDySBCdzfeYQVB5neLdEIGFG30KSh0Ar6774PDyfzJVZy7IziXVstnllILFJ3IO+nWROtHuKVuIoNOYH2XCUJXNJCigivhH9CuMqCVnmw1mTJYxJHEvFZ2i/z45xN3Y7ZIvd0FfWR2/St9BGeI8puxhGrbszzC8pdOZZjflBIL7H70ffyBjMnD7Ds1rfT+YCnKbBkXIcFRbjKbt/KSLiZ0HhE3Ni2k+Wgj/aM/MBxh/6dNpQXYwO1iLEBUm8ZXi/o9aMiZINSHubNRVCbNUkqx/BSgJRBNX4Mxa4BKiGvdx3srU7OxI3XCfbTdvbkalqYdJD55/tnSRsaeS6mRgzGaYqhEll7NZhNwzBHBJUJE4yvF+i1t6GyZFgVHKzqwRUqLOrgYqWDJVbcd8IDrRf3EigieOHovK1Vp/f2QUGSyZgBMtY5LEoiQATySkqnkiytY9k4zmIn03XE4T2rrQ4e5NFCItY+h0WWixOsk2I20gc0x/yc6nv60c+8pEmuRzHadTHnnUREKl/9vSR7EhjgU3wlapX+nUWIIHrJvlD2+p6a3sb10bfSPU8ATICabT5eGdAjGVMnhmnsvX1BCZJ8nDtTIyjrUf7YbHIgjfTs1pfC+Mo/Q9jEElOgqvxZ1RCxfb8TNdeIynI4opK9Po4ED4P/SbjbN3Ws7R7dpQyf6EvIUHFva8TVNFmuN5sx2lE/85ClTGX/qY+45r3a5Ecj12z2dBHcuQWwYT2+5sI3pOsqpM7mYLeBMWYJxD8q3eDRV9EwrZ97FOGYAgIfNCH05e0n1eSmvx7e+dUhnsffR/HcfIya8Ygrj2SJPw5fRDvuqv7yQzXHkjwkChh7kgQsB6jaP+8WyLrOpYiEI6vZBcYCc54kTIoYGENSICK9UjGdSy4tpjH1+0ijuwk6RPr3AzXzZjEupVrYu5IkpCkCLvZAskFdv4yVmWbVw5DARcFipEIZPcv951iy64Dl8PaDIkngsQkNTl2vL3m42fE72d4rxDzRJLFseaO/oQjw0gSMqa2C20Yh3m/Y6Z+kpgA1xrFNhRx0e7Z8cszTCwt05GWbdxj5pLMwerCCeYA9PtR0JVxfkDfwk4Ynsl4l1CsP0iWU1hMISDPMDtJuk7MxnNIDIxiZ+Yv3H8Ktzj2ms8TBU4kd2jrjGHZ1rBaPSZKNjC8n4HO/b3vfW/zayb0TOyZkMX2fBZcdD5MdjKcyRlY/BG4oYMk+MfCimTDMEx4MmzPbw+aZOtZNAWC9wT/CAiOCh5kGayGYeJAMLCuYGfA7fJlxAw8tPNA0IMFE5MyBlr+LAYyjuEiy0+CJxMGehZPJHKoRoiJZJy5zDMayZJhiZ5M78bgmgmeMdFkcs9kLaqlCaJRRcHkJst5otE26gVKBJ7iHU7RvvkeJjj10SwZ7juJS46eoL3HjkECITwLXO+oY2OyTPIZi1hQcQRe4HMQDKF6K5IlvJ8qw2J2ZZWXJHJo8wSIoy8n+Ee1KDvb2i/2zYLKLRaAjLO8GyACHXwGJvbcd/qpjNce957FE0nZ+mgt2hFVdHy+jJgTsHCNghb6yLj3HOdA9Vym92O00SZYuJLob1em8zOhsCJLZfewhDgLWa69PvOa3Rq0mTpZmBF9zcte9rLmM9RFFBTi0HcyN0K2z0DQgHbNcUOMs/VOX4IHHDETbT7btcf8INpNvB+jfqcNSZSsODaGwDdJNsao+h7zXiF2NGQ4hrZGsI9xKRIjBOS5/+zEq99TxpySuXKmhDJBeQpYGH/YfcRxKyR1IphcY86c6Z0ktAOeR5JrsRZhPCVYzDg76j0kGeaVK+s32H3HsxvJNAoV6Ue7PNayXRFPMRPtvk5+0CdSwMVu8HayJENiiqICCpyIEdCXsIukfqE8YywFRMQNRq3/umo77f8vv2ZHKe2d+BNzy+hrSJBwLCSfNXadZkyusfZjLh/iHSTMDeq1Vtfa957TD6JAiGJu1h+sTeLF83wOjhqtT5jpuv1z/CmxPubA9ckYrGvZqUyyhHUg180pJhmSmlo7Jko2IExyqCaOyQwTSAL0TOSZKLMTYGXH4HQlqqOZnMX7DdiVQWdDRQUBGxaFBAZjS14G9WDF0UkMUFQdMGGo/4zACME/PkuGXRhrgsGLQD7BDxaz/Hsk3CYb95SBkiATVWbszqFNUNXK1nAqQKjUJSlIwCB+BmwzbS9wu9J+YVxs/47EZj0B4PllMs+ROFRhZlBfPwkp2gL3ORILHOfDJCcmDmw35WdCRWaGxVR9De2JFkmH9nZ2FgKc907APgsWebR5jr8h0FoHCSJZQl/DM5sNbYVxisQm7Z5dR+2AGlurufZIltQvbM2GBBpbwzl+ItoNiQZ+RlS6Zp4cUyzBApyxNq6Te8218xxkmCusLPhBn8MRFCzE6YeYQ1D4wXyHyrOuF1Ir+zwELHlXFkey1bj3fKbYwZkVYy2Vf1w/zyzzBIIhzA/qdwdkfWbpe6j+Y7FL4IM+h8+T5TiHUTh7nIA384IYc5kTEZilz8xadBPninPf6zO64zgxxt4M84NR2DHIs0lCnIrjeLkyfQ1z/ox9TaDIgOe0nsdQZMbPgZdzx07mLtXPG22Y+TxzxiiKYz5Dm+eLcbVOcmZB++WLHbK845HEK8ke5mq0e+YIBATZocH6JFsfzzqJcZO1Ktda/0xIfJP4YYcP/XwWdZ+xsuQ88wKKh4gpsD4k6dbefTeZaCME4SN5FsdA0s45Tpx4QszrI1lCsDtjH0k/SLtg5z1rctTJP55V5pOsBdunPnSlvo8UIrK+ZodvtHniTTwDsbuUXePsYCYo3vUYW187bYRgfKyRmNtwr9vvFGQNnuU9g/X18x412g/rkHpXHW2eOAKJcZJUbRnmZxQR068zrraPwCNZwjNB4RA/nwzXq7VnomTMxQPI4pRBlx0NLFoJGsS7JcAkh4eaLG3W6lwwCDFg8RmoxGHxysu02N5GRQuBwaigztLZs+AmQPDSl760WTSxs6Gd0CEQRXCQ7xknTHjYLcAkc/bs2SmCIHHeNYs/BqR64s7EgcUrk2EmN/F8sDip3wnSdZvhGeRaGWA5/oDJMdXn7e/jOWYHT9eTs2EvvGMByPbq+iWInFVf73KgvbNFv32kW9fXzyKFHTscSUHwKRZTtBverULFKwERgjg8013e//qekexj0cS1vf3tb28CHbT3dlDqwx/+cHPvMy2s6vvPS05J9DAeEays8UzwZ9z7YVWY2RBgYFzi58DuAJI/TJLHYZs17YRdayQbeG4JGDN+Zbj2uu22j0qM55HCAxYqVP/xLFAQQtvpemv+qjBP416zgKV/pOKVF88yj+j6GJbVwXPJsYTMMQnw8IJWEjx1NWkXVtbf1f0P8wYCriQdCA7S12RoM6Ouv752di/Q5gnk0NfQ5pknZ7j+lV07wfloJwQZqMYkucMxbnHtGV7mOwrzR+Y9vE+CvubpT396yvd+DUOVLoFW5mysQ5jnEFDL0M/X95/rpOqfuRiBbBJptO94xwoJcU5MoKCuLi7q0qi2Q1smeE9lMfedeT7FgLR31i9dB43r9soOcAo+WGuwa41d+O2XDvNZOFqJdpQh8MccMo5OpKiGefHK3onF2pU2w2fkv+3SG97whol3aHItxDf4LOy6YPcOiRzmlbGO4gg0fq9dWNGVup9m9wXzePoV2nW877Y+ppgdv+1dnBlw7DV9OevBuuCMRBafibkY61vue6wTMxz5BNoxxc/MYyi8iSO32LXJGpbiCdoZiU92/GRL5nPvmTtSGM2YSrKwRpvnnaztF89nQt8eR6iTEKkRF6RPyrq7WqvPRMkGgLNOCXRwrEBgEfuc5zxnItNJJRELK7ZZZ3gxa3T4HDXBtZHRb1ffEgjkmmNQZqGS7eVlVDsxsYztmEwSCIDQ+beDBmzBy7SY4t7zorvVDW50WdlNe+ErJl/cd4IDDLDsdKnF0SsswjlyK8Okvp5YchwY18c7Pfh9klFM1KKSKLA7g6rvkKXtMGFk8kKbbwey+RxUqHN+Lj8fAiMxQcuSJKGyhuM/qO7jOBAW3ZFsYCs+VUMEojhehgRhlkAIE0m28MYZutxX+nwWuEyKRz2rXSdL4t4T7Oa6YiFFspCgAUHKeuwCC94Mu+/ax7TV97L+dxKGBDB5rqmcy1Cl21Zfb/08EJgiaEmSk2c7w/uE6utjQUWFbvu4x/genkvmEFQGcpxotvd+jcLLQXlfBgEQ+kp2SXZZ5dq+r7SDYUez1s8EbYo5BHPKro+/qds3hTbMt1aG46p4TulnshznUF9/uxKxHn+YO9DPECAh6RPX3dX1Dxtjhl07bYSdAgR4GHMZg7u+9hqBvFHH/cbnYJ3C8cDMm8fh/QyB55ldwMw/aT+Z1oHg2pgDU0Ec8xcq1JkjRHEfgUsK5xhrM80PeF4ZO1mzUqBVo2iOhGy9g6TLdyS210Mkpxj/I1BJv8ORZxwLTGKkxnUPO7q2CxSWEaRkDF3Z8cpdX+coJKLYVcrnYM1Rz9mZ5xNEJhgegVaOBc6wy7fu62k7PJOsA7k+ig6Yy8Sx6PW9Z77T9Rqqxu4LdnzRj7evi76FRHKccFIXImS47wTmKcYi0cZOR4qKuV7uMRifGF8ppGC8rY/V7UrdFkiuscam36RQiN0jzIPjqK1A/88JOV23m7h25ow8g1x/HafhWDbW5e0jLGOtq/FmomRM1VVaVKnU57aCxRODQCwWqYRicskW8kzHNzAIUbFN1puXOTHw1lWXVClkuWYmwvU5m1R3M1GjmrXeQcJEk2QJg+yw6tCuO/16qy9BbRYn7LgYdU5xlxPN+H/XbYDBk4lMvBSXNlK/sySSJbwQjCBsl+fQtrHwoNqDCU29M4oE0Lnnntu0JyYNVPwxkci2AGeyyD1tb+Ot2zSTN4KbTCAyTNBqJJ6OPvroJqAan4czpemHmGzWgfo6UNX1z4EJF9XmtA8qzUIEKjkShB0B2cT9u+KKK5okAgspvmJCTDVdJEv4HBmvnR0vBCWHJYq7TkKt6toJTNKWhy3ysgYQ6utiDkC15ah3dozqV7L0N6tKUoFkBGNvht1TcW0knjgGhMXfqARIpvZT31+eVXYVEfAmuda+zpVVgHeNa6PNc4xJBFZHJUuytPn6vvFOhk996lMrvT6+n/G0vt6ux9dYSzEOcXTuqPawur/XxUtlaS/xAtlMz+bq4LoJ/lHJXV8/cwKqcuPdO8yfefdXvYs5w1qK0w5I5v/xH/9xM29n931gjkNhUYaXzbPLuL4OEsVx/G8U4IC5Dr8mADjsvSRZ2hdzeZIkHIu0urq49rqPqI+lIhHCvWdHcvsoNpIlBMM5erzrIoRh945jhdipQJEQ85dYizC/r3eWEJ+q30mVZW5GPCx2qtVjUyB2RvENX5mS+cSUKM5lrA0UEXP0O7GoUbsEM1w76ONp0/U7U0jiU6jFbsF2siTLLh4SOqxF2MFDG6/jBcQ76CtJvtU7S7L0k/rdmCgZYwxKbP+mOisSDNHRs9jiSA3+nG2DVN539W6JYdhKR6cYW2e5fiYMdQULSQkWjBlebEpglUqmdmfN8T1cN4vyOpBGZ0lGn4qRDFUgNQJnJKfo1Jko80+SJQxemZIK9fWydZ1KMyolGJB4uWbsLKGNE4SlzdeoxMlQdRaoiuNaCRrX6sGUwZhdDhyZl2UnQ/sdMXH0U/vaWAAMeydDlgkaiU2SZ+xyqavmuT4Cg7wLJhIo9efqIhAybIIVOzAIAtbV0nwvyUP6IZ7hbNgtSD/O8Y88vwQ6uNaY0BNIoD9i92CGFyXW959kPotVtrDXC5DME+C4NgKWJJJp77QbdquRXB4XBKAIOMVZ9Vn6kdXBmM8uKeY5sRNmWD+esR3xvFLdR6Bm2K6MDAmFUaiWp+CG5Hd7LpPxXo/C8VTsFsl+ze2dXwQRqE5nzra6leeZPiM78bfYYouUOwJX1k9SlEWQjP4+jrLM/JzWmDMyH6CAqF3wx/yd9SuBZIKy7Mzo+ni/dj/PvY8jhVhjkzRhvlBjDM5w7BDjaaxT47njRAqumdMm6mI5vo93NfCz4Z8ZMZekQIj1K20n4/o1MJZGkoR7Hjt4OKKHe0yhXPv4HubMGY/v4Xiw3//932+Oe2oHholLcVwe8R1iUxShZZu70Tdy4gTv9K1/D6y765McQoZ1OOtTTkOgH2y/c5UECqcgxLO6suKcrlAQyu4p2nudaABrco4uZhzI9E7QuO/MCzhCjjUUu9f4DPUuNhKH/B7HGWvDYqJkjDHoUr0Sgfo2XurLuddMgLIkSaLD5nqPOeaYiYQIk4Go5AILLSq8mPiz3S2DGHgI2Nc7RQhsM2kgCFhX7lIhetJJJ6UYYAPXyPZwBqS6soW2kjVZws+fM62pqN9ss82aZAJiws9Zv5EsaR/hkwlHnbHLa1gwmAlE7Jqpj5jpcoI5aqFNApBj/WJRFe2bSjWqRLK9pDKwNZwjwahAa59vzeSHqj+qo7pW33f6wPqsXwI49JUkbevzmOlX6ZMy9TXg2jm+LHYg8SxTqc5kuf6sbGUmUZKlr6+T+RxDUet6C/7q9vMEuznWgWpdEq/sIGwnabOib+EsdAo86GvCOAT/GJ9IuhJAI+DN/CD69mzPZxtjPwEEEg4xFnHcKYtv2k7mts8cl3PFo2CCKlz6RCoY4/eyBAxGteeY05BsYKyKXafZrruNgB4Jqqxnibe172f8HBivOMaS+Wa24N6oo0CYtxCEp/KZSmOOTIp+fhz6y2jvrGM5iq2e70QhBQksdvRnKTqL+0pSiiKPeh0b7wUFR8vwvbyEvstrb487JBW49mjjBO0pQGMXeH3/+XeC+lmehWj3BLLr0yd4V0AkS+qdmVkK5TiyjKM1Ccx/9KMfbdo671UJHJ/Ec0vhaPtkhzjGKsv9Zy7DCSDsABvVxuiXSACx+73rUwVG9YGsAZmnxXFVdeKWn9OwZEkG3FOeVXbqxA7CwJyBnRlZDLv3rFvZ9cs6PGI5gVgOxcfEcjLhRJ54Fy47wJnbM1a1MW/u+l24WvdMlIypGHyYyPBCTSpWRnXsXU9yhi3yzj777GabMh0jk0sCZ3UigokDMmyxru8fEwB2iVDtVyefCB4TBCdANex+ZwmQsNhgkkblX7zvJX4+JEuo/KaCN8MxIDUm61w3WX0qXuO6I3BDO2JbJFsi6wl0JjyfBCvjmLB6BxIJHoJRdfKqy+BIPcHh3tY7RTjfmq3VPAPRrpncE2AguJlxcR73kkQDCxZ229ULFdo7R7gRbMiCIw/iXS9MKKOqjM/AebQc71cf35atr4nAK4kRkoMs+HiXViRJQBIi2laWIGy0FYJPHMUCrp2fAQsoxlsSahmDl/zs6Vc4ioJgXyxMqMjleQ1Z7nUY1mfQtlkM0taptozvydi/BPp2Evq0HfrEqDxjXIq5TKbns40gCFWg3G/6farkSFQxbjG+UmSRRbsdkOzmKFGKcEjaEzCgCp3dVPwM2sdzZlIf3RqLcapG4yiibNo7SRn7I3BGf37ZZZc183sKcrIdB1W3GwL0BMrqBD0vw2UuEAHLLNfdRvKPnb0EnQL3moIzgsbjmixpB2CziPckItr09ddf38x56W9iHVsXDhFMY/zt+mfQ/v8zHnFcK9X/cb2s/wjAMm8YdsxoljgCSZ148XwdlGRsIvhKsoT+k+Okmfe03/XUBeI07ADgeogfxI78uiiO55hkCXPizMf3cKQWbT3exVOPBXyeYQnBDEkSkpYc6xSJJ4qzWF9RyMV4FSdUsIONoq1s87T6eni/DWsp5gdRMMcalh0lPBcZ1Pee+0rCu14Xvv71r2/aO7GdGs9u1/1lG8VO3FfWJKxH6OfjuSTxOer9SNowmCgZYzFxYaFCooTKlvr80ehsuhxoqbKJrdIEJl/5ylc2/84knskayQWqoOI6+eKsRb6vvQ21a3SUvACR41gio8wugUBQjcGLI0+yDbI1JmIsSKg2brcNOn22PtbV6l2K+8ggy8SMwA1Bm5ik0cYj6McCnUqXrquIVjbIs4uKykuCUPXkkgqK9nb9DKiioG+hspugBxW6fD4WI/Q3JNxIEpI4IYAcP4tsk/v6mnhh8nOf+9wmiMaOL4KaTI6pLup6MRhImk2fPr05LolzpWkz7MqIlyuTLKEP4meQIZm8quMeqFRkgkmwPu4x183LBumPaFNdt5n2+2jiHVQLFy5skmtMlvksVIyy2O26n1nZtdOfkLTnHhMQqZNTBBoynJc+rL9kPKUAIV7ey6Kcc8gJ3tNO4nNmW0iBe8059RHcphCBgAJHDLDjkd2xsVszy/wg7ifjUVwbL8clEMWOJPoe+iIqYqn0488yqH/+tGWONeH6SayRGOH5ZB7JXIwgFfOCYWftZxDHPrL7iGc2XrJNUQuBHIIMmdRjJMEmgqokkLnHBFvpe9iVRF9J30O7yaIeYzhKkTk8axCuncAqayk+DwGn+gz1bFgb0dcwPjF3qdHvkCxh93UEADNZ2ThPAR1JngzHVNVYf8SRNqxjKV4hWcJxMfSVXHO9kwTMLdn5m+X9EnE8Hru/QN/CkcYUacV4xNqWYjTW5FnmwjWS3YxLHIEz7PpIcrJW4fnlyNQMuwKivTO34eQJ5sG8hzKK4uodPATAR50QkgljLMeetcdjYj38DIYd2dl1u6fwgL6edhHvPCJ58pKXvKT5uTBWkSBnnhbr2GzzzHreyGfiupkbEzsg4cPPJVsRFDEE+hniSszl4z2/jGHM0UjORvFrLdO9J1bGtfPsEgeJ55pnmLUVu3yGJZe1YTBRsoElS+jks2x/p6MjGUKVH2daMpmsM690PCxoCdxQyUjFNIsTOv8MR4XVE3penEWAnjM5wUBLUqSdLGGxSyVdJgyc7cGTRXhsVW5/3gxHb8W1xMI1cKwTlQj8LFiUBxYvVAV2HYCqB3euiQGWYHe8E4OAVBwpQ+Cbd/KwmGKCk2FhUl8/ySgmONxndloQzKFtxzuDvvGNbzQ7vwiC8zkzvfBuVe2KAA/BbxYlBMBZoIcu2lB7UkhQuF4sEcRhksYRA5Es4TMwOc4yoYx7S+KvXvzRzlmkkJxqV9DRpmLinAEVoixACHrTjmOSz2SYRVX0jySoSLhlQnshYQkSUOwEIJFJ0Cz6f6qkCX7T/2doN/UYy7Z1Fqp8sZilrfMsMi/g6JKDDz64CVZ1nVBbGfp85l8Ex0iOxC6ev//7v2/6Gt4jkCWx2X5xeyQsQZUfX/w6+kOSJCwSeS6y7HZk/CFQEIUTJBl4Tuv32nH9zENJeGZQv2OB98MxvtJmeGYJ8JHAZ57Mn/EsxHGiGZ5XEjlcJwjOsDOT9swcngQJ8zIKiqKvZH7JGJUheFPfP4LYBG7iBcRcJ8UIJHjYicSRxSR/MsyFRyFBSDKKhEis+eK5JFlC0pB+tMuK+mG7AFf1vgXmYnwmxqgsov8mGdI+m54TEPg95sHsDGNezL9zbCdztC7VP3eKE5lv0d4DfWc7WcIZ+yQOM46zFFDGEd3EDEiEMEcj4BqJB3aI0admSzDzTJKcpRiRfp5+dFiyhPaf4fie9nhT/5rPwHqkTibzGSiaI3Hbddup///svCOxyT9J4DCXp++PI3Xpj/i5kHzjWY7nIOs6tl6fEqCn76FIt96Jl2G8BQkQ4n88j3xROMRunYiZMTYxj+AzZDgJJNoNcSaKtGJXKe8AJSHO/D3eX0Z7Z/7Jc5DlSEitHyZKNrBkCefVMslpn/PaJTpHttgNO7aB4FkERqhwoUq6fmluBiwO6czbL7SLZAmTtDpZkmFBW187FX0EzUjqEMCJwYCt7iRL2u9r6Fpc32c/+9kmqUBQkgkYE2CSJnwGkiVUFlEdxUSZf880MWbnC88i1cQsRDgmiWotMPgSJOaFd/xcWJhnSzKQEOQz1O9nYGFOIpbEwqh3wXSZqFrZc1dPnOPfWYzQ/xCErV8eN9mT/Pr/R8CPxBqLqPbL+kiW0JeSeGjvZsjS5xBcJfFHEorPEebMmdMk8jkSisk9/ySQkOnFrOC5JFBJZV8cP9gO7LA45HuGHXs22aLtcI0E+SLhR6CY9zUwsa8xsSd5Uu9oy4BdGAQq6Vdoy7FrJ+YC3GsKK3gnW3urfkYUVtC3xPua6F/o6wkiZLr33EuS9hy1NWr8JMBDu+F5zVDAEnhGKarhOI1hyScW4exMIohAAjHD2Mr94/gVxlaCqQQI6vtO4I+iA+bBsWOA+XyGgD33j2ASQSeSgLSHOE6DZ5Y/jyR+4Bmod7NlwDPJXHjx4sUr/D47BNjJwDFi3He+6mKcLDsG68IhCnBI6PActJMl7Apvn2HfBdoI716IRDJzmFXtWCfZRjAzS1IZFBhwtBPJqfZRXASOCaSxC5hxl/4m09yGADBJbgqzUBeskCxhTkACpd1Hdj2vjPtLEJUkOMeCUTBBIpafA+tDkg4kgEiGZxLXTp9InxN9I88vRS1cN3Oa+FmwDs+yA6z+uXNdtB3m9LQjxlXGI9berHEJfNMHPeMZz0h3qgD9OesN5go1+n/6F45Ai/fHZTsqbGXXVP87czPmxay3uj6FpX39PKd1wpt1yh/8wR80sY+ImdGWuPYM8zNwxDLzL+Y49DUc6QrmmRyrS5ySApEYd7PFK7XumShJrN6yySRmZROv6GQYdLMsxLkWkjdMINnyyMSAFyrXE0xcffXVzYBGUD86pSzo6FkYUhHNCwXb2XqSJXT8bEOtF7xdTzAjOEPHzjtHmBDQqbPNlHYU958BigVhLGSyoPqJLZlUd7/nPe9pgkxMwqj84/4TOOMojXhhLu0qCyaWtInY9k2FFveYCWUd/OY4k1qGiQLtgiPMtt566+aa28eVkCzhflMlOmy7bFfq543rop2wC6Z99nuI9s+zQDCH4AjvXplsdT9Iwo+gJYvsqBKKnUh1QJmkc8at+fSV9JNU/LGw4vmtg2QsrEjasjBvv+MpUzsimEAb5+dRB2p4+Smfi6R+piAI952jHAjkxPnLJGPph0jSsijh58C959qzTezp9+hPqKAH1em0ozh+JQIJBP3YddL1rsEawUl2KjCOxjsBIqlJ4ieCmiTXKKhov6i1SwQIWPBFAQvXShUd79+hTXGtvFuIQD2BqExtnt1cXFPs8OU5ZZ7MPCZ+j38nqc/1x5ytq7YTQTLuL0kpnkN2X0R1Yh24BH0jQWUCgQRfowo8w7yS4g/GJ8bMYXMXgjUkISgOYc4Wf9b1rgYwbjK3YU7PfD2uqd0uOLKN/pICna5fphzXSKEQBRSMn4xDkRjhc3CtBC1HzXe6ROKP9sKONBINq3uee5Yjq+L+k7ikP6G4rN6dFn/OjnbGVnaR8JxnQd9D0I/3T9ZHJ9bFlPSR/HmmPr4+boukLEl91lL0iRRRkGRgjUv/QqKK5yLLuzWjTRB0pRCU5DiBeeYBFB7Q39AXMc/ki8I/npFsc2Kul9gNO/Doc5iXcbQW7ZvPQB/0qle9qokxsFbMVvAXpwYwv2wfjcR8jLGV8TjDvKwep97//vc3uxqJK9HmhyVA6jHrr/7qr5o2RhFdV31PPb4Ts6HYiaTxG9/4xt/q14nb8Ly2+5uu2w3rbRL57CBkhw7th3l87AzkxAFiC7R5PqM7SfrBRElyBA1YULF9jQkaC/BRnXrXncwo0cmT9WZ3QCRLMmpfF7+OCj8qdqO6uL7XBGRZPGZYxAaq5angjgk9E0gSVkwwqfzgXRPxWQmoZdjqC66J9s0ClUBluwqEgZcttPWgm2lRwrVz3bFLh+eXST6TSxIlVKIzqW/r8nkY9v/mHlNlRrCj/T4DFoMkgqiKzYbEGtfGroYXvOAFzSRnVJVWfG6OSiCJS7Chq4UW95RgNxMx0H4I5rCTrZ34ZuKcJVjc3uLO+BQI7JD4iXdQha6P7glxDezOqYMG9ONUadFPssOEiieSmuzA4+i5ro/TqK+T6+aIKrZ/s1Cq0ZYJdLN7h11TPK/x7o9MCESyM5NrZYs7gUwq18Hn47rbC6oM7Z8dggQOWITTTzJHY3EL+kwSnvT3/DnPQb3rNAPmMlwf/QlHUtDmqZbjjHrmabGbkOR+vDcjC/pE5gL8DAgOsyhnvsMXcxwSCxTdEEjr+igNdo4wn4n5IbsGmdMzvtZHl4zqF5k38G6zrtTJBOY3BBGo0p05c2YTPI77GoGoRYsWNclydk9Fgqqre9/uJ9hpR6CVHchRhFBfWz2Hp+3Qr9Yvoe0KQWLaNQFJqqNp54xPUbzFNdJGSERkev9UIKjNtTEWjZv2M0mxSjtZgiw72uN66+smoM36lR2m9e7pOnhM8UqGcbVGUoEkAmvwQMFEez5A0JvnOo6yyoACUJJPBFyZCxMnmDZtWhP8Zuylb+S5Zt5PURTrkEzoWyi0if6EuA1JBxKyzItH7Vbrqg2NWlNwXBvzL9p9+0gq+iOSnxnWI/UalnvMGMtOfOaVBOaH3df69xgbSIh2EQ+p7x8FcRydGEc/si5hJ1L9PcRtGM8y7Datr4tjoGnbgTkk7YMkZ7b5uyaPiZKE6q3TLFiptKTyjH8yQSN7nGEr/up+jpiMxXtU9tlnn4lqezLgDAb193elXiTx7/WWTCY7XDdVFVHpNGzxlyVZwsSYABrXQ0URi3KCrlQ9ETwmsUOAoet7PgzXxJbH2M1QBzEJGrArJr4vk9gpRSCVCT7PLFWvBBYigEAQkMlMXX3cpbq9RlVrTL7YakqCkC3uJNZqLMyzLarY3cUL+SLZQLCV/nJYYmrYrr2uXs7NdVP1T/VKnQSn0on+n4Uiu3zaur7/ce/oazhqiGAIfU6NBSKBVybxGaq2OJoqKs7Bs0pFH5P7OmjAgooqOqrp6IdI9vN7w7bpdyWeV/r0v/u7v2sWgxGoz4rnLJKR/CwiCMnYRFUrbYWAQmAORICHCrtMfT6FBQRRY9cL/SPB77j/tCUqYVkIcrRi1kUWi1l2nZLwYVxlFwbtir4o44vbA0eZ8E4M5mTssKOIgkAIwRvmCPW710b9HZOFeUDMFUm48u8ExZgXkKhqV1zG9UZbJ1HFZ2rvQO1iThzoCxlfuf8kS+qxiOPz6kKcrpIk7GohQAPacrxsm2N8OEKUAE4Elerrr/sYAsvs7JlM9RjDtbBbivkwxTb197C7hOOG4l1ZBI9ZS2VI7LQRHKZwJd6LOE7r1/a/x9hF4od1IT8f1rG0KX4uWd7fxLqPryhUJODNGEuxB/Oy0D6mu+t5ZeB6mf+yI4OCs2HYgcE8jWK0bO+Mo1/neJ4ac0/WgATB2+/izCR26UTBH2MrSR5+j7kybZ95cXvHe4Z2H0cO1usNkvbEPTjOu50sif82w9yS5BrjUuwW5L6TbKOYZZT6eV3VkYbrG3E9xto4mptYGf0ipzYwH67RV3bd18TPnGujaIW4GP1j3XYiWUKhcZYiOU0uEyVJcQwVRyIQmK8HUc7MHadkybD3qPDiagYDFuMEFyJpkmWg5UxFqkC5Tu5zVArx+3GMybAFVibcZ4IzfC4qVlioRDti0KIyhAqcTO+yqX8OXBuBkBBBTM4upt1kmNSMCr5EW+eIAYKwsQuJyT4TZyoWMiTU6mvg6BgCZdx3Jvjx/gUCDSRLCKgNW4hkaP/RFjgyiaBkbHlnQRIBVoKzoyb1Xb6TBBx1Q/U5R+O1t/KyvZeJJlVRVH1nQ0UcfQkBM/7JUT7tHTCMZfzZsIDgZCLZRGVWHHcT7SKOMyGAUydLaNskmNntwMI2Q58TGDMJbkcCjcAxwRoKEeqKqPrzdH397JpiTKU6lMB2fdQEwWCunf4nAoXsNKHSkjaVoZ+pkfSmbwe7LdjFFi9uR50YybDTN372/AwIFhDkjvkAxwwRDCZBEtfKYpfkVde7v+oxintOsRDXy5hKO+H32IUUuFZ+LtmOEo0KXea70ccTzCHgys4Y5pmBHQOR7Ad9Fs9Nl+ePc50EmwgYUEAB2g/jK/ebeQ3VmMzNmEcMq2qfLPw/uTbGJBJMHElIXxlV6Pw5u9eYy3NfRxU+8Yzw85rMnQL0jRwvWF8LzyUBY+YCdZ/O+u9JT3rSCsnx9vEyXYmfO+NU/ZJeCikiWVLv3u2qSKVtTV46zw5TxjDaP+2k65089bPGfab9M6ZSkR67SCiOG5YsyYo+h3tMlX2sVeNzcjwka3Hmx+1Cri7F9bHDK4r6mL9EgJ7kGnPKOIIrg2H9NXNL1hwk21ifxLsmeC6osCeAz5HeXauvmXk6fT6JM+59FCmCRC1rLIoURyVLJlt7fGS3acwrifXRr8TuasZ/5jvD2kyG62cOySkI9Dl1sp72wzPK8elcf1vXzwDzGXbA0C/SZxI3aF8nn4F1CH1pljFWk8dESVIMSkwQCNQwoNadEh0ogxRVulnO5Fwd9XtUCHizIMx2JidBJs6tZBJMEJBJPQNuLFL5uVDdRXAtU3VxLLyZxFBhHJgQcL11hSUBSyaZGd5lE22adkz7iOANCywGLI5wqJHw4d53HXyqJwhswec6SSbwHoNoKwQRCILwe7QVJv0EM0OGZAmopGDiy+KKz8CRGgT+IjDPgooFORPNLBVE9f2PBRTXz2chkFYf38P3smuDe5+pv2SREe9F4fo4/ouKljqQD3YLECzL0F7qSmeC8xxXRvCSfodqKHYEsJ29HfjgGWh/ri5EVTbB1Qj40SbYNUV1Lv1k9C18PnbJ8ALRuk/NgCO0WBBS5RTHIjGZp+qYCkyCbRkREGaXDkff1AE0cGwbCxUWIyRMWDCyQO/6/RI1Ati0Y46ZI4lD8pgzjalWj+ujGpAq10hidZ2gChxTRXthPkClPH06O8FqVCQyLyPQkOU4TnD8GmMS1x4B7jrQx7yB54CfCW2o6/nBMMx1KVLhvkcggTnbO97xjuZYWo7n4voJokVbYq7MsXkcGTWZ6rGGcZMAE8lNEiWsS6IAgftOop9dsrQtfjbtIFRX+AwUeVD9HDu/As8k/Q8JcoI7URhSY3yY7PUJbSGOR4yADPNJ+sH6mJK4xyRnmTNk6WMQ10JhEG2CtV7dl1AAyM+EsZYxi36fwjk+Z5efY21eOs8OARKgWY7divvL88o8mHZNgI8+JdZ7jE8ELXlW64RsVswxGa/YzdB+lxPrxIiPZEOfwy7fKASNPp0xl/ErS6Fr3ddTSd/uvzlyizklMQPQP7HLnfVLhjlZYIcLRz1xfxmfmJMxZ6CALhDLYfyKz5JFtGHmaMQJiD2xhq3HLd69SVI8Y8Ec7YadF1w7yR0KL2tcM+sr2n2G92jFOEORBEnYOGaWXzPfYvdRvBeu/gzZ1oGaHCZKEuPhpVOnyqg9gWTSQHCz6612a/vSeWQI/NUIepANj22DdOico1gfBRIDMoNwputnUkzWngUrxw/RZpgkE0RmkkPFH1lyAlWcfzlsYdhVu6HClSA8C1YSIUwWwHZTJgtM6pmYEcwkwNb19sf6504AJ44t4b0YHANCkJIBl8ANQRuSnSy6+NnEJDTLwpZJL8eD1UGnCOjwLMTLrJmk8RkztXl84AMfmKhqor9kezhJ5EiSgCQVgdds71Qh0E1gLBBw4pghKmDbSYVoL13d/zoBCPpIKuZo8/WxYAT0uP/sYssyqSQgw/EwgaQOyVaey6gcimQJwQOSbYwFPMfsaqtf6N6VYf0FgR3ejcGkPgI1BJ5IrJHsbx+D1qU6SEAQhzGJIxzaL0omAUGwkJ8Bz3Oml4MSOKV/p81QPcw4yvwgjvQJ7MTguc7QbgJzGdpJvEiZ8Z+5ZV1Awb2nvZOoyvRSX66ZgCu7AMDchgrAOI6FZ4PKUfp4EimZEmsxRsXYw44eEiIEcCJZws+CHVUEBOmD2tff5ZjLHIZ3MsRxhcwnSZxQQBRBZa6Xz0Dyuev3wQSuk2unP+eF8oyrVBK3j1MiWULiinlnpv6d62Kuzi4d8J41kgvtABRzMk4dyDKfDBxlwlydediwtkBCnyAyxSEENzOcKrC2L53PhDGH90xRTAkCriS9I+AazyfPM4nPLPP5aL+MOySeaO9x/BAIwPIc00+2kyWZjkonGRVHChE8Zt3Nddftm8As7xfq4ijFlSFhyZqEynqSsjE3I6bDM8qzzBjMbqTYKZNlnOXeM/bXR1RRhMAzTf8ez0MUw2a45vqIZfrwCMYTT6AfogAt0OaZN3CyQLa+njkk7wgCaz5OY2n/LEAihfdVdnXvWXvETm/uIbvQOHaW4085gSIwn2F9SHy1XcylfjJRkkB0fDyg7Ww+Oxhiq3L7+7NUJKzpS+ezIphAYBsE6+uqdCY/9Xslug5ctgM4LDrY0svCikATA21UTBP0IzhF1RbBQRbrWRCAJ+hB1RkvQWdHQ52cYjBjUkYihWBn10mSGkFJKvrqCT2VLEx0YucIwRDaUv0C7q6DCDUqymg79X2lTRPwZoJfTzDrP8+C4BiT+8DOHha5HDVAwodKRr4nU5VxtAPuMRWv9cs1aSckBpmotdt6VxNkqitZPNVJeRbaBIp5dlmM1/hcjAUsqHhGusR4SpCAhV69O43dL+x8oY1zNFgkS1jEUvXErgf6yq6P06ixSG0nFkh0kiyhf4+gGrt52BGZYcdgu69gIcWCiftMlTQBs1UlFDIsakmucU8ZW+uFF+MsFby8c4K+nt1H9P+Zxqk40oHdACAJS9uOYwpjfsN8kkBUpuro2AFLUA8saOlbIkhP8paiBPoZrj3bGMuuAK6dQH0gaNZOlrSfky6un8RwnQzn2E3aN9Xo9fFmXCvzG8bZ2FmS4XkdNS+hXVPNSvCGOXz7++gnM/Qx9RjPETJU0ZMwjgrieC8Gc2SKtZh7skbJ+P4jAnox3tK30OaZ3xNQi13jFOcwv8zU34zzS+dj7GfuQuKS4pZ6DcuzTfFEew6RZT7POol5GvMC+kYK/uK4p0iW8GesDbMcGR3PK+MShXDce5J/cWQ68zPWr8yTKT5jHKCYK0MhQvvoZYLGtA92lLIuYW4cL5in+IOfDb/PiQNd7xpsr4U4Cp3ioLq9xK5w1i7M0dqyzBEoeqYAJ3ZaUIjDHJKiCYpIiZEwx+fnEdecKVnCe2yIIcRpE/RBPKskbEl6DjOZ4y3tnFgAxVntkw4Yp5jjUAxS9ym0b+JNGXcfafKZKOlYdHgEa6goI0jGworFX/wZC3SSD/FirSw2lJfOBzpTJgIkeZjM1Nseqaqgerp+T0OWwYrqjzjjmkUHC6yoUAgEozgbe1Xn7k4mJpIkQOoz9ZnwUBHNxJJdMrWuJ2ftyQ2V8+zGaB9RQoUI1z/spZpdLsjriXE8lyximYBReVP/OYsqgmn8fkZxH2nTXGdsnQWLXF60zCKRAAkTti6rjEf1E1Q8MQEmgFBjckmwngVLBkzOY4LJ7pGohGNiT7UWFUTtilAqcVi4dJ0oiTb+wQ9+sAn4UdFU9+kERupkCYFNAmdMjllkdS3aK/ecHYPc7zqxQNtiMUsSnCKFOIYrQ+Cv7k+4n9zvqEwHSQUSmPT3cYwlx4nWO5QyINjBfIb2U/cz4L0BJKlIGhIo4bnNVIgQCIAQnGcxSBCKOUP8fDj+j0BChjYzrN+cO3duUyhElTp9eiRJuH524VEgUsvyOeL6mZMRSOCIzkACll1HPM+jdg9OJoLtJBLq4BFrEOaVBI6Z7yDaDP/kuSWQ0J6ndd3XcK0kGEiwRb9O4JjdJQQqKUygQpdjt+p3w3TZbuJnXh8jxDqEdRW7kWIHOIEzjlJiTkMhQpYXWMf1M+4zBtG3057o9wn4UaxCAJn5MnOyrMbppfOj+gmClATn2dHDbrZAIQVtPnbsZ1m/gsKC2LXAs8mYS//S3kVFfITPkOnY68WLFzfrPYL0JKe4buZqvK+Jz8KcknGKZAPj8LB1YZeYk5Ekr/txioZ4Xul/6iO4SPB0XYxQ9/WsobjHXBNtnuIPfq/Gznfm+Rm0dzTyxdyeNRTrQO4p7YVkCcdxzpgxozmCllMGMuyUbV8/uN+0ddp//GwoiOJISJKDXb8vLu5XrJtYL9UFcBQeMK8k2dlOlnDkdbbnVZPPREkCTNzJ5hMk4BgZFt50+gxK0RkxWWBR0nWnsyG8dL4eaNuDDtuumfSwOA90nkye2UabpfomMLAykBJc5f5ThUMQJNoNgZwMZ0IOw2SMpA7Vc7U4J5LngcEqfkaZJvZMLlmokiyJwFi0fyq2CNQP243RlbrdckwJFaEER2g/TAZYfMdRJvGzoXIow8v6Rv3sY5LJMU98hhoTIXYNEEiIz951BRHVt1SusNMuromkMu/1aCfb2A3WdcCP96YQnKwXswS2qWaNhSrBb4J9LERYSNW6PiKB9hH3mXYQR2vUfTvXT+UQyZJhLxrsCpP6aK9Uc1OMQJ9D8ImAfHsXBgspPhs/i65fwI36/08inCQO100whIVrBP74WRBUYKHIYovjobp+TochkMD9JQDbvj6Stez2Yb6WqRChRv9CkDLebVf/jDj3mrlN1/O0UXMrjmij4pJ+koRn4BmgeCXr+3hqnJNOoqo+jpB5A3O3+hiTDAikRv9O4Qo7Ax71qEdN7FCud1MTAMz0vLJTjUQgfTpH4vHMRkU9fQ4JBo7aYN5Jf5Thxaz1EbTsjq0Dluy4i2RJFB3EuNr1+NrGXIFjnthhys5YkiPsDmduwBqXdkISi0B3lnfFbQgvnaeoqT7GiYAlOxvYlVx/z/Of//ymv+x6Xjns/tNmOHq5HoO477R/5jR1QpAdqVnwcyAhW68/+Ez0lSQaSI5kut9tzClZqxJ/irl+9IkkbSkAaR/3l2XXIHEn+pZ4bomBUODK2jbaCG2I/ua0004bZBJ9SrR/rpmfQ/0c8z30N8z94/uyjLXtsYc5AuNqjbkO9z52A3eB4xNJXEYChDZNwRPtpi5oYk3CM0AMJMOcQLmYKEmwgOVdAFFtRufIecxMMDnHkqOHopNkR0mmF2yO40vn6wAOAeM5c+Y0QXmqKlkcEgxkMkmnzwSB3Tz8mkrRyOhnS5YQKGASTLthwIrBlA6fz8axVlknayR1CJK1K89Z5LKozWDYz5t2RLUcC1smOHX1Of/OO0k4ZzcbAgkEI1nIxmSSxBRn05MYoaKO5BqVl7T5LBOzQGKBQD33P9o0RziwqK2D+m1dPLP1/5OgHu/ZoXKFgDALKIJQTIx5RvlMfJ72rqmunlt2VVCBy7XGuwFoC/EeDxI+7WQJO3nql4N2HawPjEO0ZRJqPJcEXesX43L9tHue43g/VZc4aoVqc55RjkxifI2dGFwr84J2UIG2RUVUhl0wNcZY+ps4njCOhayP8iGBxU4ffgYZquZGYbFN24nq+ozq98URfKIajnvKwpZgK89p7BJkEc5n4izmyX5p9cr6So5H4trrZ5FAFBXStCMqo9l1xJhFki3bGMURSe3KYQJnzM/aYxTfk2k+Sd/D80niLObsjF0c88SapJ0sCRl+BhxRQhAk+po4Oqw+K50xlyPaqLTP9P4jAjS0b5KC7YIDgsX09yRp43jFTOMrWPsxBtU7kKk0bh8xxNFbJFDqorqujOtL52sUmVE8QYHcSSed1MzVGDtZcz/taU9r1lCMraxT6nckZhlfIyjJHJ5EOPGOGsFMgvXs2siK43soNGtjbGWunC2h2Z7ns5OBdQntJ8Q7Vtj9FcdIZ0LxDe2C+XG9g4Q4Gr/P+pWdVTwbPAcZ+vhAsQdzF+bAdVCePr79vrtalnkCa3DWhcQ/4hi/KHqN/j+ulSRP/Ptk95n8zClCYY5I7DSSJSTt6ceZU9Y7S0iWMBemQNBkiWomSjrGpJ5FFZ0JkzESDgTRyMYSYGD7GjsCskzMxvml8/VAQ2CSyQHZbiYzTCI5+ozAJckSto6z6GJAY7dMpkUVg1P9MnYq0JgMUO0d5xkz0WGixtbNDGfVR7vg/tbbpjlvlrMjyfrHtYMttATOuh6w6vZMIJJFdhznEM8v7YdjhngOWJRzFjyTniyLkUDwiUBxfUxSXCMBBBaCbG3nTFeC3tkWVVRrU71F1SILE57heA5YGFJFyufIoO5rCC5FAJvr5T5TacPiluAHVcUED+J+Z+nrCTwRsKcSOhaq9H8EzbjmOlnCpJ+fCzvyspwfDY5woMqMBRTBGcZYxil2bdbJEj4fAYUMxz6RuGSHCP1i/b6maBuRLKFymkQE181zXQfRsqAQId6vxrtu6hfL1u9DqNt8hjGWdkM/yb1uJ5qpruf9JFnF++JIisT7vwhkElAgUEkggYpjKtXZ6dP1UWH1z54dRnF97PKK3V/06+zg5FlmrGXxSx+abYyiTZMooX8hSEl/GLu/2F1NwnbYzp2ugiDDxhoCIKw9qEivkyWMsQQz63dqZcJu+zhiheQ48/t4hwrzzmFFZhnaDf02x6xEsVz8TOpkMm2KuTyB8QzXXCPYRF/CeFXvSq6RiCUQS/+f5biwcXzpfN1PxDyGYj7mYry/gz6HeRv9IsV/BPFZS/E5Mq1hQUKQwj7mkCTtCcrT39fzGNa69Jl8pox4VjlqmfkwRUL1s8mzQEC2fRRUV9pjTPQz3G/WIcQ7iEXVf869p+1kQrvhvnJiwLDPxjNNPIH4Af1ltnZPP09QnrkZhWdxnCvzZOY48c6mLOvAdruhyIBYGe9RIRFBEoKkGuupeO9dXcg47O+YLMxfWB8xV6SoO5KW7N5k/dROlnD/+f0shd3KwURJxwjeUP1HR0LFK517VNtwvh8JCIJoGYJPG8JL58EZuuxiuOaaa1bYokcVAgNX3P/2dWcYaAnWE4RnYcWgFEd9cP/5fZIlTI6ppmCx23UQpMYOC66RRQcBhMBEjEUW7ZxjQDgzkkBPvEguSwULCyqCNzyT9XEfJEtYoPD7JBgIBDJxQKZFLRM0do3QruPZHDYZqwOYXbb5UZMrFk8kk0mWkIQlQMKCi+qhDOeJ1veUBQhtm34xkgrx5/wegUvaOm2nflF0l+o2S8CJ6mLepRIvtRuVLOHP44V+WXBmNO+dqherBF25bsYrquxDhirXuPdUQ7MbkwUhydf6Z0L74b0GzBdI8NPuM7wctMY1Mmeh7XP9VLrWL5alDRE4ZvdA+7/LME4RlOTaCQyT7KkTaCRLGAvqBFbX6qAHYxF9Iu2cXbEkQ+gvKVbhvnNUGH/OLqWu3yFU/7y5LooOCKQyJ2ZOQ/uvj24g6UzQjCByhiMVR41RBP4IgDBf4DNw/0lqMsdhkZ5Bfe38e/2z4HklqN1OllCMkGWnbxtJEZL6JDEZU6OvAVWiBEWyFFLUmKMzRpHMJJBDu2duw24GgsdRZEZgPNOLz2sU9DGHoW+MtWq0JwLIBNGYL7R3DHRtXF86TzEfaxDWg4E+kwAs69hRxXGZ1iPMfwnER+KMhA+na9BX0mYoLmJ+RkFRhuO2oj0zF6AtxDVR4Md6nL6nPr6NtWyWY+bqvp13ejH3opAyro2YCGtcChGY7/MzoFiHsStD3KNG3Ib+krlLex3LtQ5r4xnep9LG3JcYDslOEg/s3CF5UsfQulZfP0WidcKShBR9EPME5gUUFTMGZDnCOGKUPKvE+xh/6p0ldbKkjpN1PSdWPiZKJlH98iMC3PV5xXTkTI5ZTAWqp5kwZNoRMI4vna8RxCaBwAStPm6CwZUJBBO1CPa1g1NdI3HApJHzrqlioeqSIFkEcQiuEZhlgkO1fYagcSCQx/UysFJRz+egvcfClYUs7Z1KaRYvXSdJ6gkYC1iSliyieHZZiFNVTIVcfB9BYo4/Y/tp7IzJEHhFXCOLDtp3e/LInzO5YfE17L/reoLGfadtM+GJ5CXPJlWiPAtsA6aikUlalhegg2omEjkEnSJxNmwyR4UUu5AINmQQP3fuOQEOKhW5tzwDcRxOJEsIbPIzyJYMDyQUWIi0j8GjLdEf8bm6PEN3GAIE9H8EQSic4NgMAtvDFoDMI+rEZldGLQiphKb6nwVgnVgg2UnyrT6qJQPmNyz8CLqym5EgGW2ESnUC+YHgGjsfMr1UliANu0dI1tfBGQLGjEsEburPkAnvwqIPpIAi2hKBeZL77IwZdSRFl8dR1P9v+kXmMPwM2runOU6JACbtKMsY1X5nGcUpzMe43wRc62QJR0NGe+KfXR8BMur/T/KMIhwSzHW/wthL22K8yjCPb2PsJKHGF0lN5gEc+0SyjURtlgKKVWFdSD/DKQLt44aYw9Uvqu/KhvDSeZ5L+hESafWxcmDXFPOd+iXuWcS9r9dF7F7n/geCxPRDHHHJGp3jUDMV+zEn4/7SzkkiMD8AbYnjumk7FANSqMg7D7IVsBAXYE1CUofPQEFIvHeHfxI/YF5MUDk+GzIlS1irEmeKGAHz4mhbFEax0yTD9dbjFLuLiD3Rvpn7xp/R9xOnob1EspmfDboeq+r/f7z7i7lkO5FAvIO4DkUVXD/xm66PJ4z/N0ezsUuE4g6SgMSdiJ3VO0t4jomZRcK26/uufEyUTJJ4+DgmicGUSlAeWhZRLKxYlFPBSOaTTC0Zfxbi9RFLXRvnl87XiyZ2XXCNZMjrwYwJHJVosRUyG4Ic9UvJ4sVUBNKyVXLTHuoBh6QUk7TA9RIAoeKGZFsg29/1JKduE9xjJmQkRepgNxMfkiUkd+rKOaq5OAatToJmQTUfkwUC+DUmbi94wQvSHCfTfhE01UN8MVEjyNQO9hHYYQFDX9Te6daVOEogKuYJfrMYp1KLgFq08Whr/GxY+Ma7KDJUbdFHkjwmqMAkP44Iq5MlBGVJoNTPcCYkNll4EKist1iToCX4zTiWoRAhkKxkoRqLEe4r10kfz7gU7YUXV2apjq77S57F+j7Tjmg39PNRmMCzQFKZJFumCleSHiQGCVJGMo1FFAFAAsYsZDmSK2Q4TrRG38gzS1/Zrn5mgcu4RAVjhuPl2otRxlHmMu3dCiRL6HsI6vAMZ1FfPxXotBPuO88pi+72+M+8hmQt97/r+U2Na+dIIcZZKolZm1AEFe/5iGO4KEaoA5wZjgqjD2R84oXygbkN75vgWfjqV7/ajFVUuhK8rAtDuhL/b55P5sDRh8RxvyRF6PvjWpmXcSZ8FnH9rPm4/7TpaCsg4EfCh7VV1nczjONL59soRqSvZ13Cfa7bNJ8nW/FHvSOQ4o84vph5MsnBek0Sc2USn5neuUZAmBgNc0baCYlXAvbM52OuyckUzPE5JaGeK3Sl3U9T4EG/CAL09PWMuyR6wD+JMRCfoshl1N/TpSiyoV+v7zExNNYiFG5lmx8wp+eaiZnxzlueg/qeMg9m7sx4lml+AHY4cv31+yfb+Cx8BtoM3xvJty5RgEg8jwItdlqzlmJ8Yo5DsiR2lhA7YMzK1NcoFxMlk4jOkfNO6Qx5cOPFpvGCRDKadKQsunhXSaZKinF/6TxiAKKDpGNk0hMvKgZJKT4j26wzIXjKtkw6eSZntUiWEKDPtK092gILVZJnLPhIsNUIUJIs4dozbnekuoZ2wv3lOts7LkiWxNEsgUUjuxsIDtaVLhnwzBIEpIqIwBSLdYLgVFuyayDbBI1zZkkmx1m0vCuIaiiegZVVRmdIlhDgI7hHcpA2wTFJtAsCafT5vNAvxISZfnTUGd+TJdorFURR2RQIivAZWIzEpJk2k+EM5vol1uyEIUEVE2F+TV9PZTQBHAJU7K5iwpypEAEECJgD1NdFQoQgMZWX/FwIatKGsiXHuacsknhGSYJExR9VXbR75gtxPCT9Y7b3S7DQ5j0qjEvcc/pEzjcGwRDuOQmeTIm1NirpCXwTeGo/l+wc4L53XdlNu4idOLRl5ghcE7thSOTXBRVg5yAFRVQsZgrYgOtijIr3SfAMsHuKOU0En9rHWiHDWMv6gjEqEt+g3yRhwpwgjpbhzxkLMt17Klg5yo9+hoIV+se4pwSmCHLzvPLnvGcrU1/D+oL5JP0kwT6Cq20Ev3keKJbL1t98/OMfb/oY+keKV2j/BNMC6xT+jABVhiOjx/2l86NwggNtnH49dvRSzEVCvN2HZkAfyByea44xijUIJwwwN+NdrPF9WdQnCzAn4x0q0YcwhlHQWidLMqn7a4pXGKPox+s4AWMUyRJ27sR4xc+EcZl2RB/U5bWPagsU9ZFwoJ8hqUkREc8rCZ4MY2tgBwn3NoqHmF/S/tlJxY6dUZ8vw2fg2hiH2JHBUcWgyIY1Kn0887F4/1o9rrKu6qrd1HgmiaXWBWX0k3we1iLEYaN/z7ArX3mZKJlEVCsysMZgxCKFiUONjocgYLx7IosN4aXz9QBEB0lShCpAKiioLCKYz/bZDINUIIkWx94QlOelvSxm6/tMVRrHDRDE6frl5zUClFw7QTImxgToqWapJ3AMvFR3sTDvehHbPo+T6yXpxySBhCBnWdYvnAeTNKpg6zbDMQMZX6wMqiY4VoaJAgt1jhigbWUKJIBJO5N6XkgZW2QJojE5I3FFX5otUFyjfyEpRR9P22GBFVvZWRTGudiBqmmelQzV3qCvJ6jaPlqIRTmfh3fdZNn9En0hlUGMS9xzEjp8xThKP8puTfohvofgToZChGHjJc8kwShEoIkqOoI3BGD5XBmOdKivnZ0jJKPo80m+spuK/jPea0PhBItEAssstKKfyTTWIqqgqZYmyBrBYhZd3HvmCxmq5eK+MY+kMrQelwgiM09g3GonRWJh21V7IehLP0dwjMIJ3vUSRz0xNlENyrys/QJZkvzR3rIE7Jn7EqyJMYr+neA9x4SRDGQXRrSfLONqjbkYc6/2C6rpe+gjh724uqt7XwfOaAsEalhvMD7R3zCXYQ0S8xjaOcEpguD1+fVdi3UfO7xImHDkGYElgt6B+T1nvmcZo2oUCzGGcv30lVR0U9DCblgKogLBV5JVmY4mHLeXzq8qWAwquOO4HtbjrGEp7spQLDTs2okjkNSk/+dIToqe2GXHzySOHc8SQ4jr4HnkOCECrMyJ6yKWSJaw/mbOkBHJe04CIfFBUpmdVO21FuMYz3BU1TNu0Z74vJO9W7xOrrbXQ3XbYGcYR3XyUnHmm+z8zbSOpcCDXYLsQIpxlX6FAml+FvRFzJezzGdGYQcYMQKSUeyKoa1wkgCxsnoHcHwOkkCsH7tGH09BQuzujdgY8Ut+DrxXiGRJpj5HOZkomSRM0hl0GEwJojEJJtgXD+h73vOeiYqKjMbppfNrkiyJ8/c5n5aESfw8Mgy0dPAEx+IoMDp4rpfBirM4a0zeMpw/HvePAA2TGI4NoE0QyGGLNc9AO8jHRC1T0JugHxOc+kx97jfn5lJh3E6WhGwvlV3Z4E+wgV0BLAwzvhSXSQ3JESabBHToL2NSQ3KZqnsWXFkTUhGsYaJfv2+Hnwk7A1gotp/f9o6lybCyii0S4O2qJ34mBHbYRZXpeDmeTxJpcTwViyj6dSbDcZ0kG+hrGGe7rqqvsRCnIpfKYhILBCmHnTFOP8rCvMtg96jnlaASAbMaiQYSC+zaHNY/ZRhjR2GhxxnptJnYXUjSvMsAFEcMxaIbBOjrynSSrYGjh0iWkJjKdqQACTOSreyu/tKXvtT8XvQxzHFIlhA4YxdtW5b3ZgX6RxJn9Ckk8OMF4iTG6X8IiIyaL3RVGR2fg3kYc7IIGtf3lrZTB++7VN93Eg0kDwiw1kffcf95DtgNM+x9WRmCUdxvgpbsaIjrYTzi3UHM6yPRwBhAtX2mdwxG2yDIyq7A+h4zlySxSV9UJxcyvIC7jQTbqJfOc99ZkxPA73p3/sqCxcOq1qOYjl2/Ma5mSZYsXrx4Ytyi3bOmZW1IG2LMIlES72+KY6G6VPeD7GYn+U0SlmI+rjFO1QjMyUj60/9keFdfff3Mi0mcUSjEcWcUU1Ik106Cs/6mX6rXgIzFk73jmrlBJMzoFwnGt6v923MA5vLEcrpOiLfHGH7N3DfWdiTI40XtJEhIWtHv16eaZETRKMdak5Ci+C+OWuTnxO/Xn5vnl2ek63fMgvvOM0mfXiPmQQyNwtcMRU/Kz0TJJKLSLwYqKoqjQycoSJUx29UyBA9W9tJ5Jl8E+qLDB8f4MMnMsEV8dQPG9TFcTPzZ9VCfrZ7hfEWODODaqJgLLKwYXKlWZAKaEW2B6luqzutzLZlQshUyFiLZsvhcD4sSJsYM9u3t60w6mdww8GYKEtdtnkA21c9xFMiqvn9lvzdZ6v83AW4mMrHtN4JOJGdj4ce2cNoQi5MMAZDVwZEI9TNdT+a7mNgThIn7Oeo55J6TLKFNxYKJgDELmAggZ0AfTuAskk8EJjkShOsnMUswMEOwchjaOPeTpML06dObf8aLWqlUJOBNMJm+J0tbr9sLgXjOdie5Q3V0+xoZV7n/XH+2/n5lCMZyhBJV0Yy1VGR2WWHM80dFK5WT9O8Eidl5xLvg2EnFoo8EZhyRABIO7NhgQdv1vLJuF8xbKDqgnZMMaVesEqAhUEzisz6iMNMY2557cb08B1G1SFKNuT4/g0z3vn0cKLvs6Cvr4hXm/IxRHJmXCcFt+hmOMmFXQ3uOQ/CPo6rYzZDtKA0CqLQPxtP2kZYkfxgDmNPQn6LrNtMW7ZrEIDvb24kE+kvufdY1yTi9dH51gsVtfD9zhkiWZ2k/XAcFFPGSZ9ay9D/suIuqc9aFJE9INGcqmKPAgB07FLHGPJNr5j7XBQvxfGd7ZxkJHWJOfNXrEMYlCs+G7RjsOsHGmjuSfgTmV6d4rB7Puppj1mMsBZaf+cxnmvYS10PhE3PhaCOMrezKIJaQ4Vkdtnut/nfaTfsoV3aW1MeOh8k6ipkTDUbtdorPQ4KQOTAFruxqZx3InIz3yGXa7ajcTJSsB9HBEEyqM/K8yJ0KMyYJEbihk2QnA8dUZEg0jPNL59c0YFzvLKHymM+boaIFtAUCNGzprYMfIAtOEoLrrc+XzoKBkkXfsOobJpQcrUHwrIsK+rZhEyt2lLAgp+qgnTxjIcjnql90lwVnc5Pk4fmMRE/Wl1GOeukd/SCV03XVPBVnHCkQfQyTHIKDXR7FsiY7ePheqr+pvuGZ7np7OLtFSFiyFXzYC27r62LnIP07bYogPv1RhmqhuF4SsUziGYtIRDHmMr5y/A247zwLJCGyJkvi89AuqMLl2rle2gv9KH0llVEZxti6nfBCRBYhVCLSPmgnVJ+1d5USlOLIvHFDwp/2z4tx43ioLpGo4XooQqCv5LqiH2JOQMEKRRT1fIFK7653mtZ9ZZ1soh/i2WThWp8jDRaxBKMyBBHqNk+wnsp5ElR1YIyAJnP7GLfY2VDvyMjwOZjDE6Qn4Va/8JagFHN81iEEBbOc9V63G3a9MEdnbsAXfQ3zs3bbpjqXYoQsSeUagUl2wbIblqN+axRAEcx51rOe9VvPQtcYVyns45mknyFZS/FKvZuXcZcdeAQIMxjnl86vTbAYrElI7tfvi8mCfp9+hWAxfSUJN3Zp1NX0GXbKgr6D5CU/AxKbJL1rkSzhtITMWGvwGYjV1HMy4h3sjmHXYJbdDPUYy7saub/MccYN8wPm7hQS10F85mTMD0gw087pf+rntMv5weoedQbiCSQoGHvpP4etH9c3/l+sQWnbFO6tarxctGhR8zOhIIQvxt9MRdHKz0TJekIgj6osJvcE+uKsdDrHeKEpFRZ0mAzGmc6iHeeXzq9pwLhOlrD44nzFLMeHETQjQMzkkqBCe2HF+ZAZtg7GIEnGPhauDF7sPGJR1T6+hwUX7Z/JaJfqxXQslmLCQlvn2BiOZGtXz7Fw7DqI0Pad73ynCapybSSqWADykkESmRm2g68K/SLPHxP39rPKpJNgMe2dvpNEW9z/rpMkq5OQBUF6kpoZjjkjsUCwlWeTcWrYZLf+98svv7wJoLFjI9NxICRHCNSzjb3+edBfxospSWwSGGRR3nXAuL6vTNRJ4pBIblciMu5SrRVYcE32OdGrwlE3VMPxMwgsvgnU87na78rKECheG8NexN3FNUS/QT9PsJUFX91GwFyN8/XZRVUHwrtU3zsqW2kfcTweCDbFHC3myFTe17tos7Qd+sAYo9pVtwRiCfAwTvEZ6zEqQ5UrfTe7omgf7MTcZpttmkBsVH9S0c2vaTu0r66T+e2jCZnH1LvYKSSKI+dG9etdJkvqYjmOD437yTs9aN8kRJij1ZjLd72bYRjuO0mQSHKSAKR98w4DChWovOdIMZJtmY7bGreXzq+LYDGnUvBcZEk61GjbJAh5NwPzNmIH7JjNil06jE0c9dveQU1/yp+1E55dGTXGEGMilsMcvp6TEe9g/s8z0LV2P83ucL5Yv9L3xHqw63nYqjCX2X777ZvkbHvcpG9nJyQxBfoi1rEZjsZb091r7AxnFwnFinH9Xa1l6bfZmUwfsqpkCesnrp25RIaYmcaLiZL1gGwnkzIWq1Rd0nkSNI5sLYEdMqF0NiwQMwWfxv2l82sTMI6OnmB5hl09Ne4/ASiOE2gvrDIE6+sXKZOYYqIebYIKaCb8tH3afIYtssMmZ5wNTfU2FU9U5UblNtfMxIYjZYYdu5Lh/oOt7VQj8ozW95WXhdL2qXLJnCxhwkUVaPtM+nqyyQvo+RxUMsZ97zqIs7Y7eLoM4NSJYQKt9JWjkiVd39/VeX9THTwDiQcWhvF5qJJmYp8hEFIHcDhmgh06fBHA5FmNhSwJZ+YPWeYFjJ0chxfYbUqbZ8FXH63IcxzJEhZg7XueuT1lE89hfTxAHEvIvIuXPRO0bx9NxSKQcYCCj0zJNY6mIoBHNWL7aIZY8DIGE6inACdDEKG924tkK59jWJvme1iEM/9h3p9ljAK7pAlk10lN5pVUFHMMS2BMYPzq+qz3Gm2Yo4oZX9lBVWM9RZEZn4E+M+P7PEjaR8EcOxtoR+xO4/llXkyRRTZx/fEOStCfcL2BcZdkD88tSRSCgJkK5sbtpfPrMlicqd8fhmeAdRbHGDOGZVibxH1l11e8swnEb+h72I1HwrPG72Xod+q2Q9EN4yvFUCGKcSkiqsdV5ptd77yr//8Ug9bvXmXnTrT/Onhfz0UzoU3HUVQx7tefj2I55jp8xdja9Ri7NrvXWJd0OUeo+0De68j1ryxZ0nUb1/gzUbKOHtz64WUhS4CmrqQgMMKkOdMZnBvaS+d/l4Bx1wPW6iRL2O5Yv2A8C7bbs+WbRUm7Opq2TzCQCnYCbF0nSNpIWBLAYVJGQoQjzQgAxjE97IbhqA129mR9duMMYJ7baN9xnwnK8uJcnuF68pwF10nSlaBNnPtbB5fog4a9zLLr53Wcd/DE/V2dZEkty7PLPecIGQI0EfyLz8RzS1UUxQl8NioXMxwVVl87i9box0nKxkK8TgKR7MlwDCSBbfqO+nmjfTPO8g4JArB1QoTvY2HOvGEczqvPjLbBkQFUg7JLhyBfHG1DsIDKf4KVzNVqtJ9MlelcD9WrJM9qdZtijsaRcyQ/swQRagSVOOo0ztVvj1HDCikyJEnYGUuigT4nkpoRLKNfJNHfLsDpsq8f9v9lPcW9Z5zi5cq1OCKHAopMKLKhD6dfZ97I3JJ3e9CfgqpjjtFjDKPtZ0O74fp4AXQkYNktVScK2UnC8YTspuXfMxjHl85vSMHiNXm+ORKnPr6t62siQcJ4SxuvEyDvete7mj6GkzW6Tqit7H5y3cSYHv3oRzdFB7FTAKxfOQWEZH57t29XgeT2kZYcu0wMoX7/J4F8krH0owTx+RzMebLhHhLj4MjN+vdivB32Ppgu5wdrs3utPTZn2LG5uskS6XdhomQdPrRMgqmKJlBANUgtkiV0pu2jfLIZl5fOb0gB41XhKBkqumhbmSZrBLk5/oBJJJjMs6jiXFcSIyB5QkUduwYyvWSTKjNeiEsypF6AUF3B0QKxfZ3gFBPPDJUJo3blcGY6bX/Y+cRsD6ftZAh0j7qHBL6p7otnM/oXjigimZVlIb4h7OCpcb85y3h1kyWZ3t9ERWIduOGaaV88w/wMmPhnqPirsRiPxRQBQJKyjEmB6lc+A89DlsRsPLO8gDKOmKPd8AzQbqi6rBfftCEShhnnCOOGQAEBV9o6C8L62STY96d/+qdNRfSwYHcWVCBy1FN9RF6gHUWf0064ZRujOMKPuWUbzykJnozBSwLyJKCY+9aV9HzGeK9E+z1yGe77T37yk6ZPiTZBP84Z7xQMfelLX1rhvyM5nqWvid1HvJOJeQsopGBXfrw3KxA8ow+NYyKz4DMwt2E+ya4MxlgSUhw3xPovCuUyzhHG7aXzG1KweHVlbDckp0gac++H9SXce/pQfhYZ5/ZcF88qiTZ239PXMLesj+BkDcszTXIzExJRPJP17uQayU12O7CLmd3KXe82HTU/IObRjieAQj/m/MOSJV3YUI46q1F4ZrJE64uJknVYgRNb2JigUSFN9r7ubAgY8zJckhDtrH4XNoSXzo9rwHhtUH1TT6AzIKBBRcKb3vSmJgnCGdhM4mknMfCC47iyLQiZmBGEqrebMomgkpsXlQ2r9OsyWVL/v5nMtM/N5ezo+p6j3da7bPv19dOH1DtFqJhmEsyELRYqBNHoKzkSLUOSapwTsnF99B+0dxL3EYQax2QJVaAkjbnmj370o0O/J1ObiTbNgpsddgTPONaPdhLXyTPA8TLc9wyL8XpBSjCYqm4SOPFSXPog3uHEboF2siRkCWCOK96HQV9DooRns41kCeeQs4uK9pMRbYcAAovZ6FPinyRP6E+zPKv1dZBk4NojSR/v5uPluHwfO0l4Tnkm6D+zfIZhiSrek0ihVv0CYp5Xfi48u5kQ3GP+xbsMKMCJOS9HVtHOSZYMeydYlh1IXAeV3SR0KGqi4KxOhjNexdwny5GQ7bGePp4dayRHGGOZl9GGCFZGpXq2+cE4vnR+XIPFGwraMHMUEpaRyKT90P5Z05IwjII5khH8DLIdbUZcibhG/b4U5pe0KXZP1evYU089tfM5WT1O8u8UWrJ2Bf0iO2hJLND//H/tnQmYVdWVtndsgghCC4Iik4qghkQ0DlEUMc4YNRgjxqAgKhAHBAecYjtDnCICIhqcAmi0oyKixhYEERQjOM9RjErjPICYxCHdff/nXd3r/ruOVQhVZZ19bn3v8/CU3Lrquefus/cav+XyfzwXzHj0a89rr4+vnYQTcT/3w/GrmKOJfcDMMiDBjJ/CeZD3fS9695qfN9hlPhuUwjJ/PU6WZGMjQtQFJUrqUS+dIZVeDYUxg1RSvBEBCYkUhsoWeeh80QPGlQL3EIOFQAdt+chvYSS4M47TQhAh1jpOYc14EBKDGIccgzL+PUYCgwZ5PRXi67vkkktMM5quFwKVJDN9PbP2aaNFIi9VqPTn2klS4YhQ9cfn43klOMK9Z92wh/L9uFOYxzNbCQlZvw6Md55TnCeCZjjfdFXFyRKSnhigqQSdVgWJ1+rmN6XgkGATuIPK/XTtYu43a4PqxaOPPrrKs41jTrVoCkmSGCqKeUaRTuK5pLLeZcE4fwcPHmyOIN20CuDUP9iQBGlIlrjMVry3IAOI7ZZ3IcKqEgUEPZA1iatZsQtY7zwbqeyVDpJyJDKRMWGWoAdWcdDZO9lDCSDzJx7MmmqyhI4MAoF09mCX0RWOrUanQ0p7PV1r3F/2c+Sq2FfwPwg4ebIEm4AgeMqd+XSU4DNRMMT99iQy+yWvY+tkJZvzhi4Llz9lHePTckZxHk2aNMn2GGwe/qQgC1nkofNFDhZXIsyXwPbl/rLf8H0gw8x66tmzZ/l9KVSrZ/cMromzNeuLsN7xEy+44IKv/TfyWjtZySRsFyT+uN/MW8O+pNiYGU7MKkM+N0sK9j3dXyTNkPilk8dnTWHf0LlDQQX7DIlNbIQU7IMid6/Fs3BJKHNP8aEookQe0tcEyRLsZAp2lSwR9YUSJfVQxYKkEM7SI488Un4dp5VAH8GnVNp8K2HofCUFjCsFkn9k+QnExocxju5xxx2Xe/Ag/v9TDUdAD4cbY5EgH4ZAPMAPZxYj2Z3GlKCriwpFPgf7CnMCMMy4/37vMZhxZrOa8CncfwIhGGgEkTFqqGiNA6/sSXxGKgFJVOWpV19JCVnawVkrrBuqcNjzMeZ5Pr1iiGQJXQMkHlZnKH0KpDi/CacIR48gHw44z+L1119vvyPohBFPgJIEs9sKrHlmJbEv5U287nFMuH6XDWCfxHnNJksI/mWl6MSa4/ePe5odeo5zixNIJaBDcQ7Pb97Bg3jNEOTmWqlGj2UoCIZQbEN1OklBbDc6l/NMhDvx/5tzlUQIUroEc5Ab8m47YKgvzy5/kK1KaabKqu4hSVqC3ZwD2Dx8Hl83ea2frG3IHh6fpwTo8UkOP/zwciIQW4e/521XxveboptYEpdAN3t8HGQF9nmKFaqbu5YnfP/eKUugGF+Wz0ahnM/l4fORPCGRlYIsZFGHzldKsLiSwFcijkOxH/cdVQ32c16nA9i7SvK2b+I9D/sAW561gA/I3p61GUi0/eIXvyilQHzt+HY8iyS72fOxH1u1amVFOd5VRbD+kEMOSWqfh4ceesjiffwk5kS3ILa7F0pTbMweQxKCGFpqic2idq9hl2E/eiEuiRzOK/xVClj8PmMzUOASq+QIUReUKKknvXQktS6++OIqv6P9l4ArwScqFfKmkobOFzFg3Fig1Z0EG4dtCoE/h+ANBy0V/15RRhu1Vw/hrJBYY44QTlUqho1D5QTGi8tOsKcg84eBSTUURqevfYJpqV0/gScq+tyg9BkkBKEIdte0R+bhFFZSQpY13q9fv3JlGZVmBAKpyqV7hwA3zronSzi3ikSK85twrLm/nD8ko2Iw4JF64Fmmwpv1T1At7wBOFvaQiRMnVnlegQAriak4WeKzVVIIJhQVv28EaZBwQGOcij7sGP+dJ0tIdJJwoCsvpTk87O9Ut5JcoNqPQCuOazz/jt9x5o4cOTKpJIOvbe5rbMtzRlH0gR3vlaNZUkk0fNPr7PMEuwngT5kypfzevLs1CX5wz0mA0K0Zw/oh2E0AP+uXpBBEo0CI55WkH88qfhQdJAT92OMJ5JAYpMsEmzi1fT6GbgyeW3xAnk8SndgOSAA6HjROgaINnS9ysLhSqGmvQ8IqlmEGupGI76QgoxuvAWx5EiBenEunKTEQigDdt6XYgvllcYwnBYgJUKBIMtnhWl3m3eG+45ukBGcRzyfyTjFI5pIsobiyOh8kz8RmJXSvcZ4SU/K5X8RdSSJjL9Bhyh9GHfh1UswiRH2hREk9wMGEQ4txGVf7eRAHIzqF4FOlDJ0vesC4kpk1a5a16xP4I2mVCjNnzrS5QfFANTcCaF2m+hWHloA4h69XUaRUucVz64NXcRBp+SXpg4FJBQVSGj4/wElh7fMsYpDRKkvgmO60GAJRzPvg+lPTji5SQra6QLVLftAJQJCJaid03t0BIbBJ8IZgQ0pJzaLPb2L/oCoUKTmSCtk5KjiGGPtUlOKUZJ3EvGGtEKiP5eViPX0CyjhcVFvG60YBnbpBYJIZR0gjETymupUAPck2f65J3BLoJnicUtCVCkoSr548I2jAZ0HCilkT8bMRn6spnFHAGcX5z1k6atSor51RJMkpqEilcy1+1phPgw1DIsqlh2qC55X1RGA/m5TI49o5g7jnVOlyvtJlmpVGYkAxhQpuO6SSjGVdUJ1LAIfuQXwQpOQ4j9gvSXrSkU8hCEFXL0hIGXxA7ErOrhYtWtgznQ0MpkCRh84XOVhcJHyfifcblxd3qlsfJEzo/GVf+qb9tKFhzgh7Dt35cQcJviGvE7shtkPxEHt8Kuern1P4U9gEsQJL/Aww2wmbmeB3avMSeR7Zb/BVszP5KECgSAR1lhQSa0XsXoufV792l90kWU9XLIkoitAoNgOeTzrBsM3o4ElpvYjKQImSepYAyeqlQ0oHVRGHzldKwLiI+LrAsMeA+abkBw4uSYkUEoMxrBcOUqRvsgNlY+IhZnmumeoCjlR7cH8xJjGGvUOA6glaZHmuU3Gqqru3tCrjdGMEE2CIIeBHYJagSSoUMSFL8N3nYpG4YZ0QmPQKG6QoMIZda5nnggpMDOds276oGwTKuKduF9Q0dD7F55UOEYI4BOQJ1DuxPYCdQ9WxkiP1c/+55wT44iA9DjfPbLYzg66klOTx2Puomnc5OQLE2GLI9uDQEsCJr99JQW4rvgYKPTifCBrMnj37a2cUBVE+WygVWC/IWRIcoyoUO+COO+5Y5b9DFxIdGthEnA15fQ9U+FONiz1AQAZJThKABKSyyRI6N/IuXMl25eNnMHPNIVCDHUNSLaVZlLUBu4HkDx1sPL8pzM6qhKHzRQ8WFw0kwz0hjE1MzIMYR02wppjnRDA2tSQJUu+cTXPnzi2/FttfnF+cwQTDSRym1rEJBOWRLCbp7QkFX9v4XOydFKN5sWIK81RiODfp5MU+zspSUWSJvZ/Cs1rU7jWeVwo+fK9kn6TwwO81xUQk8X0UAM8C9gIxTd4nRH2jREmF66UXfeh80QPGlQDV6EjEEFDFwMEpWVXFRApGQvZaCMBTkejEzgcBkWzLdZ6fIV7zXBdJqrgSkYo/HEEfFk1yh2ADVeB5BxKy10/wD/y6SGxi+GAMZzvWMHxSuP4iJ2Rpx6eKmwpQJMGoGorBMCbJ4xIUPBc4kSkMqaxUqFTHLsCY92HcfD+pzPSIn1eSO/EsHtY9gT+u3amueCJv56pS4D57pVy8h+LYkkRJGSR5WOvYwXQFjB07thy8oTKd4AL7ZwrE6xVbxs8pd7zRq8cuzs4X5IxKaa2TECHo6tXzdGRi/8ad7TXtMVRn5pkcR/qLdUGyJk6KYG9i1/Ms4KNkydNG8HtJgJtAPEH5OFECFJ4RjOV3BDaz/24RiK8V+zilAFTRh84XKVhcCRAkZi2wRrCJqaz/JkiKryqZkhcUm+E/sS9mE/2sker2xrzWzqrOSbrs8McptonPXk/i+7+bwrWzDjgn45gH9hgy3szGyCZLUpOgLVr3GkU23rXDT39e/X5ScIZ0tHdT032NJG3c8S5EfaJESSPQSy/q0PmiB4yLjB9KGAlk75EB4d7zEwOfKsYUKsxWF4LyyDrE2sVAUJAq0axkXl7ExhVVFaxv/iCPREKQBCbrHGOZPYZAOAEdqun8301FD5VAGc4emtdUJvpwNaouuX5036ur2Mp7JknRE7JUn+MQxpXpvjYYKr7FFlvY94IuLcHLIsiBFB2Cx9xvZh8hM0c1VwpBnHjdkwBnL6R6mAQaSRIP/OHU8hw7qQx4LDr+XPI9kIAiSUJ3F/Ig8XeDpjTncNzxmBfflCigCpBr9eQrwR0CIzi8Kdhl8fVTRYnti5Y7lenYlIAtTEc1Z2tcvVvdf6MhyQZf6DbyxBp2MPKWyFT5OZWSpF913QDcX64524GMtB/fCx1tqQ1l9WQUsoP8ZG9kjcdg45AEIoifYlf+6pBKoK/IQ+eLHCyuJCggwiam4r9oaz6GpCX+93PPPVd+HvyaKXblrEphvcTrnsQ3tiXnUhxjwtakYwrfO7v+s/+NhiReA8QLkNSnMA6fybvU/PrbtWtn9nFNyZK8KWr3Gvs3ezw2WBaShBQisHfS7c53k5LMu6g8lChpBHrpRRs6XwkB40qAyibuNcFgH/LlDnnRkiUYBHwWJCoI2hO4xHCg0pugdwrGZQw69FSsYMQACUAkEFyyisQPn8WTnG6o5W3gOGh2M9wO55WECPsLlekeuKF9lqoQjM2UnNlKSMgSpGQOCQYy9zlrxDMvYMCAAWb4ZzupxLcHBj6JZvYhqrlTgg4XnD4q/qlSZ/0gPeGDiamc4xlgvxF1x/dpujC4v36OkjgmeTls2LAqFa1Uw2Ln5B10jc8XEuHMY8CZRRbJq86pCNxwww0tAEKwnjP2xBNPTM4uY81zxmIPU9mNnjvSkN4lSKKQe86az0pFpgIBKCoveWbp+o3lzbCJmUWSkkQb0MHos0YYso1twEy7bEKEylECJnkHneL1iq90yimnlJNR2MgkvgnEuq3m0EmVQld+JVKEofNFDhZXGkhRca/xW0kuF8VvzUJhH3EOiiliGxK7AOmhc845p5QSVPpjCyCnSNKbrnw6fByeWfwVCrjytm2ycEZxvTybPLfIseHDxvcYH4qAPudYqhSley22LfFRsS2JeRCv8bXh10aB90UXXWSfSYV+4ttGiZJGRFGGzldSwLjI+JBqggdeaen3laAxSbcUHfGaQG4Ig4cAMkF85EEwLlMb3M51YLhgPAJBEBKEHgTxFlPuO8G0uPU6BTDgubc4r86LL75o95oqEHdgqczkc+bpDFZCQtavg67BeLA2HYQ4KXwP8drw603NMRH5QPUqTixSc0ACmeGIWdk2gj04XQre1M/zyiwvAggECgi2cn+BYhWq0dkvqTqmcpqq+7z10uPvnWABHZrMBOA60U3H4Wbvp5OEwBRBBvZN1lZqdhn2LmcUnQvxvshnQWLUr5fviIKQlNY8yVaCB15FTIETtphLnblt4APEU7nnQDDYk2vAfWW/oQuf5GxNcjd5nLFU48ZQtcrZz/2OK1g5X0kqo+9eXdWuaNxD54scLC4qvuctXry4yjNJ4ZYnS2K/NaW4xzdJNxG7Yc4gMQ+SyUipkzRkbaXiA/rZSfGNJy+JP9HB2aRJExt47vTp08dsnJTgHOJMiqVCkd/iuaXAz4vm4KyzzsrdByx695qvdWxf4hzeOU3sw5Ml8bWpAEE0JEqUNDKKMnS+EgLGlQBGGMkSDISs4YaRRsIhby3X6gyEVQUHWC8MMCN4n7eBUN11U4XL4DWSgwwSJ0h2zTXXlNc8jpfrczopBXK4t1RFx90KXB9SQ1TPxUZm/Ps8KWpC1v//7I2smeOPP7485A4ISJEYRAoEJxxHEScrbtkXjRucDp7LWL7H9xsq0HiN4HfsDOb9vBYdnkdmCVFlTEECBQecs+xDQMKT4eg4uFQyxgnQFAoO6EiLu48J3iNPSOKEtcGsEn5/2223lddNnmdsdq/jfmK7+DnqAUpke5B1IKCTJYU1z3VyNpHQcejW4ZrpjCHowfnbt29fC76mIqURwz1n7XtikGsjmEbAjH0oz7kpDkljZnnFs1PoEOG+E5TPFprRfURgjUrvlKuLK5EUh85XQrC4qPhex/6C7csMA/ZFhwIoZLhIltDlyxlMop/gbN77ZDxngTM0Jr429iK6TImHeJI274K/7MyUCRMm2B4aw7NJkQVJnfjz5X22Zr937N327dubbZa1fXhWXYY5Jk/7phK61/BhKb759a9/XaWDl9exF0466STrWube04H60Ucf5Xq9ovGgREkjJPWh85USMC4SbihgbGWlejAWvAon+/68nZL4+0Ye5tZbb7W1sjrvX9VrDUVN/2/kBKhAW2eddao8oySlCEghX5EC8fX7WiDYhEFGci3+PY4IVX9xNV0KFD0hS1CH4A0DTr0SJ77vdMIQFESHn9kYPvhXND6yziygd02glecSvd+JEyeWf0eAh4pXKjNF/cC+0b9/f0uOxFx11VWWLCG45u+Lf6YAc0boNsJRzcpRXX311VY5nQ3wpDQ3y+emcD0kvuM5TtxnJEYJ7iDrkBr+zGK/U4jAenGQaqMrifXD9WPbpxI4q+51rpfAcGw/kmCg6vWb5gg0BKwTLwCKCz6oTicJxT1Gmz6GDlnue3UD6EXjGDpf5GBxJUEiAZuYeEF15yf7O3so3WF0+KRg3/zxj38sz8DA/6PDLjuTLLun0lXFmZWST+KdOhTiYg/EhVv+nBIQz3bI5rX+4/8vSXqSCO4TDhky5GuJe2aZIbWYIkXtXiOOR0K5prgGNjExKGY88plQTxCioVCipJGS2tD5ogeMi0ysV0llCt1GVC2SsfffMUyWgyp2zlPijDPOsEQaskkEC9CuTF0SLF7zPI/MEYplHxi6jePtUlXo0yKnxPOQWqsvBv7o0aOtUhdjffDgwXadXjUKfB/okRPQT4UiJ2T92aT1G9mb+Lqy64PgN99RarMxRMMRr9lsRZl3NFB96eCAH3DAAVaJlsJ6rxRwUNkHXSaG/dLvL/smVevce3+G865yzQaQKbJhrfjeHq8NKrrjORl5E18bBR903HmCBx1sAmVx1SjvJ+GQWjI/C4FWAvZxYBibmEA+r6XUKcvwbe5nHBijG5kOzlhCg3VOUiJP24ZiIDpfY7uM2TVx8oaByQScsJPpDIvJBjbFt09K+2NRg8WVBklY9nogvkEiBB+RmUc+bxPJPLplSTynAD4r5yrnP4VaqzM/MF77KTwHFCrSAcs9Zm3Tgc+8yvic4llgT02hYCt+3uhUIAHiUm3Tpk2zZxS/1jsLea4pOKPrITWK3L1GTID7Gs/Cze6F2AoUw6Y2/1lUPkqUNGJSGTpf9IBxJTBjxgyrNidgxqHFgUtFBVrMboChgY0hl1pyimFezIygyoDqD5yTIg2bx4Cn04Kqfxxyr2AhuIChSVs4ckkEcLbddtvcK0WzkEgg6IGeqxuUJNmQoSAgiF49lXUkNqkISaVFuVISsoceeqjth9U5TLFkTwqOlMiH+Lsn6U0ChKQ4zjm/40ylaIL1T9s+jiB7Dg6t7zcK4tQfFCLEMxl8T2ROEo5sCtT0fWOHMc+Ojow4gUx1K2dVdrZDCpx++ulm0xDI8cAYti+SPcwqYe2TJOTe872kkGBwkGNDMjEOtiL1hKwMldM17e0pVOhio5DUoWMN+wXJNq+ix9ahs6q668zDtmEeGXsetgxSm54Y5P5jdw0dOrT8XiRNSJbgl2A7C1HUYHEl4PsfQW5iCMhWUghKlxpFRMzwICnOXo9UVUrEezfdR8iC4RMWgey5Q7KB9e4xHAL1dAnSQUiQG3uB76JXr15J2ZMUm1HkgVRo3EFClyyv4wNiI7CmeG5TsA8qqXuNWAexgeoKDZBwzVveXTRulCgRyVD0gHFRQb8VYwajwKsmcMLRheTgxWn0w5iOkljvNYVqxWOOOcac2Nhoo1KIZAlB/JSTJXfffXc5uISD1aFDB6uscKMGwx9jk8AlCawU9N6zVSwEQeLWdb9GggwEXam8JADFM53nM1tpCVmuic+EU0hCiiSVXyevc/08Gxow27iJ90WCfnRMcdaSKGHfZ+2wn9Blwj5DIIGuATSBU5R/KuK9JwgbS/LQvYbTTRL5ww8/LL9OFSwdPLGcRh7E/28kQUiuERz2ij+qdHfeeedSx44dzRFnRgnJt7wT4dXBwHPsyngf9M+H5jifzwMh7Jcp2ZUEDnhmSfKQnEKX3s8nCkG43ynZN/EZe9ddd5ULsfhJQgG7nYAl3TB8Fu67PxcpJPKRIWQuEF0AbtNwjtJpQrAJKRbnoYceMtuGdaNOksZLpQSLiw5JY6RD8Uko2uIe48PSJcDew7lEJxv+VSpqA9nvnxlf/MkOnE9hb8wSX5NLWgLxmXiGFt3s+FF8JvZQ7J6Uim8osMQHp1PQia+LdUWcAVvtvPPOS84mroTuNeSuSRCiapK9RmawIRWW4jMgGgdKlIgkKHrAuMg8/vjjVrHIoYTTSlBhxIgR5txSXUflHJVPKR5UGDB0uWCcecAgHnCNoYyDwlDiFMgaJ7TJ0qnjkBwk+EQQKpaliEkhgOOQXCPQyr2vbv6BEwcS8n5mi5qQ9fvqM1P8eqiQxhA+7LDDylWL/I7qdCroUugaFPlD4I+K7lguBpkZKuQIwjrZIELe677oIFFFQBt5P4LDL774YnneBzYO+w3BETo4SWJlHdo8YQ9B652OTc5ZOjBcvg/JQvZJXudzkRRPLYgAdAiyxj3BsDpBgryuv6breuutt0qTJ0+22V+sF+wzpBQJBhJ8TYH43KdCFxuea8zaXjwPBD8Yvs3aIfiUN/Eex55IEpnnlcSJBwKrS5aQ8IwHvovGRaUEi4sO3YzsKbFkInY9iggxSG+xZ8YSP3kRf+8M2Cah7+CPe7Ik9p3cdkgJzv2f/OQnNqPJFR5IDJLgj21KCiyxHVKShfSE98Ybb2yxj6wPyzVWZ/+mcu1F617z+4otxvMZPwP44kjOMfuLwiIKFPgsdPTERY1CNDRKlIhcqLSAcZHhkEWih++EQBqVE25IYuzjzGJceoA2L2rSY0UWiWuMtcYdKotwSlJI8sTXQGcOMmcE0OKBsm7046QTvMwa+qngnwVJE4zirAHJ76lkyers5v09FDUhG88RGjRokFXiMpDSAzkEd0j8ENCkC4yqdIzO7GwV0ThBUoCkH2vf1wywvnlOeYazQ8RTeF6LDsEBnHCCCVTF8c8kFx577LFy8or9nw4eEvqxVF6edpnLsXFdrnlNlyY2GeeWd5Xi8PJ5kKvy11Kxy3ztksxnfXuihNf9D58pO8g3rzUf28TITXA+cR5lZSc4nxgoi83DH591kwoE+SiwITCzqsptZsWccsopdv6mMoSbpBNr3u1e7AMfHOvJEvbRVIf5inwoerC4yLCPMKCa+ZTxTMQYEgx0yNJxkkIhQnzGoHqAjCVzEeOiJmRRmS/Bfo8fhU1Pd3tKcNYjn8heSZEHfhM+Bz+JI7j/l433pJQcxP4lKeV2MZ/Jvx+SV3SapPKcFrl7za8dH5zYRvv27e0cxS4GOtopQlh77bVLXbt2tXMWe1M+rMgbJUpEg1NJAeOi3nsSUUh+xIYZxgCGGFWADhWkBHXyzujHhzwOB0GcGB82jyNbk1GRipQJzhPGABUUGO7du3c3zfEYgiO0ovpAwlRBlo1uhmxVKN8Phj2VUnlSSQlZpEyaN29uySnktjCASQL6cGKeZZ4D5h/QaZVtwRaNl9dee80CgDjeJNhimCfEOUvVq6gbHoB3CAAToIkl/7beeuvSnnvuWUUKKnbOU9gr6VJjzVCBS+eIg0yVJ0sIBgK/J9hNoCpOwqUCwUnO0uwZRaUu3bIprPv4u6fjkYQmSTXOJaSgsl2BFK1wHhBYSCWI48kEEmdI3ABVuiR9mBNAZ0+skw4kqagYjaup82LBggW2TiZNmmTrmEQVzykBHT9jsWs4Wzl3kW0TohKCxUWHfZz7T9LBC/p8T8V/JXBMl4/PHkoFOmDY/7xwIgu2GgVPnK0ExL0LKSVIJFC8xb5JARcdDsxN9OQP5G3brAr2dCSXmanp3bLw5ZdfWsIcadEUqITuNRLJdCiTWJ43b57tm0hek+BxKAZERoxiRjpphcgbJUpEg1KpAeMiEGf00YnmEKVijkOK+4xhgEF20EEHmS4niSuMONog8yQ+3FkzzLugagLn++233y5/LoLErBWGmqUKgYGjjjrKggfAfccAJriQDRZgwKUSpK8JklZUtWAUk1QjwEYAkKAsnyvPIE4lJWSpgsOgpMsFSHJStYuEGM+yV0XnbQiLdEEiBj19ZpDcdNNN5deRxuG5wNEV9bPnMM+DoA1yWoMHD67yHoLFnL04s/fff38pNbjubt26mW1GkBhpihi6MAji09XgnQB0ayDvwF6EHZEav/vd70zqCckqbBucdBLNfA8pJRqwxbDJCNoDSXG+BwJQJNl8j88GnlL5DNgsXD9dLtg4VIwizcmeQ8ejF+HE5xS/T8Fmw37EDouhm4R7T3LQu71Y69lCHdG4KXqwuBJALo8YAklaqtNjsI+x8/Mm3vf4Z4Lz7DtuFzBL5Wc/+5mdra7qQBKFvTSV7nag2MwVHPgc+LTIbxKQnzJliiXwveMxqyqQd6dsdVDQx96Pz8r6QeYyRfugyN1rFHtgH/pZzzViKyAnyp/4+oVICSVKRC5UWsC4KJCIoiqdqgOCHJdeeqkZM56gIiDL4FAqGgnCptT2SIUWQ+ZxtglE0clAIIrgthtAGG98HipfU5W/QaaEal2H78HXPp8rS+prn8pKAlF8NwRDmItBhUuesz0qISEbzyTB4KU6kXvKeuH5pEoOYxlnHLmtFDRoRdoQbCWJyTPK+YuTTjUmf8/bkaoUCMRzBnGfW7ZsafvitGnTqryHoEjnzp3t/Mp7fla8V3Lt7CfM9+IsZV1Q9Ye0X1bSkoKKOPDDgHcP5qcGn5EgVJcuXSzoTVKHQEgq86c8kIANQCUlkESjQp2gK3YD3Q0+DyOF660JpDSogm7VqpUlepA2gYEDB1owOYagGhWmKXQ/shcyDJd1HEMnDM9zs2bNkrKHRb4ULVhcCfhZhc/HmUpXHTM2HQpBCLpSkZ5NluRNfM4yn4wANzY9yRIKV/r27Wt+E7MGfU5ilhT2fdb36NGjzV/iWtnfuS7OKO8M4D0UznHG5n3NsWR4tqMxa/vw/HJ2kdgn8ZaSfVDE7jW/vxTb0nnMfkmXCDEDinHwtyn6QxoM24yZeEKkhhIlosGp1IBxESC46hX1VP8TNB46dGiV91AxhwwRB1gq0I5Jt4tXWpJgW2eddcwZJ0hMS7UfylSHpBj0c/kbgmfjx4+v8juMB1pokWVxTey8qc64WlVVHBUiVD+hB5xKFUvRErLZ+0twDykWrsuDZMwRIunj95a2cRJAVDKm5hyK9OCcJTlCaz5dDV7RCHmv/6LDmYrEk1cR45gTCOEZxe6JIamQddzzxKWc4oG47D9U/FPhmk2WOEXqYsOmQUYU+ybvM6q6+0ZyBFuApDcJHV9HzPIgOEKChy7a1OEzxFKWfFYSPdl5KlS9NnSSpKb1unDhQrMNqHiNkyXYNDzD2M4pJHRE/hQtWFxJkMRv06aNPasEV6lKj+dTkizhdyQ4856rWd2ew/lKBzs+K9fI9eLHYje4BBdriEB9ymcrHXZ0v2Af4GPRicE1u0xh7M/ktf4pmPQuxpEjR1rMCcnNVflcdB7RzRMPdE+JlLvX/P8br1u+A2S4sY1dxpUCChI+PjcOKWkKc3lfSnEnIUCJEtHgFC1gXClw4HNvqcTBEMDAxPnzww0HMdWqdKQyGMoKdANgKFPVStCAIDHVrXFlUYoGjleNYgwgH5ad34EhgcGZgnEcXwND4dDr9iTVN71/Va81JEVNyPp9wxGhwpVqM78mAji0g7uuPokR1gx/T0FaQBQD9qEDDjjA9k2qLx3Jg9QenlccV7owvIoeCK5SLUqgOMVORyBhg/QgXZo4sTEkS6iwJDk7f/78UiWR1xmVPV+z5xBBM2SrXMYM6UjkNtBLz/t8WhMonsBuYK+h0tttsuwsn4YgTvTV9L1TNIQ8CN0CVMFyvVTrMidm5cqVDXi1oggUIVhcSVAxj+9HQBjbl05rZgaRsIpnD+6+++42NyvbHZbCekGKkzM13iOzyW9shWwBY4oQ1J4+fXpp++23LzVt2tQUBbIz8PK0Kc8//3wrMKBTh06R1ensiq83FXu4KN1rLk8Zd5Lgr3rsxiFJwj7pnHjiiZbQylvmXYjqUKJE5EJRAsaVBq2NONzIgdD26I4rDjlVCeeee27uBn113zuJHSrqMSoJRjEXA6hQIOiNgVAEw9LXN4lCjPmahp3n/R04dDPQ4ks3D/cYw5PvoAgUKSFLVRCdIg6VZUiYUAUVPxPI9LBvEniisujMM8+0wGwRqoxFesFxng+c8htuuCHvyyk8SGnQeUF1aFZCgOp6nlkCCgQW8sYd2az0BJ0vyH7EiR6YOXOmVSxmB6KLNSe+58yD6dq1a+naa6+1bkeHfZ/uEa+4JBhbtM4vPifzbVj3dGTkKWNCcQ3nZKyDnp0XEJ/FJEu8WxlpMCRphShisLgS8PvHOYTNHict8Ue43+yj8XPqHdipgKQifjfzvZjjmIXPQSECZ3A2qVwE6BZE5QH/PG/ie8YeTiINX7aIFKV7ja5XZh161whnLvYNkmA+04trY13zXVCYQ1EOSRKKXVOVbRVCiRKRG0UKGBcNNxQ4oOIsPYPcccA5ZD24yj2mao5ACLIUeRI7rFRGUKFAAMqhap6gPQNlgTbaE044wYLiRVorrH0CCHQ1EBBPEe47zh+JhHfffdcqz5HrQbqtKNWVRUjIEqRmLhAyJM7OO+9siSn2Rg8wOXwPfB66TdB5jasXhVgTcE569+5t8g+pVV8WSS+dfca71aj022abbUwaIbufUkVHkjZP4v2OxGss10fyFTk2gjXZLgc6A4p0xqYOHbwbbLBB6dFHH/3aHo8MGgEe9ncKQRjWWrTAGSB9g4Z63jJnBE2PPfZYO1c9uJR9FuK1TcCVuWuczXnbxKI4pBQsriS8sw5pQu4vslUx7DHspdV1iKcEgW58KArOfDaZ7+fISx955JE2t8zPgxRVEbLE5xGqDr6P5nVOZf059n3+cN/HjRtXLvQr0jmaevcazyXdyMhuA/eYOTz4sG3btjVfO4Yzlc4qOpX5gw0tRKooUSJypQgB46JClRPVN1tssYW1Zrr2Iy2cvE6yhAGbBMk4zPIeVBkbLlTkkhDhDy2zdJCQ8CExQkUO14wkEQEdgvlFbG9n7RMMoaIiNWhnP+aYY6xLJ/5eSFBhcFIpUpRkSeoJWapcMRaBuSl+jVTh0g1DZU7WYSLJiVEquS1RVwjue6BfrB6+JxLQRsKSQgNPNOEEkizhmc4mS7IB8TyDCASM6SZCooROGN9LCDbRdcrZSuIkS5HO2FTXDuuAOUHZDp04yHTfffdZhy9yW77/F/ne5z1QljOTLmqey5qSJXkXTYhiklqwuJKgUIvnlvOVIgOeX6rXsVscCgKpZr/nnntKKbCqfQQZPxLf1Q2cp1gq76Rybciu87zOqfi+40fFcygvvPDCcrIknlPiwf0ikGr3Gl0uSGwhM0sx7vDhw00FBJl37jnxnOyeSKIQO0gFWiJ1lCgRuZNywLioPPfccxbAwclGdojqcyqHfXjsn/70J5PtwWijuiWlIZUEjkncuB46HSPf/e53y5UTVBPR/UKlJYEeDz4V0Sl55513knTOSZRQDYI8lSdE/P4yTBEjjfk2XhWVOiknZDHocf7QbeWeY2g6VA91797dBs2muE6EaKwwW4Lq1uuuu8728RjOWZIlJCHiQbMpVT5zxl588cV2/tNlyjBNn/NFctaH4qpj7dupkEbeieBNNrBEgKE6qaciJ0nyxs/O1UmWCFHkYHGlQWCbJIjviUgQkmgYMWKESdRy9iLhg7+bgtxWvJfceeedpTFjxlh3WtztQpc78lrY/tlkSfa/IWonaenDzeMiIGydJk2a2N6PYgXfw6677loqIil1r/FsEsNjFgw+LDJzDrKiJEuI66Q4/0WIb0KJEpEEqQaMi0J2OCaa6FS5OlSLduzY0aQH4sHWqYFzQeuxB7MJytNR4pW5SDl4ayea3v6Zi1R9Ux15rv2ajBcMHIye6gJ9U6dOtcRbkYydlBOyBCVJBtL5koXqIfTVcQq1RwqRPwQ3SGz6GUvCmOQIWtIER9BpJmjDe9CN9lkTqcitsZ/Es1I4d3FykXrywgP04JFZ1J5TN2q6fyTuKUTIgn1GRWaRKl2LBM+lkiVCpIn7FCSMHaRm8Tfi5AkBboLeJFE6deqUuyJCFoL1FChynVTbM4T+8ssvL/+ejkIkOvF1XVpM1B3uMTJs+EvVQQcGMQXUKigEybvLt1K61+jyYo5Kr169ykPdHRJWJEs4b/O+TiHWFCVKRFLIWakdfvjMmzfPgjUEXtHljPFkCRUIWY3XVD4DASaMXrpJ0ERnkDiHrCdJMD6zBrHWTO2J7x3JJx+65lC95e3KTtbQKZLhk1pC1luPGfLIbAASmQRfs7JmJHioAPeKbyFEfhDEIYFJ0vXjjz+2wDbDKTm7cNKRinQZrmy3SUOT3Z9xYpFs8HPUgzTsQ507d64SPHZS2jOLRHzf0OEmCeLrgSpMZlMddNBB9j7WFPt+3759rVNW97x+1j3PILYkiSe3b5DwUbJEiDSho5Eh0Mzt8OeVJH4sVcg+Sqc1z3beZ2wWigzY25k/5clZ9hkSOyg8xAkg5K9F7clKJyJZjN8KFK/MmDHDZnsgL+rJN5IoDz/8cDnJULRCy5S61/z+M3+HMxVZd+41z2YMXVUUXsaxBCGKgBIlQlSQcclBRGUoLZkEPdC5jg9VujCaNWtmGuR5V7HU5JSOHDnSqnD4DDfeeGOVayfJQ6eDqN/7T1ssRjst7QwURKLC1w1GJ5UiDJ+tFFILiHgABwkBgjckS3zooMNzrcGyQqTBlClT7Ixq1aqVOeL8HU466SQ7p1JwvuN9joSOO9XIUtAt4nCtBBFIyGY1r0XdYV9nttp6661ncqeupY98G8UrXbt2tcQbfwg0eJVraudUUXDbha4ppCu7dOliM/kGDBhQnm3gyRLk8TyxKYTI/9llNiK+LF0YJEfoBkfC6tBDDy0tWrSo/L5U8Gvxn/hKnKUxJMGRwqa7xCWwQXt87YnXAMPDX375ZUuwkSxhhilFB/hNBPE322wzk17OIom8+oXkJl1eJEuyXT3Ec5jDI0SRWCsIIQrPf/7nf4Z77703/O53vwtz5swJr732Wmjbtm0YN25cmDt3bvl9G2ywQVi6dKm93rRp09yu93/+53/CWmv97/bz5ptvhtdff738u5133jl88MEHoXfv3uFnP/uZvbZ8+fIwePDg8N///d9hyJAhuV13JeH3/+yzzw7jx4+3e3311VeHGTNmhBNPPDE8++yzJNLDqaeeGi677LIwcuTIcPvtt4dK+ux5w/2Fli1b2s/Ro0eH3XbbzZ7hSy65JPztb38rv5fXNttss9yuVQjx/xk0aFB44oknwh133BGmT58ejjjiCHv9n//8Z+jSpYudVXkSn7Fjx44N55xzTnjqqafCv/zLv4TjjjsuPPTQQ/Y6NGnSJKy99tp2zc2aNcv1uisB39cB+4s1MmXKFLO7uP8XXHBBuOuuu8L+++8fXnzxRbNpDj744HDUUUfZmvrud78b/uu//iuZc6pofOc73wmzZs2y+zlixIiwZMmScOSRR4Z77rnHXsPe5Bk988wz7UxdsGBB+OSTT/K+bCFCY98veXbZDw877DDzPe677z7zP954443w/PPPh0cffTSkBtcMf//73+3n+uuvb9f76quvlt+Djd+nT5/w1ltvVbHr2eM5q8WawT3z+/7b3/42/Nu//Vv48ssvwx577GG2DP7qjjvuGMaMGRNuvfXW8Ktf/Sqst956X7vXnMeibs9s/Pd99tnH7Eqe1QkTJoTHH3+8/B7O3u9973sNfq1C1IXvkC2p039BCJErTz75pAVB3nnnHQt077LLLuUEBM53mzZtwq9//WszIFIDR/WPf/xjWLlyZejbt68ZPO3bt7eff/jDH+z1TTfdNHz66acWxPnzn/9sQQT+WQZO3SGYcNJJJ4XJkydbYmr+/Pn2PXCPe/ToEa699trQs2dPM0gxNvv3729BNfHtBTYJtPI8P/LII2GHHXaw5EmLFi3yvjwhxCp45ZVXwrRp0+wM5tn9wQ9+EFLgjDPOCDfddJM5rQQOOE8prLjyyistCLXllluGbbbZJsybNy989NFHliDXHl8/kAzhjN14443N1gGSVRQmkCAZNWqUBQSzyL6pGytWrLDCmu23394CaBTecJay1vld8+bNLXFFsmTZsmW23rE7hRD5QEL5r3/9qyVJsIUJdP/jH/+w5PLNN99s++YNN9xg733sscfsLEuJ2267zc5QzlUKFdl/9t1333Dsscfa/g8kTvDJOY/Zj0Td4RwlXnDQQQeFfv362WskoogddOjQofy+vfbaK3Tt2tV8XVE73zQuvsFWpBi3JmbPnm22Z8eOHcN5551nZ7EQRUTlSkIUHKokvvrqq/CXv/zFKuOcTTbZxLoDPvvss3D66adbEDwlZs6caZWWVM5PnDjRKlwPOeQQM5YJIFx11VVWBfKjH/0oDBs2LCxatKhcaakgQv1A5c3w4cMtSfLAAw9YVwldSS+//LIF/s4///ywePFie+8vf/lLCyhw/0X944Yoa5zkCMHLF154wZxFIUTaxQoXXnihBcYffvjhZJIkdKHRBch1EZAnSUJtVOfOncNpp51m+wwBhWeeeSZ0797dfrLH590NUwlgxxDkI4D28ccfl1/fdtttLQjIGiGoRtAsi+yb1cOrg+Mq4S+++MJsYgKuBMe493vuuWfYb7/9zMY58MAD7RklqEZnSadOnZQkESJHOG+oPMfPo1OTRAiJfc4j9lA6IK+44opwwgknWPCbjo28ydYYkwTBR6VgkeIy/CX879/85jdWkPD0009bp36rVq3Cdtttl9t1VxIUWe69994WO4iD9uuuu66tExImxETociBZPmnSJPu96sPX3DdlfV933XX2d2xK7BjuaU3wvWBf0qm50UYbNeDVClHP5K39JYSoOwyLO/DAA20Y9B/+8Icqv3vjjTds0CyazHmS1WJl0N3YsWPLf3/33XdNr5vP8Oqrr1b735CeaO2pTgsXXXrWDvMw0NV3re4VK1aUfvjDH5pOMHrBon60dBmkPH/+fBvs+03fE3MDmMsjhEgb9lGe66VLl5ZSAk3o73//+6Xly5evtiZ6CrNVikhWpx5mzZpV2nvvvU0fffbs2VXe/9RTT5nNdvTRRzf4tVYSzBy55ppr7J9vu+02s3U///zz8u/Rqt9zzz3LZ+kdd9xh8wPQssc2FkKkwbPPPlvaZ599zAdkVuX9999f6tevX3koOsRnWV7Ee7zP/oIddtjBZmI4EydOLO23336ltdZay2aT9O7dW/On6hnmj3B/zz///NLf//73Kt8P8zKYuXnwwQeX77vsm9px+eWXWzwAe4WZpcyEWR38OxGiqEh6S4gKAU1UKlaoQKeabsCAAeXf0QWQp5wG24zridI98tJLL1mlBzJPl19+efl977//vrVoohtNJRFV9aLuxC2zdCnwXVC1ihSF3/fdd9/dqqLp6kFrl7ZZZLmoQlaFa91hjgHt+BtuuKFVG1900UV2f5EBWdX3JYQQtTlvqaCkM5MKXarsY3P/zjvvtK7TWBIhPqfF6hPv19hf/LPPeqHaFRsHGwz5rVgClSrNbt26aa+vJS7RQ7c0UjbIaSGtgha6w3wDr06n6hi7hgr2c88916q7hRDpgC+CXCFzDpCwYq4mvizV6alBtwgzU+h4OeCAA6wLn6587Hz2GaCrAalL9ni6NvmZtz9eRFblE+GzIsGFZDHSZvGcNdQRtthiC933eoCuZFRA+Ikc3uogm1IUHSVKhKjAZAlSXLT+xg5jXsQH5aWXXmp6lRg2tCO3a9fOAjlouTq0c9I2i+wWeu+i/u4/hiQBMnjvvfcsUI+RT7D++9//fth6663N0Gc+zPLly62VnH9Xmul1u/esadY4z+bOO+8cFi5cGIYOHRpOOeUUC9j4MHchhKgvCBJstdVWNqcBGUWHRPjhhx9u8gjImYj6CeCQEEHeCfkn5l8grUViHP19pGOYP3XWWWdZUUJN/w2x5nC2oonOmmZOEHhQ7MEHH7S1//nnn9usAL6fJ554QkNlhUgY9kqSDRTWtW7dOixZsiQpOxmfCB+bwDEzBEeMGGF+LX9funSpXTvyitm9XXv9mhPfMwrOSEiR9KbIwAsPfvrTn9pcVs5XfNg4WZL9b4jaMXDgQJsXS+yGRObRRx+d1DMpxLeBUqtCVBBU/2NYcqChj/rzn/8896o5D9LjnDJHhWqhPn36WPDYB7jj0KIjDVQQffjhh7lfd6UQJ6kYzo6hueuuu9psEqq0qIRCb/Tuu++2gXhUP7Vp08aC+fy7BPuVJKkd3D/W+5///GereMWxWmeddayTh/X9i1/8wt6nZIkQor4hGExXCXs9iW/2+qZNm1olLIlyihFE3fDgC8ko5nudeuqp4csvvzQd7169etmMEoI5BP74Lvj99ddfb2du9r8h1rwIgYAlZ+duu+1mhUI+04D5a4Bdia1JBzPV3RR/KEkiRNrPNrP6CMb+5Cc/sU6M1OxjfCL2Gez5nXbayeZlMA/JC8x22WUXS5Rkq+m11685fs+YtTp16tSw+eabW8B+2bJllhhhpikzT/Ff6SCkq5MYCLZO9r8h1vyMJXaDTeNFCKghUOQHxxxzjM2EARKEFIgIUVHkrf0lhPh2dJtT0ktHO3rbbbct9ejRo/Taa69VuU5mYey1116lOXPmfO3f00yS+oH7iE7r9ddfX9bpbt26dWnSpEn29y+++MJ+MqsELW/XeJWea9254oorTNt10003Lb333nv2mt/f22+/vdSsWbPScccdZ/deCCHqE/aaGTNmlLp06WIzwJhZgg68a3brjK07zLrYfPPNS9OnTy+/xn1Fr75bt27lez1z5szSqFGjpE9fR/z8XLhwYemJJ54o2y+DBw8u7bjjjqUrr7yy/Br42erfgxAibeI5ICnBXE1semAfP+qoo2xuA3vLlClTSkOGDDF7nz/PP/983pdbMXB2tmvXrjyvhtmal112WalJkyal8ePHl9/Xp0+f0sCBA3O80sp6/u68887SRhttVDr33HNLL730Uvn3zDNlVsm4ceNKy5YtK40ZM8Zmsf3tb39L9tkVojYoUSKE+NYhObL//vuXWrZsWcWoAYbMMwRv6623NqdX1C8YLQxn79Spkw0cXrBgQWndddctD0AloHDaaafZcNkYBXPqj8mTJ5vjxEC8rBF58803l9Zff30NbhdCfGt8+OGHpSVLlpReffXV8t6uRHjtyO7hL7zwgu3hfoZ++eWX9vPTTz8tde7c2QI6WXS+1u3eU+zRtm3b0gknnFAeyk6QhsBlr169LKDJ93D22WdbIQ5rXQEcIURtIRkyevRoCxAzRHz27NmWEKcI0Pd43nPyySdbMYKKEGqP79X+c8KECaWddtqpyntWrlxZOuecc0o9e/Ysvf766+XXdbbWD7NmzSq1aNHCYgXV2YoXXXRRqXnz5qXtttuu1KZNm9LixYtzuU4hvk00o0QI0SAg6YQeOi2zxx57rMkQOUgm0M6JJIVaZOtGTVqszCN56qmnrI2W2S8+vwZZCiSgGNAmKZb6aVVGZgWQD3CQETjttNPsJwNo4/d/9tlnyUkLCCEqF2l21/2+ffLJJyZTifwTeulo1DOnxGdkcA4gu7X//vubNJeoHx555BGT5GFIO/cc6Q8/S5FdOfnkk23IMq9h39xzzz0mjyOEEHXFB4e//fbbNtsReT+krpGBcknFWBpQ0sW1B7lE9nfmZiL3NH/+fJPecphBxRnA6z179iy/Lvum7gwaNMj8UuIFK1euDK+++qrN4GHGHRJnyM79x3/8h31H2223nUm/C1FpaEaJEKJB6Ny5cxg/frwNtL7uuuvsNU+WcMDeeOON9s8yLGtPbBwy2I57udlmm9nfGSKOUdO7d28bdgfo6Q4ePNjeN2TIkFyvvei4Y8RMEtY3esU9evQIF1xwgQXTMPJ5Dz9Z38wNcP1iJUmEEA2Jggh1O19JeL/++uum0U1wDL16dOp5nT2euWu8l7M1O1hW1I3HHnss7LXXXuGII44on6F8N5yrzZs3NzsTW4c5PLyPJJYQQtQHJEcmT55sc4+Y93XLLbeYDb/11luXEyWa71h3mO81b968cOWVV9q8lw4dOoSbbrrJCi033nhjew8zMTp16mQzNGJk39Teh6XIoGPHjjYv9vHHH7fzlvlr7777rvm1FPYtXrzYZm8yZ1aISkY7iRCiwSAhctVVV4UWLVpYYuSGG2742ntkWNYeNw7PPPNMq2TdcccdLZhAwODQQw+1ZMhHH30Utt9++7D33nuHfffdN7z//vthzpw5dt8J6ojagYF59913h/79+4d27dqFAQMGWOBs2LBh4dlnnzUjlEG+v/3tb8OIESPM8BRCCFGs8/WMM84Il1xySdh1111D69aty0Ufffr0sX29X79+4bzzzgu77767VV/SzSnqD85TgjYko7BbPEkCr732miWmGOxLQE1JEiFEfdO2bVsrOCNgTKc4nY7T5o8AAA6cSURBVGz4UTHZQe5i1WQFbuhgWLRoUXjnnXesW4Qzls4dklP33XdfePrpp63wslWrVtbRIOoG63X27NnhgAMOCM8//7wl/ig8+PGPfxy++OKLcPzxx1ty5Nxzz7Wzl04SISodSW8JIRocpLYIJO+www4mnyDqj5kzZ1pFK8YkAQSC8ySopk6dGrp27WrVIgsXLgwrVqyw15HgIsiAVAjGj6gdL7/8cjj44IPNcMegxIikRZwKHKrMrr32WjP2MUYnTpxo7frf+9738r5sIYQQqwnBsKFDh4Zp06aFXXbZpUolJsF7ZKEmTZpkwRsS5tdcc41JMKpTtvb4/fWfFNlQZUzRDUEc4P4i64rsFgUhJLGEEOLbwvcjIKBPsJ49Pn5drB7xPXNJS/jRj35k3TqehEIGiiTJAw88YF0mnLNz5861M1ZyW3WDoskxY8ZYl86oUaPsNYos+bPNNtuU34ePSxKLpBXyW0JUMkqUCCFygaDChhtuKMOmjmSNQ5IgtMsSMACMHDpIaFX+/e9/H7p37/61/4aCOHUHRwnj/eyzz7a1TaDmwAMPNIOTRAlBNX7HdyEnSgghigfSH1dccYUlRNZbbz177ZsCNCpCqFvwzHXqmflCQIxKYvTTKTyg0AN5LTp36NYkiYJci/TShRDfNtmkiHypukGBH8V8SFnS2fDKK69Y5w4S0XRyAucBM085c/Fn+akztm4wvxQZUSTMRo8ebUV/WV566SWTlSaO8PDDD1eZCSNEpaIIpRAiFzbaaCMzcAgyiNob6R6goUuBTgYGstOq7LRv3z48+eSTYenSpVYJ+8wzz3ztvyPDvu5stdVWZePy9NNPt8QI8izM5sGgpNOHgb5fffVV3pcqhBBiDfCass8//7yKRGXc7cCg0yeeeOJr/54COGuO31eKD+g+pgOTnxQh/PCHP7RuEjqTR44caZ2ZBNV4jSpXJUmEEA1BtuhJvlTt4VzFP73//vtNZovCMs5b/KoXXnjB/gByUOz5W2yxRTmGoDO2blDMRzEliSnktXzmi9s9vMbsL5JYFCIoSSIaC0qUCCFyRR0lda9kuvTSS61zYeXKlWHZsmU2K4MAg0PnDskSqmCpCBF1w41HunWY+UJ1Ey3IDHnEaOfvtOF7WzJar3T6IMmy9tpr53z1Qggh1gQ/a5k7whyMcePGlV/nDxr1N998s3VzVvfvidrN/DrkkENMYoVg2QcffBB69+5tsh9IbjHj7rLLLrOBsocddpgFc0iiCCGEKBYkmegkGThwoO3r+EzM/FqyZIn5rvyp7kxVDKF+oMjg5z//uf2k6IO5JH6vd9ppJyu0vOeee8yfFaKxIOktIYQoMFSwEoCnNZlhsgQTCBysv/76NtSdSkxn+fLlpumqqqe6J6joELnwwgtNDoRkCQN7jzzySJNjQc+Vaic6fGbNmmXzYaiGQrNeCCFEcZk8eXIYPnx4WR6kadOmJhlC4pyCBFW31h0qW6kqJjjDOUrxAUmSzz77zOS3kP7Ycsst875MIYQQdYB5U/hVzNak0IwZU/hYzHW89dZbw4IFCywpDs8995wlzkXdfVi6d/BLkbXs0KGDzYOBfv36Wbcm8QMKFJo1a5b3JQuRG0qUCCFEQfn3f/93q7yh8oPqy27dutnrb731lum6kiw566yzwh577FHl35OObt2gWwcDkntPoIzvAaOSlvF9993XjHl000lKYfjfeeedqnQVQogKALeJRPmIESPsLCU53rFjx3DvvfdqcHs9BHCQp3z77bfDhAkTbO4IclvYMLvttpsF0w466CB7H5WvSpYIIUQxodAMP+q8884L/fv3tzkZdG0StKdL8LTTTrP3MJ/kxRdfDH/60590ttYD+KTDhg0zua2PP/7YZryceuqpdr56soTiBAa3I3kpJQTRWFGiRAghCgotyXQyzJ8/3wawEbhxmEmCbAVBB6pxkIIS9QNzYEiCXH755VZ5Q3IEKRAqjZ0VK1aEDz/8MLRu3Tq0bds21+sVQghRv9BJ+Omnn1oyfLPNNtNQ2XoAyY/bb7893HbbbeGvf/2r3VcGtjPA95ZbbrHuHYpAKAzhdwTPeE0IIUQxYR8/55xzLEGOhDFKCCTCKfRjfkacSFchQt2gi4SigzFjxpgSBYWV06dPt/uPT3vyySfb+yhOIH5Acgp/V4jGiIT9hBCioNBBcs0111iQngoR2pSdLl26WKcDRqa6GeoPAmFPP/206bQyaBA5ECqg0NIFBsouXrzYqoy7d++uJIkQQlQg7O0E69nnNVR2zUFGK4bZLxdccEFZLpR7yxnLTBJkRT0h0r59e9NKp0BESRIhhCg2JEcoNKMz//nnnw9HH310eOihhyxI75AkIVmiJEnt8Lp4ivs6d+4cDj/8cJPVQiaazpHzzz8/TJw40RQRYO7cuVawoCSJaMwoUSKEEAUGg2f8+PGhZcuWNqg9TpZsuumm4cYbb7QgDlU4ou4QCKODhPtMIAcZkKuvvrosGcLAQSRYdL+FEKLxoKGyqw+yH3TDUngA6KXfdNNNVthBB4mfn+uss451ZVIQQuCMrtn77rsvbLXVVmGjjTbK+VMIIYSor8IDugUpNENy6x//+EeYM2dOlfdkB7mL1QcJM0AelOIDOjYd5pTsv//+1rlJp6zTqVOnXK5ViFSQVS+EEAWHhAidDC1atLDEiA++i1EVTu0rcJYvX24yWs4OO+xg7coEas4++2xLnhDYoRp20aJFYdCgQbrfQgghRAaqVJFVGT58uJ2dnLO/+c1vbCbJSy+9ZIEcXvckCucq89aOPPJIC5whu0XHrBBCiMrzuZCSnjdvXnjwwQervC5qx5NPPmmSWitXrgw9evQIPXv2DFOnTjU/1tlkk03CBhtsYAkqIcT/oh5xIYSokGQJgQYGrz377LN5X05FQPXSXXfdZYGaL774Iuy6667h4osvDj/96U9tPgyG5oEHHmht42jVL1y4MMyaNcs6TYQQQghRFYbEkvhAEpSkxwcffGDSlSNHjrTzEzvGkyjAfDW6SaiApeq4TZs2eX8EIYQQ9YzLa/GTge6gmSR1B6UDpCrffPNNS5L0798/XH/99VaM8Mtf/tKGuo8bNy588sknYZtttsn7coVIBg1zF0KICuLdd98NG264oWRA6gG0cvv27RuOOeYYC9BQ9Yoe/ZQpU0LXrl3D/fffb8Yn2upIgWBwbr755nlfthBCCJEkSKsMHDgwdOzY0RIgN998sxV40LV5/PHHh/fee8/kt9CpBwXKhBBCiNXDk03M+EK+Ehjgzhy1BQsW2N+R7Ga26WOPPRa23HLLsGLFijBz5kzNNBUiQokSIYSoQDCIlCxZM/w4dB1cEiC///3vw5gxY+zv77//vlW3Un1DsqRbt265Xq8QQghRNE444QSbO9KrV6/w6KOPll/njOV3dJmQKBk8eHCu1ymEEEIUjQceeMCKEChK2GeffcLSpUvDnnvuaUPcGdwOFFbSZUIxAkoImvslRFUURRNCiApESZLaQZLk4YcftuTIqFGjrBXZoVMHrVd0XYcOHSqJMyGEEGINoMr1lVdesU5NqliPOOKIKmfs1VdfbQGbsWPHhltuuSXXaxVCCCGKVvRHtwjnJ0oHJEZIhtCp+fLLL1tXJ7Rv396KFXr37q0kiRDVoI4SIYQQIqrC2W+//cLuu+9uLclIbl177bX2mneaUO1KV8kee+xhM0yaNm2a92ULIYQQhYCBsc2bNw833nhjuOyyy8L2229v1a/OO++8E84666xw4YUX2lkrhBBCiFXLbTmLFi2yuSM/+MEPzE/ljGUmCR2cw4YNCyeddNLX/h0hRFVUciyEEEL835DZe++91wbLzpkzx6S3SJRgbM6dO7f8vg022MDamHldSRIhhBBi9SFJAoceemg444wzrFMz7izp0KGDJVGUJBFCCCFWDQkP/FSGtAOJkfXXXz+8/vrr9jpD3IFuzlNOOSU8/vjjSpII8Q0oUSKEEKLRQ6DmV7/6lQ2669Gjh73GsNnp06eHjz76KFx88cVVkiXt2rWzwe5CCCGEWHPWXXddS5acfvrpJmXZr1+/8u80wF0IIYT4ZpDWIvlBt8igQYNMEWHChAnhmWeesaK+4447LlxxxRU2A4xCBJIoQohVo0SJEEKIRs96660Xvvrqq/CXv/zFkiXOJptsEmbMmBE+++wzC+bMnz8/1+sUQgghKoUWLVpYsuT4448P7733nsluCSGEEGL1oLAAuUoSI++//775qyeffLLN26QQcOHChaFVq1bhqquuCi+88ELo1q1b3pcsRPJoRokQQggRQli2bJkFaz7++OMwfPhwG4LnvPnmm2Hw4MFh6tSpoUuXLrlepxBCCFFpc0v++c9/hn/913/N+1KEEEKIQkKiZNasWWHs2LEmIY1c9IABA8Lo0aPzvjQhCoUSJUIIIcT/8cYbb4QTTzzRgjZDhgwx49JhEF6TJk1yvT4hhBBCCCGEEKI6KDxgBtjEiRND69atw5IlS0LLli3zviwhCoMSJUIIIUQ1yRKkuOgqOeqoo/K+JCGEEEIIIYQQokYI7/qw9gcffNBmam688cZ5X5YQhUKJEiGEECIDUlsDBw4Mbdq0CdOmTTNtVyGEEEIIIYQQogjJEiHEmqNEiRBCCFENb731VlhrrbVC586d874UIYQQQgghhBBCCPEtokSJEEIIIYQQQgghhBBCCCEaLWvlfQFCCCGEEEIIIYQQQgghhBB5oUSJEEIIIYQQQgghhBBCCCEaLUqUCCGEEEIIIYQQQgghhBCi0aJEiRBCCCGEEEIIIYQQQgghGi1KlAghhBBCCCGEEEIIIYQQotGiRIkQQgghhBBCCCGEEEIIIRotSpQIIYQQQgghhBBCCCGEEKLRokSJEEIIIYQQQgghhBBCCCEaLUqUCCGEEEIIIYQQQgghhBCi0aJEiRBCCCGEEEIIIYQQQgghGi1KlAghhBBCCCGEEEIIIYQQIjRW/h87wGUMQdm5qgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat_import_gini = rf.feature_importances_\n", "fig, ax = plt.subplots(figsize=(20, 5))\n", "ax.bar(range(len(feat_import_gini)), feat_import_gini, align=\"center\")\n", "ax.set(xticks=range(len(feat_import_gini)), xticklabels=X_train.columns)\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In practice, permutation feature importance is preferred in practice as impurity-based feature importance for trees are strongly biased and favor high cardinality features (typically numerical features) over low cardinality features such as binary features or categorical variables with a small number of possible categories.\n", "For comparison of the two approaches for the *RandomForestClassifier* you can check the link:
\n", "https://scikit-learn.org/stable/auto_examples/inspection/plot_permutation_importance.html#sphx-glr-auto-examples-inspection-plot-permutation-importance-py" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature importance with pipelines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the permutation feature importance with the *pipe* estimator as well:" ] }, { "cell_type": "code", "execution_count": 322, "metadata": {}, "outputs": [], "source": [ "perm_pipe = permutation_importance(pipe, X_train, y_train, n_repeats=30, random_state=0, n_jobs=-1)" ] }, { "cell_type": "code", "execution_count": 323, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat_import_perm = perm_pipe.importances_mean\n", "fig, ax = plt.subplots(figsize=(20, 5))\n", "ax.bar(range(len(feat_import_perm)), feat_import_perm, align=\"center\")\n", "ax.set(xticks=range(len(feat_import_perm)), xticklabels=X_train.columns)\n", "# Set properties of x axis using setp, we will rotate the labels by 45 degrees\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check Gini index based feature importance method for decision by accessing *feature_importances_* method with `pipe.named_steps['classifier']`. Note that the feature importances might be different from the Gini index based feature importance method for the original Random forest, given that Random Forest in the pipeline is trained on scaled data:" ] }, { "cell_type": "code", "execution_count": 325, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat_import_gini = pipe.named_steps['classifier'].feature_importances_\n", "fig, ax = plt.subplots(figsize=(20, 5))\n", "ax.bar(range(len(feat_import_gini)), feat_import_gini, align=\"center\")\n", "ax.set(xticks=range(len(feat_import_gini)), xticklabels=X_train.columns)\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial dependance plots and Individual Conditional Expectations with sklearn\n", "\n", "Knowing which features are important is useful, though typically we also want to know how exactly different values influence the prediction. Partial dependence plots show the dependence between the target function and a set of features, marginalizing over the values of all other features. `sklearn` has partial dependance plots, which can be used as follows:" ] }, { "cell_type": "code", "execution_count": 327, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 327, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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njtzFAVBm8JWUlCSCJg6iNPHtuLi4Cp8TEREhuhvy83ic18yZM2nRokX04YcfqtfhcWNr1qyhnTt30tdff003b96k3r17U2Zmpnict21ra0vu7u7V3i/Lz8+njIwMrQX0r30DNzH5Ym5hsQjAAJRKrjrE3saKVjzXmUZ1DaQRnRpQgJs93UzKFgHYtbjSehEAlMGcj0We7hIoLv+8FEcJGXlyFwfAPLIdlpSUkK+vL61cuZKsrKyoc+fOFB0dTQsXLhTjxtijjz6qXr9du3YiGAsODqYNGzbQhAkTarzv+fPn05w5c+rkdYBu41a4i9TSfeH0x4VYGtJBe3wfgFLIWYc093ehBSNKE9jEZ+TRuNWn6EpsBs3Zdpl+noiu1gBKYc7HInwytpmfM12Pz6JuH+8VXaitNbIh8lCF1/s1pXE9G8paTgCjbfny9vYWAVTZLIN8u7LxWpzhkLMb8vNUeKwWt1hxN8aKcAsXPyc8PFzc5m3zupw1sbr7ZTNmzBDjxVTLnTto9jaUnnf7dt9IyJK7KAA1Zix1iJ+rPX07prNI6Xz0RjLdSsqWpRwAoNx6RK6TsZwN0cOxdMx/TkExZeQVqZfUnEL66cS9YSYAxkq2li/u+sctV3v37qWhQ4eqW7b49pQpUyp8Ts+ePUWiDF6Px4ex69evi6CMt1eRrKwsunHjBj3//PPiNu+Tk3XwfjjFPOOsiTwujMeTVYbT2vMChufpVPq/TcuteEJmACUwpjqkgYcjPdTMhw5cSxTzgL37qPZ0HABgnIypHpHDo23riSU7v4gSM/OpRCrNfJiSXUBPrjgmulTnFxWTnfW9k/QAxkbWVPOcZp5Txf/www905coVmjRpEmVnZ6uzH44ZM0ac5VHhxznb4euvvy6CLs6MyAk3OAGHyltvvSXSx3M6es6KOGzYMNFS9swzz4jH3dzcRPdD3vf+/ftFAg7eHwdeyHRonNwdSs9ypeUUIMUsQB0Z1fVe6ubCYsyjBwDK4WRnTSHeTtTIx1ksnYM9xPxgxSUSRSSiNR+Mm6xjvkaOHEmJiYk0a9Ys0XWwQ4cOIlGGKgkHt0apWrhYYGAg7dq1S8zTxeO5eH4vDsSmT5+uXicqKkoEWsnJyeTj40O9evUSKeT5usrnn38utsstXzx4lecWW758uYFfPVSX693gi+OurIIiMREjANROv5a+5O1sJyYz/frADWrh71Lt5/q42FGHQHfRDQgAQG5cF/HY1lO3Uul6fCa1rOcqd5EAKmUhSXfbbEEnnGGIW9G4z7WrK77k+tZy5k6R8fDQ230pyMtR7uKAkVHi99EYyvzpzqu0/MCNGj13aIcA+nBYW3K2U1TeJgCj/T6aU7n14f9+u0hrT0TSK30a0zuD0JUajPf7iF9NUAR3RxvKTS+mtNwCCiIEXwB14b+9GoqzxDxeorr4bN2FqHTaci6Gzt1Jo/Uv9RBJPAAA5MQtX4zrNABjhuALFMHd0ZZi0/MoLQdJNwDqCnc7/G5sV52fd/p2Cr3681m6lZxD3xyMoFmPt9JL+QAAqquZX2nwdQ3BFxg5WRNuAOicdAMZDwFk1znYkz4a1lZc//VMFOUVFstdJAAwc6rg605KrsiGCGCsEHyBYrodsvSc6nePAgD9ebCZD9V3d6D03EL681Ks3MUBADPH09JwMiAWhnlBwYgh+AJFBV88iSIAyM/K0oJGdg0U1385YT4TvQKA8Wp+t/Xrehy6HoLxQvAFiuDmcHeiZQRfAEaDgy8Owk7eSqEwjLMAAJk19XMWlxj3BcYMwRcoquWLsx0CgHHgLIf9WviK61vORctdHAAwc6qWr81nouipFUdpxuaLdCk6Xe5iAWhBtkNQBA/1mC+0fAEYk4Gt/emvf+Pp0PUkenug3KUBAHPWOdhDPUSBJ1zm5ZeTkeIYglvpXe1txATMnJY+0NOB2tZ3oya+1Z9gHqAuIPgCZXU7RLZDAKPSu6m3uLwUk07JWfnk5Vw64B0AwNCa+rnQtim9KDothwqLJdr9b7xICKQaL56UVUARSdm0/WJpkiBLC6LlozvRoDb1ZC45mBMEX6CsbofIdghgVHxd7amFvwtdjcukI+FJNKRDfbmLBABmrG0DN7Gwx9sHUHpOG4rLyBO3EzPz6XJMOoUnZIk662J0Or2/5RJ1b+Ql5hMFMAQEX6Cw4AstXwDG5qFmPuJAhrseIvgCAGPi5mgjFsbdDXvdba3PLyqmx748IgKxuX/8S4uf7iBzScFcIOEGKIK7RrdDSZLkLg4AlJnzix0OS8T3EwAUwc7aij4Z0Y4sLDhBRzSdvJkid5HATCD4AkW1fBWXSJSFmesBjG6Qu72NJSVk5osWMAAApdRdg++O9zp1C8EXGAaCL1AEexsrcXDH0PUQwPi+nzxmgj3//Ul6+ptjdCQsSe5iAQDcVxPf0rnB7qTkyF0UMBMIvkBxXQ/TkfEQwOgM61g61ispK19033lz4znKKUArNQAYtwYeDuIyKjVX7qKAmUDwBYqBpBsAxosTbZz8v37066QeYv6c+Ix8WnkoQu5iAQBUKdDTUVzeSUXLFxgGgi9QDDeH0uArFenmAYySr4s9dQ72pHcHtRS3vzkYQXHppSmeAQCMOfiKScsV48oB9A3BFyiv5QvdDgGM2uC2/tQl2INyC4tp3OqT9Pu5aIpKzaHotFxKz0HGUgAwHv6u9mRtaSEmZY6/Ox8YgD5hni9QDI+7EyCmo+ULwKhZWFjQB0+0ppHfHBPZD19fd07rcVsrS3KysxLrqTjaWlELf1dqWc9FDIDns9E2lvfOD/KqTnbWogXcw9FG67kAADVlZWlBAe4OFJmSI8Z98XUAfULwBYqhmiQRY74AjF+b+m508J2+9POJSFp3MpKSswuI27sKikqooLiECnJKtNZPyS4d8L7nSvx9t21nbUn1PRyoiY8ztQpwpU5BHtStoafIuggAUJOkGxx8ccZDrksA9AnBFyhyomUAMH7eznb0Wr+mYlHJKyymxMx8camJg7MrsRl0LS6TIhKzRRfFEo3uiXw9O79YzPOXX1Qi1uHlr39LgzVba0saHRpEs/7TCq1iAKCTQA8e95WMjIdgEAi+QIHZDtHtEECpuHVKNcBdE4dnqrnCqlJYXCKSePBZau7SeCk6nY7dSKa4jDxa/fctsY2Brf31VHoAMOV088h4CIaA4AsUw/1utkN0OwQwXzZWliJ446VnE29xHyfw+GTnNVpx8AZ9tP0KPdTMB10QAaDaVCeEODEQgL4h2yEobszXjcQsmv37JfrzYqzcRQIAI8DdDF99uAn5udqJFrHvj9yUu0gAoMSWrxR0OwT9Q/AFihHgVlo5puYU0g/HbtPkn8+IwbEAAJwJ8d1HW4jri/66Rq+vOyvGjwEAVLfli7svFxVrJwMCqGvodgiKEeLtRF+M6kDhCVm050qCGJy/5ugtmvmfVnIXDQCMwNAO9elIWDL9eiaKfj8XI5YOge40oJWfyJDIAVrPxt4U5FV+zBkAmC8fZzuRtIezscam51U4LhWgriD4AkUZ0qG+uOwU7EHjV5+i9afu0Bv9m5KLfWmXRAAw7+6Hi55uT+N7htDyA+G063I8nbuTJhZNPI9Yz8Ze1DnEk5zt7o0Ns7a0pK4hnuRgi/FiAObE0tKCGrg7UERStuhRg+ALjK7bYVFREe3Zs4e++eYbysws7dYRExNDWVlZOm9r2bJlFBISQvb29hQaGkonT56scv20tDSaPHky1atXj+zs7KhZs2a0Y8cO9ePz58+nrl27kouLC/n6+tLQoUPp2rVrWtvo06eP+JHWXF5++WWdyw7yeaipDzX2cRJppzf8EyV3cQDAyOYYWz66Mx2b8TD93+CWNLRDAA3pECDm7+EJVbn1nLsuv/bLWfrvmn/Uy5hVJ+mxpYfRnRnADPHcgezrgzdo/p9XKCYN47/ASFq+bt++TYMGDaLIyEjKz8+nAQMGiEDnk08+EbdXrFhR7W2tX7+epk2bJp7DgdeSJUto4MCBIljiwKmsgoICsT9+bNOmTVS/fn1RHnd3d/U6Bw8eFMEZB2AcJL733nv0yCOP0L///ktOTk7q9SZOnEhz585V33Z0xFkOpZ2lmtCrEb3320Va/fdNeq57ENlZ42w1ANzj62JPEx9spHVfek4h/X0jiU5EJNOF6HQqLrk3lxjP8cNzhw1bfpS+H9uF2gfe+20BANPGLeKHw5LUS25BMc0d0kbuYoEJ0jn4ev3116lLly50/vx58vK6NyfLsGHDRECji8WLF4vnjB8/XtzmIGz79u20atUqevfdd8utz/enpKTQ0aNHycamtJsZt5pp2rlzp9btNWvWiGDt9OnT9OCDD2oFW/7+mAtGyYZ3qk+Ld18XB0xL9oTR9EGlg+0BAKrKmjq4bT2xlMXzh41fc0qMJ31qxTGa+Z+W9Fz3YEzaDGAGJvdtIiaG527Ku/+Np9vJaAEHI+l2ePjwYXr//ffJ1tZW634OgqKjo6u9HW7F4oCof//+9wpjaSluHzt2rMLnbN26lXr06CFatvz8/KhNmzb08ccfU3FxcaX7SU9PF5eenp5a969du5a8vb3FNmbMmEE5OVV/ybhVLyMjQ2sBefE8Ph8NKz0rxfP7nLqVIneRACqFOsT4+bvZ04aXuosEHQXFJTTz98s04uuj9NW+MHEwdvRGEp2+nUKnb6eKA7Sw+ExKzsqXu9hgRlCP6A8HXhyAPd89WNyOTUe3QzCSlq+SkpIKg52oqCjR/bC6kpKSxHY4iNLEt69evVrhcyIiImjfvn00evRoMc4rPDycXnnlFSosLKTZs2dXWNY33niDevbsKYIslWeffZaCg4MpICCALly4QNOnTxddHTdv3lxpeXks2Zw5c6r9+sAwBrb2pyc7N6BNp6Pov6tPiYMnzmgW2siTugR7igxnjrZW1DHIQ4z1AJAL6hBl4OQ9K5/vTKv+vkXzd1yhM5FpYqlKiJcjta7vRnZW985ncn3TKsBVJPBo4e9C1hqPAdQU6hH9q+dmLy456yGAPlhIknSvw3s1jBw5ktzc3GjlypUi2OLgxcfHh4YMGUJBQUG0evXqam2HE3TwmC3uQsitWSrvvPOOGLd14sSJcs/h5Bp5eXl08+ZNsrKyUnddXLhwIcXGlp9wd9KkSfTnn3/SkSNHqEGDBpWWhQO6fv36iWCucePGlZ5t4kWFzzYFBgaKljVXV9dqvWbQj8y8Qhr8JQ+Sr/wsVTM/Z5ravxkFuDtQsSRRmwA3kVYWTAN/H7leMubvI+oQ5YlKzaH91xLpaHiSGHyfU1AsWsRYUbFEOQVFlJZbSPf7FXWytRIZWl98sBH1bupjmMKDydUhDPWI/nEirzazd4nrl+YMJGc7JAaHuq1HdP5ELVq0SCTFaNWqlQiEuBUpLCxMdOH75Zdfqr0dXp8DqPj4eK37+XZlY7E4wyGP9VIFXqxly5YUFxcnujFqdoWcMmUK/fHHH3To0KEqAy/GyT5YVcEXZ1bkBYzzTPW2Kb3o39gM9biNv8OTxbgN6e4B1PX4LJq09oz6OXwm+qtnO1IT3+q31gLUBuoQ5Wng4Si6IKm6IVUkPbeQzkamigyKmkEYB2rn7qTSP7dTKTOvSAzgP3ojmRY/3V49ZQaArlCP6B8HWy721uJ7G5uWS039cJwAdUvn4IsDGU62wZkK+ZLTy0+YMEF0BXRwKE3TWR0cKHXu3Jn27t0r0sGrugnybQ6cKsLdB3/++WexHo8PY9evXxdBmSrw4oa8V199lX777Tc6cOAANWzY8L5lOXfunLjk7YAyuTva0gONvdW3h3dqoHVw9M3BG/Tb2WiytLCgjNxCuhqXSY8v/ZuWje5ID7fQ7voKAFBdbg421Ke5r1gqwtkUr8dninGpPOnzG+vPicDsmW5BBi8rAFRPgJsDXcvLFF0PEXxBXatRW6q1tbUItnipDU4zP3bsWJE9sVu3biLVfHZ2tjr74ZgxY0TXRO7jrOpG+NVXX4mMixxgcYsbJ9x47bXX1NvkZBwcoP3++++iWyS3ijFuBuTg8MaNG+LxwYMHi2yN3G1y6tSpIhNiu3btavV6wHgPjt4Z1EIsLCEzj6atP09HwpNowZ9XEXwBgN7w2K+W9Vzp86c7iLrox2O3xRQZHo42NKgNTvgBGCMeP34tnoMvJN2AuqfzoBcOhDjle1l8H8/1pev4sc8++4xmzZpFHTp0EC1QnCpelYSD5xLTHMvF/Zp37dpFp06dEoESB10ciGmmpf/6669FX0ueSJlbslQLt9QxbiHjCaJ57q8WLVrQm2++SSNGjKBt27bp+laAguf+4S6HnD2auyNyN0UAAH3PTTjnidb0bGiQ6J74+rpzyNAKYKQC3EuTbsSk4fgAjKDl65tvvhEtR2W1bt2aRo0aJTIH6oK7GFbWzZC7DZbFyTmOHz9e6fbulz+EAzhO6AHmjbsptmvgTufvpNHhsER6qkug3EUCABPH84XNfaI1JWTk0Z4rCTRq5XF6uksgPdWlAVlbWpCHoy018HDAvGIAMqvnVjqMBi1fYBTBF3fjq2hsFGc8rCjjIICxerCp993gKwnBFwAYBKec//KZjqLr887LcfTLyUixqNR3d6AuIR7Uwt+Vgr0cxThVV3tr6tHYC0EZgIEg3TwYVfDFLUd///13uUQWfB/PmwWgFJzyeem+cDH2q6REEt2CAAD0zdHWmlY831l0O/xiTxjdTMoWvTYSMvMpOi2Xos/l0u8Uo/Wc6YNa0KQ+FWfjBQB9tXwh+AIjCL4mTpwoJi7miY0ffvhhcR9nKOT5uXj8FIBSdAxyF/PvpGQX0OWYDGrbwE3uIgGAGeEJmH96oXSqE8bzhv1zK5UuRqfTtbhMMbcYzyt2ISqdFv11jXo18UY9BWAA9e6O+eJU83xiBK3OIGvw9fbbb1NycjK98sorYm4tZm9vL8Z6zZgxo04LB6BPNlaW1KOxN+25Ek+HwhJxUAMAsreIPdjMRywqfOD3ytoz9OelOHp9/Vma0reJSBbk7Wwn5iFr6O0ka5kBTDXVPMsuKKaMvCKRqRRAtuCLo3/Oajhz5ky6cuWKSN/etGlTTPoHivRQs9Lg60hYEk3u20Tu4gAAlPvNnT+8LZ2NTKOIxGyatuG81uNDOgTQ4qc7iJT2AFA3HGytyN3RhtJyCkVGZARfIPs8X8zZ2Zm6du1ap4UBMLQOgR7i8kZiltxFAQCoNDvr1891omX7w6mgWKLikhJKzMynG4nZYuJmJztr+mhoG3SNAqjjcV8cfMWk51Jzf0y0DDIGXzwJ8oIFC8Q4r4SEBCopKdF6PCIiog6LB6D/iRRZYlY+FRaXiK6IAADGpmOQB303VvuE546LsTT55zP084lI8nG2o6kDmslWPgBTzHh4JTaDYjHXF8gdfL3wwgtinqznn39epJzHmTZQMi8nW7KxsqDC4tJMY5zmGQBACQa3rUcfDW1L7/12kb7YG0YdAt2pbwtfuYsFYGLp5jHXF8gcfP3555+0fft26tmzZx0XBcDwOL28n6s9RaXmUlx6LoIvAFCUZ0OD6GpcBv147DZN3XCOfpoQSh5OtpWu72hjVeXjAFAq4O7xQAxavkDu4MvDw4M8PT3ruhwAsp7d4uAL83kAgBL932Mt6dydNJGS/j9Lj9x3fc6UyBM465Kkg9d8okMAjQ4NrmVpAZShgUdp8HUnNUfuooC5B1/z5s2jWbNm0Q8//ECOjo76KRWAAfmLlLKpIqMRAIDS2Flb0bJnO9HLP52msISqkwcVFJVQUla+WHR14mYKWVlY0KhuQbUoLYAyqKZx4EnQAWQNvhYtWkQ3btwgPz8/CgkJIRsb7fSbZ86cqcvyAeidv2vpNAkIvgBAqQI9HWn7a73vu152fhGFJ2SJCZwlHbZ/8mYKrTl6i97fcknsq2cT71qVF8DYhdwNvjizaGZeIbnYI908yBR8DR06tI52DWBMLV9EsRkIvgDAtHFa+vaB7mLRxaNt/Ck1p0Cktn9r43k6NqOf3soIYAxc7W1EF11uJb6VlENtG7jJXSQw1+Br9uzZ+ikJgMwZjdDyBQBQMc5sPG9oGxF88fhYbkHjQA7AlDXydhLBV0RSFoIvqDM1mtQoLS2NvvvuO5oxYwalpKSouxtGR0fXXckADDzXF4IvAICqWwIcbKzE9ZqMGQNQGoz7An3Q+bTVhQsXqH///uTm5ka3bt2iiRMniuyHmzdvpsjISPrxxx/1UlAAfbd8xWfkUXGJpFMGMAAAc+LtYkt3UnJF8BXsVXpgCmCqGvog+AIjaPmaNm0ajRs3jsLCwsjevvSglQ0ePJgOHTpU1+UD0DsfZzvieKuoRKJknM0FAKgUj4FhiZkFchcFQO/Q8gVGEXydOnWKXnrppXL3169fn+Li4uqqXAAGY21lST4udzMeIukGAMB9gy90OwRzGfPFIhKzSZJ0yQ8KUIfBl52dHWVkZJS7//r16+Tj46Pr5gCMK+Mhxn0BAFQKwReYkyAvR7KwIMrKL6JEfOZBruDriSeeoLlz51JhYaE6AxKP9Zo+fTqNGDGirsoFYFD1XJF0AwDgfnycbcUlgi8wlwnMG3iUnpy9mYiuhyBT8MWTLGdlZZGvry/l5ubSQw89RE2aNCEXFxf66KOP6qhYAPJkPETLFwBA5bzvdtFOwpgvMBONvJ3FJcZ9gWzZDjnL4e7du+nIkSMi8yEHYp06dRIZEAGUn24+V+6iAAAYLXQ7BHNMunHweiKCL6gzNZ4hsVevXmIBMKmJlpFwAwCgUqrkRAi+wFw0uptufvXRW/TT8dtUfDfxxuA29WjxyA4ylw5MNvj68ssvq73B1157rTblAZCF/90xX2cj0+jRLw6Tt7MtdQx0pwGt/DGrPQBAuVTzCL7APHQJ9hSXBUUlpNnZdvPZaPp4eFuyvzvxOECdBl+ff/651u3ExETKyckhd3d3cTstLY0cHR3FODAEX6BETXydydbakvKLSuhKbGk2z8NhSfT1wRt06v/6k7tj6SBzAABzxiemWHZBMeUWFJODLQ48wbS1CnClI9P7UkZuETnaWpG1lQU9uuQwZeYXUVRqDjXxdZG7iGCKwdfNmzfV13/++Wdavnw5ff/999S8eXNx37Vr12jixIkVzv8FoARezna0d9pDdCuZ5/IgikzJoU/+vHq3cs1F8AUAQETOdtZkd/dEFXc9DPR0lLtIAHrXwMORyOPebf7c/xubIY4VEHyB3rMdzpw5k5YuXaoOvBhf59ax999/X+cCLFu2jEJCQsje3p5CQ0Pp5MmTVa7PrWyTJ0+mevXqiTnHmjVrRjt27NBpm3l5eWIbXl5e5OzsLFLkx8fH61x2MC1cmfZu6kMPNvOh57oHi/k9GLrXAACQenoZdddDjPsCMxV096RDZHKO3EUBcwi+YmNjqaioqNz9xcXFOgcw69evp2nTptHs2bPpzJkz1L59exo4cCAlJCRUuH5BQQENGDCAbt26RZs2bRItbt9++y3Vr19fp21OnTqVtm3bRhs3bqSDBw9STEwMDR8+XKeyg/kMLEfwBQBQUbp51I1gnlQnZ2+nIPgCAwRf/fr1E90LObBROX36NE2aNEnndPOLFy8W3RXHjx9PrVq1ohUrVoixY6tWrapwfb4/JSWFtmzZQj179hStWzzPGAdY1d1menq66DLJ6z388MPUuXNnWr16NR09epSOHz+u69sBJswHZ3cBAKqYaBlzfYF5UnW3vYPgCwwRfHEQ4+/vT126dBHd/njp1q0b+fn50XfffVft7XArFgdtmgGbpaWluH3s2LEKn7N161bq0aOH6DLI+2vTpg19/PHHotWtutvkxwsLC7XWadGiBQUFBVW6X5afn08ZGRlaC5g2tHxBXUIdAqYCc33JB/WIkXU7RPAFhpjny8fHR4yxun79Ol29elUdvPDYK10kJSWJoImDKE18W7XdsiIiImjfvn00evRoUYbw8HB65ZVXRDDF3Qyrs824uDiytbVVZ2rUXIcfq8z8+fNpzpw5Or1GUDYEX1CXUIeAqUDwJR/UI8YhWCP4kiRJjIUE0Pskyxxs6Rpw1VZJSYlIZ79y5UqysrISXQajo6Np4cKFIvjSpxkzZoixZCp8tikwMFCv+wR5IfiCuoQ6BEwt3bxcwVdeYTFl5xdR6VS392dxN6OtKUA9YhwC3B3I0oI/iyViaIKvS+lcoQB6Cb64ZWnNmjW0d+9ekcSCAyJN3DJVHd7e3iKAKpukg29zt8aKcIZDGxsb8TyVli1bihYr7nJYnW3yJa/LWRM1W7+q2i9TdbEE84ExX1CXUIeAqSXc0NeJqck/n6H9VytOvFVULFFBsfZxx/24OdjQ+dmPkClAPWIceF7Qem4OFJ2WK8Z9IfgCvY75ev3118XCQRiPueJkF5pLdXHXP2654iBOhQM5vs3juirCSTa4q6FmwMfdHzko4+1VZ5v8OAdwmutw1sTIyMhK9wvmCS1fAACVn5jSR8KNhIw82n4hlnIKiitcdA28APQF477AYC1f69atow0bNtDgwYOptrjpfOzYsSJ5ByftWLJkCWVnZ4tMhWzMmDEijTz3cWacUfGrr74Swd+rr75KYWFhIuHGa6+9Vu1turm50YQJE8R6np6e5OrqKrbFgVf37t1r/ZrA9IKvrPwiyingme1r3EsXAMAkW77iM/K0Wpjsbe71TKmJSzHp4rKRjxP9ML5bucctLS3I1d6anGytxXUAOYOvYxHJFJmcK3dRQGF0Pprk1qUmTZrUyc5HjhxJiYmJNGvWLNF1sEOHDrRz5051wgxujeJshSrcr3nXrl1inq527dqJwIwDsenTp1d7m4wnhObt8uTKnDmI5wFbvnx5nbwmMB3OdtZkb2Mp+nQnZRZQkBeCLwAAVcINPjEV+vG9XiQudta0982HyNe15l2wLkWXZu9r38Bdnc4bwJjn+kLLF+hK56PJN998k7744gvRAlUX2V2mTJkiloocOHCg3H3cQnW/+biq2iazt7enZcuWiQWgMvz55tavOym5lJiVp65oAQDMGbc89W/pSweuJarvKyqRKDO/iP6NzahV8HUxurTlq019tzopK4C+YK4vMFjwdeTIEdq/fz/9+eef1Lp1azF+StPmzZtrXBgAYxzbIIIvjPsCAFCfmPpubFet+0atPEbHI1IoM6+oVtu+rAq+AlxrtR0AQ435ikjKprORqeUe56EKTX2d0T0Wah98cYbAYcOG6fo0AEVC0g0AgPtztrNRd0WsqeSsfIpJLx1D1hotX6CQ4IunXBi2/GiF63g52VKXEA91ls7eTb3pifb1yd8N2RHNmc7B1+rVq/VTEgAjhOALAOD+XOxLDyeyatHydSmmdLxXI28nMeYWwJh5OtnSM92C6HDYve63mlKyCyg5u4B2Xb43/dHhsCT6eMdV9e0W/i7Uq4l3tYMxTm8/uK0/JnVWuBrVbkVFRWI81o0bN+jZZ58lFxcXiomJEZkDnZ2d676UADLxcS6tEDHXFwDA/YOvzLzCGm/jEsZ7gcLMH9620scKikro9O1UMQ7SydZKTA6+42IcnbyVol7nalymWHTxy8Tu1KOxV63KDQoLvm7fvk2DBg0SmQg5U+CAAQNE8PXJJ5+I2ytWrNBPSQFkgJYvAID7U7VUcdKNmrp8N818m/oY7wWmMREzB0magdK4ng3FCQoOzPLvBmcnbiZXq8WYW4bDE7LoUFgigi9zC744tTvPoXX+/Hny8rr3z+dxYBMnTqzr8gHICsEXAMD9Odei2yG3eHHGuLORaeI2Wr7AlLnY30tUF+DuQI+3D6jW8349HUVvbjxPx24k67F0YJTB1+HDh+no0aNivi9NISEhFB0dXZdlA5Adgi8AgOofUOqa7fBmUjYNWfY3FZdI6vtaByD4AihL1drF0zFw65lmEAfKcm8G42oqKSmh4uLicvdHRUWJ7ocAJhl8ZeWTJN07OAAAANKaYLkm2Q53XooTgRdP3NwtxJPeHtic3BxwUAlQFreSBXs5iu/LKY1xY2AGwdcjjzxCS5YsUd/mjCtZWVk0e/ZsGjx4cF2XD0BW3s6lLbyFxRKl59Z8IDkAgCmr6ZivfVdLM8G93q8JbXi5B03u20Qv5QMwBT0albZ+oeuhmQVfixYtor///ptatWpFeXl5ItuhqsshJ90AMCV21lbqs7CRmMUeAOA+Y76qf5IqNbtAJBxgD7f001vZAEyt6+GxCARfZhV8NWjQQCTbeO+992jq1KnUsWNHWrBgAZ09e5Z8fX31U0oAGXUKcheXH2y9TEXFJXIXBwDAiFPNV7/l68D1BOKhXjzXUX13Bz2WDsC0Wr4ux2RQeg5645jVPF/W1tb03HPP1X1pAIzQ3CFtaPAXh+lMZBot3RdOUwc0k7tIAABGxcXORucxX3uuJIjL/mj1AqgWX1d7auTjRBGJ2fTb2SiRuh7MoOWLXbt2jaZMmUL9+vUTC1+/evXejN0ApiTQ05E+HNZGXF+6L0zMswEAAOW7HeYUFGtlLlThXgMHryfStvMxYtl6PoYOXUsUjz3cEr1mAKrrma5B4vKjHVfo9G0k3jCLlq9ff/2VRo0aJeb66tGjh7jv+PHj1LZtW1q3bh2NGDFCH+UEkNWQDvVp1d+36PydNLoal0FNfJ3lLhIAgNEl3FDN9eXmqJ2xcMu5GHpr4/lyz/NysqUODUq7dgPA/U3o1VCMldx5OY5e+t8Z6tvcp1rP4/HrDTwcxHfTgiz0Xk5T0zrAlZr6ucgTfL3zzjs0Y8YMmjt3rtb9nO2QH0PwBabK527mQ13nsQEAMHW21pZkZ21J+UUllJlfWC74CkvIFJcBbvYU5OUorltaWNAz3YLI0hIHggDVxd+XRU+3p5vLs+lafCZtPB0ld5HMwoxHW8gXfMXGxtKYMWPK3c9jwBYuXFgnhQIw7klEMcgVAKCipBv5WQUVjvtKyiwQl6O7ByOdPEAtOdlZ07oXu9OWc9GUW1h+7t2yeJrSlOwCikrNoez8+68P5dX3qLukQDoHX3369KHDhw9TkybaleeRI0eod+/edVYwAFPI5gUAYE4nqJKyCiqsI5Oz88Wlj3PpxPUAUDseTrY0Hgk3FEnn4OuJJ56g6dOn0+nTp6l79+7qMV8bN26kOXPm0NatW7XWBTAVCL4AAO4/7ovHfJWVlFUafHm7lHbfBgAwVzoHX6+88oq4XL58uVgqeoxZWFhQcTGaNsH0uh1moNshAEClwVdmFd0OvZzQ8gUA5k3n4KukBJPMgnlCyxcAwP3TzZdt+ZIkSd3t0NsFwRcAmLcazfOlkpeXV3clATBySLgBAFCdE1TadWRGbhEVFkvq1PIAAOZM5+CLuxLOmzeP6tevT87OzhQRESHunzlzJn3//ff6KCOAUUDLFwBA5VxUY77KdDtMvDveix+3t7GSpWwAAIoNvj766CNas2YNffrpp2Rre+8MVps2bei7776r6/IBGA1XBF8AAPftdli2jkxWJ9tAl0MAAJ2Drx9//JFWrlxJo0ePJiure2ew2rdvT1evXq3r8gEYDXQ7BACoTh2pHXxx+nnmfXeiegAAc6Zz8BUdHV1uji9VIo7CQhyUgnl0O+QB5AAAUEGq+fzCCtPMI9MhAEANgq9WrVqJSZbL2rRpE3Xs2LGuygVgtGd1i0okyitE1k8AgIpOUJUd83Wv2yFavgAAdA6+Zs2aRVOmTKFPPvlEtHZt3ryZJk6cKMaC8WM1sWzZMgoJCSF7e3sKDQ2lkydPVroujzfjOcQ0F36eprKPq5aFCxeq1+H9lX18wYIFNSo/mAcnWyuysCi9jq6HAACVzPNVptthorrbIVq+AAB0Dr6GDBlC27Ztoz179pCTk5MIuK5cuSLuGzBggM4FWL9+PU2bNo1mz55NZ86cEWPHBg4cSAkJCZU+x9XVlWJjY9XL7du3tR7XfIyXVatWieBqxIgRWuvNnTtXa71XX31V5/KD+eDPkOrgIgNJNwAAKuwdUHaeL3W3QwRfAAC6T7LMevfuTbt3766TAixevFi0nI0fP17cXrFiBW3fvl0ETO+++26lB8H+/v6VbrPsY7///jv17duXGjVqpHW/i4tLldsBKMvV3kac1UXLFwBAJS1f+RUHXz5IuAEAULtJlmuroKCATp8+Tf37979XIEtLcfvYsWOVPi8rK4uCg4MpMDBQtMRdvny50nXj4+NFMDdhwoRyj3E3Qy8vLzFWjbskFhVV3pqRn59PGRkZWguYH8z1BTWFOgTMZsxXuVTz6HZYV1CPAJhJy5eHh4dobaqOlJSUau88KSlJTNrs5+endT/frixtffPmzUWrWLt27Sg9PZ0+++wzeuCBB0QA1qBBg3Lr//DDD6KFa/jw4Vr3v/baa9SpUyfy9PSko0eP0owZM0TXQ26Jq8j8+fNpzpw51X5tYJoQfEFNoQ4Bc6kfcwuLqbC4hGysLLVavhB81R7qEQAzCb6WLFmivp6cnEwffvihGJfVo0cPcR+3Uu3atYtmzpxJ+sb7VO2XceDVsmVL+uabb2jevHnl1udAjeckK5uUg8eZqXAgxxNGv/TSS6Jis7Mr/wPBwZnmc/hsE7e8gXnBXF9QU6hDwNQ53e12yLLzi8jd0ZZyCooop6BY3OeFboe1hnoEwEyCr7Fjx6qvc9IKTlTBGQ81W5G++uorkYRj6tSp1d65t7e3mKiZuwZq4tvVHYtlY2Mjug2Gh4eXe4xT4l+7dk0k9bgfzrLI3Q5v3bolWtfK4oCsoqAMzAtavqCmUIeAqeOWLnsbSzEVB9eRHHypuhzaWVuqx4RBzaEeATDDMV/cwjVo0KBy9/N9HHzpglubOnfuTHv37lXfx+nr+bZm61ZVuNvixYsXqV69euUe+/7778X2OYPi/Zw7d06MN/P19dXpNYC5Bl9o+QIAqLx3QOkJqkSNLofVHb4AAGDKdA6+OEEFZw8si+/jx3TFzefffvutGJvFKesnTZpE2dnZ6uyHY8aMEc3sKtzq9tdff1FERIRITf/cc8+JVPMvvPCC1na5KX7jxo3l7ld1k+SulOfPnxfbWbt2rWix423x+DaA+x1YINU8AEB5LnbaEy0nZaqCL3Q5BABgOvcB4IGeHNAcOHBAdNVjJ06coJ07d4ogSlcjR46kxMREMV9YXFwcdejQQWxLlYQjMjJStEippKamitT0vC4HStyyxQkzWrVqpbXddevWkSRJ9Mwzz5TbJzfZ8+MffPCByBzUsGFDEXxp9qMGqAi6HQIAVM75bh0ZmZJD3Rp6UnI2Mh0CAGiykDhC0REHW19++aVoqWKc8ILHfamCMXPALWtubm4i4yJP+gzm4X/Hb9PMLZfokVZ+tHJMF7mLAwr+PiqxzAD3M2HNKdp7NUFc7xzsIbpoX4/PopFdAumTJ9uRsVLq91Gp5QYwRdX9PtZo9CsHWdxVD8DcuKLlCwCgUjP/04rsba1o56U4On07VX1/Qx8nWcsFAGAskHoIoCbdDvORcAMAoKwQbyda9mwnik7Lpb/DkqioRCInOyt6pFX1MhgDAJg6BF8AtcjkBQAA5dV3d6Cnu2L+KQCAWmc7BDBnSLgBAAAAADWF4AugRi1fhSKbJgAAAABAdSH4AqhBy1dhsUT5RSVyFwcAAAAATG3M1/Dhw6u9wc2bN9emPABGzdnWmiwsiLjRKyOvkOxtrOQuEgAAAACYUvDFOesBgMjS0kIEYJn5RWLcl6+L3CUCAAAAAJMKvlavXq3/kgAoqOuhKvgCAAAAAKgujPkCqEXSDQAAAAAAvc7ztWnTJtqwYQNFRkZSQUGB1mNnzpypySYBFJd049D1RCqRiHo29iJrK5zHAAAAAICq6XzE+OWXX9L48ePJz8+Pzp49S926dSMvLy+KiIigRx99VNfNASiOu2Npy9e3h2/S2FUnacM/UXIXCQAAAABMMfhavnw5rVy5kpYuXUq2trb0zjvv0O7du+m1116j9PR0/ZQSwIi80LsR9W7qTfXdHcTt6/GZchcJAAAAAEwx+OKuhg888IC47uDgQJmZpQeezz//PP3yyy91X0IAI9O9kRf9b0Io/bdXQ3E7KStf7iIBAAAAgCkGX/7+/pSSkiKuBwUF0fHjx8X1mzdvksSTHwGYCR8XO3GZmIngCwAAAAD0EHw9/PDDtHXrVnGdx35NnTqVBgwYQCNHjqRhw4bpujkAxfJxvht8oeULAAAAAPSR7ZDHe5WUlIjrkydPFsk2jh49Sk888QS99NJLum4OQLF8XGzFZRJavgAAAABAH8GXpaWlWFRGjRolFgBz4+NsLy4z8ooor7CY7G2s5C4SAAAAACg9+Lpw4QK1adNGBF18vSrt2rWrq7IBGDVXB2uytbKkguISkXSjgYej3EUCAAAAAKUHXx06dKC4uDjy9fUV1y0sLCpMrsH3FxcX66OcAEaHP+/ezrYUk55HSVkFCL4AAAAAoPbBF2cy9PHxUV8HgHsZDzn4QsZDAAAAAKiT4Cs4OFh9/fbt22KeL2tr7acWFRWJxBua6wKYOqSbBwAAAAC9pZrv27evep4vTenp6eIxAHPifTfdPCZaBgAAAIA6D754rBePdSkrOTmZnJycdN0cgKKh5QsAAAAA6jzV/PDhw8UlB17jxo0jO7vSg07GSTY4CyJ3RwQwJwi+AAAAAKDOgy83Nzd1y5eLiws5ODioH7O1taXu3bvTxIkTq71jAFPqdpiIbocAAAAAUFfB1+rVq9Xp5ZcuXUrOzs7VfSqAybd8YcwXAAAAANTpmC8OvtauXUuxsbFUl5YtW0YhISFkb29PoaGhdPLkyUrXXbNmjej6qLnw8zRxt8iy6wwaNEhrHU4aMnr0aHJ1dSV3d3eaMGECZWVl1enrAtPno2r5QrdDAAAAAKjL4MvS0pKaNm0qkmvUlfXr19O0adNo9uzZdObMGWrfvj0NHDiQEhISKn0OB0wcAKoWTn9fFgdbmuv88ssvWo9z4HX58mXavXs3/fHHH3To0CF68cUX6+x1gXm1fOUUFFN2fpHcxQEAAAAAU8p2uGDBAnr77bfp0qVLdVKAxYsXi7Fi48ePp1atWtGKFSvI0dGRVq1aVelzuCXL399fvfj5+ZVbhxOCaK7j4eGhfuzKlSu0c+dO+u6770RLW69evURXynXr1lFMTEydvC4wD0521uRgYyWuo+shAAAAANRp8DVmzBjRLZBbqDjphqenp9aii4KCAjp9+jT179//XoEsLcXtY8eOVfo87h7IkzkHBgbSkCFDRAtWWQcOHCBfX19q3rw5TZo0Sau1jrfNXQ27dOmivo/3yfs+ceJEhfvMz8+njIwMrQWAIeMhVAfqEACoLdQjAGaUcENlyZIldbbzpKQkkaa+bMsV37569WqFz+FgilvF2rVrJyZ2/uyzz0SKew7AGjRooO5yyKnxGzZsSDdu3KD33nuPHn30URF0WVlZUVxcnAjMNFlbW4vgkR+ryPz582nOnDl19trBtIKvyJQcBF9QJdQhAFBbqEcAzDD4Gjt2LMmpR48eYlHhwKtly5b0zTff0Lx588R9o0aNUj/etm1bEag1btxYtIb169evRvudMWOGGJumwmebuOUNwNvZVlyi2yFUBXUIANQW6hEAMwy+NOXl5Ymug2WTYVSXt7e3aImKj4/Xup9v8zit6rCxsaGOHTtSeHh4pes0atRI7IvX4eCLt102oUdRUZHIgFjZfnkMmebE0gBlux3+eiaakrMLyNbakqw4w2Ybfwr2cpK7eGAkUIcAQG2hHgEwwzFf2dnZNGXKFNFtz8nJSSSy0Fx0wZMzd+7cmfbu3au+r6SkRNzWbN2qCndbvHjxItWrV6/SdaKiosSYL9U6vO20tDQx3kxl3759Yt+cgANAF428S+e8O3cnjZbsCaNPd16j+X9epTc3nJe7aAAAAACg5Javd955h/bv309ff/01Pf/882KOrujoaNHtjzMh6oqbz7krIye/6NatmxhTxgEeZz9UJfioX7++6OfM5s6dS927d6cmTZqIAGrhwoUi1fwLL7ygTsbB/aFHjBghWrF4zBeXmdfnFPaMuynyuDDOssjZFQsLC0VAyd0VAwICdH4NYN5Gdw8iTydbupWcTfEZ+VRQVEK/nomiM5GplJ5TSG6ONnIXEQAAAACUGHxt27aNfvzxR+rTp48IkHr37i0CG84+yBMw8/xZuhg5ciQlJibSrFmzRLKLDh06iDTwqiQckZGRIguhSmpqqgiaeF1uaeOWs6NHj4o09Yy7MV64cIF++OEHEZxxMPXII4+I8WCaTfVcVg64uBsib5+DtS+//FLXtwOA7KytaGjH+lr3nY9Ko/CELDp6I4kebVt5qywAAAAAmA8LSZIkXZ7g7OxM//77LwUFBYnsgps3bxYtVjdv3hTJLbjlyRzwIFc3NzeRcVGXcW5gHuZsu0yr/75Fz4YG0cfD2spdHJOnxO+jEssMYKqU+n1UarkBTFF1v486j/ni5BUcaLEWLVrQhg0b1C1iPHcWABD1buotLg+HJcpdFAAAAAAwEjoHX9zV8Pz50kQC7777rhjzZW9vT1OnTqW3335bH2UEUJzQhl5kY2VBd1Jy6XZyttzFAQAAAAAljvniIEulf//+YjJkzhrI4754Pi0AIHKys6aOQR508mYKHQ5LQsp5AAAAAKh+yxenYf/kk0+oZ8+e1LVrV9HqlZubKxJtDB8+HIEXQBm9m5R2PTwSliR3UQAAAABAScHXRx99RO+9955IuMGp37/44guaPHmyfksHoGChjbzE5cXodLmLAgAAAABKCr44vfzy5ctp165dtGXLFpFgg9O1c4sYAJTn72ovLlOyC+QuCgAAAAAoKfji+bYGDx6sNd7LwsKCYmJi9FU2AEXzcCqdXDm3sJhyC4rlLg4AAAAAKCX4KioqElkNNdnY2FBhYaE+ygWgeM521iLjIUvNQesXAAAAgLmrdrZDnot53LhxZGdnp74vLy+PXn75ZXJyupfJjSddBgASLcMejraUkJkvuh4GuDvIXSQAAAAAUELwNXbs2HL3Pffcc3VdHgCT4ulUGnyh5QsAAAAAqh18rV69Wr8lATBB3PLFkHQDAAAAAKo95gsAatbyxVIRfAEAAACYPQRfAAbIeJiSg8Q0AAAAAOYOwReAHnne7XaIli8AAAAAQPAFYIBuhylIuAEAAABg9hB8AeiRB8Z8AQAAAMBdCL4ADNHyheALAAAAwOwh+ALQI6SaBwAAAAAVBF8Ahkg1n1NAkiTJXRwAAAAAkBGCLwADtHwVFkuUlV8kd3EAAAAAQEYIvgD0yMHWihxsrMT11GzM9QUAAABgzhB8AegZ0s0DAAAAAEPwBaBnHk424hLp5gEAAADMG4IvAD1DxkMAAAAAYAi+AAyY8RAAAAAAzBeCLwA9w0TLAAAAAGA0wdeyZcsoJCSE7O3tKTQ0lE6ePFnpumvWrCELCwuthZ+nUlhYSNOnT6e2bduSk5MTBQQE0JgxYygmJkZrO7y/sttZsGCBXl8nmCfPu90O0fIFAAAAYN5kD77Wr19P06ZNo9mzZ9OZM2eoffv2NHDgQEpISKj0Oa6urhQbG6tebt++rX4sJydHbGfmzJnicvPmzXTt2jV64oknym1n7ty5Wtt59dVX9fY6wXx5oOULAAAAAIjIWu4CLF68mCZOnEjjx48Xt1esWEHbt2+nVatW0bvvvlvhc7iVyt/fv8LH3NzcaPfu3Vr3ffXVV9StWzeKjIykoKAg9f0uLi6Vbgegzsd8YZ4vAAAAALMma8tXQUEBnT59mvr373+vQJaW4vaxY8cqfV5WVhYFBwdTYGAgDRkyhC5fvlzlftLT00XA5u7urnU/dzP08vKijh070sKFC6moqKjSbeTn51NGRobWAqBTtkN0OzRrqEMAoLZQjwAon6zBV1JSEhUXF5Ofn5/W/Xw7Li6uwuc0b95ctIr9/vvv9NNPP1FJSQk98MADFBUVVeH6eXl5YgzYM888I7orqrz22mu0bt062r9/P7300kv08ccf0zvvvFNpWefPny9a1VQLB34AurR8xWfkUV5hsdzFAZmgDgGA2kI9AqB8FpIkSXLtnJNg1K9fn44ePUo9evRQ389B0MGDB+nEiRP33QYn2GjZsqUIrubNm1fusREjRojA7MCBA1rBV1kc0HEQxq1qdnZ2FZ5t4kWFzzZxpcetalVtF4ADrl6f7KekrHwa0yOY5g5pI3eRTA5/H/lAxJi/j6hDAIyXEuoQhnoEQPn1iKwtX97e3mRlZUXx8fFa9/Pt6o7FsrGxEd0Gw8PDywVeTz/9tEjGwWPA7lcpcZZF7nZ469atCh/ngIy3obkAVIe9jRUterq9uP7jsdu063LFrbpg2lCHAEBtoR4BUD5Zgy9bW1vq3Lkz7d27V30fdyPk25otYVXhbosXL16kevXqlQu8wsLCaM+ePWJc1/2cO3dOjDfz9fWt4asBqNxDzXzopQcbievvbb5IRcUlchcJAAAAAMwt2yGnmR87dix16dJFZCRcsmQJZWdnq7Mf8hxd3DWR+zmr0sN3796dmjRpQmlpaSJRBrduvfDCC+rA68knnxRp5v/44w8RnKnGj3l6eoqAj5N5cJfGvn37ioyHfHvq1Kn03HPPkYeHh4zvBpiyNx9pTt8ejqDk7AKRdt7X9d78dAAAAABg+mQPvkaOHEmJiYk0a9YsESR16NCBdu7cqU7CwenhuUVKJTU1VaSm53U5UOKWMx4z1qpVK/F4dHQ0bd26VVznbWni5Bp9+vQRzfacbOODDz4QfacbNmwogi8OBAH0xdbaUmQ+FMFXDoIvAAAAAHMja8INJVPK4FwwLv0XH6TwhCz6eWIoPdDYW+7imAwlfh+VWGYAU6XU76NSyw1gihSRcAPA3HjenfMLEy4DAAAAmB8EXwAG5OFkIy4x4TIAAACA+UHwBSDDhMup2Qi+AAAAAMwNgi8AA+KEG4yzHQIAAACAeUHwBSBHyxe6HQIAAACYHQRfAAaEli8AAAAA84XgC8CA0PIFAAAAYL4QfAEYkIc64QZSzQMAAACYGwRfADLM84VuhwAAAADmB8EXgAzzfOUWFlNuQbHcxQEAAAAAA0LwBWBAznbWZGNlIa5j3BcAAACAeUHwBWBAFhYWyHgIAAAAYKYQfAEYGDIeAgAAAJgnBF8ABoaWLwAAAADzhOALQK6WLwRfAAAAAGYFwReATBkPU3Iw1xcAAACAOUHwBSDTXF9o+QIAAAAwLwi+AAzM4263wxQk3AAAAAAwKwi+AGRKuIGWLwAAAADzguALQK6WLwRfAAAAAGYFwReAXGO+0O0QAAAAwKwg+AKQKdthanYhSZIkd3EAAAAAwECsDbUjANCe56uguITWn7pDttYVnwOxsrSgxj7O1NTPmeysrQxcSgAAAACoawi+AAzMwcaKHG2tKKegmN7dfPG+69taWdIrfRvT6/2akoWFhUHKCAAAAAB1D8EXgIFxADXrP61ox6W4KtfLKyima/GZlJ5bSEv2hFF4QhZ99lR7srdBKxgAAACAEiH4ApDBqG5BYrkfHhO28Z8oeu+3i/THhVjRZXHukDYGKSMAAAAAmGDCjWXLllFISAjZ29tTaGgonTx5stJ116xZI1oONBd+XtkD1lmzZlG9evXIwcGB+vfvT2FhYVrrpKSk0OjRo8nV1ZXc3d1pwoQJlJWVpbfXCFAT/Pl+umsgLR7ZQdzeeyVB7iIBAAAAgFKDr/Xr19O0adNo9uzZdObMGWrfvj0NHDiQEhIqP8jkgCk2Nla93L59W+vxTz/9lL788ktasWIFnThxgpycnMQ28/Ly1Otw4HX58mXavXs3/fHHH3To0CF68cUX9fpaAWqqb3Mf4uFe0Wm5lJBx73MMAAAAAMohe/C1ePFimjhxIo0fP55atWolAiZHR0datWpVla0B/v7+6sXPz0+r1WvJkiX0/vvv05AhQ6hdu3b0448/UkxMDG3ZskWsc+XKFdq5cyd99913oqWtV69etHTpUlq3bp1YD8DYuNjbUHM/F3H9TGSq3MUBAAAAAKUFXwUFBXT69GnRLVBdIEtLcfvYsWOVPo+7BwYHB1NgYKAIsLgFS+XmzZsUFxentU03NzcRZKm2yZfc1bBLly7qdXh93je3lFUkPz+fMjIytBYAQ+oU7CEuz0SmyV0UqAHUIQBQW6hHAJRP1uArKSmJiouLtVquGN/mAKoizZs3F61iv//+O/30009UUlJCDzzwAEVFRYnHVc+rapt86evrq/W4tbU1eXp6Vrrf+fPniyBOtXDgB2BInYJKg6/Tt9HypUSoQwCgtlCPACif7N0OddWjRw8aM2YMdejQgR566CHavHkz+fj40DfffKPX/c6YMYPS09PVy507d/S6P4CyOgW5i8uL0elUUFQid3FAR6hDAKC2UI8AKJ+sqea9vb3JysqK4uPjte7n2zyWqzpsbGyoY8eOFB4eLm6rnsfb4GyHmtvkgE21TtmEHkVFRSIDYmX7tbOzEwuAXBp6O5GHow2l5hTS5Zh06ni3JQyUAXUIANQW6hEA5ZO15cvW1pY6d+5Me/fuVd/H3Qj5NrdwVQd3W7x48aI60GrYsKEIoDS3yX2ieSyXapt8mZaWJsabqezbt0/sm8eGARgjTjSDrocAAAAAyiX7JMucZn7s2LEi+UW3bt1EpsLs7GyR/ZBxF8P69euLfs5s7ty51L17d2rSpIkIoBYuXChSzb/wwgvqA9Q33niDPvzwQ2ratKkIxmbOnEkBAQE0dOhQsU7Lli1p0KBBIssiZ1csLCykKVOm0KhRo8R6AMacdGPv1QQ6i6QbAAAAAIoje/A1cuRISkxMFJMic7IL7hrIaeBVCTMiIyNFFkKV1NRUETTxuh4eHqLl7OjRoyJNvco777wjAjiet4sDNE4lz9vUnIx57dq1IuDq16+f2P6IESPE3GAAxkzV8nXqVoqYVoFPNgAAAACAMlhIfAQHOuOujJxpiAe88qTPAIaQV1hM7T74iwqKS+jAW30oxNtJ7iIZBSV+H5VYZgBTpdTvo1LLDWCKqvt9VFy2QwBzZm9jRe0D3cT1kzdT5C4OAAAAAOgAwReAwnRr6CkuTyD4AgAAAFAUBF8ACtOtoZe4PHEzWe6iAAAAAIAOEHwBKEznYA+ysrSgqNRcik7Llbs4AAAAAFBNCL4AFMbZzpraBJQO5DyFrocAAAAAiiF7qnkA0F1oIy86H5VOf16KJV9Xu2o/z8XOhtrUd0WKegAAAAAZIPgCUKBuIZ608lAE7bocLxZdPNjMhz4d0Y783e7NewcAAAAA+ofgywjxBNHOzs7ielZWFjk5Oel9OzXZZ03LWVevr663Zcz7L7ufXk296ZFWfnQrOVun7dxKzqFD1xNpwOKD1MDTscp1i/Jzac/0geJ6/092kbWdg7juam9NnYI9qHWAK1lb6r8FrXWAGwXep6xg2M+kHHWUvspQ2+0Z02uQez/GXgao+f/lfuvV9vHalq8m9LVtY/msG0s5zKXcukDwBaDQ+b5Wjumi8/PCEzJp2obzdCEqna7EZlS5bklBnvr6tbhMsrQtVN82ZJr7j4e1pWdDgwy2PwAAAAB9QfAFYEaa+LrQ5kkP0Nk7aZRbUFzlurk52TTo89Lr347pTA6OpWefYtNz6Z9bqXQzSbdWt5rydrY1yH4AAAAA9A3BF4CZsbaypK4hpRM1VyU7+15Xv15NfbSa/kd2RUsUAAAAgK6Qah4AAAAAAMAAEHwBAAAAAAAYAIIvAAAAAAAAA0DwBQAAAAAAYAAIvgAAAAAAAAwAwRcAAAAAAIABIPgCAAAAAAAwAARfAAAAAAAABoDgCwAAAAAAwAAQfAEAAAAAABgAgi8AAAAAAAADsDbETkyRJEniMiMjo863nZ2drb7O2y8uLtb7dmqyz5qWs65eX11vy5j3L8frlPu91YXqe6j6XppzHWKI/5scdZS+ylDb7RnTa5B7P8ZeBlOrQ+qiHqnu/+V+69X28dqWryb0tW1j+awbSznMpdy61CMWktJqGiMRFRVFgYGBchcDADTcuXOHGjRoQEqAOgTA+CipDmGoRwCUV48g+KqhkpISiomJIRcXF7KwsJA90ubKl//Zrq6upCRKLjtD+Y2j7Pw9zMzMpICAALK0VEZvamOqQ8zlM1MWXotxkuO18KGQ0uqQquoRU/o8GAu8p/qRYULva3XrEXQ7rCF+U43t7Bh/aJX6wVVy2RnKL3/Z3dzcSEmMsQ4xl89MWXgtxsnQr0VpdUh16hFT+jwYC7yn+uFqIu9rdeoR5ZzeAQAAAAAAUDAEXwAAAAAAAAaA4MsE2NnZ0ezZs8Wl0ii57Azll4+Sy65kpvS+47UYJ1N6LXLBe1j38J7qh50Zvq9IuAEAAAAAAGAAaPkCAAAAAAAwAARfAAAAAAAABoDgCwAAAAAAwAAQfAEAAAAAABgAgi8jtGzZMgoJCSF7e3sKDQ2lkydPVrn+xo0bqUWLFmL9tm3b0o4dO7QeHzdunJj5XnMZNGiQUZT/8uXLNGLECLE+l2vJkiW13qaxlf+DDz4o9/7z/0vusn/77bfUu3dv8vDwEEv//v3Lrc/5eGbNmkX16tUjBwcHsU5YWJheyq6P8hv6s28q5s+fT127diUXFxfy9fWloUOH0rVr17TWycvLo8mTJ5OXlxc5OzuL70F8fDwp8bX06dOn3Ofk5ZdfJmPz9ddfU7t27dSTkfbo0YP+/PNPxf1PqvNalPI/MaVjBdDP8Yu5q+vfdZPA2Q7BeKxbt06ytbWVVq1aJV2+fFmaOHGi5O7uLsXHx1e4/t9//y1ZWVlJn376qfTvv/9K77//vmRjYyNdvHhRvc7YsWOlQYMGSbGxseolJSXFKMp/8uRJ6a233pJ++eUXyd/fX/r8889rvU1jK//s2bOl1q1ba73/iYmJspf92WeflZYtWyadPXtWunLlijRu3DjJzc1NioqKUq+zYMECcd+WLVuk8+fPS0888YTUsGFDKTc3VxHlN+Rn35QMHDhQWr16tXTp0iXp3Llz0uD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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.inspection import PartialDependenceDisplay\n", "fig, ax = plt.subplots(figsize=(10,4))\n", "features = ['worst concave points', 'worst texture', 'mean concavity']\n", "PartialDependenceDisplay.from_estimator(rf, X_train, features, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the first plot above, the vertical axis shows the predicted probability for class 1 and horizontal axis shows values of worst concave points. The blue line captures how average predicted probability changes as the worst concave points values change. We see that the higher values of this variable give lower average predicted probability of belonging to class 1 (class benign)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The same function can be used to plot individual conditional expectation plots. Similar to a PDP, an ICE plot shows the dependence between the target function and an input feature of interest. However, unlike a PDP, which shows the average effect of the input feature, an ICE plot visualizes the dependence of the prediction on a feature for each sample separately with one line per sample. Due to the limits of human perception, only one input feature of interest is supported for ICE plots. While the PDPs are good at showing the average effect of the features, they can obscure a heterogeneous relationship created by interactions. When interactions are present the ICE plot will provide many more insights. \n", "\n", "To plot ICEs we have to use the parameter `kind='individual'` or `kind='both'`:" ] }, { "cell_type": "code", "execution_count": 330, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 330, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,4))\n", "PartialDependenceDisplay.from_estimator(rf, X_train, features, kind='both', ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can do the same with the *pipe* estimator. Note that the input data to the *pipe* estimator is unscaled data, hence the values on the x-axis are of the same scale as seen above:" ] }, { "cell_type": "code", "execution_count": 332, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 332, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,4))\n", "PartialDependenceDisplay.from_estimator(pipe, X_train, features, kind='both', ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial dependance plots and Individual Conditional Expectations with pdpbox\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For plotting of PDPs and ICEs there is also a specific library `pdpbox`, which offers more options. \n", "Next, let's demonstrate the usage from `pdpbox`. \n", "For the following section, please install `pdpbox` as follows:
\n", "`pip install PDPbox` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start our analysis with the variable *mean concavity*. Lets examine plotting the effect of *mean concavity* on the target. The next figure shows the results of the PDP application on the training data (not the predictions)." ] }, { "cell_type": "code", "execution_count": 336, "metadata": {}, "outputs": [], "source": [ "from pdpbox import pdp, info_plots" ] }, { "cell_type": "code", "execution_count": 337, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Xy_train=X_train.copy()\n", "features=X_train.columns\n", "Xy_train['target'] = y_train\n", "\n", "target_plot = info_plots.TargetPlot(df=Xy_train, feature=\"mean concavity\", feature_name=\"mean concavity\", target='target')\n", "fig, axes, summary_df = target_plot.plot(engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot above shows the average target value across different feature values. Each bar represents data points with a certain level of the feature, mean concavity in our case, where the range of values of the feature is shown at the bottom of the bar. At the top of the bar, shown in dark blue rectangles is the average value of the true value of the target, for the data points represented in that bar. Each bar represent 10% of data instances." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure shows that, in the data, lower values of mean concavity (bars on the left side of the plot) are associated with higher values of probability of benign class.\n", "\n", "We can also look at the trained model's predictions distribution across different feature values (note the previous plot showed the true values of the target, and the plot below, the target values predicted by the model):" ] }, { "cell_type": "code", "execution_count": 340, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "predict_plot = info_plots.PredictPlot(model=rf, df=Xy_train, feature=\"mean concavity\", \n", " feature_name=\"mean concavity\", model_features=features)\n", "fig, axes, summary_df =predict_plot.plot( engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure confirms the findings from the previous one: lower values of the mean concavity are associated with the higher probability of positive class. This finding shows that our model was able to capture this data pattern." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's look again at PDPs." ] }, { "cell_type": "code", "execution_count": 343, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 53.53it/s]\n" ] }, { "data": { "text/plain": [ "(
,\n", " {'title_axes': ,\n", " 'line_axes': [],\n", " 'dist_axes': []})" ] }, "execution_count": 343, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pdp_res = pdp.PDPIsolate( model=rf, df=Xy_train, feature=\"mean concavity\", \n", " feature_name=\"mean concavity\", model_features=features)\n", "pdp_res.plot(center=False, plot_lines=False, plot_pts_dist=True, engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Partial Dependence Plots (PDP) show how a feature affects predictions. They are calculated after a model has been fitted. The blue area corresponds to an empirical confidence interval. PDPs show the average trend and confidence levels. It makes trends easier to understand, although we lose the low-level vision for each prediction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the x-axis, we can find the values of the feature we are trying to understand, i.e., mean concavity. On the y-axis, we se the value of the prediction. \n", "In the case of classification, it is the prediction probability and in the case of regression, it is the real-valued prediction.\n", "To see the value of the prediction on the y-axis, we had to set `center =False` (not default option). \n", "The bar on the bottom represents the distribution of training data points in different quantiles (We set this option with `plot_pts_dist=True`). This helps us understand the goodness of the inference. The parts where the number of points is quite small, the model has seen fewer examples and the interpretation can be tricky. The single line in the PD plot shows the average functional relationship between the feature and target. \n", "From the plot we can again see that mean concavity and the target have monotonic relationship, lower values of mean concavity lead to higher prediction, meaning choosing class 1, which is benign.\n", "We can also see that we have much fewer data points for larger values of mean concavity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that *target_plot* and *actual_plot* look at the target's ratio's over values of a certain feature based on observing the training set or the model predictions. This is different from the partial dependence plot is that a partial dependence plot shows marginal effects. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In essence, the differences may be summarized as follows: \n", "\n", "- *target_plot*: Focuses on the actual values of the target variable in relation to the feature values.\n", "- *actual_plot*: Focuses on the actual predictions made by the model rather than the true target values.\n", "- *partial dependence plot (PDP)*: illustrates the marginal effect of a feature on the predicted outcome after accounting for the average effects of all other features, i.e., it shows how the predictions change as the feature of interest varies while keeping other features constant on average." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More variation for any given predictor variable in the plot means the value of that variable affects the model quite a lot, but if the line is constant near zero it does not mean there is no effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we will just show how PDP plot also can be obtained, if the parameter passed is pipe estimator:" ] }, { "cell_type": "code", "execution_count": 350, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 51.20it/s]\n" ] }, { "data": { "text/plain": [ "(
,\n", " {'title_axes': ,\n", " 'line_axes': [],\n", " 'dist_axes': []})" ] }, "execution_count": 350, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pdp_res = pdp.PDPIsolate( model=pipe, df=Xy_train, feature=\"mean concavity\", \n", " feature_name=\"mean concavity\", model_features=features, n_classes=2)\n", "pdp_res.plot(center=False, plot_lines=False, plot_pts_dist=True, engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just as with feature importance rankings, partial dependence plots work in a univariate setting so that certain dependencies might not show up for a particular feature if a strong interaction is present with another feature. A good rule of thumb is thus to not assume there is no effect in case a flat partial dependence plot is shown. We can also plot interactions between features on a 2D graph." ] }, { "cell_type": "code", "execution_count": 352, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 51.82it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 52.79it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 54.62it/s]\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features_to_plot = ['mean concavity', 'mean radius']\n", "inter_plot = pdp.PDPInteract(model=rf, df=Xy_train, model_features=features, \n", " features=features_to_plot, feature_names=features_to_plot)\n", "fig, axes =inter_plot.plot( engine='matplotlib', plot_pdp=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot helps to identify regions in which the tumor is more likely to be predicted as malignant (lighter regions) rather than benign (darker regions) based on the interaction between the mean of the radius and the mean concavity. Lighter regions are area with lower average target value, if we force all data points to assume those feature values (the colorbar on the left shows the predicted probability).\n", "Note that class 1 is benign class. The values of the features are shown above the bar, for example, mean concavity is in the range 0 to 0.43, and the values inside the bar correspond to the values on the pdp univariate plot for that feature. For example, we see that if we take all the datapoints and set their values of mean concavity and mean radius to low values, and then use the model to predict whether they belong to the benign class, on average the prediction would be higher (average target value is 0.66), when compared to if we set their values to high mean concavity and high mean radius (average target value is 0.54). We can then create similar plots for all pairs of variables." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actual prediction plots show the medium value of actual predictions through different feature values for two features:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at ICE plots. We use the same function as we used to plot PDPs, but this time using the parameter `plot_lines=True`. Now, each line corresponds to one data point and shows how the data point's prediction changes when a feature changes.\n", "It is common practice to center the ICE lines at the zero-point (setting the parameter `center = True`). This approach is better suited to spot possible interaction effects.\n", "The intuition for centering is that it can be hard to tell whether the ICE curves differ between individuals because they start at different predictions. A simple solution is to center the curves at a certain point in the feature and display only the difference in the prediction to this point. Anchoring the curves at the lower end of the feature is a good choice. Then, the lines show the difference in prediction compared to the prediction with the respective feature value at its observed minimum." ] }, { "cell_type": "code", "execution_count": 356, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "obtain pred_func from the provided model.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:00<00:00, 46.70it/s]\n" ] }, { "data": { "text/plain": [ "(
,\n", " {'title_axes': ,\n", " 'line_axes': [],\n", " 'dist_axes': []})" ] }, "execution_count": 356, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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noHeVFpcu6jp3pJTdaODzN2ZqHeunF+L1x/vjeNPPTzZ2uBg9+a64Pr0Qr4zNxgMjpSjk3ZgAAAAAAOAgbBiG3k1Q+jAEr5u7VzcGr7v2KnhdW7iT4HV9G4LXAAAA0BkExQEAAACAezLS15NNbzwzFNcn5+PC+Gy8NjYbr47NxkBPdxYYPzdajL4ef45kc73duXjy9GDcHOqNF67PxDOXJ+PYQE8WGE83Jmh0YqA3C4dfvj0XL43NZp3Gi91rxwAAAAAAtKN9CV5v2CV74+1XKtWY6h7MQsjP35iJrq50487lqLZ58DoagtL14PX6UHVtG7kNgtf19ZuD1/XHAAAAAPvFlZkAAAAAwJ7I57ri9JFiNs0tVuLS+FwWGv/ctalsOtbfE+dH++LUcC3kCxtJPycjDxaybuGvjc/F+OxEPDTaF+dHiqsX3yUjpUIUcl1xYWIuXr5VjvNHijHQ60/eAAAAAMBaW4arDyB4vdE20kxLBK+bwtUp+JzLd0VuuZot6yvkozuf2/Pgdf21m4PXzdsHAAAAYD1XzQEAAAAAe65YyMejJ/qz6XZ5MS6MlePSeDn+8MJEdF+sBcrPj5biaH+PC7zY8KYDjx7rj5ODvfH89Zl48eZMXJuaj8dP9MdwqbA6LgXDHz5ailfHy9l0ZriYBcgBAAAAgHYKXm8Rot5h8Dr9T3XN49q4FL5uteB1PTCdBahXnouGjtSNwehaqHpt8Hpt9+o7wev1Aeu9CV5XKpX4bGUmm0837Mzn83v8rwcAAADAvRAUBwAAAADuqxTsHT5biDeeGYxrk/MrofHUbbycdR85N1LKQuP9ukHTJAXB33puKK5MzscXbs7Gf7pwO84OF+ORY32rXemL3fl4ZLQvXhsvx6Xbc7FYqcaJgd6D3nUAAAAAaNngdVJtm+D1+vBzPeOcWxO8To9zexa8Xn29DV57/T7peA0AAADAwXHlJbSYRx991B+NAWhbqYalWlafB4B2o5bB/ZUuvjs9XMym+aVKXF4Ji79wfTqbUnfx8yOlrNt4PQQM6XicOoUf6++JL9ycycLgN2YW4nXH+uPUUC0Qnn5eHhrti4u3y3F9eiEWKstxdqj30B7L1TMAOoF6BkAnUM+gjYPX9W3sJHhde8E1weuVRU1B69o2qi0YvK4HppuD111dudWgdT14nQWtm4LXqwHqLYLd6x7voPs2rUE9A6DdqWUAdAL1DNhK13L9r5IAAAAAAAdgsrwYF8fL2TS3VI38SqA8dRk/NtDjww3WGJtdzG4sMLtQidG+nnjsRH/09eSz59Kfu69MzWdjBnrycf5IKfK1NkAAAAAA3IO972rd3L16Oap7FLxefX4fNHerzjUFr2uh6jsdsNM4wWsAAAAAYC8JigMAAAAALaG6vBw3pubjwlg5rt6ezy76LBXycW6klE2Dxe6D3kVaRKW6HK+Nl+OVsXJ2keuDo6V4YOROKPzmzEJcnZqP3u5cPDhSih4d6gEAAIBDFLyub785eF3vXt0YvK4tW14TvN60a/Y+aA5R7yR4XR/XGLzeNly9k+B1fRuC1wAAAABACxMUhxYzOzsbpVLJBwkAtKX0q2W5XM7m1TMA2pFaBq1jsVKNS+NzcWF8NsZnF7NlI32FOD/SF2dHilEQ/CUiZhYq8fz16ZiYXcy6ij9+YiD7OUluzy3GpdtzkevqysLi6aYDh4V6BkAnUM8A6ATq2f5qDjVvHsReG7xOc42dq+8sXwlQNwSvV4PWbRy8rgetm4PXdx4LXgNrqWcAtDu1DIBOoJ4BWxEUhxbzgQ98IJ566qnI5w/PhasAdI5KpRJPP/10Nq+eAdCO1DJoTVNzS3FxvJx1Gp9bqkS+qytODvXGA6N9cWywJwsCc7hdnZyPL9yYiYVKNU4PFePRY33R052L2YVKvDpRzj4sO3+kFIO9h6MrvXoGQCdQzwDoBO1ez/YyeF0LTO8seJ2eT+NiR6+99nGrBK/XBaObw9Y7CV7XHwteAwes3esZAKhlAHQC9QzYyuG4Kg4AAAAAaFuDxe54w+nBeOLUQNycXsgC41duz8Xl23NR7M7FuZFSNg2Vap2kOXxODfXG0f5CvHhzNvu5uDmzkIXFzwwX45HRvnhtvJxN2bi+noPeXQAAAA6pjYLXsRqUbgg7rzyudaquLdi4U3VtG2lc4/abH7d68Hqj7tXrgtddXasB7a6u7FnBawAAAAAAEBQHAAAAANpFuhD3+GBvNi1WqnF5Yi7rNJ46SafpSKkQ50dKcXaklHWT5nAp5HPxxMmBLAz+/LWZ+Ny16azT+OMnB+Lho6V4bXwurkzOx2JlOU4O9LiwGwAAoMOD17EuVH33westw9XNzzV02K5UqzHZPZwljJ+9Nh1dudyBBa/XhajvKni9SRBb8BoAAAAAAA6MoDgAAAAA0Jah4AeP9mXT9PxSXBwrZ6HxZy5PxmcvT8WJod54YLSUfc254PhQSTcMePuDw1kH8VduleMTr07EAyOleGCkGFen5rNu4+lGA2eHi342AAAANlAPSjcGrzcOVdfC0LVQ9dqO1NWV1PW6cPU9Bq8PvOP1mmD09sHr5eWu6F5ejK7l5RgpFSKfz+1d8Hr1dQWvAQAAAADgMBMUBwAAAADa2kBvdzxxejAePzUQt2YW4sJYOa5MzMXVybnozeeyDuPnR0sxXCoc9K6yT1IA/KHRvjg50BvP35iJV8dm4/rUfDx2oi8K+Z6VsHg5C49371M3NwAA4PBq7FCdgtb7HrxuHrtuGwcTvF4fjN4qeJ2N3HTctsHrTbpap//P3cfgdaVSib7KbDZ/eqg38vn8Hv4rAgAAAAAACIoDAAAAAB0iXbh9bKA3m548W42rt+ey0PhLN2eyaajYHedH+uLsSDGKBRdmHwalnny85exQFhJ/4cZM/NGlqTg52BtH+wsxNrsYL99KYfFS9HYLiwMAQDtpDDk3B6+zUHa2YIug9LrnNghb7yR4vdk2BK/XrFO/oZeO1wAAAAAAAHtPUBwAAAAA6DiFfC7Oj/Zl0+zCUlwcm4sL47Px2SuT8eyVyTg51JuFxk+kbl7pKnk62onB3hjpK2TB8IsT5bg1uxgnBnpioVKJl8Zm48EjpejrcfMAAAAOrw3D0ILXWwevV+ZzuR0Er9eFqmvP1ULV6wPUWZhb8BoAAAAAAIAdEBSHFvPQQw/5EBeAtpVqWKpl9XkAaDdqGXSmvp7ueOzUQDbdml6Ii+PluDRRjquT89GTz8XZI8U4N1qKkb6eg95V7vPNAx470R+nhnrjc9em4/LtuSgWcll3+VfGZ+PscDGGi4XoBOoZAJ1APaPTg9fbBqV3ErzeMKy9w/D2oQle1xY2B6+76kHrhuB1fRu1sY477A31DIBOoJ4B0O7UMgA6gXoGbKVrOX0SCAAAAABwiCxVq3H19nxcGCvHjen5bNlgb3ecHy3F2ZFSlAq6S3ey6vJyXJqYi5duzcZCpZp1lT/a35OFxY/1u2EAAEAr2jJc3QrB69pORvUgg9f1x03B6zvLY9vgdTQEpevB6/Wh6s2D1/X1m4PX9ccAAAAAAADA3hIUBwAAAAAOtfJCJesyfmG8HNPzS1mQ4fhgb5wfKcWp4WIWIqYzzS1W4vM3ZuLa1EJMLyzF8YGeePhoX5we7BViAQA63t4Hr7fqXr2z4HX6n+qax60dvI56gHoPgtfpa64peF3fl+bgdfP2AQAAAAAAgMNLUBxazMLCQvT06FoEQHvXskQ9A6BdqWVwuI3PLGSB8Uvjc7FYrUYhl4szR4rxwGgpRnSa7lg3pxfi+evTcXVyPgrduXjiZH88erS/rW8SoJ4B0AnarZ61S/A6fU3h6wMNXm/S1bo5eB0NHakbg9G1UPX64HVt/bXB6/UBa8FrYH+1Wz0DgI2oZwC0O7UMgE6gngGbERSHFvOBD3wgnnrqqcjn8we9KwCwa5VKJZ5++ulsXj0DoB2pZUBdpboc1ybn4sJYOa5PzWdhmoGe7jg/WopzI6Uo9Tg+dJql6nK8fGs2nr06FdMLlXhopBRf/MBw9Ha3339r9QyATpDq2QdX6tnXfu2fjlw+t/vgdT1AvZPgdVP36vpz64PWrRK8Xh9+XhO03oPgdX37jcHrdR22twh9C14DOD8DoDOoZwC0O7UMgE6gngFb6d7yWQAAAACAQyh1kj5zpJRNc4uVuDhezqbnrk5l07GBnjg/0henj/RGdy530LvLHujOdcXrj/fHqaHe+E8XbsdLt2bj+sxCnBhov7swV6vLcaEykM3/7isTkWvjzugAtKfmEHU9jB2bBK/T/1RXZ2sDK5XleGV5NJv/9Rdu3bd61hioXg05159p6FRdD1DXxkWs/gbYEIzOltWD17Vode3hmk7a9SF3XqsevK6vnq23uvm1wevVJxrUA/C1f8CISn0GgANXrVTj+mIhm3/h+kx24xMAaDfqGQDtTi0DoBOoZ7AHlms3AK+ufCadvi6v3ky89hl29ny14Qbk2fO1z7Pr69fXybaz8rV+M/K0/KknT+77tyYoDgAAAACwhWIhH687MZBNE7OLcWF8Ni6Nz8UfTk/EM5dSoLyYhcZH+ws6JnaAwd7u+OOPjsYXbszEH1yazLqMt5vl6nKMV3qz+VduzUaXoDgAB2BNt+p6LLohaH0nkF1bcKdc1YLRy8vVKC8sZUsWlqpZULy+jTsh6jvh6bXh6pXtbDS2McC9i47Xd0LttWB2de0zzSMBIFOtVuP2Uu3yrMuT85FzszkA2pB6BkC7U8sA6ATqGa0oBaPrN7Wu3yi8Fr7Onl0JVd+58fWd+XrIeuWG4uvG1IPXtWVrgtur4xvD28vrX3M1uF0Phe/fv4ugOAAAAABACzvSV4gjfcPxpjNDcW1yPi6MlePi2Fy8NlaOvkI+zo+Wsqmvx59e21kKjL3+xEA2taNKpRJPX/tUNv/U27408vn8Qe8SANxdPbvwn7L5p548oZ4B0Lb1bPaFcjb/J143qp4B0JbUMwDanVoGQCd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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pdp_res = pdp.PDPIsolate(model=rf, df=Xy_train, model_features=features, feature=\"mean concavity\", \n", " feature_name=\"mean concavity\", n_classes=2)\n", "pdp_res.plot(center=True, plot_lines=True, plot_pts_dist=True, engine='matplotlib')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The majority of curves seem to follow the same course, so there are no obvious interactions. That means that the PDP is already a good summary of the relationships between *mean concavity* and the target. We also see that typically higher values of mean concavity lead to a decrease in probability of being classified as class 1 (majority of lines have values on the y-axes negative) compared to when the the mean concavity is at the lowest." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically, one should inspect both the training and the test set for a complete analysis. The training data reveals insights on what the model has picked up, whereas inspecting the results on the test set gives insights towards how generalizable these patterns are." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Local Interpretable Model-agnostic Explanations (LIME)\n", "LIME trains a local explainable models to explain individual predictions. We want the explanation to reflect the behavior of the model \"around\" the instance that we predict. This is called \"local fidelity\".\n", "\n", "We first select the instance we want to explain. By making small variations in the input data to the black-box model, we generate a new training set with these samples and their predicted labels. We then train an interpretable classifier on those new samples, and weight each sample according to how \"close\" it is to the instance we want to explain.\n", "\n", "We benefit from the advantages of the interpretable model to explain each prediction.\n", "\n", "We can install library *LIME* with
\n", "`pip install lime`" ] }, { "cell_type": "code", "execution_count": 360, "metadata": {}, "outputs": [], "source": [ "import lime\n", "import lime.lime_tabular\n", "\n", "explainer = lime.lime_tabular.LimeTabularExplainer(X_train.values, feature_names=features, \n", " verbose=True,\n", " discretize_continuous=True, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have defined the *explainer*. Note that the default mode is classification, and if we had regression we would need to specify *mode=regression*. The `explainer` needs a training set: to computes statistics on each feature (column), scale the data, so that the distances are meaningful, and to sample perturbed instances.\n", "\n", "Now, let's take a look at for example a 20th data point from *X_test*. Let's see our black box model's prediction for this data point:" ] }, { "cell_type": "code", "execution_count": 362, "metadata": {}, "outputs": [], "source": [ "data_for_prediction = X_test.iloc[20] " ] }, { "cell_type": "code", "execution_count": 363, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.99, 0.01]])" ] }, "execution_count": 363, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf.predict_proba(data_for_prediction.values.reshape(1, -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model with probability of 0.99 classified this data point as belonging to class 0, and with probability of 0.01 as belonging to class 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now explain this data point's prediction. We will set the maximum number of features present in explanation to 5 with `num_features=5` and we will use 100 points to learn the local model `num_samples=100`. Note there is a trade-off when selecting the number or features to be used for explanation: with a higher number, the local model approximates the global model better, but also the explanations become more complex. Note that we only specify the number and not which features should be used for explanation." ] }, { "cell_type": "code", "execution_count": 366, "metadata": {}, "outputs": [], "source": [ "np.random.seed(1)" ] }, { "cell_type": "code", "execution_count": 367, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intercept 0.6947470083662971\n", "Prediction_local [0.20889716]\n", "Right: 0.01\n" ] } ], "source": [ "exp_lime = explainer.explain_instance(data_for_prediction, predict_fn=rf.predict_proba, num_samples=100, num_features=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the the first value is the value of intercept, the second is the Lime prediction and the third is the actual model prediction, 0.01." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note if we had a regression model, our `predict_fn` would be `model.predict` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We make the choice to use 5 features here, but we could use more. To display the explanation :" ] }, { "cell_type": "code", "execution_count": 371, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", "
\n", " \n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp_lime.show_in_notebook(show_table = True, show_all= False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we had the *show_all* parameter set to False, only the features used in the explanation are displayed. The *Feature - Value* table is a summary of the instance we'd like to explain. The *Value* column displays the original value for each feature.\n", "\n", "The prediction probabilities of the black box model are displayed on the left.\n", "\n", "The prediction of the local surrogate model stands under the 0 or the 1. Here, the local surrogate and the black box model both lead to the same output, in both cases class 0 is predicted. It might happen, but it's quite rare, that the local surrogate model and the black box one do not give the same output. In the middle graph, we observe the contribution of each feature in the local interpretable surrogate model. This way, we know the extent to which a given variable contributed to the prediction of the black-box model. Features in orange support class 1 and those in blue support class 0. Float point numbers on the horizontal bars represent the relative importance of these features.\n", "Note that LIME has discretized the features in the explanation. This is because we let `discretize_continuous=True` in the constructor (this is the default). Discretized features make for more intuitive explanations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the values shown in the plot above, we can do as follows:" ] }, { "cell_type": "code", "execution_count": 374, "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", "
FeatureContribution
0worst radius > 18.55-0.149064
1worst area > 1033.50-0.128015
2worst perimeter > 124.95-0.077437
3worst concavity > 0.39-0.066762
4smoothness error <= 0.01-0.064571
\n", "
" ], "text/plain": [ " Feature Contribution\n", "0 worst radius > 18.55 -0.149064\n", "1 worst area > 1033.50 -0.128015\n", "2 worst perimeter > 124.95 -0.077437\n", "3 worst concavity > 0.39 -0.066762\n", "4 smoothness error <= 0.01 -0.064571" ] }, "execution_count": 374, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lime_contributions=pd.DataFrame(exp_lime.as_list(),columns=['Feature','Contribution'])\n", "lime_contributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the features are not the features of the original model, but they are binarized. This is because LIME creates many perturbed versions of the data point we want to explain, and then it internally represents each perturbed sample using binary features to reflect whether each original feature value was kept or not. This lets the surrogate model learn what happens to the prediction if the feature has a different value. Since we specified the number of features to be used in explanation as 5, LIME selects 5 features that are most locally influential in the surrogate model, i.e., it selects 5 features with the largest absolute coefficients in the surrogate model " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also print out the values of intercept and the coefficients of the local surrogate model:" ] }, { "cell_type": "code", "execution_count": 377, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{1: 0.6947470083662971}\n", "{1: [(20, -0.14906405439336107), (23, -0.1280150475204546), (22, -0.07743712670563663), (26, -0.06676225225272354), (14, -0.06457136993062443)]}\n" ] } ], "source": [ "print(exp_lime.intercept)\n", "print(exp_lime.local_exp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Summing the value of the intercept and the feature contributions gives the value of the local prediction (since the feature values are binary)" ] }, { "cell_type": "code", "execution_count": 379, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.2088971575634968" ] }, "execution_count": 379, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exp_lime.intercept[1]+lime_contributions['Contribution'].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot impact of individual feature on model prediction. The green bars show they have positive impact i.e. they increase the model score, while the ones in red decrease the score (here we only have red bars):" ] }, { "cell_type": "code", "execution_count": 381, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig=exp_lime.as_pyplot_figure(label=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also pass the pipe as the model:" ] }, { "cell_type": "code", "execution_count": 383, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intercept 0.7069649352758961\n", "Prediction_local [0.25640813]\n", "Right: 0.01\n" ] } ], "source": [ "exp_lime_pipe = explainer.explain_instance(data_for_prediction, predict_fn=pipe.predict_proba, num_samples=100, num_features=5)" ] }, { "cell_type": "code", "execution_count": 384, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", "
\n", " \n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp_lime.show_in_notebook(show_table = True, show_all= False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SHAP (SHapley Additive exPlanations)\n", "The Shapley value is the average contribution of a feature value to the prediction in different coalitions. Shapley values are a robust mechanism to assess the importance of each feature to reach an output, and hence form a better alternative to standard feature importance mechanisms. \n", "The most common implementation is provided by the *shap* library. It contains implementations for several types of explanations that leverage Shapley values. These include the *TreeExplainer* which is optimized for tree-based models, *DeepExplainer* and *GradientExplainer* for neural networks, and *KernelExplainer*, which makes no assumptions about the underlying model to be explained. \n", "\n", "Shapley values are calculatd using the library `shap` which can be installed as:\n", "`pip install shap`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use *shap* to explain the prediction of one datapoint.\n", "\n", "Here we will use *TreeExplainer*, since our model is Random Forest. Let's start by explaining the prediction for the 20th data point, as we did with LIME:" ] }, { "cell_type": "code", "execution_count": 387, "metadata": {}, "outputs": [], "source": [ "import shap\n", " \n", "explainer = shap.TreeExplainer(rf)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Shap needs training data because it needs to replace parts of the instance of interest with values from randomly drawn instances of the data. However, for tree models, we do not need to pass the data explicitly, as shap can use the number of training samples that went down each tree path, since it has access to the model. Hence, to the `TreeExplainer` we pass the model that contains data about the training set that it was built on, and then we can then pass to `explainer.shap_values` whatever samples we want to explain, which it can be train or test set." ] }, { "cell_type": "code", "execution_count": 389, "metadata": {}, "outputs": [], "source": [ "shap_values = explainer.shap_values(data_for_prediction)" ] }, { "cell_type": "code", "execution_count": 390, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(30, 2)" ] }, "execution_count": 390, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_values.shape " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The shap_values is a list with two arrays. \n", "The shap_values[:,0] are explanations with respect to the negative class, while shap_values[:,1] are explanations with respect to the positive class. In case of binary classification, visualizing one of them is sufficient. Both of them are of the dimension (number of features, number of data points passed to the `explainer.shap_values`).\n", "It's cumbersome to review raw arrays, but the shap package has a nice way to visualize the results." ] }, { "cell_type": "code", "execution_count": 392, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", "
\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 392, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap.initjs()\n", "shap.force_plot(explainer.expected_value[1], shap_values[:,1], data_for_prediction)" ] }, { "cell_type": "code", "execution_count": 393, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.6244835164835163\n" ] } ], "source": [ "print(explainer.expected_value[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize feature attributions such as Shapley values as \"forces\". Each feature value is a force that either increases or decreases the prediction. The prediction starts from the baseline. The baseline for Shapley values is the average of all predictions, stored in `explainer_expected_value`, one per class. In the plot, each Shapley value is an arrow that pushes to increase (positive value) or decrease (negative value) the prediction. These forces balance each other out at the actual prediction of the data instance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output prediction is 0, which means the model classifies this observation as malignant. The base value is 0.6245. Feature values that push towards a malignant tumor (decreasing the prediction) causing are in blue, and the length of the region shows how much the feature contributes to this effect. Feature values increasing the prediction and making the tumor benign are in pink. If we subtract the length of the blue bars from the length of the pink bars, it equals the distance from the base value to the output.\n", "\n", "To get an overview of which features are most important for a model on a global level, we can plot the SHAP values of every feature for every sample. The idea behind SHAP feature importance is simple: Features with large absolute Shapley values are important." ] }, { "cell_type": "code", "execution_count": 396, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(114, 30, 2)" ] }, "execution_count": 396, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_values = explainer.shap_values(X_test)\n", "shap_values.shape" ] }, { "cell_type": "code", "execution_count": 397, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "shap.summary_plot(shap_values[:,:,1], X_test, plot_type=\"bar\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the *summary_plot* for each feature and an instance." ] }, { "cell_type": "code", "execution_count": 399, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shap.summary_plot(shap_values[:,:,1], X_test, plot_type='dot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each point on the summary plot is a Shapley value for a feature and an instance. \n", "- The position on the y-axis is determined by the feature and on the x-axis by the Shapley value. \n", "- The color represents the value of the feature from low to high. \n", "- Variables are ranked in descending order.\n", "- The horizontal location shows whether the effect of that value is associated with a higher or lower prediction.\n", "- Color shows whether that variable is high (in red) or low (in blue) for that observation.\n", "- A low value of the *worst_area* has a positive impact on the probability of the tumor being of class 1 (benign). The \"low\" comes from the blue color, and the \"positive\" impact is shown on the X-axis. Similarly, a high value of the *worst_area* has a large and negative impact on the probability of the tumor being benign." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like many other methods above, Shapley values might end up being incorrectly estimated when features are correlated or interact with one another." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can pass `pipe.named_steps['classifier']` as the model to the *shap.TreeExplainer*:" ] }, { "cell_type": "code", "execution_count": 403, "metadata": {}, "outputs": [], "source": [ "explainer_pipe = shap.TreeExplainer(pipe.named_steps['classifier'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, note that the data that reaches the classifier has been scaled. Hence we first need to scale the data that we want to explain." ] }, { "cell_type": "code", "execution_count": 405, "metadata": {}, "outputs": [], "source": [ "X_test_scaled=pipe.named_steps['scaler'].transform(X_test)\n" ] }, { "cell_type": "code", "execution_count": 406, "metadata": {}, "outputs": [], "source": [ "data_for_prediction = X_test_scaled[20] " ] }, { "cell_type": "code", "execution_count": 407, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 407, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_values_pipe = explainer_pipe.shap_values(data_for_prediction)\n", "shap.force_plot(explainer_pipe.expected_value[1], shap_values_pipe[:,1], data_for_prediction)" ] }, { "cell_type": "code", "execution_count": 408, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_test_scaled=pd.DataFrame(X_test_scaled, columns=X_test.columns)\n", "shap_values_pipe = explainer_pipe.shap_values(X_test_scaled)\n", "shap.summary_plot(shap_values_pipe[:,:,1], X_test_scaled, plot_type='dot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "shap.TreeExplainer that we used for the random forest model is specialized for tree based models. If wanted to use shap directly for our pipeline we should use shap.Explainer that automatically selects the best explainer for the model we pass it. In this case, not only we need to pass our estimator (pipeline), but now we also have to pass the training data, but in this case shap handles preprocessing as well as prediction together, and we do not need to pass processed data. Additionaly, shap.Explainer cannot access internals of the model, so it treats the model as a function, hence we pass the model's predict function." ] }, { "cell_type": "code", "execution_count": 410, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "PermutationExplainer explainer: 115it [00:36, 2.31it/s] \n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "explainer = shap.Explainer(pipe.predict_proba, X_train)\n", "shap_values = explainer(X_test)\n", "shap.plots.beeswarm(shap_values[:,:,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And for a single datapoint we will pass it as a X_test.iloc[[20]]:" ] }, { "cell_type": "code", "execution_count": 412, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 412, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap_values = explainer(X_test.iloc[[20]])\n", "shap.plots.force(shap_values[:,:,1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Numerical and Categorical features in the same dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the methods that we discussed above have to be slightly adjusted when it comes to the use of categorical variables. Let us revisit the census dataset from the Notebook 4, which is a dataset of adult incomes in the United States, derived from the 1994 census database. The task of the dataset is to predict whether a worker has an income of over 50,000 or under 50,000." ] }, { "cell_type": "code", "execution_count": 415, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageworkclasseducationcapital-gain-categoryhours-per-weekoccupationincome
039State-govBachelorscat240Adm-clerical<=50K
150Self-emp-not-incBachelorscat113Exec-managerial<=50K
238PrivateHS-gradcat140Handlers-cleaners<=50K
353Private11thcat140Handlers-cleaners<=50K
428PrivateBachelorscat140Prof-specialty<=50K
\n", "
" ], "text/plain": [ " age workclass education capital-gain-category hours-per-week \\\n", "0 39 State-gov Bachelors cat2 40 \n", "1 50 Self-emp-not-inc Bachelors cat1 13 \n", "2 38 Private HS-grad cat1 40 \n", "3 53 Private 11th cat1 40 \n", "4 28 Private Bachelors cat1 40 \n", "\n", " occupation income \n", "0 Adm-clerical <=50K \n", "1 Exec-managerial <=50K \n", "2 Handlers-cleaners <=50K \n", "3 Handlers-cleaners <=50K \n", "4 Prof-specialty <=50K " ] }, "execution_count": 415, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('census_data.csv')\n", "# For illustration purposes, we will only select some of the columns\n", "df = df[['age', 'workclass', 'education', 'capital-gain-category', 'hours-per-week', 'occupation', 'income']]\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's encode the category of having the income higher than 50K as class 1." ] }, { "cell_type": "code", "execution_count": 417, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "income\n", "<=50K 24720\n", ">50K 7841\n", "Name: count, dtype: int64" ] }, "execution_count": 417, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.income.value_counts()" ] }, { "cell_type": "code", "execution_count": 418, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "income\n", "0 24720\n", "1 7841\n", "Name: count, dtype: int64" ] }, "execution_count": 418, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X=df.drop(columns='income')\n", "y=df['income']\n", "y = y.apply(lambda x: 1 if x=='>50K' else 0)\n", "y.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's split the dataset into train and test." ] }, { "cell_type": "code", "execution_count": 420, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split( X, y, stratify=y, random_state=0, test_size=0.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's do some basic encoding of categorical variables, similar to what we did in Notebook 4. However, this time we will specify the features not by their names, but indices, as to avoid errors when we use the ColumnTransformer inside a pipeline and then use the pipeline to predict for a single data point." ] }, { "cell_type": "code", "execution_count": 422, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Pipeline(steps=[('preprocessor',\n",
       "                 ColumnTransformer(remainder='passthrough',\n",
       "                                   transformers=[('one_hot',\n",
       "                                                  OneHotEncoder(sparse_output=False),\n",
       "                                                  [1, 5]),\n",
       "                                                 ('ordinal',\n",
       "                                                  OrdinalEncoder(categories=[['Preschool',\n",
       "                                                                              '1st-4th',\n",
       "                                                                              '5th-6th',\n",
       "                                                                              '7th-8th',\n",
       "                                                                              '9th',\n",
       "                                                                              '10th',\n",
       "                                                                              '11th',\n",
       "                                                                              '12th',\n",
       "                                                                              'HS-grad',\n",
       "                                                                              'Prof-school',\n",
       "                                                                              'Assoc-acdm',\n",
       "                                                                              'Assoc-voc',\n",
       "                                                                              'Some-college',\n",
       "                                                                              'Bachelors',\n",
       "                                                                              'Masters',\n",
       "                                                                              'Doctorate'],\n",
       "                                                                             ['cat1',\n",
       "                                                                              'cat2',\n",
       "                                                                              'cat3',\n",
       "                                                                              'cat4']]),\n",
       "                                                  [2, 3])])),\n",
       "                ('classifier', RandomForestClassifier(random_state=42))])
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" ], "text/plain": [ "Pipeline(steps=[('preprocessor',\n", " ColumnTransformer(remainder='passthrough',\n", " transformers=[('one_hot',\n", " OneHotEncoder(sparse_output=False),\n", " [1, 5]),\n", " ('ordinal',\n", " OrdinalEncoder(categories=[['Preschool',\n", " '1st-4th',\n", " '5th-6th',\n", " '7th-8th',\n", " '9th',\n", " '10th',\n", " '11th',\n", " '12th',\n", " 'HS-grad',\n", " 'Prof-school',\n", " 'Assoc-acdm',\n", " 'Assoc-voc',\n", " 'Some-college',\n", " 'Bachelors',\n", " 'Masters',\n", " 'Doctorate'],\n", " ['cat1',\n", " 'cat2',\n", " 'cat3',\n", " 'cat4']]),\n", " [2, 3])])),\n", " ('classifier', RandomForestClassifier(random_state=42))])" ] }, "execution_count": 422, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.compose import ColumnTransformer\n", "from sklearn.preprocessing import OrdinalEncoder, OneHotEncoder\n", "\n", "ohe_cols_idx= [list(X.columns).index(col) for col in ['workclass', 'occupation']]\n", "ordinal_cols_idx= [list(X.columns).index(col) for col in ['education','capital-gain-category']]\n", " \n", "categories=[['Preschool','1st-4th','5th-6th','7th-8th','9th','10th','11th','12th','HS-grad','Prof-school','Assoc-acdm','Assoc-voc','Some-college','Bachelors','Masters','Doctorate'],\n", " ['cat1','cat2','cat3','cat4']]\n", "\n", "\n", "preprocessor = ColumnTransformer([\n", " ('one_hot', OneHotEncoder(sparse_output=False), ohe_cols_idx ),\n", " ('ordinal', OrdinalEncoder(categories=categories), ordinal_cols_idx )\n", "], remainder='passthrough')\n", "\n", "pipe = Pipeline(\n", " [\n", " (\"preprocessor\", preprocessor),\n", " (\"classifier\", RandomForestClassifier(n_estimators=100, random_state=42)),\n", " ]\n", ")\n", "\n", "pipe.fit(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see the transformed features that are input to the classifier:" ] }, { "cell_type": "code", "execution_count": 424, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['one_hot__workclass_?',\n", " 'one_hot__workclass_Federal-gov',\n", " 'one_hot__workclass_Local-gov',\n", " 'one_hot__workclass_Never-worked',\n", " 'one_hot__workclass_Private',\n", " 'one_hot__workclass_Self-emp-inc',\n", " 'one_hot__workclass_Self-emp-not-inc',\n", " 'one_hot__workclass_State-gov',\n", " 'one_hot__workclass_Without-pay',\n", " 'one_hot__occupation_?',\n", " 'one_hot__occupation_Adm-clerical',\n", " 'one_hot__occupation_Armed-Forces',\n", " 'one_hot__occupation_Craft-repair',\n", " 'one_hot__occupation_Exec-managerial',\n", " 'one_hot__occupation_Farming-fishing',\n", " 'one_hot__occupation_Handlers-cleaners',\n", " 'one_hot__occupation_Machine-op-inspct',\n", " 'one_hot__occupation_Other-service',\n", " 'one_hot__occupation_Priv-house-serv',\n", " 'one_hot__occupation_Prof-specialty',\n", " 'one_hot__occupation_Protective-serv',\n", " 'one_hot__occupation_Sales',\n", " 'one_hot__occupation_Tech-support',\n", " 'one_hot__occupation_Transport-moving',\n", " 'ordinal__education',\n", " 'ordinal__capital-gain-category',\n", " 'remainder__age',\n", " 'remainder__hours-per-week']" ] }, "execution_count": 424, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features_transformed=list(pipe.named_steps['preprocessor'].get_feature_names_out())\n", "features_transformed" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Feature Importance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we showed in the previous section, to obtain at the permutation feature importance, we can apply it with a pipeline estimator. Hence, here we do not need to do anything differently due to categorical variables, as the input to the pipeline estimator are the original features." ] }, { "cell_type": "code", "execution_count": 427, "metadata": {}, "outputs": [], "source": [ "perm_pipe = permutation_importance(pipe, X_test, y_test, n_repeats=30, random_state=0, n_jobs=-1)" ] }, { "cell_type": "code", "execution_count": 428, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feat_import_perm = perm_pipe.importances_mean\n", "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.bar(range(len(feat_import_perm)), feat_import_perm, align=\"center\")\n", "ax.set(xticks=range(len(feat_import_perm)), xticklabels=X_train.columns)\n", "# Set properties of x axis using setp, we will rotate the labels by 45 degrees\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we also mentioned above, feature importance for the decision trees, based on the gini index, could be biased towards high cardinality features, hence it is typically used less in practice when the dataset includes both numerical and categorical features. Still, let's illustrate how we could evaluate it. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use the feature importance for the decision trees we need to look at the transformed features." ] }, { "cell_type": "code", "execution_count": 431, "metadata": {}, "outputs": [], "source": [ "feat_import_gini = pipe.named_steps['classifier'].feature_importances_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, to understand the importance of a feature which is encoded with one hot encoding, we should sum the importance of all the dummy variables.\n", "Let's do this by creating a dictionary, where we will simply copy the importance of features that were not one hot encoded, and for those that were, we will sum the importance of the dummy variables." ] }, { "cell_type": "code", "execution_count": 433, "metadata": {}, "outputs": [], "source": [ "# initialize an empty dictionary\n", "# the dictionary keys will be the feature names, and the values will be their importance \n", "feat_import_gini_transf={}\n", "\n", "# For each of the below features, we will simply find their index in the list of the transformed features, \n", "# and copy their importance by looking up the value in the feature importance array with that index\n", "other_cols= ['education','capital-gain-category', 'age', 'hours-per-week']\n", "for col in other_cols: \n", " col_idx = [features_transformed.index(feat) for feat in features_transformed if feat.endswith(col)]\n", " feat_import_gini_transf[col] = feat_import_gini[col_idx].sum() \n", "\n", "# For each of the ohe features, we will simply find their index in the list of the transformed features, \n", "# and sum the importance of all the dummy variable by summing the values in the feature importance array with those indices \n", "ohe_cols = ['workclass', 'occupation']\n", "for col in ohe_cols:\n", " # each of the dummy variables have names that start with 'one_hot__' \n", " col_idx = [features_transformed.index(feat) for feat in features_transformed if feat.startswith('one_hot__'+ col )]\n", " feat_import_gini_transf[col] = feat_import_gini [col_idx].sum()" ] }, { "cell_type": "code", "execution_count": 434, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.bar(range(len(feat_import_gini_transf)), feat_import_gini_transf.values(), align=\"center\")\n", "ax.set(xticks=range(len(feat_import_gini_transf)), xticklabels=feat_import_gini_transf.keys())\n", "plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### PDP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using sklearn's PartialDependenceDisplay weneed to specify which features are categorical using the parameter *categorical_features*. This parameter takes a list of indices, names of the categorical features or a boolean mask. The graphical representation of partial dependence for categorical features is a bar plot or a 2D heatmap. However, using this library it is not possible to display individual effects for categorical features.\r\n" ] }, { "cell_type": "code", "execution_count": 437, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 437, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,4))\n", "features = ['age','workclass','occupation']\n", "categorical_features = ['workclass','occupation']\n", "PartialDependenceDisplay.from_estimator(pipe, X_train, features=features, categorical_features = categorical_features, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The partial dependence plot denotes the relationship between a specific feature (for example, 'workclass') and the target variable marginalizing over all the other features, it serves to showcase how the target variable changes as the feature of interest varies while holding all other features constant at their average (or center) values.\n", "\n", "Rise at 'Self-emp-inc': When the feature 'workclass' is set to 'Self-emp-inc', the predicted outcome tends to increase (benign class). In other words, the presence of the 'Self-emp-inc' category of the 'workclass' feature on average has a positive impact on the target variable.\n", "\n", "There aren't any prominent decreases in the plot, but if there were, it would imply that a supposed 'workclass' category would tend to reduce the predicted outcome. \n", "\n", "Note: Onehot encoded variables are always inherently correlated, and as such the results should not be fully trusted." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### LIME (optional)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One hot encoded variables cannot be passed directly to LIME. For example, for the feature *workclass* if we have a dummy variable for a category *Never_worked* and a dummy variable for a category *State-gov*, when LIME generates perturbed samples it has to know that these two features are tied in such a way that only one of them can have a value 1 for some data instance. Unfortunately, there still is not a direct way to pass such one-hot encoded data to LIME. However, there is a way around this, but it is not very straightforward. Hence, this part is optional reading.\n", "\n", "A messy workaround requires that we first transform all of the categorical feature values into integers, using sklearn's `LabelEncoder`. Note that this is just for LIME explanations, as `LabelEncoder` should be used to only to encode target values, and not the features. This encoder encodes target labels with value between 0 and n_classes-1. To specify which are the categorical features, we need to pass to the LIME explainer their indices, as well as a parameter `categorical_names`, which is a map, where categorical_names[x][y] represents the name of the yth value of column x. Also note that this encoding has nothing to do with encoding of the data that was passed to the actual classifier.\n", "Things become even more complicated if we have ordinal features, so we encode them with ordinal encoding to enforce the order of categories we used in training." ] }, { "cell_type": "code", "execution_count": 441, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{1: array(['?', 'Federal-gov', 'Local-gov', 'Never-worked', 'Private',\n", " 'Self-emp-inc', 'Self-emp-not-inc', 'State-gov', 'Without-pay'],\n", " dtype=object),\n", " 5: array(['?', 'Adm-clerical', 'Armed-Forces', 'Craft-repair',\n", " 'Exec-managerial', 'Farming-fishing', 'Handlers-cleaners',\n", " 'Machine-op-inspct', 'Other-service', 'Priv-house-serv',\n", " 'Prof-specialty', 'Protective-serv', 'Sales', 'Tech-support',\n", " 'Transport-moving'], dtype=object),\n", " 2: array(['Preschool', '1st-4th', '5th-6th', '7th-8th', '9th', '10th',\n", " '11th', '12th', 'HS-grad', 'Prof-school', 'Assoc-acdm',\n", " 'Assoc-voc', 'Some-college', 'Bachelors', 'Masters', 'Doctorate'],\n", " dtype=object),\n", " 3: array(['cat1', 'cat2', 'cat3', 'cat4'], dtype=object)}" ] }, "execution_count": 441, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import LabelEncoder\n", "X_train_lime=X_train.copy()\n", "X_test_lime=X_test.copy()\n", "categorical_names = {}\n", "for feature in ['workclass', 'occupation' ]:\n", " le = LabelEncoder()\n", " le.fit(X_train_lime[feature])\n", " X_train_lime[feature] = le.transform(X_train_lime[feature])\n", " X_test_lime[feature] = le.transform(X_test_lime[feature])\n", " categorical_names[list(X.columns).index(feature)] = le.classes_\n", " \n", "ordinal =['education' ,'capital-gain-category'] \n", "oe = OrdinalEncoder(categories= categories)\n", "oe.fit(X_train_lime[ordinal])\n", "X_train_lime[ordinal] = oe.transform(X_train_lime[ordinal])\n", "X_test_lime[ordinal] = oe.transform(X_test_lime[ordinal])\n", "\n", "categorical_names[list(X.columns).index('education')] = oe.categories_[0]\n", "categorical_names[list(X.columns).index('capital-gain-category')] = oe.categories_[1]\n", "\n", "categorical_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what exactly did we achieve with the encoding above:" ] }, { "cell_type": "code", "execution_count": 443, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageworkclasseducationcapital-gain-categoryhours-per-weekoccupation
3163041PrivateSome-collegecat140Craft-repair
3076642Self-emp-not-incHS-gradcat199Farming-fishing
1433067?Doctoratecat45?
38819PrivateSome-collegecat116Adm-clerical
119651Local-govAssoc-acdmcat160Prof-specialty
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" ], "text/plain": [ " age workclass education capital-gain-category \\\n", "31630 41 Private Some-college cat1 \n", "30766 42 Self-emp-not-inc HS-grad cat1 \n", "14330 67 ? Doctorate cat4 \n", "388 19 Private Some-college cat1 \n", "1196 51 Local-gov Assoc-acdm cat1 \n", "\n", " hours-per-week occupation \n", "31630 40 Craft-repair \n", "30766 99 Farming-fishing \n", "14330 5 ? \n", "388 16 Adm-clerical \n", "1196 60 Prof-specialty " ] }, "execution_count": 443, "metadata": {}, "output_type": "execute_result" } ], "source": [ " X_train.head()" ] }, { "cell_type": "code", "execution_count": 444, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageworkclasseducationcapital-gain-categoryhours-per-weekoccupation
3163041412.00.0403
307664268.00.0995
1433067015.03.050
38819412.00.0161
119651210.00.06010
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" ], "text/plain": [ " age workclass education capital-gain-category hours-per-week \\\n", "31630 41 4 12.0 0.0 40 \n", "30766 42 6 8.0 0.0 99 \n", "14330 67 0 15.0 3.0 5 \n", "388 19 4 12.0 0.0 16 \n", "1196 51 2 10.0 0.0 60 \n", "\n", " occupation \n", "31630 3 \n", "30766 5 \n", "14330 0 \n", "388 1 \n", "1196 10 " ] }, "execution_count": 444, "metadata": {}, "output_type": "execute_result" } ], "source": [ " X_train_lime.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, each category of each categorical variable has been replaced with a numerical value. " ] }, { "cell_type": "code", "execution_count": 446, "metadata": {}, "outputs": [], "source": [ "explainer = lime.lime_tabular.LimeTabularExplainer(X_train_lime.values, feature_names = X_train_lime.columns,\n", " categorical_features=categorical_names.keys(), \n", " categorical_names=categorical_names, random_state=42,\n", " discretize_continuous=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, the final step is to pass the predict function of the model to the lime explainer. However, we cannot simply pass the predict function of the model, as it expects transformed data. Hence, we will create a function that given a data point for explaining, it preprocesses it first, and then invokes *predict_proba* of our model to the processed data point. " ] }, { "cell_type": "code", "execution_count": 448, "metadata": {}, "outputs": [], "source": [ "model= pipe.named_steps['classifier']\n", "preprocess_pipe_lime = ColumnTransformer([\n", " ('one_hot', OneHotEncoder(sparse_output=False), ohe_cols_idx),\n", " ('ordinal', OrdinalEncoder(), ordinal_cols_idx) \n", "], remainder='passthrough')\n", "preprocess_pipe_lime.fit_transform(X_train_lime.values)\n", "\n", "predict_fn = lambda x: model.predict_proba(preprocess_pipe_lime.transform(x)).astype(float)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's explain the prediction of the first data point of the test set:" ] }, { "cell_type": "code", "execution_count": 450, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "age 51\n", "workclass Self-emp-not-inc\n", "education HS-grad\n", "capital-gain-category cat1\n", "hours-per-week 45\n", "occupation Farming-fishing\n", "Name: 18685, dtype: object" ] }, "execution_count": 450, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_test.iloc[0] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see our model's prediction for this data point:" ] }, { "cell_type": "code", "execution_count": 452, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.82, 0.18]])" ] }, "execution_count": 452, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipe.predict_proba(X_test.iloc[0] .values.reshape(1, -1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's look at the explanation:" ] }, { "cell_type": "code", "execution_count": 454, "metadata": {}, "outputs": [], "source": [ "data_for_prediction = X_test_lime.iloc[0] " ] }, { "cell_type": "code", "execution_count": 455, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", "
\n", " \n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exp = explainer.explain_instance(data_for_prediction, predict_fn, num_features=5)\n", "exp.show_in_notebook(show_all=False)" ] }, { "cell_type": "code", "execution_count": 456, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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FeatureContribution
0capital-gain-category=cat1-0.303316
1age > 48.000.098196
240.00 < hours-per-week <= 45.000.080868
3occupation=Farming-fishing-0.052247
4education=HS-grad-0.051764
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" ], "text/plain": [ " Feature Contribution\n", "0 capital-gain-category=cat1 -0.303316\n", "1 age > 48.00 0.098196\n", "2 40.00 < hours-per-week <= 45.00 0.080868\n", "3 occupation=Farming-fishing -0.052247\n", "4 education=HS-grad -0.051764" ] }, "execution_count": 456, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(exp.as_list(),columns=['Feature','Contribution'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like in our original model, the global model gives higher probability of having income below 50K (class 0), than having above. The feature which pushes towards class 0 is the *capital-gain-category*, as this person has the lowest category *cat1*. However, the features of *hours-per-week* and *age* contribute to higher probability." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### SHAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although we saw how to use shap with the pipelines, since now we have categorical features, and shap cannot directly work with this type of data. So now we should access the classifier step, and process the data using the preprocessor step. If we use this with one-hot encoded features, we can view the impact of each category separately. Let's do this for the first 50 data points of the dataset (using the whole dataset would take more time to run)." ] }, { "cell_type": "code", "execution_count": 460, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "number_datapoints=50\n", "explainer = shap.TreeExplainer(pipe.named_steps['classifier'])\n", "X_test_processed=pipe.named_steps['preprocessor'].transform(X_test)\n", "X_test_processed=pd.DataFrame(X_test_processed, columns=features_transformed)\n", "shap_values = explainer.shap_values(X_test_processed[:number_datapoints])\n", "shap.summary_plot(shap_values[:,:,1], X_test_processed[:number_datapoints], plot_type='dot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just like in the feature importance section, in order to measure the total effect of all the categories of a categorical feature to capture its impact before one-hot encoding, we should sum Shapley values of all dummy variables corresponding to a feature. " ] }, { "cell_type": "code", "execution_count": 462, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initailize an array to store summed Shapley values, so the dimension is the number of data points \n", "# by the number of original features\n", "new_shap = np.empty(shape=(number_datapoints, len(X_train.columns))) \n", "\n", "# For each of the ohe features, we will simply find their index in the list of the transformed features, \n", "# and sum the Shapley values of all the dummy variable by summing the values in the shap_values[1] with those indices\n", "# and store in the new shap array\n", "for col in ohe_cols:\n", " idx_original=list(X_train.columns).index(col)\n", " idx_transformed = [features_transformed.index(feat) for feat in features_transformed if feat.startswith('one_hot__'+ col)]\n", " new_shap[:, idx_original] = np.sum(shap_values[:,idx_transformed,1], axis=1).ravel() \n", "\n", "# For each of the non ohe features, we will simply find their index in the list of the transformed features, \n", "# and copy their Shapley value from shap_values[1] with that indices\n", "# and store in the new shap array\n", "for col in other_cols:\n", " idx_original=list(X_train.columns).index(col)\n", " idx_transformed = [features_transformed.index(feat) for feat in features_transformed if feat.endswith(col)]\n", " new_shap[:, idx_original] = (shap_values[:,idx_transformed,1]) .ravel() \n", " \n", "shap.summary_plot(new_shap, X_test[:number_datapoints], plot_type='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bias and Fairness in Machine Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will now look at the ways to audit bias in machine learning models. We will use a dataset for identifying people who default on their loan, based on a loan application.\n", "\n", "The dataset for this notebook comes from a synthetic Kaggle dataset \"Loan Default Model Trap\" (https://www.kaggle.com/jannesklaas/model-trap/version/5).\n", "\n", "We will assume that we have enough resources to review and approve 75% of the applications that are submitted, therefore, we would like to identify the 25% highest risk applications, so that they may be either automatically rejected, or perhaps only reviewed if time allows.\n", "\n", "**Features**\n", "- Minority - 1/0 (1 == Minority, 0 == Non-minority)\n", "- Sex - 1/0 (1 == Male, 0 == Female)\n", "- ZIP code - categorical\n", "- Rent - 1/0\n", "- Age - continuous\n", "- Education - continuous\n", "- Income - continuous\n", "- Loan_size - continuous\n", "- Payment timing - continuous\n", "- year - discrete, ordinal\n", "- Job stability - continuous\n", "- Occupation - categorical\n", "\n", "**Target**\n", "- Default on loan - True / False\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This code is based on [Aequitas COMPAS Analysis demo](https://dssg.github.io/aequitas/examples/compas_demo.html).\n", "Aequitas is an open-source bias audit toolkit for audit of machine learning models for discrimination and bias. It can be installed as:\n", " \n", "`pip install aequitas`." ] }, { "cell_type": "code", "execution_count": 466, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.metrics import accuracy_score, roc_auc_score, precision_score, recall_score, f1_score, roc_curve, auc\n", "from sklearn.model_selection import GridSearchCV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's import the csv with the data:" ] }, { "cell_type": "code", "execution_count": 468, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(70085, 13)" ] }, "execution_count": 468, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv('loan.csv')\n", "data.shape" ] }, { "cell_type": "code", "execution_count": 469, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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minoritysexZIPrenteducationageincomeloan_sizepayment_timingyearjob_stabilitydefaultoccupation
001MT01RA05.00748919.24886314809.4093789842.1410991.554341684.856189FalseMZ01CD
100MT01RA039.89022855.478499160198.9766474893.1759483.9891382877.270278FalseMZ01CD
201MT12RA04.95072424.23890715782.7050737478.2468143.5267432386.764053FalseMZ01CD
300MT01RA056.76724338.685639207510.8647164932.5832723.735728657.549089TrueMZ01CD
400MT12RA161.48755830.977675211103.1895517907.7025553.5208499113.795162FalseMZ01CD
\n", "
" ], "text/plain": [ " minority sex ZIP rent education age income \\\n", "0 0 1 MT01RA 0 5.007489 19.248863 14809.409378 \n", "1 0 0 MT01RA 0 39.890228 55.478499 160198.976647 \n", "2 0 1 MT12RA 0 4.950724 24.238907 15782.705073 \n", "3 0 0 MT01RA 0 56.767243 38.685639 207510.864716 \n", "4 0 0 MT12RA 1 61.487558 30.977675 211103.189551 \n", "\n", " loan_size payment_timing year job_stability default occupation \n", "0 9842.141099 1.554341 6 84.856189 False MZ01CD \n", "1 4893.175948 3.989138 28 77.270278 False MZ01CD \n", "2 7478.246814 3.526743 23 86.764053 False MZ01CD \n", "3 4932.583272 3.735728 6 57.549089 True MZ01CD \n", "4 7907.702555 3.520849 9 113.795162 False MZ01CD " ] }, "execution_count": 469, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 470, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "minority int64\n", "sex int64\n", "ZIP object\n", "rent int64\n", "education float64\n", "age float64\n", "income float64\n", "loan_size float64\n", "payment_timing float64\n", "year int64\n", "job_stability float64\n", "default bool\n", "occupation object\n", "dtype: object" ] }, "execution_count": 470, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.dtypes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our target is the column *default*, and we will encode values *True* to class 1, values *False* to class 0:" ] }, { "cell_type": "code", "execution_count": 472, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "default\n", "0 50142\n", "1 19943\n", "Name: count, dtype: int64" ] }, "execution_count": 472, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = data['default'].apply(lambda x: 1 if x else 0)\n", "y.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preprocessing and model training" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use one hot encoding for the features ZIP and occupation:" ] }, { "cell_type": "code", "execution_count": 475, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ZIP\n", "MT12RA 25065\n", "MT01RA 25062\n", "MT04PA 10024\n", "MT15PA 9934\n", "Name: count, dtype: int64" ] }, "execution_count": 475, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.ZIP.value_counts()" ] }, { "cell_type": "code", "execution_count": 476, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "occupation\n", "MZ01CD 50121\n", "MZ10CD 9998\n", "MZ11CD 9966\n", "Name: count, dtype: int64" ] }, "execution_count": 476, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.occupation.value_counts()" ] }, { "cell_type": "code", "execution_count": 477, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(data.drop(columns='default'), y, random_state=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use *ColumnTransformer* to transform these two features, and scale the numerical features with `MinMaxScaler`." ] }, { "cell_type": "code", "execution_count": 479, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import OneHotEncoder, MinMaxScaler\n", "\n", "numerical= [ 'rent', 'education', 'age', 'income',\n", " 'loan_size', 'payment_timing', 'year', 'job_stability']\n", "ct = ColumnTransformer([ \n", " ('scaler', MinMaxScaler(), numerical ), \n", " ('one_hot', OneHotEncoder(sparse_output=False), ['ZIP', 'occupation'] )\n", "], remainder='passthrough')\n", "ct.fit(X_train)\n", "X_train = ct.transform(X_train)\n", "X_test = ct.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can access the column transformer to see the feature names:" ] }, { "cell_type": "code", "execution_count": 481, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['scaler__rent', 'scaler__education', 'scaler__age',\n", " 'scaler__income', 'scaler__loan_size', 'scaler__payment_timing',\n", " 'scaler__year', 'scaler__job_stability', 'one_hot__ZIP_MT01RA',\n", " 'one_hot__ZIP_MT04PA', 'one_hot__ZIP_MT12RA',\n", " 'one_hot__ZIP_MT15PA', 'one_hot__occupation_MZ01CD',\n", " 'one_hot__occupation_MZ10CD', 'one_hot__occupation_MZ11CD',\n", " 'remainder__minority', 'remainder__sex'], dtype=object)" ] }, "execution_count": 481, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features=ct.get_feature_names_out()\n", "features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we will use this names only for visualization, let's remove the prefixes 'scaler__' and 'onehot__'." ] }, { "cell_type": "code", "execution_count": 483, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['rent',\n", " 'education',\n", " 'age',\n", " 'income',\n", " 'loan_size',\n", " 'payment_timing',\n", " 'year',\n", " 'job_stability',\n", " 'ZIP_MT01RA',\n", " 'ZIP_MT04PA',\n", " 'ZIP_MT12RA',\n", " 'ZIP_MT15PA',\n", " 'occupation_MZ01CD',\n", " 'occupation_MZ10CD',\n", " 'occupation_MZ11CD',\n", " 'minority',\n", " 'sex']" ] }, "execution_count": 483, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features=[feature.replace('scaler__','').replace('one_hot__','').replace('remainder__','') for feature in features]\n", "features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to train a Logistic Regression model and use a simple grid search.\n", "\n", "For evaluation, it's important that we choose the right metric. Consider the possible outcomes of our model, given that the intervention automatically denies anyone who is in the top 25% highest predicted scores to default:\n", "\n", "- **True positive:** the model said they would default, and they did\n", "- **False positive:** the model said they would default, and they didn't\n", "- **True negative:** the model says they would not default, and they didn't\n", "- **False negative:** the model says they would not default, and they did\n", "\n", "Clearly, we want to maximize **True Positives**. When we consider our two errors, which is more costly? \n", "\n", "\n", "Let' say that we want a model with high **True Positives** and not too many **False Negatives**, so we will initially look at recall which is as we know **TP / (TP + FN)**\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use this opportunity to illustrate how to pass a custom scoring function to *GridSearchCV*, using `make_scorer` function. Our custom function will pick top 25% of the instances with the highest score, and assign them to class 1, and the other instances will have class 0. Then we will calculate the recall. Since our custom function will need the access to probabilities, not just the labels, we will set the parameter `response_method='predict_proba'`. Then each time a model is trained within grid search, it will be scored according to our own function." ] }, { "cell_type": "code", "execution_count": 486, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import make_scorer\n", "\n", "def custom_recall(y, y_pred_prob):\n", " temp_threshold = np.percentile(y_pred_prob,75)\n", " custom_y_pred =(y_pred_prob > temp_threshold).astype(int)\n", " custom_recall = recall_score(y, custom_y_pred)\n", " return custom_recall\n", "\n", "my_scorer = make_scorer(custom_recall, response_method='predict_proba')" ] }, { "cell_type": "code", "execution_count": 487, "metadata": {}, "outputs": [], "source": [ "param_grid={'C': [0.5, 0.1, 0.01],'penalty':['l1','l2']}" ] }, { "cell_type": "code", "execution_count": 488, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'C': 0.5, 'penalty': 'l2'}" ] }, "execution_count": 488, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid = GridSearchCV(LogisticRegression(solver='liblinear',random_state=42), param_grid, scoring=my_scorer, n_jobs=-1)\n", "grid.fit(X_train,y_train)\n", "model = grid.best_estimator_\n", "grid.best_params_" ] }, { "cell_type": "code", "execution_count": 489, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.24911222780569514" ] }, "execution_count": 489, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid.best_score_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now inspect the confusion matrix:" ] }, { "cell_type": "code", "execution_count": 491, "metadata": {}, "outputs": [], "source": [ "y_pred_prob=model.predict_proba(X_test)[:,1]\n", "temp_threshold = np.percentile(y_pred_prob,75)\n", "y_pred = (y_pred_prob > temp_threshold).astype(int) " ] }, { "cell_type": "code", "execution_count": 492, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 492, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "cm=confusion_matrix(y_test, y_pred)\n", "ConfusionMatrixDisplay(cm).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a naïve approach to evaluating bias, we will apply methods for explainability and interpretability. For a logistic regression, this means examining the feature importance, or the coefficients of each feature, as we did in the previous section." ] }, { "cell_type": "code", "execution_count": 494, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.barh(features, model.coef_[0], color='b')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the features minority and sex are considered important by the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bias Audit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will conduct a robust bias audit using the toolkit Aequitas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "Let's consider the context of the problem, and how we may want to think about fairness (consider the \"Fairness Tree\" from this [reference](http://www.datasciencepublicpolicy.org/projects/aequitas/)).\n", "\n", "In this case, because our intervention is punitive, and we are intervening on a large portion of the population, the Fairness Tree guides us towards choosing the **False Positive Rate** as our fairness metric.\n", "\n", "What is the False Positive Rate in context? \n", "\n", "The False Positive group represents those individuals that should have gotten a loan, but were automatically denied. Through a different lens, one could say these are people who deserved a loan but did not receive it, therefore, if our group had bias along the False Positive Rate dimension, that would mean one group was not receiving loans they deserved because of being in that group.\n", "\n", "For example, if the False Positive Rate was lower for non minority than minority, that would mean the model is more likely predict an individual as defaulting because they are a minority." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applying Aequitas progammatically is a three step process represented by three python classes:\n", "\n", "- `Group()`: Define groups\n", "- `Bias()`: Calculate disparities\n", "- `Fairness()`: Assert fairness" ] }, { "cell_type": "code", "execution_count": 500, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from aequitas.group import Group\n", "from aequitas.bias import Bias\n", "from aequitas.fairness import Fairness\n", "from aequitas.plotting import Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Aequitas tool always requires a `score` column and requires a binary `label_value` column for supervised metrics." ] }, { "cell_type": "code", "execution_count": 502, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Sex Minority label_value score\n", "0 F Minor 1 0\n", "1 M NonMinor 0 0\n", "2 F Minor 0 0\n", "3 M Minor 0 1\n", "4 M NonMinor 0 0" ] }, "execution_count": 502, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a dataframe that is properly formatted for Aequitas\n", "X_test=pd.DataFrame(X_test, columns=features)\n", "X_train=pd.DataFrame(X_train, columns=features)\n", "\n", "aequitas = X_test[[\"sex\",\"minority\"]].copy()\n", "aequitas[\"Sex\"] = aequitas[\"sex\"].apply(lambda x: \"M\" if x == 1 else \"F\")\n", "aequitas[\"Minority\"] = aequitas[\"minority\"].apply(lambda x: \"Minor\" if x == 1 else \"NonMinor\")\n", "aequitas[\"label_value\"] = y_test.reset_index(drop=True)\n", "aequitas[\"score\"] = y_pred\n", "df = aequitas.drop(columns=['sex','minority'])\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `get_crosstabs()` method tabulates a confusion matrix for each subgroup and calculates commonly used metrics such as false positive rate and false omission rate. It also provides counts by group and group prevalence. \n", "\n", "Recall that False Positive Rate measures the proportion of negative instances that are incorrectly classified as positive:\n", "\\begin{equation}\n", "\\text{FPR} = \\frac{FP}{FP + TN}\n", "\\end{equation}\n", "The False Omission Rate measures the proportion of positive instances that are incorrectly classified as negative, out of all the instances classified as negative:\n", "\\begin{equation}\n", "\\text{FOR} = \\frac{FN}{FN + TN}\n", "\\end{equation}\n", "\n" ] }, { "cell_type": "code", "execution_count": 504, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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model_idscore_thresholdkattribute_nameattribute_valuetprtnrforfdrfprfnrnpvprecisionpppnpprpprevfpfntntpgroup_label_posgroup_label_neggroup_sizetotal_entitiesprev
00binary 0/14381SexF0.4044620.5916050.2836710.7196290.4083950.5955380.7163290.280371355651750.8116870.407284255914683707997246562668731175220.282327
10binary 0/14381SexM0.0932240.9058990.2906100.7115150.0941010.9067760.7093900.28848582579660.1883130.09384658723155651238255362388791175220.290411
20binary 0/14381MinorityMinor0.3509620.6401010.2922080.7157950.3598990.6490380.7077920.284205179832340.4104090.35731312879452289511145635765032175220.289348
30binary 0/14381MinorityNonMinor0.2032570.7917790.2864640.7197060.2082210.7967430.7135360.280294258399070.5895910.2068051859283870697243562892812490175220.285188
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" ], "text/plain": [ " model_id score_threshold k attribute_name attribute_value tpr \\\n", "0 0 binary 0/1 4381 Sex F 0.404462 \n", "1 0 binary 0/1 4381 Sex M 0.093224 \n", "2 0 binary 0/1 4381 Minority Minor 0.350962 \n", "3 0 binary 0/1 4381 Minority NonMinor 0.203257 \n", "\n", " tnr for fdr fpr fnr npv precision \\\n", "0 0.591605 0.283671 0.719629 0.408395 0.595538 0.716329 0.280371 \n", "1 0.905899 0.290610 0.711515 0.094101 0.906776 0.709390 0.288485 \n", "2 0.640101 0.292208 0.715795 0.359899 0.649038 0.707792 0.284205 \n", "3 0.791779 0.286464 0.719706 0.208221 0.796743 0.713536 0.280294 \n", "\n", " pp pn ppr pprev fp fn tn tp group_label_pos \\\n", "0 3556 5175 0.811687 0.407284 2559 1468 3707 997 2465 \n", "1 825 7966 0.188313 0.093846 587 2315 5651 238 2553 \n", "2 1798 3234 0.410409 0.357313 1287 945 2289 511 1456 \n", "3 2583 9907 0.589591 0.206805 1859 2838 7069 724 3562 \n", "\n", " group_label_neg group_size total_entities prev \n", "0 6266 8731 17522 0.282327 \n", "1 6238 8791 17522 0.290411 \n", "2 3576 5032 17522 0.289348 \n", "3 8928 12490 17522 0.285188 " ] }, "execution_count": 504, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = Group()\n", "xtab, _ = g.get_crosstabs(df)\n", "xtab" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that feature Minority have a false positive rate (fpr) of 35%, while non Minority have a false positive rate of only 21%. This means that Minority are more likely to be falsely labeled as defaulting on a loan than non minority. On the other hand, false omission rates (for) and false discovery rates (fdr=FP/(FP+TP)) are much closer for those two groups.\n", "\n", "Also, we can see that Females have much higher fpr than Males, 40% compared to 9%, and they are much more likely to be falsely denied a loan. \n", "\n", "We can also visualize a metric of interest:" ] }, { "cell_type": "code", "execution_count": 506, "metadata": {}, "outputs": [ { "data": { "image/png": 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6u99omTLJqdWR+KUJJX3aiBYAAAAA5M8//zQ77rijSQYSvzShSp/Mnz/fbhgMBGXbtm3m999/N23atGGiHQJFrMEVYg2uEGtwRfvINm/evCBHSAYSvzThtXfWqFHDVK9ePdWHgyxvK27QoIGNtWS1DgCREGtwhViDK8QaXMaaJHMJGNs5pIl169bZ/4isXbuWxA8AAADIYesCyA34qiJNs3sgyBhbtmwZsYbAEWtwhViDK8QaXAkixkj80gwFWLiIsRUrVhBrCByxBleINbhCrMGVIGKMxA8AAAAAshyJHwAAAABkORK/NMPm7XARY9oyhFhD0Ig1uEKswRViDa4EEWNM9UwTTPUEAAAAIEz1zAFMiYKLGFu0aBGxhsARa3CFWIMrxBpcYapnDqAACxcxtnr1amINgSPW4AqxBleINbjCVE8AAAAAQMJI/AAAAAAgy5H4pRmmRMFFjNWtW5dYQ+CINbhCrMEVYg2uBBFj5ZL+iCiVMmXIxRF8jNWvXz/Vh4EcQKzBFWINrhBryOScgMQvzSycM9PUqFYt1YeBLLY9FDJLly4xDRo0NGXCvk2qUqOWqV2vYcqODdk3kWzhwoWmadOmfKmFQBFrcIVYQyZP9STxSzMjrrvI5Jcrm+rDQI4qV76CueHpt0n+kLSJZBs2bGD6HQJHrMEVYg2uMNUTQKC2bvnP/LN2daoPAwAAAElG4gcAAAAAWY7EDwAQ2ESyRo0aMf0OgSPW4AqxBleY6gkAyBgafFC7du1UHwZyALEGV4g1uBLE8CAqfgCAQGzbts3Mnj3b/gaCRKzBFWINrgQRYyR+AIDAbN68OdWHgBxBrMEVYg2ZisQPAAAAALIciR8AAAAAZDkSPwBAYAvTmzVrFsgCdcCPWIMrxBpcCSLGmOoJAAhsFHW1atVSfRjIAcQaXCHWkMnbOfB1BQAgsIlkM2bMYPodAkeswRViDa4w1RMAkFG2b9+e6kNAjiDW4AqxhkxF4gcAAAAAWY7EDwAAAACyHIkfACCwiWQtW7Zk+h0CR6zBFWINrgQRY0QtACAw5cuXT/UhIEcQa3CFWEOmIvEDAAQ2AGHmzJkMQkDgiDW4QqzBlSBijMQPAAAAALIciR8AAAAAZDkSPwAAAADIciR+AIDAJpK1bduW6XcIHLEGV4g1uMJUTwBARtmyZUuqDwE5gliDK8QaMhWJHwDE0Lx5c3PhhReadNSnTx9z9NFHm3SeSDZnzhym38Vw4IEHmgEDBqT6MDIesQZXiDW4wlRPABnnmWeeMXl5eaZixYpm0aJFRa4/7LDDzO677x7oMUyePNkeg35eeOGFiLfp2LGjvT7oY0mWefPmmaeeespcf/31BZfNnz+/4HW++uqrRe5zyy232Ov+/vtvk+4++OAD06NHD/t+lC1b1ibgkfz22282cdp7771NtWrVTMOGDU3Xrl3Nd999V6LnffHFF+05qlq1asTrR4wYYdu88vPzTePGjU3//v3NP//8E/Ef7HvuucfstNNONvb33HNPM2bMmCK3GzhwoHnkkUfM0qVLTWno/1tnnnmmqVmzpqlevbo56aSTzNy5c4u937///muf/5hjjrHnTudwn332MY899pjZtm1bkdvfcccd5sQTTzT169e350kxBQDIDCR+AJzYvHmzGTp0aEqPQR/AX3rppSKXK2GaMmWKvT7c77//bp588klHRxi/Bx980CYVhx9+eMTr//e//5lQKGQyld4n/dSoUcM0atQo6u2U/Or92W+//cy9995rEzG9Z6qkffTRRwk954YNG2wSWaVKlYjXK0m74oorbDKq83/aaaeZhx9+2Jx66qlFbnvDDTfY26siq9s0bdrUdOvWzYwdO7bQ7ZSgKVF79NFHEzrW8ONWHHz66af2i4Bbb73VTJs2zRx66KFm5cqVMe+r5FCvSbGiczd8+HAbV6omX3zxxUVuf+ONN5pvv/3WJocAgMxC4gfACVVk9AF98eLFKTuGLl26mA8//LBIxUsJhioYSh7CqbJTvnx545oqMbHWl6gypQpPtHP9008/mQkTJphMXZx+5513mnXr1pkvv/zS7LXXXlFvd84555g///zTJoC9evUy1113nfnmm29M7dq1E65G3X777bbidfLJJxe5bsmSJea+++4z559/vnn55ZfNpZdeah566CFz//332+rkW2+9Vaj6piS0b9++5oknnjA9e/a01x988MH2+PyVNJ2f008/3Tz33HMlTtSVNM6ePdu8/fbbNnG9+uqr7THpmHUcsTRo0MD8/PPP9v8XOrbevXub1157zVx00UX2mNTSFl5p1uNGq5ynEsM24AqxhkxF5AJwQpUIfeCNp+q3detWc9ttt5kWLVrYxEttfrq/qoZ+uvz44483X3zxhTnggANsxW7nnXe2H1gjUXVFj6cP7uGJn5IotRQWt8bPa11VQqIKSd26dW2F6JRTTjErVqyI+KF8t912s8+rypWSgTVr1kRsd/3+++/NIYccYipXrlyohTOcXq+S16OOOiri9WeffbZp3bp1XFW/aGsYdUz6CW+XHT9+vK0oqc1RSZKSlrVr19r35qqrrjL16tWzbZJKHPQ+7rrrrgXnVces1sxYSa1H5yqehLtdu3ZF2jJ32GEHm2TNnDnTxEuJk5I4JXflypUrcv1XX31lX4/OrZ/3d38l74033rDJuapmHp27yy67zPz111/2sfxUFVywYIGZPn26KYlXXnnF7L///vbHs8suu5gjjzzSvl+x1KlTx8ZnOMWzhJ/DaC23qaYY88caEBRiDa4EEWMkfgCcUPvYBRdcEFfV75JLLjE333yz2Xfffe2HcbWs3XXXXUU+dIsqEko+9OFZ1Y1atWrZRObXX38tclslVEr+/GutfvzxR3tbteElQu1xuu+QIUPsB3pVdC6//PJCt1HFSYmekhgdm1oDR44caddThU+FU0vecccdZ6t1DzzwQNQWTlFbqhKJaO12+sdCLXk6vmRX/fQ+vP/++2bQoEG2FVDVIVW/9OdZs2bZ16zWRyXISvLXr19fkHx66+OmTp1qgqY1c0pq4qWkVedcVeFIvC8dKlWqVCSmREm7R22W+jJAr9VPX05414cnr6IvExKltYSq7kaqVuv5/vjjD/seJMpbc5jIOUwlxZg/1oCgEGtwJYgYK/q1JgAEROueVI27++677RqpSJSsPPvsszb589bWqXKiSpLWH02aNKlQUqT1XJ999pmt8Igqd02aNDGjR4+2tw+nBO+EE06w7YG6nVomVSXUmrBEqKqkdjolYN4HcLX+qfqldWmq/ilJUpL37rvvFrQGqRKjBFGtcqqK+T9oP/7447bVrjiqmqmVUWvDotHrVNVUVT9Vb7zjLC1VvbSWzKvG6XWq2nXsscead955p+D9UkKu90DJrhIgl9+Of/7557aqpuQ3HhMnTrTvpWIvmjZt2hQkZ/7403OJf3CRWiG94Sd+Gp4i4V98qHpaoUIFM2PGDJOoVatW2aTUe+xoz+cdfzz+++8/++WDvqzxVxHTmf7/p6qp61hD7iHW4ApTPQFkNCVYWiOldU/6cByJlzyojdLvmmuuKfiQ7qeWGy/pE7Ve6kNutImGSsSUNClZ0bdp+q11YonSejL/B3sdg1pZ9YFANFhEH6BVSfKvB9F6LyVs4a9DraD+RDAWVQdV2YzFX/V7/fXXTbKoautvwWzfvr09j+GDQHS5kmslih5VA3Vbfwtpsi1fvtwmvUpa4tkmQe+R1sSpaqlYikbVZ70mfWmhhFYDgZTQK1HX+di4cWPBbfVnvZ/hvOFB/tt69H6WZNqq91iJPl8s+mJCSagqtJHaXgEAmYnED4BTSkaUDERb66fESYlSy5Ytiwyh0Kh6L7HyaFpipA/Rq1evjvj4+pB+xhln2HV9qhQqOUm0zTPS83qJmPe83nGGV1pU2VECHP46vKpPMltAzj33XHsekznhM/x1q7opqp6GX65vKzVx0hVtq6A1n2rD0jq7aFsy+KmVWAmX1i0WR1tkaNCMklwllqocq8Ksllv/c6kdNHw9qmzatKng+nB6f0pSlfUeK9Hni2bYsGG20q5qcbS2VwBAZiLxA+CUkp7zzjsvZtVP4v0QHK3VJlaio0RPgzRUgdIH+ViVnmQ+byyJfDhXm2m0xDZS1U+vVYlQIuc50h5u3mMmcrmriaiq3Gltoda76bXGsx+j2nI1yVNVWE0QVRVPP0pW9T7qz6og+pNzDdbRWkZ9aaBBLdqrT18eaJiOv8VSrbvhseDFe6TtKTTwpyTr6VS9VrUv0v+XYj1fJFqXqS0oVP2Mt002nUSqegJBINaQqUj8AKSs6qe2uXDNmjWzlSJNWfRbtmyZ/XCs60urU6dOtnKlSZUlqfbFwztOrUEMT1A0Er80r0PrBJX4KXEpjpJsVf1U0YqUlKpSGT5lVMIrkiWlyaxBr4NRvKgF9eOPP7aVXA0DiofOoZI8b6N170eVPU0e1Z/V0huuVatWtrVXVWi1RCrB8k9Y1YAe3T98Iqa2mfCu99P6QMVF+DCYeKg6vscee0TcsF7Ppy9aNH21OEqWta5WybM2dM80ijG9L6y5QtCINbjCVE8AWUHJgBISTbj0pgd6vPYyDZfw05h96dq1a6mfX1UuDWLRRE6tOQyCEgG1bup5/AnXqFGjbMJWmtdx0EEH2cf0T5KMp+r35ptvRnwvvv76a5t4eLQfnKpYyaDkylugnsh2DolOWB03bpzdOiPSZurRaGCQpp6G/2h4i9bH6c+DBw+Oen+9Lq0j1GRPVck8mhyrSqd/U3a9Xxreo6phhw4dCj2O9z6GXx4vTbXVpur+5E9fOHzyySe2rdlP53/hwoWFLlP1UhNztZWIhh1l4h5lei806CaIYQiAH7EGV4KIMVZtA0jZhM/nn3/efkD17yOm1svu3bvbVlBVolS90fh/TfrUxtqxtjlIhD6c6ycoGjKjpEGVNk28PPHEE+1rVTKgSYlKfEtTsVS7pwbIHHHEEXGt9dOarUj7xKnKo33gdIxar6bx/5o4qoQwGZTYq+okGhai86HJrMUNeFHLppeoakKo15bpxYjW13lfEOicKhlWAha+sbgmmmprBVGFV/GjhF9tvrp9pM3aNQxHMRd+Xb9+/ey6OVXstB2HqotebPrXPu644452qI/Wy+l2er/1mJoAqsQq/FtcbZ6u+4dvz+HtmaeW01g0RVXr8vRlwrXXXmuTTn1Rosmi3lAkj6qK+v+UzoVX2VVs6ssQJZDhe1zuueee9sej/8/qPl7yrqTRe1/0JUoyKvIlocRa00u9NadAUIg1uMJ2DgCyhtoPlfzoQ3O4p556yiYLWnOkqota6pRE6QN7JlFyoQRQCY8mR2o9lloH77zzzlKtfVMlUcmcPqTrsYqjyYyq+kWaGtq5c2e7x6ASBSUr2g9OFb/whMG1H374wdx0002FLvP+ri8GvMTPS2a1fUP4xuiitlov8fMGzUTa+iAeSsyUaHpVMe2Tp/bSSF9GaHiR2mhV1VYcqzVMSWl4a7G+0VVraY8ePYqst9SwmvAhR5GolVOJnGJMSZgeU4m1Btco/mLR+fFahrXnZDj9f86f+Klire08PEri9eN9IZGqxA8AULy8EDtQpgUNFtC3R72PaGvyy9E3jtS5dsQ406RV4sNO4Ja2q9BaP20pcOSRR5p0pAExWueWLvtdqS1zzJgxtoKYLsMZVAlUMqhKqz8h1dpBVcKVhCejvTnbpVusIXsRa3BFSyX0hbG+nIu1b28iMq+RHwBgK6KqEkXbFiMdqIKlbQ6StXl8aakypaphuiR9ogFH2jcvvAqpY1X7KklfZsYashexBleCiDEqfmmCih/SBRU/AACA9MgNqPgBANKe1pppGw6m3yFoxBpcIdbgShAxRuIHAAiEGkpWrFgRyGQywI9YgyvEGlwJIsZI/AAAAAAgy5H4AQAAAECWI/EDAAQ2kUx72TH9DkEj1uAKsQZXgogxNnAHAARCm5w3btw41YeBHECswRViDS5jLemPmfRHBADg/00kW7RoEdPvEDhiDa4Qa3CFqZ4AgIyaSLZ69Wqm3yFwxBpcIdbgClM9AQAAAAAJI/EDAAAAgCxH4gcACGwiWd26dZl+h8ARa3CFWIMrTPUEAGTURLL69eun+jCQA4g1uEKswZWsmOr5zDPP2AxWv9PJLbfcYo9r8uTJqT4UAMiaiWTz589n+h0CR6zBFWINOTXVU8GuBEk/DRo0MFu3bo14u5kzZxbcrnnz5iYTea/1wgsvTPWhAEBGTiTbsGED0+8QOGINrhBryMmpnuXKlTPLli0z77zzTsTrR40aZUuU4WXKU045xSaF+p1OLr/8cntcBxxwQKoPBQAAAADSI/Hr0KGDqVGjhnn66aeLXKcq4AsvvGCOOuooU758+ULX6T677LKL/Z1O6tSpY4+rcuXKqT4UAAAAAEiPxK9SpUrm7LPPNhMnTjTLly8vdN3bb79tq4EXX3xx3Gv8dNlhhx1m79e9e3ebiOk5DjzwwKjr7hYsWGB69OhhGjdubCpUqGB23HFH+/eFCxcWua0eW8+xadMmc+ONN5oWLVrYpFRr+yKt8dPx7bTTTvbPzz77bEHbqncbPYb+PH78+IjHpoRY1991111xn1MAyCb6b2CjRo2YfofAEWtwhViDK0HEWKmGuyixU3Xv+eefL5L01K5d25x88skJPd6aNWtMp06dzK+//mrOP/98c+qpp5rvvvvOdO7c2fzyyy+Fbjtr1iyz//772+dq166dueaaa8w+++xj/77ffvvZ6yM57bTTbFJ3+OGHm379+hUkd+H23ntve73stddeZsiQIQU/WrPYs2dP28b61FNPRbz/k08+adthL7roooTOAQBkC/03Uv8WBDGZDPAj1uAKsQZXgoixUm3noPVwu+++uxk9erRNvGTp0qXm3XffNZdddpnJz89P6PF+/PFH06dPH/Pwww8XvNgjjjjCXHLJJWbEiBHm8ccfL7jtpZdealasWGFGjhxpevXqVXD5o48+avr27Wuf/+OPPy7yHIsXLzY//fST/T9tLEr8rrrqKvPggw/aP3uVQT8lpO+9954dAuMfYKPE9euvv7aJrwbgRLJ582b741m3bl2x5wcAMsm2bdvM3Llzzc4772zKli2b6sNBFiPW4AqxBpexlmylTiVV9VOi88033xS0RaoKGKnNszhVqlQxd999d6EMV22fqpx9++23BZeplXPSpElm1113tZU3PyWEWqv3ySefmD///LPIc9x6663FJn3x0nNp4o4G2fh5VcDwY/NTC6jWOXo/TZo0ScoxAaVRrnwFU6VGrVQfBrKI/wsuIEjEGlwh1pCpSr2B+3nnnWcGDhxoWyzbt29vq39quVSVLFGtW7c2VatWLXyA5crZjTLVBuqZPn26/X3ooYcW6X9V0njIIYeY3377zd4uPKFK5tTOrl272vWFes2qCOqbn//++8+2vup5jz322Kj3HTx4sOnfv3+hip/uc/k9T5sa1asn7RiBSPvCzJs3z7Y5h7cRKOmrXa9hyo4NAAAAaZr41a1b15xwwglm7Nix5owzzjC///67bdUsiepREh4lf/5yp9cWqYQwkoYNG0Ztn4x2n5JQoqc2VFUR1d56/PHHmwkTJpiVK1fa7SFi9eaqDTZSK2zjnduYWrWouCA4+v/S+i3G7NiyLW0qAAAAOSIpqwY1SVNJljY6r1ixojn33HNNkLwEURNAI9E6Q//tgpyQo8RPH541zMVr81TCV5JWV2GxMIKmGGvWrBmxhsARa3CFWIMrxBpcCSLGkvKIGnKilsdFixbZgSZBV6y8NtLPPvusyK72+rsu99+upLxqSKzFldpCQi2f2sh+ypQpdqCMzkfTpk1L9JyMB0bQFGPVqlUj1hA4Yg2uEGtwhVhDzm7n4E+QXn/9ddvm6GLfOiVV2o5BQ2XCN5B/4oknzMyZM+000NIOTFECq5MeaUiMX+/eve1AG7W6KvGMNdQlFRN8gPAYmzFjBrGGwBFrcIVYgyvEGlwJIsZKvcbPo73z9OPKY489Zvf8U5L11ltv2QmfSgTffPNNu+5Q15eWBs1or0BVELWvYKtWrWzZVX9Wmd+jIS76uzaU1/YNWvMIpPuAF8AFYg2uEGtwhVhDpsrYBuU2bdrYzd21rnDq1Klm2LBhdssHbZiu35oQmgya0HnccceZt99+207uvOmmm+xERD8vGRQdj4bRAAAAAEC6yAuFL5JDiWiip9b5zZo1y7Rs2TLh+2s4jvbzW7VqFVM9EXjrgNqh27ZlqieCRazBFWINrhBrcGX16tV27/G1a9dG3fkgZyp+6US93kr6jj766BIlfX5MiULQFGOKU2INQSPW4AqxBleINbgSRIzRk1gKL730kt238LnnnrN/HzJkSKoPCYhL+fLlU30IyBHEGlwh1uAKsYZMxdcVpaAJorfffrud/Dlq1CjToUOHUj8mC4YRNMWY2lSINQSNWIMrxBpcIdbgShAxRsWvFCZPnpzqQwAAAACAYpH4pZt/lhpTYWOqjwLZbNt2U3HbamP+WWJMWYr+OaFcZWPya6b6KAAAQAqR+KWZsr8/Z0yV/FQfBrKYZpDZEUQzUn0kcCavnDF7X07yBwBADuPrfgDIdqGtxmz9NyUTyTTynOl3CBqxBleINbgSRIwRtQCAwGzZsiXVh4AcQazBFWINmYrEDwAQ2ESyOXPmMP0OgSPW4AqxBleCiDESPwAAAADIciR+AAAAAJDlSPwAAIFhAAJcIdbgCrGGTMV2DgCAQJQtW9bsuuuuqT4M5ABiDa4Qa3AZa8nGVxYAgECEQiGzfv16+xsIErEGV4g1uBJEjJH4AQACm0i2YMECpt8hcMQaXCHW4ApTPQEAAAAACSPxAwAAAIAsR+IHAAhMfn5+qg8BOYJYgyvEGjIVUz0BAIFNJGvVqlWqDwM5gFiDK8QaXGGqJwAgoxamr1q1iiEICByxBleINbjCcBcAQEaNol68eDFjzxE4Yg2uEGtwhe0cAAAAAAAJI/EDAAAAgCxH4gcACEReXp6pWrWq/Q0EiViDK8QaXAkixpjqCQAIRJkyZUzz5s1TfRjIAcQaXCHW4DLWkv6YSX9EAAD+30SyZcuWMf0OgSPW4AqxBleY6gkAyKiJZCtWrGD6HQJHrMEVYg2uMNUTAAAAAJAwEj8AgNPF6rfccotJR126dDE9e/ZM9WEgzOOPP26aNm1qNm/enOpDAYCMRuIHAEjIM888YxM4/XzxxRcR21OaNGliypUrZ6666qqMmH735Zdfmg8++MAMHDiw4LLJkycXvM7vv/++yH0uvPBCO90vE2gYhfda/D+XXnpp3I8xatQo07ZtW1OxYkXTqlUr8/DDDxe5zYQJE0znzp1No0aNTH5+vtlxxx3N6aefbn755ZdCt1u5cqUZNmyYOeSQQ0zdunVNzZo1zYEHHmjGjRsX8Tz/999/ZuTIkVGPTa+lVq1aMWNN62Xuueces9NOO9nXsOeee5oxY8bE9do/++wzc+KJJ9q41n0bNGhgjj32WBs3keh477zzTrPLLrvY29evX9907drV/PXXX3E9H9JXPLEGJANTPQEAaUMfaF966SXTqVOnQpd/+umn9gOuPvjrNv7JZBs3brQJYbpREnLkkUeali1bRrxeVcq33nrLZLK9997bXHPNNYUua926dVz3VdKlJPG0004z/fv3N59//rm58sorzb///lsoWf7555/th+J+/fqZOnXqmKVLl5qnn37aHHDAAearr74ye+21l72d/nzDDTfYKuuNN95oY+LVV181Z599tpkxY4a59dZbCx5TMdS9e3dz3333mSuuuCLihyHFWOPGjWO+Bj3f0KFDbVV3//33N2+88Ybp1q2bfTw9byyzZs2yz6FzoKRv9erV5oUXXrCJ68SJE20S6NmyZYtN8qZMmWKfSwmmbv/NN9+YtWvX2mQYmSueWAPSdapnXojVqWlh3bp1pkaNGmbtR4NM9Sr5qT4cANlmj17GVGmUtIrfRRddZE499VRbCVmyZEmhZK5Xr17mhx9+MH///bdNpFRJC+IfsHjpn7lNmzaZSpUqRbx++fLl9oOcWgp79OhRqOJ3+OGH24Rp+vTptuq37777FqpEvfLKK2bDhg0mEyp+u+++u3n77bcTvq+SdVW6VJHz3/+8884zr7/+uvnzzz9tsheNJiAq2dG51TmWefPm2Zho1qxZoffpqKOOslU0VQSrVKlScJ3O/X777Wc+/vhjc8QRR0Ss5ikOGzZsGDHWFi1aZCt9is0RI0YUPN+hhx5qj2X+/PmmbNmyCZ0XJb0777yzjY/33nuv4HJVFZXMqhquhBfZpbhYA5JlzZo19r+t+sKoevXqSXlMIhYAUCLnnHOO/YD+4YcfFmpxUzKkSopX/fB/vxi+xk9/1mVz5syxiZRa/vQlmBJLfbD227p1q7nttttMixYtbDVRycz1119fZO2XLj/++OPN+++/b5MFJXyx2gRVsdFjK+mIRFUm/eMbz9rEaGsYdUx6feHtskoOVDnz2h179+5tz6H+wb/gggvs8+pnwIABRSa86cPnb7/9Zs9xvPTY//zzj0nEpEmT7Pvcp0+fQpf37dvXPpbOXyz16tUzlStXtq/JoyTMn/SJzsfJJ59s38+5c+cWuq5du3amdu3atkoXic6NqmrRvsvW/XSe/K9Bz3fZZZfZ6rQqkInSa9L75n9dSgoefPBBc8opp9ikT3EVHsfIbMXFGpAsTPUEAKQNJTMHHXRQoXVS7777rv12srjWuXBnnnmmWb9+vbnrrrvsn5UY+dv95JJLLjE333yzrbrdf//9tlqj20d6rt9//90mpkcffbT9IK6qTDRqydthhx2KJCIefdN69dVX21ZPVTKTSUnl7Nmz7WvVGrInnnjC3HTTTeaEE04w27Zts+vE1EqrVtTnn3++0H0HDx5s19ypmhWPTz75xCYrWpeo907nJR7Tpk2zv5VEhydjqnh41/spGdLIe7V+6n1TV4taaYuj1lBRm2g4ve/R1tTF8xpUQdT58vMqcpFeQyR6HapkK+HWlw5au+h/XWpTXbx4sW3vVHVRz6kf/V0JNACkUvottAAAZAxV9pSAqB1QlbUXX3zRJmQa7pGIffbZxw4P8ajCpL/ffffd9u8//vijefbZZ20S8eSTT9rLVL1RNWn48OH2Q7XaMj2qIKr9ToNGiqMP8UqEYlFVTsmmErRoVaeS0NCPd955x1af9Hp03EryVPl77LHH7G2UQOj4tFZOVcCSUOKhBLJNmzb23Cqx1uAdJSneOY5GlUW1Qepc+1WoUMEmzHqMcGoLVfItSjTV+uhvo41k1apV5qmnnjIHH3ywbaMLp7bK8OQ3XnoNOtfh6wO954n0GiLRlxKqJHuvX++TEnWPknhRrKhC6VWalcBrHeC3335r3wsASAUqfgCAEtMHYSV9Wvulip1+e22e3ofjeCaThU+X1Id/JSiqsIiSI9FgET9vWEl4u6FaCeNJ+kTPE2uNmqj9VInSm2++GXd1KB5Khvznp3379ra9x58kKelStS28/VHJm25bXNIqOm61i5500knm4osvtgN4dH40MKW4SZN6f/U+RqLBK7o+3OjRo23i/eijj9oqm26jCmY0apE899xzbaUw0rRQ0Xukx4nUOqlzqLbLaLGm+6k9ONLxe9fHQ8NhtGZVX0oouVXrrNo5Pd56T/1/QesR1d6rn48++si+V1r/h8xWXKwBycJUTwBAWtEHIK2N03RPfSDXh3uN7/fow3Y8AxC0T5ufl4hpLY1aLRcsWGAfJ3zqpiYsam2crg9P/JK9lkKTKlXJ0Rq+ZFX9wl+3EkzRMJXwy3UukvmBQu2rql5piI0GtUSjSq4SnEiiDc1RC7BHrbhei6Wqs9FaXpUoPvfccwWTP6O9R9GmeqqiF+s1RNoHUMfvXR8Pf8uwzpnaT70hP/7H6dixY6H3UO+zKq5qK0ZmKy7WgGQJYngQFT8AQKmowqe1fZrYeNxxx9lEzKNKiqo5xYk2UTE8IYv3G9B4P8iL2hXjSapKU/WLVu2K9rojXZ7shf5eYqIWy1jUDqnj1/RTPyWDqpYW19arJF6TONUGHInaZ1UZVDXt/PPPj/o4eo+0RjHSe6sY02TOaLGm16D1g5EG5EiircmiKqjWZb722msFFUPvcSIlBmqVTWbyjtQoLtaAZAkixkj8AAClogmG+mby66+/LtTmKWqDS0bCosEr+kfQW0Pl3ypA7YHRBrPEQ5tsa6R/PJT4KbENHzzjT3L8Ux69BMlLMNKJ1zqqqm08Va7vvvuu0OX6u96TWINzPEqMNPQn3COPPGIrqDqv/v0AI9F7FD6cxaMYU5tltFjTMaoiPXPmzEKXa2897/qS0OvSc6q1U/bYYw9Tvnz5iAN3tI6wuHON9FdcrAHJwlRPAEDa0fAODSLRB3hNowyCNvqWBx54oNDlWqMm2jC7pNSWqEpM+Bq6WFU/tXpqb79w2mpCexv6aVJnrPVtJRXvdg6q6IU/v+6jCpuqVv6hOJGoWqdBJd6wGY/+rgqc/9yHVwVF1RGtdwufCjpu3Dg7NEdr+7z3MRZNVO3QoYMpCa1tVEKmyqL/Q5Wq1NrD0f+4kc5rpNelBF+bzqty6g2+qVatmo1VtXTqMTxKOHWZpswCQKqwxg8AUGrdu3cP9PG17kvPoSRKH7g1OXTq1Kl20qf2fisueYlFiYs2oNcADk3QjHetnyaN+jcZF00d1aCa0047zX7I1220ji7S9gSlpWmqev2qhMUa8KLW1Ntvv92uvdTaRyWCWpOprQg0bVLrJP1Jmm6jc63hMaLWSu2fqH37zjjjDDsU5vPPPzcvvPCCueOOO2xS6FHFS9sbqIKm6qcqtBqE4iWaHr13mlCqNlvdPrwNVImYpnj6N3DXcSuB89OXDaq+6r2Lte5KG8grYdfEVB3L/vvvbzef1+vQc/tbayOdV7Uw6zE0fEdJ3sKFC+0AG1XxlMD66Zx6G80rsZWHHnrInidtAQEAqULiBwAIjKYmJmsymUb9KxlQQjJhwgSbsOhD+pAhQ0r1uEoYVKUZP358XImfWj2VRERq9+zZs6dNGJTsaFiJppNqg/t49rALipKxXXfd1SZq2ltPVT4lZnq9SuT8vKmU4dspaKsJVczuvfdem0iqyqXkV0mwnzZE14RVvXa1PypJOuaYY2zCo+Pw73enFlgdj6aMhlNS5U/8Xn75ZTsgRclU+PEqvnS8iodYsabEU8motlhQDLVq1cqek/D25Eh0jGPHjrWvWV886HE01VMJtN5jP51rTU1V66oSbrVB67iVdKq6iMymGNNaTqZ6ImhBxFheiCbltKCR5WohWvvRIFO9StGR0wBQKnv0MqZK4gMscoUqP4cddphtz1NCkKvUCqltH/7444+0mVyoaZyqvA0aNKhIoqkN2LW+U4khAGRlbrB2rZ1unQys8QMABELrytTqF8T6tmRT1UaVqVzfZ23SpEm2PTFdkj6v+qdqY/hej/pQpFba//3vfxkVa8hsxBpcCSLGaPUEAAQm0t5p6UpbUuS6dKycKeELT/pE34B78aUPSJkUa8hsxBoyFRU/AAAAAMhyJH4AAAAAkOVI/AAAgdA0Qw3e0G8gSMQaXCHW4EoQMcYaPwBAYKOotaE1EDRiDa4Qa8jk7Rz4ugIAEAgN3NB+bUy/Q9CINbhCrMGVIGKMxA8AEJjt27en+hCQI4g1uEKsIVOR+AEAAABAliPxAwAAAIAsR+IHAAhsIlnLli2ZfofAEWtwhViDK0HEGFELAAhM+fLlU30IyBHEGlwh1pCpSPwAAIENQJg5cyaDEBA4Yg2uEGtwJYgYI/EDAAAAgCxH4gcAAAAAWY7EDwAAAACyHIkfACCwiWRt27Zl+h0CR6zBFWINrjDVEwCQUbZs2ZLqQ0COINbgCrGGTEXiBwAIbCLZnDlzmH6HwBFrcIVYgytM9QQAAAAAJIzEDwCyXV45Y8pVTvVRAACAFCqXyidHUdvaXGBMrRqpPgxksW3btpsFCxaYZs2ambJl+e4nJyjpy6+ZkqdmAAJcIdbgCrGGTJUXCoVCqT4IGLNu3TpTo0YNs3btWlO9evVUHw4AAACALMoN+MoizZCHw0WMrV+/nlhD4Ig1uEKswRViDa4EEWMkfmmGKVFwEWNq9STWEDRiDa4Qa3CFWIMrTPUEAAAAACSMxA8AAAAAshyJH5CD8vPzU30IyBHEGlwh1uAKsYZMxVTPNMFUTwAAAADCVM8cwGJhuIixVatWEWsIHLEGV4g1uEKswRWGu+QACrBwEWOLFy8m1hA4Yg2uEGtwhViDK2znAAAAAABIGIkfAAAAAGQ5Er80k5eXl+pDQA7EWNWqVYk1BI5YgyvEGlwh1uBKEDHGVM80wVRPAAAAAMJUzxzAlCi4iLFly5YRawgcsQZXiDW4QqzBFaZ65gAKsHARYytWrCDWEDhiDa4Qa3CFWIMrTPUEAAAAACSMxA8AAAAAshyJX5phShRcxFitWrWINQSOWIMrxBpcIdbgClM9sxhTPQEAAAAIUz1zAFOi4CLGFi1aRKwhcMQaXCHW4AqxBleY6pkDKMDCRYytXr2aWEPgiDW4QqzBFWINrjDVEwAAAACQMBI/AAAAAMhyJH5philRcBFjdevWJdYQOGINrhBrcIVYgytBxFi5pD8iSqVMGXJxBB9j9evXT/VhIAcQa3CFWIMrxBoyOScgy0gzTImCixibP38+sYbAEWtwhViDK8QaXGGqZw5gShRcxNiGDRuINQSOWIMrxBpcIdbgClM9AQAAAAAJI/EDAAAAgCxH4pdmmBIFFzHWqFEjYg2BI9bgCrEGV4g1uMJUzxzAVE+4iLHatWun+jCQA4g1uEKswRViDa4w1TMHbNu2LdWHgByIsdmzZxNrCByxBleINbhCrMGVIGKMxA/IQZs3b071ISBHEGtwhViDK8QaMhWJHwAAAABkORI/AAAAAMhyJH5phuEucBFjzZo1I9YQOGINrhBrcIVYgytBxBhTPdMM44HhIsaqVauW6sNADiDW4AqxBleINWRyTsDXFWmGKVFwEWMzZswg1hA4Yg2uEGtwhViDK0z1BJAU27dvT/UhIEcQa3CFWIMrxBoyFYkfAAAAAGQ5Ej8AAAAAyHIkfmmGKVFwEWMtW7Yk1hA4Yg2uEGtwhViDK0HEGFEL5KDy5cun+hCQI4g1uEKswRViDZmKxC/NsGAYLmJs5syZxBoCR6zBFWINrhBrcCWIGCPxAwAAAIAsR+IHAAAAAFmOxA8AAAAAslxeKBQKpfogYMy6detMjRo1zJo1a+xvICj6v7z6xjUtKi8vL9WHgyxGrMEVYg2uEGtwZe3ataZmzZr2d/Xq1ZPymFT8gBy0ZcuWVB8CcgSxBleINbhCrCFTkfilGaZEwUWMzZkzh1hD4Ig1uEKswRViDa4w1RMAAAAAkDASPwAAAADIciR+QA7SonTABWINrhBrcIVYQ6ZiqmeaTfVM5uQeAAAAAJkniNyAryzSDHk4XMTY+vXriTUEjliDK8QaXCHW4EoQMUbil2aYEgUXMbZgwQJiDYEj1uAKsQZXiDW4wlRPAAAAAEDCSPwAAAAAIMuR+AE5KD8/P9WHgBxBrMEVYg2uEGvIVEz1TBNM9QQAAAAgTPXMASwWhosYW7VqFbGGwBFrcIVYgyvEGlxhuEsOoAALFzG2ePFiYg2BI9bgCrEGV4g1uMJ2DgAAAACAhJH4AQAAAECWI/FLM3l5eak+BORAjFWtWpVYQ+CINbhCrMEVYg2uBBFjTPVME0z1BAAAACBM9cwBTImCixhbtmwZsYbAEWtwhViDK8QaXGGqZw6gAAsXMbZixQpiDYEj1uAKsQZXiDW4wlRPAAAAAEDCSPwAAAAAIMuR+KUZpkTBRYzVqlWLWEPgiDW4QqzBFWINrjDVM4sx1RMAAACAMNUzBzAlCi5ibNGiRcQaAkeswRViDa4Qa3CFqZ45gAIsXMTY6tWriTUEjliDK8QaXCHW4ApTPQEAAAAACSPxAwAAAIAsR+KXZpgSBRcxVrduXWINgSPW4AqxBleINbgSRIyVS/ojolTKlCEXR/AxVr9+/VQfBnIAsQZXiDW4Qqwhk3MCsow0w5QouIix+fPnE2sIHLEGV4g1uEKswRWmeuYApkTBRYxt2LCBWEPgiDW4QqzBFWINrjDVEwAAAACQMBI/AAAAAMhyJH5philRcBFjjRo1ItYQOGINrhBrcIVYgytM9cwBTPWEixirXbt2qg8DOYBYgyvEGlwh1uAKUz1zwLZt21J9CMiBGJs9ezaxhsARa3CFWIMrxBpcCSLGqPilmY3L5puKm1en+jDSVtlK1U2FGnVSfRgZb/Pmzak+BOQIYg2uEGtwhVhDpiLxSzMLx/zPrKpYPtWHkbbyypY3rXo/SPIHAAAAJIBWT2SU0LYtZtvGdak+DAAAACCjkPgBObhYuFmzZgwSQuCINbhCrMEVYg2uBBFjtHoCOTgeuFq1aqk+DOQAYg2uEGtwhVhDJm/nwNcVQA5OiZoxYwYTyRA4Yg2uEGtwhViDK0HEGIkfkIO2b9+e6kNAjiDW4AqxBleINWQqEj8AAAAAyHIkfgAAAACQ5Uj8gBycEtWyZUsmkiFwxBpcIdbgCrEGV4KIMaIWyEHly5dP9SEgRxBrcIVYgyvEGjIViR+Qg4vSZ86cyeJ0BI5YgyvEGlwh1uBKEDFG4gcAAAAAWY7EDwAAAACyHIkfAAAAAGQ5Ej8gB6dEtW3blolkCByxBleINbhCrMEVpnoCSIotW7ak+hCQI4g1uEKswRViDZmKxA/IwSlRc+bMYSIZAkeswRViDa4Qa3CFqZ4AAAAAgISR+AEAAABAliPxA3IQi9LhCrEGV4g1uEKsIVOVS/UBAHCrbNmyZtddd031YSAHEGtwhViDK8QaXMZasvGVBZBjQqGQWb9+vf0NBIlYgyvEGlwh1uBKEDFG4gcEMIVp9913N3fccYdJ1+NbsGBBTk4kO/vss82ZZ56Z6sPIGbkca3CLWIMrxBpcYaonkGTPPPOMycvLsz9ffPFFxG9bmjRpYq8//vjj43rMMWPGmD///NNcfvnlRZ6nYsWKZtGiRUXuc9hhh9lkMROsXbvWDBgwwLRq1cpUqlTJNGvWzPTo0cMsXLiw2PvecsstBec70s+XX35Z6PYjRoywG+Xm5+ebxo0bm/79+5t//vmnyOMqyT7xxBNN/fr17ePoeSIZOHCgefXVV82PP/5YijNgzJo1a0yvXr1M3bp1TZUqVczhhx9ufvjhh7jvP3PmTHPssceaqlWrmtq1a5vzzz/frFixosjtNDL89NNPN7Vq1TKVK1c2nTp1MpMmTSrVsQMAgNzEGj/AGJuQvfTSS/aDtd+nn35q/vrrL5t4xGvYsGG2slSjRo0i123evNkMHTrUPPzwwyZTv306+uijzYwZM0yfPn1M69atbXLy6KOPmvfff98mNNWqVYt6/1NPPdW0bNmyyOXXX3+92bBhg9l///0LJWn33HOPTXz69etnn1Pn7ddff7XP5XfjjTeaBg0amH322afIdX66fr/99jP33nuvee6550p8Drp27WqTx+uuu87UqVPHvn4l799//71NiGNRPB1yyCE2Pu688077uocPH25+/vlnM3XqVFOhQgV7O315cNBBB9kefz2PEszRo0ebY445xnz88cf2MQAAAOJF4gcYY7p06WJefvll89BDD5ly5f7//1soGWzXrp35+++/43qcadOm2YRAiUUke++9t3nyySfN4MGDTaNGjUyqJJLI+n399dfm22+/tZW4vn37Flzepk0bc/HFF5uPPvrInHLKKVHvv+eee9ofPyU4SoYuueSSgqRnyZIl5r777rOVMH+CpkTziiuuMG+99ZY54YQTCi6fN2+ead68uX2fVIWLRa2eQ4YMscmaKm6JeuWVV8yUKVNsvCgp9R5Tx6bHVczEomRPVUsliU2bNrWXHXDAATahVmVYlUTRFwSqLP7yyy/2/ErPnj3NLrvsYq6++mp7/0xQ0lgDEkWswRViDZmKVk/AGHPOOeeYlStXmg8//LDgsv/++89+yO/WrVvcj/P666/b5CVaNUaVrW3bttkP9bHMnz/ftiwqEQgX3srotU/OmjXLnHfeebaSpOTnpptusq2qSqxOOukkU716dVsVe+CBB2xVyj8tSm2av/32W7Gvb926dfa3Wir9GjZsaH+r9TNRao3VcZ577rkFl3311Vdm69attnLq5/197NixhS5X0hcvJVhKvPzvdSIUE3r9ql56dL6V/L3xxhu2qhuLWk3VNuwlfXLUUUfZxHH8+PEFl33++ee2QuklfaJ2T7W0qq109uzZJt0pxsJjDQgCsQZXiDW4wlRPICBKHNRWpyTE8+6779r1bOHJRyyqBGmtXvny5SNev9NOO5kLLrjAVv0WL15skumss86ybYhKKtu3b29uv/12m+Qp0dH6uLvvvtu2WV577bXm7bffLrRoWMektXTFUZukWg6VVH7yySd2vaLaYbXmT22aSmAS9eKLL9p1lP5k2UuewhNJJT5SmmqXxnDrccPXE8ZLVd199923yD5Oqtr9+++/NgGPRudr+fLl9jyG0/312P5zECmRTsY5cEUxtmrVKoYgIHDEGlwh1uAKw12AAKmyp4rdxo0bCxKSQw89NKGWTFXNlNzFcsMNN9hqlhKxZFLioDbDyy67zFaedtxxR3PNNdeYiy66yLY16nIlfEomlHiWZEyw1rONGzfOJsRHHnmkfQ6tbdM5UiLob5ONh9br/fTTT7biqqqlx6tyhSdnqoJJpAE58dIxKtHUmsGSUBuqV+H08y6LldDrvv7bht9fHya8pFfnQOdGY8P9vCFEpTkHrijGdD4Ye46gEWtwhViDK2znAARIrXpK+pQc6cO2fifS5ilqF9UExlh23nlnu3btiSeeKEgEkkFr5PztAaoq6T8amrjpqVmzpk0otKbOb/LkyXH/B0ZtjWpB1CRNJcpqNVVCpgQzUUquxd/mKaqoqWqp5FgDTdT6qgps7969bTXVS85LSu9RvOs2w+m5I63v0IAg7/pY95V47q9EXWv8VMlVJVCVxKuuusp89913xT4PAABAOBI/wJfQqFVRVbPXXnvNrsXzhnckIp4ESlMoVfUrbq1fIvxrxkRr/ZRMqErnp7V+3lq9RM2dO9duXaBBLlqvqLWD3qAUrX1TcpbIedK5Vmts+MAXby3cXnvtZZ9LVVQNc1FyrqSzJENZwp/bX2FMhCqmkdbxbdq0qeD6WPeVeO5/3HHH2Smmn332mU2ElbBPnDixYH/I0p4DAACQW0j8AB9V+JS8PP744/aDtypkidhhhx3M6tWri72dqn4axBKt6hctKVEymsgi4EiX6bG1Pq0kiY+GzShBCd/TUANHJJF1c7qtNsENr/Z5tC5RbY2qdCn5UZVS2ztoWI0GoZSG3qPwhDheasmM9J55l8VqDfZaPKPdX3v6+auB2gty2bJldu2oKn1qJfa2CSntOXBBMaYEtaRJNhAvYg2uEGtwJYgYI/EDfLQVgZIibVuQaJunaNS+thaIh1f1i7TWz2sXVaufnxKlZFC7ZPhwkngoCVG1LDwB3bJli/2t15NIm6f+o1bcedb0tIMPPthOJNW6PCVIJRki49ExKnmMZ5hNtC05NFUzfNH1N998YwevxErIlMyqsuy1a/ppDz89djgN09HgIW0rokReW2aoKtixY0eT7hRjGpxUklgDEkGswRViDa4EEWNELeCjb/Eee+wxu27Nv09cvPQBXfuuFTfSX1q0aGGrfiNHjjRLly4t0o6pipQqXX5qqUwGJT/+xCXe7RyU1Cjx8287IN40VLVhxkOJovbB69SpU5EW1Wh0vJoequTq0ksvNSWl5FFVyw4dOpTo/mr/VQKsdmCP1gvq9Shm/BW7P/74w/74nXbaaXb9qJJPjzZkV2XzjDPOiPncqvzpebVu06v8pTO9ZzpXTL9D0Ig1uEKswZUgYowN3IEw3bt3L/F9tebttttus1scHHPMMcXeXhM+n3/+efP777+b3XbbrciwFq0B1G8NalESGGurgHh5FTv/WkRt56BjLm594oUXXmiGDx9uh6xo4IiOWdWvp556yv7Zv3m7BsZoPaDWAPr3HZT333/fDsKJ1uYp/fr1swmaqmBKFLUeUFWxZ599tkiyqHOoaqi2UxCdK21nIRqk06xZs4Lbav8+JY/a5sJP00njOQdK/A488EA7zEZJpBJ0JeQ6p7feemuh22ryqWg4jUdrI5Uk6tzoNW7YsMEMGzbM7LHHHoUG5Oj1aE2j2mhV7dQEVLUgaz2kNoHPBDqXK1asKHFbLRAvYg2uEGvI5KmeJH5AEqkdTx/MVRGLJ/HTvnqq+imZCXfzzTfbf1w0NEWPpzWHWn9Yr149kypaw6g2RR3bW2+9ZRMRXaYBLEpGtHm9RwlNtK0L1OapdtNYFS5VD7UPoW6rdgdtV6HKmBKmcKNGjbJJm2fSpEn2R1RV9Cd+Srq0+Xq1atUKPYaOVwlWcdRu+c4775jrrrvOPPTQQ3a6pvYw1PpH/2br0WgrCR1r//79zaBBg+w569q1q7n33nsLVQtV9dW5GzFihN3mQW2iV155pf2yIPzYAQAAipMXYiOStKApi2rd+urmk03VipE3/8b/aXHRUFOpwc4mXan61LdvX9s+mehwGBdUmZo5c6Zd4xZp+EuyqC1TLaBz5syJuH1BKkyfPt1OyFSV0r+eTtt3aLCKEk29d8isWAOINbhCrMEVDaLTZxPtnawvg5OBNX5Akql9Ua2IjzzyiElHGqii4TFBTyRTxe2mm25Km6RP1DqrVs3wISpqDVVFrWfPnik7tmzkKtYAYg2uEGtwJYgYo+KXJqj4ZU/FDwAAAEhGbkDFD0CppkQtWrSIiWQIHLEGV4g1uEKswZUgYozED8gxKvKrb5xiP4JGrMEVYg2uEGtwJYgYI/EDAAAAgCxH4gcAAAAAWY7ED8jBKVF169ZlIhkCR6zBFWINrhBrcCWIGGMDdyDHaDP0+vXrp/owkAOINbhCrMEVYg0uYy3pj5n0RwSQ9lOi5s+fz0QyBI5YgyvEGlwh1uAKUz0BJGVK1IYNG5hIhsARa3CFWIMrxBpcYaonAAAAACBhJH4AAAAAkOVI/IAcnBLVqFEjJpIhcMQaXCHW4AqxBleY6gkgKVOiateunerDQA4g1uAKsQZXiDW4wlRPAKW2bds2M3v2bPsbCBKxBleINbhCrMGVIGIs6xO/f/75x9x5551m3333NVWrVjX5+flmxx13NAcffLAZPHiw+eOPP1J9iIBzmzdvTvUhIEcQa3CFWIMrxBoyVVa3eq5fv9506tTJ/PTTT6Zly5bmvPPOMzvssIP5+++/zdSpU83QoUNNixYt7A8AAAAAZKusTvweeOABm/Rdcskl5oknniiySHLevHl8awMAAAAg62V1q+dXX31lf/ft2zfiZJyddtrJ7LLLLoUuW758ubn66qtthVBtoXXq1DGnnXaa+eWXXwptqNilSxf7mOPGjSt0f1133HHHRbwOSJfFws2aNQtk0TDgR6zBFWINrhBrcIXhLglSW6fMmjUrrttrvV+7du1spVDtn1dccYVN8N577z1z4IEHmm+++cbeTknd6NGjTb169Uzv3r3NggULCh5D99XtL7zwQnPWWWcF9MqAklP8VqtWjVHUCByxBleINbhCrMGVIGIsqxO/M844w/5Wq+e1115rPvjgA7Ny5cqot7/gggvMkiVLbOL2/vvvm+HDh5vnnnvOTJs2zWbdPXv2LLht/fr1zbPPPmvWrVtnunXrZifvTJ8+3QwaNMi0atXKPPzwwzGPTS2muq//B3BBsTpjxgwmkiFwxBpcIdbgCrEGV5jqmaATTzzR3Hvvvbb9Ur87d+5sWzfVxnn55ZfbcbweJXdTpkwx3bt3t7fza926tU36fv7550Itn8cee6zp16+fvZ8SvnPOOcc+15gxY+wE0VjuuusuU6NGjYKfJk2aBHAGsk9e2fKmbKXqqT6MjLd9+/ZUHwJyBLEGV4g1uEKsIVPlhZSpZDlN91QVTwnad999Z1s2t2zZYipWrGjX4SlBfOyxx0yfPn1M165dzX777VfkMb799lvzzjvvmJdfftmcfvrphSp3agNVtU/uvvtuM2DAgGKPSffzD5ZRxU/J36KZP5haNWsk7bVnGyV9FWrUSfVhZPw3SDNnzjRt27Y1ZcuWTfXhIIsRa3CFWIMrxBpcWb16taldu7ZZu3atqV49OUWPrJ7q6VEvtto+vdZPncDrr7/ePProo6ZHjx5m0aJFZtWqVfa6iRMn2p9Y+wL6aQCMhrko8VMiqbbSeOh++glXqX5zU6lWrQRfIQAAAADkaKtnNGqtHDFihJ3KpD391MLpZdJam6ciaLQftYL6qXo4bNgwO0hm06ZN5rLLLivVsTElCkFTjKndmVhD0Ig1uEKswRViDa4w1TPJk3KqVKlS8Pf27dsX2gIi3hZSDXYpV66cmTx5st32Yfz48ebpp58O5JiBZClfvnyqDwE5gliDK8QaXCHWkKmyOvEbOXKkXZsXyeuvv257tGvWrGl23313c8ABB9jkT4NZIu2/p4W8n376aaHLtCZw7ty5dvqnHuPJJ5+06/SuvPLKuLeQiPQ8QJAUY4p9Yg1BI9bgCrEGV4g1uBJEjGX1Gr93333XXHrppbYk37FjR9OoUSO7Rk8TPD///HNbQtU6P2+tnZK+ww8/3Jx99tl2P759993XVKpUySxcuNBWAlesWGHbOeWFF16wPyeccILdIF5q1aplL9NjqBKo+/CtEAAAAIBUy+rETxM2lfB9+OGH5rPPPrN79Enjxo3tWj1t0K4N2z077bSTTQrvu+8+WxHUJu2a2NSwYUNzyCGHFEzznDdvnk32dHl4W6duN3jwYHPHHXfYATJa/wcAAAAAqZQT2zlkAm3noKEzmi6qyiEQFEZRwxViDa4Qa3CFWEMmb+dA4pdmid+aNWvsbyAo+r+8+sbV6qwhR0BQiDW4QqzBFWINrijh0yySZCZ+WT3cBUBkW7ZsSfUhIEcQa3CFWIMrxBoyFYlfmmFKFFzE2Jw5c4g1BI5YgyvEGlwh1uBKEDFG4gcAAAAAWY7EDwAAAACyXFZv55CJNi2fbzZuXp3qw0AWs4vS1y0zm5ZVtIvTgVTEWrlK1U35GnVSdmzIPvz3DK4Qa8hUTPVMs6meU4ecYqpWZNN3ANktr2x506LXAyR/AADEyA2Y6gkAyGihbVvM1o3rUn0YyBL6Dnv9+vX2NxAkYg2uBBFjJH4AACDj24oXLFjApEUEjliDK0z1BAAAAAAkjMQPAAAAALIciR8AAMh4+fn5qT4E5AhiDZmK7RwAAEBGK1u2rGnVqlWqDwM5gFiDy1hLNip+AAAg44cgrFq1ioEbCByxBlcY7gIAABBh7PnixYsZsY/AEWtwhe0cAAAAAAAJI/EDAAAAgCxH4gcAADJaXl6eqVq1qv0NBIlYgytBxBhTPQEAQEYrU6aMad68eaoPAzmAWIPLWEv6Yyb9EQEAABxPv1u2bBmTFhE4Yg2uMNUTAAAgwvS7FStWMGkRgSPW4ApTPQEAAAAACSPxAwAAAIAsR+IHAAAyfvpdrVq1mLSIwBFrcIWpngAAABGm3zVu3DjVh4EcQKzBFaZ6AgAARJh+t2jRIiYtInDEGlxhqicAAECE6XerV69m0iICR6zBFaZ6AgAAAAASRuIHAMD/06VLF9OzZ89UHwbCPP7446Zp06Zm8+bNqT4UAMhYJH4AgKzwzDPP2ClokX4GDRpU7P2//PJL88EHH5iBAwcWXDZ58uSCx/j++++L3OfCCy80VatWNZlg06ZN5q677jK77rqrqVy5sh1QccYZZ5hff/21VOdWPy+++GLBbSdMmGA6d+5sGjVqZPLz882OO+5oTj/9dPPLL78Uedxx48aZ8847z7Rq1co+zmGHHRbx+XWe//vvPzNy5MiI1+u+devWLXYKntbM3HPPPWannXYyFStWNHvuuacZM2aMKQl9QaDnO/7440v8upB54o01oLSY6gkAQDH+97//2Q/2frvvvnux9xs2bJg58sgjTcuWLSNef8stt5i33nrLZKpzzz3XvPnmmzZh2Xfffc3ixYvNI488Yg466CDz888/m2bNmkW97yGHHGKef/75Ipfff//95scff7TnzaPH0rj7fv36mTp16pilS5eap59+2hxwwAHmq6++MnvttVfBbR977DGbUO+///5m5cqVUZ9fSVr37t3NfffdZ6644ooiH4g0/a5+/frFnoMbbrjBDB061J4DPecbb7xhunXrZh/v7LPPNvH67rvvbDKs44ok3teFzBNvrAHpONWTxA8AkFWOO+44s99++yV0n+XLl5uJEyfalsJI9t57b/P222+bH374wSZNmUZTCF977TVz7bXX2gTXc/DBB5sjjjjCXnf11VdHvf/OO+9sf/w2btxo+vTpY+/foEGDgstvvvnmIve/5JJLbOVPCZH/HCuZVOVRH3CKS87PPPNMW62bNGmSfc7wSt7ChQttO2i0D0s6B/fee6/p27evGTFiRMFxHXrooea6666z1c+yZcuaeAYuXHnlleaCCy4wH3/8ccTbJPK6kFniiTUgGZjqCQBAAJT0bd261Rx11FERr1eVSVUsVf2Ko+pRpNs1b97ctiyGt09+8cUXNpFQ+1jNmjVN7969bVvjmjVrbHKh59XPgAEDikx5W7Jkifntt9/Mli1bYh7T+vXr7e/wSkXDhg3t70qVKplEqfqpx1UlsTj16tWz7aV6TX5NmjSJ+8Nzu3btTO3atW2VLpzOy4YNG2JOwdP9dJ6UrHp0/i+77DLz119/2WpkPJTUqW31jjvuiHqbRF4XMks8sQYkA1M9AQAoxtq1a83ff/9d6Kc4U6ZMMTvssEPUdsfq1avbipiSHVX9kklJ5ezZs82tt95qTjzxRPPEE0+Ym266yZxwwglm27Zt5s477zSdOnWylbrwdsvBgwebtm3b2mpWLC1atLAVN1W89BqU6EydOtVceumlti02kTZHj9b1KWE89dRTI16vJG/FihW29VOVtXXr1hVqCS0JVVu1FrMkpk2bZqpUqWLPl59aUL3ri6NEV2tAr7/++kJVTgDIBCR+AICsoqqdqmf+n+KoaqaKXCyqyqnypgQtmVSFe+edd2wl6rnnnrNr7pTkqUVQyZUqUq+//rpN3LRWriTKly9vXn31VZv4KLlURap9+/a2cqGkV5XGRKxatcq89957NjmtVq1axNsceOCBttKnASrjx483N954o+nRo4cpDbWbzpgxo0T3VXVU5zp8faBX9dSax3jWjyrZjdUWCwDpijV+AICsooElrVu3Tug+GsChNVmx1KhRw1x11VVmyJAhtjq0zz77mGRQMuRPRpSQqe3QnyRp7ZnWLYZPFlW7qH7ioaRVaxW1lk1J2Zw5c+yUT/39ww8/jDqoJJJXXnnFtqPGavMcPXq0rfLNnTvX/llrAlXBLE0LpF6DHufff/+1raMenT9NEY01BU/305TRcN7r1vWxzJo1yzz44IN2Cmikx0FuiCfWgGRgqicAAMVQ616iw13iXU+hSZWaZKk1fJHWmpWEhkSEJ5iiqlz45atXry5x+6sGuWiIyTXXXFNwuc6TthpQYqbKYrxUidR6Ow3SiUaVS49aSb0Wy+HDh5uS8t6jSFM9dTyxqFIXaR9AbXPhXV/ce9+hQwdz2mmnleDIkS3iiTUgGYJYJ0yrJwAg52l9XzxJlVf107YI8awJ81O1K5JokyQjXV7Sxf5q81y2bJlt8/TTREutX0xk3ZwmGn7++ee2UqgW0ngrdZrE6d/vryT0HqnSF56k6dxqnWS0c+y1dGpriUgDckRVnGg++eQT29qq5G/+/PkFPxoIpEqh/qzqJrJfPLEGJEMQMUbiBwDIebvssouZN29eXLdV4qc1cdHW+inJCZ9eqbZIL8FIBSV9kT5IKAnSZUpg4qVWR90vnmmefkqQVHksDb1H4cNZPJGqeX5qc1WL6MyZMwtd/s033xRcHyvZFQ2y0TAc70dDdZQU6s8lXX+JzFNcrAHpisQPAJDz1JaoapLWo8Vb9VOr5/Tp0yNO0Pzss88KXaZJnUF8exvvdg7emsexY8cWulyVy3/++Seh9YovvfSSbU/VpNFoeyKGU0VMe96VpAXXTxNV1W5ZEieddJKtUD766KMFlymB1b6CWt/pf9zw86pq5YQJE4r8aHCQXpP+rEE3AJDOWOMHAMh5Xbt2NeXKlTMfffSR6dWrV9xr/X788Uc7KdNPWxdomwStBTv66KPtbd5//31Tp06dpB+3tnN49tlnbSUs1lRSJSW77babnUq5YMGCguEu2shcLZD+QTJK0lTB6t69e5HBMdq/7qeffjKDBg2KOnhgjz32sNs2qIKm6qfa4kaNGmWTqKFDhxa6rRJkL0nW1g9KQm+//Xb790MOOcT+eDTYRtNElcD5ab2lqq+quEWrBoqmoiph18RUHcv+++9vp6WqbVUtqP7W2vDzqkQ3fC2m6PE0KfTkk08u8esCAFdI/AAAOU8f3rt06WK3HYgn8VOrpz70R2r37Nmzp00YlOxoXZiGqmhqZmn3sCuNChUq2ATntttus5vVq11T2zAoYdE+gf6kVFs8+Lc58PPW6HXr1i3qc2lIjJ5Dr1373mlLh2OOOcbufaek0E9tkuHnUHsYiqan+hOkl19+2SZfqr756XiVhGrbiOKGISjxVDI6cuRIm9S2atXKvPDCCzFfT0kk8rqQWRRj2u8ziMEbgF8QMZYXCmJbeCRMi8LVPjR1yCmmasX4FssDQCZrfuFdplKDnU26UGKkCZdq8VNCkKvUCjlgwADzxx9/2IQ4XdZUqfKmSqOqreFTXPVBXIkhAGRbbrB27Vo7hCsZ+LoCAABjbGVOlal77rnH5LJJkybZzerTJekTbTeh9XlqoQ3/YKRWWlXRtLE7kxYRNMUYsQYXgogxWj0BAPh/3n33XZPr0rFypoQvPOkTfQuuaqA+IIVP6wSCsn379lQfAlAiVPwAAAAAIMuR+AEAAABAliPxAwAAGT/9rmXLlkxaROCINbgSRIwRtQAAIONp+AvgArGGTEXiBwAAMn7Yhoa7MHQDQSPW4EoQMUbiBwAAAABZjsQPAAAAALIciR8AAAAAZDkSPwAAkPHT79q2bcukRQSOWIMrTPUEAACIYMuWLak+BOQIYg2ZisQPAABk/PS7OXPmMGkRgSPW4ApTPQEAAAAACSPxAwAAAIAsR+IHAAAyHsM24AqxhkxVLtUHAAAAUBply5Y1u+66a6oPAzmAWIPLWEs2vrIAAAAZLRQKmfXr19vfQJCINbgSRIyR+AEAgIyffrdgwQImLSJwxBpcYaonAAAAACBhJH4AAAAAkOVI/AAAzuWVLW/KVaqe6sNAFsnPz0/1ISBHEGvIVHkhVqemhXXr1pkaNWqYpbOmm+rVqqX6cAAgUEr6yteok+rDAAAgrXODtWvXmurVk/NFKds5pJn8us1MpZo1U30YyPLFwmvWrDE1a9ZkLyIEiliDK8QaXCHW4ArDXXIABVi4iLHFixcTawgcsQZXiDW4QqzBFbZzAAAAAAAkjMQPAAAAALIciV+aycvLS/UhIAdirGrVqsQaAkeswRViDa4Qa3AliBhjqmcWT+4BAAAAkHmCyA2o+OXABB8gPMaWLVtGrCFwxBpcIdbgCrEGV5jqmQMowMJFjK1YsYJYQ+CINbhCrMEVYg2uMNUTAAAAAJAwEj8AAAAAyHIkfmmGKVFwEWO1atUi1hA4Yg2uEGtwhViDK0z1zGJM9QQAAAAgTPXMAUyJgosYW7RoEbGGwBFrcIVYgyvEGlxhqmcOoAALFzG2evVqYg2BI9bgCrEGV4g1uMJUTwAAAABAwsolfhcEmdWrn7ds2bKpPhxksW3btpkNGzYQawgcsQZXiDW4QqzBFcVYsit/JH5pYuXKlfZ38+bNU30oAAAAANIkR9CQl2Qg8UsTtWvXtr8XLlyYtDcXiPYNUpMmTcyff/7JBFkEiliDK8QaXCHW4IqmeTZt2rQgR0gGEr80UabM/y23VNLHf0jgguKMWIMLxBpcIdbgCrEG1zlCUh4raY8EAAAAAEhLJH4AAAAAkOVI/NJEfn6+GTJkiP0NBIlYgyvEGlwh1uAKsYZMjrW8EDtQAgAAAEBWo+IHAAAAAFmOxA8AAAAAshyJHwAAAABkORI/AAAAAMhyJH4OPfLII6Z58+amYsWKpn379mbq1Kkxb//yyy+bXXbZxd5+jz32MO+8846zY0XuxNqTTz5pDj74YFOrVi37c9RRRxUbm0BJ/7vmGTt2rMnLyzMnn3xy4MeI3Iy1NWvWmL59+5qGDRvaqXitW7fm31EEEmsPPPCAadOmjalUqZJp0qSJufrqq82mTZucHS8y02effWZOOOEE06hRI/vv4euvv17sfSZPnmz23Xdf+9+0li1bmmeeeSah5yTxc2TcuHGmf//+dizrDz/8YPbaay/TuXNns3z58oi3nzJlijnnnHNMjx49zLRp0+yHI/388ssvzo8d2R1r+o+IYm3SpEnmq6++sv9oHXPMMWbRokXOjx3ZHWue+fPnm2uvvdZ+4QAEEWv//fefOfroo22svfLKK+b333+3X3I1btzY+bEju2PtpZdeMoMGDbK3nzlzphk1apR9jOuvv975sSOz/PPPPza+9EVDPObNm2e6du1qDj/8cDN9+nRz1VVXmUsuucS8//778T+ptnNA8A444IBQ3759C/6+bdu2UKNGjUJ33XVXxNufeeaZoa5duxa6rH379qHevXsHfqzIrVgLt3Xr1lC1atVCzz77bIBHiVyNNcVXhw4dQk899VSoe/fuoZNOOsnR0SKXYu2xxx4L7bzzzqH//vvP4VEiF2NNtz3iiCMKXda/f/9Qx44dAz9WZA9jTGjChAkxbzNgwIDQbrvtVuiys846K9S5c+e4n4eKnwP65vH777+3LXSeMmXK2L+rwhKJLvffXvSNU7TbAyWNtXD//vuv2bJli6ldu3aAR4pcjbX//e9/pl69erabAQgq1t58801z0EEH2VbP+vXrm913393ceeedZtu2bQ6PHLkQax06dLD38dpB586da1uKu3Tp4uy4kRu+SkJuUC6A40KYv//+2/5jo398/PT33377LeJ9li5dGvH2uhxIZqyFGzhwoO03D/+PC1DaWPviiy9sG5RaVIAgY00fvj/55BNz7rnn2g/hc+bMMX369LFfaqklD0hWrHXr1s3er1OnTuqiM1u3bjWXXnoprZ5Iumi5wbp168zGjRvtGtPiUPEDUGDo0KF26MaECRPsonYgWdavX2/OP/98u86qTp06qT4cZLnt27fbyvITTzxh2rVrZ8466yxzww03mMcffzzVh4Yso3XyqiY/+uijdk3ga6+9ZiZOnGhuu+22VB8aUAQVPwf0Iads2bJm2bJlhS7X3xs0aBDxPro8kdsDJY01z/Dhw23i99FHH5k999wz4CNFrsXaH3/8YQdtaIKZ/8O5lCtXzg7faNGihYMjRy78d02TPMuXL2/v52nbtq39xlztfBUqVAj8uJEbsXbTTTfZL7U0ZEM0hV1DO3r16mW/bFCrKJAM0XKD6tWrx1XtE6LRAf0Do28cP/7440IfePR3rUGIRJf7by8ffvhh1NsDJY01ueeee+y3k++9957Zb7/9HB0tcinWtDXNzz//bNs8vZ8TTzyxYDqZpskCyfrvWseOHW17p/flgsyaNcsmhCR9SGasaV18eHLnfeHwfzM7gORISm5Q4vEzSMjYsWND+fn5oWeeeSY0Y8aMUK9evUI1a9YMLV261F5//vnnhwYNGlRw+y+//DJUrly50PDhw0MzZ84MDRkyJFS+fPnQzz//nMJXgWyMtaFDh4YqVKgQeuWVV0JLliwp+Fm/fn0KXwWyMdbCMdUTQcXawoUL7XTiyy+/PPT777+H3n777VC9evVCt99+ewpfBbIx1vT5TLE2ZsyY0Ny5c0MffPBBqEWLFnY6OxCLPmdNmzbN/iglu+++++yfFyxYYK9XnCnePIqvypUrh6677jqbGzzyyCOhsmXLht57771QvEj8HHr44YdDTZs2tR+yNS7466+/Lrju0EMPtR+C/MaPHx9q3bq1vb3Gt06cODEFR41sj7VmzZrZ/+CE/+gfMyDZ/13zI/FDkLE2ZcoUuw2SPsRra4c77rjDbicCJDPWtmzZErrllltsslexYsVQkyZNQn369AmtXr06RUePTDFp0qSIn7+8+NJvxVv4ffbee28bm/rv2ujRoxN6zjz9T5IqkAAAAACANMQaPwAAAADIciR+AAAAAJDlSPwAAAAAIMuR+AEAAABAliPxAwAAAIAsR+IHAAAAAFmOxA8AAAAAshyJHwAAAABkORI/AECpTZ482eTl5Zk1a9YE9hyHHXaYueqqq0wu0rl9/fXXTbZp3ry5eeCBBwJ57FyOFwCIhMQPABCXr776ypQtW9Z07drVZIL58+fbhGn69OmlfqwLL7zQPtall15a5Lq+ffva63SboBLlJUuWmOOOO86UlJ5LP19//XWhyzdv3mx22GEHe52OybVvv/3W9OrVK+sTXABIByR+AIC4jBo1ylxxxRXms88+M4sXLza5pkmTJmbs2LFm48aNBZdt2rTJvPTSS6Zp06aBPOd///1nfzdo0MDk5+eX+vhHjx5d6LIJEyaYqlWrmlSpW7euqVy5csqeHwByCYkfAKBYGzZsMOPGjTOXXXaZrfg988wzEW/35Zdfmj333NNUrFjRHHjggeaXX34puG7BggXmhBNOMLVq1TJVqlQxu+22m3nnnXcKrv/000/NAQccYBOchg0bmkGDBpmtW7dGPaZI1aGaNWsWHNtOO+1kf++zzz72tmr98zz11FOmbdu29jh32WUX8+ijjxZ7Dvbdd1+bPL322msFl+nPSvr0HH7bt283d911lz2GSpUqmb322su88sorBZXIww8/3P5Z58JfLdQxXn755bZFsU6dOqZz584RX+tff/1lzjnnHFO7dm17Lvfbbz/zzTffxDz+7t27F0lcn376aXt5uIEDB5rWrVvbpGznnXc2N910k9myZUuh29x+++2mXr16plq1auaSSy6x79fee+9dcL1e08knn2yGDx9u309VFlUd9T+Ov9VTf5ZTTjnFvl7v797j+On8+N/Pf/75x1xwwQU2idVz3XvvvUVek6qb1157rWncuLE9Z+3bt09JlRMAUoXEDwBQrPHjx9sEqU2bNua8886zCUMoFCpyu+uuu85+6FYLn6o5SvS8D/r60K8P36oY/vzzz+buu+8uqDYtWrTIdOnSxey///7mxx9/NI899pitMCq5KKmpU6fa3x999JFtlfQSthdffNHcfPPN5o477jAzZ840d955p01snn322WIf8+KLLy5UNdN5uOiii4rcTknfc889Zx5//HHz66+/mquvvtqeNyW3Sh5fffVVe7vff//dHtuDDz5YcF8dR4UKFWwSrftHSsIPPfRQe87efPNNe74GDBhgk81Y2rVrZ5Mp77kXLlxo34vzzz+/yG2VzCmBnjFjhj22J5980tx///0F1+sc6vzpPfz+++9t8qv3LNykSZPMH3/8YX/rdekxo31poJgRnV+dE+/v8VDc6dy+8cYb5oMPPrAJ3Q8//FDoNkqo1a6s5Penn34yZ5xxhjn22GPN7Nmz434eAMhoIQAAitGhQ4fQAw88YP+8ZcuWUJ06dUKTJk0quF5/1j8pY8eOLbhs5cqVoUqVKoXGjRtn/77HHnuEbrnlloiPf/3114fatGkT2r59e8FljzzySKhq1aqhbdu22b8feuihoX79+hVcr+ebMGFCocepUaNGaPTo0fbP8+bNs7eZNm1aodu0aNEi9NJLLxW67LbbbgsddNBBUV9/9+7dQyeddFJo+fLlofz8/ND8+fPtT8WKFUMrVqyw1+k2smnTplDlypVDU6ZMKfQYPXr0CJ1zzjmFztfq1asL3UavcZ999iny/P7XOnLkyFC1atXs+Y2Xd3+9h4cffri97NZbbw2dcsop9hh0vf/9DDds2LBQu3btCv7evn37UN++fQvdpmPHjqG99tqr0Dlr1qxZaOvWrQWXnXHGGaGzzjqr4O+6/v7774/4Ov2Po/PrpzjQuZL169eHKlSoEBo/fnyR2PPiZcGCBaGyZcuGFi1aVOhxjjzyyNDgwYNjnDkAyB7lUp14AgDSm6pSqp5pPZiUK1fOnHXWWbYi52+3k4MOOqjgz2pDVIVQVTW58sorbauoKjJHHXWUOe2002xbqOg2uq9a/DwdO3a01S21NSZrDZ1aAlWB6tGjh+nZs2fB5WoprVGjRrH3VxXTa3VVnqI/qyXTb86cOebff/81Rx99dJH1euEtodEqc7FoWI0eR+c3Uao6qiVz7ty59jU89NBDEW+ntl5dp3Ol90Dnp3r16oViok+fPoXuozbdTz75pNBlaufVQCCP2jBV7U0mHaPOrVo3w2PPo+fctm2bbV+NNNwGAHIBiR8AICYlePrg36hRo4LLlPRoLd6IESPiSphE68C0Zm3ixIk2+VM7pNpCNTCmJJQkhrebhq9DC6ckRtS66E8UxJ+gFNfuqbZBeeSRR6I+h16n1pP5xTOgRevPYtGawZJSknP88cfbxFeDaTQpdP369YVuo3bIc88919x66632/dL7q/bISOvmilO+fPki71lxLanhypQpk/D7HOk90furttTw9zmVw20AwCXW+AEAolLCp7Vq+tCvSpP3o3VlSgTHjBlT6Pb+7QJWr15tZs2aZYeoeLS+TVsiaL3dNddcYxMw0W2UcPg/4GuNm9aa7bjjjlGrb1oL5tFaLVXaPFonJ6r0eOrXr2+PWxWvli1bFvrxhsEUR+vCVGFS8uENX/HbddddbYKnNXThz6HXH+3Y4qUqqd6DVatWmZJQ4qo1cBqGEinZnTJlimnWrJm54YYb7NCYVq1a2cE8fqqmha/BS2RNXqxEMfychL/P4t+io0WLFvZ+/uE2Xux5VCHV4y5fvrzIe6KJqQCQC6j4AQCievvtt+2HaFWIwit7atVUNdC/t93//vc/W1VSgqXEQW2Q3kRGTWJUhUntdnpMDfzwkkK1DWq6o6p/qqaplXDIkCGmf//+tuITyRFHHGErjmoR1Yd6TaL0V5g0cVLVsffee88mj5rgqdegSpbaTvVnJXFq9/vuu+/sMen5iqNkyWtfjZQ4KVnV9EgNdFF1q1OnTmbt2rU2kVW7pKZoKrFS9UvnV0NtdJzxVp40zVMDaXReVTVV++S0adNsQutvtY1Gr3nFihWFWjf9lOgpaVWVT8N2VLn02nw9ep/UKqvEsEOHDrY1VANTNAG0NDR85uOPP7ZtvkqeNfVU7/OwYcPsFxB6fS+88IKdFuu1zeq8KT414EWxp/ddseePG8WcqphKdvUlhu6rc6DnUiKdKXtTAkBpUPEDAESlxE7r8SK1cyrxU8KkD/yeoUOHmn79+tl1akuXLjVvvfVWoeqWJnsq2VPyoQ/j3jYKaonU1g5aS6itD5RM6sP8jTfeGPXY9AFeFbSDDz7YdOvWzSZb/j3htBZR69RGjhxpk6KTTjqpoOVU2zloeuQee+xhJ2RqvVu8FT9R0hQtcZLbbrvNTgpVYua9XiVQ3nPo9SoB1Xo7Jcle62g8dD7VKqsER0mjXoPOe7ytqko4lZB770u4E0880SatOiZtz6AKoF6Ln5KowYMH23OubS7mzZtnt11Qcl0aek8//PBD+756iZ2qqnp+TS5VIqrWVCVwfkoMFQeaIqt4VbIdvlZS77fup0qzKpZKnFWlDGoPRgBIN3ma8JLqgwAAAJlNw2zUNvn888+n+lAAABHQ6gkAABKitZTaY1DVOFUatdZT+yWqWgcASE9U/AAAQEI2btxo2yq1tlDTQdU6qbbcU089NdWHBgCIgsQPAAAAALIcw10AAAAAIMuR+AEAAABAliPxAwAAAIAsR+IHAAAAAFmOxA8AAAAAshyJHwAAAABkORI/AAAAAMhyJH4AAAAAYLLb/wcaW7t0YVyRGQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aqp = Plot()\n", "fpr = aqp.plot_group_metric(xtab, 'fpr')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the Aequitas `Bias()` class to calculate disparities between groups based on the crosstab returned by the `get_crosstabs()` method described above. Disparities are calculated as a ratio of a metric for a group of interest compared to a base group. As a base group we will set Sex Male, and Minority of NonMinor." ] }, { "cell_type": "code", "execution_count": 508, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "get_disparity_predefined_group()\n" ] }, { "data": { "text/html": [ "
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attribute_nameattribute_valueppr_disparitypprev_disparityprecision_disparityfdr_disparityfor_disparityfpr_disparityfnr_disparitytpr_disparitytnr_disparitynpv_disparity
0SexF4.3103034.3399240.9718751.0114030.9761244.3399740.6567634.3386250.6530591.009781
1SexM1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000
2MinorityMinor0.6960901.7277751.0139510.9945671.0200501.7284460.8146141.7266920.8084340.991950
3MinorityNonMinor1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000
\n", "
" ], "text/plain": [ " attribute_name attribute_value ppr_disparity pprev_disparity \\\n", "0 Sex F 4.310303 4.339924 \n", "1 Sex M 1.000000 1.000000 \n", "2 Minority Minor 0.696090 1.727775 \n", "3 Minority NonMinor 1.000000 1.000000 \n", "\n", " precision_disparity fdr_disparity for_disparity fpr_disparity \\\n", "0 0.971875 1.011403 0.976124 4.339974 \n", "1 1.000000 1.000000 1.000000 1.000000 \n", "2 1.013951 0.994567 1.020050 1.728446 \n", "3 1.000000 1.000000 1.000000 1.000000 \n", "\n", " fnr_disparity tpr_disparity tnr_disparity npv_disparity \n", "0 0.656763 4.338625 0.653059 1.009781 \n", "1 1.000000 1.000000 1.000000 1.000000 \n", "2 0.814614 1.726692 0.808434 0.991950 \n", "3 1.000000 1.000000 1.000000 1.000000 " ] }, "execution_count": 508, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b = Bias()\n", "bdf = b.get_disparity_predefined_groups(xtab, original_df=df, ref_groups_dict={'Minority':'NonMinor', 'Sex':'M'}, alpha=0.05, mask_significance=True)\n", "calculated_disparities = b.list_disparities(bdf)\n", "disparity_significance = b.list_significance(bdf)\n", "bdf[['attribute_name', 'attribute_value'] + calculated_disparities + disparity_significance]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The calculated disparities are in relation to a reference group, which will always have a disparity of 1.0.\n", "\n", "The differences in False Positive Rates are clarified using the disparity ratio (fpr_disparity). Females are falsely denied the load 4 times the rate of males, and Minorities are falsely denied the loan 1.7 times the rate of non minority.\n", "\n", "As seen above, False Discovery Rates have much less disparity (fdr_disparity), or fraction of false positives over predicted positive in a group. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualize the disparities as follows:" ] }, { "cell_type": "code", "execution_count": 511, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aqp.plot_disparity(bdf, group_metric='fpr_disparity', attribute_name='Sex', significance_alpha=0.05)" ] }, { "cell_type": "code", "execution_count": 512, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aqp.plot_disparity(bdf, group_metric='fpr_disparity', attribute_name='Minority', significance_alpha=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *Fairness* class includes a method to calculate attribute group-level statistics for fairness determinations:" ] }, { "cell_type": "code", "execution_count": 514, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 attribute_nameattribute_valuetprtnrforfdrfprfnrnpvprecisionpprpprevprevppr_disparitypprev_disparityprecision_disparityfdr_disparityfor_disparityfpr_disparityfnr_disparitytpr_disparitytnr_disparitynpv_disparityFNR ParityImpact ParityFPR ParityTNR ParityEqualized OddsTPR ParityNPV ParityTypeII ParitySupervised FairnessStatistical ParityTypeI ParityPrecision ParityFDR ParityUnsupervised FairnessFOR Parity
0SexF0.4044620.5916050.2836710.7196290.4083950.5955380.7163290.2803710.8116870.4072840.2823274.3103034.3399240.9718751.0114030.9761244.3399740.6567634.3386250.6530591.009781FalseFalseFalseFalseFalseFalseTrueFalseFalseFalseFalseTrueTrueFalseTrue
1SexM0.0932240.9058990.2906100.7115150.0941010.9067760.7093900.2884850.1883130.0938460.2904111.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
2MinorityMinor0.3509620.6401010.2922080.7157950.3598990.6490380.7077920.2842050.4104090.3573130.2893480.6960901.7277751.0139510.9945671.0200501.7284460.8146141.7266920.8084340.991950TrueFalseFalseTrueFalseFalseTrueTrueFalseFalseFalseTrueTrueFalseTrue
3MinorityNonMinor0.2032570.7917790.2864640.7197060.2082210.7967430.7135360.2802940.5895910.2068050.2851881.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000TrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrueTrue
\n" ], "text/plain": [ "" ] }, "execution_count": 514, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = Fairness()\n", "fdf = f.get_group_value_fairness(bdf)\n", "parity_determinations = f.list_parities(fdf)\n", "absolute_metrics = g.list_absolute_metrics(xtab)\n", "fdf[['attribute_name', 'attribute_value'] + absolute_metrics + calculated_disparities + parity_determinations].style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that for minorities, false omission and false discovery are within the bounds of fairness. And, as discussed above, FPR parity is False.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A naive approach to Bias Mitigation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The simplest approach to bias mitigation is to drop the variables Minority and Sex and see how it affects bias." ] }, { "cell_type": "code", "execution_count": 518, "metadata": {}, "outputs": [], "source": [ "X_train_new = X_train.drop(columns=['minority','sex'])\n", "X_test_new = X_test.drop(columns=['minority','sex'])" ] }, { "cell_type": "code", "execution_count": 519, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'C': 0.1, 'penalty': 'l2'}" ] }, "execution_count": 519, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid = GridSearchCV(LogisticRegression(solver='liblinear', random_state=42), param_grid, scoring=my_scorer, n_jobs=-1)\n", "grid.fit(X_train_new,y_train)\n", "model_new = grid.best_estimator_\n", "grid.best_params_" ] }, { "cell_type": "code", "execution_count": 520, "metadata": {}, "outputs": [ { "data": { "image/png": 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0k9emTRvn67CwMCtLlizWjBkzLG/o9ZYtW2ZNmTLFqlGjhtk2bNgwq2nTphHu3dXhw4dNdjSyZxlVpvPcuXPmvFu3bo1wb5oBVePGjTPHXL16NcrzR5bpdPRR90X25zJkyJAIGWcynTQajRY/G3xXsF2ZzpMnT5qMYpUqVZzbkiZNKuXLlzfz+Pbu3StVq1Y128LT+YJ///231KxZ84kDZc1UOmTIkEEKFy5srq8ePnwoI0aMkJIlS5p9OjdSM3eaQYwOPZ/rfSp9rQUyeg2HUqVKOb/X+aA6j9J1bqQ32rRpY7KMp06dMplUzQ5HJjg4WJo0aSLVqlUz92mH/8XDMXOOyObIBgUFmXtxtLNnzz7xNQEAgI98DGaKFCkea59jSDZ8wOMYMo+OCRMmmCF0rdrWwDNVqlSmUl2Hle0QPsDWICssLCxa59BK9YYNG0qnTp3M9ID69evLjRs3Ihyn523durV5Vlrc8zhFT5kyZZLEiRPLxYsX3bbra0fhUaFChczXI0eOuAX40eH4n4C8efN63K9TMLQBAADfEK1MZ/78+U2V95YtW9wCQ51bWaxYMZP127x5s8dgUZfT0bmLkVU069xMpXMsHTRz6onrEkPXrl0zS/gULVrUvNa+NW7c2GQPda6jVnI7lvhx0HtwzVZ6oudzvU/HuTUg06Atpml2U5dHateuXaTnHzhwoGzdulWWL19unufj0HvXeaSufw4azOprR4BZp04dE5yOHz/e4zketZapnu9f//qXCTjLli37WP0EAAA+nOnUrKEWymghjw5d58qVywQmukyPZuk02Pjkk09M8Y0On+ryOhog6vC7DoFrMc4777wjWbJkcWbzNJB77733TCZUl+jRpX40WNEhag2yPBk+fLjJDur6kQMGDDABkg45K11LcsmSJSY4S58+vXz88ccmi6dBsYMGv9u3bzfrTOrwu95LeH369JHnn3/eDGG3aNHCDH//+9//lunTp4sd6tWrJ//8848EBAR43L948WLzbLRwSAPOCxcuuO3X+9CmGd1Dhw6Zbfq9Fndp8K77HEVbulzSm2++aQqg9M9Gs8K3bt2SDh06OP+cP//8c7NG5yuvvCI9evQw79XiIu2HTlVYuHCh89pXrlwx/dGfAy3e0vNp4ZYWc9kRoAMAgHgouhNG79y5Y5ZM0iV1PC2ZtG/fPqtOnTpWypQpzbJJVatWtU6ePOnc/+mnn1qFCxc2BUnZs2c353I4dOiQValSJVMYVKZMGWvdunUeC4lWrlxpFS9e3CxlpMUvek3XwqLGjRubJYy0qEeXJGrXrp3Z5nD06FGrYsWK5jreLJmkfc2VK5c1YcKERxbqlC5d2hTJRKeQyJPwhUS6BJGnwhtHc1zTUdwTvmnxlKtPPvnE3JPjGf72228R+rBz507r1VdfdS6PVaBAAatLly7W8ePHPV5L/8yLFi1qdevWzXmMt1gyiUaj0eJvg+8Kjsbvbz/9j8QTOvxco0YNM6T+qGV7EL/okkmaGdeiosiyvXHBU/7sAACIF+JPJIHY/P3NJxIBAADAdgSdNtGPg3TMswzfdD4rAACAL4lXw+vxiX5CkzZPtGgqZ86cT71PcVl8GV4HAACP9/s7RtfpxP+nFfGequIBAAB8EcPrAAAAsB1BJwAAAGxH0AkAAADbMacTPoH1NQHAPpQkwxtkOgEAAGA7gk4AAADYjqATAAAAtiPodPlcdz8/P7l+/XpsdwUAACDB8cmgs3r16tKrVy+3bZUrV5bz58+bVfWfFg1ytf32229u2+/duycZM2Y0+zQYVu3bt3ce76nNnz/f+f5vv/1WihQpIsmTJ5eSJUvKmjVr3M7/3XffSZ06dZzX2Lt3r8f+7dmzR5o1ayZZs2Y15ypYsKB07txZjh07ZvafPn3arQ9p0qSR4sWLS/fu3eX48eM2PDEAABBf+WTQ6UmyZMkkW7ZsJnh6mgIDA2Xu3Llu25YtW2Y+o93V1KlTTVAcvtWqVUvy5MkjDRo0MMdt3bpVWrVqJZ06dTJBY5MmTUw7cOCA81y3bt2SF154QcaNGxdpv1atWiUVK1Y0AfCCBQvk8OHD8tVXX5mgfNCgQW7Hrl+/3vRl37595jPn9djSpUvLhg0bYugpAQCAeM+Kprt371rvvfeelTlzZsvf39+qUqWKtWPHDuf+AwcOWA0aNLDSpEljpU6d2nrhhResEydOOPfPnj3bKlasmJUsWTIrW7ZsVvfu3c32P/74QxdcsPbs2eM89tq1a2bbxo0bzWv9qq9XrVpllSxZ0ly/QoUK1v79+53vuXz5stWyZUsrR44cVooUKawSJUpYX3/9tXP/m2++ac7h2vTajnPrNR2WLFni7Gvu3LmtiRMnuj0L3TZq1CirQ4cO5l4DAwOtmTNnev0s9XoDBw60AgICrNu3bzu3165d2xo0aJDbvXsycuRIK1WqVNbevXud25o3b26evyt9Rm+//XaE93t65urWrVtWpkyZrCZNmni8ruMZRfb+hw8fWtWrVzfP58GDB5Y3goODzbn0qx3+t6AHjUaj0exo8F3B0fj9He1MZ//+/WXp0qVmOHf37t1SoEABqVu3rly9elXOnTsnL774ovj7+8tPP/0ku3btko4dO8qDBw/Me2fMmGGGXrt06SL79++XFStWmPdHV79+/WTSpEmyc+dOyZw5szRq1Eju379v9t29e1eee+45Wb16tcnu6bXatm0rO3bscGYMK1WqZIaJHdlCzTaGp31v3ry5tGzZ0vR16NChJsM3b948t+O0H+XKlTNZxW7duknXrl3l6NGjXt+L9lUzlfpM1ZkzZ2TTpk2mz1HRTOTgwYNNllSzig7btm0z2U9X+uej2721du1auXz5svmz9iRdunRRvj9RokTSs2dP+fPPP81z9EQzqCEhIW4NAAAkYNGJZm/evGklTZrUWrBggXNbaGioySqOHz/eCgoKsvLmzWu2eaLHDRgwwOO+6GQ6Fy5c6DzmypUrJqO5aNGiSPutmb8+ffo4X1erVs3q2bOn2zHhM52tW7c2GUdX/fr1M5lPB83ktWnTxvk6LCzMypIlizVjxgzLG3q9ZcuWWVOmTLFq1Khhtg0bNsxq2rRphHt3dfjwYZMd9fQs9c/HNbOrpk2bZvoVXmSZynHjxpntV69ejbL/kb3f0UfdF9mfy5AhQyJknMl00mg0Wvxs8F3BdmU6T548aTKKVapUcW5LmjSplC9f3szj04KUqlWrmm3hXbp0Sf7++2+pWbPmEwfKmql0yJAhgxQuXNhcXz18+FBGjBhhCmh0n86N1MydZhCjQ8/nep9KX2uBjF7DoVSpUs7vdT6ozgvVe42ONm3amEzkqVOnTCZVs8ORCQ4ONnM0q1WrZu7TDv+Lh2PmHJHNkQ0KCjL34mhnz5594msCAAAf+RjMFClSPNY+x5Bs+IDHMWQeHRMmTDBD6FOmTDGBZ6pUqUylemhoqNghfICtQVZYWFi0zqFV5A0bNjTFPzo9oH79+nLjxo0Ix+l5W7dubZ6VFvd4Cug06L148aLbNn2t271VqFAh8/XIkSNuAX50OP4nIG/evB736xQMbQAAwDdEK9OZP39+U+W9ZcsWt8BQ51YWK1bMZP02b97sMVjU5XR07mJkFc06N1PpHEuHyJbycV1i6Nq1a2YJn6JFi5rX2rfGjRub7KHOdcyXL59ziR8HvQfXbKUnej7X+3ScWwOyxIkTS0zT7KYuj9SuXbtIzz9w4EBTnb58+XLzPD3RIDH8M/7xxx+jFTzqckqZMmWS8ePHe9z/qLVMNTj+17/+ZQLOsmXLen1dAACQcEUr06lZQy2U0UIeHbrOlSuXCUxu375tsnQabHzyySem+EaHT3V5HQ0Qdfhdh8C1GOedd96RLFmyOLN5Gsi99957JhOqS/SMHTvWBCs6RK1BlifDhw832UFdP3LAgAEmQNIhZ6VrSS5ZssQEZ+nTp5ePP/7YZPo0KHbQ4Hf79u1mnUkdftd7Ca9Pnz7y/PPPmyHsFi1amOHvf//73zJ9+nSxQ7169eSff/6RgIAAj/sXL15sno0WDmnAeeHCBbf9eh/atIBHh961wEmXUVq4cKH8/vvvMmvWLOexWvSl0w10uoNyFD5pNlSb/jl//vnnZo3OV155RXr06GEKvrS4SPuh79XzOly5csX0R38OtHhLs8xauKXFXHYE6AAAIB6K7oTRO3fumCWTdEkdT0sm7du3z6pTp46VMmVKs2xS1apVrZMnTzr3f/rpp1bhwoVNwUv27NnNuRwOHTpkVapUyRQGlSlTxlq3bp3HQqKVK1daxYsXN0sZlS9f3lzTtbCocePGZgkjLZ7RJYnatWtntjkcPXrUqlixormON0smaV9z5cplTZgwwe1ZaCHR5MmT3baVLl3aFMlEp5DIk/CFRLoEkafCG0dzvebixYutQoUKmeejz2n16tVu5547d+4jz6F27txpvfrqq87lsQoUKGB16dLFOn78uFshkaPpn3nRokWtbt26OY/xFksm0Wg0Wvxt8F3B0fj97af/kXhCh59r1KhhhtQftWwP4hddMkkz41pUFFm290k85TX/AcCnxJ9IArH5+5tPJAIAAIDtCDptoh8H6ZhnGb7pfFYAAABfEq+G1+MTLdbR5okWTeXMmfOp98mXh9cBAEDs/v6O0XU68f9pRbynqngAAABfxPA6AAAAbEfQCQAAANsRdAIAAMB2zOkEEGNYDxXwTZQkwxtkOgEAAGA7gk4AAADYjqATAAAAtiPoBAAAgO0IOiPx888/i5+fX6StRo0acvr0afP93r17zXscrx0tY8aMUqdOHdmzZ49X16xevbp539ixYyPsa9Cggdk3dOjQCNfx1ObNmyd3796V9u3bS8mSJSVJkiTSpEkTr+/zwoULzmP0HI7tyZIlkwIFCsjw4cPlwYMHbueqW7euJE6cWHbu3PkYTxwAACRkBJ2RqFy5spw/fz5Cmzlzpgm+unXrFul7169fb45du3at3Lx503zW+vXr1726bmBgoAkYXZ07d042bNgg2bNndx7j2qc+ffpI8eLF3ba1aNFCHj58aD5ys0ePHlKrVq0or3v06FG392fJksVtf7169cz248ePm+tp8DthwgTn/jNnzsjWrVvl3XfflTlz5nh1rwAAwHcQdEZCM3rZsmVza9euXZO+ffvKRx99JM2aNYv0vZrh1OPLlSsnEydOlIsXL8r27du9um7Dhg3l8uXLsmXLFue2+fPnm4ypIxDUbKJrv1KnTm0yma7bNNhMlSqVzJgxQzp37my2RUXP7fr+RIncfzT8/f3N9ty5c0vXrl1NELtixQrn/rlz55q+675vvvlG7ty549X9AgAA30DQ6SXNVDZu3NgMgY8YMcLr92nwp0JDQ70Odt944w0TxDlo5rNjx45ipzJlyphMau3atd0C3qjuy3FPlmWZ/rZp00aKFCliht+XLFkS5fvv3bsnISEhbg0AACRcBJ1eCAsLk9atW5ts4oIFC8zwureBqgaomoksX76819fTAHPx4sVy69Yt2bRpkwQHB5ssoh000Pz0009l6dKlpunQvQbWu3fv9ni8Bpg6fUCnDrz00ktmm76+ffu2mdOpNPicPXt2lNcdM2aMpE2b1tn0ugAAIOHiE4m8oMPp27Ztkx07dkiaNGm8mg+qw9MaNObLl08WLVokWbNm9fp6pUuXloIFC5ps4caNG6Vt27Ym4LVD4cKFTXPt+8mTJ2Xy5Mny5ZdfOrevWrXKBM/37993BuE6r1PpHE6dQ+roY6tWraRfv37mPPnz5/d43aCgIOndu7fztWY6CTwBAEi4CDofYeHChWZe5urVq00g6A0NMosVK2bmdqZLl+6xrqvZzmnTpsmhQ4dMsPs0aVb2119/ddum1fo6P1SH/3PkyOEMMK9evSrLli0zwajud9AiJg1GR40a5fEaOkdUGwAA8A0Mr0dBl0Lq1KmTWcLIMXTsDc3YaYbvcQNOpZnE/fv3S4kSJUwA+7Tv21Ep76BFSTpXM1euXG5ZV51u8Mwzz8i+ffvM+xxt0qRJZi6qBp8AAABkOiOhFeS6rqXOb9Q5iq7rVjoqyO2UPn16s0RR0qRJn+g8minVgh/NSN64ccO5pqgWDqkpU6ZI3rx5zZJLuq7n559/Lj/99JOsW7fOq/Pr3M3XX3/dBMfhA28dQv/hhx/MGqMAAMC3EXRGQofT//zzT9PCZ/2ULh2kC6vb6UkypQ4vv/yyuQeHsmXLOguClAakuu6mrgWaMmVKKVWqlCkM0uH0R9m1a5fJcH722WcR9mlxUM2aNU1QStAJAAD8LEf0AcQiLSTSQFUr9QMCAmK7O3hMXi7sACCBIZLwXSHR+P3NnE4AAADYjqDzKdm8ebNZciiyBgAAkJAxp/Mp0Y/EdBTxAAkVQ2wAgMgQdD4l+rGRuuQQAACAL2J4HQAAALYj6AQAAIDtGF4H4HNY2gmIWcznhjfIdAIAAMB2BJ0AAACwHUEnAAAAbEfQCQAAANsRdIbz888/i5+fX6StRo0acvr0afO9Y7F3x2tHy5gxo9SpU0f27Nnj1TWrV69u3jd27NgI+xo0aGD2DR06NMJ1PLV58+bJ3bt3pX379lKyZElJkiSJNGnSJMJ5v/vuO6ldu7ZkzpzZfFZqpUqVZO3atW7H6Dkc502aNKnkzZtX+vfvb84f3l9//SXJkiWTEiVKRONpAwAAX0HQGU7lypXl/PnzEdrMmTNN8NWtW7dI37t+/XpzrAZvN2/elPr168v169e9um5gYKAJGF2dO3dONmzYINmzZ3ce49qnPn36SPHixd22tWjRQh4+fGgWo+/Ro4fUqlXL4/U2bdpkgs41a9bIrl27TDDdqFGjCIFyvXr1zHlPnTolkydPNs9hyJAhEc6nfW/evLmEhITI9u3bvbpnAADgO1gyKRzN1mXLls1t2+HDh6Vv377y0UcfSbNmzUzG0RPNcOp7tU2cOFGqVKliArC6des+8roNGzaUxYsXy5YtW8z71Pz5803G9MyZM+Z14sSJ3fqmn9mumczw/VUzZswwX/V8ngLfKVOmuL0ePXq0LF++XFauXClly5Z1bvf393eeX4NeDWJ//PFHGTdunPMYy7Jk7ty5Mn36dHnmmWdk9uzZUqFChUfeMwAA8B1kOh9BA7bGjRubIfARI0Z4/T7NNKrQ0FCvg9033njDBG+u2cOOHTvK0xAWFiY3btyQDBkyRHrMgQMHZOvWraavrjZu3Ci3b982AWmbNm1k4cKFcuvWrSivd+/ePZMVdW0AACDhIuh8RCDWunVrk01csGCBGV73NlDVAFUzkeXLl/f6ehpgarZTAzYd/g4ODjYZ0KdBM7M6JUCHyF2tWrXK3Efy5MnNHNFLly5Jv3793I7RzGbLli1NJlbndObLl0++/fbbKK83ZswYSZs2rbNpFhUAACRcDK9HQYfTt23bJjt27JA0adJ4NR80UaJEJmjUwGvRokWSNWtWr69XunRpKViwoCxZssRkD9u2bWsCXrt9/fXXMmzYMDO8niVLFrd9OtdTh+r1nnROp/bntddecwuwtSjp119/dW7TbKcGolqIFJmgoCDp3bu387VmOgk8AQBIuAg6I6FDxJr9W716tQkEvaFBZrFixczcznTp0j3WdTXbOW3aNDl06JAJdp/Gfb711lsmM+mp6ChVqlRSoEAB8/2cOXNMYKwBZadOnZwBq1azu87h1DmemiU+duyYFCpUyON1da6oNgAA4BsYXvdAl0LSoEqXMPKmCMhBM3X58+d/7IBT6XD+/v37zTC1BrB2+uabb6RDhw7mqy7N9CiaxdXs78CBA+XOnTtmmwagWkWvz8zR9u3bJ1WrVjVBKgAAgCLTGc7ly5fNupZaOKTDxBcuXHDbr/MW7ZQ+fXqzRJGui/kkNFOqRUxXr141BUKONUXLlCnjzFC++eabMnXqVJOldNynFkDpHMvIaPW+zunUbKxmRnfv3m3muxYpUsTtuFatWsnw4cNl5MiRT2WKAAAAiNuIBsLR4fQ///zTNMf6mK5y585tFpC305NkSh1efvllcw8OjmWQdOhbzZo1Sx48eCDdu3c3zUED0fDrhbrSAPLdd9+V8ePHy9GjR002NnzAqZo2bWqO03VAX3nllSe+HwAAEL/5WY4oBIhFWkikGVat2NdPSALs5OVCFAC8RCThu0Ki8fubOZ0AAACwHUGnzTZv3mzWuYysAQAA+ALmdNqsXLlyziIeAHEDQ4EA8PQRdNpMq8Ed61wCAAD4KobXAQAAYDuCTgAAANiOoBMAAAC2Y04nAJ/Hup3Ak6E4D94g0wkAAADbEXQCAADAdgSdAAAAsB1BJwAAAGxH0BmJn3/+Wfz8/CJtNWrUkNOnT5vvHZ845HjtaBkzZpQ6derInj17vLpm9erVzfvGjh0bYV+DBg3MvqFDh0a4jqc2b948877//ve/UrVqVUmePLkEBgbK+PHjI73+woULzXubNGnisV/a9DzFihWT6dOnR3h/kSJFxN/fXy5cuODV/QIAAN9B0BmJypUry/nz5yO0mTNnmuCrW7dukb53/fr15ti1a9fKzZs3pX79+nL9+nWvrquBoSNgdDh37pxs2LBBsmfP7jzGtU99+vSR4sWLu21r0aKFhISEmKA3d+7csmvXLpkwYYIJWmfNmhXhuhrI9u3b1wSonnTu3Nmc99ChQ9K8eXPp3r27fPPNN879v/76q9y5c0def/11mT9/vlf3CgAAfAdBZySSJUsm2bJlc2vXrl0zgdlHH30kzZo1i/S9muHU4/Vz1ydOnCgXL16U7du3e3Xdhg0byuXLl2XLli3ObRrEafCYJUsW8zpx4sRu/UqdOrUkSZLEbZt+/OaCBQskNDRU5syZY4LSli1bSo8ePeTjjz92u+bDhw/ljTfekGHDhkm+fPk89itlypTmvLpfA9eCBQvKihUrnPtnz54trVu3lrZt25rrAQAAuCLo9JJmKhs3bmyGmkeMGOH1+zT4Uxr8eRvsagA4d+5c5zbNfHbs2DHafd62bZu8+OKL5pwOdevWlaNHj5oA2mH48OEmoO3UqVO07stxTzdu3JBvv/1W2rRpI7Vr15bg4GDZvHlzlO+/d++eycS6NgAAkHARdHohLCzMZPE0m6jZQx1e9zZQ1QBVM5Hly5f3+noaYC5evFhu3bolmzZtMkGcZkCjS+dWZs2a1W2b47Vj3qUOi2uW8rPPPvPqnJoV/eqrr8xc0Zdeesk5F1Qzn5pN1SysZlT1nFEZM2aMpE2b1tl0ygAAAEi4CDq9oMPpmjVcvny5pEmTxqv5oBpopk+fXvbt2yeLFi2KEPxFpXTp0iaIW7JkiRmq1iFrDXhjmmYo9dwacGbKlCnKY7VwSO9JM5w6v/P999+Xrl27mn3aR81yOuj3mvnU80cmKCjIBNOOdvbs2Ri8MwAAENfwMZiPoFk8nZe5evVqEwh6Q4NMrfDWuZ3p0qV7rOtqtnPatGmmcGfHjh2PdQ6dg6nzSV05Xuu+kydPmgKiRo0auWV1lQa5OgyfP39+81qH/AcMGGCCTi1oSpTof/+/ov377bffTB8/+OADt4yoPjsNUD3RKndtAADANxB0RkGXQtJ5jrqEkc6F9JYOFTuCtcelw/latKRZTw1gH0elSpVMoHj//n1JmjSp2fbjjz9K4cKFTRZWA8j9+/e7vWfgwIEmQzl16lS3IW8dAi9QoECEa+gwus4b1QDZlc5J1X2RBZ0AAMC3EHRGQivIdb1KLRzS4eLwa0/q3EU7aVCoSxQ5gsXHDVy1Il0DZ81CHjhwwASTkydPNvt1zc0SJUq4vceRmQ2/3RMNZr/88ktTiBT++LfeestUyR88eNDM9QQAAL6NoDMSOpz+559/muZYH9OVrn2pC8jb6XGH5l2zk+vWrTNraj733HNm3ubgwYOlS5cuMdI/XTLpypUr0rRp0wj7ihYtappmO8Mv0QQAAHyPn2VZVmx3AtAlkzRI1qKigICA2O4OfIyXC1IAiASRhO8Kicbvb6rXAQAAYDuCzqdEF0vXJYciawAAAAkZczqfEv1ITK2GBxD3MDQIAPYj6HxKdHkiT0sOAQAA+AKG1wEAAGA7gk4AAADYjqATAAAAtmNOJ+BDWI8SgB0oxoM3yHQCAADAdgSdAAAAsB1BJwAAAGxH0AkAAADbEXSG8/PPP4ufn1+krUaNGnL69GnzveMThhyvHS1jxoxSp04d2bNnj1fXrF69unnf2LFjI+xr0KCB2Td06NAI1/HU5s2bZ9733//+V6pWrSrJkyeXwMBAGT9+vNt5Dx48KK+99prkyZPHvG/KlCkRrt2+fXvneZMmTSp58+aV/v37y927dyMc+9dff0myZMmkRIkSXj9rAADgOwg6w6lcubKcP38+Qps5c6YJvrp16xbpe9evX2+OXbt2rdy8eVPq168v169f9+q6Ghg6AkaHc+fOyYYNGyR79uzOY1z71KdPHylevLjbthYtWkhISIgJenPnzi27du2SCRMmmKB11qxZznPfvn1b8uXLZwLdbNmyRdqvevXqmfOeOnVKJk+ebJ7DkCFDIhynfW/evLm59vbt2726ZwAA4DsIOsPRbJ0GYa7t2rVr0rdvX/noo4+kWbNmkb5XM5x6vH7O+sSJE+XixYteB2ANGzaUy5cvy5YtW5zb5s+fb4LHLFmymNeJEyd261fq1KklSZIkbtv04zYXLFggoaGhMmfOHBOUtmzZUnr06CEff/yx89zPP/+8CUZ1n7+/f6T90n16Xg14mzRpIrVq1ZIff/zR7RjLsmTu3LnStm1bad26tcyePdurewYAAL6DoPMRNFPZuHFjMwQ+YsQIr9+nwZ/S4M/bYPeNN94wwZtr9rBjx47R7vO2bdvkxRdfNOd0qFu3rhw9etQE0I/rwIEDsnXrVrfzqo0bN5rMqQakbdq0kYULF8qtW7eiPNe9e/dMVtS1AQCAhIugMwphYWEmc6fZRM0e6vC6t4GqBqiaiSxfvrzX19MAc/HixSZg27RpkwQHB5sMaHRduHBBsmbN6rbN8Vr3RceqVavMfejc0JIlS8qlS5ekX79+bsdoZlMzppqJ1TmdOmz/7bffRnneMWPGSNq0aZ1NM6kAACDh4hOJoqDD6Zo13LFjh6RJk8ar+aCJEiUyQaMGXosWLYoQ/EWldOnSUrBgQVmyZInJHupwtQa8sUkLp2bMmGHuSed0an+0AMk1wP7uu+/k119/dW7TbKcGolqIFJmgoCDp3bu387VmOgk8AQBIuAg6I6FDxDovc/Xq1SYQ9IYGmcWKFTNzO9OlS/dY19Vs57Rp0+TQoUMm2H0cOgdT55O6cryOqmjIk1SpUkmBAgXM9zpHVANjDSg7depktn399demmr1ChQpuczw1S3zs2DEpVKhQpHNFo5pLCgAAEhaG1z3QpZA0qNLKbp0L6S3N1OXPn/+xA06lw/n79+83w9QawD6OSpUqmeH5+/fvO7dp8U/hwoUlffr0j903zeJq9nfgwIFy584ds00DUK2i12fmaPv27TPLNWmQCgAAoAg6w9EKcq3S1sIhHSbWOZCu7Z9//rH1+hoU6hJFulTSkwSuWuyjgbOux6kZ2KlTp7oNZ2uBkyNI1O91eSb9/sSJE1GeW6v3de6mZmP1+N27d8tbb71lgmTX1qpVK1N9/+DBg8e+DwAAkHAwvB6ODqf/+eefpjnWx3Sla1/qAvJ2epJMqdLCnHXr1kn37t3lueeek0yZMsngwYOlS5cuzmP+/vtvKVu2rPO1TiXQVq1atSjvT+d0vvvuu2axea2G12xskSJFIhzXtGlTc9yaNWvklVdeeaL7AQAA8Z+fpRPwgFimhUQaLGvFfkBAQGx3J8HycgEGAIgWIgnfFRKN398MrwMAAMB2BJ0227x5s1nnMrIGAADgC5jTaTP9SEwtuAHiAobAAACxhaDTZvpxmI51LgEAAHwVw+sAAACwHUEnAAAAbMfwOgAAT0lCXbaM+eLwBplOAAAA2I6gEwAAALYj6AQAAIDtCDqj0L59e2nSpIlXx+rnlfv5+cn169clrjh9+rTpU1TrhIbv97x589w++33o0KFSpkyZp9JfAACQcBF0RmHq1KkmCIttdga0lStXlvPnz5vPTfWkb9++smHDhscKxAEAAByoXo9CZIFYQpIsWTLJli1bpPv5uE4AABATyHRGwTWrd+/ePenRo4dkyZJFkidPLi+88ILs3Lkzwnu2bNkipUqVMsdUrFhRDhw44NW1/vzzT2nUqJGkT59eUqVKJcWLF5c1a9aYIfIaNWqYY3SfZjy1X+qHH34w/dDh8IwZM0rDhg3l5MmTEc595MgRk9HUPpUoUUJ++eUXr7OorsPr+v38+fNl+fLl5j3a9P0vvfSSvPvuu27v++eff0xA65olBQAAvoug00v9+/eXpUuXmqBr9+7d5qMt69atK1evXnU7rl+/fjJp0iQTkGbOnNkEkvfv33/k+bt3724C202bNsn+/ftl3LhxJsMYGBhorquOHj1qhsJ12F/dunVLevfuLb///rsJ7hIlSiRNmzaVsLCwCH3q06eP7NmzRypVqmT6dOXKlWg/Ax1qb968udSrV8/0Q5sGs2+99ZZ8/fXXpv8OX331leTMmdMEpJ7osSEhIW4NAAAkXASdXtDgbsaMGTJhwgSpX7++FCtWTD777DPzueqzZ892O3bIkCFSu3ZtKVmypAlQL168KMuWLXvkNc6cOSNVqlQx78uXL5/JWr744ouSOHFiyZAhgzlGs6w6FO4Y9n/ttdfk1VdfNQGwZiPnzJljAtZDhw65nVuzkHps0aJFzX3o+8P32xsaBOs9+/v7m35o02ym9kFpBtRB58JqRlazoZ6MGTPG9MPRNLgGAAAJF0GnF3TIWrOVGhQ6JE2aVMqXLy+HDx92O1YziQ4aLBYuXDjCMZ7o0P3IkSPNNTRw/e9///vI9xw/flxatWplgtSAgADJkyePM4CNrE9JkiSRcuXKedUnb+mwfdu2bU3QqzQTrNMKHNMAPAkKCpLg4GBnO3v2bIz1BwAAxD0EnXGEDlGfOnXKBG+ardTA8JNPPonyPTpMrsP7mnXdvn27aSo0NFRio/8//vij/PXXXzJ37lwzrJ47d+5Ij9dsqQbKrg0AACRcBJ1eyJ8/vxlG1iIhB8186rxNHWp39dtvvzm/v3btmhw7dswMa3tDh5jfeecd+e6778wcTA0mlV5bPXz40HmszsnUOZ4DBw6UmjVrmmvo9Txx7dODBw9k165dXvcpPO2Laz8cdFqABsraZ53f2bFjx8c6PwAASJhYMskLWk3etWtXU5CjQ+a5cuWS8ePHy+3bt6VTp05uxw4fPtxUkmfNmlUGDBggmTJl8mpdy169epn5ooUKFTLB48aNG52BoWYMdW7kqlWr5OWXXzbzKrWSXa8za9YsyZ49uxlS//DDDz2ee9q0aVKwYEFzvsmTJ5vzP25QqEP4a9euNQGvXl/nY+pUA0e2U+eP6vPSgiYAAAAHMp1eGjt2rCnG0eHvZ599Vk6cOGGCLw3+wh/Xs2dPee655+TChQuycuVKZ6YyKpo91Ap2DQy1OlyDz+nTp5t9WgU+bNgwE1RqMKuBnVaqL1y40GQtdRmk999/3xQ6RdZ3baVLl5Zff/1VVqxYYYLhx9G5c2czT1Wzmlqd75r91fmlOmdUv+o8TwAAAAc/y7Is5yu40eBJq8d1+R88mq4pqlMRdNqBBubRoUsmadZUi4qY3wkgoYpkQY94j0jCd4VE4/c3mU4PdN6jLju0bds2s0g7oqbzWzWrq/NLdUH86AacAAAg4SPo9ECX+9HhYw04tbAnJuh8TcdHSoZvo0ePlvhMh9h1XqlmOD/99NPY7g4AAIiDGF5/Ss6dOyd37tzxuE+LkxwLwPsqhtcB+AKG1+HLv7+pXn9KtBgIAODbCM7gyxheBwAAgO0IOgEAAGA7gk4AAADYjjmdAAAgRgukmLsKT8h0AgAAwHYEnQAAALAdQScAAABsR9AJAAAA2xF0AgAAwHYEnbDVw4cPJSwsLLa7AQAAYhlBpw/54osvJGPGjHLv3j237U2aNJG2bdua75cvXy7PPvusJE+eXPLlyyfDhg2TBw8eOI/9+OOPpWTJkpIqVSoJDAyUbt26yc2bN537582bJ+nSpZMVK1ZIsWLFxN/fX86cOfMU7xIAAMRFBJ0+pFmzZibzqAGhw6VLl2T16tXSsWNH2bx5s7Rr10569uwphw4dkpkzZ5ogctSoUc7jEyVKJP/617/k4MGDMn/+fPnpp5+kf//+bte5ffu2jBs3Tj7//HNzXJYsWSL0RQPfkJAQtwYAABIuP8tiCVdfopnJ06dPy5o1a5yZy2nTpsmJEyekdu3aUrNmTQkKCnIe/9VXX5mg8u+///Z4viVLlsg777wjly9fNq81SO3QoYPs3btXSpcuHWk/hg4darKo4QUHB0tAQEAM3CkA4GlhcXjfFRISImnTpvXq9zdBp4/Zs2ePPP/88/Lnn39Kzpw5pVSpUiYDOmjQIMmcObMZKk+cOLHzeM2M3r17V27duiUpU6aU9evXy5gxY+TIkSPmB02H3l33a9D59ttvm21+4f8VCpfpdB3m13PpcD1BJwDEPwSdviskGkEnH4PpY8qWLWsykDq/s06dOmb4W4fXlQacmn189dVXI7xP53hqhrRhw4bStWtXM+SeIUMG+fXXX6VTp04SGhpqgk6VIkWKKANOpXM9tQEAAN9A0OmD3nrrLZkyZYqcO3dOatWqZTKMSguIjh49KgUKFPD4vl27dplK9EmTJpm5nWrx4sVPte8AACB+Iuj0Qa1bt5a+ffvKZ599ZjKeDoMHDzaZzFy5csnrr79uAst9+/bJgQMHZOTIkSYYvX//vnzyySfSqFEj2bJli3z66aexei8AACB+oHrdB+nci9dee01Sp05tlktyqFu3rqxatUrWrVtn5n1WrFhRJk+eLLlz5zb7dVheC4+0Mr1EiRKyYMECM78TAADgUSgk8lFapV68eHGz/FF8m4gMAIhbKCTyXSEUEiEy165dk59//tm06dOnx3Z3AACAjyDo9MHqdQ08dYi8cOHCsd0dAADgIwg6fYwuewQAQExiOB3eoJAIAAAAtiPoBAAAgO0IOgEAAGA7gk4AAADYjkIiAIBPriWJmEMhEbxBphMAAAC2I+gEAACA7Qg6AQAAYDuCzgRCP9bSz89Prl+//kTnyZMnj0yZMiXG+gUAAKAIOuNhsFi9enXp1auX27bKlSvL+fPnJW3atE/Un507d0qXLl2e6BwAAADhUb2eQCRLlkyyZcv2xOfJnDlzjPQHAAAg3mU6NbP37rvvmqaZvEyZMsmgQYPE+r81Gr788kspV66cpEmTxgRerVu3lkuXLpl9ekyBAgVk4sSJbufcu3evyTCeOHHCvNbvZ86cKQ0bNpSUKVNK0aJFZdu2bWa/Xj9VqlQmm3jy5Em38yxfvlyeffZZSZ48ueTLl0+GDRsmDx48cO7X837++efStGlTc96CBQvKihUrnJ+DXqNGDfN9+vTpzbHt27eP8lno/l9++UWmTp1qjtem5wmfMZ03b56kS5dOVq1aJYULFzbXfv311+X27dsyf/58M4yu1+zRo4c8fPgw0uH1qPrvoK91uz4DvR89f0wM9QMAgATEigeqVatmpU6d2urZs6d15MgR66uvvrJSpkxpzZo1y+yfPXu2tWbNGuvkyZPWtm3brEqVKln169d3vn/UqFFWsWLF3M7Zo0cP68UXX3S+1keRM2dOa9GiRdbRo0etJk2aWHny5LFeeukl64cffrAOHTpkVaxY0apXr57zPZs2bbICAgKsefPmmWuvW7fOvGfo0KFu533mmWesr7/+2jp+/Li5rt7LlStXrAcPHlhLly41x+g1z58/b12/fj3KZ6H79f46d+5sjtem59m4caM5z7Vr18xxc+fOtZImTWrVrl3b2r17t/XLL79YGTNmtOrUqWM1b97cOnjwoLVy5UorWbJk1sKFC53nz507tzV58mSv+q9OnTplrtO3b1/zZ/PNN9+Y5+jaF0/u3r1rBQcHO9vZs2fNe/R7ALDD/1aTpNnR4LuCg4O9/v0db4LOokWLWmFhYc5tH3zwgdnmyc6dO80DuHHjhnl97tw5K3HixNb27dvN69DQUCtTpkwmWHTQ4wcOHOh8rcGrbtOA1kEDquTJkztf16xZ0xo9erTbtb/88ksre/bskZ735s2bZtt//vMf8zp8sOjt89AA3JWnoFNfnzhxwnnM22+/bYJ1x3NRdevWNdujCjqj6r/+OZQoUcKtLwMGDHjkPQ0ZMsQcE74RdAKwS2wHZgm5wXcFRyPojBfD66pixYpmyNahUqVKcvz4cTM0vGvXLmnUqJHkypXLDLFXq1bNHHPmzBnzNUeOHNKgQQOZM2eOeb1y5Uq5d++eNGvWzO0apUqVcn6fNWtW87VkyZJu2+7evSshISHm9b59+2T48OGSOnVqZ+vcubMp6NFhbE/n1WH6gIAA5/C/nXQ4PH/+/G791+Fz7afrtkf1Jar+Hz16VJ5//nm348uXL//IvgUFBUlwcLCznT17Nlr3BgAA4pd4X0ikQWDdunVNW7BggSmE0WBTX4eGhjqPe+utt6Rt27YyefJkmTt3rrRo0cIEZa6SJk3q/N4R4HraFhYWZr7evHnTzOF89dVXI/RL5zd6Oq/jPI5z2MnTdR+nL3b039/f3zQAAOAb4k3QuX37drfXv/32myleOXLkiFy5ckXGjh0rgYGBZt/vv/8e4f0vv/yyydLNmDFDfvjhB9m0adMT90kLiDTTp4VKT1J1rlyLebx5T3SOt5MWKa1ZsybCsksAAACu4s3wumYve/fubYK8b775Rj755BPp2bOnGVLXIExfnzp1ylRSjxgxIsL7EydObCq/dVhXg1Udnn9SgwcPli+++MJkOw8ePCiHDx+WhQsXysCBA70+R+7cuU3mUKvM//nnH5M9fRQdItcgXKvWL1++/FSyppF5++23TeD/wQcfyLFjx2Tx4sWmcl65TocAAAC+Ld4Ene3atZM7d+6Y+YLdu3c3AacuYq7D6RrkfPvtt1KsWDGT8Qy/PJJDp06dzJB7hw4dYqRPOoSvweK6devMvEadd6rD9xpIeitnzpwmaP3www/N/EpdFupR+vbta4JovV/HdILYkjdvXlmyZIl89913Zu6nZpIHDBhg9jF8DgAAHPy0mkjiOF0ns0yZMk/88YybN2+WmjVrmqIVR6EQYt6oUaPk008/jVZxkBZn6RqsWlSkhUoAENMYfLFP3I8kYJfo/P6ON3M6n4RWquvQ9dChQ03FOgFnzJo+fbrJ9GbMmFG2bNkiEyZM8CpjCwAAfIdPBJ06B1SH1jVbqnMw4zIdKtdh88gcOnTIzGONS3TpqpEjR8rVq1dN3/r06WPmzgIAAMSr4XVfoh+hqQVCURURJUmS8P5fgeF1AADiH4bX4zENKJ9kCSYAAIC4KN5UrwMAACD+IugEAACA7Qg6AQAAYDuCTgAA8Nhrn7L+KbxF0AkAAADbEXQCAADAdgSdAAAAsB1B51P+DPlevXpJfKCL0D/pZ90DAAA4sDg8PNq5c6ekSpUqtrsBAAASCIJOeJQ5c+bY7gIAAEhAGF6PJdeuXZN27dpJ+vTpJWXKlFK/fn05fvy4c/+VK1ekVatWkjNnTrO/ZMmS8s0330QYru/Ro4f0799fMmTIINmyZZOhQ4d6dX3LssyxuXLlEn9/f8mRI4c5l6fh9Xnz5omfn1+E5nqtzz//XIoWLSrJkyeXIkWKyPTp02PgKQEAgISCoDOWtG/fXn7//XdZsWKFbNu2zQSBL7/8sty/f9/sv3v3rjz33HOyevVqOXDggHTp0kXatm0rO3bscDvP/PnzzTD49u3bZfz48TJ8+HD58ccfH3n9pUuXyuTJk2XmzJkm2P3+++9NYOtJixYt5Pz5886mwa9+RnyVKlXM/gULFsjgwYNl1KhRcvjwYRk9erQMGjTI9C0y9+7dk5CQELcGAAASMAtPTbVq1ayePXtax44ds/TRb9myxbnv8uXLVooUKazFixdH+v4GDRpYffr0cTvfCy+84HbM888/b33wwQeP7MukSZOsQoUKWaGhoR73586d25o8eXKE7SdOnLAyZMhgjR8/3rktf/781tdff+123IgRI6xKlSpFev0hQ4aYZxC+BQcHP7LvAIC4QaMIIgnfFhwc7PXvbzKdsUCzgZoprFChgnNbxowZpXDhwmafevjwoYwYMcJkH3XoPHXq1LJ27Vo5c+aM27lKlSrl9jp79uxy6dKlR/ahWbNmcufOHcmXL5907txZli1bJg8ePIjyPcHBwdKwYUNp0KCB9OvXz2y7deuWnDx5Ujp16mT66GgjR4402yMTFBRkzudoZ8+efWSfAQBA/EUhURw1YcIEmTp1qplXqYGnDqHrckuhoaFuxyVNmtTttc61DAsLe+T5AwMD5ejRo7J+/XozHN+tWzdzzV9++SXCOR1BsA6zBwQEyKxZs5zbb968ab5+9tlnbkG0Spw4caTX13mk2gAAgG8g6IwFWnCjWUWdh1m5cmVn4ZAGgcWKFTOvt2zZIo0bN5Y2bdqY1xpIHjt2zLk/JqRIkUIaNWpkWvfu3U0B0P79++XZZ5+NcOz7779v9uk8VC0WcsiaNaspQjp16pS88cYbMdY3AACQsBB0xoKCBQuagFKHtbWQJ02aNPLhhx+aSnXd7jhmyZIlsnXrVlPh/vHHH8vFixdjLOjUinTNXmp2Uqvjv/rqKxOE5s6dO8Kxc+fONdXoOgSvmdQLFy6Y7Y6h9GHDhpnK97Rp00q9evVMkZAGp1qh37t37xjpLwAAiN+Y0xlLNJDT6nSdI1mpUiVTvb5mzRrn0PbAgQNNxrFu3bpmaSRdDqlJkyYxdv106dKZIXGtQNd5oTrMvnLlSjO3NDwdctcA9ZVXXjFzRh1t4sSJZv9bb71llkzSe9KpANWqVTNBbd68eWOsvwAAIH7z02qi2O4EoEsmaaZUi4p03igAIO7z8/vfVyIJ3xUSjd/fZDoBAABgO4LOBEoXbHddwsi1FS9ePLa7BwAAfAyFRAmUzr8Mv4SRg6clkQAAiC6G1REdBJ0JlFbEawMAAIgLGF4HAACA7Qg6AQAAYDuG1wEAQIwsnYS4zYrlObhkOgEAAGA7gk4AAADYjqATAAAAtiPojOP0c9d79eoV290AAAB4IhQSxXHfffcdi7kDAIB4j6AzjsuQIUNsdwEAAOCJMbwej4bX8+TJI6NHj5aOHTuaTxvKlSuXzJo1y+34v/76S1q1amWC1VSpUkm5cuVk+/btzv0zZsyQ/PnzS7JkyaRw4cLy5Zdfur3fz89PZs6cKQ0bNpSUKVNK0aJFZdu2bXLixAnTFz1n5cqV5eTJk27vW758uTz77LOSPHlyyZcvnwwbNkwePHhg67MBAADxB0FnPDNp0iQTSO7Zs0e6desmXbt2laNHj5p9N2/elGrVqsm5c+dkxYoVsm/fPunfv7+EhYWZ/cuWLZOePXtKnz595MCBA/L2229Lhw4dZOPGjW7XGDFihLRr10727t0rRYoUkdatW5tjg4KC5PfffxfLsuTdd991Hr9582ZzvJ770KFDJmidN2+ejBo1KtL7uHfvnoSEhLg1AACQgFmI06pVq2b17NnTfJ87d26rTZs2zn1hYWFWlixZrBkzZpjXM2fOtNKkSWNduXLF47kqV65sde7c2W1bs2bNrJdfftn5Wn8kBg4c6Hy9bds2s2327NnObd98842VPHly5+uaNWtao0ePdjvvl19+aWXPnj3S+xoyZIg5b/gWHBzs1XMBAMQd/1t2nBbXmx3097a3v7/JdMYzpUqVchsKz5Ytm1y6dMm81sxk2bJlI50HevjwYalSpYrbNn2t2yO7RtasWc3XkiVLum27e/euMzupGdXhw4dL6tSpna1z585y/vx5uX37tse+aNY0ODjY2c6ePfsYTwMAAMQXFBLFM+Er2TXwdAyfp0iRIsavoeePbJvjujqsr3M4X3311Qjn0jmenvj7+5sGAAB8A5nOBEQzlJrtvHr1qsf9WhS0ZcsWt236ulixYk90XS0g0nmlBQoUiNASJeJHDAAAkOlMULRqXavbmzRpImPGjJHs2bObgqMcOXJIpUqVpF+/ftK8eXMzBF+rVi1ZuXKlWQd0/fr1T3TdwYMHm2p3raZ//fXXTaCpQ+5arDRy5MgYuz8AABB/kYZKQHQZpHXr1kmWLFnk5ZdfNvMwx44dK4kTJzb7NRidOnWqTJw4UYoXL26qzOfOnWuWQnoSdevWlVWrVplrP//881KxYkWZPHmy5M6dO4buDAAAxHd+Wk0U250AtCgpbdq0pqgoICAgtrsDAIiG/5vqjzjOsmL39zeZTgAAANiOoBMAAAC2o5AIAAA8ESbqwRtkOgEAAGA7gk4AAADYjqATAAAAtiPoBAAAgO0oJAIAAOLr63RSDGU/Mp0AAACwHUEnAAAAbEfQCQAAANsRdAIAAMB2BJ0AAACwHUEnAAAAbEfQCfnhhx/khRdekHTp0knGjBmlYcOGcvLkSef+rVu3SpkyZSR58uRSrlw5+f7778XPz0/27t3rPObAgQNSv359SZ06tWTNmlXatm0rly9fjqU7AgAAcQ1BJ+TWrVvSu3dv+f3332XDhg2SKFEiadq0qYSFhUlISIg0atRISpYsKbt375YRI0bIBx984Pb+69evy0svvSRly5Y159Ag9uLFi9K8efNIr3nv3j1zbtcGAAASLhaHh7z22mtur+fMmSOZM2eWQ4cOya+//mqymp999pnJdBYrVkzOnTsnnTt3dh7/73//2wSco0ePdjtHYGCgHDt2TAoVKhThmmPGjJFhw4bZfGcAACCuINMJOX78uLRq1Ury5csnAQEBkidPHrP9zJkzcvToUSlVqpQJOB3Kly/v9v59+/bJxo0bzdC6oxUpUsTscx2mdxUUFCTBwcHOdvbsWVvvEQAAxC4ynTDD57lz5zbZzBw5cphh9RIlSkhoaKhX779586Y5x7hx4yLsy549u8f3+Pv7mwYAAHwDQaePu3LlislmasBZtWpVs02H1B0KFy4sX331lZmD6QgSd+7c6XaOZ599VpYuXWoypEmS8CMFAAAiYnjdx6VPn95UrM+aNUtOnDghP/30kykqcmjdurXJfHbp0kUOHz4sa9eulYkTJ5p9OtdTde/eXa5evWqG6DUg1SF1Pa5Dhw7y8OHDWLs3AAAQdxB0+jitVF+4cKHs2rXLDKm///77MmHCBOd+neO5cuVKszySLps0YMAAGTx4sNnnmOepQ/JbtmwxAWadOnVMpXuvXr3MEkx6fgAAAD/LsqzY7gTilwULFpgsphYApUiRIkbOqUsmpU2b1pxTA10AQPzxfwNf8RrRkP2/v5mAh0f64osvTGV7zpw5TaW6rtOpa3DGVMAJAAASPoJOPNKFCxfMkLp+1Wr0Zs2ayahRo2K7WwAAIB5heB1xAsPrAAAk7N/fVHkAAADAdgSdAAAAsB1BJwAAAGxH0AkAAADbUb0OAACeaE1OSpLhDTKdAAAAsB1BJwAAAGxH0AkAAADbEXTGET///LP4+fnJ9evXY7srkidPHpkyZUpsdwMAACQgBJ0+bN68eZIuXboI23fu3CldunSJlT4BAICEiep1RJA5c+bY7gIAAEhgyHTaJCwsTMaMGSN58+aVFClSSOnSpWXJkiXO/WvWrJFChQqZfTVq1JDTp0+7vX/o0KFSpkwZt2065K1D367mzJkjxYsXF39/f8mePbu8++67zn0ff/yxlCxZUlKlSiWBgYHSrVs3uXnzpnM4v0OHDuazUnVYX5te09Pw+pkzZ6Rx48aSOnVq87mqzZs3l4sXL0bo65dffmneq5/B2rJlS7lx40aMPU8AABC/EXTaRAPOL774Qj799FM5ePCgvP/++9KmTRv55Zdf5OzZs/Lqq69Ko0aNZO/evfLWW2/Jhx9+GO1rzJgxQ7p3726Gwvfv3y8rVqyQAgUKOPcnSpRI/vWvf5nrz58/X3766Sfp37+/2Ve5cmUTWGoQef78edP69u3rMXjWgPPq1aum7z/++KOcOnVKWrRo4XbcyZMn5fvvv5dVq1aZpseOHTs20r7fu3dPQkJC3BoAAEi4GF63gQZUo0ePlvXr10ulSpXMtnz58smvv/4qM2fONNnA/Pnzy6RJk8y+woULm6Bx3Lhx0brOyJEjpU+fPtKzZ0/ntueff975fa9evZzf6zX1+HfeeUemT58uyZIlMxlJzXBmy5Yt0mts2LDB9O2PP/4w2VKlwbRmV3Xup+N6GpzqHNE0adKY123btjXvHTVqVKRB+bBhw6J1vwAAIP4i6LTBiRMn5Pbt21K7dm237aGhoVK2bFm5c+eOVKhQwW2fIzj11qVLl+Tvv/+WmjVrRnqMBr0a3B05csRkEh88eCB37941fUuZMqVX1zl8+LAJNh0BpypWrJgpQNJ9jqBTg1pHwKl0qF/7GJmgoCDp3bu387X2z/UaAAAgYSHotIFj3uTq1aslZ86cbvt07mWPHj0eeQ4dGrfCfa7Y/fv3nd/rXNCo6BzRhg0bSteuXU22MUOGDCbT2qlTJxP8eht0eitp0qRurzWDqtnPyOhz0AYAAHwDQacNNBOoAZUW4FSrVi3C/qJFi5r5l65+++23CBXkFy5cMIGnBnBK5386aFZRs4s6hK2FSOHt2rXLBH06hK8BrFq8eLHbMTrE/vDhwyjvRfuqc1C1OTKRhw4dMuuJ6n0CAAB4g6DTBhoQalGOFg9p4PfCCy+YKvEtW7aYwh2dV6nBYL9+/UwRkQaIOh/SVfXq1eWff/6R8ePHy+uvvy4//PCD/Oc//zHvd60a13NlyZJF6tevb6rF9RrvvfeeKSjSzOgnn3xiCpZ0uxY1udKgVbOyGrhqdb1mP8NnQGvVqmUq4N944w1TeKRD9FoFr8F0uXLlbH6SAAAgoaB63SYjRoyQQYMGmTmVmi2sV6+eGW7XJZRy5colS5cuNdXeGuxpMKiFR670PVrwM23aNHPMjh07IlSXv/nmmyYQ1OO0sEeH048fP2726Xt0ySQtTipRooQsWLDA9MWVVrBr0KqV6JpZ1QA3PM2yLl++XNKnTy8vvviiCUK1KGrRokW2PDcAAJAw+VnhJw4CsUALibSaXjPCrtlcAEDc8n8zvtwQSfiukGj8/ibTCQAAANsRdAIAAMB2FBIBAACvMZSOx0WmEwAAALYj6AQAAIDtCDoBAABgO+Z0AgDwGMsE4f9jnie8QaYTAAAAtiPoBAAAgO0IOgEAAGA7gk4AAADYjqATMcrPz0++//772O4GAACIYwg6YYSGhsZ2FwAAQAJG0OmjqlevLu+++6706tVLMmXKJHXr1pUDBw5I/fr1JXXq1JI1a1Zp27atXL582e09PXr0kP79+0uGDBkkW7ZsMnToUOf+PHnymK9NmzY1GU/HawAAAIJOHzZ//nxJliyZbNmyRcaOHSsvvfSSlC1bVn7//Xf54Ycf5OLFi9K8efMI70mVKpVs375dxo8fL8OHD5cff/zR7Nu5c6f5OnfuXDl//rzztSf37t2TkJAQtwYAABIuP8tiSVdfpFlLDfR2795tXo8cOVI2b94sa9eudR7z119/SWBgoBw9elQKFSpk3vPw4UNznEP58uVNsKpBq9IM57Jly6RJkyZRXl8zpMOGDYuwPTg4WAICAmLwTgHgybE4fNSIJHxXSEiIpE2b1qvf32Q6fdhzzz3n/H7fvn2yceNGM7TuaEWKFDH7Tp486TyuVKlSbufInj27XLp0KdrXDgoKMj+gjnb27NknuhcAABC38TGYPkyHyR1u3rwpjRo1knHjxkU4TgNLh6RJk7rt08xmWFhYtK/t7+9vGgAA8A0EnTCeffZZWbp0qSn+SZLk8X8sNCjVIXgAAABXDK/D6N69u1y9elVatWplCoB0SF3nd3bo0CFaQaQGrRs2bJALFy7ItWvXbO0zAACIPwg6YeTIkcNUsWuAWadOHSlZsqRZTildunSSKJH3PyaTJk0y1exagKSV8AAAAIrqdcS76jcAeNqoXo8akYTvCqF6HQAAAHEJQScAAABsR/U6AACPwPAx8OTIdAIAAMB2BJ0AAACwHUEnAAAAbEfQCQAAANsRdAIAAMB2BJ0AAACwHUEnAAAAbEfQCQAAANsRdAIAAMB2BJ0AAACwHUEnAAAAbEfQCQAAANsRdAIAAMB2BJ0AAACwHUEnAAAAbJfE/ksAj2ZZlvkaEhIS210BAABecvzedvwejwpBJ+KEGzdumK+BgYGx3RUAAPAYv8fTpk0b5TF+ljehKWCzsLAw+fvvvyVNmjTi5+cXo/8HpoHs2bNnJSAgIMbO6+t4rvbh2dqD52ofnq1vP1fLskzAmSNHDkmUKOpZm2Q6ESfoD+ozzzxj2/n1L2xc/ksbX/Fc7cOztQfP1T48W999rmkfkeF0oJAIAAAAtiPoBAAAgO0IOpGg+fv7y5AhQ8xXxByeq314tvbgudqHZ2sP/wT4XCkkAgAAgO3IdAIAAMB2BJ0AAACwHUEnAAAAbEfQCQAAANsRdCJeu3r1qrzxxhtm4dx06dJJp06d5ObNm1Ee/95770nhwoUlRYoUkitXLunRo4cEBwe7HXfmzBlp0KCBpEyZUrJkySL9+vWTBw8eiK+I7nNVs2bNkurVq5v36KdKXb9+PcIxefLkMftc29ixY8WX2PVsH+e8Ccnj3P/du3ele/fukjFjRkmdOrW89tprcvHiRbdjwv+8alu4cKEkZNOmTTN/V5MnTy4VKlSQHTt2RHn8t99+K0WKFDHHlyxZUtasWeO2X+uVBw8eLNmzZzf/7taqVUuOHz8uvmhaDD/b9u3bR/j5rFevnsRZWr0OxFf16tWzSpcubf3222/W5s2brQIFClitWrWK9Pj9+/dbr776qrVixQrrxIkT1oYNG6yCBQtar732mvOYBw8eWCVKlLBq1apl7dmzx1qzZo2VKVMmKygoyPIV0X2uavLkydaYMWNM039arl27FuGY3LlzW8OHD7fOnz/vbDdv3rR8iV3P9nHOm5A8zv2/8847VmBgoPl34Pfff7cqVqxoVa5c2e0Yfd5z5851+5m9c+eOlVAtXLjQSpYsmTVnzhzr4MGDVufOna106dJZFy9e9Hj8li1brMSJE1vjx4+3Dh06ZA0cONBKmjSp+bfWYezYsVbatGmt77//3tq3b5/1yiuvWHnz5k3Qz/FpPds333zT/Oy7/nxevXrViqsIOhFv6V9C/YWwc+dO57b//Oc/lp+fn3Xu3Dmvz7N48WLzD8H9+/fNaw0yEyVKZF24cMF5zIwZM6yAgADr3r17VkL3pM9148aNUQadGkD5KruebUz9XYivHuf+r1+/bn6Bf/vtt85thw8fNufZtm2bc5u+XrZsmeUrypcvb3Xv3t35+uHDh1aOHDnM//B40rx5c6tBgwZu2ypUqGC9/fbb5vuwsDArW7Zs1oQJE9yevb+/v/XNN99YvqR8DD9bR9DZuHFjK75geB3x1rZt28wwWrly5ZzbdNhGP8d9+/btXp9Hh9Z1SC5JkiTO8+owRtasWZ3H1K1bV0JCQuTgwYOS0MXUc42MDqfrcGbZsmVlwoQJPjVtwa5na/efWVz3OPe/a9cuuX//vjnOQYcxdcqNns+VDsFnypRJypcvL3PmzDHDxQlRaGioeS6uz0Sfob4O/0wcdLvr8Y5/Lx3H//HHH3LhwgW3Y/RzunVoObJzJkR2PFuHn3/+2UwD02ljXbt2lStXrkhc9b/fskA8pP+Q6V80Vxo4ZsiQwezzxuXLl2XEiBHSpUsXt/O6BpzK8drb8/r6c42Mzp999tlnzbm2bt0qQUFBcv78efn444/FF9j1bO38M4sPHuf+dXuyZMlMsBr+77rre4YPHy4vvfSSmd+9bt066datm5krqj/LCY3+e/jw4UOP//4dOXLE43si+/fS8QwdX6M6xhfY8WyVzt989dVXJW/evHLy5En56KOPpH79+iYwTZw4scQ1BJ2Icz788EMZN25clMccPnz4ia+jmUstFipWrJgMHTpUErqn9Vyj0rt3b+f3pUqVMr/03377bRkzZky8/qi3uPBsE6K48FwHDRrk/F6z87du3TIZ+oQYdCL+admypfN7HaHTf1fz589vsp81a9aUuIagE3FOnz59TEVeVPLlyyfZsmWTS5cuuW3XoVqtYtV9Ublx44b5P8Q0adLIsmXLJGnSpM59+t7wFYWOitZHndfXn2t06RCbnvv06dNmaCi+iu1n+zT/zBLKc9XtOuSpKwG4Zjv173pUz0x/ZnV05N69e/H6f5Q80SkEmh0LX8Ef1TPR7VEd7/iq27R63fWYMmXKiK+w49lG9vdBr3XixIk4GXRSSIR4XzygVacOa9eufWTxRHBwsKlSrVatmnXr1q0I+x2FRK4VhTNnzjSFRHfv3rUSusd9rt4UEoX31VdfmWcdl6st48OzfdLzxnePc/+OQqIlS5Y4tx05ciRCIVF4I0eOtNKnT28l5GKXd999163YJWfOnFEWuzRs2NBtW6VKlSIUEk2cONHt32BfLSR6NwafrSdnz541P/fLly+34iKCTsRrulRE2bJlre3bt1u//vqrWf7IdZmUv/76yypcuLDZ7/jHTqv/SpYsaZZMcl1mQpdKcl0yqU6dOtbevXutH374wcqcObPPLZkUneeq9BnqElOfffaZ+cW9adMm8/rKlStm/9atW03luj7TkydPmoBTn2u7du0sX2LHs/XmvAnd4zxXXTIpV65c1k8//WQCVv2Frs1Bl1bTZ65L1Bw/ftyaPn26lTJlSmvw4MFWQl7WRwPCefPmmWC+S5cuZlkfx2oebdu2tT788EO3ZX2SJEligkqt/h8yZIjHJZP0HBoI/fe//zXV1r66ZJJ/DD7bGzduWH379jX/k/THH39Y69evt5599lnzsx9XEyQEnYjX9Jeu/mJJnTq1yUR26NDB/EV00L+I+ktaM0SumSJPTY91OH36tFW/fn0rRYoUZo3OPn36OJdU8gXRfa5K/0H09Fx1jUO1a9cuE/Dren3Jkye3ihYtao0ePTrO/uMYn56tN+dN6B7nuWrQ061bN5O51GCyadOmJsB3XXapTJky5pypUqUy64B++umnJkOVkH3yyScmGNel5DQ7p2ufOugIkS7TE37ZuUKFCpnjixcvbq1evdptv2Y7Bw0aZGXNmtUEXTVr1rSOHj1q+aJPYvDZ3r592yRH9H/eNRjVJel07U/X5f7iGj/9T2wP8QMAACBhY51OAAAA2I6gEwAAALYj6AQAAIDtCDoBAABgO4JOAAAA2I6gEwAAALYj6AQAAIDtCDoBAABgO4JOAAAA2I6gEwAAALYj6AQAAIDtCDoBAAAgdvt/GW+WbGYAtPUAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.barh(X_train_new.columns, model_new.coef_[0], color='b')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can see these features were not used by the model. Let's again pick the top 25% of individuals with the highest risk of defaulting and assign them class 1." ] }, { "cell_type": "code", "execution_count": 522, "metadata": {}, "outputs": [], "source": [ "y_pred_prob=model_new.predict_proba(X_test_new)[:,1]\n", "temp_threshold = np.percentile(y_pred_prob,75)\n", "y_pred = (y_pred_prob > temp_threshold).astype(int) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's rerun Aequitas:" ] }, { "cell_type": "code", "execution_count": 524, "metadata": {}, "outputs": [], "source": [ "X_test=pd.DataFrame(X_test, columns=features)\n", "X_train=pd.DataFrame(X_train, columns=features)\n", "\n", "aequitas = X_test.filter(items=[\"sex\",\"minority\"])\n", "aequitas[\"Sex\"] = aequitas[\"sex\"].apply(lambda x: \"M\" if x == 1 else \"F\")\n", "aequitas[\"Minority\"] = aequitas[\"minority\"].apply(lambda x: \"Minor\" if x == 1 else \"NonMinor\")\n", "aequitas[\"label_value\"] = y_test.reset_index(drop=True)\n", "aequitas[\"score\"] = y_pred\n", "df = aequitas.drop(columns=['sex','minority'])" ] }, { "cell_type": "code", "execution_count": 525, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = Group()\n", "xtab, _ = g.get_crosstabs(df)\n", "aqp = Plot()\n", "fpr = aqp.plot_group_metric(xtab, 'fpr')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We hardly notice any difference. Why did dropping sex and minority have little, if any, affect on the bias in our model?\n", "Let's look at the one important feature, it is a dummy variable for occupation value MZ11CD:" ] }, { "cell_type": "code", "execution_count": 527, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['rent', 'education', 'age', 'income', 'loan_size', 'payment_timing',\n", " 'year', 'job_stability', 'ZIP_MT01RA', 'ZIP_MT04PA', 'ZIP_MT12RA',\n", " 'ZIP_MT15PA', 'occupation_MZ01CD', 'occupation_MZ10CD',\n", " 'occupation_MZ11CD', 'minority', 'sex'],\n", " dtype='object')" ] }, "execution_count": 527, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.columns" ] }, { "cell_type": "code", "execution_count": 528, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "minority 0.0 1.0\n", "occupation_MZ11CD \n", "0.0 37631 7492\n", "1.0 0 7440" ] }, "execution_count": 529, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(X_train['occupation_MZ11CD'], X_train['minority'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, even though we were not using features minority and sex, this information actually entered the model through the feature occupation. Therefore, simply omitting sensitive features does not guarantee bias mitigation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More robust methods of bias mitigation include adding fariness constraints in model training or post-hoc adjustments to the threshold used for each subgroup to equalize the FPRs of all groups. We will not cover that in this notebook, however if you are interested, similar setup can be found [here](https://github.com/dssg/fairness_tutorial/blob/master/notebooks/bias_reduction_with_outputs.ipynb)." ] } ], "metadata": { "kernelspec": { "display_name": "ml2025", "language": "python", "name": "ml2025" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.8" } }, "nbformat": 4, "nbformat_minor": 4 }