"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "V0dSCzMMODqu"
},
"source": [
"# Introduction\n",
"\n",
"In this notebook, we will explore using Bayesian Logistic Regression in order to predict whether or not a patient has diabetes. The task is supervised - we are given labeled training data to fit our model - and it is a classification task because the lables are binary. Typically this is a task that is approached with supervised machine learning techniques such as logistic regression, support vector machines, or tree based methods. We will take a slightly different approach and use a Bayesian Framework to fit a logistic regression model and then intrepret the resulting model parameters.\n",
"\n",
"## Problem Statement\n",
"\n",
"Given a set of eight medical characteristics about a patients, predict whether or not the patient has diabetes. To accomplish this task, we will use a set of real-world data collected on females 21 years of age and over collected by a national health institution in the United States. \n",
"\n",
"## Approach\n",
"\n",
"The goal is to implement the Bayesian form of Logistic Regression. This is done by setting up a model relating the inputs (features) to the outputs (response) and then sampling from the posteriors for the model parameters. In the case of logistic regression, the model parameters are the weights on the features. The end result is a distribution (trace) of all the model parameter values that are drawn from the posterior. The procedure will be implemented in the Python library `PyMC3`, which is used for Bayesian inference and has a number of Markov Chain Monte Carlo implementations for sampling from the posterior. The basic outline is as follows:\n",
"\n",
"1. Exploratory Data Analysis (in previous notebook)\n",
"2. Split data into training and testing sets\n",
"3. Establish naive benchmark \n",
"4. Evaluate several standard machine learning approaches for performance\n",
"5. Define the model formula and set up the model using the `pm.GLM.from_formula` function\n",
"6. Sample from the posterior for the model parameters using the `pm.sample` function which will use the NUTS sampler\n",
"7. Interpret the parameter traces\n",
"8. Use the parameter traces to make predictions\n",
"9. Compare the performance of the logistic regression model to the standard machine learning methods\n",
"10. Draw conclusions and outline future work opportunities"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ywBR9q1DeeV8"
},
"source": [
"### Library Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:47.113133Z",
"start_time": "2019-02-11T13:18:47.099428Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "9vgJmOBNODq2"
},
"outputs": [],
"source": [
"# Pandas and numpy for data manipulation\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:47.878125Z",
"start_time": "2019-02-11T13:18:47.114798Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "iKeVnNpGODrO"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\n",
"Bad key \"lines.markeredgecolor\" on line 81 in\n",
"C:\\Users\\willk\\.matplotlib\\stylelib\\gadfly.mplstyle.\n",
"You probably need to get an updated matplotlibrc file from\n",
"http://github.com/matplotlib/matplotlib/blob/master/matplotlibrc.template\n",
"or from the matplotlib source distribution\n"
]
}
],
"source": [
"# Matplotlib and seaborn for visualizations\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"from IPython.core.pylabtools import figsize\n",
"import matplotlib.lines as mlines\n",
"\n",
"import seaborn as sns\n",
"\n",
"# Standard machine learning models\n",
"from sklearn.linear_model import LogisticRegressionCV\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.svm import SVC\n",
"\n",
"# Scikit-learn utilities\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import f1_score, confusion_matrix, roc_auc_score, roc_curve\n",
"\n",
"import itertools\n",
"\n",
"pd.options.mode.chained_assignment = None\n",
"\n",
"import matplotlib as mpl\n",
"\n",
"from warnings import filterwarnings\n",
"filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.455537Z",
"start_time": "2019-02-11T13:18:47.879964Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 238
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2915,
"status": "ok",
"timestamp": 1525025025936,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "Oa2G90-LODrc",
"outputId": "270aa2fc-5977-4ccc-ffc1-81335ddf0589"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n",
"WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n",
"WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n"
]
}
],
"source": [
"# PyMC3 for Bayesian Inference\n",
"import pymc3 as pm"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "x_gG0AgQODrw"
},
"source": [
"## Helper Visualization Functions"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.482816Z",
"start_time": "2019-02-11T13:18:48.457545Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "6w13lCyEODr0"
},
"outputs": [],
"source": [
"# Shows the trace with a vertical line at the mean of the trace\n",
"def plot_trace(trace):\n",
" # Traceplot with vertical lines at the mean value\n",
" ax = pm.traceplot(trace, figsize=(12, len(trace.varnames)*1.5),\n",
" lines={k: v['mean'] for k, v in pm.summary(trace).iterrows()})\n",
" \n",
" plt.rcParams['font.size'] = 12\n",
" # Labels with the mean value\n",
" for i, mn in enumerate(pm.summary(trace)['mean']):\n",
" ax[i, 0].annotate('{:0.2f}'.format(mn), xy = (mn, 0), xycoords = 'data', size = 8,\n",
" xytext = (5, 10), textcoords = 'offset points', rotation = 90,\n",
" va = 'bottom', fontsize = 'large', color = 'red')\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.510171Z",
"start_time": "2019-02-11T13:18:48.484000Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "Vdfc8bxPODsA"
},
"outputs": [],
"source": [
"# Visualize a confusion matrix as a plot given the confusion matrix\n",
"def plot_confusion_matrix(cm, classes = ['No Diabetes', 'Diabetes'],\n",
" title='Diabetes Confusion matrix',\n",
" cmap=plt.cm.Reds):\n",
" \n",
" # Display the matrix in text form\n",
" print('Confusion matrix')\n",
" print(cm)\n",
" figsize(8, 8)\n",
" \n",
" # Show the matrix using the imshow functionality\n",
" plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
" plt.title(title, size = 20)\n",
" \n",
" # Tick marks show classes\n",
" tick_marks = np.arange(len(classes))\n",
" plt.xticks(tick_marks, classes, rotation=45, size = 12)\n",
" plt.yticks(tick_marks, classes, rotation = 90, size = 12)\n",
"\n",
" # Formatting for text labels on plot\n",
" fmt1 = 's'\n",
" fmt2 = 'd'\n",
" thresh = cm.max() / 2.\n",
" \n",
" # Four types of classifications\n",
" types = [['True Negative', 'False Positive'],\n",
" ['False Negative', 'True Positive']]\n",
" \n",
" # Add the actual numbers and the types onto the heatmap plot\n",
" for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
" plt.text(j, i - 0.05, format(types[i][j], fmt1),\n",
" horizontalalignment=\"center\", size = 18,\n",
" color=\"white\" if cm[i, j] > thresh else \"black\")\n",
" \n",
" plt.text(j, i + 0.15, format(cm[i, j], fmt2),\n",
" horizontalalignment=\"center\", size = 24,\n",
" color=\"white\" if cm[i, j] > thresh else \"black\")\n",
"\n",
" plt.tight_layout()\n",
" plt.ylabel('True label', size = 16)\n",
" plt.xlabel('Predicted Label', size = 16)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.532464Z",
"start_time": "2019-02-11T13:18:48.511413Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "s8YO89qIODsI"
},
"outputs": [],
"source": [
"# Calculate the accuracy and f1 score of a model\n",
"def calc_metrics(predictions, y_test):\n",
" accuracy = np.mean(predictions == y_test)\n",
" f1_metric = f1_score(y_test, predictions)\n",
"\n",
" print('Accuracy of Model: {:.2f}%'.format(100 * accuracy))\n",
" print('F1 Score of Model: {:.4f}'.format(f1_metric))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.556347Z",
"start_time": "2019-02-11T13:18:48.533801Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "-7vZDwaheqgb"
},
"outputs": [],
"source": [
"# Determine the roc curve and the auc and display\n",
"def calc_roc(probs, y_test):\n",
" # Calculate the area under the roc curve\n",
" auc = roc_auc_score(y_test, probs)\n",
" # Calculate metrics for the roc curve\n",
" fpr, tpr, thresholds = roc_curve(y_test, probs)\n",
" \n",
" plt.style.use('bmh')\n",
" plt.figure(figsize = (8, 8))\n",
" \n",
" # Plot the roc curve\n",
" plt.plot(fpr, tpr, 'b')\n",
" plt.xlabel('False Positive Rate', size = 16)\n",
" plt.ylabel('True Positive Rate', size = 16)\n",
" plt.title('Receiver Operating Characteristic Curve, AUC = %0.4f' % auc, \n",
" size = 18)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "T3VkY3yjODsU"
},
"source": [
"# Dataset\n",
"\n",
"We are using the [Pima Indians diabetes dataset](https://www.kaggle.com/uciml/pima-indians-diabetes-database). The objective with this dataset is to create a binary classification model that predicts whether or not an individual has diabetes based on several medical indicators. The target variable is given as `Outcome` and takes on a value of 1 if the patient has diabetes and 0 otherwise. This is an imbalanced class problem because there are significantly more patients without diabetes than with diabetes.\n",
"\n",
"We did some data exploration in a previous notebook, so here we will focus on learning a model. The first step is to impute the missing values, as was discovered to be necessary in the exploration. Then, we can establish the performance of a naive baseline model where we simply predict the most common class in the training data for all observations in the testing data. We will split the data into a training and testing set randomly, with 200 observations in the test set."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.818605Z",
"start_time": "2019-02-11T13:18:48.558762Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 204
},
"colab_type": "code",
"executionInfo": {
"elapsed": 374,
"status": "ok",
"timestamp": 1525025028354,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "Fj8omJEYODsY",
"outputId": "a6ee94bd-e5a5-4b52-ad7c-14b3218c0be4"
},
"outputs": [
{
"data": {
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Pregnancies
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Glucose
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BloodPressure
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SkinThickness
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Insulin
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BMI
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DiabetesPedigreeFunction
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Outcome
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"text/plain": [
" Pregnancies Glucose BloodPressure SkinThickness Insulin BMI \\\n",
"0 6 148 72 35 0 33.6 \n",
"1 1 85 66 29 0 26.6 \n",
"2 8 183 64 0 0 23.3 \n",
"3 1 89 66 23 94 28.1 \n",
"4 0 137 40 35 168 43.1 \n",
"\n",
" DiabetesPedigreeFunction Age Outcome \n",
"0 0.627 50 1 \n",
"1 0.351 31 0 \n",
"2 0.672 32 1 \n",
"3 0.167 21 0 \n",
"4 2.288 33 1 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read in data and display first 5 lines\n",
"data = pd.read_csv('https://raw.githubusercontent.com/WillKoehrsen/eecs-491/master/assign/project/diabetes.csv')\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "JeiHD7cEfgWc"
},
"source": [
"### Impute Missing Values\n",
"\n",
"There are several columns that have 0 values which are not physically possible. To correct these values, we can impute the zeros with the median of the column."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.846601Z",
"start_time": "2019-02-11T13:18:48.820187Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "d1s7BYErfquP"
},
"outputs": [],
"source": [
"data['Glucose'] = data['Glucose'].replace({0: data['Glucose'].median()})\n",
"data['BloodPressure'] = data['BloodPressure'].replace({0: data['BloodPressure'].median()})\n",
"data['SkinThickness'] = data['SkinThickness'].replace({0: data['SkinThickness'].median()})\n",
"data['Insulin'] = data['Insulin'].replace({0: data['Insulin'].median()})\n",
"data['BMI'] = data['BMI'].replace({0: data['BMI'].median()})"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "2RCvuApXf5U0"
},
"source": [
"#### Training and Testing Sets \n",
"\n",
"We will be using 200 randomly selected observations for the test set. This leaves 568 observations in the training data from which we will fit our model."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:48.873644Z",
"start_time": "2019-02-11T13:18:48.847743Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 302,
"status": "ok",
"timestamp": 1525025029116,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "rCPfUUgcODso",
"outputId": "71b92e03-52aa-4cd6-d545-07264b06ad43"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(568, 8)\n",
"(200, 8)\n"
]
}
],
"source": [
"# Extract the features and the labels\n",
"features = data.drop(columns='Outcome')\n",
"labels = data.Outcome\n",
"\n",
"# Split into training and testing set using 200 observations for testing\n",
"X, X_test, y, y_test = train_test_split(features, labels, test_size=200, random_state = 50)\n",
"\n",
"print(X.shape)\n",
"print(X_test.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "vWA7nV4ZODs4"
},
"source": [
"As we can see, there are 568 training observations and 200 testing observations. We will be using 8 explanatory variables (features) for this first model."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "PsvpSpk7gFPl"
},
"source": [
"### Naive Baseline\n",
"\n",
"In order to assess if machine learning is even applicable to our problem, we must create a baseline against which to compare our results. For classification, a simple naive baseline is to to predict the most common class in the training data for all testing observations. If our model cannot beat this performance, then machine learning may not be applicable to the task or we should consider a different modeling approach."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:49.499323Z",
"start_time": "2019-02-11T13:18:49.476496Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 68
},
"colab_type": "code",
"executionInfo": {
"elapsed": 232,
"status": "ok",
"timestamp": 1525025029452,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "SLf5gavxgcB3",
"outputId": "cba9dc79-a2aa-4ed6-8b6e-790b4d1debfa"
},
"outputs": [
{
"data": {
"text/plain": [
"0 373\n",
"1 195\n",
"Name: Outcome, dtype: int64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:49.526190Z",
"start_time": "2019-02-11T13:18:49.501196Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 85
},
"colab_type": "code",
"executionInfo": {
"elapsed": 393,
"status": "ok",
"timestamp": 1525025029960,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "bhe44pOOghgH",
"outputId": "8d4739d6-ebfc-42a5-d71c-518fbdda44dc"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy of Model: 63.50%\n",
"F1 Score of Model: 0.0000\n"
]
}
],
"source": [
"# Make naive baseline and evaluate metrics\n",
"baseline_pred = [0 for _ in range(len(y_test))]\n",
"calc_metrics(baseline_pred, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "BiEvYoukgxkW"
},
"source": [
"If our model cannot beat 63.50% accuracy, then we will need to rethink our approach. Granted, the baseline is not very useful because it identifies no cases of diabetes (an outcome of 1). This can be seen in the confusion matrix."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:50.142208Z",
"start_time": "2019-02-11T13:18:49.889104Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 655
},
"colab_type": "code",
"executionInfo": {
"elapsed": 428,
"status": "ok",
"timestamp": 1525025030507,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "fJqoowxTgxJH",
"outputId": "fe117b1d-b2b7-4569-f0ee-95faddcb4721"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confusion matrix\n",
"[[127 0]\n",
" [ 73 0]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cm = confusion_matrix(y_test, baseline_pred)\n",
"plot_confusion_matrix(cm)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "9uijLKRMiDhC"
},
"source": [
"# Evaluate Standard Machine Learning Methods\n",
"\n",
"We can implement three machine learning models in order to compare performance. I will not spend any time on tuning the hyperparameters, so it is likely that we could achieve better performance through hyperparameter optimization. However, here I am more concerned with just comparing the baseline performance of these models to Bayesian Logistic Regression."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "G0a9rY1xi4Zy"
},
"source": [
"### Logistic Regression"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:50.990850Z",
"start_time": "2019-02-11T13:18:50.618683Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 916,
"status": "ok",
"timestamp": 1525025031537,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "eEEEmkwfiYh4",
"outputId": "71195567-f99e-4d30-c103-c6a2dc3b861e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy of Model: 74.00%\n",
"F1 Score of Model: 0.5667\n"
]
}
],
"source": [
"# Make logistic regression model and fit\n",
"lr = LogisticRegressionCV(Cs= 20, cv = 3, scoring = 'f1', \n",
" penalty = 'l2', random_state = 42)\n",
"lr.fit(X, y)\n",
"\n",
"# Make predictions and evaluate\n",
"lr_pred = lr.predict(X_test)\n",
"calc_metrics(lr_pred, y_test)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:51.208657Z",
"start_time": "2019-02-11T13:18:50.992517Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 521
},
"colab_type": "code",
"executionInfo": {
"elapsed": 422,
"status": "ok",
"timestamp": 1525025031998,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "vlfjHlz7jLTL",
"outputId": "8e748d95-9452-4bba-ac7f-c3c1f8ef546a"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Predict probabilities and calculate roc and auc\n",
"svc_pred_proba = svc.predict_proba(X_test_scaled)[:, 1]\n",
"calc_roc(svc_pred_proba, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "K_6FfkeAnqac"
},
"source": [
"## Conclusions from Machine Learning Models\n",
"\n",
"These results show that machine learning is acceptable for this task because all of the models perform better than the baseline. From the f1 score and the Area Under the Receiver Operating Characteristic Curve, the random forest performs the best. We can compare these results to the Bayesian Model we will build next. "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "tbPl22pqoivk"
},
"source": [
"# Bayesian Logistic Regression\n",
"\n",
"The first step is to define our model. In the frequentist interpretation of Logistic Regression, the natural log odds of the output, called the logits, are assumed to be generated from a linear combination of the inputs (the features) plus an error term to account for random sampling noise or latent variables. The frequentist interpretation formula is as follows:\n",
"\n",
"$$\\text{logit} = \\beta_0 + \\beta_1(\\text{Pregnancies}) + \\beta_2(\\text{Glucose}) + \\beta_3(\\text{BloodPressure}) + \\beta_4(\\text{SkinThickness}) + \\beta_5(\\text{Insulin}) + \\beta_6(\\text{BMI}) + \\beta_7(\\text{DiabetesPedigreeFunction}) + \\beta_8(\\text{Age}) + \\epsilon$$\n",
"\n",
"The log odds can then be converted to a proability of the output:\n",
"\n",
"$$p = \\frac{1}{1 + e^\\text{-logit}}$$\n",
"\n",
"For our problem, we are interested in finding the probability a patient has diabetes given the medical evidence:\n",
"\n",
"$$p(\\text{Diabetes} | \\text{Features})$$\n",
"\n",
"The objective is to learn the \"best\" $\\beta$ values which generally means those that are the most likely given a set of inputs and outputs. Logistic Regression calculates the values of $\\beta$ using an iterative procedure of Maximum Likelihood Estimation.\n",
"\n",
"In contrast, the Bayesian Framework assumes that the likelihood of the data is drawn from a distribution. For classification with a binary outcome, this is a bernoulli distribution:\n",
"\n",
"$$p(Diabetes | Features) = \\prod^{n}_{i=1} p_{i}^{y} (1 - p_{i})^{1-y_{i}}$$\n",
"\n",
"Where $y_i = 1$ if the patient has diabetes and $y_i = 0$ if the patient does not have diabetes. $p_i$ is the probability defined above, $p_i = \\frac{1}{1 + e^\\text{-logit_i}}$ with the $\\text{logit}$ a linear combination of the model parameters. \n",
"\n",
"$$\\text{logit_i} = \\beta_0 + \\beta_1(\\text{Pregnancies}) + \\beta_2(\\text{Glucose}) + \\beta_3(\\text{BloodPressure}) + \\beta_4(\\text{SkinThickness}) + \\beta_5(\\text{Insulin}) + \\beta_6(\\text{BMI}) + \\beta_7(\\text{DiabetesPedigreeFunction}) + \\beta_8(\\text{Age})$$\n",
"\n",
"The objective is to find the posterior probability distribution of the model parameters given the inputs and outputs.\n",
"\n",
"$$P(\\beta | X , y) = \\frac{P(y| \\beta, X)P(\\beta|X)}{P(X, y)}$$\n",
"\n",
"where $P(y| \\beta, X)$ is the data likelihood, $P(\\beta|X)$ is the prior on the parameters, and $P(X, y)$ is a normalization constant so the probability of the parameters sums to one. In reality, calculating the exact posterior for the model parameters is intractable with continuous variables, and so we use Monte Carlo sampling methods. This means that we draw repeated samples from the posterior in order to approximate the posterior. Generally this is done with some form of a Markov Chain Monte Carlo algorithm, in which the next state is dependent only a bounded subset of the current state and past states (depending on the order of the chain). In the Bayesian Framework, the end result of linear regression is not a single point estimate for the \"best\" model parameters, but rather an entire distribution of potential model parameters representing our uncertainty about the true values. \n",
"\n",
"In the Bayesian method, not only are the log odds assumed to be generated from a distribution, but so are the model parameters. If we have an idea about the parameters, we can encode this in the priors, or we can let the data speak and choose non-informative priors. Usually this means a normal distribution with a wide standard devivation for $\\beta$. In the case of infinite data, the priors will be completely washed out by the data likelihood. There are two primary advantages to the Bayesian method:\n",
"\n",
"1. __Priors__: if we have information about the model parameters, we can inject it into the model\n",
"2. __Posterior distributions__: the result is a distribution for the model parameters instead of a point estimate\n",
"\n",
"We can use the mean of the parameter distributions if we want to obtain a single \"most likely\" prediction by calculating the log odds and then converting to a probability, but we can also express a range of probabilities. As the amount of training data increases, the uncertainty in the model parameters should decrease. In the case of limited data, Bayesian methods can be a better way to quantify uncertainty because the possible distribution of parameters will be wide and the standard deviation of the log odd distribution will be large. Although frequentist logistic regression can include confidence intervals, Bayesian methods can provide a more inuitive display of uncertainty in the cases of limited data. \n",
"\n",
"The end result of \"fitting\" the model by drawing samples from the posterior will be a distribution for each $\\beta$ model weight. The distribution can be used to make predictions and to examine the effects on the outcome of changing the value of different input variables (sensitivity analysis). First, we will build up the model and sample from the posterior, and then we will thoroughly interpret the modeling results. Additionally, we can make predictions and compare the results to standard machine learning models, although the benefit of Bayesian Methods is not so much in the accuracy, as in the interpretability of the results of the modeling. "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "N6X9ZFh3ODs6"
},
"source": [
"### Formula for Logistic Regression\n",
"\n",
"Now on to the details. The `PyMC3` library has a module called `GLM` which implements a function called `GLM.from_formula`. This accepts an R style formula and builds up a model for us. It adds random variables (by default a normal distribution with a large standard deviation) for each of the features, a random variable for the intercept, and a normal distribution by default for the data likelihood. In this case, we need to change the data likelihood from a normal distribution to a Bernoulli distribution because we are using a binary outcome variable. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:52.580027Z",
"start_time": "2019-02-11T13:18:52.557021Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 34
},
"colab_type": "code",
"executionInfo": {
"elapsed": 208,
"status": "ok",
"timestamp": 1525025033958,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "X_8gUgtaODs8",
"outputId": "7e35f865-6aa2-4283-aae8-23740bb8fb31"
},
"outputs": [
{
"data": {
"text/plain": [
"'y ~ Pregnancies + Glucose + BloodPressure + SkinThickness + Insulin + BMI + DiabetesPedigreeFunction + Age'"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Build up a formula\n",
"formula = [' %s + ' % variable for variable in X.columns]\n",
"formula.insert(0, 'y ~ ')\n",
"formula = ' '.join(''.join(formula).split(' ')[:-2])\n",
"formula"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "cwHVyoMHODtG"
},
"source": [
"This follows the R programming language formula syntax where `~` means \"is a function of\". Here we are stating that `y` is a function of eight variables in a linear combination. In this equation, `y` represents the log odds of diabetes which we can convert to a probability using the following equation:\n",
"\n",
"$$P(Diabetes | features) = \\frac{1}{1 + e^{-y}}$$\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "7ceFuocAODtI"
},
"source": [
"## Implementing the Logistic Model\n",
"\n",
"The first model will use all eight features. We create the model using the formula defined above and then draw samples from the posterior using the No-UTurn Sampler (NUTS). This is a variation of the Metropolis-Hastings algorithm. Both of these algorithms fall under the general category of Markov Chain Monte Carlo methods because they sample random values from the posterior with the next value dependent only on the current state (or a bounded subset of previous states). \n",
"\n",
"The data likelihood is a Bernoulli Variable because it satisfies the following three conditions:\n",
"\n",
"1. Outcome is binary: 0 for does not have diabetes and 1 for has diabetes\n",
"2. Trials are independent of each other.\n",
"3. The probability of the outcome does not change with each trial. \n",
"\n",
"If we have some prior knowledge, we can encode that if the priors for the $\\beta$ coefficients, or we can use the default priors in PyMC3. The default priors for regressors (the explanatory variables) are normal with the distribution $N(0, 10^{6})$ and the default prior for the Intercept is a flat distribution. In the call to create our model, we will pass in the formula, our training data, and the distribution to use for the response variable, which is a Bernoulli distribution. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:18:53.342584Z",
"start_time": "2019-02-11T13:18:53.321840Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "bAxlgvFeODtM"
},
"outputs": [],
"source": [
"# Create version of the training data with labels\n",
"X_with_labels = X.copy()\n",
"X_with_labels['y'] = y"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:11.213160Z",
"start_time": "2019-02-11T13:18:53.343956Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 173
},
"colab_type": "code",
"executionInfo": {
"elapsed": 181953,
"status": "ok",
"timestamp": 1525025216342,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "WPdAjkXFODtS",
"outputId": "a7ba1861-42e1-4066-f177-59a7708a16c0"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (2 chains in 4 jobs)\n",
"NUTS: [Age, DiabetesPedigreeFunction, BMI, Insulin, SkinThickness, BloodPressure, Glucose, Pregnancies, Intercept]\n",
"Sampling 2 chains: 2%|▌ | 258/12000 [24:10<14:32:23, 4.46s/draws]"
]
}
],
"source": [
"# Create the model in a context\n",
"with pm.Model() as logistic_model:\n",
" \n",
" # Build the model using the formula and specify the data likelihood \n",
" pm.GLM.from_formula(formula, data = X_with_labels, family = pm.glm.families.Binomial())\n",
" \n",
" # Using the no-uturn sampler\n",
" sampler = pm.NUTS()\n",
" \n",
" # Sample from the posterior using NUTS\n",
" trace_log = pm.sample(draws=5000, step = sampler, chains=2, tune=1000, random_seed=100)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "SxaMNpOi2MH4"
},
"source": [
"The entire model consists of traces for the model parameters. We can interpret and investigate the results using these traces."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "UaOOAwNgODte"
},
"source": [
"# Interpret Results"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "F2kBP5UvODtg"
},
"source": [
"## Traceplot of Sampled Variables\n",
"\n",
"This trace shows all of the samples drawn for all of the variables. On the left we can see the distribution of the values with a vertical line at the mean. On the right we see the entire sampling trace. Notice that there are 2 chains indicating the sampling was done twice, each time with 5000 draws and 1000 tuning steps. The tuning steps are discarded because it takes a while for the model to \"settle in\" and the draws converge to posterior with enough sampling, but the initial samples are likely far off. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:13.628877Z",
"start_time": "2019-02-11T13:20:11.215314Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 1069
},
"colab_type": "code",
"executionInfo": {
"elapsed": 4408,
"status": "ok",
"timestamp": 1525025220798,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "TXhO3XQFODtg",
"outputId": "37b43be4-5c03-4ce5-ae79-a7f65640f754"
},
"outputs": [],
"source": [
"plot_trace(trace_log); "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "mfqdt7_C8s8i"
},
"source": [
"The traceplot nicely summaries what is occurring behind the scenes with Markov Chain Monte Carlo. The left shows the final approximate posterior distribution for the model parameters, and the right shows the complete trace from the sampling procedure. "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "bcZxr73KODts"
},
"source": [
"## Forest Plot of Sampled Variables\n",
"\n",
"This also shows the distribution of the sampled variables with the 95% credible interval (highest positive density). This is one of the benefits of Bayesian Inference: the model returns uncertainty measures, which represent that any model is really only a guess about the state of the world."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:14.067161Z",
"start_time": "2019-02-11T13:20:13.630908Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 800
},
"colab_type": "code",
"executionInfo": {
"elapsed": 844,
"status": "ok",
"timestamp": 1525025221680,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "V5pIHOtdODtu",
"outputId": "723881de-d10b-4fd6-9aa9-239cede0e163"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"figsize(10, 12)\n",
"pm.forestplot(trace_log);"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "5j2y8raH9CLj"
},
"source": [
"We can see that the uncertainty is greatest for the `DiabetesPedigreeFunction` and the `Intercept`. The model is less sure about these two model parameters than for the other parameters."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "CSafYZdSODt6"
},
"source": [
"## Posterior Plot of the Variables\n",
"\n",
"The final plot we show here is another distribution of the sampled variables. The distributions are normal as expected from the default priors."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.543842Z",
"start_time": "2019-02-11T13:20:14.068524Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 905
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2562,
"status": "ok",
"timestamp": 1525025224285,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "Fc3lcRVxODt8",
"outputId": "12ced650-19ee-48a1-83d1-82104049d5d9"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.plot_posterior(trace_log);"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "pxDvE_sH9bKi"
},
"source": [
"The 95% highest positive density shows the likely range of the model parameters. If we are asked to explain the model parameters, we could give the mean as a \"most likely\" point estimate, but also share the 95% credible interval to show that there is uncertainty in our model, just like there is uncertainty in any real-world situation."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "L7KUzb8a9X8z"
},
"source": [
"## Summary Statistics"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.677440Z",
"start_time": "2019-02-11T13:20:15.545589Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 416
},
"colab_type": "code",
"executionInfo": {
"elapsed": 290,
"status": "ok",
"timestamp": 1525025224615,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "Nj3kjweD9ser",
"outputId": "f115458c-83cf-424d-a418-01d2b5185d1e"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
mean
\n",
"
sd
\n",
"
mc_error
\n",
"
hpd_2.5
\n",
"
hpd_97.5
\n",
"
n_eff
\n",
"
Rhat
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Intercept
\n",
"
-9.501150
\n",
"
0.964903
\n",
"
0.013831
\n",
"
-11.310698
\n",
"
-7.536381
\n",
"
6048.079587
\n",
"
1.000153
\n",
"
\n",
"
\n",
"
Pregnancies
\n",
"
0.118270
\n",
"
0.039976
\n",
"
0.000452
\n",
"
0.040411
\n",
"
0.196618
\n",
"
6518.734897
\n",
"
0.999912
\n",
"
\n",
"
\n",
"
Glucose
\n",
"
0.042188
\n",
"
0.004871
\n",
"
0.000053
\n",
"
0.032360
\n",
"
0.051438
\n",
"
6318.132616
\n",
"
0.999960
\n",
"
\n",
"
\n",
"
BloodPressure
\n",
"
-0.020261
\n",
"
0.010727
\n",
"
0.000136
\n",
"
-0.040991
\n",
"
0.000900
\n",
"
6520.652945
\n",
"
0.999909
\n",
"
\n",
"
\n",
"
SkinThickness
\n",
"
-0.005770
\n",
"
0.015233
\n",
"
0.000181
\n",
"
-0.036625
\n",
"
0.023301
\n",
"
7499.886863
\n",
"
1.000010
\n",
"
\n",
"
\n",
"
Insulin
\n",
"
-0.002090
\n",
"
0.001153
\n",
"
0.000013
\n",
"
-0.004312
\n",
"
0.000191
\n",
"
7800.343976
\n",
"
0.999900
\n",
"
\n",
"
\n",
"
BMI
\n",
"
0.120980
\n",
"
0.021990
\n",
"
0.000280
\n",
"
0.078008
\n",
"
0.164345
\n",
"
6101.937826
\n",
"
0.999916
\n",
"
\n",
"
\n",
"
DiabetesPedigreeFunction
\n",
"
0.784202
\n",
"
0.368705
\n",
"
0.004328
\n",
"
0.030150
\n",
"
1.488256
\n",
"
8568.564147
\n",
"
0.999974
\n",
"
\n",
"
\n",
"
Age
\n",
"
0.014419
\n",
"
0.011102
\n",
"
0.000144
\n",
"
-0.008111
\n",
"
0.035190
\n",
"
5889.317254
\n",
"
0.999905
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd mc_error hpd_2.5 hpd_97.5 \\\n",
"Intercept -9.501150 0.964903 0.013831 -11.310698 -7.536381 \n",
"Pregnancies 0.118270 0.039976 0.000452 0.040411 0.196618 \n",
"Glucose 0.042188 0.004871 0.000053 0.032360 0.051438 \n",
"BloodPressure -0.020261 0.010727 0.000136 -0.040991 0.000900 \n",
"SkinThickness -0.005770 0.015233 0.000181 -0.036625 0.023301 \n",
"Insulin -0.002090 0.001153 0.000013 -0.004312 0.000191 \n",
"BMI 0.120980 0.021990 0.000280 0.078008 0.164345 \n",
"DiabetesPedigreeFunction 0.784202 0.368705 0.004328 0.030150 1.488256 \n",
"Age 0.014419 0.011102 0.000144 -0.008111 0.035190 \n",
"\n",
" n_eff Rhat \n",
"Intercept 6048.079587 1.000153 \n",
"Pregnancies 6518.734897 0.999912 \n",
"Glucose 6318.132616 0.999960 \n",
"BloodPressure 6520.652945 0.999909 \n",
"SkinThickness 7499.886863 1.000010 \n",
"Insulin 7800.343976 0.999900 \n",
"BMI 6101.937826 0.999916 \n",
"DiabetesPedigreeFunction 8568.564147 0.999974 \n",
"Age 5889.317254 0.999905 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.summary(trace_log)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "YysOwoTC-Asc"
},
"source": [
"These values are not as directly interpretable as in linear regression: for example, we cannot say that for every one unit increase in age, the probability increases by 0.014. The coefficient in a logistic regression represents the difference in teh log odds of the response. What we have to do to interpret this in an understandable manner is take the exponent of the coefficent, which gives us the odds ratio associated with holding all other variables constant and changing that one variable. We then compare this to 1 to determine the effect of a 1-unit increase in the variable holding all other variables constant."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.828678Z",
"start_time": "2019-02-11T13:20:15.679081Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 416
},
"colab_type": "code",
"executionInfo": {
"elapsed": 310,
"status": "ok",
"timestamp": 1525025224973,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "o2X_ur-l-mgW",
"outputId": "076723fc-6e40-4d35-ceb5-fae0d7f5c503"
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
mean
\n",
"
sd
\n",
"
mc_error
\n",
"
hpd_2.5
\n",
"
hpd_97.5
\n",
"
n_eff
\n",
"
Rhat
\n",
"
odds_ratio
\n",
"
percentage_effect
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Intercept
\n",
"
-9.501150
\n",
"
0.964903
\n",
"
0.013831
\n",
"
-11.310698
\n",
"
-7.536381
\n",
"
6048.079587
\n",
"
1.000153
\n",
"
0.000075
\n",
"
-99.992523
\n",
"
\n",
"
\n",
"
Pregnancies
\n",
"
0.118270
\n",
"
0.039976
\n",
"
0.000452
\n",
"
0.040411
\n",
"
0.196618
\n",
"
6518.734897
\n",
"
0.999912
\n",
"
1.125548
\n",
"
12.554821
\n",
"
\n",
"
\n",
"
Glucose
\n",
"
0.042188
\n",
"
0.004871
\n",
"
0.000053
\n",
"
0.032360
\n",
"
0.051438
\n",
"
6318.132616
\n",
"
0.999960
\n",
"
1.043091
\n",
"
4.309051
\n",
"
\n",
"
\n",
"
BloodPressure
\n",
"
-0.020261
\n",
"
0.010727
\n",
"
0.000136
\n",
"
-0.040991
\n",
"
0.000900
\n",
"
6520.652945
\n",
"
0.999909
\n",
"
0.979942
\n",
"
-2.005752
\n",
"
\n",
"
\n",
"
SkinThickness
\n",
"
-0.005770
\n",
"
0.015233
\n",
"
0.000181
\n",
"
-0.036625
\n",
"
0.023301
\n",
"
7499.886863
\n",
"
1.000010
\n",
"
0.994247
\n",
"
-0.575334
\n",
"
\n",
"
\n",
"
Insulin
\n",
"
-0.002090
\n",
"
0.001153
\n",
"
0.000013
\n",
"
-0.004312
\n",
"
0.000191
\n",
"
7800.343976
\n",
"
0.999900
\n",
"
0.997912
\n",
"
-0.208791
\n",
"
\n",
"
\n",
"
BMI
\n",
"
0.120980
\n",
"
0.021990
\n",
"
0.000280
\n",
"
0.078008
\n",
"
0.164345
\n",
"
6101.937826
\n",
"
0.999916
\n",
"
1.128602
\n",
"
12.860233
\n",
"
\n",
"
\n",
"
DiabetesPedigreeFunction
\n",
"
0.784202
\n",
"
0.368705
\n",
"
0.004328
\n",
"
0.030150
\n",
"
1.488256
\n",
"
8568.564147
\n",
"
0.999974
\n",
"
2.190658
\n",
"
119.065821
\n",
"
\n",
"
\n",
"
Age
\n",
"
0.014419
\n",
"
0.011102
\n",
"
0.000144
\n",
"
-0.008111
\n",
"
0.035190
\n",
"
5889.317254
\n",
"
0.999905
\n",
"
1.014524
\n",
"
1.452359
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd mc_error hpd_2.5 hpd_97.5 \\\n",
"Intercept -9.501150 0.964903 0.013831 -11.310698 -7.536381 \n",
"Pregnancies 0.118270 0.039976 0.000452 0.040411 0.196618 \n",
"Glucose 0.042188 0.004871 0.000053 0.032360 0.051438 \n",
"BloodPressure -0.020261 0.010727 0.000136 -0.040991 0.000900 \n",
"SkinThickness -0.005770 0.015233 0.000181 -0.036625 0.023301 \n",
"Insulin -0.002090 0.001153 0.000013 -0.004312 0.000191 \n",
"BMI 0.120980 0.021990 0.000280 0.078008 0.164345 \n",
"DiabetesPedigreeFunction 0.784202 0.368705 0.004328 0.030150 1.488256 \n",
"Age 0.014419 0.011102 0.000144 -0.008111 0.035190 \n",
"\n",
" n_eff Rhat odds_ratio percentage_effect \n",
"Intercept 6048.079587 1.000153 0.000075 -99.992523 \n",
"Pregnancies 6518.734897 0.999912 1.125548 12.554821 \n",
"Glucose 6318.132616 0.999960 1.043091 4.309051 \n",
"BloodPressure 6520.652945 0.999909 0.979942 -2.005752 \n",
"SkinThickness 7499.886863 1.000010 0.994247 -0.575334 \n",
"Insulin 7800.343976 0.999900 0.997912 -0.208791 \n",
"BMI 6101.937826 0.999916 1.128602 12.860233 \n",
"DiabetesPedigreeFunction 8568.564147 0.999974 2.190658 119.065821 \n",
"Age 5889.317254 0.999905 1.014524 1.452359 "
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Convert coefficients to effect on odds of diabetes\n",
"stat_df = pm.summary(trace_log)\n",
"stat_df['odds_ratio'] = np.exp(stat_df['mean'])\n",
"stat_df['percentage_effect'] = 100 * (stat_df['odds_ratio'] - 1)\n",
"stat_df"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "wZX3PCWXBYY2"
},
"source": [
"Now we can interprete the `percentage_effect` to determine how a unit change in one variable affects the probability of diabetes. For example, with a 1 unit increase in `Pregnancies`, the odds of diabetes increases by 12%. Similarly, for a one unit increase in the `DiabetesPedigreeFunction`, the odds of having diabetes increases by 119%. We can see that some variables have a negative affect on the probability of having diabetes, that is, as the variable (such as `Insulin`) increases, the odds of the patient having diabetes decreases."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "OG8eFpZlODuG"
},
"source": [
"## Equation from Model\n",
"\n",
"Using the average value of the parameters, we can output the equation for the log odds. We can then compare this to the model parameters returned from standard linear regression."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.856031Z",
"start_time": "2019-02-11T13:20:15.830130Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "-9Vzlt_gODuG"
},
"outputs": [],
"source": [
"# Calculate the means and std of all the variables in the trace\n",
"# Also print the equation for the log odds\n",
"def evaluate_trace(trace, data, print_model = False):\n",
" means_dict = {}\n",
" std_dict = {}\n",
" \n",
" for var in trace.varnames:\n",
" means_dict[var] = np.mean(trace[var])\n",
" std_dict[var] = np.std(trace[var])\n",
" \n",
" model = 'logit = %0.4f + ' % np.mean(means_dict['Intercept'])\n",
" \n",
" for var in data.columns:\n",
" model += '%0.4f * %s + ' % (means_dict[var], var)\n",
" \n",
" model = ' '.join(model.split(' ')[:-2])\n",
" if print_model:\n",
" print('Final Equation: \\n{}'.format(model))\n",
" \n",
" return means_dict, std_dict"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.883246Z",
"start_time": "2019-02-11T13:20:15.857555Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 279,
"status": "ok",
"timestamp": 1525025225536,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "Ou3__KfLODuK",
"outputId": "882cecaa-7f39-4bce-c15b-7dc0341781a7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Final Equation: \n",
"logit = -9.5012 + 0.1183 * Pregnancies + 0.0422 * Glucose + -0.0203 * BloodPressure + -0.0058 * SkinThickness + -0.0021 * Insulin + 0.1210 * BMI + 0.7842 * DiabetesPedigreeFunction + 0.0144 * Age\n"
]
}
],
"source": [
"means_dict, std_dict = evaluate_trace(trace_log, X, print_model=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ml_J3LC6DEzE"
},
"source": [
"### Compare to Standard Logistic Regression"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.912278Z",
"start_time": "2019-02-11T13:20:15.884890Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 34
},
"colab_type": "code",
"executionInfo": {
"elapsed": 370,
"status": "ok",
"timestamp": 1525025225934,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "kSk8RU5wDgyN",
"outputId": "f44e56d6-12c7-4621-e2b5-523044598230"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Intercept: -9.1950\n"
]
}
],
"source": [
"print('Intercept: {:0.4f}'.format(lr.intercept_[0]))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.941002Z",
"start_time": "2019-02-11T13:20:15.913743Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 153
},
"colab_type": "code",
"executionInfo": {
"elapsed": 222,
"status": "ok",
"timestamp": 1525025226184,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "NnUbBt6JDIsp",
"outputId": "358c1d0f-cc34-4feb-b552-c4eda3c3a2d9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Feature: Pregnancies Weight: 0.1140\n",
"Feature: Glucose Weight: 0.0410\n",
"Feature: BloodPressure Weight: -0.0196\n",
"Feature: SkinThickness Weight: -0.0052\n",
"Feature: Insulin Weight: -0.0020\n",
"Feature: BMI Weight: 0.1170\n",
"Feature: DiabetesPedigreeFunction Weight: 0.6270\n",
"Feature: Age Weight: 0.0145\n"
]
}
],
"source": [
"for feature, weight in zip(X.columns, lr.coef_[0]):\n",
" print('Feature: {:30} Weight: {:0.4f}'.format(feature, weight))"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "85T2Jgy3D2rD"
},
"source": [
"The model parameters are very similar between the two methods. As we increase the number of training examples, we would expect the Bayesian Logistic Regression values to converge on those from the Standard Linear Regression."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "bFsUMMy0ODvU"
},
"source": [
"# Model Effects of Variables\n",
"\n",
"We can now look at the effect of a single variable on the probability of a patient having diabetes. This is a form of sensitivity analysis, in which we hold all but one variables constant, change that single variable, and observe the response. This lets us get an idea of how one variable affects the patient outcome. In a medical setting, we could use this as a measure of the most important medical indicators to focus on. We could then tell the patient how much their risk of diabetes decreases based on lifestyle interventions. Machine learning should be not just about making accurate predictions, but deriving actionable insights that can then be used to improve real-world outcomes.\n",
"\n",
"Here we will use the function `pm.plot_posterior_predictive_glm` which takes in a linear model over which to evaluate a range of values. We will pass in a linear model made by holding all variables except the query variable at their median value. The function then evaluates the probability of diabetes across a range of values for the query variable and plots the results. From these plots, we can see how changing the value of a variable affects the probability of a patient having diabetes according to the model."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:15.972701Z",
"start_time": "2019-02-11T13:20:15.942698Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "f9ErN071ODvU"
},
"outputs": [],
"source": [
"# Model the effect of a single variable on the probability\n",
"def model_effect(query_var, trace, X):\n",
" # All variables except the query variable are held constant\n",
" steady_vars = list(X.columns)\n",
" steady_vars.remove(query_var)\n",
" \n",
" # Linear model \n",
" def lm(x, samples):\n",
" denominator = samples['Intercept'] + samples[query_var] * x\n",
" \n",
" # Hold all other variables at the median value\n",
" for var in steady_vars:\n",
" denominator += samples[var] * X[var].median()\n",
" denominator = (1 + np.exp(-denominator))\n",
" probs = 1 / denominator \n",
" \n",
" return probs\n",
" \n",
" figsize(8, 8)\n",
" \n",
" # Range over which to evaluate the query variable\n",
" var_min = X[query_var].min()\n",
" var_max = X[query_var].max()\n",
" \n",
" # Plot the linear model across a range of the query var\n",
" pm.plot_posterior_predictive_glm(trace, eval=np.linspace(var_min, var_max, 100), \n",
" lm=lm, samples=100, color='blue', alpha = 0.4, lw = 2)\n",
" \n",
" # Label the image\n",
" plt.xlabel('%s' % query_var, size = 18)\n",
" plt.ylabel('P(Diabetes)', size = 18)\n",
" plt.title(\"%s Effect on Posterior Probability\" % query_var, size = 20)\n",
" plt.xticks(size = 14); plt.yticks(size = 14)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:16.395389Z",
"start_time": "2019-02-11T13:20:15.974218Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 529
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1135,
"status": "ok",
"timestamp": 1525025227701,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
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"user_tz": 240
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"id": "CU261uqaODva",
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"outputs": [
{
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_effect('Age', trace_log, X)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ncUEkUF7GC1u"
},
"source": [
"Age has a positive effect on the probability of diabetes on average. The spread of lines indicates the uncertainty in the estimate of the age effect in the model."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:16.783377Z",
"start_time": "2019-02-11T13:20:16.397070Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 529
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1151,
"status": "ok",
"timestamp": 1525025228889,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "rZTKShDZODve",
"outputId": "038d3a10-f8bb-49ba-e30a-816584f203f1"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_effect('Glucose', trace_log, X)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "6EO943KdGOt6"
},
"source": [
"Glucose has a much stronger positive effect on the probability of diabetes. This is an actionable insight because we could use plots like this to show the patient how changing their lifestyle will affect their health outcomes. There is more certainty in the Glucose estimate indicating that we could be more confident stating that high glucose is at least correlated with increased risk of diabetes."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:17.222211Z",
"start_time": "2019-02-11T13:20:16.785825Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 529
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1177,
"status": "ok",
"timestamp": 1525025230101,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "HXPED71rODvi",
"outputId": "4eaff0ce-579e-411e-d9ae-4b7db4d2c3c8"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_effect('DiabetesPedigreeFunction', trace_log, X)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:17.631415Z",
"start_time": "2019-02-11T13:20:17.224582Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 529
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1236,
"status": "ok",
"timestamp": 1525025231352,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "59b7pA02ODvo",
"outputId": "6fdff4b7-8203-44c3-b573-34dadb515278"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_effect('BloodPressure', trace_log, X)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "hlL0eGivGtmt"
},
"source": [
"# Model Metrics\n",
"\n",
"Now we can use the trace to make predictions. We can choose the mean value of the parameters to arrive at a single prediction in order to calculate metrics for comparison. We can also use all the values in the trace to come up with a range of estimations showing our uncertainty in any prediction. This reflects that any model will only be an approximate representation of the world."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:17.657899Z",
"start_time": "2019-02-11T13:20:17.633101Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "5c_bVHeDODuS"
},
"outputs": [],
"source": [
"# Find a single probabilty estimate using the mean value of variables in a trace\n",
"def find_probs(trace, data):\n",
" \n",
" # Find the means and std of the variables\n",
" means_dict, std_dict = evaluate_trace(trace, data)\n",
" \n",
" \n",
" probs = []\n",
" \n",
" mean_array = np.array(list(means_dict.values()))\n",
" \n",
" # Need an intercept term in the data\n",
" data['Intercept'] = 1\n",
" data = data[list(means_dict.keys())]\n",
" \n",
" # Calculate the probability for each observation in the data\n",
" for _, row in data.iterrows():\n",
" # First the log odds\n",
" logit = np.dot(row, mean_array)\n",
" # Convert the log odds to a probability\n",
" probability = 1 / (1 + np.exp(-logit))\n",
" probs.append(probability)\n",
" \n",
" return probs"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Lx10uFS3HXAC"
},
"source": [
"## Calculating Metrics\n",
"\n",
"Here we calculate the metrics using the mean value of the parameters as a \"most likely\" estimate. Although the primary benefits of Bayesian models are not in their accuracy but interpretability, calculating the metrics and comparing to stanadard machine learning methods is still an interesting exercise and maybe our model will be better! We will threshold the predictions at 0.5 although we could change this to change the number of false positive and false negatives."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "wWr0PRGPH6wZ"
},
"source": [
"### Accuracy and F1 Score"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:17.692527Z",
"start_time": "2019-02-11T13:20:17.659250Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 791,
"status": "ok",
"timestamp": 1525025232434,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "MDFEalP9ODuY",
"outputId": "07bf6dab-1002-4aef-c7c9-fb8b2c9d0a0a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy of Model: 74.00%\n",
"F1 Score of Model: 0.5667\n"
]
}
],
"source": [
"# Find the most likely estimate\n",
"blr_probs = find_probs(trace_log, X_test)\n",
"\n",
"# Threshold the values at 0.5\n",
"predictions = (np.array(blr_probs) > 0.5)\n",
"calc_metrics(predictions, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "iuimmPHPH8rs"
},
"source": [
"### Confusion Matrix"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:17.914550Z",
"start_time": "2019-02-11T13:20:17.694048Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 651
},
"colab_type": "code",
"executionInfo": {
"elapsed": 549,
"status": "ok",
"timestamp": 1525025233016,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "iK7n0FIrODue",
"outputId": "a014408d-d24e-436c-d9c5-8deabc35345a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confusion matrix\n",
"[[114 13]\n",
" [ 39 34]]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cm = confusion_matrix(y_test, predictions)\n",
"plot_confusion_matrix(cm, classes = ['Negative', 'Positive'])"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "vkZAiOLMH-Rg"
},
"source": [
"### AUC of the ROC"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:18.136897Z",
"start_time": "2019-02-11T13:20:17.916312Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 521
},
"colab_type": "code",
"executionInfo": {
"elapsed": 454,
"status": "ok",
"timestamp": 1525025233499,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "0t_NQEjnH5eW",
"outputId": "e4f49b2f-88a3-464d-e71d-9e4833a9ad59"
},
"outputs": [
{
"data": {
"image/png": 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X1R8ls+5I/s7XkYWVsuiVTuyrWWYtPgM3hsBpIrIdrgHpm6qsa9y4Li+quigiX4dLav5GqzcCfHHy9wrPvKPhqrrLeWjyt5QghNyOM+DuEz+1/ApSRP7GU7baiTYEdyZ/j/LM803bh8T/1wCcIiJPVtVvhAou4REAjgXwTlV9R/kMEXmx/yNVeT5cl66nqupvy5bTgX1rg8q/S7WuTmvtnzvgGgP+TlV9tV9mkhP75wB8Lkm83g/XkPfZcCfd1VK+3WvZl5fD/ZC/GPUnE5Nw7R0qedBqV66q94jIxQBeKSIPgmtgKdi3MesdcGMN3JDc1gvJ2XA/Qq/0zCvA1dxuAfCKZFrpWDzaU758+m/Lpl0NV4t9hoi8J/nhWyuvw71jpazEd+HaeNSidDH5eLjbEuU8Du47c+MKyyj9ULd45q2r+BuS9mSd3QDGVPWPIvIHuLgrKU372UoLzWI47XfBXcG8s2zatXDtKt6UDJ5xH0SkXURKVV03wV3pnC0ix3jKlq5IV7PMWlwN19jyzOT1J7gTWzlfhLtyPU9E2j3r6hH76JTvSNbxX8mVWuU6zobrnvc97NvKGwBeLSKFsvIPgPvh2V72IxByO5bhvlB7awiS+3SViRhwb88A38nWys/galnOEpG9P6bJlcpqBin7Z7irpv8WEW8SIiLPT24xrJbSFf19alOSdgKnhFgWXG+Zyu/7ZXC1Re/wtcko+y7V2j8XJX/fKyL7nBSlYhS/1SAiLRXtAkptTkq3J8rjmasSn49vwH2nX5u0ZK9c70q1WlfBfc/+LrmV54v9wSLy5rJJt8O1Tzq0rMyBcIMurYVS4nAmXOK+XVV/XFHms3D7/H1VYlzTvhGRh8BdUV+uqpd5XhfDNVJ/ful8oaq74Ho+PFlEHl6xvAPgbmcBZYOOJZ/5F7i2Hf9dfv4q+2y3iHykjrCDtplQ1V/BnVtOE5H7l8Vzf7ham2+r6kjZ9AER2SAi5beqS7eZTxfX66Kcs5K/P8UaqLZvReShcI2xf62qY2WzLgFwhIg8s6xsC1wyeDfKen9UI/Wuoar6KxH5ApzAE1X1+6o6LyJnwh1I20XkArhq2oPhusudCndSvU5VVUReBNc19CciUuoaejBcldA1AP5jNctcId4lEbkEbmSz4wF8s7LRlqreJSIvhctQf5nUvuzAvb1YToarBbjT4O0XInI6XCJzs7hhVEsjYD4V7urw53D9gX1XkuvgqoYvgaue/Ee4DPWfGrQdl8GdxL4uIlfAZcHPh2twVMltcA3FXiYipbEEdqmqqVsUsPcq7nVwjU1Lx8s9cF/WCbg2FSvWjKjqLeKGlr0EwE0i8kW4HjILANbDXSUfi9qj0lXjl3AJ8hvEdWHbDndF+Q9wt6yOX8WyvgzXW+lrInI+XLKwCa72Y7xim+4SkVfB3du+WUQ+C7e/D02252wAP09u9/0KwN+KyK/h7sHPq+pVqvpTcUMknwvg5yLyJbgr1vslcT8N7kp1LXQB+KOIXAmXQOyC218vxb7tA24A8CQReSNcgzZV1S/4Fqqqu0VkC9wxeouIlLqGDsI1zvww3Jg1XpJz0HOT9X9URM6Aa2w6And++Qu4Bm+Xl33sP+Fu7X5TRD4B5+QMrO52Z3kM/ysiN8Pt6264ZLGyzGUi8mkALxeRR8FdZIzDtVt7PFxXwb01I8k55YVwY1BcV2P1Zyd/L69R5nK4q/tT4G6vAe4c+l0ANyTOfwnn61lJPBer6taK5ZwLdyy9GMBfJL8dv4LzV+reX0w8VKUBbSYAVyvzHbjz6n8k014Bl8BVJiQvh7sgfBHcbV6o6k0icjlc+5eficjn4I6Hp8B1zb4BFcehiLwt+bd0u+gRZdO+p6rfS/5/s4hsgrsYvhPu4uJhcMdcK/ZNYt8P5/JiEfkw3G2Nv4PrEvri5BZ/bVbq7rGWF2oMWpXMPxruCuo7FdMfBvdjWRpsZxTAj+D63PZVlD0qKTuCewet+gqAR61lmfB0DS2bV+o6owBOr7HdT4A7me8qi+k7cAdWW1m5O1FH96Mq63gwXJuTX8NVAc7AHXSvhmdgF9x30Kr/SHwtwo1sVm1AFPN2wFWjvRnui78H7kfqg8m+36eLGNyPzrYktr3ds7DCoFU1tvewiumnwTU82oN7B60qdZ1bcUCWsuUcCne1dDPc1fAeuKrZi3DfLo2rihEuIfkS3D3u3cn+OaVK2arHajL/ZLgq1nm4H48vwI0d4d1fcL2atsK10ygNWvVJAP1lZR4DN4jWfBLPnRXLeDpcbeAk7h0A6uuoGOwMtbtwnoX7dgMvwCWkpVH49iTbcAGAIys+eyRcjcNMsgwtm1dtux8Dd84oDar2O7ik80G++Dyfb4Wryv9msoylJM5vw/Vca68o/0K4RLGYHDNvgBsvQ+HvGnrSCusvdU9cBvDAGuXOgKspmEn2751wt0I3V5S7HK7m9agay2qBOx/sQo0utHDfkz+hYiRIuCT5wuT4WIK7iLgB7uKm1vKeBPf9KA1SOAt3jL8LwP3q/f6GfsElQd+COxfMJt+BR3nKnVu5n8uO8TfAXRguJMfh7XBj0Pi6eGuN17ll5Z4ElyzfCXc+2QP3vf40gGNq7LOLkmN5Ee58vLleF5IshERKctX4DgCHa1kXRQKIyGvhulc+XlVvWKk8IbGS3GrYBeBqVX1h1vGQ/MFHkJPoEZFC5f38pM3EOXBXktsyCYyQ5uF4uKrzt2YdCMknfBQ42R94EFzbjS/AVS/fD67K+XAAL9VsuhcS0jSo6+q+XzwynTQGJhNkf2AM7r7s6XCDtdwD1+bhTapae7x5QgghK8I2E4QQQggxEUXNxHXXXacHHmgdxuFelpeX0dLiG0eE1Asd2qFDO3QYBnq0E9rh7t27xzdu3DgYbIFGokgmDjzwQGzYsCHY8nbv3o2DDuLtQwt0aIcO7dBhGOjRTmiH27Zt2xFsYQFgbw4PY2NjKxciNaFDO3Rohw7DQI92YnfIZMJDd7fvac9kNdChHTq0Q4dhoEc7sTtkMuFhebneJ4OTatChHTq0Q4dhoEc7sTtkMuFhfn4+6xByDx3aoUM7dBgGerQTu0MmEx6Gh4ezDiH30KEdOrRDh2GgRzuxO2Qy4WFkZGTlQqQmdGiHDu3QYRjo0U7sDplMeGhtrXy0PFktdGiHDu3QYRjo0U7sDplMeOjp6ck6hNxDh3bo0A4dhoEe7cTukMmEh/Hx8axDyD10aIcO7dBhGOjRTuwOmUx4iD2DTAM6tEOHdugwDPRoJ3aHTCY8FIt8IrUVOrRDh3boMAz0aCd2h0wmPCwsLGQdQu6hQzt0aIcOw0CPdmJ3yGTCQ+z9gdOADu3QoR06DAM92ondIZMJD7H3B04DOrRDh3boMAz0aCd2h0wmPBQKhaxDyD10aIcO7dBhGOjRTuwOU08mROTlIvIzEdkjIheuUPbVIjIiIjMicoGIHJhGjF1dXWmsJmro0A4d2qHDMNCjndgdZlEzsRPAuwFcUKuQiDwFwJsAbASwHsCDAJzX8OgATExMpLGaqKFDO3Rohw7DQI92Yne4Lu0VquoVACAiJwB4QI2iLwTwKVW9NSn/LgCfh0swGkpvb2+jVxE9dGiHDu34HG7e3ImtW+Me2jg8PBbt9GJycirrIBpG6snEKjgGwFfL3t8EYEhE+lX1Pinerl27sGXLFqxbtw7Ly8s49dRTcc4552BkZAQdHR1oaWnBzMwMBgcHMTk5CVXF4OAgRkdH0dnZCQCYm5vD0NAQxsbGMD8/j3Xr1mFsbAzd3d1YXl7G/Pw8hoeHMTIygtbWVvT09GB8fBw9PT0oFotYWFjYO79QKKCrqwsTExPo7e3FwsICFhcX985va2tDe3s7pqam0N/fj9nZWRSLxb3z29vbUSgUMD09jYGBAUxPT2NpaWnv/LVsk4igr68vtW0aGRnB1NRUVNuU9n5aXl5GsViMapvS3k933XUXBgYG7rNNW7fyh5Fkw86dO4N9n5oNUdVsVizybgAPUNWzqsz/NYBzVPWa5H0rgCKAw1X1zvKy119/vW7YsCFYbDt27MD69euDLW9/hA7t0KEdn8O+PpdMxHyVGBoei3ZCO9y2bduNGzduPCHYAo00c2+OOQDdZe9L/882esWx9wdOAzq0Q4d26DAM9GgndofNnEzcCuDYsvfHAhitvMXRCGLvD5wGdGiHDu3QYRjo0U7sDrPoGrpORNoAtABoEZE2EfG13fgsgC0i8lARORjA2wBcmEaMbW1taawmaujQDh3aocMw0KOd2B1m0QDzbQDeUfb+BQDOE5ELANwG4KGq+jtVvUZEPgjgOwDaAVxe8bmG0d7ensZqooYO7ezvDsP0umBjyxDs78diCGJ3mHrNhKqeq6pS8To3SSA6VfV3ZWU/rKpDqtqtqi9S1T1pxDg1xYZZVujQzv7usJHdNzdtWmrYsmNkfz8WQxC7w2buGpoZ/f39WYeQe+jQDh06LL0u5ubm9navI2uHx6Kd2B02cwPMzJidbXiHkeihQzt0aIcOw0CPdmJ3yGTCQ7FYzDqE3EOHdujQDh2GgR7txO6Qtzk8xN4fOA3o0E7eHTbDsNV5d9gs0KOd2B2yZsJD7P2B04AO7eTdYYhEwtpQMu8OmwV6tBO7Q9ZMeIi9C08a0KGdWBxmOWx1LA6zhh7txO6QNRMeCoVC1iHkHjq0Q4d26DAM9GgndodMJjxMT09nHULuoUM7dGiHDsNAj3Zid8hkwsPAwEDWIeQeOrRDh3boMAz0aCd2h2wz4WF6ehodHR1Zh5Fr6NBOszpshl4a9dKsDvMGPdqJ3SFrJjwsLXGoXSt0aKdZHa4mkch62OpmdZg36NFO7A5ZM+Eh9v7AaUCHdprdYZa9NOql2R3mBXq0E7tD1kx4iL0/cBrQoR06tEOHYaBHO7E7ZDLhIeb7WmlBh3bo0A4dhoEe7cTukMmEh5aWlqxDyD10aKeZHG7e3Im+vl709fVmHcqqaCaHeYYe7cTukMmEh5mZmaxDyD10aKeZHFY2usy6YWW9NJPDPEOPdmJ3yAaYHgYHB7MOIffQoZ1mdJiHRpflNKPDPEKPdmJ3yJoJD5OTk1mHkHvo0A4d2qHDMNCjndgdMpnwoKpZh5B76NAOHdqhwzDQo53YHTKZ8BB7dVQa0KEdOrRDh2GgRzuxO2Qy4WF0dDTrEHIPHdqhQzt0GAZ6tBO7QyYTHjo7O7MOIffQoR06tEOHYaBHO7E7ZDJBCCGEEBNMJjzMzc1lHULuoUM7dGiHDsNAj3Zid8hkwsPQ0FDWIeQeOrRDh3boMAz0aCd2h0wmPIyNjWUdQu6hQztZO8zrENrlZO0wFujRTuwOmUx4EJGsQ8g9dGgna4d5HUK7nKwdxgI92ondIYfT9tDX15d1CLmHDu00i8O8DaFdTrM4zDv0aCd2h6yZ8BB7dVQa0KEdOrRDh2GgRzuxO2Qy4aG7uzvrEHIPHdqhQzt0GAZ6tBO7QyYTHpaXl7MOIffQoR06tEOHYaBHO7E7ZDLhYX5+PusQcg8d2qFDO3QYBnq0E7tDJhMehoeHsw4h99ChHTq0Q4dhoEc7sTtkMuFhZGQk6xByDx3aoUM7dBgGerQTu0MmEx5aW1tXLkRqQod26NAOHYaBHu3E7pDJhIeenp6sQ8g9dGiHDu3QYRjo0U7sDplMeBgfH886hNxDh3bSclg+bHb5KwZ4HIaBHu3E7pDJhIfYM8g0oEM7aTmsHDa7nDwOoV0Oj8Mw0KOd2B1yOG0PxWIx6xByDx3aSdthnofNrgaPwzDQo53YHbJmwsPCwkLWIeQeOrRDh3boMAz0aCd2h0wmPMTeHzgN6NAOHdqhwzDQo53YHTKZ8BB7f+A0oEM7dGiHDsNAj3Zid8g2Ex4KhULWIeQeOrTTKIebN3fWbHQZEzwOw0CPdmJ3yJoJD11dXVmHkHvo0E6jHPoSibz32qgGj8Mw0KOd2B2yZsLDxMQEOjs7sw4j19ChnUY7jLH3RiU8DsNAj3Zid8iaCQ+9vXEM2JMldGiHDu3QYRjo0U7sDplMeIi9C08a0KEdOrRDh2GgRzuxO2Qy4WFxcTHrEHIPHdqhQzt0GAZ6tBO7QyYTHmLvD5wGdGiHDu2boEtGAAAgAElEQVTQYRjo0U7sDplMeIi9P3Aa0KEdOrRDh2GgRzuxO2Qy4aGtrS3rEHIPHdqhQzt0GAZ6tBO7QyYTHtrb27MOIffQoR06tEOHYaBHO7E7ZDLhYWoq/v73jYYO7dChHToMAz3aid0hB63y0N/fn3UIuYcO7azF4f40VHY98DgMAz3aid0hayY8zM7OZh1C7qFDO2txWG8iEevw2ZXwOAwDPdqJ3SFrJjwUi8WsQ8g9dGjH4nB/GCq7HngchoEe7cTukDUTHmLvD5wGdGiHDu3QYRjo0U7sDplMeIi9P3Aa0KEdOrRDh2GgRzuxO+RtDg+xd+FJAzqsTv2NJON+MFAa8DgMAz3aid0hayY8FAqFrEPIPXRYnUb3tthfGlfWA4/DMNCjndgdsmbCw/T0NA4++OCsw8g1dLgyKzWS3LFjB9avX59SNHHC4zAM9GgndoesmfAwMDCQdQi5hw7t0KEdOgwDPdqJ3SGTCQ/T09NZh5B76NAOHdqhwzDQo53YHTKZ8LC0xHvOVujQDh3aocMw0KOd2B0ymfAQe3/gNKBDO3Rohw7DQI92YnfIZMJD7P2B04AO7dChHToMAz3aid0hkwkPHR0dWYeQe+jQDh3aocMw0KOd2B0ymfDQ0tKSdQi5hw7t0KEdOgwDPdqJ3SGTCQ8zMzNZh5B76NAOHdqhwzDQo53YHXLQKg+Dg4NZh5B76HA1w2b7oUM7dBgGerQTu8PUayZEpE9Eviwi8yKyQ0SeX6XcgSLyCREZFZFJEblKRA5NI8bJyck0VhM1dFh72Ox6hrymQzt0GAZ6tBO7wyxqJj4KoAhgCMBxAK4WkZtU9daKcq8E8HgAjwAwDeB8AP8B4NRGB6iqjV5F9NDhvaw0bHY16NAOHYaBHu3E7jDVmgkR6QDwHABvV9U5Vf0BgCsBnOEpfjiAa1V1VFUXAVwK4Jg04oy9OioN6NAOHdqhwzDQo53YHaZdM/EQAPeo6u1l024C8ERP2U8B+DcRuT+AuwGcDuDrvoXu2rULW7Zswbp167C8vIxTTz0V55xzDkZGRtDR0YGWlhbMzMxgcHAQk5OTUFUMDg5idHQUnZ2dAIC5uTkMDQ1hbGwMd999N4444giMjY2hu7sby8vLmJ+fx/DwMEZGRtDa2oqenh6Mj4+jp6cHxWIRCwsLe+cXCgV0dXVhYmICvb29WFhYwOLi4t75bW1taG9vx9TUFPr7+zE7O4tisbh3fnt7OwqFAqanpzEwMIDp6WksLS3tnb+WbRIR9PX1pbZNO3bsQGdnZ1TbtNr9VHqE+I4dO9a0TQsLCxgYGGiqbcrbfrr99tsxPDwc1TZlsZ9uv/12DAwMRLVNae+nYrGIjo6OYNvUbEiaVS8iciKAL6nqcNm0lwA4XVVPqijbA+C/AGwGsAzgZgAbVXWfG0/XX3+9btiwIVicExMT6O/vD7a8/RE6BPr6XDKx1tscdGiHDsNAj3ZCO9y2bduNGzduPCHYAo2k3QBzDkB3xbRuALOesh8FcCCAfgAdAK5AlZoJQpqFzZs70dfXuzeRIISQ/YG0k4nbAawTkSPLph0LoLLxJeAaZ16oqpOqugeu8eVjRKThz3Gdm5tr9CqiZ391WNmDo55eG9XYXx2GhA7DQI92YneYapsJVZ0XkSsAvFNEXgyXMDwbwJ97iv8UwJkich2A3QBeBmCnqo43Os6hoaFGryJ69neHa721Uc7+7jAEdBgGerQTu8MsRsB8GYB2ALsAXALgpap6q4icKCLlqdvrACwCuAPAGICnATgljQDHxsbSWE3U0KEdOrRDh2GgRzuxO0x9nImkAeXJnunfB9BZ9n4CrgdH6ohIFquNCjq0Q4d26DAM9GgndoccTttDM3a7yRuxObQOjb0WYnOYBXQYBnq0E7tDPujLQ+zVUWkQm8PVJBKWRpflxOYwC+gwDPRoJ3aHrJnw0N1d2XuVrJZYHYZoWFkvsTpMEzoMAz3aid0hayY8LC8vZx1C7qFDO3Rohw7DQI92YnfIZMLD/Px81iHkHjq0Q4d26DAM9GgndodMJjwMDw+vXIjUhA7t0KEdOgwDPdqJ3SGTCQ/uIU3EAh3aoUM7dBgGerQTu0MmEx5aW9PtAhgjdGiHDu3QYRjo0U7sDplMeOjp6ck6hNxDh3bo0A4dhoEe7cTukMmEh/Hxhj/+I3ro0A4d2qHDMNCjndgdMpnwEHsGmQZ0aIcO7dBhGOjRTuwOmUx4KBaLWYeQe+jQDh3aocMw0KOd2B0ymfCwsLCQdQi5hw7t0KEdOgwDPdqJ3SGTCQ+x9wdOAzq0Q4d26DAM9GgndodMJjzE3h84DejQDh3aocMw0KOd2B0ymfBQKBSyDiH30KEdOrRDh2GgRzuxO2Qy4aGrqyvrEHIPHdqhQzt0GAZ6tBO7QyYTHiYmJrIOIffE4HDz5k709fWir683k/XH4DBr6DAM9GgndodMJjz09mbz4xETMTjcuvW+w99u2rSU6vpjcJg1dBgGerQTu0MmEx5i78KTBjE5nJycwuTkFC69dC7V9cbkMCvoMAz0aCd2h0wmPCwuLmYdQu6hQzt0aIcOw0CPdmJ3yGTCQ+z9gdOADu3QoR06DAM92ondIZMJD7H3B06DZnZY3rCy1itrmtlhXqDDMNCjndgdMpnw0NbWlnUIuaeZHVY2rKxF2o0uy2lmh3mBDsNAj3Zid7gu6wCakfb29qxDyD15cDg5OZV1CDXJg8Nmhw7DQI92YnfImgkPU1PN/SOTB+jQDh3aocMw0KOd2B0ymfDQ39+fdQi5hw7t0KEdOgwDPdqJ3SFvc3iYnZ1FZ2dn1mHkmkY63Ly5c1XtHvIKj0M7dBgGerQTu0PWTHgoFotZh5B7GukwRCKRZcPKeuFxaIcOw0CPdmJ3yJoJD7H3B06DNBw2ewNKKzwO7dBhGOjRTuwOWTPhIfb+wGlAh3bo0A4dhoEe7cTukMmEh9i78KQBHdqhQzt0GAZ6tBO7QyYTHgqFQtYh5B46tEOHdugwDPRoJ3aHTCY8TE9PZx1C7qFDO3Rohw7DQI92YnfIZMLDwMBA1iHkHjq0Q4d26DAM9GgndodMJjzEnkGmAR3aoUM7dBgGerQTu0MmEx6Wlpp/DIJmhw7t0KEdOgwDPdqJ3SGTCQ+x9wdOAzq0Q4d26DAM9GgndodMJjzE3h84DejQDh3aocMw0KOd2B0ymfDQ0dGRdQi5hw7t0KEdOgwDPdqJ3eGqhtMWkaMAnAigH8CFqjoqIg8EMKGquxsRYBa0tLRkHULuoUM7dGiHDsNAj3Zid1hXzYSItIrIRQBuA3A+gPcCODSZ/Z8A3taY8LJhZmYm6xByDx3aoUM7dBgGerQTu8N6b3O8C8CzALwEwHoAUjbvawCeEjiuTBkcHMw6hNxDh3bo0A4dhoEe7cTusN5k4nQAb1fVCwDsrJj3GwCHB40qYyYnJ7MOIffQoR06tEOHYaBHO7E7rLfNxCCAW2rMbwsQS9OgqlmHkHvW6nDz5k5s3doaOJp8wuPQDh2GgR7txO6w3pqJHQAeXWXeCQDuCBNOcxB7dVQarNVhvYnEpk1xDwAD8DgMAR2GgR7txO6w3mTicwDeKiLPAVBqkqoi8ngArwFwYQNiy4zR0dGsQ8g9VoeTk1M1X5deOhco0uaFx6EdOgwDPdqJ3WG9tzneB+BRAL4EoHQW/w6ALgBfBvD/woeWHZ2dnVmHkHvo0A4d2qHDMNCjndgd1pVMqOo9AE4RkU1wPTcOATAB4BpVvbaB8RFCCCGkyal3nIlDRKRFVbeq6utU9UxVfbWqXisiB4jIIY0ONE3m5uKvQm80dGiHDu3QYRjo0U7sDuttM/FHAMdXmffIZH40DA0NZR1C7qFDO3Rohw7DQI92YndYbzIhNeatA/CnALE0DWNjY1mHkHvo0A4d2qHDMNCjndgdVm0zISKdALrLJg2IyP0rirUDeD6AqJqpitTKnUg90KEdOrRDh2GgRzuxO6zVAPO1AP45+V8BXFWlnAB4T8igsqavry/rEHIPHdqhQzt0GAZ6tBO7w1rJxP8AGIFLFj4G4IMAfltRZg+A21T1J40JLxvGxsawfv36rMPINXRohw7t0GEY6NFO7A6rJhOqeiOAGwFARBTA5ao6nlZgWdLd3b1yIVKT1TjkENp+eBzaocMw0KOd2B3WO87EfzU6kGZieXk56xByz2ocViYS+8NQ2fXA49AOHYaBHu3E7rDeETAhIg8B8CIAR2HfB3upqj49ZGBZMj8/j4GBgazDyDVrcTg5OdWgaPIJj0M7dBgGerQTu8O6kgkROR7A9+F6bfwZgO0A+uBGwtwJ4HeNCjALhoeHsw4h99ChHTq0Q4dhoEc7sTusd5yJ9wO4GsCRcA0yX6CqwwCekSzjjY0JLxtGRkayDiH30KEdOrRDh2GgRzuxO6z3NsexcLc4SoNTtQCAqn5NRN4L19Pj8eHDy4bWVjYGtFLpkI0sVw+PQzt0GAZ6tBO7w3prJg4EMKuqfwIwCaB8XNDbADwidGBZ0tPTk3UIuafS4UqJBBtd7guPQzt0GAZ6tBO7w3prJn4DoDT65a0AzoIbhwIAXgBgV9iwsmV8fBwdHR1Zh5FrqjlkI8v64XFohw7DQI92YndYbzLxdQCbAHwBwPsAXCUikwDuAdAP4HWNCS8bYs8g04AO7dChHToMAz3aid1hveNMvKXs/2tE5EQAzwVwEIBrVPXKBsWXCcViMesQcg8d2qFDO3QYBnq0E7vDuseZKEdVbwBwQ+BYmoaFhYWsQ8g9dGiHDu3QYRjo0U7sDuttgFkVEXmoiFwSIphmIfb+wGlAh3bo0A4dhoEe7cTusGYyIY5HiMgzROToinkPF5EvAfgF3HgT0RB7f+A0oEM7dGiHDsNAj3Zid1g1mRCRYQA/BPC/AL4K4BYR+YyIrBOR/0ymPxPuiaIPTiPYtCgUClmHkHvo0A4d2qHDMNCjndgd1moz8X4AxwF4D4BtAA4H8AYA34UboOpSAK9X1bsaHWTadHV1ZR1C7qFDO3Rohw7DQI92YndY6zbHJgDnqeo/q+pXVPUjAM6ESyQ+oap/t5ZEQkT6ROTLIjIvIjtE5Pk1yj5KRL4nInMiMioir1zt+tbCxMREGquJGjq0Q4d26DAM9Ggndoe1aiYOAfCjimk/TP5aGlx+FEARbhTN4wBcLSI3qeqt5YVEZADANQBeDeAyAAUADzCst256e3vTWE3U0KEdOrRDh2GgRzuxO6xVM9ECYE/FtNL7+bWsTEQ6ADwHwNtVdU5VfwDgSgBneIq/BsC1qvp5Vd2jqrOq+su1rHe1xN6FJw3o0A4d2qHDMNCjndgdrjTOxJNFpLxx5QEAFMDfiMiG8oKqenEd63sIgHtU9fayaTcBeKKn7OMA3CwiP4Jr4PljAOeoasMfd764uNjoVUQPHdqhQzt0GAZ6tBO7w5WSiXdWmf7uivcKoJ5kohPATMW0aQC+likPAPAouLYbN8M9mfQSAE+oLLhr1y5s2bIF69atw/LyMk499VScc845GBkZQUdHB1paWjAzM4PBwUFMTk5CVTE4OIjR0VF0dnYCAObm5jA0NISxsTEAwO7duzE2Nobu7m4sLy9jfn4ew8PDGBkZQWtrK3p6ejA+Po6enh4Ui0UsLCzsnV8oFNDV1YWJiQn09vZiYWEBi4uLe+e3tbWhvb0dU1NT6O/vx+zsLIrF4t757e3tKBQKmJ6exsDAAKanp7G0tLR3/lq2SUTQ19eX2jYdcMAB2LFjx975gKvi27FjR263Ke391N7ejvHx8ai2Ke39tLy8jF27dkW1TVnsp+XlZezcuTOqbUp7P3V3d2Pnzp3BtqnZEFX1zxA5ajULUtXtK65M5JEAfqiqB5VNey2Ak1T1mRVlbwKwTVVflLzvBzAO4GBVnS4ve/311+uGDfepKDGxY8cOrF+/Ptjy9kcqHfb1uWSCD/qqHx6HdugwDPRoJ7TDbdu23bhx48YTgi3QSNWaiXqSgzVwO4B1InKkqt6RTDsW7kmklfwCrsZjb0gNiMdLW1tbWquKFjq0Q4d26DAM9Ggndofm4bRXg6rOA7gCwDtFpENEngDg2QAu8hT/NIBTROQ4EWkF8HYAP6islWgE7e3tjV5F9NChHTq0Q4dhoEc7sTtMNZlIeBmAdgC74NpAvFRVbxWRE0VkrlRIVb8N4C0Ark7KPhhA1TEpQjI1xap4K3Rohw7t0GEY6NFO7A7X9NRQC6o6CeBkz/TvwzXQLJ/2cQAfTym0vfT396e9yuigQzt0aIcOw0CPdmJ3mEXNRNMzOzubdQi5hw7t0KEdOgwDPdqJ3SGTCQ/FYjHrEHIPHdqhQzt0GAZ6tBO7w1Xf5kgGseoHcLOq7g4fUvbE/tz5RrJ5cye2bm1FaVwJsnZ4HNqhwzDQo53YHdZdMyEiW0TkLgDb4Z7ZsSGZfpmI/GOD4suE2J8730hcIuFn06alFCPJPzwO7dBhGOjRTuwO66qZEJGzAJwP4PMAvgHgs2WzfwxgM4BPhA4uK2LvwpMG//d/23HIIYdkHUau4XFohw7DQI92YndYb83E6wH8m6qeiX2fGPpLJLUUsVAoFLIOIffQoR06tEOHYaBHO7E7rDeZOAJuvAcfs4jsBvn0dMPHxYoeOrRDh3boMAz0aCd2h/UmE5MAHlhl3kMA/DFMOM3BwMBA1iHkHjq0Q4d26DAM9Ggndof1JhNXA3ibiJQnFCoiBwN4FYCvBo8sQ2LPINOADu3QoR06DAM92ondYb3JxFuTsrcB+B+4h259KHnfCuC8hkSXEUtL7HVghQ7t0KEdOgwDPdqJ3WFdyYSq7gLwKAD/DmAQwB8A9AH4DIDHqmpUg47H3h84DejQDh3aocMw0KOd2B3WPc6Eqt6tqm9V1RNU9c9U9ZGq+ubYEgkg/v7AaUCHdujQDh2GgR7txO6wrmRCRN4nIlF1/6xFR0dH1iHkHjq0Q4d26DAM9Ggndof11ky8HMCtIvIzEfknERlsZFBZ09LSknUIuYcO7dChHToMAz3aid1hvcnEIQDOBDAG4F8B/EFE/kdEniciBzYsuoyYmZnJOoTcQ4d26NAOHYaBHu3E7rDeBpgLqvp5VX0qgAcAeBOA+wH4AoBREflkA2NMncHBqCteUoEO7dChHToMAz3aid3hqh9BrqqjqvphVT0ewEa4ETDPDh5ZhkxOTmYdQu6hQzt0aIcOw0CPdmJ3uJZHkB8I4GQALwDwZACC6kNt5xJVzTqE3EOHdujQDh2GgR7txO5wNY8gP0lEPgVgFO5hX0MAXgvg/qr6rAbFlwmxV0elAR3aoUM7dBgGerQTu8N6u4b+DsC34G5r/CeAo1X1Mar6n6o63sgAs2B0dDTrEHIPHdqhQzt0GAZ6tBO7w3pvc3wDwEWq+t1GBtMsdHZ2Zh1C7qFDO3Rohw7DQI92YndYVzKhqi9udCCEEEIIySdVkwkReQyAW1R1d/J/TVT1J0Ejy5C5uTn09/dnHUauoUM7dGiHDsNAj3Zid1irZuIGAI8D8JPk/2pNUSWZF83wXkNDQ1mHkHvo0A4d2qHDMNCjndgd1komngrgl8n/T0P1ZCI6xsbG8MAHPjDrMJqWzZs7sXVra80ydGiHDu3QYRjo0U7sDqsmE6p6bdn/16QTTnMgIlmH0NSslEhs2rREhwGgQzt0GAZ6tBO7w7oaYIrIbQA2q+rNnnkPBXCZqj40dHBZ0dfXl3UIuWBysvrT53fvpkMrPA7t0GEY6NFO7A7rHbRqA4D2KvMOAnBUmHCag7GxsaxDyD10aIcO7dBhGOjRTuwOV/NsjmptJh4BYDpALE1Dd3d31iHkHjq0Q4d26DAM9Ggndoe1uoa+AsArkrcK4DIR2VNRrB3A/QFc1pjwsmF5eTnrEHIPHdqhQzt0GAZ6tBO7w1o1EzsB3Ji8BMD2svel17cAvBlAVINazc/PZx1C7qFDO3Rohw7DQI92YndYqzfH5QAuB/a2Qn2rqv4mpbgyZXh4OOsQcg8d2qFDO3QYBnq0E7vDutpMqOrf7S+JBACMjIxkHULuoUM7dGiHDsNAj3Zid1irzcQbAHxWVUeS/2uhqvovYUPLjtbW2uMokJWhQzt0aIcOw0CPdmJ3WGucifcDuA7ASPJ/LRRANMlET09P1iHkHjq0Q4d26DAM9Ggndoe1kol2VS313qg2xkSUjI+Po6OjI+swMqGeobLrYX92GAo6tEOHYaBHO7E7rNUAc4/v//2B2DPIWtSbSGzatFRz/v7sMBR0aIcOw0CPdmJ3WO9w2g8C0K2qP0/eHwjgTQAeBuBaVf3vxoWYPsViMesQMqfWUNn1QId26NAOHYaBHu3E7rCuZALAxwDcBuDnyft3AXg1gNsBnCIiB6jq+Q2ILxMWFhayDiH30KEdOrRDh2GgRzuxO6x3OO3jAHwPAMQNOnEWgLeo6jFwjTNf2pDoMiL2/sBpQId26NAOHYaBHu3E7rDeZOJgAOPJ/8cB6AfwxeT9VgBHBI4rU2LvD5wGdGiHDu3QYRjo0U7sDuu9zbELwIMA/ADAJgC/VdUdybwOAFENOl4oFLIOYUVC9bpoFHlw2OzQoR06DAM92ondYb3JxP8AeI+IPATA3wO4oGzeMQB+GzqwLOnq6so6hBVpZCKxUk+NesiDw2aHDu3QYRjo0U7sDutNJt4EoAvAZgDfBPDusnnPA/DtwHFlysTEBDo7O7MOoy6svS4aRZ4cNit0aIcOw0CPdmJ3WFcyoaozAM6oMu/RQSNqAnp7e7MOIffQoR06tEOHYaBHO7E7rLcBJgBARLpEZKOInJb8jbLeJvYuPGlAh3bo0A4dhoEe7cTusN7bHBCRt8Hd7mgHIMnk3SLyPlV9TyOCy4rFxcWsQwDQ/I0sa9EsDvMMHdqhwzDQo53YHdY7AuY5AN4J4PMAPgf38K9hAC8A8E4RmVTVjzcsypRplv7AKyUSIRpKNopmcZhn6NAOHYaBHu3E7rDemomXA/iYqr68bNpNAK4VkWkArwAQTTIxMjKC9evXZx3GXpq1kWUtms1hHqFDO3QYBnq0E7vDettMPAjAV6vM+2oyPxra2tqyDiH30KEdOrRDh2GgRzuxO6w3mZgEcFSVeUcl86OhvX2/euJ6Q6BDO3Rohw7DQI92YndYbzLxFbhBq05Lns0BABCRU+Ae+vWVRgSXFVNT+but0GzQoR06tEOHYaBHO7E7XM2gVY8CcCmAPSKyC8AggAMB/DSZHw39/f1Zh5B76NAOHdqhwzDQo53YHdZVM6Gq0wD+HG60y/PhniD6SQCnAXhCMqhVNMzOzmYdQu6hQzt0aIcOw0CPdmJ3WPc4E6q6DOCy5BU1xWIx6xByDx3aoUM7dBgGerQTu8OaNRMi8rcicoOIjIvIr0TkPSJSdwKSV2LvD5wGdGiHDu3QYRjo0U7sDqsmEyJyGoCL4Qan+iGA3XBtI95d7TOxEPtz59OADu3QoR06DAM92ondYa2aidcAuBrAkar6bFV9BIAPAHiFiKzqmR55I/YuPGlAh3bo0A4dhoEe7cTusFZScBSAj6tq+ZjN/w73bI54h/ECUCgUsg4h99ChHTq0Q4dhoEc7sTuslUwcDGC8YtpY8jfqZ6lOT09nHULuoUM7dGiHDsNAj3Zid7jS7Qpd5fQoGBgYyDqE3EOHdujQDh2GgR7txO5wpWTihyJSLL0AlB7I/uPy6SKyp8FxpkrsGWQa0KEdOrRDh2GgRzuxO6zVzfMDqUXRZCwtNe+jvfMCHdqhQzt0GAZ6tBO7w6rJhKq+Oc1Amok0+gNv3tyJrVtbG76erIi9T3Ua0KEdOgwDPdqJ3WHUXTzXShr9getNJDZtymc2G3uf6jSgQzt0GAZ6tBO7w+hHs1wLHR0dqa1rcjLOJ8ml6TBW6NAOHYaBHu3E7pA1Ex5aWlqyDiH30KEdOrRDh2GgRzuxO2Qy4WFmJqqHoGYCHdqhQzt0GAZ6tBO7Q97m8DA4OBhkObE3sqxFKIf7M3Rohw7DQI92YnfImgkPk5OTQZazUiKR18aV9RDK4f4MHdqhwzDQo53YHdZdMyEiQwBeCeAvAfQBeK6q3iYiLwPwE1X9WZ3L6QPwKQBPhhuu+82qenGN8gUANwHoUtUH1BuvBdWwA3zG2siyFqEd7o/QoR06DAM92ondYV01EyKyAcDNAF4K9yjyowC0JbOPAvCqVazzowCKAIYAnA7g4yJyTI3yr8e9zwRJhdiro9KADu3QoR06DAM92ondYb23OT4E4LcADgfwNABSNu+HAB5fz0JEpAPAcwC8XVXnVPUHAK4EcEaV8ocDeAGA99UZZxBGR0fTXF2U0KEdOrRDh2GgRzuxO6z3NscTAbxAVe8Wkcr+LSMA7lfnch4C4B5Vvb1s2k3J8n38B4C34N5ngqRCZ2dnmquLEjq0Q4d26DAM9Ggndoer6c2xXGV6P+r/se8EUNk/ZhpAV2VBETkFQIuqfllETqq10F27dmHLli1Yt24dlpeXceqpp+Kcc87ByMgIOjo60NLSgpmZGQwODmJychKqisHBQYyOju7dwXNzcxgaGsLY2BgWFhbQ3t6OsbExdHd3Y3l5GfPz8xgeHsbIyAhaW1vR09OD8fFx9PT0oFgsYmFhYe/8QqGArq4ulJ7UPjo6isXFxb3z29ra0N7ejqmpKfT392N2dhbFYnHv/Pb2dhQKBUxPT2NgYADT09NYWlraO38t2yQi6OvrM2/TxMQEent7sbCwUHObpqamMDc3F9U2pb2fAHefNaZtSns/jY2NYXl5OaptymI/jY2NYc+ePVFtU9r7ad26ddi5c2ewbWo2pJ5GISLyHQC7VHVzUjOxBOAEVd0mIp8D0KuqT69jOY8E8ENVPahs2msBnKSqzyyb1gHg5wCepqp3JMnE56o1wLz++ut1w4YNK25HvezYsQPr1wfgeh8AACAASURBVK83L6evzyUT+2MDzFAO92fo0A4dhoEe7YR2uG3bths3btx4QrAFGqm3ZuI9AK4RkasAfB6AAvhLEfkHAM8D8Fd1Lud2AOtE5EhVvSOZdiyAWyvKHQngMADfFxEAKADoEZERAI9T1TvrXN+aGBoaauTi9wvo0A4d2qHDMNCjndgd1tUAU1W/CZc0HAvgYrgGmB8G8HQAz1PVH9a5nHkAVwB4p4h0iMgTADwbwEUVRW8B8EAAxyWvFwMYTf7/fT3rslCqYiZrhw7t0KEdOgwDPdqJ3WHdbSZU9QoR+TKAYwAcAmACwM2q+qdVrvNlAC4AsCtZxktV9VYRORHA11W1U1XvgWvYCQAQkUkAf1LVVB67ltSGEAN0aIcO7dBhGOjRTuwOVzWctroGFrdYVqiqkwBO9kz/PlwDTd9nrgOQyoBVAJqycUveoEM7dGiHDsNAj3Zid1hXMiEiz1upjKp+0R5OczA2NsbGRkbo0A4d2qHDMNCjndgd1lsz8YUq08u7gkSTTHR3d2cdQu6hQzt0aIcOw0CPdmJ3WG8ycbRnWj+AZwB4LoAXBouoCVherjakBqkXOrRDh3boMAz0aCd2h/X25tjuef1IVd8C4FK4Z3ZEw/z8fNYh5B46tEOHdugwDPRoJ3aHIR5B/h0AzwqwnKZheHg46xByDx3aoUM7dBgGerQTu8MQycQJcE8SjYaRkdX1QN28uRN9fb37vPZnVuuQ7Asd2qHDMNCjndgd1tub4w2eyQUADwNwCoBPhgwqa1pbW1dVfuvW6uU3bVqyhpNLVuuQ7Asd2qHDMNCjndgd1tsA8/2eacsA/gDgIwDOCxZRE9DT07Omz+2Pz+CoxlodknuhQzt0GAZ6tBO7w3qTiXbPtKU1jH6ZC8bHx9HR0ZF1GLmGDu3QoR06DAM92ond4YptJkSkAOBcAA9T1T1lrygTCSD+DDIN6NAOHdqhwzDQo53YHa6YTKhqEcArAcSbUlVQLBazDiH30KEdOrRDh2GgRzuxO6y3N8dNAB7ayECaiYWFhaxDyD10aIcO7dBhGOjRTuwO600m3gDgjSLypEYG0yzE3h84DejQDh3aocMw0KOd2B3Wm0xcAOBgANeKyKyI3CEit5e9tjcwxtSJvT9wGtChHTq0Q4dhoEc7sTustzfHjbjvQ72iplAoZB1C7qFDO3Rohw7DQI92YndYVzKhqn/b6ECaia6urqxDyD10aIcO7dBhGOjRTuwOq97mEJHfiMixaQbTLExMTGQdQu6hQzt0aIcOw0CPdmJ3WKvNxGEADkwpjqait3f/fq5GCOjQDh3aocMw0KOd2B2GeNBXdMTehScN6NAOHdqhwzDQo53YHa6UTOw3jS7LWVxczDqE3EOHdujQDh2GgR7txO5wpQaY54nIeB3LUVV9YYiAmoHY+wOnAR3aoUM7dBgGerQTu8OVkonjAOypYzlR1WCMjIxg/fr1WYeRa+jQDh3aocMw0KOd2B2ulEycrKo/SSWSJqKtrS3rEHIPHdqhQzt0GAZ6tBO7QzbA9NDe7nviOlkNdGiHDu3QYRjo0U7sDplMeJiamso6hNxDh3bo0A4dhoEe7cTukMmEh/7+/qxDyD10aIcO7dBhGOjRTuwOqyYTqnrA/theAgBmZ2ezDiH30KEdOrRDh2GgRzuxO2TNhIdisZh1CLmHDu3QoR06DAM92ondIZMJD7H3B04DOrRDh3boMAz0aCd2h0wmPMT+3Pk0oEM7dGiHDsNAj3Zid8hkwkPsXXjSgA7t0KEdOgwDPdqJ3SGTCQ+FQiHrEHIPHdqhQzt0GAZ6tBO7QyYTHqanp7MOIffQoR06tEOHYaBHO7E7ZDLhYWBgIOsQcg8d2qFDO3QYBnq0E7tDJhMeYs8g04AO7dChHToMAz3aid0hkwkPS0tLWYeQe+jQDh3aocMw0KOd2B0ymfAQe3/gNKBDO3Rohw7DQI92YnfIZMJD7P2B04AO7dChHToMAz3aid0hkwkPHR0dWYeQe+jQDh3aocMw0KOd2B0ymfDQ0tKSdQi5hw7t0KEdOgwDPdqJ3SGTCQ8zMzNZh5B76NAOHdqhwzDQo53YHTKZ8DA4OJh1CLmHDu3QoR06DAM92ondIZMJD5OTk1mHkHvo0A4d2qHDMNCjndgdMpnwoKorltm8uRN9fb3o6+tNIaL8UY9DUhs6tEOHYaBHO7E7ZDLhoZ7qqK1bW+/zftOmuAckWS2xV+mlAR3aocMw0KOd2B0ymfAwOjpad9nJySlMTk7h0kvnGhhR/liNQ+KHDu3QYRjo0U7sDplMeOjs7Mw6hNxDh3bo0A4dhoEe7cTukMkEIYQQQkwwmfAwN8dbFlbo0A4d2qHDMNCjndgdMpnwMDQ0lHUIuYcO7dChHToMAz3aid0hkwkPY2NjWYeQe+jQDh3aocMw0KOd2B0ymfAgIlmHkHvo0A4d2qHDMNCjndgdMpnw0NfXl3UIuYcO7dChHToMAz3aid0hkwkPsVdHpQEd2qFDO3QYBnq0E7tDJhMeuru7sw4h99ChHTq0Q4dhoEc7sTtkMuFheXk56xByDx3aoUM7dBgGerQTu0MmEx7m5+ezDiH30KEdOrRDh2GgRzuxO2Qy4WF4eDjrEHIPHdqhQzt0GAZ6tBO7QyYTHkZGRrIOIffQoR06tEOHYaBHO7E7ZDLhobW1deVCpCZ0aIcO7dBhGOjRTuwOmUx46OnpyTqE3EOHdujQDh2GgR7txO6QyYSH8fHxrEPIPXRohw7t0GEY6NFO7A6ZTHiIPYNMAzq0Q4d26DAM9GgndodMJjwUi8WsQ8g9dGiHDu3QYRjo0U7sDplMeFhYWMg6hNxDh3bo0A4dhoEe7cTucF3WATQjpf7Amzd3YuvWuFvgNorY+1SnAR3aocMw0KOd2B2yZsJDqT/wSonEpk1LaYSTS2LvU50GdGiHDsNAj3Zid8iaCQ+FQuE+7ycnpzKKJL9UOiSrhw7t0GEY6NFO7A5ZM+Ghq6sr6xByDx3aoUM7dBgGerQTu0MmEx4mJiayDiH30KEdOrRDh2GgRzuxO2Qy4aG3tzfrEHIPHdqhQzt0GAZ6tBO7w9STCRHpE5Evi8i8iOwQkedXKfd6EblFRGZF5Lci8vq0Yoy9C08a0KEdOrRDh2GgRzuxO8yiAeZHARQBDAE4DsDVInKTqt5aUU4AnAngFwCOAPANEfm9qn6h0QEuLi42ehXRQ4d26NAOHYaBHu3E7jDVmgkR6QDwHABvV9U5Vf0BgCsBnFFZVlU/qKrbVPUeVd0O4KsAnpBGnLH3B04DOrRDh3boMAz0aCd2h2nXTDwEwD2qenvZtJsAPLHWh0REAJwI4L9883ft2oUtW7Zg3bp1WF5exqmnnopzzjkHIyMj6OjoQEtLC2ZmZjA4OIjJyUmoKgYHBzE6OorOzk4AwNzcHIaGhjA2Noa7774bRxxxBAB3j2t8fBzz8/MYHh7GyMgIWltb0dPTg/HxcfT09KBYLGJhYWHv/EKhgK6uLkxMTKC3txcLCwtYXFzcO7+trQ3t7e2YmppCf38/ZmdnUSwW985vb29HoVDA9PQ0BgYGMD09jaWlpb3z17JNIoK+vj6MjY2hu7sby8vLDd2mHTt2oLOzM6ptSns/LSwsYGBgIKptSns/bd++HcPDw1FtUxb7afv27RgYGIhqm9LeT8ViER0dHcG2qdkQVU1vZSInAviSqg6XTXsJgNNV9aQanzsPwMkAHqOqeyrnX3/99bphw4ZgcY6OjmJoaAh9fS6Z4DgTq6fkkKwdOrRDh2GgRzuhHW7btu3GjRs3nhBsgUbSrpmYA9BdMa0bwGy1D4jIy+HaTpzoSyQaQXt7exqriRo6tEOHdugwDPRoJ3aHaffmuB3AOhE5smzasQAqG18CAETkbABvArBRVe9KIT4AwNQUayKs0KEdOrRDh2GgRzuxO0w1mVDVeQBXAHiniHSIyBMAPBvARZVlReR0AO8FsElVf5NmnP39/WmuLkro0A4d2qHDMNCjndgdZjFo1csAtAPYBeASAC9V1VtF5EQRmSsr924A/QB+KiJzyesTaQQ4O1v1rgupEzq0Q4d26DAM9GgndoepjzOhqpNwjSkrp38fQGfZ+8PTjKucYrGY1aqjgQ7t0KEdOgwDPdqJ3SGH0/YQe3/gNKBDO3Rohw7DQI92YnfIZMJD7M+dTwM6tEOHdugwDPRoJ3aHTCY8xN6FJw3o0A4d2qHDMNCjndgdMpnwUCgUsg4h99ChHTq0Q4dhoEc7sTtkMuFheno66xByDx3aoUM7dBgGerQTu0MmEx4GBgayDiH30KEdOrRDh2GgRzuxO2Qy4SH2DDIN6NAOHdqhwzDQo53YHTKZ8LC0tJR1CLmHDu3QoR06DAM92ondIZMJD7H3B04DOrRDh3boMAz0aCd2h0wmPMTeHzgN6NAOHdqhwzDQo53YHTKZ8NDR0ZF1CLmHDu3QoR06DAM92ondIZMJDy0tLVmHkHvo0A4d2qHDMNCjndgdMpnwMDMzk3UIuYcO7dChHToMAz3aid0hkwkPg4ODWYeQe+jQDh3aocMw0KOd2B0ymfAwOTmZdQi5hw7t0KEdOgwDPdqJ3SGTCQ+qmnUIuYcO7dChHToMAz3aid0hkwkPsVdHpQEd2qFDO3QYBnq0E7tDJhMeRkdHsw4h99ChHTq0Q4dhoEc7sTtkMuGhs7Mz6xByDx3aoUM7dBgGerQTu0MmE4QQQggxwWTCw9zcXNYh5B46tEOHdugwDPRoJ3aHTCY8DA0NZR1C7qFDO3Rohw7DQI92YnfIZMLD2NhY1iHkHjq0Q4d26DAM9GgndodMJjyISNYh5B46tEOHdugwDPRoJ3aHTCY89PX1ZR1C7qFDO3Rohw7DQI92YnfIZMJD7NVRaUCHdujQDh2GgR7txO6QyYSH7u7urEPIPXRohw7t0GEY6NFO7A6ZTHhYXl7OOoTcQ4d26NAOHYaBHu3E7pDJhIf5+fmsQ8g9dGiHDu3QYRjo0U7sDplMeBgeHs46hNxDh3bo0A4dhoEe7cTukMmEh5GRkaxDyD10aIcO7dBhGOjRTuwOmUx4aG1tzTqE3EOHdujQDh2GgR7txO6QyYSHnp6erEPIPXRohw7t0GEY6NFO7A6ZTHgYHx/POoTcQ4d26NAOHYaBHu3E7pDJhIfYM8g0oEM7dGiHDsNAj3Zid8hkwkOxWMw6hNxDh3bo0A4dhoEe7cTukMmEh4WFhaxDyD10aIcO7dBhGOjRTuwOmUx4iL0/cBrQoR06tEOHYaBHO7E7ZDLhIfb+wGlAh3bo0A4dhoEe7cTukMmEh0KhkHUIuYcO7dChHToMAz3aid0hkwkPXV1dWYeQe+jQDh3aocMw0KOd2B0ymfAwMTGRdQi5hw7t0KEdOgwDPdqJ3SGTCQ+9vb1Zh5B76NAOHdqhwzDQo53YHTKZ8BB7F540oEM7dGiHDsNAj3Zid8hkwsPi4mLWIeQeOrRDh3boMAz0aCd2h0wmPMTeHzgN6NAOHdqhwzDQo53YHTKZ8BB7f+A0oEM7dGiHDsNAj3Zid/j/27v/KLnK+o7j7083hF032cgmISlgQBuVAodQWymItNCIUm3FwOmBgvw4BPEosSgcLFX8hZEWBStFBWoVTKD44zRQkIIgtQgVf1AUGlQQJRQSN7922WTXzW6y59s/nmfD5DK72clz587M3e/rnHt2597n3vnOZ2Z3nnnuvXO9M1FFe3t7o0toeZ5hOs8wnWeYD88xXdkz9M5EFR0dHY0uoeV5huk8w3SeYT48x3Rlz9A7E1X09fU1uoSW5xmm8wzTeYb58BzTlT1D70xUMXv27EaX0PI8w3SeYTrPMB+eY7qyZ+idiSq2bt3a6BJanmeYzjNM5xnmw3NMV/YMvTNRxcjISKNLaHmeYTrPMJ1nmA/PMV3ZM/TORBVlPx+4CJ5hOs8wnWeYD88xXdkz9M5EFWU/H7gInmE6zzCdZ5gPzzFd2TP0zkQVZT+FpwieYTrPMJ1nmA/PMV3ZM/TORBXTp09vdAktzzNM5xmm8wzz4TmmK3uG3pmoor+/v9EltDzPMJ1nmM4zzIfnmK7sGXpnooo5c+Y0uoSW5xmm8wzTeYb58BzTlT1D70xUUfYeZBE8w3SeYTrPMB+eY7qyZ+idiSq2b9/e6BJanmeYzjNM5xnmw3NMV/YMpzW6gGZz6qkzuO++IxpdRssr+znVRfAM03mG+fAc05U9Qx+ZyLjvvr12uX3CCeXuTdZL2c+pLoJnmM4zzIfnmK7sGfrIxDh6e8t9hbd66+zsbHQJLc8zTOcZ5sNzTFf2DH1kwtVFW1tbo0toeZ5hOs8wH55jurJn6J0JVxdbtmxpdAktzzNM5xnmw3NMV/YMvTPh6mLu3LmNLqHleYbpPMN8eI7pyp6hdyZcXfT29ja6hJbnGabzDPPhOaYre4bemXB1YWaNLqHleYbpPMN8eI7pyp6hn82R0dvbx7Zt24D2RpfS0so+pFcEzzCdZ5gPzzFd2TMsfGRCUrek2yQNSnpW0unjtJOkKyVtjtOVklREjevXry/ibkrNM0znGabzDPPhOaYre4aNGJn4AjACzAOOAO6S9JiZPZFpdz7wDmARYMB9wDPA9fUucMaMGfW+i9LzDNN5huk8w3x4junKnmGhIxOSOoFTgI+Y2YCZPQTcAZxZpfnZwNVm9ryZrQWuBs4prFjnnHPOTUrRIxOvAXaY2VMV8x4D/rRK20Pjssp2h1bb6IYNG1i6dCnTpk1jdHSUk08+mQsuuICenh46Oztpa2tjy5YtzJ07l97eXsyMuXPnsn79+p29xYGBAebNm8fGjRt54YUX6OjoYOPGjXR1dTE6Osrg4CDz58+np6eHvfbai1mzZrFp0yZmzZrFyMgIQ0NDO5dPnz6dmTNnsnnzZvbZZx+GhobYtm3bzuXt7e10dHTQ19fH7Nmz2bp1KyMjIzuXd3R0MH36dPr7+5kzZw79/f1s37595/I9eUyS6O7uLuwx9fT0MDAwUKrHVPTzNDQ0hJmV6jEV/TytXbuW0dHRUj2mRjxPa9euZXh4uFSPqejnaWRkhOHh4dweU7NRkUeYSjoW+KaZza+Y9y7gDDM7LtN2FDjUzH4Rb78aeAr4HcsU/fDDD9vBBx+cW53btm2jvd0PwEzhGabzDNN5hvnwHNPlneGjjz76P4sXL/6j3DaYqOgDMAeArsy8LmDrJNp2AQPZjkQ9bNy4sd53UXqeYTrPMJ1nmA/PMV3ZMyy6M/EUMC2OMoxZBGQPviTOWzSJdrkr6KSRUvMM03mG6TzDfHiO6cqeYaGdCTMbBFYBl0vqlHQMcBKwskrzFcBFkvaXtB9wMXBTEXU24/6oVuMZpvMM03mG+fAc05U9w0Z8A+Z7gQ5gA3Ar8B4ze0LSsZIGKtrdANwJ/C+wGrgrzqu7sg9HFcEzTOcZpvMM8+E5pit7hoV/z4SZ9RK+PyI7/0FgRsVtAz4Yp0J1dWUP63C18gzTeYbpPMN8eI7pyp6hX5ujitHR0UaX0PI8w3SeYTrPMB+eY7qyZ+idiSoGBwcbXULL8wzTeYbpPMN8eI7pyp6hdyaqmD9//u4buQl5huk8w3SeYT48x3Rlz9A7E1X09PQ0uoSW5xmm8wzTeYb58BzTlT1D70xUcfvttze6hJbnGabzDNN5hvnwHNOVPUPvTFSxatWqRpfQ8jzDdJ5hOs8wH55jurJn6J2JKnbs2NHoElqeZ5jOM0znGebDc0xX9gwLvdBXvdx///0bgWfz2l5vb++c7u7uTXltbyryDNN5huk8w3x4junqkOGBixcvnpvj9pKUojPhnHPOucbx3RzOOeecS+KdCeecc84l8c6Ec84555J4Z8I555xzSaZkZ0JSt6TbJA1KelbS6eO0k6QrJW2O05WSVHS9zaiGDC+RtFrSVknPSLqk6Fqb2WRzrGg/XdLPJT1fVI3NrpYMJb1O0vckDUhaL+nCImttVjX8Pe8t6fqYXa+kOyXtX3S9zUjSMkmPSBqWdNNu2n5AUo+kLZK+ImnvgsqsmynZmQC+AIwA84AzgOskHVql3fmEy6UvAg4H/hJ4d1FFNrnJZijgLGAf4ERgmaTTCquy+U02xzGXABuLKKyFTCpDSXOAe4AbgNnAQuDeAutsZpN9HV4IHE34f7gf0AdcW1SRTW4dsBz4ykSNJL0FuBRYDBwIvAr4RN2rq7Mpd2qopE7CH8BhZvZUnLcSWGtml2bafh+4ycz+Od5eCrzLzI4quOymUkuGVdb9J8Lr7n31r7S51ZqjpFcC/wFcBHzJzA4ost5mVOPf8xXAK8zszOIrbV41ZngdsNXMPhhvvw34rJm9tuCym5ak5cABZnbOOMv/FVhjZh+KtxcDt5hZS18JbCqOTLwG2DH2RxM9BlTrhR8al+2u3VRTS4Y7xV1ExwJP1LG2VlJrjtcCHwKG6l1YC6klw6OAXknfl7QhDtEvKKTK5lZLhl8GjpG0n6SXEUYx7i6gxjKp9r4yT9LsBtWTi6nYmZgBbMnM6wdmjtO2P9Nuhh83UVOGlT5OeM3dWIeaWtGkc5S0BGgzs9uKKKyF1PJaPAA4mzBUvwB4Bri1rtW1hloy/CXwHLA2rvP7wOV1ra58qr2vwO7/fza1qdiZGAC6MvO6gK2TaNsFDNhU2zf0UrVkCISDkwjHTrzNzIbrWFsrmVSOcRj608DfFFRXK6nltTgE3GZmPzazbYT91G+QNKvONTa7WjL8ArA34ZiTTmAVPjJRq2rvKzDB/89WMBU7E08B0yS9umLeIqoPvT8Rl+2u3VRTS4ZIOpd4wJGZ+VkIL5psjq8GDgIelNRD+Af+u/Fo8IMKqLOZ1fJafByo/CAw1T8UjKklwyMIx5H1xg8F1wJHxoNb3eRUe19Zb2abG1RPLqZcZ8LMBgn/jC+X1CnpGOAkYGWV5iuAiyTtL2k/4GLgpsKKbVK1ZCjpDOAK4AQz+3WxlTa3GnJcDbyC8I/8COA8YH38/bniKm4+Nf493wgskXSEpL2AjwAPmVl/lbZTRo0Z/hg4S9KsmOF7gXVmNuUvAiZpmqR2oA1ok9QuaVqVpiuApZIOkfRy4DLK8L5iZlNuArqB24FB4P+A0+P8Ywm7McbaiTC83BunTxPPgJnqUw0ZPgNsJwztjU3XN7r+Zpkmm2NmneOA5xtde7NMtWQIvIewv78PuJNwdkfDH0Ojpxr+nmcDtwAbgBeAh4AjG11/M0yEY8IsM32ccHzOALCgou1FhA8EWwid3L0bXX/qNOVODXXOOedcvqbcbg7nnHPO5cs7E84555xL4p0J55xzziXxzoRzzjnnknhnwjnnnHNJvDPhnHPOuSTemXAuQ9I5kmyc6U01buu8uF4hV/iUtDxTb5+kH9bjsu/xS3pM0mUV806W9P4qbd8U274x7zomqG9hJotRSb+RtFLS/nu4zddJ+nj8siHnXFTt27mcc8FfAdmv//5ZIwrZA0fHn7OBdwO3SppuZivyugMz2yHpaHb9Fs6TgTcCn8s0/1GsqRFfR78cuItwTYmjgY8CB0s62sx21Lit1wEfI3xj4Qt5FulcK/POhHPj+6mZPd3oIvaEmf1g7HdJ9wJPAu8nfJVvXe5nN+22AJNqWwe/qqjzAUl7E76Z8AjgkQbV5Fyp+G4O5/aApA5J10h6QtJgHD6/Q9JrJ7HumZJ+Gtfrl/S4pPMybY6X9J+SBuJ0t6RD9qRWM9sO/BRYWLH9WZK+GOsekfSkpAszNXRJ+ryk5yQNS1ov6T5Jr4nLd9nNIelm4AzgwIpdC0/HZbvs5pB0g6R1ktoy99keM7m6Yt6+Fe1HJP1c0tI9ySJ6NP5ckLnv5ZJ+ImmLpE2S7pd0ZMXy84AvxZvPVDzGAyry+HDMcljSWkmfiZ0X50rNRyacG19b5kI9Zmaj8feOOF0O9BB2J1wAPCzpYDPbUG2Dko4DvkrYDXAx4aJAhwD7VLQ5iXDhpX8HTid0+i8lXDX0cDNbuweP5ZXEYfn4Bn43cDjhYldPAG8HPidptpl9NK5zDXAi8GHg6fgYjwXGu2T3x4A5hKsgLonzto3TdiVwPrAYuLdi/kmESzKviLW+HPhvYC/C7ok1wFuBL8XdNtdN6tHv6qD481eZ+fsBVxN2bc0AziZk/gdm9jPC8/Eq4O8Iu3N+E9cbe65vBf4c+AfCKMyhhNfHAuDUPajTudbR6IuD+ORTs03AObz0gj1GuMLkeOu0AZ3Ab4H3Vcw/L657QLx9KbBhgu2I8Ib57cz8lxMuNnfVbmpfHu9vWpzmAZ+M866Kbd4Rb78zs+5NhDf/7nj7F8CnJ7ivaXE7l1XMuxlYU6Xtm2LbN1Y8zl8DKzPtvgU8XnH7E8AQ8HuZdjcSLpTUNkF9C+N9nhtr7SR0XtYBX9tNjm2EDsyvgKurPJ8HZdofH+efnpl/dpx/WKNf1z75VM/Jd3M4N74lwOsrpl2G1iWdJulHkvqBHYQrA3YAE+3q+DEwV9IKSW+TlP2UfzBwIHBLHDafFkdHBoAfAn8yydq3x6kHuAT4LGGEgbiNHcDXMuvcTDhI8Y8ral0q6VJJfygpt/8XZmaE0Yklkjoh7M4A3sKul74+Efg+8Gwmj28D+zJx1mO+zItXrv0OYeTh7GwjSW+W9F+SNhPyGSGMREzmPk4kdMRuy9Q5Nuoy2efNuZbknQnnxrfazB6pmJ4cWyBpCWFYezXw14Q34NcTRg/ax9ugmd1PGPI+iHDJ502S7pV0WGyyb/z5VV7sEIxNJxJ2NUzGWAdoITDTzC42s+G4rBvYZC89k6GnYjnAewnHCLyLcKDiBklXS+qYZA27czNhtODkePs0wv+kWyra7Av8GS/N4ta4fDJ5fIKQxXHAdfH3aysbxGMj7gL6CSMZR8V2q5ng+czU2U4Ymaqsc10NdTrXsvyYCef2zGnA3FKUdgAAAxJJREFUL8zs3LEZktoJuyMmZGbfAL4haQbhjfJK4G5JC4DNsdkHge9WWX24yrxq9zHRWQq9wBxJ0zIdivkVyzGzrYTdMpdKOohwquzfEz6Bf5hEZvZLST8A3kkYjXgncL+Zratotplw6ulF42zmyXHmV1pTkccDkrqA8yRdb2ZjB2OeQnhcp1RmIqmbsDtldzYDg4QOSzXrxpnvXCl4Z8K5PfMywlB4pbOoYbTPzAaAOyQtJBz4tw/heyyeAw4xs8/kVGvWA8AHCG+gX6+YfwbhDfUlp3Ca2RrgM5LOBA7LLq8wTNjVM1krgGslHU8YCTgrs/wewvdkrDGzTTVsdyJ/S3jsHyMc8AkvPp821kjSmwkHZf68Yt2xzlz2Md5DOKC208weyKlO51qGdyac2zP3AJ+XdBXhzIjXA8uALROtJOlThCHv7xLOBlgQ13vEzHpjm2XAqjjS8U3Cp975wBuAX5vZNYm1fwt4mHBGxHzCm+VfEA48/aSZ9cU6fkg4q2Q14VP38YQzFG6YYNs/A86VdD7wE2DIzFZP0P7rhDNbVsb7WJVZfhVhRORBSf8IPAXMJBxb8gYzW0KNzGytpOuBCyUtMrPHCM/nMuBGSV+N27+Ml44ojH1p2bJ4Kux24DEz+46kbxKOmfgs4Uu6IOzOeitwsZllzx5xrjwafQSoTz4128SLZ3MsnKBNG3AF4c3mt4TOwSLCwX3/UtEuezbH2wkH5f2G8Cn3OcJxCfMz2z+GsA+/jzBa8AzhOIGjdlP7cuLxjbtpNwv4YqxjhLC74MJMm6sIHYJ+wsGLjwPLKpZXO5tjJqGD0BeXPR3n73I2R+Z+bovLVoxTazfhNNU1sdYNwPeoOGtmnPXGzuY4p8qyfeNj+reKee+P9zFE6AwcDzwEfCez7uXxeR/NPLdthBGfx+Nz9gLh+z2uBLoa/br2yad6TjLbOarnnHPOOVczP5vDOeecc0m8M+Gcc865JN6ZcM4551wS70w455xzLol3JpxzzjmXxDsTzjnnnEvinQnnnHPOJfHOhHPOOeeS/D9SGTEKxonl+gAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"calc_roc(blr_probs, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "wpqD8WaQIIbA"
},
"source": [
"## Comparison to Standard Machine Learning Models\n",
"\n",
"The best method for comparing classifiers is by graphing the ROC on top of each other. Here we will graph the four ROC curves corresponding to the four models."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:18.373367Z",
"start_time": "2019-02-11T13:20:18.138334Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 520
},
"colab_type": "code",
"executionInfo": {
"elapsed": 567,
"status": "ok",
"timestamp": 1525025234096,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "sWz2aCXIIVxq",
"outputId": "73ff7e55-07f6-4eae-8272-01f0cb4bdc2f"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"labels = ['Logistic Regression CV', 'Random Forest', 'Support Vector Machine',\n",
" 'Bayesian LR']\n",
"\n",
"plt.figure(figsize = (8, 8))\n",
"\n",
"for i, probs in enumerate([lr_pred_proba, rf_pred_proba, svc_pred_proba, blr_probs]):\n",
" fpr, tpr, thresholds = roc_curve(y_test, probs)\n",
" auc = roc_auc_score(y_test, probs)\n",
" plt.plot(fpr, tpr, label = '%s, AUC = %0.4f' % (labels[i], auc))\n",
" \n",
"plt.xlabel('False Positive Rate', size = 16)\n",
"plt.ylabel('True Positive Rate', size = 16)\n",
"plt.legend(prop={'size': 16})\n",
"plt.title('ROC for Models')\n",
"plt.show();"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "9a-HZJoYJjjK"
},
"source": [
"Based on these results, the Bayesian Model performs slightly worse than the others (although the exact numbers change every run, this is the most common trend I observed). The Random Forest model is the clear winner, with the other models relatively similar. When evaluating these models, we would want to take into account the relative value of false positives and false negatives. For example, in this problem, although I do not have any medical expertise, I would think it is more important to limit the number of false negatives than the number of false positives. In other words, falsely diagnosing someone with diabetes when they do not have diabetes is probably less harmful than not diagnosing someone with diabetes when they have the disease. We could fine tune the model to decrease the number of false negatives by setting the threshold very low (the upper right corner of the graph). This would increase the number of true positives and decrease the number of false negatives. THe tradeoff is an increase in the number of false positives, and this would have to be a decision made by medical experts. \n",
"\n",
"Overall, the Bayesian Model performs satisfactorily in comparison with other machine learning methods including standard logistic regression. It clearly outperforms a naive baseline and could be tuned to limit the number of false positives / false negatives. Moreover, the real benefit of the Bayesian Logistic Regression model is in its interpretability. We can see the effects of changing a single variable and use these results to make lifestyle recommendations to a patient. Let's now look at another advantage of Bayesian modeling: the demonstration of our uncertainty. We will again make predictions on the test set, but this time, instead of limiting ourselves to a single point estimate, we will show the entire range of predictions for each patient."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "Ty16sLenODuQ"
},
"source": [
"# Model Predictions"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "TMB1710lODv0"
},
"source": [
"## Calculate Predictions"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:18.399164Z",
"start_time": "2019-02-11T13:20:18.374681Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "vyMsiGFYODv0"
},
"outputs": [],
"source": [
"# Make n_samples predictions for each data point based on a trace\n",
"def get_prediction_range(trace, data_point, n_samples=1000):\n",
" \n",
" var_dict = {}\n",
" \n",
" # Get a range of values for the model parameters\n",
" for var in trace.varnames:\n",
" var_dict[var]= trace[var][-n_samples:]\n",
" \n",
" var_list = list(var_dict.keys())\n",
" \n",
" # Need to add the intercept to the data\n",
" data_point['Intercept'] = 1\n",
" data_point = data_point[var_list]\n",
" \n",
" # Calculate the log odds with the parameters\n",
" logits = np.dot(data_point.values, np.array(list(var_dict.values())))\n",
" \n",
" # Convert to probabilities\n",
" probs = 1 / (1 + np.exp(-logits))\n",
" \n",
" return(probs)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "JfWoItqiODv6"
},
"source": [
"## Examine Specific Patient Predictions\n",
"\n",
"Here we make predictions for a patient, showing a range of predictions. We do this by using 1000 samples of the model parameters from the posterior distribution instead of a single value. The result is a distribution of predictions which we can compare to the true value. \n",
"\n",
"To try and gain understanding into the prediction of the model, we can also plot the patient's medical information on top of the entire range of values seen in the test distribution. This lets us see where the patient falls in relation to other patients. Potentially this may allow us to see the mapping between the features of a patient and the model's predicted outcome. We can also focus on the predictions the model makes incorrectly to see what types of mistakes the model makes."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:18.431901Z",
"start_time": "2019-02-11T13:20:18.400614Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "DzIbCWWtODv6"
},
"outputs": [],
"source": [
"# Make predictions for one observation given a model trace\n",
"def investigate_obs(trace, obs, true_label, examine_pred = True):\n",
"\n",
" # Range of predictions\n",
" probs = get_prediction_range(trace, data_point = obs, n_samples=1000)\n",
" \n",
" figsize(6, 6)\n",
" \n",
" # Print the information about the prediction\n",
" print('\\n\\nMedian estimated probability: {:0.2f}'.format(np.percentile(probs, 50)))\n",
" print('5% estimated probability: {:0.2f}'.format(np.percentile(probs, 5)))\n",
" print('95% estimated probability: {:0.2f}\\n\\n'.format(np.percentile(probs, 95)))\n",
" \n",
" # Density Plot of the Probabilities\n",
" kde2 = sns.kdeplot(probs, label = 'pdf')\n",
" \n",
" # Vertical lines at ranges of the credible interval\n",
" plt.vlines([np.percentile(probs, 5), np.percentile(probs, 95)], \n",
" ymin = 0, ymax = kde2.get_ybound()[1], colors = ['red'], linestyles = '--',\n",
" label = '5% and 95% CI');\n",
" # Plot labels\n",
" plt.xlabel('P(Diabetes)', size = 18); plt.ylabel('Density', size =18);\n",
" \n",
" plt.title('True Class: %s' % ('Diabetes' if true_label == 1 else 'No Diabetes'), size = 18);\n",
" plt.legend(prop={'size': 12});\n",
" plt.show()\n",
" \n",
" \n",
" print('Observation Data\\n\\n', obs)\n",
" \n",
" figsize(12, 12)\n",
" \n",
" if examine_pred:\n",
" # Plot the range of each variable\n",
" for i, var in enumerate(X_test.columns):\n",
" test_obs_value = obs[var]\n",
"\n",
" ax = plt.subplot(4, 2, i + 1)\n",
"\n",
" # Density plot of the distribution of the variable\n",
" kde = sns.kdeplot(X_test[var], color = 'black')\n",
"\n",
"\n",
" # Plot a vertical line at the test observation value\n",
" plt.vlines(x = test_obs_value, ymin = 0, ymax = kde.get_ybound()[1], colors = ['blue'])\n",
"\n",
" # Addin the value\n",
" ax.annotate('{:0.2f}'.format(test_obs_value), xy = (test_obs_value, 0), xycoords = 'data',\n",
" xytext = (-15, 35), textcoords = 'offset points', rotation = 90,\n",
" va = 'bottom', fontsize = 'large', color = 'blue')\n",
"\n",
" ax.set_xlabel(var)\n",
" ax.set_ylabel('Density')\n",
" ax.legend_.remove()\n",
"\n",
" # Format the plot\n",
" plt.suptitle('Observation Compared to Test Distribution', y = 1.02, size = 20)\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:19.586057Z",
"start_time": "2019-02-11T13:20:18.433326Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 1619
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2241,
"status": "ok",
"timestamp": 1525025236932,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "TJ_-4cKIODv-",
"outputId": "67de8a4b-5a83-4ed9-9a86-b19279553ac7"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Median estimated probability: 0.21\n",
"5% estimated probability: 0.14\n",
"95% estimated probability: 0.30\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Observation Data\n",
"\n",
" Pregnancies 4.000\n",
"Glucose 110.000\n",
"BloodPressure 92.000\n",
"SkinThickness 23.000\n",
"Insulin 30.500\n",
"BMI 37.600\n",
"DiabetesPedigreeFunction 0.191\n",
"Age 30.000\n",
"Intercept 1.000\n",
"Name: 10, dtype: float64\n"
]
},
{
"data": {
"image/png": 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3mKheB0mQ0O+YijhET7M/wa69vTEtoyv8xsP9wvv7Skv20UI+8f4OaDLXDnx+NPd9aSlNXW+NXlce0SyjUH3ZCVVdqaozMME01gIniEiWlxzOdywURmPGMv0ItLjCo6pVqvqRqt6EaXlKYecxW9HWHewaHuT99f/99U0p0KB3gTe+qGeQ/UT6d60dpgunkhiTITscbRJXaXI4QkBVfwTuwnR9el1E9gvMIyJnYEIa1wGjNXhY6mO9sNn+XIUZnzHPN1BfRPqKSLC37L51/uF1fYPz/yJB5rsRkfZeV7+QUNVKTBjd7uyYo+gtVd0QkHWF9/do74HWd9xsTKtcsDe1vm6CwYI2NMZrmKhxvwtyPn8A9gLm+gd8iDD3AV9iHnBnBKsEiUi2F/79OqgfmP13zJigOwLy/h+mha4GeDZKmv25xj/QiFfxuwdzP3jaL98K7+8g/429CtbdYR77Icx53ueF2N4JEckQEf+Kw8eYCudAaThfmO/7EgpNXW8LvWMdHTh/jvd5ACZK2YIQj9kSPsBUxs5vrEVWRA4VkY7e/7uKyL5BsuVgWkqq8R7cve9vJaF9x5pFRNJF5PeYa2c7JrhHbTPb9Pd7keBPsN+zcH4bQuF2v4AjvvF7vu9m/ffAC7CwBhgifvPieS1s0wleMQpH+4uYQDEXS8N51m7CtDT9sxUBMxwORytx3fMcjtCZhHkwGQt8KSLvYiLDpWMicP0K85DyO1Wd18g+3gBeFZFX2THvzMmYysCVfvmOx0yQuAjzwLYBM8B/KOZB5R5fRlV9T0TGY+YaWS4ib2HmW8rGjFU5BvPAd1IY5/w3zDw6U/w+74SqFnrjKc4B/iMiczD99I/HBJv4Dw0jun2HeTN+jojUYIJfKCaK2EqC4I07uAQzj8kH3oDyVZjoYydgxjhcHsY5tghV3SoiJ2HC/Z6Hifb2L0wkN8G00AzBzLFzld+m4zEP3ld5QRDmsWOephzgqlYOiG8pCzHl8wKmq8+JmIrw55j5cXy8gbk2x4rIAZg34Xtiwim/SRgPs6q6zCu7p4ClIvIO5rpO9/Y3ADMupo+XX0VkJGa+m5dFxH+epiGYOWlCuZ7fw4yn+ouIvIyZ+HWzqj7kHesi71gviMg/MaG+98G06JYBFzbyEqRVeMc+y9M3U0TGYebyKsN83w/BeHIApuXj/4CPROQLTHfYtZhuYqd7f+/yKur+532ad85fY1qK56rqJ7SM34rI/t7/7TGtKwMxgTtKgCuCRAMNxu1APy+Ax0+Y38kDMddgEea68OELiHCfiByOuVarVdX/Gg2XrZjf0qXeNaWYYCc9MHPwBbau3oN5EfapmMlr6zDXXzXmGglshfoSE9r/Yu8F0lrvGE/6R7nzR1VLRGQU5sXJIu93bS1mnqbBmN+4q4Jt63A4YoRaEPfcLW5JxAUz3uNv7Lj5l2MeYP5MkHlDvG1G4M07hHn4XISZ02YzZq6c3gH598UEV/g35qFiG6YFYBZm3FCwYxyNeWu5DnNTL8JUWKbRcP6PFZguWS053+We9o1ARiN5dsGEx/0fpqK0GhN1rxMmMpUG2eaXmIe6UkxFsH7eHYLM0xSw3ave+VVjHioeBXYLkvcZGp+fZxBNzBXVhB8pmDDBr2DeRFdhHsaW4U24GWSbDphWmuVeWW7GPKSfEIouzEOrYsYbBdOmwPxGPNgbM4noMk/zWsxEu7lB9rMHpoXMF9BjKXAD5oVbsGNM8i+/Jrw7wNOz0vOhBPPdeRw4Nkj+fpgKUpm3zMV0V2rR8QL2NRYzH9M2b9sVAen7YB5cf8a0iv0MPAfs04rfihWNXX9Bro+JmO9rhXc9/YAJxX4J3txgmMr27ZgWqnXeuazDfI8azKmEaSV+CfNdqaOJOYQCtvPNA+Rb6jDf0+XedX85ZnxasG2DzUV0GiYip2/eqXKvLKYRMG+Xl/9STCWvyttXeRBtnRs5flPzNJVjfqvuwfxubMP8Zt2E37xzAduN8XRXe14/hHkp1GCeJi//0V75bPHz77DGvPHbrj/mhcVG71grMC1aXZsonwYeNHb+bnGLW8JfRDWcMZQOh8PhSCRE5BnMeLS9VHVFfNU4HA6Hw5FYuDFNDofD4XA4HA6Hw9EErtLkcDgcDofD4XA4HE3gKk0Oh8PhcDgcDofD0QRuTJPD4XA4HA6Hw+FwNIFraXI4HA6Hw+FwOByOJnCVJofD4XA4HA6Hw+FoAldpcjgcDofD4XA4HI4mcJUmh8PhcDgcDofD4WgCV2lyOBwOh8PhcDgcjiZwlSaHw+FwOBwOh8PhaAJXaXI4HA6Hw+FwOByOJnCVJofD4XA4HA6Hw+FoAldpcjgcDofD4XA4HI4mcJUmh8PhcDgcDofD4WiCtHgLiCfz58/Xdu3axVuG9dTW1pKWlnyXyhdfpAJwyCF1YW2frL61FudbeCSSb1u3bi0eMmRIl3jrsJVQ7k2JUO62a2zr+lp7L2sJbd3DWGC7Rtv1QWQ0NnV/svvso0y7du3o06dPvGVYz7Zt20jGyuVRR3UEoKRkU1jbJ6tvrcX5Fh6J5NuSJUtWxluDzYRyb0qEcrddY1vX19p7WUto6x7GAts12q4PIqOxqfuT657naJbCwsJ4S0hInG/h4XwLD+dbcpII5W67Rqev9diu0XZ9YL9G2/VB9DW6SpOjWdLT0+MtISFxvoWH8y08nG/JSSKUu+0anb7WY7tG2/WB/Rpt1wfR1+gqTY5mycvLi7eEhMT5Fh7Ot/BwvrUOEckXkVdFpEJEVorIuY3kExG5W0Q2esvdIiJ+6U+IyHcisl1ERgRsO0JE6kSk3G8Z1BrdiVDutmt0+lqP7Rpt1wf2a7RdH0Rfo6s0OZqluLg43hISEudbeDjfwsP51moeBqqBAuA84FER6Rsk3yjgDOAg4EDgdOByv/QvgSuBJY0cZ5GqZvst81sjOhHK3XaNTl/rsV2j7frAfo2264Poa0zqQBCOlhHpmvvGjRtZsmQJmzZtYp999mGfffYhMzMzosewgUR4K2MjzrfwcL6Fj4i0B4YD+6tqObBARF4HLgDGB2S/CLhXVdd4294LXAY8BqCqD3vrq2KhPRHK3XaNyaivtLSUuXPnsn37dvLz8+nRowe/+MUvwt5fMnoYaWzXaLs+iL5GV2lyNEt1dXWr96GqvP7669x1110sX758p7TU1FROPvlkbrrpJvbdd99WH8sWIuFbMuJ8Cw/nW6voDdSq6vd+674EjgmSt6+X5p8vWItUYxwiIsVACfAsMEVVa/0zbNiwgZEjR5KWlkZdXR3Dhg1jzJgxFBYW0r59e1JTU9myZQtdunShsLCQsrIyunTpwvr168nOzgagvLycgoICioqKEBHy8/MpKioiNzeXuro6Kioq6NatG4WFhaSnp5OXl0dxcTF5eXlUV1dTWVlZn56RkUFOTg4bN26kY8eOVFZWUlVVVZ+emZlJVlYWmzZtolOnTpSVlVFdXV2fXlNTA5gH9c6dO1NaWkpNTU19euA5lZSUoKoxOycwUbdCOaesrCwyMjJick7p6emUlpaGXU5gouetX7+e//73vzzyyCMsXLiwwW/G8ccfz/jx48nPzw/5nNatW0ddXZ11156vnNatW1fvo03Xnv85+fTZdO35n1NdXR2lpaVRLafWntP69evJzMxsVTk1hahqCL/1bYtFixapCznePCtXrqRHjx5hb79q1Squu+465s6dC8Auu+zCQQcdRJcuXVi2bBn/+9//2L59OykpKZxzzjncdddd5ObmRkp+2OTnty5Ma2t9S1acb+GRSL4tWbLk8yFDhhwWbx0+RGQA8JKqdvNbdxlwnqoOCshbB/RV1WXe517A90CK+t1QRWQB8FdVfcZv3d6AAisxFa0XgGdVdYr/MUK5NyVCuduusa3rM/eyGq699kbuv/9+VBUR4eijj6ZLly5s3LiRzz77jK1bt5KWlsb48eMZO3ZsTDVGG9v1gf0abdcHkdHY1P3JtTQ5mqVbt27NZ2qEH374gVNPPZUNGzaQm5vLxIkTueCCC3aafKywsJB7772Xv/3tb8ycOZMvvviC559/nj333DMS8uNGa3xLZpxv4eF8axXlQOCbmlygrAV5c4FybcEbSFX90e/j1yLyR+B6YEojmzRLIpS77Rrbvr71wK+5777FpKSkcM011zBq1Kid9vvzzz8zZcoU/v73vzN58mRSU1O55pprYqgxutiuD+zXaLs+iL5GFwjC0Szhxr1fvXo1Z5xxBhs2bGDAgAEsXryYiy++uMFszd26deOee+5h4cKF9OrVi2+//ZbjjjuOzz77LBLy40YizGlgI8638HC+tYrvgTSv1cjHQcDSIHmXemnN5WsJCkizuZogEcrddo1tWV9RURFwLLCY3XffnTfeeIPbbrutwcPlrrvuyvTp03n00UcREW6//XaefPLJmGiMBbbrA/s12q4P3DxNDgvIyMgIeZvi4mLOPPNM1q5dy+GHH87MmTPp2rVrk9v06tWLOXPmMHjwYIqLiznrrLP45ptvwpUdd8LxzeF8CxfnW/ioagXwCvBHEWkvIv2BoZgxR4HMAMaKSHcR2Q0YBzzjSxSRDBHJxFSG0kUkU0RSvLSTRaTA+78PcCvwz9ZoT4Ryt11jW9W3ceNGzjzzTOAboC/vv/8+Rx55ZJPb/Pa3v+XPf/4zANdffz3z58+PqsZYYbs+sF+j7fog+hpdpcnRLDk5OSHlV1XGjh3Ljz/+yIEHHsgLL7xA+/btW7RtXl4eL7zwAqeffjpbtmzhrLPOYvXq1eHIjjuh+uYwON/Cw/nWaq4EsoANwPPAaFVdKiIDRKTcL9/jwBvA18B/gTe9dT7mAJXAUcAT3v8DvbQhwFciUgG8hamo3dUa0YlQ7rZrbIv6qqqqOPvss70Xj32A9+jcuXOLtr344ou5/vrrARg7dixbt26NisZYYrs+sF+j7fog+hpdpcnRLL7oQi3llVdeYfbs2WRnZ/Pss8+GHAIyLS2Nxx9/nP79+/Pzzz/zm9/8hs2bN4e0DxsI1TeHwfkWHs631qGqJap6hqq2V9U9VXWmt/4jVc32y6eqeoOq5nvLDf7jmVR1kKpKwDLfS7tOVQu8Y+ytqrepak1rdCdCuduusa3pU1XGjRvHkiVLvLHB72OmH2s51113HX379mXFihXcfffdEdcYa2zXB/ZrtF0fRF+jqzQ5mqVjx44tzltYWFj/hmry5MnsscceYR0zMzOTv//97/Tt25fly5dz1VVXkWiRHkPxzbED51t4ON+Sk0Qod9s1tjV9Tz75JM8//zxZWVk8++yzwK4hHzM9PZ37778fEeGRRx7hq6++iqjGWGO7PrBfo+36IPoaY1ppEpF8EXlVRCpEZKWInNtIvsEiMk9ESkVkRUBaVxF5XkTWeekLReRXfumDRGS7iJT7LRdF+dTaNM3FrffnhhtuYPPmzQwZMoQLLrigVcfNzc3lueeeIy8vj7feeotHHnmkVfuLNaH45tiB8y08nG/JSSKUu+0a25K+zz77jJtvvhmA6dOnc8ABB4R93H79+nHZZZdRV1fH9ddf3+SLy7bkYbywXaPt+iD6GmPd0vQwUI1pJz4PeFREgk0KWAE8hQnFGkg28BnQD8gH/ga8KSLZfnnWqWq23/K3SJ5EsmEmx2ueTz/9lNmzZ9O+ffv6N1StpUePHjz00EMA3H777QkVUa+lvjl2xvkWHs635CQRyt12jW1FX1lZGVdccQW1tbVcccUVDB8+vNXHvuWWW+jUqROfffYZH374Yas1xgvb9YH9Gm3XB9HXGLNKk4i0B4YDt6pquaouAF4HGjRHqOpiVX0W+DFI2o+qOk1Vf1bVOlV9AsgA9onyKSQtLYl7r6rceeedAFxxxRV07949Ysc/9dRTGT16NLW1tYwaNYry8vLmN7KARJjTwEacb+HhfEtOEqHcbdfYVvTdcsst/PTTT+y///5MnDgxIsfOyclh9OjRANx7772t1hgvbNcH9mu0XR9EX2MsJ7ftDdSq6vd+674EjmnNTkXkYEyl6X9+q7uKyHpgK/AaMMELKbsTGzZsYOTIkaSlpVFXV8ewYcMYM2YMhYWFtG/fntTUVLZs2UKXLl0oKSlBVelIl8jtAAAgAElEQVTSpQvr168nO9s0bJWXl1NQUEBRUREiQn5+PkVFReTm5lJXV0dFRQXdunWjsLCQ9PR08vLyKC4uJi8vj+rqaiorK+vTMzIyyMnJYePGjXTs2JHKykqqqqrq0zMzM8nKymLTpk106tSJsrIyqqur69OzsrLIyMigtLSUzp07U1paSk1NTX16uOdUVVVFenp6k+c0e/ZsFixYQF5eHkOHDmXbtm0RPaeLL76YDz/8kKVLl3LDDTdw3333Rb2coGP9dRJOOa1YsYK99947ZuXUVq692tpaMjIy2tQ5xaKcvvvuOwoKChLinByRo7CwkB49esRbRpPYrrEt6Js9ezbPPfcc7dq14/HHH6ddu3YRO/6ll17K9OnTWbBgAZ988glHHHFEWBrjie36wH6NtuuD6GuUWA2uF5EBwEuq2s1v3WXAeao6qJFtjgP+qqo9G0nPBRYCM1V1ireuG6bb3jKgB6b73reqenng9osWLdI+ffq05rSSgvXr11NQ0HjkHVXl+OOPZ8mSJdx222384Q9/iIqOr7/+miFDhlBbW8sbb7xB//79o3IcH/n5ptJUUrIprO2b880RHOdbeCSSb0uWLPl8yJAhh8Vbh62Ecm9KhHK3XWOi69u4cSNHHnkkxcXFTJkyhcsv3/lxp7X3MoA777yTe++9l+OOO44XX3wxZI3xxnZ9YL9G2/VBZDQ2dX+K5ZimciA3YF0uUBbOzkQkCzNXxie+ChOAqhaq6jequl1VfwJuwHQLdIRJVlZWk+lz5sxhyZIldO3alcsuuyxqOg444ADGjh0LwNVXX01FRYPGQ6tozjdHcJxv4eF8S04Sodxt15jo+m666SaKi4sZMGBA1O7BV1xxBe3bt2fu3Ll8+eWXIWuMN7brA/s12q4Poq8xlpWm74E0Eenlt+4gYGmoOxKRdphud2uABi1IASgutHqr2LSp6bdTjz32GABXXXVViyexDZexY8fSt29ffvrppyb7V9tAc745guN8Cw/nW3KSCOVuu8ZE1vfuu+8ya9YssrKyuP/++0lJic7jTqdOneoj4j799NMhabQB2/WB/Rpt1wfR1xizyoQ3pugV4I8i0l5E+gNDgWcD84pIiohkAunmo2SKSIaXlg7MwsyyfpGqbg/YdrCI9BDDHsCfgH9G9eTaOJ06dWo07dtvv+WDDz6gffv2rQ4x3hIyMjK47777EBEefvhhvvvuu6gfM1ya8s3ROM638HC+JSeJUO62a0xUfVu2bKnvfXHzzTez1157RVXHiBEjAHj55ZcpK9u5k1CiemgTtmu0XR9EX2OsW2CuBLKADcDzwGhVXSoiA0TEPyTaQEyl6C1gT+//OV7aUcBpwAnAZr+5mAZ46YcAH2PCln8MfA1cHd3TatsE/jj689e//hWAs88+2wueEH0OO+wwLrzwQmpqarjhhhusnfS2Kd8cjeN8Cw/nW3KSCOVuu8ZE1Td58mR+/vlnDj30UK644oqo6+jduzdHHnkkFRUVvPLKKy3SaAu26wP7NdquD6KvMaaVJlUtUdUzVLW9qu6pqjO99R+parZfvvmqKgHLIC/tA+/zLgFzMX3kpU9T1e5e+h6qerWq2l/SFtNYtKvNmzfzwgsvACa6Tiy59dZb6dSpEx999BEvv/xyTI/dUlyUsPBwvoWH8y05SYRyt11jIur7/PPPefLJJ0lNTeWBBx4gNTU1JlouuugiAGbMmNGsRpuwXR/Yr9F2fRB9jW6sj6NZGot7/9xzz7F161YGDRpErKMQ5ufn189Dcdttt1k5d1MizGlgI8638HC+JSeJUO62a0w0fbW1tYwbNw5V5corr6Rv374x03L66afToUMHvvjii50CQiSahzZiu0bb9UH0NbpKk6NZCgsLG6zbvn07Tz31FECD8Kax4txzz+XQQw+lsLCQ6dOnx0VDUwTzzdE8zrfwcL4lJ4lQ7rZrTDR9f/nLX/jqq6/YfffdueGGG2KqJSsri7PPPhvYubUp0Ty0Eds12q4Poq/RVZoczRIshOOnn37KihUr2G233TjuuOPioApSUlKYPHkyAA8//DBr1qyJi47GSITwnDbifAsP51tykgjlbrvGRNK3du1apkwxs6xMnTo16hFrg3HhhRcCJiDEtm3bGmi0Edv1gf0abdcHbSvkuCNBycjIaLDu+eefB0wAiFj1pQ7GEUccwdChQ6msrKyvQNlCMN8czeN8Cw/nW3KSCOVuu8ZE0nfTTTdRXl7OaaedxkknnRQXPfvuuy/7778/W7Zs4f3332+g0UZs1wf2a7RdH0Rfo6s0OZqltLR0p8+VlZW89tprAPXN9PFk0qRJZGRk8OKLL/L555/HW049gb45WobzLTycb8lJIpS77RoTRd+7777L7Nmzyc7O5q677oqrpuHDhwPUR9FLFA9txnaNtuuD6Gt0lSZHs3Tu3Hmnz2+99Rbl5eUceuih9O7dO06qdtCjRw9Gjx4NwIQJE6wJQR7om6NlON/Cw/mWnCRCuduuMRH0VVRU1I9fGj9+PLvvvntcNZ155pkAvP3221RUVCSEh7Zju0bb9UH0NbpKk6NZAmvu//jHPwD43e9+Fw85Qbn22mvp3Lkzn376aX0rWLxJhLcyNuJ8Cw/nW3KSCOVuu8ZE0PfnP/+Z1atXc8ABBzBq1Kh4S2LPPffkl7/8JVu3buXdd99NCA9tx3aNtusD19LksICampr6/wsLC5k3bx7p6en1b5psIDc3l5tvvhmA22+/naqqqjgr2tk3R8txvoWH8y05SYRyt12j7fq+/fZbHn74YUSEadOmkZaWFm9JAAwbNgwwXfRs99B2fWC/Rtv1QfQ1ukqTo1n8496/8sorbN++nRNPPJH8/Pw4qmrI+eefz7777suqVat47LHH4i0nIeY0sBHnW3g435KTRCh32zXarG/79u1MnTqV2tpaLrnkEvr16xdvSfUMHTqUlJQU5s6da31kNZvL2IftGm3XB26eJocF+Me9f/3114Edb5hsIi0trT6C3rRp0yguLo6rnkSY08BGnG/h4XxLThKh3G3XaLO+5557js8++4yCggImTJgQbzk70a1bN44++miqq6t54YUX4i2nSWwuYx+2a7RdH7h5mhwW4JsHYt26dSxevJisrKy4zc3UHIMHD+a4446jvLyce+65J65a4jF/RlvA+RYezrfkJBHK3XaNtupbv349kyZNAmDy5Mnk5eXFV1AQfv3rXwPw4YcfxllJ09haxv7YrtF2fRB9ja7S5GgW3zxMs2fPBmDIkCFkZ2fHU1KTTJo0iZSUFJ5++mn+97//xU1HPOevSmScb+HhfEtOEqHcbddoq74bb7yRzZs3M3DgQCt7dwD1c0UtWLCAioqKOKtpHFvL2B/bNdquD6Kv0VWaHM2yZcsWYEfXvKFDh8ZTTrPst99+nHvuudTW1vLHP/4xbjp8vjlCw/kWHs635CQRyt12jTbqe+ONN3j99dfJzs5m/PjxiEi8JQVlt912o1+/fmzbtq1+olsbsbGMA7Fdo+36IPoaXaXJ0SxdunRh/fr1LFq0iHbt2nH88cfHW1Kz3HTTTeyyyy7Mnj2bTz75JC4aunTpEpfjJjrOt/BwviUniVDutmu0Td/mzZvr52SaOHEiBx54YJwVNc1pp50GmDkcbcW2Mg6G7Rpt1wfR1+gqTY5mKSkp4c0330RVOfbYY8nNzY23pGbZddddGTNmDAC33nprXCa8LSkpifkx2wLOt/BwviUniVDutmu0Td+ECRNYv349RxxxBBdffLF1+gI55ZRTAHjnnXesDUttu4dgv0bb9UH0NbpKk6NZVLW+a55v0Gci8Pvf/56uXbvy+eefx2XC23hU1NoCzrfwcL4lJ4lQ7rZrtEnfvHnzmDlzJu3ateOBBx4gJSXFKn3B6NWrF3vvvTelpaUsXLgw3nKCYruHYL9G2/VB9DW6SpOjWdLS0li4cCFpaWn1gz4TAV9fcIA77riDbdu2xfT4idCUbSPOt/BwviUniVDutmu0RV95eTnXXnstYIJA9OrVC7BHX1P4uui9+eabcVYSnETw0HaNtusD1z3PYQGvvfYadXV19O/f38qQp01x/vnn07t3b1asWMFTTz0V02OvX78+psdrKzjfwsP5lpwkQrnbrtEWfXfeeSerVq3iwAMPrO9eDvboa4rDDz8cMOOabGyRSAQPbddouz6IvkZXaXI0y8cffwzAiSeeGGcloZOWlsbtt98OwD333MPmzZtjdmybw7LbjPMtPJxvyUkilLvtGm3Qt3jxYp544glSU1OZPn066enp9Wk26GuOww8/nF133ZWff/6Zr7/+Ot5yGpAIHtqu0XZ9EH2NMa00iUi+iLwqIhUislJEzm0k32ARmScipSKyIkh6Ty99q4gsE5HjAtKvFZFCEdkiIk+JSLsonVKbp6ampn7SukTqmufPCSecwNFHH83mzZuZNm1avOU4HA6Hw1HPtm3buPrqq1FVrr76auuj5QVDROoj67777rtxVuNwRIdYtzQ9DFQDBcB5wKMi0jdIvgrgKeD6RvbzPPAF0Am4BZglIl0AROREYDwwBOgB7A3cHsFzSCoWLVpEWVkZ++yzDz179oy3nLAQkfr5mp544glWrVoVk+OWl5fH5DhtDedbeDjfkpNEKHfbNcZb37333sv333/PL37xC66/vuFjT7z1tYTy8vL6F6s2VpoSxUObsV0fRF9jzCpNItIeGA7cqqrlqroAeB24IDCvqi5W1WeBH4PspzdwKDBRVStV9WXga2/fABcBT6rqUlXdBNwBjIjGOSUD77zzDpCYXfP8OfjggznrrLOorq5m8uTJMTlmQUFBTI7T1nC+hYfzLTlJhHK3XWM89S1dupT7778fgOnTp5OZmdkgj+3+gdE4cOBAMjMzWbJkiXXjXxLFQ5uxXR9EX2NaVPe+M72BWlX93m/dl8AxIe6nL/CjqpYF7KevX/o/A9IKRKSTqm7039GGDRsYOXIkaWlp1NXVMWzYMMaMGUNhYSHt27cnNTWVLVu20KVLF0pKSlDV+oleff0my8vLKSgooKioCBEhPz+foqIicnNzqauro6Kigm7dulFYWEh6ejp5eXkUFxeTl5dHdXU1lZWV9ekZGRnk5OSwceNGOnbsSGVlJVVVVfXpmZmZZGVlsWnTJjp16kRZWRnV1dX16VlZWWRkZFBaWkrnzp0pLS2lpqamPj3Uc9qwYUN9JJyDDz6YTZs2JfQ5XX/99fzzn/9k1qxZXHzxxey2225NlhN0rL9OwjmnlStXstdee0W9nNratbd9+3bS0tLa1DnFopyWL19O165dE+KcHJGjqKiIPfbYI94ymsR2jfHSV1tby9VXX01tbS2XXnopRxxxRNB8tvsHOzQOHDiQOXPmMGfOHC64oME78biRSB7aiu36IPoaJVZRTkRkAPCSqnbzW3cZcJ6qDmpkm+OAv6pqT791FwBjVPUIv3V3At1VdYSI/OClv+OlpWO6BO6lqiv8979o0SLt06dPhM6w7fHdd99x5JFH0qFDB5YvX05qamq8JbWaiRMn8uCDD9K/f39ef/11RKTRvPn5ptJUUrIprGOtWbOG3XffPaxtkxnnW3gkkm9Lliz5fMiQIYfFW4ethHJvSoRyt11jvPQ9+OCDTJw4ke7du/Pxxx+Tk5MTNF9r9bX2XtYSfBqffvppxo0bx6mnnsqzzz4bteOFiu3XINiv0XZ9EBmNTd2fYjmmqRzIDViXC5QFydua/QSm+/4P9ThJj69f8pAhQ9pEhQlg7NixdOzYkYULF0a933V+fn5U999Wcb6Fh/MtOUmEcrddYzz0/fjjj0yZMgWAadOmNVphAvv9gx0aTzjhBMBM0ltVVRVPSTuRSB7aiu36IPoaY1lp+h5IE5FefusOApaGuJ+lwN4i4v8L47+fpd5n/7T1gV3zHM3z/vvvA3DYYW3nhXBeXl79QNuJEydSW1sbtWMVFRVFbd9tGedbeDjfkpNEKHfbNcZa3/bt27nmmmuoqqri7LPPro861xi2+wc7NHbv3p0DDjiArVu3smDBgjir2kEieWgrtuuD6GuMWaVJVSuAV4A/ikh7EekPDAUatN+KSIqIZALp5qNkikiGt5/vgf8AE731ZwIHAi97m88ARorIfiLSAZgAPBPl02tzlJeXs2jRIlJSUpr9QU80LrnkEvbaay+WL18e1e4DubmBDaKOluB8Cw/nW3KSCOVuu8ZY65sxYwYLFy6kc+fO3Hnnnc3mt90/2FmjL3CUTVH0Es1DG7FdH0RfY6xDjl8JZAEbMGHDR6vqUhEZICL+cQIHApXAW8Ce3v9z/NLPAQ4DNgF/An6jqkUA3limqcA8YBWwEpgYzZNqiyxYsICamhoOPfTQhPiihEJGRga33norAFOmTKG0tDQqx6mrq4vKfts6zrfwcL4lJ4lQ7rZrjKW+tWvXcttttwFw9913t6g7ke3+wc4a/StNsRo33xyJ5qGN2K4Poq8xppUmVS1R1TNUtb2q7qmqM731H6lqtl+++aoqAcsgv/QVqjpIVbNUdR9VnRtwnGmqWqCquap6sapui9lJthHmzjWWDhkyhIqKijiriTxDhw7lV7/6FcXFxUydOjUqx2iLvsUC51t4ON+Sk0Qod9s1xkqfqjJu3DjKy8s55ZRTOOOMM1q0ne3+wc4aDznkELp27cqaNWv45ptv4qhqB4nmoY3Yrg+irzHWLU2OBEBVd6o0devWrZktEg8R4e6770ZE+Mtf/sKyZcsifoy26FsscL6Fh/MtOUmEcrddY6z0vfLKK8yZM4fc3FzuueeeJqO3+mO7f7CzRv9u/bZ00Us0D23Edn0QfY2u0uRowA8//MCqVavIz8/nkEMOobCwMN6SosKBBx7IiBEjqK2t5aabbop4N4K26lu0cb6Fh/MtOUmEcrddYyz0FRcXM378eADuuOMOdt111xZva7t/0FDjSSedBMA777wTDzkNSEQPbcN2fRB9ja7S5GjAe++9B8DgwYNJTU0lPT09zoqixy233EKHDh344IMPmD17dkT33ZZ9iybOt/BwvrUOEckXkVdFpEJEVorIuY3kExG5W0Q2esvd4tdkICJPiMh3IrJdREYE2f5aESkUkS0i8pSItGuN7kQod9s1xkLfzTffzMaNGxk4cCDnn39+SNva7h801HjMMceQkZHB559/bkXUtUT00DZs1wfR1+gqTY4G+HfNAxOmu62Sn5/PLbfcAsCECRPYunVrxPbdln2LJs638HC+tZqHMROhFwDnAY+KSN8g+UYBZ2CmszgQOB243C/9S0zQoyWBG4rIicB4YAjQA9gbuL01ohOh3G3XGG197777LrNmzSIrK4v777+/xd3yfNjuHzTUmJ2dzYABA1BV/vWvf8VJ1Q4S0UPbsF0fRF+jqzQ5dqKqqoqFCxcCpqUJTLeCtsyIESPYf//9Wb16NQ8++GDE9tvWfYsWzrfwcL6Fj4i0B4YDt6pquaouAF4HLgiS/SLgXlVdo6prgXuBEb5EVX1YVd8Dgs3seRHwpKouVdVNwB3+24ZDIpS77Rqjqa+srIxx48YBpmdDz549Q96H7f5BcI02hR5PVA9twnZ9EH2NIVWavLmVHG2YTz/9lKqqKvbff38KCgqAxHi70BpSU1P505/+BMADDzzAqlWrIrLftu5btHC+hUcy+xaBe1NvoNabB9DHl0Cwlqa+Xlpz+YIRbNsCEekUgtadSIRyt11jNPVNnTqVdevWccghh3D55Zc3v0EQbPcPgmv0VZrmzZvHtm3xDWKcqB7ahO36IPoa00LM/6GIfAs8ATzrvSlztCE++OADwPRH9lFdXR0vOTHjqKOOYvjw4bz88stMmDCBGTNmtHqfyeBbNHC+hUeS+9bae1M2sCVgXSmQ00je0oB82SIi2nw0mWDb4h1no2/lhg0bGDlyJGlpadTV1TFs2DDGjBlDYWEh7du3JzU1lS1bttClSxcKCwspKyujS5curF+/nuxsM3tHeXk5BQUFFBUVISLk5+dTVFREbm4udXV1VFRU0K1bNwoLC0lPTycvL4/i4mLy8vKorq6msrKyPj0jI4OcnBw2btxIx44dqayspKqqqj49MzOTrKwsNm3aRKdOnSgrK6O6uro+vaamxpxsaSmdO3emtLSUmpqa+vTAcyopKUFVY3ZOANu2bQvpnLKyssjIyGjynJYvX85jjz1GSkoKN954I+vWrQvrnNLT0yktLQ27nKAjAOvXr2/1OTVWTuvWraufI8d3TgC9evVi+fLlvPbaa5xwwgkxv/Z857Ru3bp6H2269vzPyacvEtdeNM6prq6O0tLSqJZTa89p/fr1ZGZmtqqcmkJCiRgmIj2BkZjuBJ2AV4AnVPXDFu/EIhYtWqR9+vSJtwyrOPbYY/nPf/7DSy+9VD+maeXKlfTo0SPOyqLP2rVrOeKII6ioqGDmzJmce+7vACgpCe/dQLL4Fmmcb+GRSL4tWbLk8yFDhhwWqf219t4kIocAC1V1F79144BBqnp6QN5S4HhVXex97gfMV9WcgHwLgL+q6jN+674E7lTVF73PnYBioLOq1leaQrk3JUK5264xGvq2b9/OKaecwuLFi7nsssu4++67w95Xa/Xl55tKU7j3spbQmMbJkyczbdo0Ro0aVd+jIx7Yfg2C/Rpt1weR0djU/Smk7nnepLK3Ygaw/hbz1myuiCwTkbEi0rlVSh1xpaSkhC+//JKMjAyOPPLI+vWJEJs/EnTv3p2bb74ZgOuuu46GL55DI1l8izTOt/BIZt8icG/6HkgTkV5+6w4ClgbJu9RLay5fMIJtu96/whQqiVDutmuMhr6ZM2eyePFiunbtWn9fCRfb/YPGNZ5wwgmAGdcU6Wk9QiGRPbQF2/WBpfM0qep2VZ2NGTh7LdAT+DOwWkT+0pr+2Y748eGHH6Kq/OpXv2KXXepfuCZEbP5IMWrUKA499FDWrVsHtO5Gl0y+RRLnW3g438K/N6lqBaZ16o8i0t4bIzUUeDZI9hnAWBHpLiK7AeOAZ3yJIpIhIpmAAOkikikiKX7bjhSR/USkAzDBf9twSIRyt11jpPWVlJQwadIkwLS0tHache3+QeMa+/XrR+fOnVm5cmVUJpFvKYnsoS3Yrg8snadJRP5PRKYAa4DJwF+BgzE3qgOB1yKm0BEz5s+fD8CgQYN2Wp+RkRF7MXEiNTWVBx54gLS0NOARYFHY+0om3yKJ8y08nG+tvjddCWQBG4DngdGqulREBohIuV++x4E3gK+B/wJveut8zAEqgaMwY6wqgYEAqvoOMBWYB6wCVgITW3HKCVHutmuMtL7bb7+dkpISBg4cyPDhw1u9P9v9g8Y1pqamcvzxxwMwZ86cWEraiUT20BZs1wfR1xhq9LxzROQ9TFeGIcAtQHdVvUpVv1LVt4CzgSMiL9URbYIFgQDIyQk2Frrt0rdvX37/+98DClwa9gD7ZPMtUjjfwiOZfYvEvUlVS1T1DFVtr6p7qupMb/1Hqprtl09V9QZVzfeWG/wDQKjqIFWVgGW+X/o0VS1Q1VxVvVhVWxVWLBHK3XaNkdS3ePFinn32WdLT05k6dWrIczIFw3b/oGmNvih677zzTqzkNCDRPbQB2/VB9DWG2tL0BLAcOExVD1fVp1Q1cDbQ9Zg3fI4E4qeffmLlypV06NCBgw46aKc0X3ShZMKMaeoFfMP9998f1j6S0bdI4HwLjyT3LWnvTYlQ7rZrjJS+uro6794BV199Nb17947Ifm33D5rWOHjwYNLT0/nss8/idi6J7qEN2K4Poq8x1ErTbqp6hap+0VgGVa1U1VbNcO6IPb6ueQMHDiQ1NXWntI4dO8ZBUXzJysrCPIfBtGnT+O6770LeRzL6Fgmcb+GR5L4l7b0pEcrddo2R0vfcc8/x3//+lz322INrr702IvsE+/2DpjXm5OTQv39/tm/fzr/+9a8YqtpBontoA7brg+hrDLXSVCoiXQNXikgnEamLkCZHHGhsPBPQbNz6tssgYCTV1dX84Q9/qJ+DoqUkr2+tw/kWHknuW9LemxKh3G3XGAl9ZWVlTJkyBYCJEyfuFEyptdjuHzSv8eSTTwbgrbfeioWcBrQFD+ON7fog+hpDrTQ11jk3A6htpRZHnKirq+Ojjz4CgleazOR4yco9FBQU8Omnn/LII4+EtGVy+xY+zrfwSHLfkvbelAjlbrvGSOibPn06GzZs4LDDDuPMM8+MgKod2O4fNK/xlFNOAeC9995j69bAnrPRpy14GG9s1wfR15jWkkwicqH3rwK/FRH/CWxSgcHA/yKszREjvvzySzZv3kyPHj3o2bNng/REiM0fPTrywAMPcM4553DnnXcyZMgQ9ttvvxZtmdy+hY/zLTyS0Td3b0qMcrddY2v1rVmzhocffhgwIcYjEfzBH9v9g+Y1du/enUMPPZQlS5bw/vvvc9ppp8VImaEteBhvbNcH9szT9KS3ANzn9/lJ4CHgUGBsxNU5YkJTXfMgMWLzR5MTTjiBCy+8kOrqakaPHt3iaHrJ7lu4ON/CI0l9S/p7UyKUu+0aW6tvypQpVFVVceaZZ3L44YdHSNUObPcPWqbx9NNPB+DNN9+MtpwGtBUP44nt+sCSeZpUNV1V0zHzSuzq++wt7VV1f1V9N6pKHVHDF2q8sUpTZmZmDNXYyR133EGPHj34+uuvueuuu1q0jfMtPJxv4ZGMvrl7U2KUu+0aW6Nv2bJlvPDCC6SlpTFhwoQIqtqB7f5ByzSeeuqpgAk9XlNTE21JO9FWPIwntuuD6GsMaUyTqu6lqsXhHkxE8kXkVRGpEJGVInJuI/lERO4WkY3ecrd47d2+iQYDFhWR4V76CBGpC0gfFK7mts7WrVv59NNPEREGDBgQNI+JJJfc5OTk8Oijj5KSksL06dOZN29es9s438LD+RYeyexba+9NiUwilLg9XrMAACAASURBVLvtGluj76677mL79u1ceOGF7LXXXhFUtQPb/YOWafzFL35Bnz59KC0tZcGCBTFQtYO24mE8sV0fRF9js5UmETlXRDL8/m90acHxHgaqgQLgPOBREekbJN8o4AzgIMws7qcDl8OOiQZ9C3AaUA74z5q2yD+P/8SCjp35+OOPqa6u5uCDDyY/Pz9onk2bNsVYlZ0cccQR3HjjjQCMHj2aDRs2NJnf+RYezrfwSDbfInxvSlgSodxt1xiuviVLljB79myysrLq52eKBrb7By3X6Gttmj17djTlNKAteRgvbNcH0dfYkpam54AOfv83tjzb1E5EpD0wHLhVVctVdQHwOnBBkOwXAfeq6hpVXQvcC4xoZNcXAbNUtaIF5+IIoLmueQCdOnWKkRr7GTt2LEcffTQbNmxg9OjRbN++vdG8zrfwcL6FRxL6FpF7U6KTCOVuu8Zw9U2ebOZKvuyyy6I6AN12/6DlGv3HNYU6jUdraEsexgvb9UH0NTZbaVLVFFXd4Pd/Y0tqM7vqDdSq6vd+674EgrU09fXSmsznVcR+A/wtIOkQESkWke9F5FYRaVGUwGTEFwTimGOOaTRPWVlZjNTYT2pqKo899hj5+fnMmzePe+65p9G8zrfwcL6FR7L5FsF7U0KTCOVuu8Zw9H3yySfMnz+fnJwcrrnmmiio2oHt/kHLNR5wwAHstddebNiwgYULF0ZZ1Q7akofxwnZ9EH2NsaxMZANbAtaVAjmN5C0NyJctIqKq6rd+GFAMfOC37kNgf2AlpqL1AmaejimBB9mwYQMjR44kLS2Nuro6hg0bxpgxYygsLKR9+/akpqayZcsWunTpQklJCapKly5dWL9+PdnZ2QCUl5dTUFBAUVERIkJ+fj5FRUXk5uZSV1dHRUUF3bp1o7CwkPT0dPLy8iguLiYvL4/q6moqKyvr0zMyMsjJyWHjxo107NiRyspKqqqq6tMzMzPJyspi06ZNdOrUibKyMqqrq+vTs7KyyMjIoLS0lM6dO1NaWkpNTU19euA5LV++nKVLl5KZmUm3bt3YuHFj0HOqqqpi5cqVCXFOkSwn6Fh/nQSe0/Tp07nggguYOnUqe++9N4cffniDcyoqKiInJ8eqc0qEcqqtrWX16tVt6pxiUU5FRUWkpKQkxDk5Ikci+Gm7xnD0TZ06FYArrriCjh07RlrSTtjuH7Rco4gwbNgw7r33Xl5++WUGDhwYZWWGtuRhvLBdH0Rfo+xcB2kms8jxwFZVXeh9vgwz/mgp8HtVbbSKJyKHAAtVdRe/deOAQap6ekDeUuB4VV3sfe4HzFfVnIB8c719TmziuOcA16tqv8C0RYsWaZ8+fZo77TbLrFmzGDVqFIMHD+bll19uNN+2bdto165dDJXZQX6+uRGWlATvIztt2jQmT55Mhw4deP/99xvMcZWsvrUW51t4JJJvS5Ys+XzIkCGHRWp/rbk32Ugo96ZEKHfbNYaqb/HixZx00klkZ2fz1Vdf0aFDh+Y3agWt9a+5e1kkCEXjt99+S//+/enQoQPLli0jIyMjarp82H4Ngv0abdcHkdHY1P0ppOh5wFSgM4CI9MYEdvg3cBjQeD8lw/dAmoj08lt3EOamFshSL63RfCKyBzAImNHMcZXGZ4tPanwR4JoazwSJEZs/HvzhD3/g5JNPZvPmzZx77rls2bJzQ6rzLTycb+GR5L615t6U0CRCuduuMVR9vm7Zl19+edQrTGC/fxCaxn333Zf99tuPzZs3tygSbSRoax7GA9v1gSXzNPnxf8B/vf/PBOaq6mjgMkwUu0bxAjW8AvxRRNqLSH9gKMEH6c4AxopIdxHZDRgHPBOQ5wLgY1X9wX+liJwsIgXe/32AW4F/tvwUkwNVrQ8CMXjw4CbzJkKYyXiQkpLCo48+yj777MOyZcu49NJLqa2trU93voWH8y08kty3sO9NiU4ilLvtGkPR9/nnn/Pee++RnZ3N6NGjo6hqB7b7B6FrHD58OECTvVwiSVv0MNbYrg8sCDkeBF9/vmOAOd7/a4GWhKy4EsgCNgDPA6NVdalv7iW/fI8DbwBfY26Eb3rr/LmQhgEgAIYAX4lIBfAWpqLWstlIk4jly5ezbt06OnfuzH777ddk3lg0nScqubm5PP/883Tq1Im5c+cyYcIEfF1enW/h4XwLD+dbq+5NCUsilLvtGkPRN23aNABGjhzZ6DQdkcZ2/yB0jcOGDQPg7bffZuvWrdGQtBNt0cNYY7s+iL7GUCtNXwGjRWQgcCw7bkx7AEXNbayqJap6hjdT+56qOtNb/5E355Ivn6rqDaqa7y03BASAQFX7qOqTQY5xnaoWeMfYW1VvU9XYTj2dAPhamY455hhSUpq+DEpLS5tMT3Z69uzJjBkzSE9P54knnuDBBx8EnG/h4nwLjyT3rVX3pkQmEcrddo0t1fftt9/y9ttvk5mZGbNWJrDfPwhdY48ePejXrx8VFRW8/fbbUVK1g7boYayxXR9EX2OolabxwCXAPGCGqn7jrT8d+CySwhzRpSWhxn107tw5ymoSnyOPPJJHHnkEEWHSpEk899xzzrcwcb6FR5L7lrT3pkQod9s1tlTfQw89BMB5551H165doylpJ2z3D8LT+Nvf/haA559/PtJyGtBWPYwltuuD6GsMqdLkTUjbFeikqqP8kv4CjImkMEf0qKmp4aOPPgKaDwIBifF2wQaGDx/On/70J8AEiZg1a1acFSUm7noLj2T2LZnvTYlQ7rZrbIm+NWvW8NJLL5GSksKYMbG9pILpW706hVmz0nnooXY89FA7Zs1KZ/XqcEZcRIZwyvg3v/kN7dq1Y968eaxevToKqnZg+zUI9mu0XR9EX2PI8zSpah2wOWDdD41kd1jIkiVLKC8vp1evXvw/e+cdHlWx8OF3UoEkBAKBgAhIV5oICkqLBBACigIKBAQU6VYQ4QooSlPxXhBBSryCVAtIEZEmho4ifBQRDF1KgEAKpJFsMt8fu8ldQupmy2x23uc5j7Kn7Lu/mZyzs2fOTJUqVfLdPi1N924sKIMHD+bGjRvMmDGDt99+mzJlytCtWzdHazkVur5Zhqvn5qrXJmcod9UdC+I3d+5cDAYDPXr0uGd6CVtj7peUBG+84cOaNZ4IAWXLGp9ciI0VSAndu6fy2WdJ2PuZfUvKuGzZsjz99NOsWrWK5cuXM27cOBuYGVG9DoL6jqr7ge0dC/WzhBDCTQjxkhBiuRBimxBiu/liK0mNdSlM1zyAoKAgG9oUP8aNG8dbb71Feno6r7zyCj/88IOjlZwKXd8sw5Vzc+VrkzOUu+qO+fnFxsaydKlxoN/XX3/dHkp3Ye43cWIpDhxwZ+XKBKKi4oiMjCcyMp6oqDhWrkzgwAEPJk60/yhnlpbxiy++CMDy5ctJT0+3ptJdqF4HQX1H1f3A9o6FvZf7KcZR7MoC54Ez2RaNE7B9u/E7RH5DjWfiDGPzq4QQggkTJvDKK6+Qnp7OkCFD+O9/7xmzRJMLur5Zhovn5rLXJmcod9Ud8/NbsmQJSUlJBAcH07BhQztZ/Q9zv/XrPZkzJ4kOHQx4mPUV8vCADh0MzJ6dxLp19h/lzNIybtmyJQ888ACXL1+26ZxNqtdBUN9RdT+wvWNhu+eFAWFSSv2whpMSFxfHwYMH8fDwoFWrVgXax8fHx8ZWxQ8hBGPGjKFixYpMnTqVMWPGcOnSJSZOnJjvaIWujq5vluHiubnstckZyl11x7z80tLSCA8PB7DriHnmmPslJwsCAjJy3TYgQJKSIuyhdReWlrGbmxv9+vVj8uTJLF26lPbt21vZzIjqdRDUd1TdD2zvWNhvb57A/9lCRGMfduzYQUZGBs2bN8fPz69A+7i7u9vYqnji4eHB6NGjmTNnDh4eHnz22WcMHDiQW7duOVpNaXR9swwXz81lr03OUO6qO+blt2HDBq5cuULt2rUJCQmxo9X/MPdr3tzAlCklSUi4d7uEBJg6tQTNmxvuXWljilLGvXv3xt3dnZ9//plLly5Z0ep/qF4HQX1H1f3A9o6FbTQtBXrYQkRjHzK75rVr167A++gv+ZaRmVtYWBgrV67Ez8+PDRs2EBISwl9//ZXP3q6Lrm+W4eK5uey1yRnKXXXHvPwWLFgAwJAhQxzWS8Dc75NPkjh2zIN69crw3HO+DB1aiqFDS/Hcc77Uq1eGP/905+OPbT9ZbF6OhaVSpUp069YNg8GQlbe1Ub0OgvqOqvuB7R0LewaIB8YKIdYKISYJId41X2whqLEeUkqLGk2BgYG2UirWmOcWEhLCr7/+Sv369Tlz5gzt27fniy++sOmDr86Krm+W4eK5uey1yRnKXXXH3PwOHjzI77//jr+/P7169bKz1f8w96tZM4P9++OZMiWJypUzuHHDjRs33KhcOYOpU5PYt+8WNWvm3n3PHo6WkDmM+9dff22TL76q10FQ31F1P7C9Y2EbTf2BW0BjYAAw2Gx5xbpqGmsTGRnJ5cuXKV++fKEeZo2JibGhVfEle241atRg8+bNhIWFkZKSwoQJE+jSpQsnT550kKGa6PpmGS6em8tem5yh3FV3zM0v867Hiy++iK+vrz2V7iK7n48PDByYyty5SaxencDq1QnMnZvEgAGpOOqxk6KWcZMmTWjVqhUJCQl8/fXXVrL6H6rXQVDfUXU/sL1jYSe3fSCPpYatJDXWwXzUvMJ0M5BS2kqpWJNTbqVKlWLOnDmsWLGCoKAgfv/9d1q3bs3o0aOJjo52gKV66PpmGa6cmytfm5yh3FV3zMkvKiqKtWvX4ubmxuDBgx1g9T9yyy8qSnD4sDuHD7sTFWX/wR/MsUYZv/baawDMnz+f1NTUIh/PHNXrIKjvqLof2N7R4g66QohyQgjH/pVqCoUlXfPAOW7JqkheuXXq1Im9e/fy8ssvA7Bo0SIeeeQRxo0bx4ULF+ylqCS6vlmGzs2Iq12bnKHcVXfMye+rr77CYDDQtWtX7r//fgdY/Y/sfosXe9GkSWkaNvQnJMSPkBA/Gjb0p0mT0nz9tf2HG8/J0RJCQkKoW7cuUVFRrF692gpW/0P1OgjqO6ruB4p1zxNCuAshPhBCxALXgAdMr38khBhqC0GNdUhJSWHv3r1AwednyuTatWu2UCr25JdbmTJl+PTTT9m1axdPPfUUiYmJLFy4kKZNm9K7d29Wr15NUpL9H+h1NLq+WYYr5+bK1yZnKHfVHbP7JScns2jRIgCGDRvmCKW7MPf74gtv3n23FM88k8YPPySwZ88t9uy5xZo1CTzzTBrvvluK+fO9HepoKW5ublmTB3/88cfcuXOnyMfMRPU6COo7qu4Htncs7J2msRj7i78OmN87/T9goJWcNDZg3759JCcn07BhQypUqFCofR3Zl9uZKWhu9erVY+XKlezatYvevXvj5ubGli1bGDx4MLVr16Znz558/vnn7N+/n9u3b9vY2vHo+mYZLp6by16bnKHcVXfM7rdq1SpiYmJ4+OGHad68uYOs/oe5X3i4N//5TxIffJBMmzYG6tXLoF69DFq3NvDBB8l8+mmSQxpN1irjF154gQcffJB//vnHqpPCq14HQX1H1f3A9o6Fndx2ADBMSrlJCPGF2evHgDrW09JYG/PnmTRqUr9+fb744gs++OAD1q5dy3fffcfBgwfZvn17VvkJIahWrRrVqlWjSpUqlCtXDj8/v6zF19cXb29vPDw88PDwwNPTE3d3dzw9PbNey3zd19eXMmXK4OFR2NOARqMc+tqksQpSSubPnw/A0KFDUa2n59WrbjRtmvs8TM2aGbh+3XknUHd3d+f999+nd+/e/Pvf/6Zv3774+/s7WkujAQrfaKoKnMjhdQNQsug6Glth6fNMAAkJCZQrV87aSsUeS3MLDAxk8ODBDB48mOvXr7Nz50527tzJkSNHOHnyJOfPn+f8+fNW8/T39+e+++6jSpUq1KhRgwcffJAGDRrQoEEDPD09rfY+BUXXN8tw8dxc9trkDOWuuqO5365duzhx4gQVK1bk2WefdbCZEXO/OnXS+e47L8aPT8lx2+++86J2bftPZWHNMu7QoQMtW7Zkz549zJo1i/fff7/Ix1S9DoL6jqr7ge0dC9toOo9xSNfsT6q3B/S4yYpy5coVTpw4QalSpSzqalCxYkUbWBV/rJFbhQoV6NmzJz179gQgNTWVc+fOcfHiRS5dukRcXBwJCQncvn07a0lNTSUtLY309HTS0tLu+n+DwYDBYCAtLY2EhATi4uKIj48nPj7+ngl3S5UqRbNmzWjbti2hoaHUqVPHLr+66vpmGS6e23lc9NrkDOWuuqO5X+Zdppdffhlvb/t3c8sJc78JE5Lp18+X3bs9CQlJo0IF45xM16+7sX27B4cOebB0aYJDHYuKEIJJkybRoUMH5s+fT58+fahTp2g3jFWvg6C+o+p+YHvHwjaavgA+E0Jk/sRRWwjRCZgGjLKqmcZq/PrrrwC0atXKootAdHS0w0cPckZskZuXlxd169albt26VjleRkYGsbGxXL58mYsXLxIZGcmJEyc4cuQIp06dyrrLNXnyZGrVqkXv3r0JCwsjKCjIKu+fE7q+WYaL5+ay1yZnKHfVHTP9zp49y+bNm/Hy8mLgwIGO1srCPL8OHQxs2nSbefO8WbrUi2vXjF3xKlbMoHlzA1On3qZJE/vfabJ2GTdt2pQ+ffqwcuVKRo4cyaZNm3B3d1fGzxao7qi6H9jesVCNJinl50KIcsAajF0efgZSgGlSyq9s4KexAkXpmgco16e7KEgJsbHGz1O2rMSWH80ZcnNzc6NcuXKUK1eORo0a0aVLl6x10dHR7Nu3j82bN7Np0yZOnz7NlClTmD59Ol26dGHUqFE0atTI6k7OkJuKuHJurnxtcoZyV90x02/hwoVIKenZs6dSwytnz69Jk3QWLlRrZFVblPG0adOIiIjg4MGDzJ07N2tkPUtQvQ6C+o6q+4HtHQv9tKCUchJQD3gMaAEESimnWNlLYyXS09OJiIgALG80BQQEWNHIMfzyiwfduvlSpUoZ6tTxp04df6pUKUO3br5s326bgRCcPbfAwECeeeYZ5s6dy99//823335L165dEUKwfv16goODeeGFFzh27JhV39fZc3MUrp6bq16bnKHcVXcMCAjg1q1brFixAlBjmHFzVM8PbOPo7+/PrFmzAJg+fTonTuT02GLBcNUMrYnqfmB7xwI3moQQgUKI/5rmwTgP/AZsAmYJIQr0k4wQIkAIsUYIkSiEuCCECMtlOyGE+FgIcdO0fGw+WaEQQpqOkWBavizovq7GkSNHiI2NpWrVqtSsWdOiY0RHR1vZyr6sWuVJ796+BARIPv44iZUrE1i5MoFPPkkiIEDSp48vq1dbf8ADZ8/NHA8PDzp06MCSJUs4cuQII0eOxMfHh23bthEcHMzrr79utfkRilNu9sRVc7PGtcmZcYZyV90xOjqa5cuXk5CQQKtWrWjQoIGjle6iMPn997/ezJhRwoY2OWOrMu7QoQP9+vXjzp079OvXj5s3b1p0HNXrIKjvqLof2N6xQI0mIUQpYBfwLLAUGAGMBFYAPYAdQoiCjFA0F+McGhWBvsA8IUT9HLYbYnqvxkAj4Gkg+wSFjaWUvqbllULu6zL88ssvgPEuk6Vtx9KlS1tTye58+mlJ3n8/mUWLEunXL5UOHQx06GCgb99UFi1K5L33kvnkE+sPsOXsueVGpUqVmDx5MocPH2b48OG4u7uzbNkyWrRowYoVK5BSFun4xTU3W+OKuVnx2uS0OEO5q+7o4+PDwoULAfXuMkHh8lu40JuPP7Z/o8mWZTx9+nQaNWrEuXPnePHFFy2a9Fb1OgjqO6ruB7Z3LOidppEY+4k3lFK+LqVcIKWcL6V8FWgI+GC8WOWKEMIH40VsopQyQUq5G1gPvJjD5gOAf0spL0kpLwP/puATFBZl32LH5s2bAWjfvr3Fx0hPt/9DpdbkwgU3OnVKy3X9U0+l8c8/1p/Xwtlzy49y5coxdepU9u7dS/v27YmPj+fVV1+lV69eREVFWXzc4p6brXDR3Ip8bXJ2nKHcVXfcunUrFy5coFq1ajz11FOO1rmHwuT322+3uHEjzoY2OWPLMvbx8WHFihVUqlSJ/fv38+qrr2Iw5D5XVU6oXgdBfUfV/cD2jgV9mOMZjA/UXsm+Qkp5WQjxEdAHYwMlN+oABillpNlrR4C2OWxb37TOfLvsd6R2CiHcgL3AKCnl+ULsC8D169cZNGgQHh4epKen0717d0aOHMnVq1fx8fHB3d2dW7duERgYSExMDFJKAgMDuXbtWtaswwkJCVSsWJHo6GiEEAQEBBAdHU3p0qVJT08nMTGRoKAgrl69iqenJ/7+/ty4cQN/f39SU1NJTk7OWu/l5YWfnx83b96kbNmyJCcnk5KSkrW+RIkSlCxZktjYWMqVK5c1vHTm+pIlS+Ll5UV8fDzly5fnzJkzHDp0CG9vb2rUqMGNGzcs+kwpKSkkJiYq8Zni4+NJS0vLWl+QcrrvPh++//42b73lnmM5rV/vS6VKd7hz585dnwnKZtUTSz7TlStXKFGihE0+k0p1z9PTk88//5yNGzfywQcfsG3bNlq3bs3UqVN59tlnC/2ZDAYDycnJyv09qV5OV65cIT093Sk+kxWxxrXJqUlMTKR8+fKO1sgT1R0XLVoEwJAhQ4o0QputUD0/sL1j5cqV+eabbwgNDWX16tUkJSURHh5OqVKllPCzBqo7qu4HtncUBelKI4SIBoKllMdzWd8A+FVKmWv/cSFEa+B7KWWQ2WuDgb5SyuBs26YD9aWUJ03/rg1EAm5SSimEaAPsB0oBU4Bg4GEppSG/fc3fZ9++fbJevXr5fn5nZdmyZbz++ut06NCBb7/91uLj3LlzR5n5KixhxQov3nijFD16pNKuneGeeS3WrPHis8+S6N377i9zAQHGRlNMTKxF7+vsuVnC1atXGT58ODt27EAIwTvvvMOYMWNwcyv4nTxXzM0aOFNuhw4dOhgSEtKsqMexxrVJRQpzbXKGclfZ8dixY7Rt2xZfX1/+/PNPJbsg5ZTfxYtu/PabO1evGs+tQUEZNG+ezv33Z9yzf1GvZZY62oL9+/cTFhZGXFwcjz76KMuXLy/Ql2SV62Amqjuq7gfWcczr+lTQbzL+QF5P3900bZMXCUD2s1Fp4HYBti0NJGQ2eqSUO6WUqVLKOOAN4AHgwYLs60pkds0raneDq1evWkPHYYSFpbJ4cSLnz7vz2mul6NHDlx49fHnttVKcP+/OokWJ9zSYrIGz52YJQUFBrFq1irFjxwLw8ccfM2jQIJKSCj48rivmZg1cNDdrXJucGmcod5UdFyxYAEBYWJiSDSa4O7+kJBg82IcmTUozfLgPs2eXYPbsEgwfbnxtyJBSJCc71tGWtGjRgp9//pkqVapw4MABnnjiCdatW5fvfirXwUxUd1TdD2zvWNBGkzuQV0fBDNM2eREJeJju/GTSGMjpF8LjpnX5bZeJBDJHOSjsvsWSlJSUrKHGO3bsWKRjeXpaf2Q5e9OlSxqbNt3m0qU4jh+P5/jxeC5dimPTptuEhub+vFNRKA65WYK7uztjx47lu+++w8/Pj3Xr1vHMM88UeHQ9V82tqLhobta4NgFWHd31YSHEQSFEkum/D5utmySESDMb+TVBCFGjgJ81R5yh3FV1vH79OqtWrUIIwZAhQxytkyvm+U2cWIoDB9xZuTKBqKg4IiPjiYyMJyoqjpUrEzhwwIOJE+0/9ok9y7hu3bps2rSJVq1acePGDV566SVefPFFjh/P/aueqnXQHNUdVfcD2zsWtNEkgO+FEFtyWoB8+35JKROBH4APhRA+QoiWQDeMIx5lZwkwSghxnxCiMjAaWAwghKhvuii5CyF8MfZVvwycyG9fV2L37t0kJibSsGFDqlSpUqRjGZ/vKR54ekJQkCQoSGLrv//ilJslhISEsGnTJqpWrcqhQ4fo3Lkz58+fz3c/V8/NUlw0tyJfm8wo8uiuQggvYB2wDONDkV8D60yvZ/Kt2civvlLKs4X6xNlwhnJX1fHLL78kNTWV9u3bU6NGkdquNsU8v/XrPZkzJ4kOHQx4mD2V7uEBHToYmD07iXXrvHI4iv0c7UHlypVZu3Ytn376Kb6+vvz000+0bt2asLAwtmzZcs+zk6rWQXNUd1TdD2zvWNBG09fAOYyNk5yWcxgbK/kxAuNIR9eBlcBwKeVxIURrIUSC2XYLgB+BY8CfwE+m18B4QfsWuAWcBaoDXaWUaQXY12XI7JpX1LtMADdu3CjyMRxNdLTgk09K0L27Ly1blqZly9J07+7LjBkluH7dNtN4FYfcisqDDz7I1q1befjhhzl//jyhoaH89ddfee6jc7MMF83NKtcmK47uGoxxgKVZUso7UsrZGBt2ls0sXgCcodxVdExKSuKrr74CoHfv3g62yRvz/JKTBQEB9z63lElAgCQlxf5TUzqijN3c3Hj55ZfZt28fQ4YMoWTJkmzatInevXtTr149hg8fzrJlyzhz5oxTzDGk4t+JOar7ge0dCzR6npTyJWu8mZQyBuMvdNlf3wX4mv1bAu+Yluzbbgfq5vEeue7rKkgpsxpNnTp1KvLxnOHXhbw4csSd557zxdsbgoPTaNjQ2JsnOlqweLE38+d7s2ZNAo0aWXeoSmfPzVoEBgaydu1a+vXrx+7du+natStr166lUaNGOW6vc7MMV8zNWtcmrDe6a33gaLZnaI+aXt9k+vfTQogYIAqYI6Wcl/0NCjOya1paGhcvXlR2dM2rV68ipSQuLs7hozaaf6YffviBmJgYGjRowGOPPca1a9eUHV2zVKlSXLhwAU9PT5o1K8m778LcufF4et656zOlpXnzwQfVadz4Nrdu3coqp8yRYK9du2azz5SSkpI18ay9656fdsj0xAAAIABJREFUnx/Dhw9n2LBhLF68mI0bN3L69Gm+/fbbrEGwSpYsSa1atahatSpVq1bl4Ycfxs/Pj7p161KmTBklRkHNLGeV6p75Z/L29ubChQtKj1abkpJCSkpKkcopLwo0el5xpbiOnnf06FGCg4OpUKECf/31V6FGLsuJ69evU6FCBSvZ2Z/QUF+qV89gzpwkskchJbz6ainOnXNj48aEu9YVdcQhZ8/N2qSkpPDSSy+xefNmypYty9q1a2nYsOE92+ncLMOZcrPW6HnWwlqjuwITTOt6m22/HDglpZwkhHgIiAOuAc2B1RinzFhp/h6FuTY5Q7mr5pienk7z5s05e/YsX331FU888YRSftkxz+/MGTeefdaP2FjBo4/ePRrsgQMeBARksGZNAjVr/u9ulD1Gz1OtjE+ePElERAR79+7lwIEDeT5TGxAQQPXq1XnggQey/luzZk3q16+f9WXcHqiWYXZU9wPrOOZ1fSroPE0aJ+LHH38EoEuXLkVuMAH5trxV58gRD/7zn1v3NJgAhIDXXkshJMT6oyY5e27WpkSJEixevJiBAweyefNmnn32WdavX0/9+nc/NqJzswydW5Gwyuiupm7muR5HSmneN3WvEOIzoCfG7uoW4Qzlrprjzz//zNmzZ6lWrRpdu3bl8uXLjlbKE/P8atbMYP/+eL7/3osDBzyyhhyvXDmDqVOT6NkzFR8fxzqqQL169ahXrx7Dhg0DjD8mp6SkcOrUqazl7NmzXLhwgZiYGGJiYjh06NBdxxBCUKtWLZo1a8YTTzxBy5YtqV69us2cVcswO6r7ge0ddaOpGJLZaHr66aetcrygoKD8N1IYf3/JP/+4Ua9ezv3A//nHDX9/699xdfbcbIG3t/ddDaeePXvy888/33Uh0rlZhs6tSGSN7iqlPGV6Lb/RXX/PYbvjwGghhDDrotcI4yATOWE+8qtFOEO5q+Y4Z84cAIYNG4aHh4dyftnJ7ufjAwMHpjJwoPWnyrAU1TOsW7cu3t7ePPbYY3e9npGRwbVr1zh//jznzp3j3LlznD9/nr///puTJ09mNbBWrjT+rlG7dm06depEt27daNKkCWYDZxYZ1TNU3Q9s71j02xAapfj777+JjIykTJkytGzZ0irHdIax+fPi+edTGTnSh6VLvbh8WWAwgMEAly8Lli714rXXfOjVS8/TZC8yG05t2rTh2rVr9OjRg+vXr2et17lZhs7Ncqw1uisQgXEI9NeFEN5CiFdNr28HEEJ0E0KUNQ1b/hjwOsbR9izGGcpdJcfff/+d33//HX9/f/r27Quo5ZcTqvuB+o65+bm5uVGpUiUef/xxwsLCGD9+POHh4ezcuZOLFy+yfft2pk2bRteuXfH39+fUqVN8/vnntG/fnhYtWjBz5kyrDTLhrBmqhCrzNGmchA0bNgDQuXNnq41X7+Vl/+FLrcnEicn07JnK2LGlaNzYn6CgMgQFlaFxY3/Gji1Fjx6pTJhg/Vu6zp6bLfH29mbJkiU0btyYc+fO8fzzz3Pr1i1A52YpOrciU+TRXaWUqRgHO+qP8dmll4FnTa8D9AZOY+yutwT4WEr5dVGknaHcVXKcO9d40+/ll1/Oel5FJb+cKIzf33+70aSJ/SfpLU4ZZuLt7c3DDz/MsGHDWLJkCZGRkaxbt44hQ4YQGBjIqVOnmDx5Mo0aNeLVV1/lxIkT+R/Uyo72RHU/sL2jHgiimA0EERwczNGjR1mxYoVVRs4D4wgr9nwY0lbcvm18vunaNePt9IoVJY0bG/Dzy3n7oj48W1xysyXR0dGEhoZy5swZWrVqxXfffYfBYNC5WYAz1TfVBoJQjcJcm5yh3FVxPHfuHM2aNcPDw4MjR45kdeVRxS83CuP355/uBAf7ceNGXNZr9hgIojhlWBAMBgPbt29n8eLFbN68GSklQgi6devGmDFjePDBBx3uaG1U9wPrOOqBIFyE8+fPc/ToUXx9fQkODrbacW/evKn8H0pB8PODVq0Mdnu/4pKbLQkMDGT16tV06tSJ3bt3M2TIECZNmqRzswBd31wTZyh3VRznzZuHlJLnn3/+rmcfVPHLDXO/N98slee2sbH2n6MJnCtDa+Dh4UHHjh3p2LEjZ8+eZd68eSxdupS1a9eybt06+vbty7vvvluoZ2xcLUNbYGtH3T2vGJHZNa9jx46UKFHCasctW7as1Y6lIlevCi5dsv6FprjnZi2qVq3KqlWr8Pf3Z8OGDcycORNXvgNuKbq+uSbOUO4qOMbExLB8+XIARo4cedc6Ffzywtxv2TIvjhxx5+xZtxyXS5cc87XOmTK0NjVq1GDGjBkcPHiQQYMG4e7uzrJly3j00UeZNWsWaWlpDne0Bqr7ge0ddaOpGPHDDz8A1hs1LxNnGGayKHTr5sfDD1t/YtDinps1eeihh1i5ciXe3t4sX76czz//3NFKToeub66JM5S7Co7z5s0jOTmZ9u3b39N1SgW/vDD3e+CBDEaMuMP69Qk5LrNmJTncUUXs4XffffcxY8YM9u3bR2hoKImJiXz44YeEhITwf//3f0o4FgXV/cD2jrrRVEw4deoUhw8fxs/Pj44dO1r12MYZxYsv772XzOefW/9CU9xzszYtWrRg/vz5CCGYNGlS1o8AmoKh65tr4gzl7mjHuLg4Fi5cCMDbb799z3pH++WHuV+DBukcO+ae67ZCGCdttzfOlKGtqVmzJsuWLWPVqlVUq1aNP//8kw4dOjBhwgQSExOVcLQE1f3A9o660VRMWLVqFQBdu3alZMmSVj22M4zNbwmrV3ty+zZ06ZJGnz7WH3K8uOZmS7p168Z7770HwIgRI9i/f7+DjZwHXd9cE2cod0c7LliwgNu3b9O2bdt75ukBx/vlh7nf2LHJPPdc7terunXTOXz4lj207sKZMrQX7dq1Y/fu3VndQb/44gtatmxJREREjtvrDIuOnqdJky9SSlavXg3A888/b/XjO8PY/JYwYoQPV67Y7k+guOZma7p168Yrr7xCamoqffv25dSpU/nvpNH1zUVxhnJ3pOOtW7eYP38+AGPGjMlxG9UzNPerVy+DJk3Sc93W0xPuvz/nidxtiTNlaE98fHyYPHkyW7dupWHDhvzzzz90796dt99+m4SEhLu21RkWHT1PkyZfDh06xNmzZ6lYsSKtW7e2+vGtOaiEI3j00dI5LgYDvPCCb9a/rY2z5+YoSpYsyfTp0+nUqROxsbH06tXLapMHFmd0fXNNnKHcHekYHh5OfHw8TzzxBE888USO26ieYWH8zp1zo1s3+49wVpwytAVNmjRh27ZtTJgwAU9PT7766ivatm17V28KRzvmh+p+YHtH3WgqBmR2zXvuuedwd8+9r7OlWLu7n705f96NGjUy6NkzNWvp0SMVIaBjx7Ss16yNs+fmKEqWLIm7uzvh4eE0adKE8+fPExYWRlKSYx5wdhZ0fXNNnKHcHeUYFxfHnDlzgNzvMoH6GRbGLzFRsGeP/WeTKU4Z2gpPT09GjRrF9u3badCgAefOnaNLly689957pKSkKOGYF6r7ge0d9TxNTo7BYGDNmjWAbbrmAcTGxlK6tP1nGLcWq1cnMHKkDy1bpvH663eyXv/Pf0owaNAd6tWzTVcGZ8/NUWTm5uPjw4oVK+jYsSMHDx5k6NChLF682CY/DBQHdH1zTZyh3B3l+NlnnxEfH0+bNm1o06ZNrtupnqG533/+k/cv6devO2aeJmfK0NHUr1+fbdu2MWPGDGbOnMmcOXPYsmUL7733HqGhoY7WyxWVMswNWzvqRpOTs23bNq5fv06tWrV4+OGHbfIe5cqVs8lx7UWbNga2bbvFsGE+7NjhyYIFiZQvb/vhhZw9N0dhnlvFihX57rvv6NSpEz/99BMTJkxg+vTpDrRTF13fXBNnKHdHOEZFRWWNmDdx4kSEyL0xoXqG5n5Tp5YgKEji6ZnzNSwtzTGNJmfKUAW8vLwYP348Tz31FCNHjiQyMpIBAwYwatQo3n77bTw9PR2teA+qZZgTtnbU3fOcnCVLlgDQr1+/PC8KReH27ds2Oa49qVhR8sMPCTz2mIG2bUuzfbsHNoori+KQmyPInlvdunVZtmwZXl5eLFiwIOuhbs3d6PrmmjhDuTvC8dNPPyU5OZmuXbvStGnTPLdVPUNzvypVMpg6NYnDh2/luHzzTUIeR7KPo4qo6tesWTMiIiIYNmwY6enpzJgxgw4dOvDXX385Wu0eVM3QHFs76kaTE3PlyhW2bNmCp6cnffr0sdn7pKZa/3kfRyAEjB2bwvz5ibz2mg/puQ9AZBWKS272JqfcWrZsmfVswvjx49mwYYO9tZRH1zfXxBnK3d6Op0+fZunSpbi5uTF+/Ph8t1c9Q3O/hg3T+fNP9eZpcqYMVaNkyZJMmzaN8PBwqlatytGjR2nXrh2zZ88m3dZfVAqByhlmYmtH3WhyYlasWEFGRgadO3cmMDDQZu/jDGPzF4bWrQ3s2nWLdesSqFbNdkOzFrfc7EVuufXs2ZMJEyYgpWTIkCH88ccfdjZTG13fXBNnKHd7O06YMAGDwUBYWBh169bNd3vVMzT3GznyDs2bG3Ld9oEH0lm/3v53m5wpQ1Xp2rUru3bton///qSmpjJp0iRCQ0M5c+aMo9UA58iwWM3TJIQIEEKsEUIkCiEuCCHCctlOCCE+FkLcNC0fC1PfMyFEHSHEOiFEtBAiRgixWQhR12zfgUKIdCFEgtkSbKePaDcyMjJYunQpAP3797fpeznD2PyFJSBA0rKlAVsOtFIcc7MHeeX21ltv8eKLL5KSkkJYWBjnzp2zo5na6PrmmjhDudvTcevWrWzZsgVfX18mTJhQoH1Uz9Dc7/HHDXTokHujyccHWrbMfb2tcKYMVeXq1av4+fkxa9Ysvv32W4KCgjhw4ABt2rThs88+486dO/kfxMZ+qlPc5mmaC6QCFYG+wDwhRP0cthsCPAs0BhoBTwNDTevKAOuBuqbj/A6sy7b/Pimlr9kSYe0P4mh+/fVXLl68SNWqVQkODrbpeznDMJMqonOzjLxyE0Lw6aef0q5dO27cuEGvXr2IiYmxo5266PrmmjhDudvLMTU1NauhNGbMGCpUqFCg/VTPUHU/UN9RdT+427FDhw7s2bOHnj17kpyczAcffECrVq3YsmUL0hH9L3G+DG2B3RpNQggfoAcwUUqZIKXcjbHx82IOmw8A/i2lvCSlvAz8GxgIIKX8XUr5XylljJQyDZgJ1BVCqD+shxX56quvAOMAEG5uti1GLy8vmx6/uKJzs4z8cvP09GTRokU0aNCA06dP07dvXz2HE7q+uSrOUO72cgwPD+fUqVPUqlWLoUOH5r+DCdUzVN0P1HdU3Q/udSxbtiwLFy5k9erV1K5dmzNnztC7d2+6devGoUOHHO6nIrZ2tOedpjqAQUoZafbaESCnO031Tevy2w6gDXBVSnnT7LUmQogbQohIIcREIUSxGlr99OnTbNq0CW9vb5t3zQOIj4+3+XsUR3RullGQ3Pz8/Pjmm2+oXLkyv/32G/3793d41wVHo+uba+IM5W4Px4sXL/LRRx8BMHXq1EJ9eVI9Q9X9QH1H1f0gd8cnn3ySXbt2MXnyZMqUKcPu3btp3749vXr1Yu/evXa78+TMGVoLezYmfIFb2V6LB/xy2TY+23a+QgghzWqHEKIKxi5/o8y23Qk0AC5gbGh9CxiAeyZ3uX79OoMGDcLDw4P09HS6d+/OyJEjuXr1Kj4+Pri7u3Pr1i0CAwOJiYlBSklgYCDXrl3D19cXgISEBCpWrEh0dDRCCAICAoiOjqZ06dKkp6eTmJhIUFAQV69exdPTE39/f27cuIG/vz+pqakkJydnrffy8sLPz4+bN29StmxZkpOTSUlJyVpfokQJSpYsyYwZM5BS0rVrV5KTk7lz5w5Xr16lZMmSeHl5ER8fT/ny5YmPjyctLS1rf0s/k6+vLxcuXLDpZ4qNjaVcuXLcvn2b1NTUrPW2+kwFKScom1VPLPlMaWlpJCQkKPWZnKGc/Pz8uHjxYoE+07Jly+jRowfbt2+nX79+TJ8+nfvvv1+5z2SPckpLS+PatWtO8Zk01qN8+fKOVsgXWztKKXnrrbdITEzk2WefpUOHDoXaX/UMVfcD9R1V94O8Hb28vBg5ciT9+vVj1qxZLFy4kK1bt7J161aaNWvGm2++SadOnWza88jZM7QGwl4tVCFEE2CPlLKU2WujgWAp5dPZto0HOkgpfzf9uykQIaX0M9smENgBLJdSTs3jfXsDY6SU90zUsG/fPlmvXr0ifjL7EhMTQ8OGDUlOTmbv3r3Yw//KlStUrlzZ5u+jGgEBxkZTTEysRfu7am5FpbC5/fnnnzzzzDPExcXx9NNPEx4e7hTdCKyNM9W3Q4cOHQwJCWnmaA9VKcy1yRnK3daO33zzDSNGjKBMmTLs37+/wM8yZaJ6hkX1K+q1rCAU9wztQWEcb9y4QXh4OF9++SWxscZyrVOnDkOHDuX555/P+oHLUX6OwhqOeV2f7Nk9LxLwEELUNnutMXA8h22Pm9bluJ0QoiywBVifV4PJhAQcM0W2Dfjqq69ITk6mffv2dmkwAaSlpdnlfYobOjfLKGxuDRo0YNWqVZQuXZoff/yRAQMGkJKSYiM7ddH1zTVxhnK3peO1a9ey5mKaNm1aoRtMoH6GqvuB+o6q+0HhHMuXL8+//vUvjhw5wrRp07jvvvuIjIxk9OjRPPTQQ4wdO5a///7bYX6OwtaOdms0SSkTgR+AD4UQPkKIlkA3YGkOmy8BRgkh7hNCVAZGA4sBhBClgc0Y71qNy76jEKKzEKKi6f/rARO5d3Q9pyQlJYUvv/wSgBEjRtjtfZ1hbH4V0blZhiW5PfLII6xbt46AgAA2b95MWFgYCQn2n6vEkej65po4Q7nbyjEjI4Phw4cTGxtLu3bt6NWrl0XHUT1D1f1AfUfV/cAyR19fX4YNG8ahQ4cIDw+nRYsWJCQkEB4ezuOPP063bt1Yv349BkPRh6EvrhkWBnsPOT4CKAlcB1YCw6WUx4UQrYUQ5t9wFgA/AseAP4GfTK8BPAc8CryUbS6mqqb1IcBRIUQisBFjQ22arT+YPVi8eDHXr1+nYcOGtG3b1m7v6wxj86uIzs0yLM2tcePGrF+/nsDAQCIiInj66ae5du2ale3URdc318QZyt1WjnPmzCEiIoJy5crx+eefY5rOsdConqHqfqC+o+p+UDRHT09PevTowcaNG9m5cycDBgygVKlS7Nq1i4EDB9K4cWM++eSTIr1Hcc+wINi10WQaJvxZKaWPlLKqlHKF6fVdUkpfs+2klPIdKWWAaXkncwAIKeXXUkphOob5XEz/mNa/LaWsaFpfQ0r5nmlocqcmMTGRmTNnAjBu3DiLLw6W4OPjY7f3Kk7o3CyjKLk99NBDbNy4kQceeIAjR47QsWNHTp48aUU7ddH1zTVxhnK3heOhQ4eYMmUKAHPnzqVSpUoWH0v1DFX3A/UdVfcD6zk2aNCAmTNncvz4caZPn07t2rWJiorio48+olGjRgwaNIh9+/YVetQ9V8owN+x9p0ljIeHh4URHR/PII4/QqVMnu763u7u7Xd+vuKBzs4yi5lazZk02bdpE06ZNuXjxIh07dmTDhg1WslMXXd9cE2cod2s7RkdH89JLL2EwGBg6dCgdO3Ys0vFUz1B1P1DfUXU/sL6jv78/Q4cOZf/+/axZs4auXbuSkZHBmjVr6NKlC61bt+brr78u8IimrphhdnSjyQmIj49n9uzZAEyYMMGud5kAbt3KPlK8piDo3CzDGrkFBgaybt06nnvuORISEujfvz8ffvihUzzIaim6vrkmzlDu1nRMTU1lwIABXLx4kaZNm/L+++8X+ZiqZ6i6H6jvqLof2M5RCEHbtm1ZsmQJhw8fZvTo0VSoUIG//vqLt956i0cffZQlS5bke3105Qwz0Y0mJ2DOnDnExcXRsmVLuz7LlElgYKDd37M4oHOzDGvlVqpUKb788ksmT56Mu7s7s2bNonPnzpw6dcoqx1cNXd9cE2cod2s5SikZPXo0+/fvp1KlSixdupQSJUoU+biqZ6i6H6jvqLof2MexSpUqjB8/nqNHj7Jw4ULq1q3LxYsXefPNN2nVqhVbtmzJtduezlA3mpTnzJkzzJkzB3DMXSYwzg2lKTw6N8uwZm5CCEaOHMnatWu57777OHToEMHBwcydO7fY3XXS9c01cYZyt5bjjBkzWL58OSVKlGDZsmVWGylL9QxV9wP1HVX3A/s6enl50bNnT3bv3k14eDg1atTg1KlT9O7dmx49enD27FmH+lmKrR11o0lhpJSMHTuWO3fu0KdPH5o3b+4wD03h0blZhi1ya9myJXv27KF3794kJyczceJEgoOD2bNnj9Xfy1Ho+uaaOEO5W8Nx/vz5fPTRR7i5uTFv3jyaNGliBTMjqmeouh+o76i6HzjG0d3dnR49erB3716mTp2Kv78/ERERtGrVitmzZ981VLnOUDealGb9+vVs376dMmXK8MEHHzjMwxluyaqIzs0ybJVb6dKl+eKLL/jmm2+oXr06J06c4Omnn6ZXr14cOXLEJu9pT3R9c02codyL6rh06VLeffddAGbNmkW3bt2soZWF6hmq7gfqO6ruB4519PLyYvjw4fzxxx/06tWLlJQUJk2aREhICIcPH3a4X0HR3fNclPj4+KyLxHvvvUf58uUd5uJKc91YE52bZdg6t44dO7J3717GjRuHr68vW7du5cknn6R3797s2LHDKX5Nywld31wTZyj3ojjOmzePN954A4CpU6fSr18/a2lloXqGqvuB+o6q+4EajuXKlWPevHl8//33VK1alWPHjtG+fXvee+89Lly44Gi9fLF1hrrRpCBSSkaNGkVUVBSPPPIIL774okN9fH19899Icw86N8uwR24lSpTgnXfe4dChQ7z66quUKFGCLVu28Nxzz9GqVSvmzZvHjRs3bO5hTXR9c02codwtcZRSMm3aNMaPHw/AlClTGD58uLXVAPUzVN0P1HdU3Q/UcgwJCWHPnj2MGDECMA5I1q9fv6y7Tqpi6wx1o0lBli9fzpo1a/D19WXBggVOMTa+RuOMlC9fng8//JAjR47wr3/9iwoVKnDixAnGjx/PQw89xAsvvMDixYuJiopytKpG4zIkJyczbNgwPv30U9zc3JgzZ07WlzeNRmMffHx8mDJlCps3b6Z27dqcOXOGjh078sknnxS7gZQKim40KUZkZCTjxo0DjCMF1axZ08FGkJCQ4GgFp0TnZhmOyC0wMJAxY8Zw5MgRFi1aRMeOHcnIyGDbtm2MGjWK+vXr0759ez799FOOHj1KRkaG3R3zQ9c318QZyr0wjpcuXaJLly58//33+Pj4sGTJEsLCwmxop36GqvuB+o6q+4G6jk2bNiUiIoK+fftiMBj46KOP6Ny5M5GRkY5WuwdbZ6gbTQpx8+ZN+vXrR1JSEi+88AK9evVytBIAFStWdLSCU6JzswxH5ubt7U23bt345ptvOHHiBLNnz6Zz586ULFmSQ4cOMW3aNIKDg6lXrx6DBw9mxYoVXLlyxWG+5uj65po4Q7kX1HHDhg20bduWw4cPU61aNTZv3kxoaKiN7dTPUHU/UN9RdT9Q27FkyZLMmDGDtWvXUqVKlazpOxYsWKDUj4i2zlA3mhQhOTmZsLAwTp8+TYMGDZgxY4ajlbKIjo52tIJTonOzDFVyCwwMpF+/fixfvpxTp06xfPly+vXrR+XKlblx4warV6/m1VdfpUGDBjz++OP861//YuvWrSQmJjrEV5XcNPbFGco9P8dbt27x5ptv0r9/f2JjY2nXrh2//PILDz30kBJ+jkZ1P1DfUXU/UN8xOjqaNm3asHv3bvr06UNKSgr/+te/6N69O5cuXXK0HmD7DD1senRNgUhLS2PIkCEcOHCA++67j2+//RY/Pz9Ha2XhiAl1iwM6N8tQMbdSpUrRuXNnOnfujJSSU6dO8euvvxIREcHu3bv5+++/+fvvv1mwYAGenp40b96c4OBgnnzySRo1amSX5xJVzE1je5yh3HNzlFLy008/MXbsWKKiovD29mbSpEkMHjwYNzf7/aareoaq+4H6jqr7gfqOmX6lS5dm7ty5hIaG8tZbb7Fz505atmzJJ598wgsvvODQz2Hr99Z3mhxMUlIS/fv356effsLf35/vv/+eSpUqOVrrLgICAhyt4JTo3CxD9dyEENSpU4ehQ4eycuVKzpw5w4YNGxg9ejSPPPII6enp7N69mylTphASEkKdOnV4+eWXWbJkCRcvXrSZl+q5aWyDM5R7To4nT56kd+/e9O/fn6ioKJo2bcovv/zC0KFD7dpgys1PJVT3A/UdVfcD9R2z+3Xp0oU9e/YQGhrK7du3GT58OAMGDHDowEm2zlA3mhxIXFwcPXr0YPPmzZQtW5bvv/+eevXqOVrrHlS/ZawqOjfLcLbcvLy8eOKJJxg/fjzbtm3j1KlTLFq0iAEDBlC1alViY2NZu3Ytb775Jo0bN+axxx5j7Nix/Pzzz9y6dctqHs6Wm8Y6OEO5mzteunSJN998k1atWrF161b8/PyYMWMGmzZtslt3vLz8VER1P1DfUXU/UN8xJ7/AwECWLl3K3Llz8fX1ZcOGDTRv3pyFCxeSnp6uhKM10Y0mB/HHH3/w5JNP8ttvv1G5cmU2btxIs2bNHK2VI6VLl3a0glOic7MMZ8+tbNmydOvWjZkzZ/J///d//PHHH8yYMYMuXbrg5+fH6dOnCQ8Pp2/fvtSqVYsuXbowc+ZMjh07VqSJdZ09N41lOEO5ly5dmrNnz/LGG2/QtGlTlixZghCCQYMG8ccffzBo0CCHTq2heoaq+4H6jqr7gfqOufkJIejTpw979+6lc+fOJCQkMG7cOIKDg/n111+VcLQQcF5SAAAgAElEQVQW+pkmO5OWlsbcuXOZNm0aBoOBRo0asWzZMqpUqeJotVxxxK8FxQGdm2UUp9yEENSoUYMaNWowaNAgDAYDBw8ezHoe6uDBg+zbt499+/YxefJkgoKCaNeuHe3bt+fJJ5/E39+/wO9VnHLTFByVyz0jI4OIiAjmzp1LREQEUkrc3Nzo0aMH77zzDrVr13a0IqB2hqC+H6jvqLofqO+Yn1+VKlVYvnw5GzduZNy4cRw/fpwePXrQrl07xo0bZ5cbA7bOUN9pshNSSrZs2UKrVq348MMPMRgMjBgxgs2bNyvdYAIcNhqYs6Nzs4zinJuHhwfNmzdn3LhxbNq0iTNnzrB48WL69etHpUqVuHr1KitWrODll1+mVq1ahIaG8p///IejR4/mexeqOOemyR0Vy/38+fN89NFHPPLII/Ts2ZNff/0VLy8vwsLC2L9/P+Hh4co0mEDNDM1R3Q/Ud1TdD9R3LKhfaGgov//+O5MmTcLPz4/t27fTsWNHunfvzo4dO4rUo8JajpYibCmvOvv27ZO2fobIYDCwYcMG5s+fz++//w5AjRo1+PjjjwkJCbHpe1uLO3fu4O3t7WgNuxMQUBaAmJhYi/Z31dyKiqvmJqXk+PHjbNu2jW3btvHbb7/d9atZ+fLladGiBY8//jiPP/44DRo0wMPjf50FnCm3Q4cOHQwJCVGzP7ICFObapEK5Syn566+/2Lx5Mz/++CNHjhzJWlelShX69evHyy+/TPny5R1omTsqZJgXRfUr6rWsIBT3DO2B6o6W+N28eZMvvviC8PDwrIlna9euzcCBA+nevbvV51WyRoZ5XZ90o8kGjaaMjAwOHDjA+vXrWbt2bdZIIv7+/owZM4ZXXnkFLy8vq7+vrbhw4QLVqlVztIbdKeqFxlVzKyo6NyO3bt0iIiKCbdu28csvv9wzIpGvry9NmzalYcOGNGrUiICAANq2bevQZ0MKim405U1hrk2O+HsxGAz89ddf/PHHHxw4cICdO3feVT99fX3p3Lkzffr0oU2bNly8eFHpv2nVzzlF9bNHo6m4Z2gPVHcsil9sbCxffvklixcvzjpXuLm50bp1a0JDQ2nXrh01atQo8pDh1sgwr+uTXbvnCSEChBBrhBCJQogLQoiwXLYTQoiPhRA3TcvHwixJIcTDQoiDQogk038fLui+1kZKyaVLl9i6dSuzZs2iT58+1KxZk86dOzNv3jyioqKoVasWn3zyCceOHWPEiBFO1WACWLt2raMVnBKdm2Xo3IyULl2aZ555htmzZ/Pnn39y4MABZs+eTZ8+fahevToJCQns2LGDOXPmMGTIEHr27EnVqlVp164dgwYNYsqUKSxfvpy9e/dy6dIl7ty54+iPpDTOen2y5d9LRkYGFy9eJCIigv/+97+8++67dO3alerVqxMcHMzbb7/Nt99+S1RUFEFBQfTp04fly5cTGRnJggULCA4Oxs3NTfm/ae1XdFR3VN0P1Hcsil/ZsmUZM2YMR44c4euvv6Zz5864u7uzY8cOxo4dy6OPPkrjxo0ZNGgQX3zxBTt27ODSpUtkZGTYzbEg2PVOkxBiJcaG2iDgYeAn4Akp5fFs2w0FRgEhgAS2ArOllPOFEF7AKWAW8AUwFBgN1JZSpua1b3YfS+807dy5k5kzZ3L58mUuXbpESkrKPdtUq1aNLl268Mwzz9CsWTO7zzthTdq2bcuOHTscrWF3ivrrnKvmVlR0bgUjKiqKw4cPc/ToUY4dO8bWrVtJS0vLcx9/f38qVKhAhQoVCAgIwNfXFz8/P3x9ffH19aVkyZK4u7vj7u6Om5tb1l2rlJQUkpOTuXPnTtb/Dx48mOrVq1vkruKdJpWuT4W5NmX/e4mLiyMxMZGMjAwMBgPp6el3LQaDgTt37pCQkEBiYmLWEhMTQ3R0NNHR0dy4cYPo6Ohcr29g7GberFkzmjVrRosWLahfv36uvxKr/jdd3P3scaepuGdoD1R3tLZfXFwcP//8M7/88gsRERHExMTcs423tzfVqlWjRo0aBAUFUbZs2bsWX19fvLy8KFGiBN7e3rz00kv88MMPVK5c2WKvvK5Pdhs9TwjhA/QAGkgpE4DdQoj1wIvAuGybDwD+LaW8ZNr338BgYD4QbPKeJY0tvtlCiLeBdsCmfPa1CklJSXdVnHLlyvHggw9Sr149mjVrxuOPP879999vrbdzOAaDwdEKTonOzTJ0bgWjUqVKVKpUic6dOwPQsmVLNmzYQGRkJOfPn+fs2bNZ/718+TLR0dHEx8cTHx/PqVOnivz+Tz31lMWNJtVw5utT9r+X0aNHs2bNGksPdw8VK1akRo0a1KxZk5o1a2Zd58qVK2exo2pov6KjuqPqfqC+o7X9ypQpQ58+fejTpw8ZGRmcPHmSP/74g4MHD3L69GnOnTvH1atXiYyMJDIyssDHfeKJJzh//rxVXTOx250mIUQTYI+UspTZa28DbaWUT2fbNh7oKKX8zfTvZsCvUko/IcRbpnWdzbbfYFr/77z2ze60cePG21FRUVm3gEqXLh0dEBBww5qfuzgQExNTXudSeHRulqFzswwny61aSEhIoKMlMlHt+lSYa5MzlLvqjtqv6KjuqLofqO+ouh9YzTHX65M952nyBW5ley0euKcxY9o2Ptt2vqa+39nXZT9OrvvKbC3E0NDQnN5bo9FoNK6FUtcnfW3SaDQa9bDngzYJQPapeksDtwuwbWkgwXRRye84ee2r0Wg0Gk129PVJo9FoNHliz0ZTJOAhhDCf0a4xcDyHbY+b1uW03XGgUbYRhxplW5/bvhqNRqPRZEdfnzQajUaTJ3ZrNEkpE4EfgA+FED5CiJZAN2BpDpsvAUYJIe4TQlTGOPrQYtO6CCAdeF0I4S2EeNX0+vYC7KvRaDQazV3o65NGo9Fo8sPe42CPAEoC14GVwHAp5XEhRGshRILZdguAH4FjwJ8Yh35dACClTAWeBfoDccDLwLOm1/PcV1M4CjpvieZuhBARQogUIUSCafnb0U4qIoR4VQjxhxDijhBicbZ1IUKIk6a5bn4VQqg745+dyS03IUR1IYQ0q3cJQoiJDlR1NpS9PpkaYP81nYdvCyEOCyE6m9YpU+55nfuEEGEm/0QhxFohRICd3RKyLelCiM9N6xySoaXnQFN9+EoIcUsIcVUIMcrejkKIFkKIrUKIGCFEtBDieyFEJbP1k4QQadkyrWFHvzzLVJEM+2bzSzI5NzWtt1eGuZ5fTOsdWhfzOf/ZtR7adZ4mjXMhCjhvieZuhBARwDIp5ZeOdlEZIUR3IAN4CigppRxoer08cAZ4BeMXzMlAayllCwepKkUeuVUHzgGeUkq1x67VFAphHBJ9DMa7Uv8AoRgbdg1NmyhR7rmd+4QQ9YH9QBfgELAQcJNS9ra7pNHHF7gKhEopdzrqb8fSc6AQYjrQCngGCAJ+BQZKKTfZ0bEzxoFNNgMGYA5QWUrZybR+ElBLStnP2k4F9KtOHmWqQoY5bDcQmIgxN2nHDPM6vyTg4LqYj9+D2LEe2nP0PI0TIQo3b4lGU2iklD9A1rDLVcxWdQeOSym/N62fBNwQQtSTUp60u6hi5JGbpphi6j44yeylDUKIc0BT4KBDpApHX+BHKeVOANMv/ieEEH5SypwG27A1PTDeUdzlgPfOogjnwAEYv5jGArFCiHBgIMa5wOziKKX82Xw7IcQcwO4zsxbhfOjwDHNxWmLvgWHyOb+Uw8F1MS8/KeVq821tXQ/t3T1P4zzUAQxSSvMZxY4A9R3k42xMF0LcEELsEUIEO1rGyaiPsa4BWSfMM+i6V1AuCCEuCSEWmX6x1hQzhBAVMZ6jze/6q1LuOZ37sv9NnwFSMX4GR5Dbl1NVMsz1HCiEKAtUMl+PGtfmNtw7qMnTpm5Tx4UQwx0hRQ5lqmKGpi5vbTA+92iO3TPMdn5Rri7mcv7LxKb1UDeaNLlRmHlLNHczFqgB3IexG8qPQoiajlVyKvKb60aTMzeAR4FqGH8h9AOWO9RIY3WEEJ4Yy/Vr0y+9KpV7buc+Zf6mTV9O2wJfm72sUoaQd16+Zv/Ovs4hCCEaAe9h7EKVyXcYu04FAoOB94QQfeyolVeZKpchxucgd0kpz5m9ZvcMczi/KFUXc/AzX2fzeqgbTZrcKMy8JRozpJS/SSlvSynvSCm/BvZg7IOrKRi67lmAlDJBSvmHlNIgpbwGvAp0FELoxmYxQQjhhnFEv1SM5atUuedx7lPpb/pFYLf5l1OVMjSRV14JZv/Ovs7uCCFqAT8Db0gps7o7Sin/klJekVKmSyn3Ap8BPe3llU+ZKpWhif7c3ZC3e4Y5nV9QqC7m4pe5zi71UDeaNLlRmHlLNHkjAZHvVppM7prLxvR8XU103SssmV2P9Hm+GCCEEMB/gYpADyllWi6bqlTumee+7H/TNQBvjNcZe3PPl9MccHSGuZ4DTc+ORKHAfF+mu3bbgMlSypyG5zfH0dfBrDJVKUMAYZzioDKwKp9NbZZhHucXJepiXuc/e9ZDFU6qGgUp5LwlGhNCiDJCiKeEECWEEB5CiL4Y+9ha/eFSZ8eUTwnAHXDPzAxYAzQQQvQwrX8POKoHgTCSW25CiOZCiLpCCDchRDlgNhAhpczetULjnMzD2M3kaSllcuaLqpR7Pue+5RifK2ht+tL1IfCDvQeBEEI8gbHr4PfZXndIhkU4By4BJgghygoh6mHsdrTYno5CiPswzj82R0o5P4f9upn8hBDiMeB1YJ0d/fIrU4dnaLbJAGB19r8He2VoIsfzC+rUxdzOf/ath1JKveglxwUIANYCiRiHeQxztJPqC8Z+swcw3p6OwzjMbgdHe6m4YBwNR2ZbJpnWtQdOAskYJwyt7mhfVZbccgP6YBxiNxHjr39LgCBH++rFKmVezVTOKRi7xGQufVUp9/zOfUCY6TqSaPrSEuAAxwXA0hxed0iGlp4DMd6l+wrjc8fXgFH2dgTeN/2/eX1MMNtvJXDT9PpJ4HU7++VZpipkaFpXwvT3EpLDfvbKMNfziwp1MS8/e9dDPU+TRqPRaDQajUaj0eSB7p6n0Wg0Go1Go9FoNHmgG00ajUaj0Wg0Go1Gkwe60aTRaDQajUaj0Wg0eaAbTRqNRqPRaDQajUaTB7rRpNFoNBqNRqPRaDR5oBtNGo1Go9FoNBqNRpMHutGk0WjuQQgRLISQQogqjnbRaDQajX0QQiwWQmxztIdGoyK60aTRmGG6YEjTYhBCXBBCzDfNKO5K7AUqAVccLaLRaDSaoiOECBBCTBdC/CWESBJCxAohDgshpgoh7ne0n0ajOh6OFtBoFGQX8ALGv4+mwJfA/UCX7BsKIbyklKn21bM9ps901dEeGo1Goyk6pkbRbsAATAKO/D975x0eVZU+4PdLmSSEJJIQCEWwUSyIiBVXcQVdUdYC66IioNKkr67dVbErKquuIIKFLpaVBdta0UUR/CmKoCBNIwIJIQFSSEg7vz9mJg5h0u+dmXvPeZ8nzyZz75z7vfuNc/juKRfYBxwJXAncDEwKV3wGgxMwI00Gw6GUKqWylFK/KaWWAE8BF4rIsb4RqMEi8q6IFAEPAIjIMSLybxHZ67t794GIdAtsVESuEpEtIlIiIitEpL+vvT/4jvunxJ0vIv/z3Qn8UUT6VWvnIRFZ7zu+zTcSlhJw/FrfKNlZIrLad943InJqtXaOFpE3RCTPd873ItK/WiztA86v1VFEkkXkZRHJEpEDvtimWpYVg8FgMDSW6YAH6KGUmqeU+l4plamU+lQpdQPwt2BvCjZdT0SuERFV7bW+IrLc15fsE5HPRORo3zERkZtFZKuIlPr6wb9Ve/+lIvKt7/17ReQrEekRcLzOPtZgsBtTNBkMdVOM978V/8jsY8AC4ARghoi0xnsHbxdwNnAG8BPwqYikA4hIT997XgG6A1PwFmPBeAJ42HfeKuBVEWlRLZ5RwHHAtcC5wDPV2ogCHsF75/BkX2yviUiML54MvFPwDgMuAboBdwOVwQKqjyPwoO9alwKdgEHA+hocDQaDwRACRCQVuAj4l1IqP9g5SikV7PV6tt8XeB/4BjgTOB2YC8T6ThmL9wbjo8DxwOPAoyIy3Pf+DOB1vP3j8b42nsI7Klbf/sdgsB0zPc9gqAUROQ4Yh7d4KfC9/LxSakHAOZOBX5RSYwJem4i3kxqM98v/JuALpdQ/fKf85Osongty2fuUUv/1tXM73sLoNLydEkqpBwPO/UVE7gAWich1Sil/0SPA35RSqwNiXAkcjbezGQco4FKlVJHvPVtq+b9iTD0cOwLfKqVW+U75FW9hZjAYDIbwcQzeG2kH3cQSkRXAib4/M5VSxzey/XuB95RSgaNHGwJ+vx1vwTbT9/cmEekC3AW8iHf9bCzwmlLqF985gbHWp/8xGGzHjDQZDIdyrogUikgxsA7YClwdcPyrauefCvT0vadQRArxFlhH4B1xAe+o0Mpq7/uyhut/5/9FKZUNVACt/a+JyADf9L0dvmstwDvtIiOgDYV3zrof/4YO/nZ6AisCCqa6qI/jdOAvIrJORJ4WkX4iYr5jDAaDITKQan8PAk4CZgKJTWi3J/BB0AuKJAPtgf9VO/QZcISINAO+x3tTcJ2ILBaRSXLwxhT16X8MBtsxI00Gw6GsAobhnRqww7/Rg4gc4TtevdCIAj4Gxgdpa1/A7/Wd/hBsY4koXwyn453G8AhwC7AH71SFOXgLJz+VSqmKINdubBFTp6NS6n0R6QD8Ce+UwfnAWhHpUy0Wg8FgMISOzXinXh8b+KJSahuAiOTV8t5KDi22YoOd2FiUUhW+tbunAn2BgXin712hlHqb+vexBoOtmLvABsOhFCulNiulfqnnznhf452H/ZvvfYE/Ob5zfsQ7TzuQMxoR2x+A3UqpfyilVimlNuK9i9dQvgF6iUh97y7WxxGlVJ5S6hWl1Gi8uw32xjvKZjAYDIYwoJTKA94DJgRuGlRPdgFtq712crW/vwEuqOHa+cBvwDnVDvUGflZK7fedp5RSXymlHlZKnYN3JOo637n16n8MBrsxRZPB0HSeBaKBJSJytogcISJ/8O1y18t3zlTgLBG5X0Q6i8glwN99xxqyAPcnIF1EhovIUSIyFO8i24YyHe9//0t8u+wdKd7d/PrVcH6djr7fB4hIFxHphHeueSHetU0Gg8FgCB9jgTLgWxEZKiIn+vqQfkB/vNPAg/ER0FVExol3x9WReB/JEcgDQD8RecrXbhfx7uLaxXf8EbwF20gR6SQio/GuU3oYQER6icjdInK6iHQQkT5411r96Ht/ffpYg8F2TNFkMDQR37qjM4HdwJt4C5sFeDdG2Ok75xu8RcRgYC1wB+DfFKKkAdd6G3gIb2ezFu/zNW5pRMw78Y5aFQDvAj/42q0+DcN/fp2OPo/78d51/Bpvp9dPKWWmTxgMBkMYUUr9CvTAO737DrzT0H8AnsS7vrZPDe/7CG9fdSfedbLn4f2eDzznA7ybMpzua/crvFPcy3ynPAfc42vjR+A24Hal1Iu+4/vw9i9LgE3AS3j7lwd87den/zEYbEeasMukwWBoAr5RopeBNKXU3nDHYzAYDAaDwWAIjtkIwmAIESJyM7AMyMO74PUx4HVTMBkMBoPBYDBENqZoMhhCx4l41zGlAtvw7i53b1gjMhgMBoPBYDDUiZmeZzAYDAaDwWAwGAy1YDaCMBgMBoPBYDAYDIZaMEWTwWAwGAwGg8FgMNSCKZoMBoPBYDAYDAaDoRZM0WQwGAwGg8FgMBgMtWCKJoPBYDAYDAaDwWCoBVM0GQwGg8FgMBgMBkMtmKLJYDAYDAaDwWAwGGrBFE0Gg8FgMBgMBoPBUAumaDIYDAaDwWAwGAyGWjBFk8FgMBgMBoPBYDDUgimaDAaDwWAwGAwGg6EWYsIdQDj59NNPVVxcnG3tl5eXExOjx//Furgaz9Dy7bfRAPToUWFL+5HiaTeR5rl///7dffr0SQ93HJFKY/umSMtzKKjL2e7vkFBjcux+dPOFyHKurX+KjAjDRFxcHF27drWt/czMTDp27Ghb+5GELq7GM7T06tUCgLy8Pba0HymedhNpnqtXr84MdwyRTGP7pkjLcyioy9nu75BQY3LsfnTzhchyrq1/MtPzbCQjIyPcIYQMXVyNp7swngY3oWOedXPWzRf0c9bNF5zjbIomG8nKygp3CCFDF1fj6S6Mp8FN6Jhn3Zx18wX9nHXzBec4m6LJRmJjY8MdQsjQxdV4ugvjaXATOuZZN2fdfEE/Z918wTnOpmiykZSUlHCHEDJ0cTWe7sJ4GtyEjnnWzVk3X9DPWTdfcI6zKZpsZPfu3eEOIWTo4mo83YXxNLgJHfOsm7NuvqCfs26+4BxnrXfPsxunVM5WoItruDzz8/P5v//7P1auXElxcTFXX301xx13nG3XM/l0F7p46o6Oea7beSWwlP37x9GsWbNQhGQrJsfuRzdfcI6zKZpspLS0NNwhhAxdXMPh+eabbzJhwgSKi4urXps+fTq9e/fm3nvv5aSTTrL8miaf7kIXT93RMc91O48Gvuepp8q48847QxGSrZgcux/dfME5zmZ6no0E/iPX7ejiGmrP559/nhEjRlBcXMzJJ5/M+PHjGTFiBImJiXz22WdceumlrFmzxvLrmny6C108dUfHPNfmvHnzZuB7wHujKTs7O0RR2YfJsfvRzRec42yKJhtxyr7zVqCLayg9n3jiCe644w4AJk+ezIcffsj999/PlClTWLduHZdeeikFBQX85S9/4aeffrL02iaf7kIXT93RMc+1OS9durTq9/379/P444+HIiRbMTl2P7r5gnOcTdFkI07Zd94KdHENleeqVat45JFHiIqKYtq0aUycOBERqTqekpLC888/z/nnn09ubi4DBgyw9C6qyae70MVTd3TMc23OS5Ys8f32KFFRUcyZM8c3+uRcTI7dj26+4BxnUzTZiMfjCXcIIUMX11B4FhcXM2HCBJRSTJo0iauuuqrGWF5++WVOP/10du7cael8fZNPd6GLp+7omOeanLdu3cratWuBJGASV199NRUVFUyZMiWk8VmNybH70c0XnONsiiYbSUpKCncIIUMX11B4Pvroo2zevJkuXbpw66231npus2bNmDFjBs2aNWPx4sV8+OGHlsRg8ukudPHUHR3zXJPz71PzLgHimTBhAgDLly8PTWA2YXLsfnTzBec4m6LJRnJzc8MdQsjQxdVuzzVr1jBt2jSioqJ49tlniYuLq/M9HTt25LbbbgPg5ptvpqioqMlxmHy6C108dUfHPNfk/PvUvCsAOProo0lMTCQ7O5u8vLwQRWc9JsfuRzdfcI6zKZpspEWLFuEOIWTo4mq35yOPPEJlZSWjR4+mZ8+e9X7fmDFj6NatG9u2bbNksbPJp7vQxVN3dMxzMOdff/2VNWvW0Lx5c+ACAKKioujSpQsAGzZsCGWIlmJy7H508wXnOJuiyUacsoWiFejiaqfn6tWr+eCDD0hMTOTGG29s0HtjYmKYOnUqADNnzmzyokqTT3ehi6fu6JjnYM7etUxw+umnAwlVr3ft2hWA9evXhyQ2OzA5dj+6+YJznE3RZCMlJSXhDiFk6OJqp6d/gfKIESNo2bJlg9/fs2dP+vfvT0lJCc8880yTYjH5dBe6eOqOjnkO5vzzzz8D3il5gRx77LGAs4smk2P3o5svOMfZFE024pR9561AF1e7PANHmcaNG9fodm655RYAZs+e3aTRJpNPd6GLp+7omOdgzv6i6cgjjzzodX/R5OTpeSbH7kc3X3COsymabMQp+85bgS6udnn61yE1dpTJT7du3SwZbTL5dBe6eOqOjnkO5rx161bg0KIpcHqeUsr+4GzA5Nj96OYLznE2RZONxMfHhzuEkKGLqx2emzdv5v333yc+Pr5Jo0x+AkebGvvAW5NPd6GLp+7omOdgzr/88gtwaNHUpk0bUlJS2LNnj6UPAw8lJsfuRzdfcI6zKZpsJCEhoe6TXIIurnZ4vvDCCwD85S9/adIok59u3bpx8cUXU1JSUtV2QzH5dBe6eOqOjnmu7lxaWsq2bduIioqiQ4cOBx0TEcdP0TM5dj+6+YJznE3RZCN79uwJdwghQxdXqz0LCgpYuHAhACNHjrSsXf+I1ezZsxu1K43Jp7vQxVN3dMxzdedff/2VyspK2rVrF/Q5d07fDMLk2P3o5gvOcTZFk42kpaWFO4SQoYur1Z6vvvoqhYWFnHHGGXTr1s2ydk8//XROOukkcnNzeeONNxr8fpNPd6GLp+7omOfqzv5NII466qig5zt923GTY/ejmy84x9kUTTZSUFAQ7hBChi6uVnoqpZg1axZg7SgTeKeh3HDDDQDMmDGjwYueTT7dhS6euqNjnqs7+4umI444Iuj5Tp+eZ3LsfnTzBec4m6LJRkpLS8MdQsjQxdVKz88++4xNmzbRpk0b+vfvb1m7fi677DIyMjJYv349n332WYPea/LpLnTx1B0d81zduabtxv34R5o2bNjgyB30TI7dj26+4BxnUzTZiFP2nbcCXVyt9Jw7dy4AQ4cOJTY21rJ2/Xg8HoYPHw54R5sagsmnu9DFU3d0zHN157qm57Vs2ZJWrVpRWFjIb7/9Znt8VmNy7H508wXnOJuiyUacsu+8FejiapVnXl4e7777LiLC4MGDLWkzGMOGDcPj8fDhhx+ybdu2er/P5NNd6OKpOzrmubpzXSNNcPBok9MwOXY/uvmCc5wjqmgSkVQRWSwiRSKSKSJX13CeiMhjIpLr+3lMRMR3rKWIfOF7fa+IfCkiZ4XWxItTtlC0Al1crfJ87bXXKC0t5bzzzqN9+/aWtBmMli1b8uc//xmlVNXIVn0w+XQXunjqjo55DnSuqKggMzMTqHlNE/w+CuUvsJyE7jnWAd18wTnOEVruWyoAACAASURBVFU0AdOAUqA1MBh4TkSOD3LeKOAyoDtwIvBnYLTvWCFwPZAOtAAeA94SkRh7Qz8Uj8cT6kuGDV1crfBUSjFv3jwArrnmmia3VxfXXXcdAAsWLKCsrKxe7zH5dBe6eOqOjnkOdN6xYwelpaVkZGSQmJhY43s6duwIeLcndxq651gHdPMF5zhHTNEkIonAQOBupVShUupzYCkwJMjpw4AnlVK/KaW2A08C1wIopUqUUj8ppSoBASrwFk+pIdA4iH379oX6kmFDF1crPFevXs369etJS0ujX79+FkRVO2eeeSadO3cmKyuL//73v/V6j8mnu9DFU3d0zHOgc1075/nxP/TWiUWT7jnWAd18wTnOIR99qYXOQLlSamPAa2uA3kHOPd53LPC8g0akROR7oCsQC7yglNpVvZFdu3YxfPhwYmJiqKioYMCAAYwbN46srCwSExOJjo4mPz+f9PR08vLyUEqRnp5OdnY2zZs3B6CwsJDWrVuTk5ODiJCamkpOTg7JycnExMSQmZlJRkYGWVlZxMbGkpKSwu7du0lJSaG0tJTi4uKq4x6Ph6SkJHJzc2nRogXFxcWUlJRUHY+PjychIYE9e/aQlpZGQUFB1V21rKwsEhIS8Hg87Nu3j5YtW7Jv3z7KysqqjlvhVFFRQVFR0SFOZWVl7N2711VOwfJUVlbGzp07m+Tk32a8X79+lJWVsXv3btudLr/8ch577DFmzJjB2WefXWeeROSgz2648uS93+F98F1D8lTfz158fDyZmZmO+Ow15b+nlJQUMjMzI8bJYA8tW7YMdwghJ9B569atQO3rmeD3osk/lc9J6J5jHdDNF5zjLJGy5aaInA28rpTKCHhtJDBYKXVutXMrgOOVUht8f3cCNgJRKkBIROKBywGPUmpO9Wt++eWXyr8g1A527NhB27ZtbWs/ktDFtameRUVFHHvssRQWFrJixQrs/PwFsmfPHo4//nhKSkpYvXp1nXdiIyWfqaneoikvz56nhUeKp91Emufq1au/6dOnzynhjiNSaWzfFGl5DgWBzvfeey//+te/uPPOO7n55puB4N8hu3fvpnPnzqSkpDhuXZPuOdYB3Xwhspxr658iZnoe3rVIydVeSwaCPfGq+rnJQKGqVgH6puq9AtwuIt2tDLY+1Hf9iBvQxbWpnkuWLKGwsJBTTz01ZAUTQIsWLbjssssAmDPnkPsHh2Dy6S508dQdHfMc6FyfnfMA0tLSSExMZN++fY6ZFuRH9xzrgG6+4BznSCqaNgIxvlEjP92BH4Kc+4PvWF3n+YkFgj+0wUacsu+8Feji2lTP+fPnA6HZAKI6w4YNA2DhwoV1TpEy+XQXunjahRU7u/qOR4vIgyKyQ0QKRORbETnMqjh1zHOgs/+5S/7pdzUhIhx++OGA86bo6Z5jHdDNF5zjHDFFk1KqCHgTuF9EEn3bhF8KzAty+lzgJhFpJyJtgb8DswFE5AwR+YOIeEQkQURuw7sb36qQiATglH3nrUAX16Z4btq0iZUrV5KYmFg16hNKTjvtNI499lhycnJ45513aj3X5NNd6OJpI1bs7ApwH9ALOBPvDIkhQIlVQeqY50DnnTt3AtRrmo9Td9DTPcc6oJsvOMc5YoomH2OBBGAX8AowRin1g4icLSKFAec9D7wFrAXWAe/4XgOIw9vB5QLbgYuAi5VSO0Kj8Du1bXnqNnRxbYrnggULALj88stJSkqyKqR6IyJV24/Pnj271nNNPt2FLp52YNXOriLSAvgbMFIplam8rFNKWVY06Zhnv3NZWRm7du0iKiqK1q1b1/k+f9HktJEmnXOsC7r5gnOcI2n3PJRSeXjv0lV/fTnQPOBvBdzq+6l+7mccPHUvbERHR4c7hJChi2tjPcvKynjllVeA8EzN8/PXv/6VyZMns3z5cjZv3swxxxwT9DyTT3ehi6dNWLWzazegHPiLiNwI5ANPK6WmVW+ksTu75ubm4p8NGAm7NoZiJ8rc3Fyio6PZtm0bSilatWrF9u3bq5z8O3Du2rXrICfvMVi3bh35+fkR5VRbnvw7mzotT0357CmlyMzMdJVTbXmqqKjA4/G4yqmuPFVWVhITExMRTrURMbvnhQO7d8/LzMysupvldnRxbaznO++8w5AhQ+jSpQsrVqyo+odNOJgwYQILFixg3LhxPPDAA0HPiZR82r17XqR42k2keTpp9zyrdnYFrgIWAC8B44FOwMfA1UqpDwPbaWzfFGl5DgV+56+++ooLL7yQHj168PHHH1cdr+k75O2332bo0KH86U9/qrqh5QR0zrEu6OYLkeXslN3zXEd6enq4QwgZurg21tO/Y90111wT1oIJqJqi98orr1BSEnxmkMmnu9DF0yas2tnVfwvzfqVUsVLqe2AR3inklqBjnv3O/vVMbdq0qdf7nDo9T+cc64JuvuAcZ1M02UheXl64QwgZurg2xnPbtm18/PHHeDwerrrqKhuiahg9evTgxBNPJC8vj7fffjvoOSaf7kIXT5uwamfX733/Gzi9w9KpHjrm2e/ckE0g4Pcd9n799VecNONG5xzrgm6+4BxnUzTZiJO+iJuKLq6N8Zw3bx5KKS655BJSU1NtiKphiEjV9uM1bQhh8ukudPG0A6t2dlVKbQGWA3eJSJyIHAtcCQS/c9G4WK1qyjH4nRs60pSSkkJKSgr79+8nNzfXtvisRucc64JuvuAcZ1M02YhThhutQBfXhnqWl5dX7ZrnL1QigYEDB5KYmMiKFSvYuHHjIcdNPt2FLp42YsXOruBd19QR7+6u7+Ddke9jLELHPPudd+zwbpBb36IJnDlFT+cc64JuvuAcZ1M02Uh2dna4QwgZurg21PODDz5g586ddOrUiV69etkUVcNJTk5mwIABwO/rrQIx+XQXunjahVIqTyl1mVIqUSnVQSm10Pf6cqXUQTu7KqVuVUql+n5uVQG3UJVS25VSFyqlmiuljlJKPR/seo1Fxzz7nRs60gS/T9FzUtGkc451QTdfcI6zKZpsxL8Fog7o4tpQT39BMnTo0LBvAFGda6+9FoBFixYdsiGEyae70MVTd3TMs9+5KUXTtm3brA/MJnTOsS7o5gvOcTZFk8FgE7/99hsfffQRHo+HK6+8MtzhHEKPHj3o3r07e/bs4a233gp3OAaDwdAolFKNKpqcOD3PYDCED1M02UhhYWHdJ7kEXVwb4jl37lyUUvz5z38mLS3NxqgaT00bQph8ugtdPHVHxzwXFhayd+9eSkpKSEpKIikpqd7vdeL0PF1zrBO6+YJznE3RZCOtW7cOdwghQxfX+noGbgDhnwYXiQwcOJDmzZvz5ZdfsmHDhqrXTT7dhS6euqNjnlu3bt2oUSY4eNtxp6BrjnVCN19wjrMpmmwkJycn3CGEDF1c6+v54YcfsnPnTo455piI2gCiOklJSQwcOBDwjoz5Mfl0F7p46o6Oec7JyWH79u1Aw4umww8/HPCuaaqsrLQ8NjvQNcc6oZsvOMfZFE02EmkL/+1EF9f6evqnu0XiBhDV8U/RW7RoEcXFxYDJp9vQxVN3dMyziDT4wbZ+mjdvTsuWLSktLSUrK8uO8CxH1xzrhG6+4BxnUzTZSCQ8yDRU6OJaH8/ADSCuuuqqEETVNE466SROOukk9u7dy9KlSwGTT7ehi6fu6Jjn1NTURk/PA+dN0dM1xzqhmy84x9kUTTbilOFGK9DFtT6ec+bMQSlF//79I3YDiOpU3xDC5NNd6OKpOzrmOScnR6uiSdcc64RuvuAcZ1M02UhycnK4QwgZurjW5VlSUlJVeIwYMSIEEVnDwIEDSUpKYtWqVaxdu9bk02Xo4qk7OuY5OTm50dPzwHnbjuuaY53QzRec42yKJhupqKgIdwghQxfXujz//e9/k5ubS/fu3Tn99NNDFFXTad68edVUwlmzZpl8ugxdPHVHxzxXVFQ0aaTJaUWTrjnWCd18wTnOpmiykaKionCHEDJ0ca3NUynFzJkzARg1apRjFjb6GT58OABvvPEGO3bsCHM0ocF8bg1uQsc8FxUVVX1fNaZoCtxBzwnommOd0M0XnONsiiYbycjICHcIIUMX19o8V65cydq1a0lPT2fAgAEhjMoaOnXqxB//+EdKSkr45JNPwh1OSDCfW4Ob0DHPhx12GHl5ecTExJCent7g9zttpEnHHOvmrJsvOMfZFE024pQtTK1AF9faPJ9//nnAu6lCXFxcqEKylFGjRgHwwgsvOGa4vCmYz63BTeiY53Xr1gHeh2NGRTX8nzT+kabt27dTXl5uaWx2oGOOdXPWzRec42yKJhuJjY0NdwghQxfXmjx/+eUX3n77bWJiYrjuuutCHJV19O3bl44dO7Jjxw4+/PDDcIdjO7p/bg3uQsc85+XlAY2bmgcQFxdHmzZtqKiocMS0ZB1zrJuzbr7gHGdTNNlISkpKuEMIGbq41uQ5ffp0KisrueKKKxrdeUcC0dHRXH/99YB3Qwi3o/vn1uAudMxzQUEB0PiiCX7fdtwJU/R0zLFuzrr5gnOcLSuaROQsq9pyC7t37w53CCFDF9dgnrm5uSxYsACAcePGhToky7nmmmuIj49n2bJlbNq0Kdzh2IrOn1ud0KV/0jHPW7ZsARq33bgfJ61r0jHHujnr5gvOcbZypOl/IrJORCaKSAsL23UsTqmcrUAX12CeL7zwAsXFxVxwwQUcd9xxYYjKWlq0aMGll14KwIsvvhjmaOxF58+tZmjRP+mY57179wJNG2nyr2tywgNudcyxbs66+YJznK0smo4GFgO3ANtFZL6InGNh+46jtLQ03CGEDF1cq3vu37+/ahrbxIkTwxGSLfif2bRw4cKq6S9uRNfPrYZo0T/pmOemPNjWj3+kyQlFk4451s1ZN19wjrNlRZNS6hel1N1AR+CvQHPgIxHZICI3iUhLq67lFIqLi8MdQsjQxbW658KFC8nLy6Nnz56ceeaZYYrKejp27MiZZ55JYWEhr776arjDsQ1dP7e6oUv/pGOem/JgWz9Omp6nY451c9bNF5zjbPlGEEqpSqXU28BA4EbgCOAJYJuIzBKRNKuvGak4Zd95K9DFNdCzvLycadOmAd5RJqc9zLY2MjIyGDFiBODdEKKysjLMEdmDjp9bnXF7/6RjnnNzcwFrNoJwwkiTjjnWzVk3X3COs+VFk4gcLSKPAL8BDwIvACfh7aROBP5j9TUjFafsO28FurgGei5dupTMzEyOOuooLrroojBGZT1ZWVn079+fdu3asWnTJj744INwh2QLOn5udcbt/ZNuea6srKxybkrR1K5dO6Kjo8nKyuLAgQNWhWcLuuUY9HPWzRec42zl7nlXisjHwEagD3AX0E4pNV4p9b1S6l1gEHCGVdeMdDweT7hDCBm6uPo9lVL861//AmD8+PFER0eHMyzL8Xg8xMbGMmbMGACeeeaZMEdkD7p9bnVFl/5Jtzzv3r2b8vJyWrRoQUJCQqPbiYmJoV27diil2LZtm4URWo9uOQb9nHXzBec4WznSNBPYBJyilDpNKfWSUmp/tXOy8d7d04KkpKRwhxAydHH1e/7vf/9jzZo1pKenM2jQoDBHZT1+zyFDhpCcnMzKlSv56quvwhyV9ej2udUYLfon3fJsxXomP06ZoqdbjkE/Z918wTnOVhZNbZVSNyilvq3pBKVUsVLqPguvGdH451rrgC6ufk//yMuoUaOadIczUvF7JiUlMXz4cACeffbZcIZkC7p9bjVGi/5JtzxbWTQdccQRAGzdurXJbdmJbjkG/Zx18wXnOFtZNO0TkVbVXxSRNBGpsPA6jqFFC9c+DuQQdHFt0aIFa9euZdmyZSQmJnL99deHOyRbCMznyJEj8Xg8vPPOO2zevDmMUVmPTp9bzdGif9Itz1YWTZ07dwZg48aNTW7LTnTLMejnrJsvOMfZyqKppq3DPEC5hddxDE7ZQtEKdHEtLi6uWss0ZMgQx/yH3lAC85mRkcGgQYNQSlXtFugWdPrcao4W/ZNued6xYwdgTdHUpUsXIPKLJt1yDPo56+YLznGOaWoDIjLU96sC/ioi+QGHo4E/Au66PV1PSkpKwh1CyNDFdevWrSxevJjo6GjGjh0b7nBso3o+x48fz/z581m0aBF33HEHrVodctPekejyudXFszq69U+65dmOkaaffvqpyW3ZiW45Bv2cdfMF5zg3uWgCXgz4/Z/VjpUCPwM3WXAdx+GUfeetQBfXN998k4qKCv7617/Svn37cIdjG9Xz2alTJ/r168e7777LrFmzuOuuu8IUmbXo8rnVxTMIWvVPuuXZP9LUrl27Jrd1+OGHk5CQQHZ2Nvv27SMlJaXJbdqBbjkG/Zx18wXnODd5ep5SKlYpFQv8CrTx/+37SVRKnaCUer/poToPp+w7bwU6uObl5bFgwQLAO/LiZoLlc8KECQC8+OKLFBYWhjokW9Dhcwv6eFZHt/5JtzxbOdIUFRVFp06dgMgebdItx6Cfs26+4Bxny9Y0KaWOVErtbkobIpIqIotFpEhEMkXk6hrOExF5TERyfT+PiYj4jnUWkSUikiMieSLyvoh0aUpcjSU+Pj4clw0LOri+9NJLlJSUcN5553HCCSeEOxxbCZbP008/ndNPP529e/cyf/78MERlPTp8bkEfz5qwon9yArrl2cqiCZwxRU+3HIN+zrr5gnOcmzQ9z1fUvKGUKq2pwPGjlFpYjyan4Z0y0RrvU9rfEZE1Sqkfqp03CrgM6I53rvqHeKdZzAAOA5YC1wEFwD3AEqBrfb2swo1bUdeE211LSkqYNWsW8PuIi5upKZ8TJkxg1apVTJs2jeuvv94xD6SrCbd/bv3o4hmIDf1TxKNTnouKisjPz8fj8ZCammpJm07YQU+nHPvRzVk3X3COc1PXNM0HPgJ2+X6vCQXU2imJSCIwEDhBKVUIfC4iS4EhwO3VTh8GPKmU+s333ieBkcAMpdRXwFcB7f4T+IeIpCmlQroR/J49e0hOTg7lJcOG211ff/11cnJy6Ny5M+ecc064w7GdmvJ54YUX0qVLF3766SdeeeUVhg0bFoborMPtn1s/unhWw7L+ySnolGf/KFN6ejq+iSZNxgk76OmUYz+6OevmC85xblLRpJSKCvZ7I+kMlCulAr+t1gC9g5x7vO9Y4HnH19DuOUBWsIJp165dDB8+nJiYGCoqKhgwYADjxo0jKyuLxMREoqOjyc/PJz09nby8PJRSpKenk52dTfPmzQEoLCykdevW5OTkICKkpqaSk5NDcnIy0dHRZGZmkpGRQVZWFrGxsaSkpLB7925SUlIoLS2luLi46rjH4yEpKYnc3FxatGhBcXExJSUlVcfj4+NJSEhgz549pKWlUVBQQGlpadXxhIQEPB4P+/bto2XLluzbt4+ysrKq41Y4VVRUUFRUdIhTaWkpe/fudZWTP08HDhzg6aefBuCqq64iKyvL8U515Qk46LMb6DRhwgTGjx/P448/zsCBA8nNzbXNCbyx7Nmzp8lOwfIUHx9PZmamY/NU389ecnIymZmZEeMUCizunxxBWlpauEMIGf6iqW3btpa16YTpeTrl2I9uzrr5gnOcRSkV7hgAEJGzgdeVUhkBr40EBiulzq12bgVwvFJqg+/vTsBGIEoFCIlIe2AVcLNS6pXq1/zyyy9V1672zdrbuXOnZXOtIx03u3744YcMGjSINm3a8O6779KxY8dwh2Q7teWzoqKCXr16sWnTJp5++mmGDBliWxypqd6iKS9vjy3tu/lzG0ikea5evfqbPn36nBLuOOqLiKTi3YnvAmA3cEewKX2+tbWPAiN8L70A3K6qdbS+rdDnACOVUi9Ub6exfVOk5dlOXn31VcaMGUO/fv2qNugJRkO+Q8rKymjXrh0VFRVs27aNZs2aWRavVeiUYz+6OevmC5HlXFv/ZNndNxE5X0TOCvh7pIj8n4jMFpGkejRRCFQfm0vGuy6prnOTgcJqBVM68AEwPVjBFApCdUc1EnCz6/Tp0wEYPXp0mCMJHbXlMzo6mltuuQWAqVOnUlZWFqqwLMfNn9tAdPGsCQv6p8D1toOB50Qk2OyGwPW2JwJ/Bg764hCRFsCdQPW1uk1Gpzz7R5patmxpWZuxsbEceeSRKKXYvDkyH9+lU4796Oasmy84x9nKKQtTgJbg3cEObyfzNXAK8Hg93r8RiPGNGvnpTvCO5QffsaDn+TqlD4ClSqmHGuBgKU7Zd94K3Oq6du1aPvvsM5o3b86wYcNc61mdujwvv/xyOnXqRGZmJq+++mqIorIek09taHT/FLDe9m6lVKFS6nO8mw0FG2KtWm+rlNoOPAlcW+2cR4Bn8I5YWYpOefYXTUcffbSl7frXNUXqFD2dcuxHN2fdfME5zlY83NbP0cA63++XAx8ppcaIyJnA63W9WSlVJCJvAveLyAi8u+ddCvQKcvpc4CYReRfvIt6/A/8CEJFk4H3gC6VU9Q0kQkpWVpYWU7nAva7+UabBgweTkpJCZmamKz2rU1c+/aNNo0aNYsqUKVxxxRXExcWFMEJrcOvntjq6eNZCU/ony9bbishpeAu1scBfa7pgY9fbbty4sepBr5Gwls7O9YFbt24FQClV65pH/7rIXbt21cvJX4StXr2aP/3pTxG3NrWoqAiPx+OYPFnx2SssLMTj8bjKqbY8FRUV0b59e1c51ZWnoqIi2rZtGxFOtWHZmiYRyQdOUkpt9RUzHyilnhKRDsBPSqk69xP0zRt/CTgfyMU7F3yhb73Te0qp5r7zBHiMg+eN36aUUiIyDJgN7MdbUPk5Tin1a+D17F7TtGvXLlq1amVb+5GEG123b99Ojx49qKys5JtvvqFjx46u9AxGfTwrKys555xz+PHHH3nkkUdsmb5o95omk8/wEOo1TU3pn6xab+v7WQWMV0qtFJFPgflWrmmKtDzbSd++fVm9ejULFy7kwgsvrPG8hn6HvP7664wePZr+/fszd+5cS2K1Ep1y7Ec3Z918IbKcQ7KmCfgeGCMi5wDn4Z0eB3A4kFOfBpRSeUqpy3xPau/gX2irlFruL5h8fyul1K1KqVTfz63+9UxKqTlKKfG10Tzg59earmsXTn+GTUNwo+usWbMoLy/nkksuqbpL70bPYNTHMyoqirvuugvwrm0qLCy0OyzLMfnUhqb0T1attx0LfK+UWtnA2OuNTnnOzMwE4IgjjrC0Xf/0vA0bNljarlXolGM/ujnr5gvOcbayaLoduB5YBsxVSv3oe/3PwP9ZeB3HsG/fvnCHEDLc5lpQUMDs2bMBGDduXNXrbvOsifp6XnjhhfTs2ZOcnBxmzpxpc1TWY/KpDU3pn6xab9sHuFxEskQkC+/U8ydF5NkGmdSCLnkuLCwkNzeXuLg4y6cFd+nShfj4eDZv3kxubkgf7VgvdMlxILo56+YLznG2rGjyLY5tBaQppUYFHJoFjAv+Lndj5a4+kY7bXBcuXEh+fj5nnHEGPXv2rHrdbZ41UV9PEeHuu+8G4JlnnonIf2TUhsmnHjSlf1JKFQH+9baJvl34LgXmBTndv962nYi0xbvedrbv2LXAsXjX656EdyOK+4C7Gql1CLrk+ddfvRNHDj/8cMun9MTFxXHKKd6ZOStWrLC0bSvQJceB6Oasmy84x9nSB/4ppSqUUnurvbZFKZVl5XWcglMqZytwk2tlZSUvvOBdZjBmzJiDjrnJszYa4nnOOedw3nnnkZ+fz5QpU2yMynpMPvWhif3TWCAB2AW8AoxRSv0gImeLSOC81OeBt4C1eDeeeMf3GkqpvUqpLP8P3i3M85VSliVHlzz7i6YOHTrY4tyrl3f/qUgsmnTJcSC6OevmC85xtmz3PBGJwrvdal+8z7I4qCBTSp1n1bWcgpOfX9NQ3OS6bNkytmzZQvv27enXr99Bx9zkWRsN9bz//vv59NNPeemllxg+fDidO3e2KTJrMfnUg6b2T0qpPLzPX6r++nLgoPW2wK2+n1qpvomEFeiSZ/96pg4dOtjiHMlFky45DkQ3Z918wTnOVo40PYH3jloL4BdgS7Uf7XDKvvNW4CZX/yjT9ddfT0zMwfcV3ORZGw31PO644xg6dCgVFRXce++9NkVlPSaf2qBF/6RLnv1FU8eOHW1xPuWUU4iNjWXdunURdwdclxwHopuzbr7gHGcri6argauVUhcppUYopUYG/lh4HceQlaXPrES3uP7yyy988MEHxMXFcc011xxy3C2eddEYz9tvv53mzZvz/vvv8+mnn1oflA2YfGqDFv2TLnkOnJ5nh3OzZs04+eSTUUqxcqVtmx02Cl1yHIhuzrr5gnOcrSyaYoFvLWzP8SQmJoY7hJDhFtcXX3wRpRQDBgwIujDRLZ510RjPVq1acdNNNwFw9913U1FRYXVYlmPyqQ1a9E+65NlfNHXs2NE250idoqdLjgPRzVk3X3COs5VF0zxgoIXtOZ7o6OhwhxAy3OC6f/9+5s+fD8CIESOCnuMGz/rQWM8bbriBww8/nB9++IGFCxdaHJX1mHxqgxb9kw55VkodND3PLmd/0fTFF1/Y0n5j0SHH1dHNWTdfcI6zlUXTPuA2EfmPiEwWkTsDfyy8jmPIz88Pdwghww2ub7zxBvv27aNnz5706NEj6Dlu8KwPjfWMj4/nnnvuAeDhhx+moCDY8z8jB5NPbdCif9Ihz3v37qWgoIDExERSU1Ntcz7ttNOIjo5mzZo1EfXgbh1yXB3dnHXzBec4W1k0DQXy8T7MbxgwMuAn+G17l5Oenh7uEEKG012VUlUbQIwcWfMSB6d71pemeA4YMIBTTjmF7OxsnnnmmUOO79wpfPddNN99F83OndKUMJuMyac2aNE/6ZBn/yhTmzY9WbMmhp0729ryPZKUlET37t2pqKiIqHVNOuS4Oro56+YLznG28uG2R9byc5RV13ESeXl54Q4h0xmTKwAAIABJREFUZDjdddWqVaxbt46WLVty6aWX1nie0z3rS1M8RYQHH3wQgGnTprFt2zYAZs/20KNHMt26pdC3bxJ9+iTRrVsKPXokM2eOx5K4G4rJpx7o0j/pkOc5c+KALWze/Al9+yZx8cXptn2PnHeedyf6BQsWWNpuU9Ahx9XRzVk3X3COs6UPt/UjImkiEt5byBGA95EdeuB011mzZgEwbNgw4uLiajzP6Z71pamep512GgMGDKCkpITJkyczfXocd97ZjEsuKePNNwv5/PN8vvgin8WLC7nkkjLuvLMZM2bU/P+7XZh86oeb+ye353n69DgWLDgVeIOLL36azz/P59//3mjb98i1115LTEwMb731VtXmE+HG7TkOhm7OuvmCc5wtK5pEJFpE7hORPUA2cKTv9UdFZLRV13ESThlutAInu+7cuZO33nqL6Ohohg0bVuu5TvZsCFZ4Tp48mYSEBBYvXsyzz8LUqfu5775izjmnnK5dK+natZKzzy7nvvuKeeKJ/WEpmkw+9UCX/snteZ41K45eveYCt9GrVwldu1ZyxhnJtn2PtG3blgEDBlBZWcnMmTMta7cpuD3HwdDNWTdfcI6zlSNNt+GdKz4RKA14/VvgWguv4xiys7PDHULIcLLrnDlzKC8v56KLLqJ9+/a1nutkz4ZghWf79u0ZP368r71oevQorfHcU04pZ9cuWwa+a8XkUxu06J/cnuesrCjKyj4HvM9ogoOd7fgeGTNmDABz586NiMXqbs9xMHRz1s0XnONs5bfLMOAGpdQ8IPABLWuBzhZexzE0b9483CGEDKe6lpaWMmfOHKD2DSD8ONWzoVjlOXHiRNq0aYNSPzJ58uYaz3vtNQ+dOoX+uU4mn9qgRf/k9jx37lzBhg2nAt7txuFgZzu+R7p3784f/vAHCgsLqx5JEU7cnuNg6Oasmy84xznGwrY6AOuDvF4OJFh4HYPBMt566y2ys7Pp2rUrZ511VrjDcR2JiYlMnjyZ0aPv4v33/8MFF1RywQWKVq0qAdi1K4pPPolh9eoY5s2LnG19Da7D9E8u4K67irnyyhHAiSxZcgKrV8dSVJRMUVG8rd8jY8eO5fPPP+epp56iX79+HHnkkZZfw2AwRD5WjjT9gnc71+r0BTZYeB3HEEnPdrAbp7oGbjNen7XhTvVsKFZ6/uUvf+GUU3KAXhQU/MC8eR5uvbUZt97ajHnzPLRvX8l77xVw/vnlll2zvph8asMvaNA/uT3P3btvB3rh8ezktdeSuPXWZkye3NL275ELLriA3r17s3v3bgYMGMDOnTstv0Z9cXuOg6Gbs26+4BxnK0eapgNPi0iJ7+9OInIh8DBwk4XXcQytW7cOdwghw4mu33//PatWrSIpKYkrrriiXu9xomdjsNJTRHjkkUc4//zz+fnnXqxcuZIjjjjCsvabgsmnNmjRP7k9z95nNH3Dccc9zCef9AWgpKSE+Ph4W68bFRXF3Llzufzyy1m9ejUDBw7kjTfeoG3btrZeNxhuz3EwdHPWzRec42zlc5r+BcwBFgOJwHvAE8ATSqmXrLqOk8jJyQl3CCHDia7+bcavvvrqes+ndaJnY7Das2fPngwaNIjS0lLuueceS9tuCiafeqBL/+T2PG/atAngoOlxoXJOSkritddeo3PnzmzYsIEzzjiDmTNnUlER2rWYbs9xMHRz1s0XnONs6TYzSqnJQFfgNOAMIF0p9aCV13ASLn0USFCc5pqXl8e///1vAIYPH17v9znNs7HY4XnllQ8SHT2Ht99+knbtkujQ4TBOPTWZ8eOb8eOPod85D0w+dUKH/sntef7xxx+B49my5S5OPTWZDh0O48wzjw/Z90hqaipLlizh4osvprCwkNtvv51+/frx888/23rdQNye42Do5qybLzjH2ZJvGBFJF5EXfc/A+AVYBfwXeEpEnLH5ug2kpqaGO4SQ4TTXuXPnUlJSQp8+fTjmmGPq/T6neTYWqz2XLYvhyiuPplWr84BFHHbYo9x9dxEDBpSyYUM0ffsm8+mnVs4Wrh8mn+5Hp/7J7Xn+/PME4GsKC4/g8stLuffeYu66qyCk3yOtW7dm3rx5zJ8/n7Zt2/L111/Tu3dvXn31VVuv68ftOQ6Gbs66+YJznJtcNIlIM2A5cBkwDxgLjAMWAgOBz0REy92JnDLcaAVOci0rK6vaAGL06IY919JJnk3Bas/77ktg9OgDfP11FIcf/gI7d95NbOws7rijhI8+KmD06ANMnhz6rwmTT3ejW//k9jz/+OMw4GkWL97OnXeWMHz4AS666JewfI9cdNFFfP7551xyySUUFhYyZswYHn30Uduv6/YcB0M3Z918wTnOVow0jcO7ZWs3pdREpdTzSqkZSqnxQDe888fHWnAdx5GcnBzuEEKGk1zffvttduzYQadOnTjvvPMa9F4neTYFqz1/+imawYMPkJCQwOTJkwF4+OGHqx4WefXVB9i4MdrSa9YHk0/Xo1X/5OY879q1i4qKziQmvnrQQ8gDnUP9PXLYYYfx8ssv889//pOoqCimTJnCjBkzbL2mm3NcE7o56+YLznG2omi6BHhYKbWj+gGl1HbgUeBSC67jOEK9QDScOMn1+eefB2DUqFFERTXsPwEneTYFqz1btarku++802Yuu+wyzjzzTHbv3s3UqVMB+O67GNLTKy29Zn0w+XQ9WvVPbs7zDz/8AGSRkfHng9Y/BDqH43tERBg2bBhPP/00AHfeeSeLFi2y7XpuznFN6Oasmy84x9mKoqkr8Hktx5cDx1pwHcdRVFQU7hBChlNcv/32W7766iuSk5MZNGhQg9/vFM+mYrXn8OEHuPHGZjz0UDyrVsUwZsyTwNHMmLGO228v46abmjF8+AFLr1kfTD5dj1b9k5vz7C2appOZeScPPRTPypXRbN0axfr1ZaxcGc1DD8WH7XsEYPDgwTz4oHdfkUmTJrF27VpbruPmHNeEbs66+YJznK1YMZkC5NZyPNd3jnZkZGSEO4SQ4RRX/yjTkCFD6r3NeCBO8WwqVntOnHiA2Fh49tl4pk6NR+QM4CdKS4X58/fyj38Uc8MNof/Hjsmn69Gqf3Jznr075y3i4ov7sXBhb9/3CEAySkFGhuKuu8LzPeJn7NixbNmyhZdffpmRI0eybNkyEhKsXWPl5hzXhG7OuvmCc5ytGGmKBmobV6v0naMdWVlZ4Q4hZDjBNSsri8WLFxMVFcXIkSMb3YYO2OE5ZswBfvhhH99+m8+77xbwwgs/ERXViQMHWtGnzzrLr1cfTD5dj1b9k5vz7C2a4IYbDv4eeemlTXz7bT4//LAvrAWTnwceeIBOnTqxcePGqvWbVuLmHNeEbs66+YJznK0YaRLgdREpreG4x4JrOJLY2NhwhxAynOD68ssvU1ZWRv/+/enQoUOj2nCCpxXY6dmhQyUdOsBpp7Vh+fKzmTNnKw899BCzZ8+27Zo1YfLperTqn9ya5/LycjZs2ADAscd6Z1P6v0d27CijbdvQr4esiWbNmjFz5kwuuOACZs2axfnnn0/fvn0ta9+tOa4N3Zx18wXnOFsx0jQH+BnYXsPPz8BcC67jOFJSXDPro04i3fXAgQNV/yhv6DbjgUS6p1WEyvPWW28lISGBpUu3M29eZkiuGYjJp+vRqn9ya543b95MaWkpHTp0OGSXrUDnb7+NZsWK0D/vrTrdu3fnjjvuAODGG2+koKDAsrbdmuPa0M1ZN19wjnOTv12UUtdZEYgb2b17N4mJieEOIyREuuubb75JTk4OJ5xwAr169Wp0O5HuaRWh8mzTpg3XXnstzz03gUmTOjNkSL7t1wzE5NPd6NY/uTXP/ql5xx9//CHHAp1vuCGRLVui2L17b0jjC8b48eNZunQp3333HQ888ABTpkyxpF235rg2dHPWzRec42zFSJOhBpxSOVtBJLsqpao2gBg9evRB29U2lEj2tJJQek6YMAGPZyRwnm+HrNBh8mlwE27Ns79oOu644w45Fuj83HNFLFlSGLK4aiMmJoZnnnmGmJgYXnzxRVauXGlJu27NcW3o5qybLzjH2RRNNlJaWtM0evcRya5ffPEF33//PWlpaQwcOLBJbUWyp5WE0jMjI4Nrrz0e+B9PPPFEyK4LJp8Gd+HWPPtvpgQrmgKdTz65grPOKg9ZXHVxwgknMGnSJJRSTJo0ieLi4ia36dYc14Zuzrr5gnOcTdFkI1Z8QTqFSHZ96qmnAO/DbOPj45vUViR7WkmoPSdOnIjH42Hp0qWsX78+ZNc1+TS4CTfmubKykq+//hqAE0888ZDjxcXFFBdDfmhn9tabv//973Tu3JlNmzZx3333Nbk9N+a4LnRz1s0XnONsiiYbccq+81YQqa7ff/89n3zyCYmJiYwYMaLJ7UWqp9XY4fmf/8Ry7bWJjBvXjHXrDt7luVmzdqSlfYdSiieffNLya9eEyafBTbgxz2vXriU3N5f27dtz+OFH8Y9/JPDHPyZxzz3e5x/Nn38MHTocxlFHHcbQoYmUlIQ54GrEx8czY8YMYmJimDlzJsuWLWtSe27McV3o5qybLzjH2RRNNuKUfeetIFJdn376aQCGDh1KixYtmtxepHpajdWeb7wRy8iRiZSVQWZmFOefn8Qbb/y+xWhpKWRndyU2NpbFixezceNGS69fEyafBjfhxjz7i4w//vGPPP54Aq+/7qFXr3Lefz+WW25JYN48DzNmFPHcc/v55psYnn8+LswRH8pJJ53EbbfdBng3iNizZ0+j23JjjutCN2fdfME5zhFVNIlIqogsFpEiEckUkatrOE9E5DERyfX9PCYBq/tFZKaI/CQilSJybcgEquHxuOoRILUSia4///wzS5YsITY2lrFjx1rSZiR62oHVntOnxzN5cjELFhTx9tuFPP30fiZNSjyocAIYPHgwSimmTp1q6fVrwuTT4CbcmOdPP/0UgHPPPZc33/Tw1FP7eeihYubNK+Tll+P4+993MXBgGVdcUcr99+/n9dcj8/+DSZMmceqpp7Jz505Gjx5NRUVtz1yuGTfmuC50c9bNF5zjHFFFEzANKAVaA4OB50Tk0D1GYRRwGdAdOBH4MxD48J01wFhgta3R1kFSUlI4Lx9SItH1mWeeobKykiuuuIJ27dpZ0mYketqB1Z6bN0fTv39Z1d9//Wsps2YVMXFiIkuW/F44/e1vfyMmJoY33niDzZs3WxpDMEw+DW7CbXnev38/K1euRETo3bs3O3dG0a2bd6OHzp0riY2FU075farvySdXsG1bdE3NhRX/9LzU1FQ++ugjJk+e3Kh23Jbj+qCbs26+4BzniCmaRCQRGAjcrZQqVEp9DiwFhgQ5fRjwpFLqN6XUduBJ4Fr/QaXUNKXUx0BYZzfn5uaG8/IhJdJct23bxoIFC4iKimLixImWtRtpnnZhtWdcnGLPnoO3er/oojL+9a8ixo5N5L33vIVThw4duOqqq6isrOSf//ynpTEEw+TTUB+smAUhIp1FZImI5IhInoi8LyJdrIzTbXlesWIFpaWl9OjRg9TUVBITFYWFv3+PpKUpSkryqv5WyvsTqXTs2JE5c+YQExPDtGnTWLBgQYPbcFuO64Nuzrr5gnOcw//o7N/pDJQrpQIXM6wBegc593jfscDzgo1I1cquXbsYPnw4MTExVFRUMGDAAMaNG0dWVhaJiYlER0eTn59Peno6eXl5KKVIT08nOzub5s2bA1BYWEjr1q3JyclBREhNTSUnJ4fk5GSioqLIzMwkIyODrKwsYmNjSUlJYffu3aSkpFBaWkpxcXHVcY/HQ1JSErm5ubRo0YLi4mJKSkqqjsfHx5OQkMCePXtIS0ujoKCA0tLSquMJCQl4PB727dtHy5Yt2bdvH2VlZVXHrXCqqKigqKjoEKcDBw6wd+/eiHGaMmUK5eXlXHLJJaSlpZGZmdlgp2B5OnDgADt37nRsnur72VNKHfTZbapTp06dWbaslBYtfjvI6eKL0/n11zxuueVwADIzMxk7diwLFy7ktddeAx4EjmLPnj1NdgqWJ4/HQ2ZmpmPzVN/PXvPmzcnMzIwYJwcSOAviJOAdEVmjlKr+YLHAWRAK+BD4GZgBHIb3RuB1QAFwD7AE6GpVkFas24wk/OuZzj33XACOOqqS9euj6dq1EoB16/aRn9+86vwtW6I4/PDKkMfZEM466ywef/xxbrzxRm688UYOO+wwLr744nq/3205rg+6OevmC85xFhUht2VE5GzgdaVURsBrI4HBSqlzq51bARyvlNrg+7sTsBGIUgFCIvI58IJSanawa3755Zeqa1fL+qtDyM7OpnXr1ra1H0lEkmtmZiannnoqlZWVrFy5kmOOOcaytiPJ006s9lywwMPy5THMmLE/6PHp0+OYOTOO777z7hs8duxYFi1aBIwBppOX1/iF07Vh8hkeVq9e/U2fPn1OCXcc9cE3C2IPcIL/pp6IzAO2K6Vur3buCmC2Umqm7+/hwEil1BlB2k0FcoGWSqmDbrM2tm+KtDw3lV69erFhwwbeeustzjrrLD75JIakJMWpp/6+HijQedq0OMrLYdKkA1XHU1O9/xiz6zuksdx///089dRTxMbGMmfOHC688MJ6vc9tOa4Pujnr5guR5Vxb/xRJI02FQHK115Lx3pGr69xkoFBFSgXooyTS9j61kUhyffLJJykvL2fQoEGWFkwQWZ52YrXn4MGlDB7sHWGoqIDcXCEqClq29P4nO3bsAcaO/f0fOhMnTvQVTS/hvSFvz45YJp+GemDXLIhzgKzqBRM0bRZETIy3W4+EEc6mjNpmZ2ezYcMGEhISOOqoo8jNzeXoo71O27b97pSdnY3H46GiooL+/b1OmZm/O0GLqv9Pw+0UmKexY8dSUFDAiy++yLBhw5g6dSq9e/euM09FRUWUlJRETJ5CMbpeWFhISUmJq5xqy1NRUZHrnOrKU1FREXFxcRHhVBuRNNLkv5t3vFJqk++1ucCOGu7mvayUmuX7+3pgVPW7eeEeaTpw4ABxcZG3/akdRIrr1q1bOeOMM1BKsXLlSo4++mhL248UT7uxw/PTT2OYOjWer7+OwT9DKylJcfHFZfzjH8VkZBz8XTRkyBDeeecd4Fby8m4/tEELMPkMDw4babJjFkR7YBVws1LqlerXbGzfFGl5bgqzZs3itttu44ILLvDdQAlOXc6ROtIEoJTirrvuYsaMGXg8HubNm8f5559f63vclOP6opuzbr4QWc619U8RsxGEUqoIeBO4X0QSReQs4FJgXpDT5wI3iUg7EWkL/B2Y7T8oIh4RiQcEiBWReBEJuatT9p23gkhxfeCBBygvL+fKK6+0vGCCyPG0G6s9ly6NZdCg5iQnK/r1KyMuDkaMOMCwYaWsWBFDnz7J/PbbwRtF/O1vf/P99hz79u2zNB4/Jp+GemDpLAgRSQc+AKYHK5iaglvyrJTipZdeAmDQoEEHHfvqq2juuSeBRx+NZ+dOOcg5Px/Gj28W0libgojw0EMPMWrUKEpLSxk6dCgff/xxre9xS44bgm7OuvmCc5wjpmjyMRZIAHYBrwBjlFI/iMjZIlIYcN7zwFvAWmAd8I7vNT8fAMVAL2Cm7/dz7A//YOLj40N9ybARCa5ff/01S5YsISEhgdtvt2dkIhI8Q4HVno8/Hs+DDxYzf34RL75YxOzZhSxfHsvkycWsXJnPkUdW8OCDCQe9p2fPnkAfoIAXXnjB0nj8mHwa6sFGIMY3auSnO1B9Ewh8r3Wv6TwRaYG3f1qqlHrI6kDdkucvv/ySn376idatWx+0ScLHH8fQv38Sy5bFsGiRh7POSmbNmtSq4yUlwqJFznjeix8R4ZFHHmHEiBEcOHCAIUOG8M0339R4vlty3BB0c9bNF5zjHFFFk1IqTyl1mVIqUSnVQSm10Pf6cqVU84DzlFLqVqVUqu/n1sA7eUqpc5VSUu3n01D7JCQk1H2SSwi3q1KKe++9F4AxY8ZY9lym6oTbM1RY7bllSzQXXPD7c5r69i1n8+YosrMFjwfuuKOEjz+ODfLOOwCYMWMG+/cH30SiKZh8GurCqlkQIpIMvA98UX3KuVW4Jc/+UaZrrrnmoIdePvlkPGPHHmD58gK+/TbftxayPcuXR9Ly7IYjIjz22GMMHjyYkpISBg8ezLZt24Ke65YcNwTdnHXzBec4R1TR5Db27Im8OdR2EW7X9957jy+//JK0tDRLn8tUnXB7hgqrPTMyKsnM/P3r5rffoqiogJQU772O9u0rKSqSIO88DziV3Nxc5s0L9m/UpmHyaagnVsyCuBw4FbhORAoDfjpYFaQb8rxr1y7eeustoqKiGDZs2EHH1q+PZuhQ74YxInDzzSVMmrSdwYObs3JlZD7Utr6ISNVmELt27eLKK68kPz//kPPckOOGopuzbr7gHGdTNNlIWlpauEMIGeF0PXDgAPfccw8AN998M8nJ1ZcfWIcuObXa89JLy7jppmb85z+xvPdeLNddl0jv3uX4R+Q3boyiXbtgz1cR4E4Ann32Wcuf8WPyaagPVsyCUErN8c16SFRKNQ/4+dWqON2Q5wULFlBWVsaf/vQn2rdvf9AxESguPvjmypgxcMstxQwalMQ33zh7xCk2NpbZs2fTuXNn1q9fz/jx46m+WZcbctxQdHPWzRec42yKJhspKAi2TtidhNN12rRpbN26lc6dO3P99dfbei1dcmq15y23FHPyyeWMHp3IkCGJxMUpnv5/9s47vooq/f/vJx1SIAEMReqKYkXQdVUEC+oqsljQtaCoiwoIomLdVRQbKouurvJV+QlSxLquZRFlcQXWgopiYRUBUUILkAYpkMr5/TH3xpuQhJQ7c2fuPO/Xa17JnTlz5vM8z+SePHPOnPNkSfXx+Hi45576pvocxiGHHMKWLVv4xz/+EVZdGk8lmvB6nHfv3l39/uLVV1+9z/HevfeycmXNHqWioiJuuKGM0aNLueaaZEd02kmbNm145ZVXSElJYcGCBbz44os1jns9xs3Bbzb7zV7wjs2aNNlIuJ+Ku5lI2bp582Yee+wxAKZOnUp8fF3vxYQPv8Q03Ha2bg0zZuxm48adbNiwk3ffLebAA399gnrKKZX84Q8V9Zwdw4033gjAk08+yd69dfVINQ+NpxJNeD3Ozz77LNnZ2fTt25fTTjttn+PnnFPOggU1J3oI2vyXv5QycmQZLllFpUX06NGDadOmAfDnP/+Zn376qfqY12PcHPxms9/sBe/YrEmTjXTs2HH/haKESNl69913s2fPHs477zwGDbJ/gkS/xNQuOxMTISVl/+VqM3z4cLp27cq6desCazeFB42nEk14Oc65ubk88cQTANx3333ExOz778mECWW8+mpxjX2hNj/88B7y8nbaK9Qh/vjHP3LhhReye/duRo8eTUWF9VDJyzFuLn6z2W/2gnds1qTJRrwy73w4iIStixcv5p133iE5OZkHHnjAkWv6JaZuszM+Pp7x48cD8Le//W2fcf7NxW122oVf7PQ7Xo7ztGnTKC4u5vTTT2/SAzAv27w/pk2bxoEHHsjXX3/N008/DUS3vfXhN5v9Zi94x2ZNmmzEK1MohgOnbS0sLGTixIkA3HHHHbZNMV4bv8TUjXZefvnldOjQgW+++YalS5eGpU432mkHfrHT73g1zuvXr2fWrFmICJMnT27SuV61uTGkpaXx5JNPAtbw87Vr10a1vfXhN5v9Zi94x2ZNmmwkdH2JaMdpWx944AG2bNlC//79GTNmjGPX9UtM3Whnq1atqmMdHMbTUtxopx34xU6/48U4G2O4/fbbqays5NJLL+Wwww5r0vletLkpnHrqqVx22WWUlZVx4403Ehfn7RkCm0O0x7g2frMXvGOzJk02smvXrkhLcAwnbf3ss8+YOXMmcXFx/P3vf3e0EfFLTN1q56hRo0hNTeWjjz5ixYoVLa7PrXaGG7/Y6Xe8GOe33nqLJUuW0KZNm+oFypuCF21uKg8++CCZmZl8/vnn/L//9/8iLcdx/BDjUPxmL3jHZk2abKR9+/aRluAYTtlaXFzMuHHjALj55pub/FSypfglpm61My0tjVGjRgFUzy7VEtxqZ7jxi51+x2txLiws5K677gLg3nvvpUOHDk2uw2s2N4e2bdvy17/+FYCnnnqKTZs2RViRs/ghxqH4zV7wjs2aNNmIVzLncOCUrXfddRe//PILRxxxRPU7TU7il5i62c7rr7+e5ORkFi9ezBdffNGiutxsZzjxi51+x2txfuihh9i2bRvHHnssI0eObFYdXrO5uQwdOpRhw4axe/dubr755rBNhuMF/BLjIH6zF7xjsyZNNhKcItQPOGHru+++y7x580hMTOS5554jMTHR9mvWxi8xdbOd7du3Z/To0QA8/PDDLarLzXaGE7/Y6Xe8FOfPP/+c559/ntjYWB5//PE6pxhvDF6yuaU8+uijpKWl8eGHH/LKK69EWo5j+CnG4D97wTs2a9JkI16Zdz4c2G1rdnY2N910EwD33HMPhx56qK3Xqw+/xNTtdo4fP560tDSWLVvGxx9/3Ox63G5nuPCLnX7HK3EuLS1lwoQJGGOYMGECRxxxRLPr8orN4SAzM7N6eY277rqLzZs3R1iRM/gpxuA/e8E7NmvSZCNemXc+HNhpa2VlJddeey15eXmcfPLJ1b0MkcAvMXW7nW3btuX6668HYMqUKc0equJ2O8OFX+z0O16J82OPPca6devo3bs3t912W4vq8orN4WLgwIGceeaZ7Ny5kyuvvJLS0tJIS7Idv8XYb/aCd2zWpMlGkpOTIy3BMey09ZFHHuHTTz8lMzOT5557rtnDOMKBX2LqBTvHjBlDeno6n332Ge+//36z6vCCneHAL3b6HS/E+bvvvuPJJ59ERHjyySdJSkpqUX1esDmcpKSk8Mwzz9CtWze+/vpr7rzzzki/vnx4AAAgAElEQVRLsh2/xdhv9oJ3bNakyUZiY2MjLcEx7LJ18eLF1ePdn3/+eQ444ABbrtNY/BJTL9iZlpZW/ZT6nnvuoby8vMl1eMHOcOAXO/2O2+O8Z88eRo8eTWVlJddccw3HH398i+t0u83hJjY2lvT0dObMmUNSUhJz585lxowZkZZlK36Msd/wis2aNNlIYWFhpCU4hh22rl+/nuuuuw6Av/zlLwwYMCDs12gqfompV+wcNWoUvXv3Zv369Tz//PNNPt8rdrYUv9jpd9we5/vvv581a9bQu3fvZq3JVBdutzncBO3t27dv9bILd955J9OmTYvaGfX8GmM/4RWbNWmykeasOeFVwm1rYWEhI0aMYNeuXQwZMqR6EohI45eYesXO+Pj46hejp06dSl5eXpPO94qdLcUvdvodN8d5yZIlPPfcc8TFxfHss8/SunXrsNTrZpvtINTeyy67jMceewwRYcqUKdx+++3s2bMngurswc8x9gtesVmTJhvJz8+PtATHCKetVVVVjB49mrVr19KnTx+eeeaZiL7HFIpfYuolO8844wxOPfVUCgsLefDBB5t0rpfsbAl+sdPvuDXO27Ztq16U/Pbbb6dfv35hq9utNttFbXuvvvpqZs2aRUJCAjNnzuS4447j9ddfZ+/evRFSGH78HmM/4BWb3fGfaJQSrV3ldREuW40x3HXXXSxatIj09HTmz59PampqWOoOB36JqZfsFBEeeugh4uPjmTNnDh999FGjz/WSnS3BL3b6HTfGuby8nKuuuopt27YxYMCAsI8acKPNdlKXveeeey7vvPMORx11FFu2bGH06NEcc8wxPPTQQ6xZsyYCKsOLxjj68YrNmjTZiFe6G8NBuGydPn06M2bMICEhgTlz5tCzZ8+w1Bsu/BJTr9nZp08fbrnlFgBuvPFGSkpKGnWe1+xsLn6x0++4Mc533303X3zxBZ06dWLmzJnExcWFtX432mwn9dl73HHH8Z///IennnqKLl26kJWVxWOPPcYJJ5zAqaeeyvTp08nOznZYbXjQGEc/XrFZkyYb2b59e6QlOEY4bH3jjTe45557ACt5Oumkk1pcZ7jxS0y9aOdNN93E4YcfzoYNG5gyZUqjzvGinc3BL3b6HbfFedasWTz//PMkJCQwd+5cW2Y/dZvNdtOQvbGxsYwYMYJvvvmGt99+mxEjRpCamsq3337LpEmTOPLIIzn//PN57bXXqKysdFB1y9AYRz9esVmTJhtJSUmJtATHaKmtCxcuZOzYsQDcd999DB8+PByywo5fYupFOxMSEnjqqaeIjY3l2WefZcmSJfs9x4t2Nge/2Ol33BTnN954o3pJgGnTpnHMMcfYch032ewEjbE3NjaWgQMH8tRTT7FmzRpmz57NOeecQ1xcHMuWLWPMmDEMGjSI//znPw4objka4+jHKzZr0qREnMWLF3P11VdTWVnJhAkTGD9+fKQlKR7l6KOP5tZbb8UYw7XXXsumTZsiLUlRfMcHH3zA2LFjMcYwadIkLr/88khL8i1JSUkMGzaMefPm8eOPP/L444/TvXt3fvzxRy666CJGjhzZ5FlHFcWvaNJkI8XFxZGW4BjNtXXRokWMHDmSiooKRo8ezb333ouIhFld+PBLTL1s52233cbpp59Ofn4+V155JaWlpfWW9bKdTcEvdvodN8R54cKFXHHFFVRWVjJ+/Hjbl4twg81O0hJ727Zty1VXXcXy5cuZPHkyKSkpLFiwgAEDBrB48eIwqgwvGuPoxys2a9JkI5mZmZGW4BjNsfXVV1/l8ssvp6ysjFGjRjFlyhRXJ0zgn5h62c6YmBiee+45unfvzjfffMP48eOpqqqqs6yX7WwKfrHT70Q6zi+//DJXXnll9Xf6fffdZ/t3eqRtdppw2JuUlMSECRP45JNPOPHEE9mxYwcXX3wxkyZNoqKiIgwqw4vGOPrxis2aNNlITk5OpCU4RlNsNcbw9NNPM3bsWKqqqpg4cSJTp051fcIE/omp1+1MT09n7ty5pKSk8M9//pMJEybUuW6J1+1sLH6x0+9EKs7GGB577DHGjRtHVVUVt956q2Pf6X67t8Npb9euXXn77beZPHkycXFxTJ8+nXPOOYfNmzeH7RrhQGMc/XjFZk2abMQLSUC4aKytpaWljBs3rnqWvAceeIC7777bM77yis6WEg12Hnnkkbzyyiu0bt2al19+mZtvvnmfHqdosLMx+MVOvxOJOJeUlPCnP/2Jhx56CBFhypQp/OUvf3FMi9/u7XDbGxsby4QJE1iwYAFdunThyy+/ZNCgQSxatCis12kJGuPoxys2a9JkIxkZGZGW4BiNsTUrK4uhQ4dW/yM7a9as6lXivYJfYhotdp544om89NJLJCUlMW/ePC666KIaLz1Hi537wy92+h2n4/zTTz9x9tln8/bbb5OSksJLL73EmDFjHNXgt3vbLnuPO+44li1bxplnnsnOnTu59NJLueeeeygvL7flek1BYxz9eMVmTZpsxCvdjeGgIVuNMcyfP5+BAweycuVKunXrxvvvv895553noMLw4JeYRpOdgwYN4vXXX6ddu3YsXbqU0047jS+++AKILjsbwi92+h0n4/zqq69y6qmn8r///Y9evXqxePFifv/73zt2/SB+u7fttDcjI4OXXnqJyZMnExsby9NPP82pp57KypUrbbtmY9AYRz9esVmTJhtJS0uLtATHqM/W9evXc8kll3DDDTdQXFzMsGHD+PDDDzniiCMcVhge/BLTaLNzwIABLFmyhP79+7Np0ybOOussxo0b1+DMetFEtMVTqRsn4pyXl8c111zD2LFjKSkpYfjw4Xz44Ycccsghtl+7Lvx2b9ttb0xMTPVwvV69erF69WrOPPNM7rzzTnbs2GHrtetDYxz9eMVmTZpspL4Zu6KR2rbm5+dz7733cuKJJ7J48WJSU1N59tlneeGFFzzTDVsXfolpNNp54IEH8u6773LTTTeRkJDAyy+/zGmnncZNN93Ed999F2l5thKN8VT2xc44G2N48803OeGEE/jnP/9JcnIyTzzxBDNmzIjoPzx+u7edsvd3v/sd//3vf6vXTZwxYwb9+/fnvvvu4+eff3ZEQxCNcfTjFZs1abKRkpKSSEtwjKCtW7ZsYdKkSfTt25ennnqKiooKLrvsMr744gv++Mc/euZlv/rwS0yj1c7ExETuuecePv30U4YMGcKePXuYO3cup5xyCieccAJ33XUXixcvtvWJamVlJYWFhRQWFlJUVERxcTElJSW29npFazyVmtgV51WrVjFs2DBGjRpFbm4uAwcO5KOPPmLkyJER/073273tpL2tW7fm/vvvZ+nSpZx11lns3r2bJ598kmOPPZbTTz+dqVOnsmjRIjZv3mzru08a4+jHKzaLMSbSGiLG8uXLTZ8+fWyrv6ysjMTERNvqdwuFhYW89957vP766yxdurR6aufBgwfz5z//mf79+0dYYfjwS0zdYmdGRjoA+fkFttS/atUq5s+fzyuvvEJhYWGNYx06dKBnz5506tSJzMxMWrVqRVJSUvUWHx9PeXk55eXllJaWVv8sLi6muLi4OiEK3YqKihpMjpKSkkhPTyc9PZ2MjAwyMjLo1q0bPXr0oHv37vTo0YOuXbuSkJDQJDvdEs8gK1eu/Grw4MHHRlqHW2lu2xTuOK9atYonnniCt956C2MMGRkZ3H333YwcOZKYGHc8c92fzXZ/hzhNJP+Wv/zyS2bOnMm7775b52KkqamppKam1vieTExMpG3btmRmZtKpUycOOeQQ+vTpQ69evYiLi2vUdd32/WU3frMX3GVzQ+1T4+5YhxCRDGAmcCaQC/zZGPNSHeUEeAS4JrDreeBOE8gAReToQD2HAquBUcaYb+y3oCbbtm2je/fuYa/XGENJSQkFBQXs3r2b0tLS6q28vJz4+HgSEhJqbCkpKaSmppKSkkJsbGyLrr1jxw6+/fZbVq5cyccff8wXX3xBZWUlAAkJCZxzzjlMmDCBvn37hstk12BXTN2GX+xMS0vjkUce4f777+eLL77gww8/ZPny5fzwww/k5OTY8nJqTEwMrVu3rv5sjMEYQ2VlJaWlpWRnZ5Odnd3g+d26daN3794cdNBBNX4ecMABdT7590s87cIrbVM44rx7924WLlzISy+9xNKlSwGIi4vjmmuu4fbbb6dt27ZhUBo+/HZvR9LeY489lmOPPZbdu3fzwQcfsGLFCr777jvWrFlDXl4eRUVFFBUVNaqu5ORkjj76aI455pjqrXPnznWW1RhHP16x2VVJEzAdKAcygaOBd0XkW2PM97XKXQecB/QFDLAY+AV4VkQSgLeBJ4D/A0YDb4tIb2OMo3NnvvXWW9x4442NKltZWUleXl71P2o5OTns2LGD3NxccnJyyM3Nrf49Ly+PPXv2NFtXq1atqhOo0GQq9HPwKXpFRQU7d+6koKCA7OxsNmzYsM8TptjYWLp168b48eO54IILPP3O0v5oSky9jN/sTEhI4KSTTuKkk04CrERm8+bNbNq0iezsbHbs2FHj4URpaSkVFRUkJCSQmJhY/TMxMbH676n231Vwa926db1Dmnbv3k1+fj4FBQXk5+eTm5vLxo0b2bBhQ/W2ZcuW6t8XL15c4/zU1FR69+5dnUh17dqVLl268O9//5u//OUvrnmS50E80TY15++2oqKCdevW8emnn7Js2TKWLVtW/R3funVrrrjiCsaNG8eBBx4YDolhxy/fVUHcYG/r1q0ZNmwYw4YNq963d+9edu3aVT3UuKysrPq7Mj8/n+3bt7N582bWrFnDDz/8wKZNm/jkk0/45JNPquvo3LlzdQL129/+lr59+9K6dWtX2OwkXre3pKSEjRs3smnTJrKysti4cSNZWVls3ryZgoICiouLKSsrIz4+nsTERDIyMqioqGDAgAF06dKFLl260LVrV7p3706nTp1a9KA/3LhmeJ6IJAMFwBHGmLWBffOALcaYO2uV/RSYbYyZEfg8CrjWGHO8iJwJvAAcGPJ0byNwnTHm/dB6mjsEIicnh9WrV1NZWUlVVRVVVVVUVlbu8/nhhx9m4sSJlJSU1BiqE/r7rl27qhOhpsSiVatWZGRk0Lp1632GDFVWVlYPGyovL6esrKzGEKGWxjw1NZUjjzySfv36ceyxx3LKKacwbNgwli1b1qJ6vcDJJ5+sdjqI3UNr3GJnUygrK+OXX37hp59+Yt26ddU/161bx65duxo8t3379rRr1656CGDbtm1JT0+ndevW1UlfcEhN8GdCQgIxMTGICDExMcTGxhITE8ORRx5Jenp6s2zw0vA8L7VNJ598MjNmzGDHjh2Ul5dXtwUVFRWUlZVVv0u3Y8cOtm7dSlZWFuvWraOioqJGPcceeyyXXHIJ559/frNj7BT7+xuOtuF5XvzOqovc3Fy++uorvvzyS7766iu++uqrfXqpYmNj6dWrF9nZ2VxwwQW0bduWtLS06mGAwQe8IkJsbGz1d1Pwp1Pv24X7/+jx48fz9NNPh7XO5mCMoaKiosb/k6Gfi4uLazzoz8nJITs7m9zc3LBpiIuL48ADD6Rbt24ccMABtG3bljZt2lS3X61atSI+Pp64uDji4uKIj48nKSmJ3/3ud82+pleG5x0MVAYbpQDfAifXUfbwwLHQcoeHHPvO1LyLvwvsr9EwNZdPP/2Uq6++ulFlb7nllkbXm5GRQYcOHTjggAPo0KED7du354ADDqB9+/bVn4M/U1JSmqV979697N69u973LoKfKyoqiI+PJz4+nrZt21Zr69mzJ23btt3nyyg4PC/aUTujCy/amZiYSJ8+faj9T7UxhtzcXH766SfWrl3L+vXr2bJlC1u3buWrr76qPh6uBu2tt95i0KBBYanL5XimbaqsrGTq1Km8+eabTTqvZ8+e9OvXj5NPPplTTjmFrl27hkOOI3jxb7glRIu97du35/e//3312l579+5l3bp1NRKpH374gXXr1gEwd+7cSMp1nCFDhkRaQrNJSEiga9eu1b1F3bp1q96C/78mJiZSUVFBaWkpubm5XHHFFYwfP54tW7awZcsWNm3axMaNG9m+fXv1yIrG0rZtW9tmeHRTT9NA4HVjTMeQfdcCI4wxp9QqWwUcboz5MfC5N7AWazbAuwPHLgkpPx9YZ4yZHFrPwoULi7Kzs6vfZk1LS8vJyMgIW4qcn5/fPpz1uRm/2Kp2RhdqZ8ToPnjw4A6RFtEYvNQ2uTDOtuM3m/1mL/jPZr/ZC66zud72yU09TcVA7cUe0oC63iqsXTYNKDbGGBFpdD1DhgxJbb5cRVEUxQdo26QoiqK4ap2mtUBc4MlckL5A7RdtCezrW0+574GjpOb4saPqqUdRFEVRGkLbJkVRFMU9SZMxpgT4J3C/iCSLyADgXGBeHcXnAhNFpIuIdAZuAWYHji0FqoAJIpIoIuMD+z+0U7+iKIoSfWjbpCiKooCLkqYA1wOtgB3Ay8BYY8z3IjIwMLQhyHPAv4BVwP+AdwP7CEzdeh4wEtgJ/Ak4z+npxhVFUZSoQdsmRVEUn+OqpMkYk2+MOc8Yk2yM6RZcPNAY85ExJiWknDHG3G6MyQhst4fOSGSM+doYc4wxppUxpr8x5ms7dQeeGs4UkSwRKRKRb0Tk7JDjg0XkRxHZLSJLRMT9K3jtBxHpLSKlIvJiyL7LAj4oEZG3AgtCehYRuUREVgfsWR94ITyq4ikiPURkoYgUiMg2EXlaROICx44Wka8Cdn4VWJjTE4jIeBH5UkTKRGR2rWP1xi/wtzxLRAoD/pjouPgmUJ+dInK8iCwWkXwRyRGR10WkU8hxEZFHRSQvsD1aa9iYEoLb2yYRyRCRNwPfVVkiclk46nULfmxjg/ihrQ3FD+1uKNHaBgeJtrbYVUmTh4kDNmFNQdsGa5ak1wJ/DO2xhnZMAjKAL4FXIyU0jEwHVgQ/iMjhWE9Ur8BaAHI31gKOnkREzgAeBa4GUoFBwM9RGM//w3p63glr0c6Tgevl14U4XwTSgTlYC3EmREpoE9kKPAjMCt3ZiPhNBnoD3YFTgdtF5CwH9DaXOu3EitkMoAeWLUVYawQFCV2E9SjgD1iLrSreJHTx3RHAM4Hv5GjBj21skKhua0PxUbsbSrS2wUGiqy02xuhmw4a1/sZwrH9OPg3ZnwzsAfpEWmMLbLsEeA3rpn4xsG8K8FJImd9gNeKpkdbbTBs/BUbVsT+q4gmsBoaEfP4rVoN8JrCFwLIEgWMbgbMirbmJ9j2Itdhoo+KH9QV/ZsjxB4BXIm1HU+2s43h/oCjk86dYi6oGP48CPou0Hbo1K/bJge/ag0P2zQMeibQ2m+2O2jY2xJaob2tr2euLdreWbVHdBodoj4q2WHuabEBEMrEWRPyeWosdGuul4vX8uuChpxCRNOB+oHZXaW071xNoyJ1TFx5EJBY4FuggIj+JyOZAl3kroiyewBPAJSLSWkS6AGdjLbTZ0EKcXqbe+IlIOtbTvvoWJ/Uyg6g5S1tDi7Aq3qK+xXejNp7R3MYG8UNbG4rP2t1Q/NYGB/FkW6xJU5gRkXhgPjDHWAscpgC7ahXbhdX17EUeAGYaYzbX2h9NdmYC8cCFwECsLvN+WENCoslOgP9ifREVApuxusjfIvrsDNKQXSkhn2sf8ywichRwD3BbyO7aftgFpOh7TZ4kBevvNxTP37f14YM2Nogf2tpQ/NTuhuK3NjiIJ9tiTZrCiIjEYA2LKAeC08k2ZWFEVxN4CfF04G91HI4aO7G6iAGeMsZkG2NygceBIUSRnYH79X2sccXJQHussdOPEkV21qIhu4pDPtc+5klE5CDgPeBGY8xHIYfqXYTVSX1KWIjWv9V9iPY2NoiP2tpQfNHuhuLTNjiIJ9tiTZrCROAJ7UyspyXDjTEVgUM1FjsUkWSsMcheXNDwFKwXyzeKyDbgVmC4iKxkXzt7AYlYC0N6CmNMAdYTn9B/IIO/R1M8M4BuwNPGmDJjTB7WZAFDiN6FOOuNXyDu2dS/OKmnCMxE9AHwgDGm9ppCDS3CqniLpiy+61l80sYGOQUftLWh+KjdDcWPbXAQT7bFmjSFj2eAQ4E/GGP2hOx/EzhCRIaLSBLWMJnvAsMKvMYMrJv66MD2LNY6JL/HGi7xB7HWLUnGGov9T2NMxJ8MNJMXgBtE5IDA+NqbgQVEUTwDT/J+AcaKSJyItAWuxBo3vRQPL8QZsCcJiAViRSQpMI3r/uI3F7hbRNJFpA9wLb8uTuo66rMzMDb+Q6zG+Nk6Tm1oEVbFQ5imLb7rZfzQxgbxU1sbStS3u6FEcxscJOra4kjPRBENG9aUiAYoxepWDG4jAsdPB37E6n5eCvSItOYw2T2ZwIw+gc+XYc3uUoI1VWZGpDW2wLZ4rKlAdwLbgL8DSdEWT6wGeSlQAORizdSUGTjWD/gqYOdKoF+k9TbBrsmBv8nQbfL+4of1xHYW1vjy7cDESNvSHDuBewO/h34fFYecJ8BUID+wTSVklibdvLVhPbF+K/DduxG4LNKawmyfL9vYEPujtq2tZacv2t1aNkdlGxxiX1S1xRIQpyiKoiiKoiiKotSBDs9TFEVRFEVRFEVpAE2aFEVRFEVRFEVRGkCTJkVRFEVRFEVRlAbQpElRFEVRFEVRFKUBNGlSFEVRFEVRFEVpAE2aFEVRFEVRFEVRGkCTJkWphYhsEJG7HbhODxExInKS3ddSFEVRvI+IzBaRDxo4bku70th6m9p+Buq8vOUKFcV+NGlSfEWgwTEh2y4RWS4iQ1ygrUcd2j4XkXMjrU1RFEWxFxFpJSIPiMg6EdkjIvkiskJEJjShmk1AJ+DzRl7zlFrtTl3b7CZc/7fA35pQXlE8Q1ykBShKBPgI+GPg93RgPPCWiBxqjFkfOVnVnAt8gaXtDuANETnJGPNZ7YIiEm+MqXBaYGMQkRhAjDFVkdaiKIriAZ4BTgVuBL4F0oB+QLfGVhD4vt3WhGt+ipVkBbkVGA6cELJvD1Z71Jjr5zTh2oriKbSnSfEj5caYbYFtNXAnEA8cVVdhEUkVkedEJEdEykTkSxE5s1aZQ0TkXREpDmz/EpGDapX5o4j8JCKlIvJpfdcD8kO0XQuUYyVS1UMzROQGEdkAlIlIq8CxG0Tkx0D960TkLhGpfjAiIueKyNcisltEdorIFyLSL3AsXkQeF5HNARuzReSVkHP3GRIiIpeLiAn5PDlg38Ui8mNA98GBY5eIyDcBbRsC10quL0CKoig+5Dzgr8aYt4wxvxhjvjXGzDbG3F/fCSLSXURWi8grIpJQexhdyOc/isiCwPf/zyJyFYAxJrQ93AYUA1Wh+4wxu0Iu2bmuekL01BieJyJxInKviKwPtC1bROSpBuy5XESKROSiwOdgm3ediGSJSKGIvCMimbXOO0NEPgn00G0RkRdEpF3I8cNFZFGg7SsJ+OyKkOPXBPaVBnr4/isiBzYULMV/aNKk+BoRScBKTMqAlfUUmwX8HrgcOBr4BFggIn0CdbQC/g0kAScHthTg/UD9BJKTl4HXgb7ANODJRkisBCqwkrogxwGnYSVSfYFyEZmM9YTwz8ChWE8qRwP3Bq7fMXDtl4HDsZ4iPhGoH+AGrN63y4HewDBgn56tRtAZuB64EjgM2BxoVJ8BHgvsGwmcDjzbjPoVRVGilWzgLBHJaExhEekLLAcWAZcaY8obKP4IMBfrYd0rwPMicnAzNDa1npnAOGAy1vf/cODnugqKyO3A08AwY8zrIYd+i9UDdw5WW3wkVhsaPO804O2AnqOwks8ewD9FRALFXgbygBMD508ECgLnH4PVHj0MHILVhs/djx8UP2KM0U0332zAbKxEoTiw7Q38vCCkzAbg7sDvBwEGGFKrnpXArMDvo4DdQPuQ45lYQxpGBj6/CHxSq47xgbpPCnzuUetzElZDY4CzQvTvBFJC6mkduP5ZteofCewM/N4vUE+PevzyJPAh1nC6+vz2Qa19l1tfIdWfJwf82a1WuQ3AmFr7BgX0pEf6ntBNN910c8MGDACygCrgO2AGVgIgIWVmAx9gPTjbCdxRq47a7Ujw88SQMrFAETC6Dg2TgZ/q2N+oeuppPy9swGYTaKueBLYCfWsdnw3sABJD9t0BZId8Xgo8Uuu8boG6jw583gVcVY+G8wPH0yJ9D+jm7k3faVL8yOdYPSFgjRm/GJgrIhuNMV/WKntY4Od/a+3/L7+O+T4c+MEYkxs8aIzZLiJrAseC9fynVh0f16Pv3yKyF2iF9STsZmPM+yHHVxtjikM+Hx4o+0bocDmsBi1JRDpgNcCLgP+JyGKsRuafxphNgbIvAIuBnwLHFwP/Mg0/uayL7caYjcEPgWt3Bx4XkWkh5YJP/w4CVjTxGoqiKFGHMeYTEfkN1miCE7AeLv0DeE9Ehhljgt/vRwLvYSUw0xtZ/Tch16kSkR1YD/eaSlPq6R/4+e/91PkgVhv2W2PMhjqO/2iMKQv5vLXWNX8LHC8i4+s4t3dA8zSsXrGrsNq/d4wxwdEli7F6v34JtH8fYrWPuftWp/gZHZ6n+JE9xpifAttKY8wdwGbgpkgLC3A11jDATGNMe2PME7WOl9T6HPw7vihwXnA7EqvByDfWy8FnYz2dXIE1RGKtiAwFMMZ8A/TEGuJXjvXU7xsRSQvUvZdfE50g8exLfdpurKWtb0DbqjrqUBRF8SXGmEpjzKfGmMeMMecCVwFDsRKoIBuxEoHLRaRNI6uu/QDM0Lz/AcNVTygfYI2YuKQJ1wxtj2KAR6nZxhyN1ca8B2CMeQDrHdvXgCOAz0TkwcCxYuBYrB6ntcAYrAeIx7TQLiXK0KRJUSyqsJ501eb7wM9BtfYPAv4XUuYwEWkfPBh4SfWQkDI/YI2lDmVAPVq2BBK6xj7l+h4oBXqFJIOhWxVY4+iMMV8YY6YYYwYBy7jQzPgAACAASURBVLASNALHi40xbxpjJmA1IIdije0Ga3hE51rX7c9+MMZsx5oC95B6tJU20kZFURQ/sjrw84CQfbuAM7AeZn0gIo2a2S4CBHtyzmywlNWzMwS4W0QmNeM6XwKH19PGVI/KMMb8bIz5P2PMhcA9wNiQY1XGmP8aY+4BjsF6v+yyZmhRohgdnqf4kYTAxAgAqVhPtw7Degm0BsaY9SLyOvB/IjIaa7z5WKwnVcEv1JewvoBfFZHbsJ6ATQO2AK8GyvwNWCEiDwFzsIbU3RIOY4wxxSIyBZgSGJ73Adbf9pFAP2PMHSJyIjAYa5hENtYTuKOwXtIloHsr1tPL3cClWInk2sBlPgDuEJFxwPtYPVbBadv3x13ATBEpwHpZtwIrITvbGDO6JbYriqJECyKyDGvCgi+BHKzhy1Ow3l1aElrWGFMoIr8H3gX+IyJnGGPyHJbcIMaYn0RkPlb7mYQ1aUUGcKIx5slaZZcF7HlPrKU07mnCpe7BGtb+ONYEDkVYbdxFWO8Ox2L1RL0B/AK0Bc7CepiJWGsh9sIadp+DlTR1DR5XlCDa06T4kYFYiUM21pOw4cC1xpgX6yl/Ddb7QC9irZ0xABhqjPkRwBizB+tJWhnWl+4yrGFqZwXfCTLGfIWVZF2CNSTtTuDmcBkUGHowEWsmwG+x3pe6GeulXLCeTJ6AlbSsw5oRcD7wQOB4YeD85QF95wPDjTFrAvV/ANwN/CVQ/2lAvdPg1tI2DyvBGoq1/tQKrJeNtzTPWkVRlKjkPWAEsBBYg/Wu6TpgQF0jDwK9KGdjvfu6REQOqF3GBVwNPIf13tJq4E2soeD7YIz5BKsHbYKIPNLYCxhjlmC1SUdhrcP4HdaDyiKsh3SVWOtMzQxoWARs59cHnwXAH7AeCK4FpgIPGmNmNsFOxQfIr+8VKoqiKIqiKIqiKLXRniZFURRFURRFUZQG0KRJURRFURRFURSlATRpUhRFURRFURRFaQBNmhRFURRFURRFURpAkyZFURRFURRFUZQG0KRJURRFURRFURSlATRpUhRFURRFURRFaQBNmhRFURRFURRFURpAkyZFURRFURRFUZQG0KRJURRFURRFURSlATRpUhRFURRFURRFaQBNmhRFURRFURRFURpAkyZFURRFURRFUZQG0KRJURRFURRFURSlAeIiLSCSLF261CQmJkZaRg0qKyuJi2t8WL7+OhaAfv2q7JK0X5qqOdJ4TS+oZqdQzc6we/fu3MGDB3eItA63Ul/b5MVY24H6wSJa/BCO/2OixRctRf1g0RI/NNQ++dqziYmJ9OnTJ9IyapCVlUX37t0bXf7EE9MByM8vsEvSfmmq5kjjNb2gmp1CNTvDypUrsyKtwc3U1zZ5MdZ2oH6wiBY/hOP/mGjxRUtRP1i0xA8NtU86PM9ldOzYMdISmozXNHtNL6hmp1DNipvRWFuoHyzUD7+ivrBQP1jY5QdNmlzGtm3bIi2hyXhNs9f0gmp2CtWsuBmNtYX6wUL98CvqCwv1g4VdftCkyWXEx8dHWkKT8Zpmr+kF1ewUqllxMxprC/WDhfrhV9QXFuoHC7v8oEmTy2jTpk2kJTQZr2n2ml5QzU6hmhU3o7G2UD9YqB9+RX1hoX6wsMsPmjS5jNzc3EhLaDJe0+w1vaCanUI1K25GY22hfrBQP/yK+sJC/WBhlx80aXIZTc+Oy4Fh3HjjjVRWVtohab947cmG1/SCanYK1ay4GY21hfrBoiV+WLduHTfccANDhw7l+OOPZ9CgQcycOZM9e/aEUaFz6D1hoX6wsMsPvp5y3I2Ul5c38Yw3gX8xbx7Exsby2GOPISJ2SKuXpmuOLF7TC6rZKVSz4mY01hbqB4vm+KGgoIBHH32UWbNm7fOg9bbbbuOvf/0rDzzwABdddFG4ZDqC3hMW6gcLu/ygSZPLaPpTnv+r/m327Nl06tSJ2267Lbyi9oPXnkx5TS+oZqdQzYqb0VhbqB8smuqHjRs3cv755/PLL78QExPDyJEjueCCC2jfvj1r167lySef5Ntvv2XMmDGICBdeeKFNysOP3hMW6gcLu/ygw/NcRlPmlv/hhx+A/wIpPPPMM8TExPDwww/z4Ycf2qavLry2LoDX9IJqdgrVrLgZjbWF+sGiKX5Yt24dQ4YM4ZdffuGoo45i2bJlPPHEEwwaNIjDDjuM8847jw8//JBJkyZhjGHs2LG8//77NqoPL3pPWKgfLHSdJp/QlLnlZ82aFfhtJBdffDETJkwAYOHChTYoqx+vrQvgNb2gmp1CNStuRmNtoX6waKwf1q9fz9ChQ9m6dSu/+93veOeddzj88MP3KSci3Hzzzdx0001UVVVx9dVXs2rVqnDLtgW9JyzUDxa6TpNPSEhIaFS5wsJCXnvttcCn6wE444wzAFi+fLkd0uqlsZrdgtf0gmp2CtWsuBmNtYX6waIxfigsLGTEiBHk5ORw8skn849//IO0tLQGz5k0aRIjRoygrKyMiRMnsnfv3nBJtg29JyzUDxZ2+UGTJpeRmpraqHKvv/46xcXFwMmA9cSoX79+JCQksHr1anbu3GmfyFo0VrNb8JpeUM1OoZqVuhCRDBF5U0RKRCRLRC6rp5yIyKMikhfYHpWQmXlEJFZEHhSRrSJSJCJfi0jbxurQWFuoHyz254eqqipGjx7N2rVr6dOnD3PnziU5OXm/9YoIDz30EB07duSrr77ixRdfDJdk29B7wkL9YGGXHzRpchl5eXmNKrdkyZLAb1dX70tKSqJ///4AfP755+GWVi+N1ewWvKYXVLNTqGalHqZjre+QCYwAnhGRfcc3wXXAeUBf4CjgD8DokOP3AScCJwBpwBVAaWNFaKwt1A8W+/PDI488wqJFi0hPT2f+/PlN+kcyLS2NBx54AID777+f/Pz8Fmm1G70nLNQPFnb5QZMml5Gent6octYkEADH1Nh//PHHA/DZZ5+FU1aDNFazW/CaXlDNTqGaldqISDIwHJhkjCk2xnwMvIOV8NTmSuAxY8xmY8wW4DHgqkA96cBNwLXGmCxj8T9jTKOTJo21hfrBoiE/fPzxxzz++OPExMQwa9Ysevbs2eT6L7jgAgYNGkR+fj4PPvhgS6Tajt4TFuoHC7v8oEmTy2jMNInFxcVs2LCB+Ph44JAax0444QTA2feavDbFpdf0gmp2CtWs1MHBQKUxZm3Ivm8JjouuyeGBY3WVOxKoBC4UkW0islZExjVFiMbaQv1gUZ8fdu7cyZgxYzDGcMstt3DyySc3q34RYerUqcTExDB//ny2bt3aErm2oveEhfrBwi4/6DpNLqO0dP8PHX/88UcAevfuzQ8/xNc4dtxxxyEifP311+zZs4dWrVrZojOUxmh2E17TC6rZKVSzUgcpQGGtfbuAusY6pQSOhZZLCbzXdCDQBisJ6wn0Bv4jImuNMYtDK9mxYwejRo0iLi6OqqoqLrjgAsaNG8f27duJjY0lNjaWwsJCOnToQH5+PsYYOnTowPbt20lJSQGsh2uZmZnk5OQgImRkZJCTk0NaWhpVVVWUlJTQsWNHtm3bRnx8PG3atCE3N5c2bdpQXl7Onj17qo8nJCSQmppKXl4e6enp7Nmzh9LS0urjSUlJtGrVioKCAtq1a0dRURHl5eXVx1u1akVCQgK7du2iffv27Nq1i4qKiurjycnJTbJpx44dVFRURJVNzYlTXl5eDc0JCQmkpKQwduxYtm7dylFHHcVFF11EWVlZs21KTExk6NChvPPOOzzxxBP8+c9/DrtNYPUK7Ny5s9lx2r59O8nJya6Mk5P3nn5HtPw7oiHEGNNggWhm+fLlpk+fPpGWUYOysjISExMbLDN37lxuuukmLrzwQv7xj9cByM8vqD4+cOBAvv/+exYsWMCJJ55oq15onGY34TW9oJqdQjU7w8qVK78aPHjwsZHW0RhEpB/wiTGmdci+W4BTjDF/qFV2F3CGMeaLwOdjgKXGmFQROR/4J9DDGJMVOP4UVi/WzaH11Nc2eTHWdqB+sKjLD6+99hpjxowhOTmZZcuW0atXrxZfZ+XKlZx++umkpqayatWq/c6+11QyMqykKfT/mKai94SF+sGiJX5oqH3S4XkuozFzywffZzrssMPqPO70e01eWxfAa3pBNTuFalbqYC0QJyK9Q/b1Bb6vo+z3gWN1lfsu8DP0SWWTnlpqrC3UDxa1/bBx40Zuu+02AKZMmRKWhAmgf//+DBgwgKKiIubMmROWOsON3hMW6gcLXafJJyQlJe23zOrVq4H9J01OvdfUGM1uwmt6QTU7hWpWamOMKcHqIbpfRJJFZABwLjCvjuJzgYki0kVEOgO3ALMD9awHPgLuEpFEETkUuARY0FgtGmsL9YNFqB+qqqoYO3YsRUVFnHPOOVx++eVhvdYNN9wAwLPPPkt5eXlY6w4Hek9YqB8s7PKDo0lTGNe6mCEia0Rkr4hcVcf5NwdetC0UkVki4pm+yv29g2SMaXRP04oVK3Bi+KUT702FE6/pBdXsFKpZqYfrgVbADuBlYKwx5nsRGSgixSHlngP+BawC/ge8G9gX5FKgO5AXODbJGPOfxorQWFuoHyxC/fD3v/+d5cuX07FjR5544glC/mUKC6effjqHHHII2dnZ/Otf/wpr3eFA7wkL9YOFXX5wuqcpXGtdfIvViK2sfaKI/B64ExiM1Tj1wlobwxMUFDQ8pnfHjh3k5eWRlpZGly5d6izTuXNn2rZtS2FhIdu3b7dDZg32p9lteE0vqGanUM1KXRhj8o0x5xljko0x3YwxLwX2f2SMSQkpZ4wxtxtjMgLb7SbkyZUxZosx5ixjTIoxppcx5rm6rlcfGmsL9YNF0A9ff/01Dz/8MABPPfUU7dq1C/u1YmJiGDVqFAAvvfRS2OtvKXpPWKgfLOzyg2NJU7jWugAwxkwPPJ2ra9qoK4GZxpjvjTEFwAOh57qd/X3ZBXuZDj300HqfJIkIvXtbw+/XrVsXXoF1YMcXtJ14TS+oZqdQzYqb0VhbqB8s2rVrR0lJCaNHj6ayspLrrruOwYMH23a94cOHk5CQwNKlS9m8ebNt12kOek9YqB8s7PKDk1OO17fWRV0LCDS01sX+OBx4u9a5mSLSzhhTY4ng+qZ1jeQ0lGVlZQ1O2fj1118D1nTj2dnZBKfqzMrKqjFlY8+ePVmxYgWfffYZxx13nK02lZeXk5eX54lpKHNyciguLqZ79+6emlqzsLCQXr16eWq60IKCAg466CBPTeuan59frdkrU9Xm5uZWa/bCNMlufB/CKxQVFVXHwM+oHyyKioqYNm0aP/30E3369OHee++19Xrp6ekMGTKEt956i1dffZVbbrnF1us1Bb0nLNQPFnb5wbEpx0VkIPC6MaZjyL5rgRHGmFNqla0CDjfG/Bj43BtrBqOY0KEOIvIx8LwxZnbIvvXAOGPM+4HP8VhDAnsaYzaEXseNU45nZWXRvXv3eo+PGzeOl19+mWnTpvGnP/2p3qk6//73vzN58mSuu+46HnnkkYhqdhte0wuq2SlUszN4acrxSFBf2+TFWNuB+sFi9uzZTJw4kYSEBD744AOOOOII26+5ePFiLr74Ynr16sWKFSvC8u5UOKYc13vCQv1g0RI/uGXK8WKg9uT+aUBRI8qmAcWmcRleXedSz3VcR8eOHRs8vr+Z84IcfPDBgDPD8/an2W14TS+oZqdQzYqb0VhbqB+sfwrvu896XXvSpEmOJEwAp512Gp06deLnn3/m888/d+SajUHvCQv1g4VdfnAyaQrXWhf7o65zt9cemudWGppbvqqqih9//BGw3mlqCCffafLaugBe0wuq2SlUs+JmNNYWfvdDeXk5o0aNYteuXZx99tlcf/31jl07NjaWiy++GID58+c7dt394fd7Ioj6wcLz6zSFa60LABFJEJEkQIB4EUkSkZiQc0eJyGEi0ha4O/Rct9PQNIkbN26ktLSUTp060aZNmwbr6d69O/Hx8WzevJmSkpJwy6yB16a49JpeUM1OoZoVN6OxtvC7H+655x5WrlxJ586dmT59etinF98fl156KQDvvPMOZWVljl67Pvx+TwRRP1hEy5Tj4Vrr4t/AHuBEYEbg90EAgXeZpgJLgI1AFmDv25FhJCEhod5jGzduBKBnz577rScuLq56NfD169eHR1w9NKTZjXhNL6hmp1DNipvRWFv42Q/z5s1jxowZxMfHM336dNq2beu4ht69e3PkkUdSVFTEkiVLHL9+Xfj5nghF/WBhlx8cTZrCuNbFKcYYqbUtDTn+uDEm0xiTZoy52hjjjkchjWDXrl31Htu0aRMA3bp1a1RdTg3Ra0izG/GaXlDNTqGaFTejsbbwqx+WL1/OrbfeCsC0adPo0aNHxLSce+65ALz99tv7KekMfr0naqN+sLDLD073NCn7oX379vUeC/Y0HXjggY2qKzgZxNq1a/dTsmU0pNmNeE0vqGanUM2Km9FYW/jRDxs2bGDkyJFUVFQwZswYrrjiioj6IZg0LVy4kNLSupbMdBY/3hN1oX6wsMsPmjS5DO1psh+v6QXV7BSqWXEzGmsLv/khOzub888/n7y8PE477TTuv/9+ILJ++M1vfuOqIXp+uyfqQ/1goT1NPqGioqLeY8GkqWvXro2qy6mkqSHNbsRrekE1O4VqVtyMxtrCT34oKCjgwgsvJCsri379+vHCCy8QFxcHRN4PbhqiF2lfuAX1g4VdftCkyWU0NLd8cHheY3uaDjroIMCaCKKqqqrl4urBa+sCeE0vqGanUM2Km9FYW/jFDzk5OQwfPpzVq1dzyCGH8Nprr5Gamlp9PNJ+cNMQvUj7wi2oHyyiYZ0mpRHUN7d8ZWUl2dnZiAhdunRpVF1paWl06tSJ0tJSNm/eHE6ZNfDaugBe0wuq2SlUs+JmNNYWfvDDzz//zFlnncU333xDjx49eOONN2jXrl2NMpH2Q3CIXnFxccSH6EXaF25B/WDh+XWalMaRnJxc5/6tW7dSVVVFx44dmzSVYnCInp2TQdSn2a14TS+oZqdQzYqb0VhbRLsfVq5cyVlnncUvv/xC3759ee+99+jcufM+5dzgh2HDhgHw7rvvRlSHG3zhBtQPFnb5QZMmlxEbG1vn/qZOAhHEifea6tPsVrymF1SzU6hmxc1orC2i2Q+LFy9m2LBh5Obmcuqpp/LOO++QmZlZZ1k3+GHIkCEAvP/++1RWVkZMhxt84QbUDxZ2+UGTJpdRWFhY5/7g+0yNnQQiSHAh3A0bNrRIV0PUp9mteE0vqGanUM2Km9FYW0SrH+bPn89ll13G7t27ueSSS3j55ZdrvMNUGzf4oU+fPvTq1Yv8/Hw+//zziOlwgy/cgPrBwi4/aNLkMjp06FDn/qZOAhEkmDT98ssvLRPWAPVpdite0wuq2SlUs+JmNNYW0eYHYwzTpk3jhhtuoKqqiokTJzJ9+vT9DsV3gx9EpLq3KZJD9NzgCzegfrCwyw+aNLmM/Pz8OvcHh+c1dmHbIMEVw+3saapPs1vxml5QzU6hmhU3o7G2iCY/VFVVceuttzJlyhREhKlTp3L33XcjIvs91y1+CCZNCxcuxBgTEQ1u8UWkUT9Y2OUHTZpcRn1fOM19pymYNG3cuNG2accj9SXZXLymF1SzU6hmxc1orC2ixQ+7d+/myiuv5IUXXiAxMZE5c+ZwzTXXNPp8t/jht7/9LQcccAAbN27k+++/j4gGt/gi0qgfLOzygyZNLqO+LsXmJk2tWrWiU6dOVFRUsGXLlhbrqwuvdQd7TS+oZqdQzYqb0VhbRIMf8vPzOf/881m4cCFt27blzTffZOjQoU2qwy1+iI2N5ayzzgIiN0TPLb6INOoHCx2e5xO2b9++z76qqqrqdZaaOjwPfu1tsuu9pro0uxmv6QXV7BSqWXEzGmsLr/th69atDBkyhBUrVtClSxcWLlzI8ccf3+R63OSHc845B7CG6EUCN/kikqgfLOzygyZNLiMlJWWffdnZ2VRWVpKZmUlSUlKT67Q7aapLs5vxml5QzU6hmhU3o7G28LIfNm7cyNChQ1m7di2HHnooixYtok+fPs2qy01+GDhwICkpKaxatap64ioncZMvIon6wcIuP2jS5AFa0ssEzkw7riiKoihK/fz8888MGTKEDRs20K9fPxYsWFDnorVeJCkpicGDBwOR621SFLvRpMllFBcX77OvudONB7F72vG6NLsZr+kF1ewUqllxMxprCy/6ITs7mwsuuICtW7dy/PHH8+abb5Kent6iOt3mh+AQvUi81+Q2X0QK9YOFXX7QpMll1LXyd3MngQjSvXt3wL6epvpWK3crXtMLqtkpVLPiZjTWFl7zQ0FBARdeeCEbN26kf//+vPbaa6SlpbW4Xrf54YwzziAuLo7ly5eTl5fn6LXd5otIoX6wsMsPmjS5jJycnH32BXuaunbt2qw6Q3ua7JiGsS7NbsZrekE1O4VqVtyMxtrCS34oKyvjsssuY/Xq1Rx88MG89tprYXvfwm1+aNOmDQMHDmTv3r0sWrTI0Wu7zReRQv1gYZcfHE2aRCRDRN4UkRIRyRKRy+opJyLyqIjkBbZHJWSlNxE5WkS+EpHdgZ9HhxxLFJFnRWS7iOSLyL9EpIsT9oWDuha027p1K9D8d5oyMjJITU2luLjYlqc/jVmEz014TS+oZqdQzYqb0VhbeMkPd9xxB59//jldunThjTfeICMjI2x1u9EPkZpFz42+iATqBwu7/OB0T9N0oBzIBEYAz4jI4XWUuw44D+gLHAX8ARgNICIJwNvAi0A6MAd4O7Af4EbghMB5nYEC4Cmb7Ak7dX2hBpOmTp06NatOEbF1MohwNgJO4DW9oJqdQjUrbkZjbeEVP8yePZu5c+eSlJTEiy++SJcu4X1+60Y/BNdrWrJkCbt373bsum70RSRQP1jY5QfHkiYRSQaGA5OMMcXGmI+Bd4Ar6ih+JfCYMWazMWYL8BhwVeDYKUAc8IQxpswY83dAgNMCx3sCi4wx240xpcCrQF2JmSupq0sxmDS1ZJad4LTjdiRNXusO9ppeUM1OoZoVN6OxtvCCH1asWMEdd9wBwN/+9jf69u0b9mu40Q+dO3emf//+7NmzhyVLljh2XTf6IhKoHyzs8kOcLbXWzcFApTFmbci+b4GT6yh7eOBYaLnDQ459Z2q+nPNdYP/7wEzgSRHpDOzE6tF6ry5BO3bsYNSoUcTFxVFVVcUFF1zAuHHj2LZtG8nJycTGxlJYWEiHDh3Iz8/HGEOHDh3Yvn179Zjk4uJiMjMzycnJQUTIyMggJyeHtLQ0qqqqKCkpoWPHjmzbto34+HjatGlDbm4ubdq0oby8nD179lQfT0hIID4+nqysLNLT09mzZw8FBQXs2rWLhIQEKioqKCwspKCggHbt2lFUVITV2QZZWVm0atWKhIQEdu3aRfv27dm1axcVFRV07NixOuv+4YcfyMrKCqtNCQkJZGVl1WtTamoqeXl51TaVlpZWH09KSqJVq1Y1bCovL68+3pBNzY1TeXk5u3fvblGcnLaprKyM0tJSW++9cNtUWlpKWVlZRP+emmpTqGY77j27bApqjsTfU3NsUppHOCYPiAbc7oeioiJGjx5NRUUF1113HRdffLEt13GrH8455xxWrlzJwoULq4fr2Y1bfeE06gcLu/wgdkwMUOeFRAYCrxtjOobsuxYYYYw5pVbZKuBwY8yPgc+9gbVYPWN3B45dElJ+PrDOGDNZRNoAzwEXA1XAKmCwMSa/tqbly5eb5i4qZxe5ubm0b9+++vNPP/3EcccdR48ePVi5cuU+5TMyrKQpP7+gwXrnzJnDzTffzKWXXsr06dNt1ex2vKYXVLNTqGZnWLly5VeDBw8+NtI63Ep9bZMXY20HbvfDjTfeyLx58zjiiCP44IMPSEhI2P9JzcCtflizZg0nnHAC6enprFmzhri4hp/PN/b/mIZwqy+cRv1g0RI/NNQ+OflOUzFQO/VLA4oaUTYNKA70Lu2vnulAItAOSAb+ST09TW6kpKSkxufs7Gyg+e8zBbFzrabamt2O1/SCanYK1ay4GY21hZv98N577zFv3jwSExN59tlnbUuYwL1+OPjggznooIMoKCjgs88+c+SabvWF06gfLOzyg5NJ01ogLtBrFKQv8H0dZb8PHKur3PfAUVJzaoyjQo4fDcw2xuQbY8qwJoE4TkQ8kXp37NixxudwvM8E2DoRRG3NbsdrekE1O4VqVtyMxtrCrX7YuXMnN910EwCTJk3isMMOs/V6bvWDiDBkyBAAFixY4Mg13eoLp1E/WNjlB8eSJmNMCVavz/0ikiwiA4BzgXl1FJ8LTBSRLoF3k24BZgeOLcUadjchML34+MD+DwM/VwAjRaSNiMQD1wNbjTG5dtgVbrZt21bjc7h6mjp37kx8fDzbtm0L+4w2tTW7Ha/pBdXsFKpZcTMaawu3+uH+++8nJyeHE044gTFjxth+Pbf6AWpOPe7EayBu9oWTqB8s7PKD01OOXw+0AnYALwNjjTHfi8hAESkOKfcc8C+s95H+B7wb2IcxphxrOvKRWBM9/Ak4L7Af4FagFFgH5ABDgPNttitsxMfH1/gcrp6m2NhYunXrBoS/t6m2ZrfjNb2gmp1CNStuRmNt4UY/fPnll8yZM4e4uDimTZtGTIz9/1650Q9BjjnmGDIzM9m8eTOrVq2y/Xpu9oWTqB8s7PKDo0lTYMjcecaYZGNMN2PMS4H9HxljUkLKGWPM7caYjMB2e+hsecaYr40xxxhjWhlj+htjvg45lmeMGWGMOcAY09YYc5Ix5gsn7WwJbdq0qfE5XD1NYN+047U1ux2v6QXV7BSqWXEzGmsLt/mhsrKSW265BWMM48aN49BDD3Xkum7zQygxMTGcffbZALz77ru2X8/NvnAS9YOFXX5oUtIUGFKn2EhuIHu1EwAAIABJREFUbs1RhOHqaQL7JoOordnteE0vqGanUM3RSbS0XRprC7f5YdasWaxatYquXbty6623OnZdt/mhNsH3mhYuXGj7tdzuC6dQP1jY5Yem9jT9V0T+JyITRCTdFkU+p3Z2HM6kSXuaLLymF1SzU6jmqCUq2i6NtYWb/LBr1y4effRRAB566CGSk5Mdu7ab/FAXAwcOJCUlhe+//96WSahCcbsvnEL9YOGKnibgN8CbwG3AFhF5UUQGhV+Wfwld+LGiooIdO3YQExNDZmZmi+u2q6fJa4tVek0vqGanUM1RS1S0XRprCzf54W9/+xsFBQWceOKJji3kGsRNfqiLxMREzjjjDMD+3ia3+8Ip1A8WdvmhSUmTMWaDMWYS0B34I5ACfCAiP4rIRK9M6+1m9uzZU/379u3bMcaQmZm538XhGkOwpykrK6vFdYUSqtkLeE0vqGanUM3RSbS0XRprC7f4YdOmTTz33HOANXNezZVQ7MctfmgIp4boecEXTqB+sLDLD82aCMIYs9cYswAYDtwM9ACmAZtE5P+JSLvwSfQXoXPLB4fmhWMSCPg1adq4cSNVVVVhqRO8ty6A1/SCanYK1RzdNLftEpEMEXlTREpEJEtELqunnIjIoyKSF9gelTr+kxaRkSJiROSapujXWFu4xQ8PPfQQZWVlDB8+nP79+zt+fbf4oSHOOOMM4uPj+eyzz2x938YLvnAC9YOFq9ZpEpHfiMjDwGbgQeB5rEVlh2MtNPtW2BT6jNC55cP5PhNAq1at6NSpExUVFWzZsiUsdYL31gXwml5QzU6hmqObFrRd04FyIBMYATwjIv+fvfMOj6L4//hrUi49ISEhQSCiVEEBRRSRooCI/kBAEFAEFRApCgoqiiJFRaX4pVgQLCiI9CZKVUFAbBBEQKQaQAwkBBLS2/z+2EsIIQkpt3u7l3k9zz1Jdmdn3/ueyc3N7ezn07CQcoPQUmI0ttfXGXiqgIZgYAyFJ3YvFtXWGmbw4cCBAyxZsgSbzcbYsWOdosEMPlyNwMBAWrduTU5ODuvXr9ftPFbwwgiUDxqmyNMkhOgthPgOOAS0A14Bqkkpn5ZS7pVSfgv0Apo7XmrFwGaz5f3uyHDjuVx77bWAY59ryq/ZClhNLyjNRqE0uyblGbuEEH5ok6qxUsokKeV2YA3Qt5BTPQZMk1KeklL+C0wDHi9Q5i1gJlDqr91VW2uYwYe3334bgMcffzwvB6LRmMGHkpA/0a1eWMULvVE+aOjlQ2kflJkDLASez58bqQBn0L7BU5SBgICAvN8dfacJtGAQP//8M8ePH6dNmzYOqTO/ZitgNb2gNBuF0uyylGfsqgtkSSkP5dv2B1DYG2hD+7785fLuSAkhbgNuRUv03rMosWfPnmXAgAF4eHiQnZ3Ngw8+yLBhw0hKSiIuLg53d3cSExMJCwsjPj4eKSVhYWGcOXMGf38t5WFSUhLh4eHExsYihCAkJITY2FgCAwPJzs4mOTmZiIgIYmJi8PT0JCgoiLi4OIKCgsjIyCA1NTVvv81mIyAggHPnzhEcHExqaippaWl5+729vfHx8eH8+fNUrlyZixcvkpGRkbffx8cHm81GQkICoaGhJCQkkJmZmbffz8+vVNeUkpLCqVOnnHZNW7ZsYe3atXh5edGjRw+Sk5PLfU1laaesrCyio6NN206515T7WeP777/Pe6Y6/zWBFtDywoULZW6npKQkkpKSDLsms/4/qfeI8r9HFIfIlzP2qggh/KWUSSU+wOTs3LlT1q9f39kyLiM6OjrvbtCAAQNYuXIls2fPpmfPwsfXkBDtzSY+/nyJ6p8yZQpvvfUWw4cPZ/z48Q7XbAWspheUZqNQmo1h9+7du9q1a3erUecrz9glhGgFLJVSRuTb9iTQR0p5V4Gy2UBDKeVB+9910O5uudlfvwBPSyl/FkJsARZIKT8ueM6ixiYrtrUeONuHPn36sG7dOoYOHcobbzjvO2Jn+1AaOnTowO+//868efN44IEHLttX2s8xhWElL/RE+aBRHh+KG59K+0xTghCiSsGNQojK9sFCUU6Cgy+lEMldnufoO03g2OV5+TVbAavpBaXZKJRml6U8Y1cSEFhgWyBwsQRlA4EkqX07ORTYK6X8ueSyL0e1tYYzfYiKimLdunX4+PgwfPhwp+kAa/WHTp06AbBixQpd6reSF3qifNDQy4fSTpqKiqdpA7LKqUXB5WESHR09D/RJcGu1EJdW0wtKs1EozS5LecauQ4CH/a5RLo0pPJDDfvu+wsq1A7oJIWKEEDFAC2CaEOK9q4nPRbW1hjN9mDJlCqCtBKlS5Yp5uKFYqT88+OCDCCHYsGEDiYmJDq/fSl7oifJBQy8fSvRMkxCin/1XCfQUQuTv8e7A3cARB2urkKSlpQGQk5OTF/3DkZOm/HeapJQOySuRq9kqWE0vKM1GoTS7Fo4Yu6SUyUKIFcBEe4jwJkAXtElPQb4ARgohvrWfcxQwy77vccA7X9kVwDLgk5Jej2prDWf5sH//ftavX4+3tzfPPPOMUzTkx0r9oXr16rRo0YIdO3awdu1aHnmk0Kj9ZcZKXuiJ8kFDLx9KGggi/5v6/wrsywCOAyMdoqiCkxtb/ty5c2RkZBAcHIyvr6/D6g8JCSEgIICLFy9y7tw5QkPLn9PRankBrKYXlGajUJpdDkeNXUOBT4GzwDlgiJRyv/15p3VSSn97uY+A64E/7X9/bN+GlPJC/gqFEBlAopQyoaQXo9paw1k+TJ8+HYB+/foRFhbmFA35sVp/6N69Ozt27GDZsmUOnzRZzQu9UD5oODVPk5TSU0rpCZwAqub+bX/5SSlvlFJu0EVhBSP37pIe4cYBhBAOf67JankBrKYXlGajUJpdC0eNXVLKeCllV/sxkVLKhfbt2/JNmJAaL0opQ+yvF2UR0ZaklHcVFgSiOFRbazjDh2PHjrFy5Uo8PDx4+umnDT9/YVitP3Tp0gVPT09+/PFHzpw549C6reaFXigfNEyRp0lKeZ2UUr+Uzgq8vbXVG3qEG88l97mm3NCf5SVXs1Wwml5Qmo1CaXZNXGXsUm2t4QwfZs6cSU5ODj179qR69eqGn78wrNYfgoODad++PTk5OaxcudKhdVvNC71QPmjo5cNVl+cJIR4BlkkpM+y/F0nut2+KsuPj4wPoEwQil9w7TceOHXNIfbmarYLV9ILSbBRKs+vgimOXamsNo32IiYlh0aJFCCF49tlnDT13cVixP/To0YN169axbNkyBg8e7LB6reiFHigfNPTyoSTPNC0ANqOt5V5QTDmJljxQUQ7Onz9PYGCgLuHGc6lduzYAR444JnZHrmarYDW9oDQbhdLsUrjc2KXaWsNoH+bOnUtGRgadO3fOGz/NgBX7w7333ktAQAC7d+/mwIEDNGjQwCH1WtELPVA+aOjlw1WX50kp3aSUZ/P9XtTL3eHqKiCVK1cG9L3TVKeOFjn38OHDDqkvV7NVsJpeUJqNQml2HVxx7FJtrWGkD0lJSXz66acApnmWKRcr9gdfX1969OgBwBdffOGweq3ohR4oHzT08qG0eZrKhRAiRAixUgiRLISILmrJhNB4Rwhxzv56R+SLjS2EaCKE2CWESLH/bFLg+FuEED8KIZKEEGeEECP0vjZHcfGili9Rz2ea8k+acnJyyl1frmarYDW9oDQbhdKsMDOqrTWM9GHhwoUkJCRw22230axZM8POWxKs2h/69dMyASxZssRhoaGt6oWjUT5o6OVDqSZNQoh7hBB35vv7SSHEb0KIeUKIgBJU8T5amNdwoA/woRCiYSHlBgFd0RIDNgI6A0/Zz2kDVqMttwgGPgdW27cjhAgF1qOFea0M1AY2luY6nUlGRgag76QpODiYsLAwUlJS8s5THnI1WwWr6QWl2SiUZtfEAWOXKVBtrWGUD9nZ2Xz44YeA+e4ygXX7Q+PGjWncuDEXLlxg7dq1DqnTql44GuWDhl4+lPZO02QgFEAIURdtEvQ7cCswpbgDhRB+QHdgrJQySUq5HVgD9C2k+GPANCnlKSnlv8A0tMSAAHehPYs1XUqZLqWciZbtva19/0hgg5TyS/v+i1LKv0p5nU4jN7a8ns80gWOX6FktL4DV9ILSbBRKs8tS5rHLTKi21jDKh7Vr1xIdHc11113HfffdZ8g5S4OV+0Pu3SZHLdGzsheORPmg4dQ8TfmoBeyz/94N2CylHAI8CXS6yrF1gSwp5aF82/4ACrvT1NC+r7ByDYG9BXJf7M23vzkQL4T4SQhxVgjxtRAi8iraTENMTAyJiYkkJSXh4+NDUFCQLudx5KTJankBrKYXlGajUJpdlvKMXaZBtbWGET5IKXnvvfcAGDp0KO7u5nv0zcr9oXv37vj6+rJ9+3ag4n0O0Qvlg4ZePpQkel5Bcicrbbi07O1ftKVwxeEPJBbYlgAUtjTC374vfzl/+3NNBfcVrKc6cAtwD1pW9snAV8CdBY7h7NmzDBgwAA8PD7Kzs3nwwQcZNmwYMTEx+Pn54e7uTmJiImFhYcTHxyOlJCwsjDNnzuDvr+UzTEpKIjw8nNjYWIQQhISEEBsbS2BgINnZ2SQnJxMREUFMTAyenp4EBQURFxdHUFAQGRkZpKam5u232WwIIdi1axcAVapU4cSJE3n7vb298fHx4fz581SuXNm+ZjMY0HIu+fj4YLPZSEhIIDQ0lISEBDIzM/OOz39NubmaoqKiSEtLK9c1ubm5ER0dXeQ1BQQEcO7cOYKDg0lNTSUtLa3Ya8rIyMjbX5prKmk7paamkpKSUq52MvqaUlJSyt1ORl9TcnIy6enpTv1/Ku015desR9/T45rya3bG/1NZrslJlHXsMg0qnLCGET788ssv7Nq1i+DgYB5++GHdz1cWrNwfAgMD6dKlC1999RXwIfBuueqzsheORPmgoZcPoohk5YUXFmI7sBP4Gm3QuUVKecC+VvwrKWWRd3SEEDcDO6SUvvm2jQLuklJ2LlA2AbhHSvmr/e+mwBYpZYAQ4jn7vvvzlf/avn+aEOIPYLeU8gn7vspAHFBJSnnZZGvnzp2yfv36Jb5+I7hw4QJRUVF0796dVq1asXr16mLLh4Rok6b4+POlOs+mTZvo1asXrVu3ZtWqVWXWC5rmSpUqlasOI7GaXlCajUJpNobdu3fvateu3a1Gna88Y5czKGpssmJb64ERPvTr14+1a9cyatQoXnnlFV3PVVas3h/++OMP7r77brTvvE8SH1/2wFRW98JRKB80yuNDceNTaZfnvQT0B34AvpBSHrBv7wz8dpVjDwEeQog6+bY1BvYXUna/fV9h5fYDjfJH00MLFpG7fy+XvlGkwO+mJyEhQddw47nUrVsXgEOHDl2l5NVJSCh448/cWE0vKM1GoTS7LOUZu0yDamsNvX04evQo33zzDTabjYEDB+p6rvJg9f7QuHFjWrZsCVwEPi5XXVb3wlEoHzT08qFUkyZ78IYqQGUp5aB8u+YCw65ybDKwApgohPCzf8PXBZhfSPEvgJFCiGpCiGuAUcA8+74tQDYwXAjhJYTIDWnzvf3nZ0A3e1hyT2AssL3gXSazEhoaqnsQCIDq1avj7e2d9wxVeQgNDXWQKmOwml5Qmo1CaXZNyjN2mQnV1hp6+zB79myklDz00EOEh4freq7y4Ar9YejQofbfZpCVlVXmelzBC0egfNDQy4dS52mSUmZLKS8U2HZUSlmSp66GAj5oGdq/AoZIKfcLIVoJIZLylfsIbRnFn2gP735j34aUMgMtHHk/4ALat4dd7duRUn4PjLEfcxYt5Hih+aDMiFF3mtzd3alVqxZQ/mAQVvtmw2p6QWk2CqXZdSnn2GUKVFtr6OlDfHw8CxcuBPJ/oDcnrtAfOnTogBYn7CRr1qwpcz2u4IUjUD5o6OVDqQJBCCHc0MKBt0fLtXTZpEtK2baw4/Ltj0eb8BTcvg0twEPu3xJ40f4qrJ4ooGkx5/kQ7clCy5GZmWnInSbQIujt37+fw4cP07RpkXZelczMTAeq0h+r6QWl2SiUZtekvGOXWVBtraGnD59++impqam0b9+eG264QbfzOAJX6A9ubm7Ac8AQ3n//fbp168blT1+UDFfwwhEoHzT08qG0d5qmot3xCQb+AY4WeCnKSUREhCF3msBxYcetlhfAanpBaTYKpdllcYmxS7W1hl4+pKWlMXfuXACGDTP/qk3X6Q/9gDCioqLYvHlzmWpwHS/Kh/JBwyx5mh4BHpFS3i+lHCilfDL/Sw+BFY2YmBjD7jTlBoMo76TJankBrKYXlGajUJpdFpcYu1Rba+jlw9KlS4mNjeWmm26idevWupzDkbhOf/AFRgPw5ptvUpqozrm4jhflQ/mgoZcPpZ00eQJReghRaHh4eBAXF4e7uzthYWG6niv3TlN5I+j5+fk5Qo5hWE0vKM1GoTS7LC4xdqm21tDDh5ycHN5//31Au8tUliViRuNa/WEIERER7N27l7Vr15b6aNfyouwoHzT08qG0k6b5QHc9hCg04uLiAO3Wot4ZyHMDQRw7dqxcCSfNmCm9OKymF5Rmo1CaXRaXGLtUW2vo4cN3333HoUOHqFq1Kt26dXN4/XrgWv3Bl5EjRwLw1ltvkZ2dXaqjXcuLsqN80NDLh9JOmhKA0UKIVUKI8UKIMflfegisaBw7dgzQ/3km0Gbi119/PVlZWfz9999lrqe8IcuNxmp6QWk2CqXZZXGJsUu1tYYePuTeZXrqqafw9PR0eP164Gr9oW/fvlSvXp2DBw+yfPnyUh3ral6UFeWDhl4+lHbS1A9IREs2+xjwZL6XeTPAWYjU1FRA/+eZcmnUqBGgZeYuK3ovI3Q0VtMLSrNRKM0ui0uMXaqtNRztw969e/nxxx/x9/fnsccec2jdeuJq/cHLy4vRo7VnmyZMmMDFixdLfKyreVFWlA8aevlQ2uS21xXzul4XhRWM3DtNQUE3sGePO3v2uPPff/qtrW7SpAmgDRplJT4+3lFyDMFqekFpNgql2TVxlbFLtbWGo33Ivcv06KOPEhQU5NC69cTs/UFKiI8XxMcLShrb4eGHH+aWW27hv//+Y9q0aSU+l9m9MArlg4ZePpQ6uW0uQojKwgpPSlqM7dsbAEdZsGAS7dsH0K5dADfdFMTNNwfy+ec2h5/PEXeayhLpxplYTS8ozUahNLs+Vh67VFtrONKHU6dOsWLFCtzd3Rk8eLDD6jUCs/aH777zoEsXf6pXr0TdukHUrRtE9eqV6NLFn++/Lz49qJubG5MnT0YIwYcffljiQFVm9cJolA8aevlQqkmTEMJdCDFBCHEeOANcZ9/+thDiKT0EViQ++MCL339/FFjGc8+tY/v2RHbsSGTlyiQeeCCTMWN8mT3by6HnzJ007du3r9QPXuZitdvBVtMLSrNRKM2uiauMXaqtNRzpw5w5c8jOzuaBBx4gMjLSYfUagRn7w7JlnvTu7U9IiOSdd1L46qskvvoqicmTUwgJkTz8sD/Llxf/zNgtt9xC3759yczMZPTo0SX6AGxGL5yB8kHDFMvz0ALpPwYMB/KHW4sCHneQpgrL3LleRESMB0Zzzz3u1K+fQ/36ObRqlcWECalMnZri8ElTSEgINWrUIDU1tcz5ms6cOeNQTXpjNb2gNBuF0uyyuMTYpdpaw1E+JCYm8vnnnwPWSGZbEDP2h6lTfRg3LpXPPkvm0UczuOeeLO65J4s+fTL47LNkXnstlcmTfa5az9ixYwkODmbr1q3Mnz//quXN6IUzUD5o6OVDaSdNjwGDpZTzgfy3Jf4E6jpMVQUlJsaN5OTvAahRo8YV+2+9NYuzZ8u8orJIGjduDJT9uSZ/f39HytEdq+kFpdkolGaXxSXGLtXWGo7yYd68eVy8eJEWLVpwyy23OKROIzFjf4iOdqNjx8wi9997byYnTlz9c0zlypWZPHkyAK+++ir//PNPseXN6IUzUD5o6OVDaT+BRwJ/FbI9C7j6VweKYqldO5OEhM54enoSERFxxf4lS2zUqVO2JXTF4YjnmhQKhcLEqLFLcRnp6enMnj0bgBEjRjhZjesQGZnDd98Vvfzuu+88iYzMKVFd3bt3p1u3biQlJTFs2LAyP0KgUDiK4p/Iu5J/0EK2RhfY3h446AhBFZkBA44xcuSLuLndy7vv+lKlivbGcvasG99/78Hu3R7Mn5/k8POW905TUlISlStXdqQkXbGaXlCajUJpdln+wQXGLtXWGo7wYfHixcTExNCwYUPat2/vIGXGYsb+MGJEGiNG+BIV5U7btllXfI5ZudLGjBkpJa5vypQp7Ny5k507dzJ9+nRGjRpVaDkzeuEMlA8aevlQ2knTB8AMIUSa/e86QoiOwCRgpEOVVUBq1NgHPEpg4FvMn2/jzBntRmB4eA63357Fm29e5OabHf9NS/5JU05ODm5upbsBGR4e7nBNemI1vaA0G4XS7LK4xNil2lqjvD5kZ2cza9YsQLvLZNFgiqbsD488kkFQkGTWLG+eecZGVpa23cMDbr45m88+S+b++4tevleQkJAQZs2axUMPPcRbb73FzTffTNu2ba8oZ0YvnIHyQUMvH0qbp2kW8DmwEvAD1gFTgalSyk8dL69icfLkSWAX7dt/xh9/JBITc4GYmAv88Ucic+ak6DJhAqhSpQpVq1bl4sWLV103XBixsbGOF6UjVtMLSrNRKM2uiauMXaqtNcrrwzfffMPRo0eJjIyka9euDlJlPGbtD//3f5msX3+RU6cusH9/Avv3J3Dq1AXWr79YqglTLu3atWP06NHk5OTw5JNPcuLEiSvKmNULo1E+aOjlQ6mjCkgpxwP1gduA5kCYlPINB+uqkJw6dQooPAiE3pTnuSarfUtnNb2gNBuF0uy6uMLYpdpaozw+SCmZMWMGAE8//TQeHqVdcGMezN4fPD0hIkISESHxLD7K+FV54YUX6NChA+fPn6dfv34kJV3+qILZvTAK5YOGXj6UeNIkhAgTQnxiz3PxD/ALsB6YLoRQgeEdwIkTl0+aDh50Y+RIX3r08GfECF/+/NNdt3PnTpp+//33Uh8bEhLiaDm6YjW9oDQbhdLserjS2KXaWqM8Pvz4449ERUURGhrKI4884kBVxmPG/hAV5c7x45c+Ws6fb6N16wCuuy6INm0CWLTIVqZ63dzcmD17Ntdddx179+5lwIABZOWu/cOcXjgD5YOGXj6UaNIkhPAFtgFdgfnAUGAYsBDoDmwVQqgIROVk2bKFQBg1atTg4EE32rcPZNs2D4KDJb/+6kHHjgHs26fPxKlly5YAbNu2rdTHWu12sNX0gtJsFEqza+FqY5dqa43y+JB7l2nQoEH4+vo6SpJTMGN/GDHCl+ho7aPl55/bGD3alzvuyOK111Jp0SKLF17w5csvyzZxqlSpEosXLyYkJIRNmzYxcuTIvMS3ZvTCGSgfNPTyoaT3pYehhWW9SUp5Ov8OIcRbwE9og9E0x8qraGi3E2vUqMH48T7ccUcWCxcm4ekJOTnQv78fb7/tzYIFyQ4/c7NmzfDx8WHfvn3ExsaWKptyYGCgw/XoidX0gtJsFEqzy+FSY5dqa42y+rBnzx62bNmCv78/AwcOdLAq4zFjfzh2zJ1atbSIeZ9/7sUbb6TQv/+lfNKNG2fz3nte9OmTUVQVxVK7dm2++uorunbtyoIFCwgNDWXs2LGm9MIZKB809PKhpMvzHgAmFRx0AKSU/wJvA12uVokQIkQIsVIIkSyEiBZCFHpvXGi8I4Q4Z3+9I/ItUBRCNBFC7BJCpNh/NimkDpsQ4i8hxKkSXqNTyczMfThSUK1aNfbudeeZZ9Ly1gG7ucEzz6SxZ48+66+9vb1p3rw5oC1fKA1Wy51gNb2gNBuF0uxyOGTsMguqrTXK6sPMmTMB6NevH5UqVXKkJKdgxv7g6Sm5cEH7uHbqlBu33365xubNs/jnn/KtmGnWrBkff/wx7u7uTJ8+nUmTJl22VK8iY8Y+4Qz08qGkk6b6wPZi9m8DbihBPe8DGUA40Af4UAjRsJByg9CWUzQGGgGdgadAmwwBq4EFQDBaRKTV9u35eQGwzH3K//77D4DKlUOw2WykpQnCwi5PAFeliuTcOf0e8mvTpg0AW7ZsKdVxycmOv/OlJ1bTC0qzUSjNLoejxi5ToNpaoyw+HD16lDVr1uDp6cmQIUN0UGU8ZuwPLVpksXix9nHs5puz+f77y7/o/e47TyIiSpbctjjuu+8+5s6di7u7O9OmTWPq1Kl5S/UqMmbsE85ALx9KetsiCDhXzP5z9jJFIoTwQ1tDfqOUMgnYLoRYA/QFXipQ/DFgmpTylP3YacCTwGzgLrvu6VL7D5kphHgeaIv2cC9CiOuAR9Hyb8wt4TU6FS3c+E2kpy/gwQf9SU2F48fdueGGS28up08LgoP1e1O46667AG3SJKUscfSRiIgI3TTpgdX0gtJsFEqzy1HusctMqLbWKIsPU6dOJScnh0ceeYRq1arpoMp4zNgfXnkllfvuCyQ2VtC8eRaTJ/uwZ48H9eplc/iwO2vWePLmm6kOOVfXrl2RUjJo0CDmzp2LEIJJkyaVOtekK2HGPuEM9PKhpJMmd6C4e1059jLFURfIklIeyrftD6BNIWUb2vflL9cw37698vKvFPbat6+3/z0LGAMU+5959uxZBgwYgIeHB9nZ2Tz44IMMGzaMmJgY/Pz8cHd3JzExkbCwMOLj45FSEhYWxpkzZ/D39we0rMPh4eHExsYihCAkJITY2FgCAwPJzs4mOTmZiIgIYmJi8PT0JCgoiLi4OIKCgsjIyCA1NZWIiAiioqKAWAIDryEwMJEOHbw4cyaB6OjYvOMXL46kXr10oqOjqVy5MhcvXkS72QbR0dH4+Phgs9lISEggNDSUhIQEMjMz846/2jVVrVqV4OBg/v33X/766y8CAgJKdE0fTep4AAAgAElEQVTJycnYbLYrrikmJgabzUZAQADnzp0jODiY1NRU0tLS8vZ7e3vj4+PD+fPn864pIyMjb395r6mwdrpw4QK1atUqUzs565rOnz9PnTp1dOl7el1TXFwc9erVc8r/U1mvKTY2Nk+zHn1Pj2s6c+ZMnmZn/D+V5ZoMxBFjl2mIiYnh2muvdbYMp1NaH44cOcLSpUvx8PBg1KhROiozFjP2hwYNcvjmm4u8/LIPy5Zpd5xWrfIEPKlWLYe3307hiScc9x7QrVs33N3defLJJ5kzZw5xcXF88MEH2GxlCzZhdczYJ5yBXj6IktzOFELkAD+iLa0rDBvQSkpZ5OAjhGgFLJVSRuTb9iTQR0p5V4Gy2UBDKeVB+991gENoywlfte/rna/8l8BhKeV4IUQ3YJCU8j4hxF3AAill9cI07dy5U9avX7/4izeIKVOm8NZbbzFgwACmTJlSaJnkZHB3B2/vS9tCQrRJU3z8eYfo6N+/P6tWrWLq1Kn079+/RMecPn2aa665xiHnNwKr6QWl2SiUZmPYvXv3rnbt2t2q93kcMXY5g6LGJiu2tR6U1ofBgwezZMkS+vbtmxc9zxUwe3+IjxccP+5GTo6Wr6lGjcKX5Tnic8zKlSsZMWIESUlJ3HnnncybN4/KlSuXuT6rYvY+YRTl8aG48amk9zA/B44D/xbxOg58cZU6koCC4SwCgYslKBsIJNnvLhVZj30J4GRg+FW0mA5teR5cf/31RZbx87t8wqQHZXmuKSjIMqtbAOvpBaXZKJRml8MRY5dpUG2tURofDh8+zLJly1zuLhOYvz+EhEiaNs2mWbPsIidMjqJDhw58/fXXREREsGPHDtq3b89ff/2l6znNiNn7hFHo5UOJludJKZ9wwLkOAR5CiDpSysP2bY2B/YWU3W/f92sh5fYDo4QQIt8SvUZoQSbqADWBbfbncWxAkBAiBmgupfzHAdehC7mTpoCAgCLLfPutJ4mJgt699Vvekvtc07Zt28jMzMSzBGm84+Li8PPz002To7GaXlCajUJpdi0cNHaZBtXWGqXxIfdZpr59+xIZGamzMmOxYn+IinInNVXQooVjo93FxcXRuHFjNm/eTN++fYmKiuLee+/lf//7H927d3foucyMFfuEHujlg2FPy0kpk4EVwEQhhJ8Q4k60UK/zCyn+BTBSCFFNCHENMAqYZ9+3BW2N+nAhhJcQ4mn79u+BfUANoIn9NRA4Y//9pB7X5ShOndIio9etW7fIMhMm+PD00/om47v22mupW7cuCQkJbNq0qUTHWO2bDavpBaXZKJRmRWE4Il2GEKKuEGK1ECJWCBEvhNgghKhXGh2qrTVK6sOhQ4dYvnw5np6ejBw5UmdVxmPF/jB4sB8PPODv8HpzvbjmmmtYu3YtPXr0ICkpiSeffJLnnnuO1FTHBJ8wO1bsE3qglw9GhxgZipZo8CzwFTBESrlfCNFKCJGUr9xHwNfAn2gToW/s25BSZqCFI+8HXAD6A12llBlSyiwpZUzuC4gHcux/mzZ4fU5OTt6kqbiksqtWXSQqKlF3PX369AFgwYIFJSpv8IPd5cZqekFpNgqlWVEE5U6XAVQC1gD17PX8ipY+o8SottYoqQ+5d5n69OlDjRo1dFZlPFbsDx9+mMzq1UlXL1hK8nvh4+PDRx99xLvvvouXlxeff/45d999tz3glmtjxT6hB3r5YOikSUoZL6XsKqX0k1JGSikX2rdvk1L65ysnpZQvSilD7K8X80fLk1JGSSmbSil9pJS3SCkL/U+QUm4pKgiEmYiNjSU9PZ3g4OBiQ2VWrVr0g5SOpHfv3nh4eLBp0yZiYmKuWt5q3+BYTS8ozUahNCsKki9dxlgpZZKUcjva5KdvIcXz0mXYk+dOAx4HkFL+KqX8xD4OZgL/A+oJIUr8tLpqa42S+ODqd5nAmv3hlluyufNOxyeiLeiFEILHH3+cjRs3UqdOHQ4dOkSHDh2YNGkSaWlpDj+/WbBin9ADvXwoachxhY6cOHECgMjISCIiIkhNhb173TlzRptAhYfn0KhRNj4+xugJCwujY8eOrF27lkWLFvHss88WW95qeQGspheUZqNQmhWF4Kh0GQVpDcRIKa/II1VUOozs7Gzi4uJMEeremakjcldnFHdNEydOREpJly5d8Pf35+zZs6a+prK0k6enJ9HR0Za/ptzUKRcuXChz38vOziYpKemKawoPD2f16tW8+eabLFy4kKlTp7J48WImT55M/fr1TZM6wlHtpN4jSv4eUdQ1FUeJQo67KmYJOb5o0SKGDh1Kt24PEhz8AUuWVKFgMmM/Pxg0KI1XXkkjf85ZR4ccz2Xjxo307t2bWrVq8euvvxab6DY6OtpSeQGspheUZqNQmo3BqJDjjsBR6TLyr5YQQlQHfgGel1J+VfCcRY1NVmxrPbiaD3/99RctW7bEw8ODXbt2Ub266ReclAkz9ofIyEo8+GAGTzyRTuPGJXsqwhGfY0rixU8//cSoUaP4+++/AXjggQd48803XSbZMZizTziD8vjgiJDjCh05cuQIAKdPD2P58sqMG5fKrl2JnDx5gZMnL7B7dyLjxqUyb54XkybpHHPcTtu2balatSpHjx5l586dxZa1WhI5q+kFpdkolGZFITgqXQYAQogwYCPwQWETpuJQba1xNR8mTJiAlJLHHnvMZSdMYM7+kJwMmzd70q5dAG3bBvDFF7YrvgTWg5J40aJFC7Zu3cr48ePx9fVlzZo1NG/enJkzZ7rMs0Bm7BPOQC8f1KTJBOROmg4evJ1p084zYEA6NWvm4OsLvr5w7bU5DBiQzqxZKXz5pZchmjw8PHj44YcBmDZtGsXdkSwuTLoZsZpeUJqNQmlWFEJeuox8266WLqPQckKIYLQJ0xop5ZulFaLaWqM4H7Zt28bGjRvx9/fnhRdeMFCV8ZixPwgB33+fyNKlSVSvnsMLL/jSoEElXnjBh/379cshXVIvbDYbw4cP5+eff6Zz584kJyczfvx4WrZsWeKIwWbGjH3CGejlg5o0mYDcSVNqqjfBwXFFlrvuumwSEopeJudoBg8eTFBQED/88APffvttkeXOnbtiSb6psZpeUJqNQmlWFMRR6TKEEIHABmCHlPKlsmhRba1RlA85OTm89tprAIwYMaLYaLSugBn7g5TaxOnuu7P44otk9u5NYPjwNDZt8qRNmwDuuSeAhQsdfxegtF5Ur16dzz//nCVLllC7dm2OHDlCr1696NWrF4cPH756BSbFjH3CGejlg5o0OZmcnByOHTsGwE03ZbJkSdFLCT74wJtGjYyLnB4aGsqYMWMAGDNmTJEPyAUHBxumyRFYTS8ozUahNCuKoNzpMoBuQDPgCSFEUr5XiTOuqrbWKMqHFStW8Mcff1C1alWGDBlisCrjsUJ/CA+XjBqVRlRUIl99lUSVKjk895zj802W1Yv27duzfft2Xn/9dQICAti0aRN33nknY8eOJTFR/xQvjsYKfcII9PJBTZqczL///ktaWhrh4eG89VYG33zjy003BTF8uC9vvunNm296M3y4L40aBbJmjSdvvJFiqL4nnniChg0bcvLkSWbMmFFoGauFuLSaXlCajUJpVhSGI9JlSCk/l1IKex3++V4nSqpDtbVGYT6kpaXx+uuvA9qXfL6++iaCNwNW6g9CwD33ZPHll8ns2ZPg8PrL44XNZmPYsGH89ttv9O3bl+zsbN5//32aNWvG/PnzycnRP9WLo7BSn9ATvXxQkyYnk7s0r1atWtx6azbLlh2kZ890jh93Y/VqG6tX2zh+3I2ePTPYsSORpk2NzdHr4eHBlClTAJg+fTpbt269oozVch5YTS8ozUahNCvMjGprjcJ8mDt3LidPnqRBgwb07t3bCaqMx4z94c47s7jaM/hVqzo+arMjvKhSpQozZszgu+++47bbbiM2NpYRI0bQsWPHvIh7ZseMfcIZ6OWDmjQ5mdxJU+3atQFo3LgyY8em8fXXSfz6ayK//prI118n8eqraVSr5pzw8M2bN2fw4MFkZGTw6KOP8uuvv16232p5YqymF5Rmo1CaFWZGtbVGQR/Onz/Pu+++C8D48eNxd9cv4ICZMGN/WLMmiaAg4z+rONKLJk2asG7dOubMmUNERAS///47bdq0Yfr06WRnG/vFdWkxY59wBnr5oCZNTubo0aOAdqcJ4H//y6JfPz8+/liLkvfllzYaNAji+uuDeOUVH5yVVuuNN96gd+/eJCcn06tXL3777be8fTExMc4RVUaspheUZqNQmhVmRrW1RkEfpk6dSkJCAm3atKFdu3ZOUmU8Zu0Pc+Z4Gf45xtFeCCHo0aMHO3fu5NFHHyUjI4OJEyfStWtX/v33X4eey5GYtU8YjV4+qEmTk8mN0lKnTh0++MCL9967BoApU7yZNs2bsWN9GDQojWHD0lmwwIt585wTg9/NzY2ZM2fSqVMnEhISuP/++3nrrbfIzMzE29uY3FGOwmp6QWk2CqVZYWZUW2vk9+H48eN8/PHHCCGYOHFisYnYXQ0z9ocPPvDi9dd9AJg61bjPMXp5ERQUxMyZM1m6dCnh4eHs2LGD1q1bs3HjRl3OV17M2CecgV4+qEmTk8l/p+mLL7x44414vvgimYULk5g82ZvXXkvl2WfTGTUqjYkTU1iwwJg8TYXh4eHBxx9/zJAhQ8jJyWHKlCm0a9eOn3/+udg8TmbDx8fH2RJKjdJsDEqzwsyottbI78Mrr7xCZmYmvXv35qabbnKiKuMxY3/44gsvpk5N4YsvkvnyS+M+x+jtRbt27fjxxx9p164d58+f5+GHH2bGjBmm++xjxj7hDPTyQU2anEhaWhonT57E3d2dmjVrcvKkG/XqnQWgadNshIDbbsvKK3/nnVn8849zm8xms/Hmm2+yZs0aIiMj2bdvH0888QQdO3Zk69atpnsDKYzz5887W0KpUZqNQWlWmBnV1hq5PmzcuJH169fj7++fl5+pImHG/nDypBt33KF9bjHyc4wRXoSFhbF48WLGjBmDlJIJEybw1FNPmSr4ghn7hDPQywc1aXIix44dQ0pJzZo18fT0xMtL4ut7Kba8zQb5o6Z6ekJ6ujmWHtx555389NNPTJgwgZCQEH777Te6detG586d+emnn5wtr1gqV67sbAmlRmk2BqVZYWZUW2tUrlyZtLQ0Xn75ZQBeeuklwsPDnazKeMzYH7y8JOnpl/426nOMUV64ubnx/PPPs2DBAvz9/Vm2bBk9e/Y0TU4nM/YJZ6CXD2rS5ERyl+blRs6rWTOHffsy8/bv23eBa6+9lB/gn3/cqFrVPPkCfH19eeaZZ1i/fj2vvvoqlSpV4qeffqJTp05069btiih7ZuHixYvOllBqlGZjUJoVZka1tcbFixd5//33OX78OPXq1ePJJ590tiSnYMb+ULNmDkeOXIpeaNTnGKO9uP/++1m3bh0RERFs376dBx54gLNnzxqqoTDM2CecgV4+qEmTE8mfowlg8OB0PDwy8vYHBmoJ4XLZudODDh0yMRuenp6MHDmSPXv2MHr0aAICAti6dSsdO3Zk4MCBxMXFOVviZWRkZFy9kMlQmo1BaVaYGdXWGkePHmXatGkAvPPOO3h6ejpZkXMwY38YPDgdb+9Ly/SN+hzjDC8aNmzI+vXrqVWrFnv37qVz585Oj15nxj7hDPTyQU2anEjBHE09e2bQtat/keVfeimNN980X7bn3Hj4gYGBjB49mj179jBy5Eh8fX1ZsWIFLVq0YNWqVU5WeQkr5jFQmo1BaVaYGdXWIKVk6tSppKWl0bNnT1q3bu1sSU7DjP2hZ88M7r47q8j9en2OcZYXkZGRfPvtt9x4440cPnyYLl26cObMGadoAXP2CWeg8jS5IAcOHACgbt26educ/S1FWSioOTg4mFdffZXt27fTqlUr4uLi6N+/Py+88IIpvgVxBY+tgNJsDFbUrCgbqq1h6dKl/PjjjwQHB/PGG284W45TUf3hEs70IiwsjJUrV9KwYUMOHz7MAw88QGxsrFO0qD6h4RJ5moQQIUKIlUKIZCFEtBDikSLKCSHEO0KIc/bXOyJf8gUhRBMhxC4hRIr9Z5N8+14QQuwTQlwUQhwXQrxgxLWVlrS0NA4cOIAQ4rIwqVYMF1mU5po1a7Jy5UomT56MzWbjk08+oVOnTk5PDOdKHpsZpdkYrKhZUTYqelvHx8fzyiuvADBx4kRCQ0OdrMi5VPT+kB9ne1G5cmVWrVpFgwYNOHz4ML179yYpKclwHc72wSy4Ssjx94EMIBzoA3wohGhYSLlBQFegMdAI6Aw8BSCEsAGrgQVAMPA5sNq+HUAA/ez7OgJPCyF663VBZeXAgQNkZmZSp04dAgIC8rbbbM5JXlseitPs5ubGwIED+fbbb6lWrRq///47HTp0YO/evQYqvBxX89isKM3GYEXNirJR0dt69OjRnDt3jubNm/PII4V+51qhqOj9IT9m8KJy5cqsWLGCmjVrEhUVxeOPP05mprHPoZvBBzOglw+GTZqEEH5Ad2CslDJJSrkdWAP0LaT4Y8A0KeUpKeW/wDTgcfu+uwAPYLqUMl1KORNtotQWQEo5WUq5W0qZJaX8G22CdaeOl1Ym9uzZA8DNN9982faEhARnyCkXJdF8yy23sGXLFlq0aMF///3H//3f/7Fp0yYD1F2Jq3psNpRmY7CiZkXZqMht/fXXX7N8+XJ8fX0ZM2YMQpgj/YYzqcj9oSBm8aJKlSosXbqU0NBQvv/+e4YPH25o/kqz+OBs9PLBQ5daC6cukCWlPJRv2x9Am0LKNrTvy1+uYb59e+XlvXCvffv6/JXYl/S1Aj4qTNDZs2cZMGAAHh4eZGdn8+CDDzJs2DBiYmLw8/PD3d2dxMREwsLCiI+PR0pJWFgYZ86cwd9fC9iQlJREeHg4sbGxCCEICQkhNjaWwMBAsrOzSU5OJiIigpiYGDw9PQkKCiIuLo5ffvkF0B4iTE9PJyYmBpvNhq+vL9HR0QQHB5OamkpaWlre8d7e3vj4+HD+/HkqV65sD6mo5XWKjo7Gx8cHm81GQkICoaGhJCQkkJmZmXe8Xtfk5+dHdHQ0QUFBZGRkkJqamrffZrMREBDAuXPnCA4O5sMPP2TMmDF88803PPzww7zyyisMGDDgsmvKyMjIO16Pa8rOziYlJaVE7VSSaypJO5X3mrKyskhLS3NI3zPymnL7tt7/T466pvyanfX/VNpryq9Zj76nxzUpykZFXY527tw5nn/+eQDGjRt3xZeNFZWK2h8Kw0xe1KpVi0WLFtGlSxcWL15MREQE48aNM+TcZvLBmejlgzBqBiyEaAUslVJG5Nv2JNBHSnlXgbLZQEMp5UH733WAQ2h3xl617+udr/yXwGEp5fgC9UxAW+Z3m5QynQLs3LlT1q9f3zEXWEpatWrF/v37WbduHbfffnve9tOnT3PNNdeUuJ6QEG3SFB/vvCzQpdUspeTtt99mypQpAAwdOpSJEyfi5mbMjc/S6jUDSrMxKM3GsHv37l3t2rW71dk6zEpRY5MV27q8SCnp378/q1evpmXLlqxatYqYmJgK50NhuEp/cMTnGDN6sXnzZh555BGysrKYNGkSgwcP1v2cZvTBGZTHh+LGJyOfaUoCAgtsCwQKy0BVsGwgkGS/u1SieoQQT6M92/R/hU2YnElKSgoHDx7Ezc3tsiAQgOHrXx1BaTULIXj55Zd5//338fDw4IMPPuDxxx8nJSVFJ4WXUxE8NgNKszFYUbOibFTEtl64cCGrV6/G39+fmTNn4ubmViF9KAzlwyXM6EX79u2ZNWsWAGPGjGH16tW6n9OMPjgDvXwwctJ0CPCw3zXKpTGwv5Cy++37Ciu3H2gkLl/Q3Ch/PUKI/sBLQDsp5SkHaHco+/btIzs7m/r16+Pr63vZPivG2C+r5ocffphly5YRGBjI2rVrDcuoXZE8diZKszFYUbOibFS0tj569CgvvfQSAJMnT6ZmzZpAxfOhKJQPlzCrF7169cpbmjdkyBB+//13Xc9nVh+MxvJ5mqSUycAKYKIQwk8IcSfQBZhfSPEvgJFCiGpCiGuAUcA8+74tQDYwXAjhZb+jBPA9gBCiDzAJuEdKeUyv6ykPuUEgmjRpcsU+K8bYL4/m1q1bs2HDBiIjI9m9ezcdOnTg77//dqC6K6loHjsLpdkYrKhZUTYqUltnZGQwaNAgkpOT6d69O7169crbV5F8KA7lwyXM7MXw4cPp168faWlp9OnTh+joaN3OZWYfjMQl8jQBQwEf4CzwFTBESrlfCNFKCJE/oP1HwNfAn8A+4Bv7NqSUGWjPKfUDLgD9ga727QBvAJWB34QQSfbXbP0vreQUFTkPwM/Pz2g55aa8muvVq8fGjRu55ZZbOHHiBB07dmTbtm0OUnclFdFjZ6A0G4MVNSvKRkVq69dee42oqCgiIyOZNm3aZdHyKpIPxaF8uISZvRBCMGXKFO666y5iY2Pp1auXbtHdzOyDkejlg6GTJillvJSyq5TST0oZKaVcaN++TUrpn6+clFK+KKUMsb9ezB8tT0oZJaVsKqX0kVLeIqWMyrfvOimlp5TSP99L/6fvSkFUlCa3sDtN7u7uRsspN47QXKVKFdasWUOnTp1ISEigR48ezJs3T5dQnRXVY6NRmo3BipoVZaOitPXy5cuZM2cOnp6efPzxxwQGXv4Yc0Xx4WooHy5hdi88PT2ZN28e9evX59ChQ7rlcDK7D0ahlw9G32mq8CQlJXHo0CE8PDxo2PDKvL6JiYlOUFU+HKXZ19eXzz77jKFDh5KZmcnIkSPp1asXp0+fdkj9uVRkj41EaTYGK2pWlI2K0NYHDx7k2WefBWDSpEnceuuVQawqgg8lQflwCSt4ERgYyKJFi6hSpQpbt25l1KhRDv9i2Ao+GIFePqhJk8Hs2rULKSUNGjTA29v7iv1hYWFOUFU+HKnZ3d2dN954g7lz51KpUiU2b95MixYtmDVrFmlpaQ45R0X32CiUZmOwomZF2XD1tj5//jx9+/YlOTmZhx56iP79+xdaztV9KCnKh0tYxYvIyEi+/PJLfHx8WLBgATNmzHBo/VbxQW/08kFNmgxmw4YNANx9992F7o+PjzdSjkPQQ3P37t356aef6NixI4mJiYwbN47bbruNefPmlTs0ufLYGJRmY7CiZkXZcOW2zsjI4LHHHuPo0aPceOONvPvuu1weJPcSruxDaVA+XMJKXjRt2pSPPvoIIQQTJ05k1apVDqvbSj7oiV4+qEmTgUgp8yZN9957b5FlrIZemiMiIvjyyy9ZunQpDRo04NSpU4wcOZIbb7yRsWPHsnfv3jKdW3lsDEqzMVhRs6JsuGpbSykZNWoU27dvJyIigoULFxb7ILer+lBalA+XsJoXnTp1Yvz48YAWivy3335zSL1W80Ev9PJBTZoM5MiRIxw/fpzg4GCaNWtWaBkr3lrVU7MQgnbt2rF161bmzp1L06ZNuXDhAu+//z533XUXt912G+PGjWPbtm1kZGRcvUKd9eqF0mwMSrPCzLhqW0+ePDlvydKXX35J9erViy3vqj6UFuXDJazoxdNPP83jjz9Oeno6jzzyCIcOHSp3nVb0QQ/U8jwXYP369QDcc889RUb2OHPmjJGSHIIRmt3d3enevTubNm1i06ZNDBgwgLCwMI4ePcqsWbPo0qULtWvXpk+fPnz66afF5kFQHhuD0mwMVtSsKBuu2NYfffQR77zzDm5ubnz00UeFpuIoiCv6UBaUD5ewohdCCCZPnsw999zDuXPn6N69O6dOnSpXnVb0QQ/08kFNmgxk48aNAHTo0KHIMv7+/kXuMytGa27atClTpkxh//79rF69mqeffpobbriBpKQk1q1bx/PPP8/NN9/M7bffzssvv8zmzZtJTU11ml5HoDQbg9KsMDOu1taLFi3i5ZdfBmD69Ol06tSpRMe5mg9lRflwCat64eHhwWeffcbtt9/Ov//+S/fu3YmLiytzfVb1wdHo5YOaNBnEhQsX+Pnnn/Hw8KBdu3bOluMSeHh40KpVKyZOnMiOHTv4888/mT59Op07dyYgIIDDhw/z0Ucf0bNnT2rVqsVDDz3E7NmzOX78uLOlKxQKRYVm/vz5DBs2DIDXX3+dRx991MmKFArn4Ovry6JFi2jYsCGHDx+mS5cuxMbGOluWohDUpMkgvvvuO7Kzs7njjjsICgoqslxSUpKBqhyDWTRXq1aNfv368fnnn3PkyBG+/fZbRo4cSePGjUlLS+O7775jzJgxdOjQgVatWjFjxgxOnjzpbNklwiwelwal2RisqFlRNlylrefOncuIESOQUjJ27Ni8yVNJcRUfyovy4RJW9yIoKIjly5dTr149/vrrrzJPnKzug6PQywc1aTKIb775Big6al4u4eHhRshxKGbU7OnpSfPmzXn11Vf54YcfOHjwIB9++CE9evQgKCiI/fv3M2HCBBo3bsz999/Pp59+Wq5b4npjRo+vhtJsDFbUrCgbVm9rKSWTJk1i9OjRgJa89rnnnit1PVb3wVEoHy7hCl5UqVKF1atXU69ePQ4ePEinTp04ceJEqepwBR8cgV4+qEmTAZw8eZK1a9fi7u5O586diy1rxVuyVtBcpUoVevXqxZw5c9i8eTMLFiyga9eu+Pj48PPPP/P8889zww030LNnT5YsWcLFixedLfkyrOBxQZRmY7CiZkXZsHJbp6Wl8eSTTzJ16lTc3Nz43//+x+DBg8tUl5V9cCTKh0u4ihdVqlRhzZo1NGjQgMOHD3Pvvffyxx9/lPh4V/GhvOjlg4cutSou47333iMrK4uHHnqIGjVqFFu2qGR+ZsZqmr28vLj//vu5//77uXjxIuvWrWPZsmX88MMPbN68mc2bN+Pj40PHjh3p3r077dq1w8vLq1znzMzM5MiRIxw7dhGjJNgAACAASURBVIzjx48TGxtLamoqaWlpBAUFERYWRvXq1WnatCmRkZFXeGo1j0FpNgoralaUDau29YkTJ+jfvz+7d+/G39+fTz75hHvuuafM9VnVB0ejfLiEK3kRFhbGt99+S9++fdm2bRudOnXigw8+uOqX7uBaPpQHvXxQkyadOXv2LPPnzwdgxIgRVy0fEhKitySHYzXN+fUGBATQs2dPevbsSVxcHKtXr2b58uX8/PPPrFy5kpUrVxIUFMS9995L8+bNuf3226lduzaenp5F1p+QkMChQ4fYt28ff/zxB3/++ScHDhwgPT29RPpCQ0Np27YtnTt3pm3btvj4+FjOY7BevwClWWFurNjWX3/9Nc888wyJiYlUr16dr776ioYNG5arTiv6oAfKh0u4mheBgYEsXbqUZ555hqVLl/LYY48xePBgxo8fj81mK/I4V/OhrOjlg5o06cxHH31EWloa9913Hw0aNLhq+djYWK699loDlDkOq2kuSm9oaCgDBgxgwIABnDx5khUrVrBs2TL279/PkiVLWLJkCaDljIqMjCQiIgIfHx+8vLxITk7mwoULnD59ushno2rWrEnt2rW57rrrqFq1Kr6+vthsNhITEzl79ixHjhxh165dxMXF5Z0vICCAhx9+mI4dO3LXXXfpaYvDsVq/AKVZYW6s1Nbnzp3j1VdfZfHixQDcd999vPfeewQHB5e7biv5oCfKh0u4ohc2m43Zs2fTpEkTxo0bx+zZs/nll1+YPn06N910U6HHuKIPZUEvH9SkSUfi4+P5+OOPAXj22WdLdExgYKCeknTBappLordGjRqMGDGCESNGcPDgQX788Ud+/vlndu3axalTpzh+/HiRoct9fX25/vrradiwIY0aNaJRo0bcdNNNJTqvlJIjR47wzTffsGbNGvbs2cOcOXOYM2cObdq0YeDAgdx77714eJj/X9dq/QKUZoW5sUJbZ2dns3jxYsaNG8e5c+fw9vZm3LhxDBo0yGFLZqzggxEoHy7hql4IIRgyZAi33norAwYMICoqirZt2zJkyBCef/75K67bVX0oLXr5YP5PXhYlKyuLgQMHcvHiRdq0aUOzZs1KdFx2drbOyhyP1TSXVm/9+vWpX78+gwYNArQHmo8fP058fDwpKSmkp6fj7+9PpUqVCAsL45prrinzhwMhBHXq1OHZZ5/l2Wef5c8//+STTz5h6dKlbN26la1bt1KtWjWeeOIJ+vbtS1hYWJnOYwRW6xegNCvMjZnbWkrJ5s2bmTBhAgcOHACgdevWvPvuu1x//fUOPZeZfTAS5cMlXN2LZs2asX37diZNmsTcuXN57733mD9/PkOGDOGpp57KS2Xj6j6UFL18UJMmnRg3bhxbtmwhNDSUWbNmlfi45ORkQkNDdVTmeKymubx6vb29ueGGGxyoqGhuuukmpk+fzsCBA9m2bRuffvopR48e5Y033mDy5Ml06dKF/v37c9ttt5nuAVAz9Iv09HT+/fdfTp48SWxsLCkpKaSkpJCamkpKSgpZWVnYbDa8vb2x2WykpKRQtWpV/Pz88l6+vr74+vpetq24NeVGYwafFcZgxrbOyMhgxYoVfPjhh/z5558AVK9enVdeeYWePXvq8r5kRh+cgfLhEhXBi8DAQN5++2169uzJa6+9xk8//cTbb7/NzJkz6dy5M71796ZatWou70NJ0Ks/CCmlwyu1Cjt37pT169d3aJ1SSubOnctLL72Ep6cnq1at4o477ijx8enp6aWK1BYSoq0Pj48/X2qtjqK0mp2N1fTCJc05OTls2bKFTz75hA0bNpCTkwPAjTfeSI8ePXjwwQepXr26k9VqGOWzlJL//vuPAwcO8Ndff3Hw4EGOHDnCqVOniImJQY/3OA8PD3x9ffOeafP29r7s5eXlRXBwMFWqVKFKlSqEh4dTpUoVqlatSo0aNfDx8XGYFiv25927d+9q167drc7WYVaKGpvM0tZSSnbt2sXSpUtZsWIF586dA7SoX8OHD2fAgAF4e3vrdn6z+OBsXMUHR3yOcRUvSsP27duZNm0aW7duzdvm5+dHy5Ytad68OQ0aNKB+/fpUrVrVEkv6HUl5+kNx45OhLgohQoBPgA5AHPCylHJhIeUE8DYw0L7pY+Alaf/0I4RoYq/nBuAvYICUck9JjtWT06dPM3LkSDZu3AjAO++8U6oJE0BMTIzlHuKzmmar6YVLmt3c3Gjbti1t27bl5MmTzJs3j/nz57Nv3z727dvH+PHjufnmm/PKNGnSxKEf0BMTEzlx4gTR0dH8888/eb9HR0cTHx9PcnIyKSkpCCFwd3fH39+fsLAwQkNDCQsLIywsjPDwcKpVq0b16tWpVq0a11xzTYk+YGVkZHDixAkOHz582evvv/8mISGh0GPc3d255pprqFGjBhEREfj5+eHj45M34fHw8CAjI4P09HTS0tKIi4vD09Mz7zpyf6akpJCUlJS3LSsri8TERBITE8vkY1hYGDVq1Mh7RUZGUr16dSpVqkSlSpUICgoiKCgIHx+fq35Tb8X+bDWMGLtKgrPaWkrJiRMn+O233/jhhx/4/vvvOXPmTN7+Bg0aMGTIELp3767rZCkX1ec1lA+XqIhetGzZkpYtW/LPP/+waNEiVq5cyeHDh9mwYQMbNmzIKyeEICwsjEqVKmGz2bDZbHh5eWGz2XB3d0dKmfcCCv3b3d39srHTz88Pf39/QkJCCA0NzfuZ+7ufn59TPMlFr/5g9NTzfSADCAeaAN8IIf6QUu4vUG4Q0BVoDEhgE3AcmC2EsAGrgenAB8BTwGohRB0pZUZxx+pxQUlJSezYsYPVq1ezdu1akpKS8m6h9u7du9T1rVq1qkShyc2E1TRbTS8UrrlGjRqMHTuWF198kc2bN7N8+XI2bNhAVFQUUVFRTJs2DQ8PDxo2bEjDhg2pVasWNWvWJDw8nLCwMPz9/fHy8sLDw4PMzEwyMjI4f/48Z8+evex18uRJTpw4wT///MP58yX7JlBKSVZWFhcuXODChQscPny42PLBwcEEBwfnval7enqSk5NDamoqSUlJxMbGFnvuSpUq0aBBAxo0aMANN9xA3bp1iYyMLPU3bDNmzChR38jIyCAlJYW0tLRCX6mpqZw/f57Y2FjOnDnD2bNnOXPmDKdPn+bUqVPExsYSGxvL7t27iz2Ph4cH3t7eeHh4YLPZ8n56enri6emJzWYjLi6OyMjIvG0+Pj55k66rvXx9fZ2yrDM+Pt5q60eMGLuuip7vXTk5OcTFxfHff/9x+vRp/vvvP44cOcLBgwc5cOAAZ8+evax81apV6dq1Kz179qRRo0aG9iMrvofrgfLhEhXZi5o1a/LSSy/x0ksv8fr/s3fmYVIU5x//vHuxy17uwspyKEbkVvBARUUxQcAzICbiiShiBBR+XgQTD6KCF8YTz6gYiBqjCKh4xCgociiiRBGDiCyssOzJ3jf1+2Nm1mGZ3Z2do6erpz7P0w873dVd329XMTVvdx13380RRxzBxo0b2bx5M1u2bNmvPbeKpKQkOnXq1PTQ1PPg1Huf53N6ejrJycnExMSELP9w1QfLuueJSDJQAhyplNri3rcQ+FkpNatZ2tXAAqXUs+7Pk4DJSqmhIjIKeBHo4fX0bgdwjVLqvdbOba4p0O55K1as4JFHHuGHH35g9+7d+x0788wzmTdvHt26dWv3dQGGDx++36vWtrBD97z2ao40uukF/zVXVVXx2Wef8Z///IdVq1bx/fffN3XhCwWJiYkceuihHHbYYfTs2XO/vz2BWFJSEkopTj/9dJYsWUJ+fj6FhYXk5+dTUFBAXl4eP//8c9O2a9cuvwZtet4aHXHEEfTu3Xu/LTs7OyQ/2qyoG42NjezZs4cdO3aQm5vLjh072LlzJz///DN79+6ltLSU0tJS9u7dS12dX7+lAyY+Pn6/ICotLa3p74SEBGJiYpq22NhYGhoaaGhooK6ujmnTpnHEEUcElO/ixYurJk2aFNlHkX5iVdvlfZ2W2iZ/6ufixYvZtGkT9fX1TeXV0NCw3+fq6mrKy8upqKho2goLC6mvr2/xupmZmQwZMoSTTjqJkSNH0r9//4iNo9TxOzwcOOU+hOJ3jFPuRbD4ug8NDQ3k5+dTVlbW1LOivr6e2tpaGhoaEJFWN3C1W56xwJ5xwWVlZRQVFe23FRYWUlRU5Pe6lB5EpOntlffmWZrF81DQ+4FhXFwcsbGxxMTEICJN/3bs2JElS5YEXB/s0j2vD9DgaXTcbASG+0g70H3MO91Ar2P/bdbd7r/u/e+1cW5IqK2t5ZNPPgGgQ4cO9O/fn3POOYcxY8YE/CPCQ0NDQygkWopumnXTC/5r7tixIyNHjmTkyJGA603oxo0b+eGHH9i6dSs5OTkUFBRQWFjY9KbEMxmC5we0502UZzxO9+7dm4Kjgw8+2O8fSvv27aNTp0506tSp1XSNjY3s3buXkpIS9u7dS319PfX19U1ffklJSU1PpEL5JMoXVtQNT/Dnz4OV2tpa6urqmt4EegIWzz2qr6/nqquu4vHHH2/6XFlZSVlZGaWlpZSVle0XiDXfPF0SW1pbrDXOP//8oL/vNMGqtqtN/Kmfy5cvZ/Hixf5c7gAyMzPp2rUrXbt2pVu3bvTs2bNp9tDDDjvMNpPN6PgdHg7MffgFcy9c+LoPcXFxfrc5oUApRWVlJUVFRU2/NwoKCg747Gl7ysrKmrrAV1RUBJ1/RkYG2dnZIXByIFa+aToV+JdSKttr32TgUqXU6c3SNgIDlVLfuz/3BrYAMcBt7mMXeaX/B/CDUmp2a+c2H9e0fPny8t27dzf9CktLSyvIzMxs/6+HEFJcXNw50hrai26addMLRrNVGM3WUFtb2/fss89OjbQOf7Cq7fK+Tkttk45lHQ7MfXBh7sMvmHvhwtwHF0Heh54jRozwuZ6LlW+aKoDmq02lAeV+pE0DKpRSSkTauk6L5zbPRJdG22AwGAwRw6q2qwnTNhkMBoP9CG9fl/3ZAsS5n7x5GAw0H0iLe9/gFtJtAgbJ/v0EBjU73tK5BoPBYDC0B6vaLoPBYDDYGMuCJqVUJbAYuEtEkkXkFGAMsNBH8r8DN4pIdxHpBtwELHAfWwE0AtNFpIOIXOfe/5Ef5xoMBoPB4DcWtl0Gg8FgsDFWvmkCmAokAfnAK8AUpdQmETnV3XXBwzPAW8A3wLfAO+59uKdmHQtMAPYCVwFjvaZsbfFcg8FgMBgCwIq2y2AwGAx2xnsRK7NFbgMygTeBSiAHuMQGmq4D1gO1uKbR9T42AvgeqAI+Bnp6HesAvACUAXnAjRbp7YBr4cgcXOMEvgbOsrNmd96LgN3uvLcAV9tds5eG3kANsMhr3yXuMqgElgCZXsciVs9xPemvwTXupAL4n901u/O/CNdCqJXAj8Cpdq0bXvfWszUCj+tSn+2wBfq967QtmO9zJ26BthNO3drb9jhtC7Q9c+oWSDsZUD6RNmq2pgJ/BfgnkAIMA0pxzbQUSU3jcD0Zfcq78QY6u/X9HkgEHgTWeh2/F/gUyMC18n0ecKYFepOB2cBhuN6inutubA+zq2Z33gOBDu6/+7nzPs7Omr00fODWsMjLSzlwmrsuvwy8aod67m5krvax386aR7obv6HuOt3dvelQN1JwNeanuT/bXrMdNgL83nXaRhDf507cAm0nnLq1t+1x2hZoe+bELdB2MqC8Im3WbE2NQx3Qx2vfQuC+SGtza7mnWeN9DbC6mf5qoJ/78y5glNfxuyP1nxbXOigX6KIZ6IvraeKFdteM68nOa+4fNp6Gay7wsleaXu66nRrpet5KI2NnzauBST7227puuPO8AtjGL0tb2F6znbb2fu9Gw+bv97nTt/a0E07c2tv2RFpvmO5Bu9uzSGsO470IqJ0MZLN6TJPBNy0tnhjSRXlDyH4LOCrXQOkfgYEikgF0JcwLDPuDiHTBdW83YXPNIvKkiFTheo28G1huZ80ikgbcBdzY7FBzzT/iDjqwRz2/V0QKReQzETndvc+WmkUkFhgCZInIVhHJFZEnRCTJh2bb1A0vrgD+rtytFXpotjMt3r+IKbIQf7/PI6POGtrbTkREZJgJsO1xKu1tzxxHoO1koPmZoMkepODqp+xNKa4n3XYkBZc+bzx6U7w+Nz9mGSISD/wDeEm5Fpq0tWal1FR3fqfimqmrFntrvht4XimV22x/W5ojWc//CByO67X9s8BbItIL+2ruAsQDv8NVL44GjsG1SKqd6wYi0hMYDrzktdvWmjWgtfvnaNr5fe5YAmgnnEggbY8TCaQ9cyKBtpMBYYIme9CexRPtQGt6K7w+Nz9mCSISg6sLVR2uQdVgc80ASqlGpdQqoAcwBZtqFpGjgTOAh30cbktzxOq5UmqdUqpcKVWrlHoJ+Aw4uw1dkdRc7f73caXUbqVUIfBX/NMMka3PlwOrlFI/ee2zu2a7o1s7ERIC+D53NO1sJxxFEG2P4wiwPXMigbaTAWGCJnvQnsUT7cB+CziKSDKufrOblFIluLoNRGSBYffCkc/jevpwgVKq3u6afRCHWxv21Hw6rsHYO0QkD7gZuEBENvjQfDiuWbC2YL96rgDBpprdZZzr1umtGexbNzxMYP+3TGB/zXanxfsXMUVhJpDvc8tFRo4224kI6QonpxNY2xMN+NOeOY5A28lgMjSbDTbgVVyzdCUDp2CP2fPicM04ci+uJ32J7n1Zbn0XuPfdz/6zYN0HrMQ1C1Y/XD+GrJqJ7mlgLZDSbL8tNQMH4xrUmgLEAqNxTZn5Wxtr7ghke23zgNfdegfi6s52qrsuL2L/megiUs+Bg9z31lOHL3Xf5z521ezO+y7gC3c9ycA1W9Tddq0b7rxPdt/b1Gb7bavZThsBfu86cSPA73OnbcG0E07agml7nLQF0545cQu0nQwor0ibNVtToWfimk+/EtiBPdZpmo0rYvfeZruPnYFrMGo1rllcDvM6z3u9lT1Yt0ZMT7dG77ULKoBLbaw5C9cPxb3uvL8BJnsdt53mFupJ87Uydrjr8lIOXPPI8nruvs9f4HotvxfXD7GRdtbszjseeNKtOQ94DEi0c93AtZjrwhaO2VKznTYC/N512hbM97nTtmDaCSdv7Wl7nLQF0545cQu0nQxk80wFazAYDAaDwWAwGAwGH5gxTQaDwWAwGAwGg8HQCiZoMhgMBoPBYDAYDIZWMEGTwWAwGAwGg8FgMLSCCZoMBoPBYDAYDAaDoRVM0GQwGAwGg8FgMBgMrWCCJoPBYDAYDAaDwWBoBRM0GQwOQ0QWiMiHXp9ni8jWSGoyGAwGg8Fg0BkTNBkMYaR5ABMh5gFDI6zBYDAYDBribseU11YqImtE5GyvNNvdx6b7OP9h9zHzMM+gNSZoMhgcjlKqQilVGGkdBoPBYNCWT4Gu7m0osAFYIiK9vNLsAK72PklEEoEJQI5FOg2GsGGCJoPBIjxvnUTkGhHJEZEyEVkmIl280vQQkTdEpFBEakRkm4jc4nV8u4jc1uy6fxORFa3ku98TPc9nERkjIt+LSKWIrBCR3iG2bDAYDAZnUKeUynNvm4FZQDwwyCvNq8DhInKi177fASXASuukGgzhwQRNBoO1HA/8GjgHGA0chav7nIcngXTgDKAfMAnIDYOOrsAU4FLgZCAVeCEM+RgMBoPBQYhIAjAZqMX1xslDOa7AabLXvmuAvwHKMoEGQ5iIi7QAgyHKqAUmKqVqAUTkaeD/vI73BN5USn3t/rw9TDo6AJcrpQrcOh4AXhGRRKVUTZjyNBgMBoOenC4iFe6/OwJVwCVKqebd7p4FPhKRG4DuuLry/R643zKlBkOYMEGTwWAt33sCJje7gC5enx8BnhGRs4AVwDtKqU/CoGOXJ2Dy0iHAwbj6pRsMBoPB4GEdcIX77zRgPPB3EdmhlFrvSaSU+tzdHfxiXL0l3lJK7RERywUbDKHGdM8zGKylrtlnhStYcX1Q6kVcb5uextWF7l0RWeSVfp93ejfxIdIB5jvBYDAYDAdSrZTa6t42KKX+iKvr+P/5SPssru7fE9x/GwyOwPxAMhhshlJqt1LqRaXUBFxjmi4VkTT34XygW7NTjrFUoMFgMBgM0Agk+di/COiNa4zTvy1VZDCEEdM9z2CwESLyBLAc+B+QCIwDduJqfAA+BKaKyJu4pnC9FtebqWLr1RoMBoMhSkgQkWz336nARcAA4N7mCZVSZSLSHdinlNpnoUaDIayYoMlgsBeCa1zTIbgG2q4FzlJKebrP3Y8rSPonUI9rtr1/AUdYL9VgMBgMUcKpwG733xXAj8BkpdQiX4mVUqVWCTMYrEJ++S1mMBgMBoPBYDAYDIbmmDFNBoPBYDAYDAaDwdAKJmgyGAwGg8FgMBgMhlYwQZPBYDAYDAaDwWAwtIIJmgwGg8FgMBgMBoOhFUzQZDAYDAaDwWAwGAytYIImg8FgMBgMBoPBYGgFEzQZDAaDwWAwGAwGQyuYoMlgMBgMBoPBYDAYWsEETQaDwWAwGAwGg8HQCiZoMhgMBoPBYDAYDIZWMEGTwWAwGAwGg8FgMLSCCZoMBoPBYDAYDAaDoRVM0GQwGAwGg8FgMBgMrWCCJoPBYDAYDAaDwWBohbhIC4gkK1asUB06dIi0jHbR0NBAXFxoi+2rr2IBOOaYxpBeN1jC4dWORItPMF6dSnu9VlVVFY4YMSIrjJK0Jlxtk451UifNdm1L20Kne+xBN8266YXo1dxa+6TX3QgxHTp0oF+/fpGW0S5qa2sJdWN68skZABQXl4T0usESDq92JFp8gvHqVNrrdcOGDTlhlKM94WqbdKyTOmm2a1vaFjrdYw+6adZNL0Sv5tbaJ9M9TzPy8vIiLcEyosVrtPgE49WpRJNXndGxnHTUrBs63mPdNOumF4xmX5igSTPi4+MjLcEyosVrtPgE49WpRJNXndGxnHTUrBs63mPdNOumF4xmX5igSTPS09MjLcEyosVrtPgE49WpRJNXndGxnHTUrBs63mPdNOumF4xmX5igSTMKCwsjLcEyosVrtPgE49WpRJNXndGxnHTUrBs63mPdNOumF4xmX5igSTMiFfnX1tZSWVlpaZ46PuUIhGjxCcarU4kmrzqjYzmFW3NJSQm1tbVhzcPumHoRfnTTC0azL0zQpBl1dXWW57l+/XqOP/54+vTpw8yZM9m+fbsl+UbCaySIFp9gvDqVaPKqMzqWUzg0f/bZZ1x55ZUMHjyYXr160atXLy6++GJefPHFqAygTL0IP7rpBaPZFyZo0ozq6mrL8lJK8dxzz3HOOeeQm5tLdXU1f/vb3xgyZAgvvfRS2PO30mskiRafYLw6lWjyqjM6llMoNTc0NDBnzhx++9vfsnTpUnbu3ElSUhJVVVW8//773HTTTYwaNYotW7aELE8diPZ6YQW66QWj2RcmaNKM7Oxsy/JauHAhf/zjH6mvr+eaa65hxYoVXHzxxezbt48//elPYX/jZKXXSBItPsF4dSrR5FVndCynUGkuLy9nzJgxPPTQQwDccMMNfPbZZ+zYsYNNmzbx+OOPc9hhh/HNN9/w61//mtdeey0k+epANNcLq9BNLxjNvjBBk2ZYNW9+bW0tDzzwAADz5s3jvvvuY9CgQcyfP58LLriA6upqbrjhBpRSYdOg4xoBgRAtPsF4dSrR5FVndCynUGhWSjF9+nTWrFlDdnY2S5cu5fbbb6d///7ExsbStWtXLr30UlasWMH48eOprq5mypQpLFmyJAQO7E+01gsr0U0vGM2+MEGTZiQkJFiSz8svv8yuXbvo378/EydO3O/YvffeS2ZmJitXruSVV14JmwarvEaaaPEJxqtTiSavOqNjOYVC85NPPsnSpUtJSUlh2bJlDBs2zGe6tLQ0nnrqKf785z+jlOLaa6/l008/DTp/uxOt9cJKdNMLRrMvTNCkGampqWHPo66ujocffhiAm2++mZiY/atJ586dmTNnDgC33XYbZWVlYdFhhVc7EC0+wXh1KtHkVWd0LKdgNa9evZrZs2cDruDpiCOOaPOcG2+8kWuuuYa6ujouvfRSNm/eHJQGuxON9cJqdNMLRrMvTNCkGUVFRWHP45VXXiE3N5e+ffsyZswYn2kuvPBChg4dyt69e/nnP/8ZFh1WeLUD0eITjFenEk1edUbHcgpGc319PTNmzKCxsZEZM2Zw7rnn+nWeiDB37lzGjh1LRUUFkydPdvSsetFWLyKBbnrBaPaFCZo0IyMjI6zXV0rx6KOPAr7fMnkQESZPngzAiy++GJaxTeH2aheixScYr04lmrzqjI7lFIzmv//97/z4448cccQR/OlPf2rXuTExMTz22GMcfvjhfPfdd029K5xItNWLSKCbXjCafWGCJs0I93SKGzduZPv27XTt2pWxY8e2mvacc87h4IMP5vvvv2ft2rUh16LjdJeBEC0+wXh1KtHkVWd0LKdANZeXlzdNZnT77bcTHx/f7mukpKTw9NNPExsby/z58/nkk08C0mJ3oqleRArd9ILR7AsTNGlGTU1NWK//zjvvAHD22WcTGxvbatqEhAQuv/xyAF544YWQawm3V7sQLT7BeHUq0eRVZ3Qsp0A1P/HEExQUFHD88cf73S3PF0OGDOHmm29GKcV1111HVVVVwNeyK9FULyKFbnrBaPaFCZo0I9xz0C9fvhxwBU3+cMUVVxATE8OyZcsoKCgIqRYd1wgIhGjxCcarU4kmrzqjYzkFojk/P5/58+cD8Je//AURCUrDTTfdxKBBg8jNzeWRRx4J6lp2JFrqRSTRTS8Yzb4wQZNmhHMO+m3btrF582bS0tI45ZRT/DqnR48ejBw5kvr6el5++eWQ6tFxjYBAiBafYLw6lWjyqjM6llMgmhcsWEBVVRWjR49m6NChQWuIi4vjvvvuA+Dxxx/np59+CvqadiJa6kUk0U0vN6cz1wAAIABJREFUGM2+0CZoEpHrRGS9iNSKyIJW0k0UkUYRqfDaTrdOaXhJTEwM27U9b5lGjRrVrrnuJ0yYAMAbb7wRUj3h9GonosUnGK9OJZq86oyO5dRezfX19SxYsACAKVOmhEzH0KFDueiii6itreXPf/5zyK5rB6KhXkQa3fSC0ewLbYImYBdwD+DP4Jk1SqkUr21FeKVZR1JSUtiu3d6ueR5+85vfkJKSwrfffsu2bdtCpiecXu1EtPgE49WpRJNXndGxnNqr+e233yYvL48+ffpw6qmnhlTLnXfeSUpKCu+99x7//ve/Q3rtSBIN9SLS6KYXjGZfaBM0KaUWK6WWAPpNHB9CSkpKwnTlfNatW0dCQgIjRoxo15kdOnTgzDPPBOCtt94KmaLwebUX0eITjFen4nSvIpIpIm+KSKWI5IjIJS2kExG5X0SK3Nv94mNAjYhMEBElIleHX/0v6FhO7dX8t7/9DYDJkycHPZapOV26dOGWW24B4K677mLfvn0hvX6kiIZ6EWl00wtGsy+0CZrayTEiUigiW0TkdhGJi7SgUNGpU6cwXfltlFIMHz48oBWVzzvvPCC0QVP4vNqLaPEJxqtTiQKv84E6oAtwKfCUiAz0ke4aYCwwGBgEnAf8wTuBiGQAfwI2hVOwL3Qsp/Zo3rRpE2vWrCElJYULL7wwLHomT55Mt27d2LRpE4sXLw5LHlbj9HphB3TTC0azLxwTTHjxCXAkkAMMBP4JNAD3Nk+Yn5/PpEmTiIuLo7GxkXHjxjFt2jTy8vJITk4mNjaWsrIysrKyKC4uRilFVlYWe/bsISUlBYCKigq6dOlCQUEBIkJmZiYFBQWkpaXR2NhIZWUl2dnZ5OXlER8fT3p6OoWFhaSnp1NXV0d1dXXT8YSEBFJTUykqKiIjI4Pq6mpqamqajicmJlJVVUVRURGdOnWivLycurq6puNJSUkkJCRQWlpK586dKS0tpb6+vul4S54gA/gIgJNOOomcnJx2e+rduzdJSUls2LCBNWvWcOyxx/rtKSkpiZKSkgM85eTkkJWVFZCnSJdTS558lVNubi5JSUmO8tRSOe3atYtf/epXjvLUUjnV19eTkZHhKE8tlVNjYyNFRUV+e9IJEUkGLgCOVEpVAKtEZBlwOTCrWfIrgIeUUrnucx8CJgNPe6W5F3gMCM+v+lYoLy9vKkNdaI/m559/HoBLLrkkoId//pCYmMisWbOYPn06c+fO5be//W27xgDbEafXCzugm14wmn0hrh/N+iAi9wA9lFIT/Ux/EXCLUuq45sfWrFmj+vXrF2KF4SUnJ4eePXuG9JqZmRnAYUAOn376KQMH+nqA2jYTJ05k2bJl3HPPPUydOjVoXeHwakeixScYr06lvV43bNjw5YgRI4aEUVLIEJFjgM+UUh299t0MDFdKndcsbSkwSim1zv15CPCxUirV/fkE4EngBFxPqhYppf7WPM+lS5eqW2+9NeQP9LZu3cohhxyiVbC+ZcsWunfv3qInzwOI6upqhg4dSkVFBa+//jr9+vULm6fc3FzGjx/Ptm3buPXWW5k6dSqlpaUceaSr7fzqq6+1evjV2NhIbGxs2B6qhMOTR3OkHhS111NeXh59+/aN+P+n9njatWtXk2Y7f0d4e/r555/p06dPUHWvqKioxfYpGoKm8cAflVLHNj+mY9BUW1tLhw4dQnrNzMwK4FDS0tL48ccf21zUtiUWL17M1VdfzQknnMB7770XtK5weLUj0eITjFen0l6vmgVNpwL/Ukple+2bDFyqlDq9WdpGYKBS6nv3597AFlxd4WOAdcB1Sqm1IrKCFoKmcLVNOtZJfzW/8847XH755Rx11FGsXLky7LreeustrrjiCrp06cKGDRtISkpyP4CE4mK9xoI4uV7YBd30QvRqbq190mZMk4jEiUgiEAvEikiir7FKInKWiHRx/90PuB1Yaq3a8BGeOeg/BeDEE08MOGACGDlyJB06dODzzz8PiU4d1wgIhGjxCcarU3G41wogrdm+NKDcj7RpQIVyPZ2cCvxXKbU2LCr9QMdy8lezZ8mLCy64IJxymjj33HMZNGgQe/bs4R//+IcleYYLJ9cLu6CbXjCafaFN0ATcBlTj6kN+mfvv20TkUPdaTIe6040A/isilcByYDEwNxKCw0F4plN0BU0nnXRSUFdJTU1l+PDhACGZjlXH6S4DIVp8gvHqVBzudQsQ535r5GEwvidy2OQ+5ivdCOB8EckTkTzgZOAhEXkiDJp9omM5+aO5vLyc999/H4Bx48aFWxIAIsKNN94IwGOPPabdWD1vnFov7IRuesFo9oU2QZNSarZSSppts5VSO9xrMe1wp7tZKdVFKZWslDpcKXWHUqo+0vpDRXgGnK4CCMnK6aNGjQLggw8+CPpaug+u9Zdo8QnGq1NxslelVCWuh293iUiyiJwCjAEW+kj+d+BGEekuIt2Am4AF7mMTgf7A0e5tPfAXwLKVUnUsJ380v/vuu01jmnr06GGBKhfnnnsuffr0ITc3l9dee82yfEONU+uFndBNLxjNvtAmaDK4KC0tDen1XHPafwt04Jhjjgn6ep6gacWKFdTW1gZ1rVB7tSvR4hOMV6cSBV6nAklAPvAKMEUptUlEThWRCq90zwBvAd/g+mJ9x70PpdRepVSeZ8M1hXmZUsqym6djOfmj2equeR5iYmKa3jY98sgjQKOl+YcKp9YLO6GbXjCafWGCJs3o3LlzSK+3bt06918nhGTAX48ePRgwYACVlZWsXr06qGuF2qtdiRafYLw6Fad7VUoVK6XGunswHKqUetm9/1OlVIpXOqWUmqmUynRvM1ULsy0ppU73NQlEONGxnNrSXFxczMcff0xsbCxjxoyxSNUvjBs3jsMOO4xt27YBer5tcmK9sBu66QWj2RcmaNKMUEfRa9ascf81LGTXDFUXPR2fcgRCtPgE49WpRJNXndGxnNrS/O6779LQ0MBpp50WkR95cXFxzJgxw/1pDrDPcg3B4sR6YTd00wtGsy9M0KQZ9fWhHZ61dq1nIqdTQ3ZN76ApmCntQ+3VrkSLTzBenUo0edUZHcupLc2eCSDOOeccK+T45KKLLqJbt2645vxYFjEdgeLEemE3dNMLRrMvTNCkGdnZ2W0n8pOamhq+/vprQHBN5BQahgwZQkZGBj/99BNbt24N+Dqh9GpnosUnGK9OJZq86oyO5dSa5pqaGj7++GPgl4d1kaBDhw5cf/317k/3BPWwMBI4rV7YEd30gtHsCxM0aUYo56D/7rvv3FF5XyA9ZNeNi4tjxIgRQHBd9HRcIyAQosUnGK9OJZq86oyO5dSa5k8//ZTKykqOOuooS2fN88Xll18OHAx8yUcffRRRLe3FafXCjuimF4xmX5igSTOSk5NDdq2NGze6/zouZNf04HnqF8x6TaH0ameixScYr04lmrzqjI7l1JpmT9e8M8880yo5LdKxY0fANZPeQw89FFkx7cRp9cKO6KYXjGZfmKBJM2JjY0N2LVfXPIAhIbumhxEjRhATE8Pq1aspKysL6Bqh9GpnosUnGK9OJZq86oyO5dSSZqWUrYImF1OAg1i7dq3XeGH746R6YVd00wtGsy9M0KQZgQYgvgjnm6aMjAxOOOEEGhoamvqct5dQerUz0eITjFenEk1edUbHcmpJ87fffsvPP/9MdnY2gwcPtlhVS6QB1wHw6KOPRlZKO3BSvbAruukFo9kXJmjSjKysrJBcp7a2ls2bNyMiQPCL2voi2KnHQ+XV7kSLTzBenUo0edUZHcupJc3vvvsu4GpnYmLs9FPmehITE3n//ff57rvvIi3GL5xUL+yKbnrBaPaFnb5pDH5QXFwckut4JoE44ogjgJQ20weCJ2j68MMP2bev/WtXhMqr3YkWn2C8OpVo8qozOpZTS5o9D+Ps0zXPw8FcdtllADz++OMR1uIfTqoXdkU3vWA0+8IETZoRqqlMPV3zjj766JBczxf9+/ene/fuFBQU8NVXX7X7fN2mbQ2UaPEJxqtTiSavOqNjOfnSXFJSwldffUVCQgKnnhq6NQZDxbRp04iNjeWNN95g586dkZbTJk6pF3ZGN71gNPvCBE2aEapXj55JIMLZF1xEGD16NBBYFz0dXw0HQrT4BOPVqUSTV53RsZx8aV65ciVKKU488URbzvDVs2dPzj//fBoaGpg/f36k5bSJU+qFndFNLxjNvjBBk2bs2bMnJNfxBE3hfNMEwU09HiqvdidafILx6lSiyavO6FhOvjR7Jhf69a9/bbUcv5k+fToAixYtoqioKMJqWscp9cLO6KYXjGZfmKBJM1JSgh9/5D0JxFFHHRUCVS0zbNgwEhMT+frrr9u96FgovOpAtPgE49WpRJNXndGxnJprVkqxYsUKwN5B05FHHskZZ5xBVVUVzz33XKTltIoT6oXd0U0vGM2+MEFTFOI9CURqampY8+rYsWNTn/NgFro1GAwGg+HHH39k586ddOrUKewP/YJlxowZADz33HNUVlZGWI3BYAgWEzRpRkVFRdDXsGISCG8845raGzSFwqsORItPMF6dSjR51Rkdy6m5Zk/XvOHDh9tsqvEDOfnkkxkyZAglJSUsWrQo0nJaxAn1wu7opheMZl/Y+xvHcABdunQJ+hrffPMNgGVP6TzjmlasWEFtba3f54XCqw5Ei08wXp1KNHnVGR3LqblmHcYzeRCRprdN8+fPp76+PsKKfOOEemF3dNMLRrMvTNCkGQUFBUFfw7Pg3pFHHhn0tfyhR48e9O/fn4qKCtasWeP3eaHwqgPR4hOMV6cSTV51Rsdy8tZcX1/PqlWrADj99NMjpKh9nHXWWfTu3Zvc3FwWL14caTk+0b1e6IBuesFo9oUJmjRDRII6XynVFDQNGDAgFJL8wtNF7/333/f7nGC96kK0+ATj1alEk1ed0bGcvDWvX7+eiooK+vbtS/fu3SOoyn9iYmKaZtJ79NFHA1roPdzoXi90QDe9YDT7wgRNmpGZmRnU+bm5uZSXl9O5c2cOPvjgEKlqm0CmHg/Wqy5Ei08wXp1KNHnVGR3LyVvzJ598ArjGM+nE73//e7p27cr3339vywmRdK8XOqCbXjCafWGCJs0I9tWj5y3TwIEDQyHHb4YMGcJBBx3Etm3b2Lp1q1/n6PhqOBCixScYr04lmrzqjI7l5K3Z0zVv2LBhkZITEAkJCUydOhWARx55JMJqDkT3eqEDuukFo9kXJmjSjLS0tKDO9wRN/fv3D4Ucv4mLi2PEiBEAfPDBB36dE6xXXYgWn2C8OpVo8qozOpaTR3NNTQ3r169HRDjllFMirKr9TJgwgYMOOoh169axdu3aSMvZD53rhS7opheMZl+YoEkzGhsbgzp/06ZNgLXjmTx4xjUtX77cr/TBetWFaPEJxqtTiSavOqNjOXk0f/HFF9TW1jJw4EAyMjIirKr9pKamMmnSJADmzZsXYTX7o3O90AXd9ILR7AsTNGlGsAvkRap7HrjGNSUkJLBmzRry8vLaTB8tiwFGi08wXp1KNHnVGR3LyaP5008/BfTrmufNlClTSElJ4aOPPuLzzz+PtJwmdK4XuqCbXjCafWGCJs3Izs4O+Nza2lq2bt2KiNC3b98QqvKPtLQ0RowYgVKKZcuWtZk+GK86ES0+wXh1KtHkVWd0LCePZs94plNPPTWScoIiMzOTa665BoAHHnggwmp+Qed6oQu66QWj2RcmaNIMf97QtMQPP/xAQ0MDhx9+OB07dgyhKv85//zzAViyZEmbaYPxqhPR4hOMV6cSTV51RsdyysvLo6qqii+//JKYmBhOPvnkSEsKiqlTp9rubZOu9UIndNMLRrMvTNCkGfHx8QGfG4n1mZozevRoOnTowNq1a9m1a1eraYPxqhPR4hOMV6fidK8ikikib4pIpYjkiMglLaQTEblfRIrc2/3iXjhERDqLyGfu/XtFZI2IWDqjgY7lFB8fz7p166ivr2fQoEGkp6dHWlJQ2PFtk671Qid00wtGsy9M0KQZwTQYdgiaUlNTGTlyJECbXfR0bxz9JVp8gvHqVKLA63ygDugCXAo8JSK+BoZeA4wFBgODgPOAP7iPVQBXAVlABnA/8JaIxIVX+i/oWE7p6enaTjXeEnZ726RrvdAJ3fSC0ewLEzRpRmFhYcDnRnLmPG/Gjh0LwJtvvtlqumC86kS0+ATj1ak42auIJAMXALcrpSqUUquAZcDlPpJfATyklMpVSv0MPARMBFBK1Sil/qeU2gcI0IgreLJsBUkdy6mwsNAR45m8yczM5A9/cMXSdnjbpGu90And9ILR7AvLnnCJyClKqc+sys+phOJNUyRmzvNm1KhRJCUl8cUXX7Bz504OOeQQn+l0fMoRCNHiE4xXp2J3r0G2P32ABqXUFq99G4HhPtIOdB/zTrffF66I/BfoB8QDf1NK5Te/SH5+PpMmTSIuLo7GxkbGjRvHtGnTyMvLIzk5mdjYWMrKysjKyqK4uBilFFlZWezZs4eUlBQAKioq6NKlCwUFBYgImZmZ1NTUUFJSQmNjI5WVlWRnZ5OXl0d8fDzp6ekUFhaSnp5OXV0d1dXVTccTEhJITU2lqKiIjIwMqqurqampaTqemJhIUlISJSUldOrUifLycurq6pqOJyUlkZCQQGlpKZ07d6a0tJT6+vqm46152rt3L1999RUxMTF07dqVmpqa/TwVFBSQlpZmC0+uGBhycnLaLKfx48fz9NNP89FHH7Fq1Sp69uwZMU8dO3YkJycnqHJqq+6F2pNHczjrXig91dTUUFtbG/H/T+3x5K3Zzt8R3p5qamqC/o5oDVFKtZogVIhII7AZeBZYqJQqsSTjVlizZo3q169fpGW0i/z8fA4++OB2n1dSUkKvXr3o2LEjO3bsICbml5eMmZmuL/riYuuK5Oqrr2bx4sXMnDmTWbNm+UwTqFfdiBafYLw6lfZ63bBhw5cjRowYEkZJ+xFM+yMipwL/Ukple+2bDFyqlDrdRz4DlVLfuz/3BrYAMcqrsRWRROB8IEEp9VLzPMPVNulYJ5ctW8bEiRMZPHgwH3/8caTltEp729I5c+bw0EMP8Zvf/IbXX389nNJaRcd6oZtm3fRC9GpurX2ysnteL+BN4BbgZxFZJCKnWZi/I2grCm4Jz1umfv367RcwRYorrrgCgIULF9LQ0OAzTaBedSNafILx6lQ08BpM+1MBNF9mPg0o9yNtGlChmj2ddHfVewWYJSKD/dQRNBqU0wGsXbsWgKFDh0ZYSeixy7pNOtYL3TTrpheMZl9Y9utZKbVdKXU70BO4EEgBPhSR70XkRhHpbJUWnQl0Dno7TALhzbBhwzj88MPZvXs3H374oc80Oq4REAjR4hOMV6did69Btj9bgDj3WyMPg4FNPtJuch9rK52HeOBwfzyEAruXky++/fZbAO2nGveF99ime+65B6t6/jRHx3qhm2bd9ILR7AvLXzkopfYppd7GNbD2BuAwYB6wU0SeE5FOVmvSiUDnoLdb0CQiTJgwAYCXXjqgdwqg5xoBgRAtPsF4dSq6eA2k/VFKVQKLgbtEJNk9TfgYYKGPLP4O3Cgi3UWkG3ATsABARIaKyDARSRCRJBH5I67Z+NaF3GgL6FJOHurq6li/fj0AJ510UoTVhIfrrruOjIwMVq1a1eIDxHCjW70A/TTrpheMZl9YHjSJSC8RuRfIBe4B/gYcjasRGwS0veppFJOQkBDQeXaZOc+biy++mPj4eP7973+Tm5t7wPFAvepGtPgE49Wp6OI1iPZnKpAE5AOvAFOUUptE5FQRqfBK9wzwFvAN8C3wjnsfQAdcU5cXAT8DZwPnKKVaX7AuhOhSTh42btxITU0NvXv3pnNnZ3ZGSU9P56abbgJg9uzZNDY2Wq5Bt3oB+mnWTS8Yzb6wLGgSkYtE5D+4ujqMAP4MdFdKXaeU+q9SajkwHnBex+UQkpqa2u5z9u3bx/fffw/YK2jKysrinHPOYd++fSxatOiA44F41ZFo8QnGq1Oxu9dg2x+lVLFSaqxSKlkpdahS6mX3/k+VUile6ZRSaqZSKtO9zfSMZ1JKrVRKDVZKpbqPDVdKfRJu797YvZyas2bNGsCZXfO8mTRpEoceeiibN2/m1VdftTx/3eoF6KdZN71gNPvCyjdNzwI/AEOUUicopV5QSlU1S7MH19M/QwsUFRW1+5ydO3c2TS1pt6d1V155JQDPP/88FRUV+x0LxKuORItPMF6digZeTfuDFuW0H6tXrwacHzR16NCB2267DYC5c+dSWVlpaf661QvQT7NuesFo9oWVQVM3pdS1SqmvWkqglKpWSv3F1zERuU5E1otIrYgsaC0jEblBRPJEpExEXhCRDkFqtw0ZGRntPsfTNa9///6hlhM0w4YNY8iQIRQVFfHCCy/sdywQrzoSLT7BeHUqGngNqv1xChqUUxONjY1NM+c5dTyTN+PGjePoo49m9+7dPPLII5bmrVO98KCbZt30gtHsCyuDplIROWDydBHp5F7boi124XoK+EJriURkNDALVxeMnrhmJnJMQxjIdIp2WdTWFyLCzJkzAXjiiSf2e8Km43SXgRAtPsF4dSoaeA22/XEEGpRTE5s3b6asrIxu3brRo0ePSMsJOzExMdx7772Aqy3cvn27ZXnrVC886KZZN71gNPvCyqBJWtifAPheqMcLpdRipdQSXINoW+MK4Hml1Cb3AoZ3AxPbI9TO1NTUtPscu82c15wRI0Zw3HHHUVhYuN/bpkC86ki0+ATj1alo4DWo9scpaFBOTXi65h1zzDERVmIdJ554IuPHj6e2trapu54V6FQvPOimWTe9YDT7Ii6sVwdEZIL7TwVcKCJlXodjgV8DW0OY5UBgqdfnjUAXEemklNov4MrPz2fSpEnExcXR2NjIuHHjmDZtGnl5eSQnJxMbG0tZWRlZWVkUFxejlCIrK4s9e/aQkuIa++sZK1RQUICIkJmZSUFBAWlpaTQ2NlJZWUl2djZ5eXnEx8eTnp5OYWEh6enp1NXVUV1d3XQ8ISGB1NRUioqKyMjIoLq6mpqamqbjiYmJJCcnk5OTQ6dOnSgvL6eurq7peFJSEgkJCZSWltK5c2dKS0upr69vWueiW7dulJSUHOAJXK8zPX1BrfaUlJTExIkT+fLLL3n00Uc544wzOPzww2lsbCQ/P9+nJ8/5di2npKQkSkpK/ConESEnJ8dRnloqp8bGRqqqqhzlqaVySkxMpKioyFGeWiqn9PR0cnJy/PZkFRFof2yNTuuueIKm008/PbJCLObOO+/knXfeYfny5Xz44YecccYZYc9Tp3rhQTfNuukFo9kXEu7F1ESk3v1nDLCv2eE64CfgJqXU+35e7x6gh1JqYgvHfwSmKaXec3+Od+fzK6XUdu+0a9asUf369fPTiT3IycmhZ8+efqevqanhkEMOQSnFzp07SUpKOiBNZqYraCouLgmZzvailGLUqFF8+eWXXHvttcydO7fdXnUlWnyC8epU2ut1w4YNX44YMWJIGCUBoW9/rCJcbZMudVIpRf/+/cnPz+fNN99k+PDhkZbkF6FqSx977DFmz55Nz549+eyzz+jYsWMo5LWILvXCG90066YXoldza+1T2LvnKaXilVLxwA6gq+eze0tWSh0Z4garAkjz+uz5uzyEeUSMxMTEdqXfsmULjY2N9OrVy2fAZBdEhAcffJDY2FieeeYZPv/883Z71ZVo8QnGq1Oxq9cItD+2xq7l1Jwff/yR/Px8srKy6Nu3b6TlWM6UKVMYOHAgOTk53HfffWHPT5d64Y1umnXTC0azLywb06SU+pVSqtCCrDYBg70+Dwb2NO+apyvtDXzsuKhtSxx99NFcf/31KKW4/vrrEWlpGIKzsHMwG2qMV2did68Wtj+2xu7l5MHTNW/o0KFhf8tiR+Lj43n00UeJiYnhySef5Ouvvw5rfrrUC29006ybXjCafRHWoElELhGRBK+/W9z8uFaciCTi6oceKyKJIuJrTNbfgUkiMkBEDgJuAxaE0FZEKSlp32t/u08C0ZyZM2fSu3dvfvjhB+bMmRNpOZbQ3jLVGePVmdjRayjbH6dgx3LyhWeq8ZNPPlkbzaHm2GOP5dprr2Xfvn3MmDEjrGMBdbzHumnWTS8Yzb4I95umRcBBXn+3tC3041q3AdW4phO/zP33bSJyqIhUiMihAO6xTA8AH+PqkpED3BkqQ5GmU6dO7Upv5+nGfZGYmMhjjz1GTEwMCxcuZMGCBZGWFHbaW6Y6Y7w6E5t6DWX74whsWk4H4L2orS6aw8Gtt95Kz549+eabb3jggQfClo+O91g3zbrpBaPZF2ENmpRSMUqpfK+/W9pi/bjWbKWUNNtmK6V2KKVSlFI7vNL+VSnVRSmVppS6UilVG06fVlJe3r6hWbq9aQLXtKt//etfAbj55ptZvnx5hBWFl/aWqc4Yr87Ejl5D2f44BTuWU3Nyc3PZsWMHqampDBgwQAvN4SI5OZmnnnqKmJgYHn74YdasWROWfHS8x7pp1k0vGM2+sHKdJkMIaM8r+sLCQvbs2UNycjKHHnpoGFWFngkTJjR1Tbj66qtZtmxZpCWFDSunYI40xqsziSavOqNDOXkCg6FDhxIbG6uF5nAydOhQbrjhBpRSXHvttZSVlbV9UjvR8R7rplk3vWA0+8KyoElERorIKV6fJ4vIFyKyQERSrdKhO+2Zg97zlql///7ExOgXH99xxx1cddVV1NTUMHHiRObOncu+fc1nDdYfHddCCBTj1ZnY3atpf1zYvZzgl6Dp5JNPBvTQHG5mzpzJsccey86dO5k+fTqhXipGx3usm2bd9ILR7Asrf0k/AHQGEJE+wHxgPTAEeNBCHVqTl5fnd1odu+Z5s2fPHh588EH+8pe/EBMTw7x587jgggvYtm1bpKWFlPaUqe74ZFTYAAAgAElEQVQYr85EA6+m/UGLctpv5jzQQ3O4iY+P55lnniE1NZVly5bxxBNPhPT6Ot5j3TTrpheMZl9YGTT1Ar51/30+8KFSagowGTjXQh1a057pFHUPmpKSkhARrr/+ev75z3+SkZHBypUrOeWUU3jwwQepqamJtMSQoOO0noFivDoTDbya9gf7l1NBQQFbtmwhKSmJY445BrC/Zqvo1asXTz31FAB/+ctf+OSTT0J2bR3vsW6addMLRrMvrO6z5XmnPBz4wP33z4B+U3REiISEBL/T6jZzXnO8vY4YMYK1a9cyfvx4amtruffeeznhhBN4/fXXte+y154y1R3j1Zlo4jXq2x+7l5Ona97xxx/fpNXumq3k7LPP5qabbmLfvn1cddVVIet1oeM91k2zbnrBaPaFlUHTf4EpInIa8Bt+abQOAQos1KE1paWlfqXbt28f33//PaDvm6bmXrOysnjqqadYsmQJAwYMIDc3l2uuuYZRo0Y1reuhI/6WqRMwXp2JBl5N+4P9y8l7qnEPdtdsNbNmzeKMM86guLiYCy+8kMLC4Nds1vEe66ZZN71gNPvCyqBpFnAVrvWT/q6U+s69/zzgCwt1aE3nzp39Srd9+3aqqqro2rUrGRkZYVYVHlryetppp7Fy5UoeffRRunTpwoYNGzj77LOZMGECu3btslhl8Phbpk7AeHUmGng17Q/2L6fPPvsMgFNOaZqzw/aarSY2Npbnn3+eQYMGsW3bNi666CKqqqqCuqaO91g3zbrpBaPZF5YFTUqpVcDBQCel1DVeh54DplmlQ3f8jaI3bdoE6PuWCVr3Ghsby+WXX84XX3zBLbfcQlJSEm+//TannHIKb7zxRshnFwonOj7NCRTj1ZnY3atpf1zYuZxKSkr47rvvSEhI4Nhjj23ab2fNkSI1NZVXX32VQw45hA0bNnD55ZcHNcZXx3usm2bd9ILR7AtLxzQppRqVUnub7ftRKaXfFB0Ror6+3q90uk8CAf55TUlJ4dZbb+Xzzz9n5MiRlJaWMnnyZKZMmaLNRBH+lqkTMF6diQ5eTftj73Jau3YtSimOO+64/QZz21lzJMnOzuZf//oXnTt35uOPP+ayyy4LuM3T8R7rplk3vWA0+8LKdZpiRORKEfmHiHwoIh95b1bp0B1/56B3QtDUnvn2u3fvzquvvsrDDz9McnIyr732Gueffz5FRUVhVBgadFwLIVCMV2did6+m/XFh53LydM3zHs8E9tYcafr06cOSJUvo3LkzH330EZdeeimVlZXtvo6O91g3zbrpBaPZF1a+aZoHPANkANuBH5ttBj/wdw563WfOg/bPty8iXHHFFbz77rt069aNdevWMWrUKHJycsKkMDTouBZCoBivzkQDr6b9wd7l1HxRWw921mwHBgwY0BQ4ffzxx4wZM4aCgvbNbaLjPdZNs256wWj2RVxYr74/lwCXKKVetzBPx5GcnNxmmqqqKrZt20ZsbCy9e/e2QFV48MerL4488kj+/e9/c8kll7Bx40bOP/983nnnHbp27RpihaEhUJ86Yrw6Ew28mvYH+5ZTWVkZGzduJC4ujhNOOGG/Y3bVbCcGDBjAO++8w+9//3s2bNjA6NGjee211zjiiCP8Ol/He6ybZt30gtHsCyvfNMUDX1mYnyOJjY1tM83mzZtRStGnTx86dOhggarw4I/XlujatStLly7lmGOOYfv27YwbN862XfWC8akbxqsz0cCraX+wbzmtW7eOffv2cfTRRx/wo8eumu1G7969ef/99zn66KPZvn07I0aMYPny5X6dq+M91k2zbnrBaPaFlUHTQuACC/NzJGVlZW2m+fZb18L3Rx55ZLjlhBV/vLZGWloa//rXv+jXrx//+9//GD9+vC0nhwjWp04Yr85EA6+m/cG+5dRS1zywr2Y70qVLF5YtW8a5555LeXk5l112GXfffTcNDQ2tnqfjPdZNs256wWj2hZVBUynwRxFZIiKzReRP3puFOrQmKyurzTSeoEnn8Uzgn9e2yMzMZPHixU1Ts95yyy22m448FD51wXh1Jhp4Dar9EZFMEXlTRCpFJEdELmkhnYjI/SJS5N7uFxFxH+sjIktFpEBEikXkfRHpG2KfrWLXcvK1PpMHu2q2KykpKbz00kvMnj2bmJgYHn74Yc466yx+/LHloXs63mPdNOumF4xmX1gZNE0AyoDBwBXAZK/tagt1aE1xcXGbaTxB01FHHRVuOWHFH6/+kJ2dzaJFi0hKSuIf//gHCxYsCMl1Q0WofOqA8epMNPAabPszH6gDugCXAk+JiK+nUtcAY935DMK1eO4f3McOApYBfd3X+RxYGpidwLBjOVVVVfHVV18RExPDiSeeeMBxO2q2OyLC9OnTWbJkCd27d+fLL79k+PDhPPvsszQ2Nh6QXsd7rJtm3fSC0ewLKxe3/VUr2+FW6dCdtt6S7Nu3r2lhW92754XyjdBRRx3Fo48+CsCsWbNYv359yK4dLHZ78xVOjFdnYnevwbQ/IpKMq2vf7UqpCvdCucuAy30kvwJ4SCmVq5T6GXgImOjW8LlS6nmlVLFSqh54GOgrIp1CaLVV7FhOX3zxBQ0NDRx11FGkpaUdcDzSmqurYd26WJYti2fZsnjWrYulujqikvxm2LBhrFq1it/97ndUVVUxa9YsRo4cyVdf7T+8L9L3OBB006ybXjCafWHp4rYeRKSTp8uCoX209eoxJyeHiooKunTpouWrVW9Crf93v/sdf/jDH6ivr+faa6+loqIipNcPFN3LqT0Yr85EJ68BtD99gAal1BavfRsBX2+aBrqPtZUO4DQgTyll2Qw1diynltZn8hApzUrB3Xcn0rfvQZx9dipXXpnMlVcmc/bZqfTtexD33JOIDr8p09PTefbZZ1m4cCHdu3fn66+/5owzzuCWW26htLQUsGe9aAvdNOumF4xmX1g25biIxAJ3ANOBVFwN0TYRuQ/4SSn1jFVadGbPnj307NmzxeNOmQQC2vYaCLNnz2bVqlVs2rSJ22+/nYcffjik1w+EcPi0K8arM7G71yDbnxRcXfu8KXVfx1fa0mbpUkRElNcjUBHpgavL342+MszPz2fSpEnExcXR2NjIuHHjmDZtGnl5eSQnJxMbG0tZWRlZWVkUFxejlCIrK4s9e/aQkpIC0PTwrKCgABEhMzOTrVu3csghh9DY2EhlZSXZ2dnk5eURHx9Peno6hYWFpKenU1dXR3V1ddPxhIQEUlNTKSoqIiMjg+rqampqapqOJyYmkpSURElJCZ06daK8vJy6urqm40lJSSQkJFBaWkrnzp0pLS2lvr6e7OxsPv74YwAGDx5MTk7OAZ62bNlC9+7dW/RUUFBAWlpayD099VQPXnstgeuvz+Xss2NJSiqlrq6O2NhuLFlSw1NPdaW2tparr97e5Mm1DJjr4WUw5RQOT0ceeSRLly7lueee4/nnn+f5559nyZIlzJgxgzPPPJP4+PhWyynYuhdqT42NjcTGxgZV96z0lJeXR9++fcP+/ymUnnbt2tWkOZLfEe3x9PPPP9OnT5+g6l5riFWv39yDba8Bbse1yOCRSqltIjIe+D+l1EmWCPFizZo1ql+/flZnGxRFRUV06tRyb465c+cyb948ZsyYwZ133unXNTMzXV/0xcUlIdEYKtryGijfffcdv/nNb6irq+OVV15h9OjRIc+jPYTLpx0xXp1Je71u2LDhyxEjRgwJo6T9CKb9EZFjgM+UUh299t0EnK6UOq9Z2lJgpFLqc/fn44AVSqlUrzRZwErgH0qpOb7yDFfbZLc6WVNTw69+9Stqa2vZunUrmZmZB6SJlOYBA9J56KEqzjqr3ufxd9+N56abOvLdd7/EyHZtS5vz3XffcfPNN7N27VoABg0axIMPPsjxxx8fYWX+Y7e63Ba66YXo1dxa+2Rl97wrgGuVUgsB75GI3+B66mcIAU4ZzxROBgwYwG233QbAjBkzmrooGAwGxxJM+7MFiBMR75XCBwObfKTd5D7mM52IZAAfAMtaCpiiiQ0bNlBbW8uAAQN8BkyRZO9e4fDDD5w0wcOvftVIaameowwGDBjA22+/zfz588nOzua///0vo0eP5tprr2XXrl2Rlmcw2BYrg6ZDgc0+9jcASRbq0Jq2xuF88803gDOCpnCOOZo6dSonnngi+fn53HXXXWHLxx/sMrbKCoxXZ6KB14DbH6VUJbAYuEtEkkXkFGAMrrWfmvN34EYR6S4i3YCbgAUAIpIGvI/rrdWsQI0Eg93KafXq1YDvqcY9RErzoEGNzJ+f2OLxJ59MZNCgloMquxMTE8PFF1/M559/zqRJk+jQoQOvvfYaJ5xwAvPmzWuzm1KksVtdbgvd9ILR7Asrg6bt7P8EzsMZwPcW6tCaLl26tHhs79695ObmkpiYSK9evSxUFR5a8xosMTEx/PWvfyUuLo4FCxbwxRdfhC2vtginT7thvDoTDbxuJ7j2Zyqu4CofeAWYopTaJCKnioh3K/0M8BauN1jfAu+49wGcDxwPXCkiFV7boYEYCgS7lZNnEoiTTmq5d36kNN9zTxVLlyZw1FHpTJ/ekTlzEpkzJ5Hp0zsyaFAay5bFc889VRHRFkpSUlK4++67Wbt2Leeddx5VVVXMnTuXoUOHsnTpUtvOoGa3utwWuukFo9kXVgZNTwKPisgo9+feIjIVmAs8YaEOrSkoKGjxmKdr3oABA4iLs2yOj7DRmtdQ0L9/f6677jqUUtx4443U1/vuux5uwu3TThivzkQDr0G1P+5pwscqpZKVUocqpV527/9UKZXilU4ppWYqpTLd20zPBBBKqZeUUuK+RorXtiP0dn1jp3Kqra3l888/B1qeOQ8ip3nIkEZWry7lwgtr+emnGJYuTWDp0gR++imGCy+s47PPyjjuOH3fNHlTUFBAz549eemll1i2bBkDBw5k586dXHnllZx33nlNPVjshJ3qsj/opheMZl9Y9staKfW4ez2KN3E9sXsXqAHmKqVesEqH7rQ2U67ni23gwJZmuNULK2alv/nmm3nzzTfZtGkTTz/9NNdff33Y82xONM2+b7w6E7t7Ne2PCzuV0xdffEF1dTUDBgzg4IMPbjFdJDV37664/faaiOVvFd73eNiwYaxYsYKFCxcyZ84cVq9ezemnn85VV13FHXfcQWqqr0kjrcdOddkfdNMLRrMvLF2nSSk1G+gHnAAMBbKUUvdYqUF3Whss6wmasrKGM21aR449No1u3Q6iR4+DGDYslQceSKRKo94EVgwM7tixIw888AAA999/Pzt37gx7ns2x2wDocGK8OhMdvJr2x17ltHLlSgBOO+20VtPZQbNSUFwsFBeLFmsztZfm9zg2NpaJEyeyfv16pkyZQmxsLM8//zynnHIKH330UYRU7o8d6kV70E0vGM2+sCRoEpEsEXleREpw9S1fB7wHPOKeftXgJ629evz666+B03jiiYl8800snTsr6urgvPPq6NNnH08+2YGRI9MoKdHj6YFVr4ZHjhzJ2LFjqaqqYubMmZb34dbxFXigGK/OxM5eTfvzC3Yqp08++QSA4cOHt5oukpr/8584xoxJoUePg+jTJ50+fdLp0eMgxoxJ4aOP9O8C76Gle5yens6cOXNYsWIFRx99NLm5ufzud79j+vTplJU1X7rMWuxUl/1BN71gNPsi7EGTiHQEPgXG4pptaCowDXgZuABYKSJm9jw/SUtL87m/srKS//3vf8ADTJlSxSeflPPBB+U89lgV27fH8sILlWzYUIaI4t57W54RyE605DUczJ07l9TUVN5//33efvtty/IFa31GGuPVmdjVq2l/9scu5VRWVsaGDRuIjY1tdTwTRE7z66/Hc9FFKWRmKu6/v4pXXqnglVcqeOCBKjIzFRdfnMIbb8RHRFuoaeseDxgwgA8++IA77riDhIQEFi1axEknncR//vMfixQeiF3qsr/opheMZl9Y8aZpGq4+5EcppaYrpZ5RSj2tlLoOOApIxtWQGfygsdH3wNNvvvmGffv2ITKICRP2Ne0fP76ODRtiKSwUMjMVs2dX8847CVbJDYqWvIaD7Oxsbr/9dgBmzZpFeXm5ZXlb6TPSGK/OxMZeTfvjhV3KafXq1TQ2NnLccce1OUYmUprnzUvizjurefHFSi67rI6RIxsYObKBSy+t48UXK7njjmoeeMAZ8bY/9zguLo7/+7//Y+XKlRx33HHs3r2b3//+99x99900NDRYoHJ/7FKX/UU3vWA0+8KKoOm3uAbbHrBimlLqZ+A+XGteGPygsrLS5/6NGzcCkJRUSVHRL93vSkqEhgZISnJ1OevTZx/FxXp0z2vJa7i48sorOfbYY9m9ezcPPvigZfla7TOSGK/OxMZeTfvjhV3Kyd/xTBA5zTk5MZx5Zsszqo4eXc+OHZYOCw8b7bnHffv25b333uO2224jJiaGhx9+mLFjx7J79+4wKjwQu9Rlf9FNLxjNvrDif3w//r+9Mw+Posj//+uT+w5XSBQEvJAzEgQBEQERBJRD3eXHgiIsuC5fF3XXAzxAWfFYEUUFUVAOUVdREFBgVQREQUEI941COEMCBHIfJPX7o2fiECb3HN2Tej1PP8l0Vde831U1U1Nd1VXwUxnhPwLNPaDDJ4iLi3N63nieCeLjjzNuXBiJif7s2uXPmDFhJCQUEh5uxDt82I/69YucpmE2SvPqLvz9/Zk8eTIiwrvvvsuePc72wnQ9nvbpTbRX38TEXnX744BZysneaerWrVu5cb2luVGjIr7/vvTpd99/H0ijRtZoS8ujsnns7+/Pv/71L5YsWUJsbGzxCnv2cvUEZqnLFcVqekFrdoYnOk3RwJkyws/Y4mgqQHJystPzW7ZsAeCJJ84RFKTo2TOSrl0j2bfPn7fe+qPnff688PDDeR7RWl1K8+pOEhISGD58OBcuXPDYohDe8OkttFffxMRedfvjgBnK6dSpU+zdu5ewsDDatWtXbnxvaX7kkVyefTaUv/89jAULglizJoA1awJYsCCIv/89jAkTQvnnP31jOfKq5nHnzp354Ycf6Nq1K6mpqdx999289tprut10gtX0gtbsDE8s/+IPlDXJsMgWR1MBAgMvvfOVkZHBgQMHCAwM5KabrmP58kwOHfIjN9eYjufvkLv9+nlnA9eq4MyrJ3j22WdZunQp69atY+HChfzpT39y6/t5y6c30F59ExN71e2PA2YoJ/uqeR07diQoqPzna72leciQfKKjFW+/HcKYMUHYH9sJCICEhELmzMmib1/rtKdlUZ08rl+/Pl988QWTJ09m8uTJvPTSSxw4cIA333yTkBD3LTplhrpcGaymF7RmZ3ii0yTA5yKSX0q4NVYlMAnR0ZfeFN25cydKKZo3b05wcDAAV15p/WkDzrx6gtq1a/Pcc8/x8MMPM378eHr16uXWFVm85dMbaK++iYm96vbHATOUk33Fte7du1covjc133FHAXfcUUBBAcXPCtetq7Dgb8kyqW4e+/v7M27cONq2bcuoUaP4/PPPSUpK4qOPPqJevXouUnkxZqjLlcFqekFrdoYnpufNAw4Bx0s5DgEfekCHT3D69OlLztmn5rVp06bc61NShFdftcaS4868eoohQ4bQvn17Tp06xSuvvOLW9/KmT0+jvfomJvaq2x8HvF1ORUVFxZuj3nbbbRW6xtuaAQIDIS5OERfnex0mcF0e9+rVi+XLl3P55ZezceNGevbsadsKxfWYoV5UBqvpBa3ZGW4faVJKjXD3e9QknPWi7YtAVKzT5Merr4bw5JPmn4vtzbscfn5+TJ48mVtvvZVZs2YxdOhQWrZs6Zb3suLdnKqivfomZvWq25+L8XY5bdu2jdOnT9OwYUOaNm1aoWu8rbk0li8PJD1dGDy4tEFM6+DKPG7VqhUrV65kyJAhbN26ldtvv5158+aVu4lxZTFrvSgNq+kFrdkZvrFeZg0iP//SL2h7pykhIYENG/zLPHbssM70fWdePUl8fDwjR46ksLCQxx9/nKIi90x59LZPT6K9+iY1yauV8XY52afm3XbbbYhUbOsLb2sujYkTQ/nHP8K8LcMluDqP4+Li+Oqrr7jzzjtJT09n0KBBLFq0yKXvYdZ6URpW0wtaszM88UyTSxCROsAHQC/gNPCUUuoTJ/GeB54BHJeIi1dK/e4Jne4mJyfnotfp6ekcPHiQoKAgmjdvzmWXRSICZS1eU8G2yuuU9OoNnn76aZYsWcKGDRuYP38+999/v8vfwww+PYX26pvUJK9WxtvltHLlSgB69OhR4Wu8rbk0Fi/O4MIFizSm5eCOPA4PD2fu3LmMHz+eGTNm8MADD5CWlsbIkSNdkr5Z60VpWE0vaM3OsNJI03QgH4gFhgIzRKS0+VKfKaUiHA6f6DDBpWvQ//rrrwC0bt2aoKAgatdWvPlmNlu3pjs9Pv000xuyq4QZ9giIjo7mpZdeAuC5555zy3KWZvDpKbRX36QmebUy3iync+fOsWnTJgICAiq0qa0ds9atyy5TXHGF9RdcAvflsZ+fH5MmTWLChAkopXjiiSd49dVXXbIkuVnrRWlYTS9ozc6wRKdJRMKBe4DxSqlMpdRPwFLgPu8q8zwlf7Rv3LgRgA4dOgDQunUhKSl+XHFFkdPjsstUmaNQZsIsewTcdddd9OzZk/T0dJ566imXp28Wn55Ae/VNapJXK+PNclq9ejVFRUV07NiRyMjICl/n7bqVkwMbNvizdGkgS5cGsmGDPxa8AV8m7sxjEeHRRx/ljTfewM/Pj1deeYVx48ZVe7q7t+tFZbGaXtCanWGJThPQFLiglNrvcG4bUNpIUz8ROSsiu0RktPvleY6S+1qU7DQNHJhPaGjpvaL69YsssQgEXOrVW4gIr732GuHh4SxZsoQVK1a4NH2z+PQE2qtvUpO8WhlvlpP9eabKTM0D72lWCl54IYTrrqtF376RjBgRzogR4fTtG8l119Vi0qQQy9yALA9P5PH999/P7NmzCQoKYtasWTz44IPVev7Eat85VtMLWrMzrPJMUwSQXuLcecDZ7aoFwEzgFNABWCgi55RS/y0ZMSUlhZEjRxIQEEBhYSF33303Dz30EMnJyYSHh+Pv7096ejoxMTGcPXsWpRQxMTGcOnWKiIgIADIzM4mNjSU1NRURoU6dOqSmphIVFUVhYSFZWVnExcWRnJxMYGAg0dHRnD59mujoaPLz88nJySkODwoKIjIykjNnzlC7dm1ycnLIzc0tDg8JCcHPz4+kpCTq1q1LWlpa8fS8yy+/nJSUFAYMCOL8+fNkZdXj/PnzFBQUFF8fHh5OYKA/gwenk539hyeoDcCZM2e84ik0NJS0tDTq1q1LRkYG+fn5xMXFkZmZSUpKCkFBhqd69Zx78kQ5FRUVMXbsWCZMmMAjjzxCq1atKCoqqrSn5ORkQkNDL/KUm5tLUlKSxz25qpyceSqtnDIzM8nOzvYpT6WVU0BAAGfOnPEpT6WVU0hICElJSRX2pPEOlRnhcSVFRUVV7jR5S/OkSSHMnRvMc8/l0KNHAfXrGyMjqal+rFwZyMsvhyACzzxjjZuQZeGpPO7fvz+1atXi3nvvZeHChZw7d465c+cSHh5e6bS8VS+qitX0gtbsDHHF3FJ3IyIJwDqlVJjDuceAbkqpfuVcOw5or5S6p2TYzz//rJo1a+Zyve4kKSmJxo0bA7B9+3a6detGkyZNSExMrHKadeoYnaazZ9NcotFVOHo1A4WFhfTr149ffvmFe+65h1mzZrkkXbP5dCfaq29SWa+JiYmbe/To0c6NkiyNu9omb9XJTZs20atXLxo2bMi2bdsqvHIeeE9zixbRTJmSTZ8+BU7DV6wI5LHHwti9+3zxObO2peXh6TzesmULgwYN4syZM7Rr147PPvuM2rVrVyoNq32/Wk0v1FzNZbVPVpmetx8IEJFrHc5dD+yqwLUKY1d4n8Dxi2XDhg3AH1PzKsKWLf6sX2+NAcbKfom6G39/f6ZPn05YWBgLFy5kyZIlLknXbD7difbqm9Qkr1bGW+W0fPlyAPr27VupDhN4T/O5c8JVVxWWGn7llYWcP+8bPy08nccJCQksX76chg0bsmnTJvr27cvx48crlYbVvnOsphe0ZmdYotOklMoCFgH/FpFwEekMDADml4wrIgNEpLYY3Ag8DLjm160JcFxO0f4804033ljh6//+93D6949wuS53YMblLq+88komTpwIwGOPPcbJkyernaYZfboL7dU3qUlerYy3ymnZsmUA3HHHHZW+1lua4+MLmT49pNTwd94JIT6+9E6VlfBGHl977bWsWLGC6667jn379tG7d2/27dtX4eut9p1jNb2gNTvDGkMOBv8HzAZSgDPAaKXULhHpAqxQStl7AoNt8YKBY8B/lFLzvCHYHeTm/jF/uiojTTNmZJGTY427Y45ezcSIESNYtmwZa9asYfTo0SxcuBB//6pvGmxWn+5Ae/VNapJXK+ONctq/fz8HDhygVq1adOrUqdLXe6tuTZqUzT33RLJ6dSDduxcQG2s803TqlB9r1gSQni4sXGidLTzKwlt53KBBA5YvX85f/vIXNm7cSN++ffn0009p3759udda7TvHanpBa3aGJUaaAJRSZ5VSA5VS4UqpRvaNbZVSPzp0mFBK/UUpVde2P1MzpdRb3lPteuxr0B8/fpxjx44RGRlJZea+t21bSOfOF9wlz6WYdY8APz8/ZsyYQb169Vi7di1vv/12tdIzq093oL36JjXJq5XxRjnZVxvt3bs3AQGVv0/rrbrVrl0h69efZ9CgPA4d8mPJkiCWLAni0CE/Bg3KZ926dG64wTdGmrz5+a1duzaLFi3i9ttvJy0tjYEDB/Ldd9+Ve53VvnOsphe0ZmdYptOkMbCvQW+fmte+fXv8/JwX48mTwtat/mzd6s/Jk9YYXafy2T0AACAASURBVHLEzHsExMbG8s477wDw4osvFpdHVTCzT1ejvfomNcmrlfFGOdmn5vXt27dK13uzbjVooBg/Ppevvspk48Z0Nm5M56uvMnn22VwaNDD/IloVxduf37CwMObPn8+QIUPIyclh6NChfPbZZ2Ve423NlcVqekFrdobuNFmMkBBjjnVZU/Pmzg0iISGK1q2jue22SHr0iKR162gSEqKYN8866+7bvZqV2267jYceeojCwkJGjBhBSkpKldIxu09Xor36JjXJq5XxdDklJyezadMmQkJC6N69e5XS8GbdmjkzmGHDwnn//WAAPv44iBYtornqqmieeSbUZ/ZpMsPnNyAggLfffptHH32UCxcuMHr0aKZNm1ZqfDNorgxW0wtaszOs9EyTBggNDQXghx9+AKBz584Xhb/zTjCTJoXywAN5TveWePrpMHJyhL//Pc+zwquA3auZGT9+PJs3b+aXX37hr3/9K19++SWBgYGVSsMKPl2F9uqb1CSvVsbT5WRfNa979+5V2osHvFe33nknmJdfDqV79wImTw7h/Hlh+vRgHn44l8JC4a23QrjmmkJGjLD+vmNm+fyKCBMmTCAmJoZnnnmGCRMmcOrUKSZOnHjJjBqzaK4oVtMLWrMz9EiTxUhLS+PEiRPs27eP8PBw2rW7eCn5WbOCef31bCZOzOGWWy7QrFkRzZoV0aXLBSZOzOG117J5991gL6mvHGlp5t/rIigoiNmzZxMXF8f69euZMGFCpdOwgk9Xob36Jr7uVUTqiMiXIpIlIkkiMqSUeCIi/xGRM7bjP+KwxraIzBSRfSJSJCLDPWbAhqfLaeHChYCxqWlV8Vbd+vDDYF57LZsPP8zik08yefXVECZMyOHRR/N47LFc/v3vbD76yBptaXmY7fM7evRo3nvvPQICApg+fTrDhg0jM/PiRTfMprk8rKYXtGZn6E6Txahbt+5Fo0xBQRdPt0tO9uOGG0pf6KFduwukpFij2OvWrettCRUiLi6OOXPmEBgYyHvvvcfcuXMrdb1VfLoC7dU3qQFepwP5QCwwFJghIi2dxPsbMBBjH8F4oB/woEP4NoyVYKu+G3k18GQ5HTt2jJ9//pnQ0NAqP88E3qtbR4/60amT0ZbecEMhInDjjX+0rZ07X+DwYWu0peVhxs/vn//8Zz7//HOio6NZvnw5ffv25dixY8XhZtRcFlbTC1qzM3zjE1+DyMjIKO40de3a9ZLwpk0LWbCg9OeWFiwI4tprrbHiT0ZGhrclVJgOHTowZcoUAJ544glWrVpV4Wut5LO6aK++iS97FZFw4B5gvFIqUyn1E7AUuM9J9PuBKUqpY0qp48AUYLg9UCk1XSn1PeCVtXw9WU72UabevXsTGRlZ5XS8VbeCgxV5DrPYg4IgLOyP14GBkJdnvQWWnGHWz2/Xrl357rvvuOaaa9i5cyc9evQoXnTJrJpLw2p6QWt2hn6myWLk5eUVd5q6det2Sfizz+Zw770R/PRT4EXPNKWk+LFqVQCJiQHMn2+NvSXy8601V/zee+/l999/Z+rUqYwYMYIVK1bQokWLcq+zms/qoL36Jj7utSlwQSm13+HcNuDSu1bQ0hbmGM/ZiFSZpKSkMHLkSAICAigsLOTuu+/moYceIjk5mfDwcPz9/UlPTycmJoazZ8+ilCImJoZTp04REWHswJGZmUlsbCypqamICHXq1CE1NZWQkBAKCwvJysoiLi6O5ORkAgMDiY6O5vTp00RHR5Ofn09OTk5xeFBQEJGRkZw5c4batWuTk5NDbm5ucXhISAihoaGkpaVRt25dMjIy+OSTTwC45ZZbSElJISgoiPPnz1OvXj3Onz9PQUFB8fVleUpNTS2eUVGap6ioKJd7atDgOrZvzyMo6AR169bl++9PAbnk5RnhW7fWpX79MJKSkoo9QW0AkpKSql1O7vDkrJzy8/MpLCwkKSmJ0NDQKpeTuzyFh4ezaNEiRo0axcaNG+nXrx8TJkygT58+JCUllerJfr1ZPKWmplKnTp1qlZOnPTlqdlfdc7Wn1NRUateuXa26VxaifGX5lyrw888/q8rscWQGtm7dyq233spll13Gzp07cZguX8yWLf7MmBHMhg0BnDplDCbGxhbRocMFRo/OIyHh4pGmOnWML/qzZ801fzUvL4/gYGvNGS8qKmLkyJEsWbKEuLg4VqxYQePGjcu8xoo+q4r26ptU1mtiYuLmHj16tCs/pvexbaD+uVIqzuHcA8BQpVS3EnELgZZKqb2219cC+wE/5dDYishPwPtKqbnO3tNdbZOn6uTu3bu5+eabqVWrFnv37r1kGnll8NbnaMGCIGJiiuje3fl091deCSEjQ3jxxT9+ZJm1LS0PK3xXFRQU8PTTT/PBBx8AMGzYMF555RXLrPBmhTwuSU3VXFb7pKfnWYyvv/4aMIatnXWYABISCpk5M5tt29JJTj5HcvI5tm1LZ+bM7Es6TGbGinsE2De+vfnmm0lOTuauu+4q14cVfVYV7dU38XGvmUBUiXNRgLN5ICXjRgGZyiR3Jz1VTosWLQKMBSCq02EC79WtQYPyS+0wAYwbl3tRh8nKWOHzGxgYyOTJk5kyZQpBQUF8+OGH9OrVi99++83b0iqEFfK4JFrzpehOk8X49ddfAefPM/kaVlzuEox9Aj766CPatGnD4cOH+dOf/sSZM2dKjW9Vn1VBe/VNfNzrfiDANmpk53pgl5O4u2xh5cXzCp4op6KiIr744gsA/vSnP1U7PR+vW6bASnk8YsQIvv32Wxo1asTOnTvp3r17cSfdzFgpj+1ozZeiO00WIi8vj02bNgE1o9NU3TuU3iQqKooFCxZw7bXXsnv3bgYMGMDp06edxrWyz8qivfomvuxVKZUFLAL+LSLhItIZGADMdxL9Q+BfItJARC4HHgPm2gNFJEhEQgABAkUkREQ81g57opzWrFnDkSNHaNiwIZ06dap2er5ct8yC1fI4Pj6er776igEDBpCZmcmoUaN47LHHyMrK8ra0UrFaHoPW7AzdabIQa9euJScnh5YtWxIXF1f+BRbHeLDWutSrV48lS5Zc1HFKTU29JJ7VfVYG7dU3qQFe/w8IBVKA/wKjlVK7RKSLiDiurPMe8BWwA9gJLLOds/MtkAPcBMy0/X+L++UbeKKc7Fsu3H///fj7+1c7vRpQt7yOFfO4qKiI2bNn89prrxEUFMScOXPo0qULP/30k7elOcWKeaw1X4ruNFmIr776CoA777zTy0o8Q7169bwtodrExcWxdOlSmjZtyp49e+jbty9Hjhy5KI4v+Kwo2qtv4utelVJnlVIDlVLhSqlGSqlPbOd/VEpFOMRTSqknlVJ1bMeTjs8zKaW6KaWkxLHGUz7cXU4nT55kxYoVBAQEMHToUJek6et1ywxYMY/r1auHiPDXv/6VlStX0qpVKw4fPkz//v0ZO3bsJZvhehur5rHVcLdm3WmyCBcuXGD58uVA9XZXtxJWvMvhjNjYWJYuXUrr1q357bff6N27N7t2/fGYg6/4rAjaq29Sk7xaGXeX08cff0xhYSG9e/d22WwIXbfcjxXz2FFzq1atWLlyJWPHjiUgIIBZs2bRpUsXfvzxRy8qvBir57FV0CNNGgDWrVvH2bNnadKkCVZbJr2qFBQUeFuCy6hfvz5fffVV8ap6ffv25bvvvgN8y2d5aK++SU3yamXcWU6FhYXMmzcPMB7WdxW6brkfK+ZxSc1BQUGMHTuWVatW0bp1a5KSkhgwYACjRo3i2LFjXlL5B76Qx1bA3Zp1p8kiLF26FIABAwaUutS4r+Frz23ZF4cYMGAAGRkZDB48mLfeeovY2FhvS/MYvlamZaG9asyGO8tp5cqVHD9+nCZNmrh0oSJdt9yPFfO4NM32UaennnqKkJAQFi1aRIcOHXj11VfL3bjUnfhSHpsZd2vWnSYLUFhYyLJlywDo2LGjl9V4DivuEVAeISEhfPDBB4wbNw6lFM8//zz33XcfaWnW2gyxqvhimZaG9qoxG+4sp2nTpgEwfPhw/Pxc99NC1y33Y8U8LktzYGAgTzzxBBs3bmTgwIHk5OTwyiuv0KFDBxYtWkRRUZEHlRr4Wh6bFb1Pk4aNGzeSkpJCkyZNaNu2rbfleIzw8HBvS3ALfn5+PPnkk8yfP5+IiAi+//57U6/640p8tUydob1qzIa7ymnDhg2sW7eOqKgohg8f7tK0dd1yP1bM44pobtiwIbNnz+brr7+mVatWHDt2jFGjRtGlSxe+/PJLj3aefDWPzYa7NetOkwVYvHgxAP369SMgIMDLajyHK5arNTN33HEHa9euJSEhgRMnTtC/f3/GjBlT6n5OvoCvl6kj2qvGbLirnKZOnQrAqFGjiIqKcmnaum65HyvmcWU033TTTaxevZo33niDyy+/nD179jBy5Eg6d+7MwoULKSwsdKNSA1/PY7Pgbs2602RysrOzWbBgAQD33HMP6enpXlbkOWqC1yZNmjBz5kzGjh1LUFAQH3/8MTfeeCPTp08nOzvb2/JcTk0oUzvaq8ZsuKOcdu/ezTfffENISAgPPvigy9PXdcv9WDGPK6vZ39+f+++/n82bN/P666/TsGFD9u3bxwMPPECnTp2YNWsWGRkZblJbM/LYDLhbs+40mZzFixdz/vx52rZtS3x8PDExMd6W5DFqitfLLruMsWPH8tNPP9GtWzfOnTvH+PHjadOmDW+88QYpKSnelugyakqZgvaqMR/uKCf7KNOwYcPckr6uW+7HinlcVc3BwcEMHz6cTZs2MXXqVBo1asTBgwcZO3YsLVu25LHHHmPz5s04bK/mVb3eRGu+FN1pMjlz5swB/ljC9ezZs96U41Fqile7z2uuuYaFCxfy6aef0rZtW06fPs0LL7xAy5YtGTp0KAsWLLD81L2aUqagvWrMh6vLadeuXSxatIiAgAAeeughl6ZtR9ct92PFPK6u5qCgIIYNG8amTZuYM2cOnTp1IjMzkzlz5tCzZ086duzIyy+/zO7du13SgaqJeewN3K255jwgY0G2b9/O5s2biYqK4q677gJw+d0PM1NTvDr6FBF69epFz549WbVqFXPmzOHbb79lxYoVrFixAhGhdevWtGvXjoSEBFq3bk3Tpk0JCQnxooOKU1PKFLRXjflwZTkppXj22WcpKipi1KhRXHHFFS5Lu+T7aNyLFfPYVZoDAgIYMGAAAwYMYPfu3XzyySd8/vnnHDhwgMmTJzN58mQaNWrErbfeSvfu3enQoQP169f3ml5PojVfiu40mRj7KNPgwYMJCwsDrDlcWlVqildnPkWEHj160KNHD1JSUvjyyy/59ttvWb9+Pdu3b2f79u3Fcf38/Lj66qtp1qwZzZs3p3nz5rRo0YIrr7zSdAuH1JQyBe1VYz5cWU7ffPMNP/zwA7Vq1eLJJ590Wbol0XXL/Vgxj92huUWLFkyaNInnnnuOH3/8kaVLl7Js2TKOHDnC3LlzmTt3LmA8i3z99dfTokULrrvuOho2bEiDBg2IiYkpdbl9nceewd2axYo9SVfx888/q2bNmnlbhlPOnz9Pq1atyMrKYv369dh1JiUl0bhxY5e+V506tQE4e9ZcewW5w6sZqYzPrKwstmzZQmJiIlu2bGH37t389ttvTpdODQ4OpmnTpjRv3px27drRrVs3rr76aq9ujlxTyhS017JITEzc3KNHj3ZulGRp3NU2uapOFhQU0LlzZw4ePMiLL77I6NGjXaDOOVb6HJm1LS0PK+WxHU9pLiwsZNu2baxatYp169axadMmsrKynMYNCAjgsssuIzY2lvDwcMLDwwkLCyMsLIwLFy5Qp04dAgIC8Pf3JyAggMDAwItelwyLiIigbt261KtXj5iYGKKiojzaftfUelFW+2Su29CaYqZNm0ZWVha33HILjo1nRESEF1V5lpritTI+w8PDufnmm7n55puLz+Xm5nLgwAH27NlTfOzevZtjx46xY8cOduzYUbwCY6NGjejfvz933XUXbdq08XgHqqaUKWivGvPhqnKaMWMGBw8e5Oqrr2bkyJEuSbM0dN1yP1bMY09p9vf3p23btrRt25bHH3+cCxcusHfvXnbu3MmuXbs4ePAgJ06c4MSJE5w5c4ajR49y9OhRt2gJDAykQYMGNG3a9KKjefPmREZGuvz9dL24FN1pMiGpqam8++67ADz11FNeVqMxOyEhIbRu3ZrWrVtfdD49PZ29e/eya9cufvzxR9auXcuRI0eYNm0a06ZN49prr2XEiBEMHjyYWrVqeUm9RqOxErt37+all14C4KWXXiIoKMjLijQazxEQEECrVq1o1arVJWE5OTmcPHmSlJQUsrKyyM7OLj5Onz5NcHAwFy5cKD4KCwsv+r+goOCi8IyMDFJTUzlz5gynT58mMzOTw4cPc/jwYb799tvi9/X39+f666/npptuonPnznTs2JHo6GhPZkuNQXeaTMjrr79OVlYWt99+Ox06dLgoLDMzk7p163pJmWepKV7d5TMqKoobb7yRG2+8kREjRlBUVMTGjRtZvHgxixcv5sCBAzz99NO88MILDB8+nDFjxhAXF+dyHY7UlDIF7VVjPqpbTvn5+YwePZr8/HyGDRtGz549XajOObpuuR8r5rEZNYeGhnLVVVdx1VVXXRLmimljOTk5JCUlsW/fPvbv38/+/fvZt28fe/bsITExkcTERKZNm4aIkJCQwJ133smdd97JNddcU6X3M2Mel4e7Netnmkz2TNPRo0dp3749+fn5rF279pK7Gbm5uS5fKc2s87Dd4dWMeMNnQUEB//vf/5g9ezY//PADYDwDdf/99zNmzBgaNGjglvetKWUK2mtZ6GeaysZdbVN16+SkSZN4/fXXady4MWvXrnXLlKCSWOlzZNa2tDyslMd2rKbZnXozMjL49ddfWb9+PevWrSMxMZGCgoLi8GbNmnHHHXcwcOBAWrZsWeF0rZbH4BrNZbVPep8mkzFx4kTy8/O55557nA7/pqamekGVd6gpXr3hMzAwkH79+vHll1+yZs0a7rzzTvLy8pg5cyY33HADjz/+OMePH3f5+9aUMgXtVWM+qlNOX3/9NW+88QYiwowZMzzSYQJdtzyBFfPYaprdqTcyMpJbb72VZ599lhUrVnDo0CE++ugjBg8eTHR0NHv37mXKlCl06dKFrl27MmPGjArpsVoeg/s1606TiVi4cCGLFi0iLCyMp59+2mkcb6585mlqildv+4yPj+fDDz/kp59+YuDAgRQUFDB79mzatWvH+PHjOXPmjMvey9tePYn2qjEbVS2nxMREHnzwweK9mTp27OhiZaWj65b7sWIeW02zJ/WGhYXRt29f3nnnHfbv38/ChQsZPnw4tWrVYseOHTzzzDO0bNmSe++9l2XLll00KuUtza7C3Zp1p8kkHDt2jMcffxyAF154gSuvvNJpvDp16nhSllepKV7N4rNFixbMnj2bdevWMWDAAPLy8pg+fToJCQm88sorpKenV/s9zOLVE2ivGrNRlXI6cuQIQ4cOJScnh3vvvZdHH33UDcpKR9ct92PFPLaaZm/pDQwMpHv37rz++uvs2bOHOXPm0KtXL5RSLF++nPvuu49WrVoxYcIE9u3bZwrN1cHdmnWnyQQUFhYyZswYzp8/T69evRg+fHipca04XFpVaopXs/ls1qwZc+bMYfXq1dx2221kZmby6quv0rZtW6ZNm0ZOTk6V0zabV3eivWrMRmXLae/evfTp04dTp07RtWtXpkyZ4vG7z7puuR8r5rHVNJtBb3BwMAMGDODTTz9l586dTJw4kaZNm5Kamsq0adPo1KkTt99+O/Pnzy9euc9q6Ol5Pk5RURGPPPIIP/zwA/Xq1eOtt94qs1GKioryoDrvUlO8mtXn9ddfz4IFC1i2bBkdO3bk7NmzTJgwgXbt2vH++++TnZ1d6TTN6tUdaK8as1GZctq0aRN33HEHJ0+epFOnTsybN4/AwEA3qnOOrlvux4p5bDXNZtMbGxvLmDFj+Pnnn/nmm2+47777iIiI4Ndff+WRRx6hRYsWvPjii/zyyy9YacE4d+ez7jR5EaUUY8eO5ZNPPiE0NJR58+ZRv379Mq8pLCz0kDrvU1O8mt1np06dWLZsGZ999hnx8fGcPHmSJ598kvj4eF588UWOHTtW4bTM7tWVaK8as1GRclJKMXPmTPr160daWhq9e/fmiy++8NqPPl233I8V89hqms2qV0Ro3749b775Jrt372batGl07NiRrKwsvvjiC/r27UvHjh158803SUpK8rbccnF3Put9mrxETk4O48aNY/78+QQHB/Pxxx/TqVOncq/LysqiXr16HlDofWqKVyv4FBF69uxJjx49+Prrr3nrrbdITExkypQpvP7663Tr1o1BgwbRs2fPMucUV8VrTk4OZ8+e5dy5c6SlpRX/X1RUBBibDUZGRhIZGclll11Go0aNCA8Pr5ZfV2CFcnUVNcmrlSmvnI4fP84///lPVq5cCcDw4cN59dVXCQjw3k8FXbfcjxXz2GqaraA3IiKCIUOGMGTIEA4cOMCMGTNYsWIFBw4cYOLEiUycOJG2bdsyYMAABgwYQKNGjbwt+RLcnc96nyYv7NO0Z88eRo0axZ49ewgKCmLevHncfvvtFbo2Ly+P4OBgl+ox694S7vBqRqzoUynFL7/8wqxZs1i+fDn5+fkA+Pn50b59ezp06EBCQgItWrSgQYMGhIWFAZd6LSgo4NSpUyQnJ5OcnMzJkyc5evRo8XHkyBFOnz5daX0xMTFcccUVNG7cmGbNmhEfH098fDxxcXEeeybDiuVaVSrrVe/TVDbuaptKK6dz584xdepUZs6cSW5uLrVq1WLq1Kn079/f5Roqi5U+R2ZtS8vDSnlsx2qaraYXDM1+fn6sXLmShQsX8s0335CVlVUc3qZNG3r06EH37t1p164dQUFBXlRr4Ip8Lqt90iNNHuTEiRO89dZbzJs3j7y8PK655href/994uPjK5xGcnJytXeVtgo1xasVfYoInTp1olOnTqSlpbFw4UKWLVvG+vXr2bBhAxs2bLgofu3atQkPDycgIIDAwEDy8vLIzs7mzJkz5c6XDgwMpF69etSqVYvatWtTu3ZtoqKiip+vKCgoICMjg/T0dI4fP87Ro0dJTU0lNTWVxMTEi9KKiYmhdevWxMfHF/+98sor8fNz/UxlK5ZrValJXq2MYzkppdi+fTvz5s3jiy++IDMzE4CBAwcyadIkLr/8cm9KLUbXLfdjxTy2mmar6YU/NPfp04c+ffqQnZ3N999/z+LFi/n222/ZunUrW7duZcqUKYSHh3PzzTdzyy230LZtW1q3bl18s9Qbmt2FZTpNIlIH+ADoBZwGnlJKfeIkngCvAKNsp94HxikvDanl5uayevVqlixZwpIlS8jLywNg6NChvPzyy0RERFQqvcWLF/PII4+4Q6rpqClere6zdu3ajBo1ilGjRpGens769etJTExky5Yt/P777xw/fpy0tDTS0i69++rn50dsbCxxcXHExcURGxtLo0aNuOKKK7jiiito1KgRsbGxlerUFBUVkZyczJEjRzh06BC7du1ix44dbN++ndTUVFatWsWqVauK44eFhdGsWTNatGhBy5YtadasGY0aNaJBgwbVunNWWrkWFRWRmZlJenp68ZGRkUFmZiZFRUUUFhZSWFhIUVERSimCg4MJCQkhJCSE0NBQQkNDqVWrFnXq1CE6OtotHb7KYvU6XB6uan9EpI0tnebAHmCkUmqr+x0YfPzxx7Rr145Vq1bx3XffcejQoeKwrl27MmHCBBISEjwlp0L4et0yA1bMY6tptppeuFRzWFgY/fr1o1+/fmRnZ7Nu3TpWr17N6tWr2bdvH9988w3ffPMNYLTtzZo1o02bNlx//fVcffXVXHXVVTRs2NCt033dnc+WmZ4nIv/FWLhiJNAGWAbcpJTaVSLeg8C/gB6AAr4D3lJKvVsyTVdNgSgoKCA9PZ3z589z7NgxkpKS2LdvH4mJiWzbtu2iJZr79+/Pk08+SYsWLar0Xl27duWHH36otmZHzDqlwB1ezYiv+ywqKuLMmTPk5OTw5z//mXnz5hEaGkpISAh169b12PMSSimOHDnC9u3b2b59Ozt27GDHjh2cPHnSaXwRIS4ujgYNGnD55ZcXPzcVERFBREQEYWFhl3RyHEe9vvzyS9q3b39R5yg9Pb34jr4rEJHiDpT9r+P/0dHRREVFXfI3KiqKiIgIl+V9Zeuw1abnuaL9EZEg4AAwFXgHeBB4DLhWKZXvmE512ib7aGtycjKnTp3i8OHD/P777+zdu5ejR49eFLdOnToMGjSIYcOG4Y2p6hXBSt+PZm1Ly8NKeWzHapqtphcqp/n48eOsWbOGX375ha1bt7J3716nizIEBgbSuHHj4hui9evXJyYmhvr161O3bt2L2tjIyEjCwsIICAgod1q9UooLFy5w66238vXXXxMdHV0lz+AD0/NEJBy4B2illMoEfhKRpcB9wLgS0e8HpiiljtmunQI8AFzSaaoq3333HePHjy/+EVTe0svx8fHFD85dddVV1XrvCxcuVOt6K1FTvPq6Tz8/P2JiYgBj0QZv/TgTERo3bkzjxo3p169f8fm0tDR2797N7t272bVrFwcOHODo0aOcOHGCkydPltqpqgj2B+pLYm8QIiMjizsx4eHhBAYG4ufnh7+/f/EIUn5+Prm5ueTk5JCbm0t2djbnzp3j7NmzpKenlzqKVxH8/f0JDg4mKCiIkJAQgoKCil/7+/sDf+yw7thoiQivvfZa8aiEL9dhF7Y/3TDa3Km2kae3RORx4Fbgf67SO27cOJYtW1aaFzp27EinTp3o2bMn7dq1Ky5ns+LLdcssWDGPrabZanqhcpobNGjA0KFDGTp0KADZ2dns3LmTLVu2sGvX17ojQQAAFAlJREFULg4fPsxvv/3GyZMnOXjwIAcPHqyUFhEhICAAf3//i47CwkLy8/PJy8srnurfvn179u/fX6n0K6zDCiNNIpIArFNKhTmcexzoqpTqVyLueaCXUmqD7XU7YLVSKrJkusuXL884efJk8dyWqKio1Dp16lT+qXMPcvbs2Xpm1+gqaorXmuITtFdfpQpeG/fo0SPGbYJciKvaHxH5py2sj0P8r23hUxzTcVfbZMU6aTXNVtMLWrMnsJpeqNGaS22fLDHSBEQA6SXOnQcu6QjZ4p4vES9CRKTkc019+/Z1dr1Go9FoNHZc0v44CSs1Hd02aTQajfnw/hPEFSMTKLmzXhSQUYG4UUCmtxaC0Gg0Go2lcVX7U5l0NBqNRmMyrNJp2g8EiMi1DueuB3Y5ibvLFlZePI1Go9FoysNV7c8uIF4ufqI5vpR0NBqNRmMyLNFpUkplAYuAf4tIuIh0BgYA851E/xD4l4g0EJHLMVYnmusxsRqNRqPxGVzY/qwBCoGHRSRYRP5hO7/qklQ0Go1GYzos0Wmy8X9AKJAC/BcYrZTaJSJdRMRxDd/3gK+AHcBOjKVh3/O0WI1Go9H4DNVuf2zLig8EhgHngL8CA0suN67RaDQac2KZTpNS6qxSaqBSKlwp1ci+saBS6kelVIRDPKWUelIpVcd2PGml55lEpI6IfCkiWSKSJCJDSoknIvIfETljO/5TYtqH6amE1+dFpEBEMh2O6q3d7kFE5B8isklE8kRkbjlx/ykiySKSLiKzRSTYQzJdQkW9ishwESksUabdPKe0ethGCj6w1dsMEdkqIn3KiG/Zcq2MV6uXa2m4qv1RSm1RSt2glApVSrVVSm1xh96yPoci0kNE9opItoisFpHG7tBQGcqrY2bUDCAiH4nISdvner+IjHIIM6VmABG5VkRyReQjh3NDbPmfJSKLxdjQ2euIyBqbVvv3yT6HMFNqBhCRwSKyx6btNxHpYjtvunpR4vs60/Yd/rZDuBk1NxGR5SKSZmtbp4lIgC2sjYhstundLMam4i7BMp2mGsR0IB+IBYYCM0SkpZN4f8O4a3k9xrz4fhibJVqJinoF+EwpFeFw/O4xldXnBDAJmF1WJBG5HWPflx5AY+AqYKLb1bmWCnm18XOJMl3jXmkuJQA4CnQFooFngQUi0qRkRB8o1wp7tWHlcvUVnH4ORaQexlTD8UAdYBPwmcfVXUqpdczEmgFeBpoopaKA/sAkEbnB5JrBaHt/tb+wtbvvYew9FgtkY2zAbBb+4fB9ch2YW7OI9AT+A4zAWB3zFuB3s9YLx+9rIA7IAT4HU39nvIMx8n8ZxobjXYH/E2MT8SXAR0BtYB6wxHa++iil9GGSAwjH6EQ0dTg3H3jFSdz1wN8cXo8EfvG2Bzd5fR74yNuaXeB5EjC3jPBPgJccXvcAkr2t201ehwM/eVuniz1vB+7x5XKtgFefK1crHyU/hxg329Y7vA7H+IHUzNtanWjfjrGpsCU0A9cBJ4FBZtYMDAYWOLarwEvAJw5xrra1z5Em0LsGGOXkvJk1rwdGOjlv2nrhoOl+4Hf+2MfVlJqBPUBfh9eTMTrRvYDjdv22sCNAb1e8rx5pMhdNgQtKKcetjLcBzkZfWtrCyotnVirjFaCfiJwVkV0iMtr98ryCszKNFZG6XtLjbhJE5LRtWst4+9C6FRGRWIw67WwlNJ8q13K8gg+Vqw9yUV1UxiIXv2GytqNEHTO1ZhF5R0Sygb0YnablmFSziEQB/wb+VSKopN7fsN3U9Jy6MnnZ9p2yzmG6ryk1i4g/0A6IEZGDInLMNnUsFJPWixLcD3yobL0NzKt5KjBYRMJEpAHQB/gfhq7tDvrBuAHjEr2602QuXLWJohWojNcFQHMgBngAmCAif3GvPK/grEzBeZ5YnbVAK6A+xt3kvwBPeFVRFRGRQOBjYJ5Saq+TKD5TrhXw6jPl6qNUeINdb+Gkjplas1Lq/zC0dMGYxpSHeTW/AHyglDpW4rxZ9QKMxZjS3ACYCXwlIldjXs2xQCDwJ4w60QZIwJhyalbNANieVeqKMaXNjlk1r8XoCKUDxzCmDS7GzXp1p8lc1KRNfCvsVSm1Wyl1QilVqJRaD7yJ8YXkazgrU/DBzS+VUr8rpQ4ppYqUUjsw7n5arkxFxA9jWmk+8I9SovlEuVbEq6+Uqw9j6g12S6ljptYMYGubfgIaAqMxoWbbw/C3AW84CTadXjtKqQ1KqQylVJ5Sah6wDuiLeTXn2P6+rZQ6qZQ6DbyOuTXbuQ9jevUhh3Om02z7nvgfxk2KcKAexvNL/8HNenWnyVzUpE18K+O1JAqwyohaZXBWpqeUUme8pMeTWK5MbaO6H2DcWbxHKVVQSlTLl2slvJbEcuXq41xUF0UkHONZEK+3HWXUMdNqdkIAf2gzm+ZuQBPgiIgkA48D94hIIpfqvQoIxminzYb9O8WUmpVSaRgjH443sO3/m7FeODKMi0eZwJya6wCNgGm2zvQZYA5Gx9Stm4jrTpOJUDVoE9/KeBWRASJSWwxuBB7GWB3FEohIgIiEAP6Av4iElPKcx4fASBFpISK1MIbz53pQarWpqFcR6WN7bgERaYaxMo9lytTGDIxpo/2UUjllxLN8uVJBrz5SrpanjM/hl0ArEbnHFj4BY/6/s6mWnqa0OmZKzSJSX4xlpSNExN+2SuZfgO9Nqnkmxo/dNrbjXYx9xG7HmA7ZT4x9x8IxRogXKaW8OgIiIrVE5HZ7/RWRoRgr0f3PrJptzAHG2OpIbeCfwNeYs14AICI3YUyB/LxEkOk020bvDgGjbfWiFsazWNtx9ybi3lz9Qh9OVwSpgzEvMwtjxY8htvNdMKbf2eMJ8Cpw1na8isNqIVY4KuH1v8AZjGHXvcDD3tZeSZ/PY9xpcjyex7hTkgk0coj7L+AUxjzdOUCwt/W7wyvwms1nFsZKPf8GAr2tvxI+G9u85dp82Y+hvlaulfFq9XL1laO0z6Et7Dbb92gOxg+MJibQW2odM7HmGOAHjI2K0zE2NH7AIdx0mp3UkY8cXg/BaIezMG501DGBxhiMpdEzbPn8C9DTzJptugIxlsQ+ByQDbwEhZq4XGCvPzS8lzHSaMTr+a4A04DTGs++xtrAEYLNNbyKQ4Kr3tS8pqNFoNBqNRqPRaDQaJ+jpeRqNRqPRaDQajUZTBrrTpNFoNBqNRqPRaDRloDtNGo1Go9FoNBqNRlMGutOk0Wg0Go1Go9FoNGWgO00ajUaj0Wg0Go1GUwa606TRaDQajUaj0Wg0ZaA7TRqPISJzRWRlJa85LCLPukuTWRGRJiKiRORmZ6815SMiw0Xkgrd1aDQajUajsT6606SpNrbOkLIdBSJyWkR+EpEnbTt123kE+LOXNF4QkeFuSHeNg/d8EflNRF4WkTAXv9VR4DJgg4vTrTIi0s3Bu+PxPw/raGh7324lgj7D2OFco9FoNNVARBqISJ6InBCRAG/r0Wi8ge40aVzFjxg/6hsD3YGPgX8AiSISC6CUOq+USvOeRLfxCYb3azB2WX8UmOzKN1BKFSqlkpVSBdVJR0SCXKXJgbYY/u3HX9zwHpVGKZWjlDrlbR0ajUbjA4wEvgbOAf28rEWj8Qq606RxFfm2H/UnlFI7lFIzgE5ADPAKXDo9T0TaisgKEUkRkUwR+VVEejtJO1RE3heRdNso1ksi4ueQTqCIPC8ih0QkV0R2iciDDuGHAX9gjn00xCHsBhH51vb+qSKySEQaO4Q3FJGFtvfNFZHfReSJEvpybN6PKKXmAx8BdzukcY0tjXMikmZ7v9aOCYjIIBE5aHuP9UB8ifBLpueJSIKI/GK7+3dARP5ccjqj7ZqHReQTETkPzLedj7WVR6qIZIjIOhG5pcR7lqvbRqrNv/1Is11vH4lqWCLd4lE/B1+DRORrEcm25fHwEtdEiMhUETlq83tYRJ62BR+1/V1tS+uw7ZpLpueJSF8R2WxLI0VE3nEcDbXXURH5m4gk2ercUnvHX6PRaGoatvZ2JDAXmAf8rUR4XRH5XESyROSUiLwgIvOkxHR8ERkjIntt7dwBEXlGj1pprITuNGnchlLqOMaI092OnRwHojCmUHXHGK34BlgqIk1LxBsDnADaA//EmOY3xiF8FkYn5UGgOfBv4D8iMtIW3h4oxBgBso+GICItgB+An4F2wK22eN+JSIjt2neAaOA2oBlGw3GsHOs5QKDtPWKBn4AUoAvQEdgHrBGRGFucBOC/wOfA9cBrwJtlvYEY0/+WA6k2f/fZ8qa+k+jPAesx8vhZEQkFVgORQB8gwZbWdyLSvKK6XcwrwIcYncVPgfft9UBEBOMOZ3+Mcm8ODMPwjs0XwD0YZdve2RuISDywFFiLkc/3A3cC75aI2h6jTt4B3A60xigTjUajqYn0AYKBFRg33nqISBOH8DkY36l3YrSjDYGBjgmIyPPA48BTGN/hj2C02c+5VblG40qUUvrQR7UOjLtPK0sJ+zugMH7MlxrPIf424BmH14eBH0vEeQk4avv/SqAIaFYizgRgq8PrC8BwJ7o/LXEuGMgGBjroeb4MvWuA923/C8bo2ll7uhjT9X4pcY0AvwGP2l5/BKwrEecftny72fa6SYnXDwCZQLTDNc1scZ51OKeAD0qkPRyj4xdQ4vwqYGoldHezpZ9l02I/upUIb1gineKycPD1L4dwfyADeND2uoctTrtSyqChLbybE58XHF7PBzaWiDPAVn8aO9SJFCDYIc5Y4KS3P2f60Ic+9OGNA1gCTHF4/T9gku3/a23fvz0cwgMxZgCstL0Ow2hXe5dIdxhwztv+9KGPih56WFTjbsT2V10SYIxYTMS4MxUHBAAhGM9FOfJzidfrgKdEJApjhEiATcaARDEBGKNGZdEeuEZEMkucD8FoCACmAu+JSB+MDtIypdTaEvHvF5HBGA2FP/AlRqfH/h43OHmPUIf3aAF8XyL8p3K0twD2KKXO208opfaKyDkncTeWeN0eI7/PlcizYIxRsorqtnM7kOzw+ng52p2x1f6PUqpQRFIA+5S4G4A0pdSmKqTrSEuMjqEjP2DUnxZAku3cXqVUnkOcEw5aNBqNpsYgIg0wRt0THE7PA6bYRo9a2M79Yg9UShWIyCaM2QxgfPeGAgvFYXo8RnsZIiIxSqlUNBqToztNGnfTEjgPnHESNhdoBDwJHML4wf4pUJnFCuzT/m7CuJPlyCUdNSfXzsf2zFUJzgAopeaIsRpcb4wpWytE5Eul1L0Ocb8EngbygRNKKcfnaPwwOkT/4FLOOzlXGcrzZyerxGs/YA9wl5O42Q5xKqr7sFLK2ZTFItvf4p6ZiPjjfFpwfonXqpR4nsCZFnEWUaPRaHyckRidmy0lbrL5YywIYf+eL6s9sn+X/xnY7yT8bDU1ajQeQXeaNG7DdodqKLBIKVVU4gsX4BbgSaXUUlv8cOAqYGeJeB1LvL4JOK6USheRzbZzjZRSX5chJx/jS96RTRjP0PymlCr1C18pdRJjzvYcEVkO/FdE/k8plW6Lkq6UOljK5ZuwTYdTSuWWEme3zZMjnUt18sc1o0Qk2j7aJCLXAbXKuc6uaZhNd0o1dJeHPe3L+WOxhjZUvgOyGagtIu1KGW2yd3JKlm9JdmHUOUe6YjT2uyqpSaPRaHwahwUgXsJ47taRpzEWhHjY9roTthkTtsUdbuCPDtIuIBe4Sim13M2yNRq3oReC0LiKIBGJE5HLRaS1iIzGmFaXgvHgpzP2AUNt8dtgfCk7++HbRozV8ZqKyBCMB0inANg6K7OBWSJyn23Ft+tF5K8iMtYhjUNAd5u+erZzL2E8kPqRiNwoIleKSHcReVNErgIQkWm2FdeuFpGWGAtOHMV45qYiTLN5WiIiXWyrxd0sIi+KiL2j9AbQyXauqYjcBTxWTrofYzw/9KGIxItIB+ADjNG68kagPrblxzIR6WXT1EFEnhIR+8O7FdFdHgcxprw9LyLNxFj5740K6CvJKowl7T8TkQG2cuosIqNs4acx8qKXrQ7WLiWdyUBbEXnDpqc38DbwsVLqSCU1aTQaja/TB7gCeE8ptdPxwJgp0gsoAL4CpotIV9sCS+9hLPRkPFirVCZGe/uSiDwkIteJSEsRGSwi//GCL42mSuhOk8ZVdAFOAkcwnv0ZivHDu60qfa+cERh1cCOwGOPh0l+dxHsb4zmnTbb/p3Hx6nJ/w/gx/gzGCMz3GCuj/e4Q5zGMO1+Hsa26ppTagzHCE4Gxct9ujJX4QjH2ogBjVGQqxujXWiAc6FPWyJQjNu+dMH7YL8LoKH5s83PSFmczMAQYDOwAxmGshFdWutlAX4xnbX7FWExiKkbnocyRIdvIUVeM/JyDcTdwEXAjtud6KqK7At4vAP8PYxGQLcB0jDIqKus6J+kojDn1yzFWutuH4beeLbwIeAgYhLHAxZZS0tmOsQLfLRgLfMwHlmEsVqLRaDSai/kbsKGUm0qrMKbVjcJoy3dirK63BuO51u9waIuUUi8A/8JYxGgbxnO7/8RokzUaSyAV/O2n0WhMjhj7Sx0G+iulvvKyHI1Go9HUQGzPru4Fliqlyps1odFYBv1Mk0ZjUUTkXow7eocwRoBexRgp+tabujQajUZTcxBjY3T7jIJIjBGkJhhT+DQan0F3mjQa61IXY8n2BhjTJNYBfy6xXLZGo9FoNO7EH3gWuAbjGaedQHel1A6vqtJoXIyenqfRaDQajUaj0Wg0ZaAXgtBoNBqNRqPRaDSaMtCdJo1Go9FoNBqNRqMpA91p0mg0Go1Go9FoNJoy0J0mjUaj0Wg0Go1GoykD3WnSaDQajUaj0Wg0mjL4/wn7WcxlQhgUAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Drop the interecpt column if it is present\n",
"if 'Intercept' in X_test.columns: X_test = X_test.drop(columns = 'Intercept')\n",
" \n",
"test_index = 5\n",
"investigate_obs(trace_log, X_test.iloc[test_index, :], y_test.values[test_index])"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ckcMANT1ODwe"
},
"source": [
"# Investigate Wrong Classifications"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:20.625110Z",
"start_time": "2019-02-11T13:20:19.587213Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 1619
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2354,
"status": "ok",
"timestamp": 1525025239306,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "UqtHPIGKODwu",
"outputId": "c1ed8e2d-c9f1-4656-95b0-1c988dcf68d1"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Median estimated probability: 0.24\n",
"5% estimated probability: 0.18\n",
"95% estimated probability: 0.30\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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lcyj1+3i2oZsHd7am1aZTtFnB9OnTR/8/a9Ysmjs6ONbRwcyZM0dfnz17th2mTRrdSlL1SnFpMDg4aLcJlmGntqG1ay1t3wl+G4kovvTnA7T3D3NWXSmfvrwef77x+eqq06upKing84/u5+fbmrliQSVTy1KbQDZTW6qf4LPFkSNHTvr/tKlTqZs+naNHjya9xk3olhRytqegc024ndr677qL/rvusqx9J/jtz3s72N8xwLRyP1++cv5oQoixYlaAy+ZNYWgkwo+2pP6gc4I2q/jZz37G0aNH6erq4s477+Td730v77zxRn75y1+ye/du+vv7+U50kzy34a1T0ASda8I9bdYRGolw71bDhg+vmEGgKHln+x8unElxQR5/a+jmhcbulNq2W5uVvOtd7+I973kP5557LvPmzeNTn/oUV155Jf/wD//Au971LlasWMGll15qt5kZods6hZwdPioqKrLbBMuwU5tv+3YAwsuWWdK+3X777evttPcPM7+qmMvmTxnzuppSPzeeO43/eqGJ+3e28qbZE29IZrc2Kzn33HP59Kc/feKF/n7o72f9+vUnVR3ddNNNo///7Gc/m00TMyYvT6/P1nqpSYPi4mK7TbAMO7UFVq0isGqVZe3bqa0vFOZX241P8x9aMZ28CUpO37qoGr9P2N7Uy7Hg0ITt6xyTiQ9O3549+JJsc+FGvKSgCV1dXXabYBmeNmt4ZHc7waEwS6aW8qbZE29TXVaYz6XzjN7En/Z2THi9zn5z6uE/ZjAykvmCRSeSs0mhurrabhMsw9NmPkop/rjHeLC/b2ldygvTrjndsPfPezsJR8bfYllXv+3YsYNVFvYe7cZbp6AJPT09dptgGZ4289nZ3MuR7iGqSwpS6iXEOGd6GTMCftr7h3n56PhHNursN517Crppy9mk4B3W4k7s0vaH3UYv4ZpF1fjSWKUsIlwd7S08umf8ISSd/ebkg2gmi27acjYp6FwT7mkzl+DgCM8cOo5wYjgoHa46rRoBnjscZGB47E+VOvtNt1r+eHTTlrNJQeeacE+buTy+r5PhsGL5rHLqytPf3rq6tIDFU0sYiSi2N/WOeZ3OftOtlj8e3bTpNUOSBjqX/9mpLfjEE5a2b4e2WOXQWxfVZNzG+bMreL21nxcau7moPvmaBZ1jMrFsM7xokU2WmI9XkqoJOh9oYqe28LJlli1cg+xrO3x8kAOdg5T5fVwwJ/UJ5kRik9MvNAbHHIPWOSZPqdYqKTG+HMTb3/52Nm3alPbPeYfsaEJ3d2pbD7gRT5t5/PXgcQAurq+gwJf5n8vC6mIqi/Np6xvmUFfyje909dvb3/52Zs+ePfr1pje9afS9V199lYsuuoiFCxfywx/+cPT14eFh1qxZ45hN8oaGhvj85z/PkiVLmDdvHv/8z/88OmwUDod5+9vfzvTp0y3RGAqF+Na3vsWKFSuYNWsWS5cu5R//8R85fPgwkHkyG4ucTQo1NZkPBTgdO7WVrF9PSdy2BWaTbW1PHzAWlI23pUUq5Ilw/iyjt/BiY/LSVJ1j8pvf/CaNjY00NjbywgsvkHf4MHmHD3PHHXdwxx138Ne//pU777yTlpYWAH70ox/xjne8Y/QMBru566672L59O88++ywvvvgiO3bs4Hvf+x5wYp3Ct7/97ZM0xpisxnXr1vHoo49yzz33cOjQIZ5++mmWLVvGU089ZYnWnE0Kun4qA3u1FW7aRKGJn1oSyaa2w8cHOdhlDB2dO2PyR2XGDyElQ+eYTBwyk44OpKODhoYGLrvsMmbMmMH8+fM5cuQIjY2N/O53v+NjH/vYhO2uW7eOxYsXU19fz7XXXsvrr78++t6tt97Kpz/9ad73vvcxZ84c1qxZw8GDB0ff37x5MxdccAH19fXcdttt45aW/ulPf+IjH/kIlZWV1NTU8NGPfpRf/OIXwMTrFCaj8cknn+TJJ5/k3nvv5bzzziM/P59AIMAtt9zCBz7wgQl/P5mQs0lBt4qBeDxt5mDW0FGM82aWkyfwaksvfaFTHyQ6++3rX/86Cxcu5JprruGZZ54Zff2MM85g8+bNHD16lMbGRubNm8fnPvc5vvKVr6RU6rlmzRpefPFF9u7dyznnnMNHP/rRk95/8MEHue222zhw4ADz58/na1/7GmAcffrBD36Qz3/+8+zbt4+5c+fy/PPPj3uv+KShlKKpqYlg8MQc0Ve/+lXTNT711FOcd955We0x5WxS0Lkm3NNmDmYNHcUoK8znzLoyIgq2HT119bLZ2iqrqsb88m/cOHqdf+PGca+Np3zlyqSvj8ftt9/Oyy+/zGuvvcYHP/hB3v/+93OgqQkwHqQ/+clPuPHGG/n617/O888/T1lZGfX19dx444287W1v4+GHHx6z7Ztuuony8nIKCwv57Gc/y6uvvkoweKIndu2117J8+XLy8/N573vfy6uvvgrAY489xqJFi3jnO99JQUEBH/vYx5g6deqY91m9ejV333037e3ttLS0jJ4b3d/fT0FBAbfffjtbt249SWOsVzIZjZ2dndTV1aX8uzaDnC1JbW5upr6+3m4zLMHTNnkaTR46irFsRhk7m3vZ2dLLm+ednGx09duKFSsYGhqisLCQG264gQceeIDHnn+ej7773cyePZtf//rXgPGAvfrqq3nggQf4zGc+w7vf/W6uuuoqLr74Yi6//PJTzrAOh8N87Wtf4ze/+Q3t7e2jpaEdHR0EAsZQXfwDtbi4mN5eY51Ic3PzSUeBishJ3yeyYcMGuru7ufzyy/H7/axdu5adO3cydepUhoeHWbFixei1oxofe4yPfOQjk9JYVVXF/v370/6dT4ac7SmUlpbabYJleNomz5YGY3z/wjkBU4aOYpxVVwbAq82nLmIzW1tXZ+eYX6F160avC61bN+618fRs3pz09YmIr+UXkaTj99/97ndZu3YtU6dOZdeuXSxbtoxAIMCMGTM4cODAKdfff//9PPLIIzz00EM0NDSwY8cOILVtJ+rq6k46ClQpddL3iRQXF/Od73yH1157jW3btlFZWcnSpUvJy8tLuk7BLI2XX345W7duHdc2s8nZpODz+ew2wTI8bZPnucOxpDDx4TjpsHhqCXkC+zsG6E+YV9DRb93d3Tz++OMMDQ0xMjLCfffdx5YtW1hz/vknXbd7926eeeYZPvzhDwNQX1/P008/TWtrKwcOHEg6pt7b20thYSGVlZX09/fz1a9+NWW7rrrqKvbs2cPvfvc7RkZGuPvuu2ltbR3z+qamJo4dO4ZSihdffJHvfe97o4cABYNBHn/8cQYHB0/SuHr16klrvOKKK7jiiitYu3Yt27dvZ2RkhJ6eHn76059y7733pqw3HXI2KcSPO+qGndpGli5lZOlSy9rPhrbg4Ai7WvvIzxOWz8p8wVoyigt8nFZTQkTB6619J99Xw5gcHh7mG9/4BmeccQYLFy7knnvu4ec//zkLFi1CxS1eu+222/jmN785mhi/9KUvcffdd3PxxRfzyU9+Mum4+vve9z5mz57NWWedxUUXXXTSEM5EVFdX85Of/IQ77riDBQsWcODAAS644IIxrz906BDXXHMNs2bN4tZbb+X2228f3Q58cHCQb3zjG5x++uknaVy4cOFJbWSiEWDjxo2sWbOGm2++mblz53LJJZewbds2rrjiipT1poO4fYe/LVu2qMWLF6f9c/39/ZQ4bEWlWXjaJsdf3ujkO081cO6Mcr791oUT/0Ca3P3cER54tY2bzp3G2uXTR1+fjLZgMDg6ju5EwuGwlj0hcL62sWJj69atL69evfqUTJqzPYXONMdE3YSnbXI8f/jEfIIVnDnNmFfYmTCvoLPfdDtzIB7dtOVsUnB7D2k8PG2ZMxyO8OIRYxjH7PmEGGfVGRPKu1v7GImcXPvu4WE3OZsUamtr7TbBMuzUlm4Ne7pYre3V5j76hyPUTylieqDQkntMKS5gVkUhQ2HFG+39o6/rHJOJR1b6tm3Dt22bTdaYi3ccpybE9h/REU9b5jzXaO3QUYyzo0NIr8UNIensN51Xa+umLWeTQllZmd0mWIanLXNim9W9yaKhoxhnRoeQdracqEDS2W9OnoidLLppy9mk4OGRSHPPEEe6hygpyOOMqdYuklsSTQp72/onuDI1lFLenITHKWQSFzmbFGLL3XXE05YZLx0x9iM6b2Y5+XnWHpwyI1BIqd9HR/8wHX3G8MNktBUVFdHfb06CsQLdKnTicao2pRTd3d1pr5TXa4YkDbK9yVQ28bRlxkvRqqMVJi9YS0aeCKfVFLO9qZc97X1cXDplUtoKCwsZGRlx7AK4cDjM0NDQ6Pf+l18GILRggV0mmUaiNqeglKKsrCztifCcTQptbW3Mnj3bbjMswdOWPiMRxfYmo6eQjaQAsKimxEgKbf1cXD9l0tqcvOdVY2PjSdoqb7sNgK5bbrHLJNNI1OZ2bE0KIvKPwDrgbOCXSql1ce+tBn4IzAGeB9YppRpMvLdZTTkOO7X13Xmnpe1bpW1Xi1GKOmdKEVPLsnNW8um1xkM8VpaaSzFpdZxkE938ZndPoQn4GnA1UBx7UURqgAeBW4DfAV8F/he40KwbV1lYS283dmqL333TCqzSdmLoyLxtsifi9BpjS4s9bf0opXIqJq2Ok2yim99snWhWSj2olHoY6Eh46zrgNaXUfUqpQeDLwFIRSX+TozFoa2szqynH4WlLn2zOJ8SYWlZARVE+PUNhmntCnt9cim7anFp9dCawI/aNUqoP2B993RScvHnYZLFTm3/jxpNO9TIbK7QdHxhmX8cAfp+MLirLBiLColqjt7C3vT+nYtLqOMkmuvnN7uGjsSgDEtNvN3BK3761tZWbb76Z/Px8wuEw1113HbfeeivNzc2Ulpbi8/kIBoPU1tbS2dmJUora2lqam5uJRCKAUQpYV1dHW1sbIkJVVRVtbW0EAgHC4TB9fX1MmzaN5uZmCgoKqKiooL29nYqKCkKhEAMDA6Pv+/1+ysvL6ejooLKykoGBAQYHB0ffLyoqori4mK6uLqqrq+np6SEUCo2+X1xcjN/vp7u7m5qaGrq7uxkeHh59fzxNLS0tlJWVEQwGCQaDtmhatmEDAG+sXGmqppifCgoK6O3tNVXTrh7jnNwFFT4ID9NwNDt+AphaEALgpQMtTJstFBYWujr2xvp7am5uBhjVFIuTQ1dd5VpNMT91dXURDAZd56excMTW2SLyNWBWbKJZRP4fUKCU+njcNTuBLyulHoj/2Uy3zm5oaNDy6EOwV1ts36N0T+ZKFSu0/dvTh/njng4+fP50rl+a3fOtnzvczZf+fIBzppXxibP9OROTVsdJNnHrs8RtW2e/Boye1CIipcCC6Oum4B1u706s0LbjmFGKauZZzKmyKDrZ/EZHP7VT9V1f4sWke7A1KYhIvogUAT7AJyJFIpIPPAScJSLvib7/JeAVpdRus+4d687qiKctdVp6QjQFQ5T6fSyszv7BRJUlBdSUFjAwHOGVA01Zv3+28GLSPdjdU/giMAB8Frgp+v8vKqXagPcAXwe6gAuA6828cUFBgZnNOQpPW+psiy5YO2d6GT6Lt7YYi4XVRjV204Att88KXky6B1snmpVSX8YoN0323l8A00pQE6mosHYXTDvxtKVOLCnYMXQUY35VMc8dDtI6ZPdnNOvwYtI96BuFE9De3m63CZbhaUsNpRQ7oklh2Qz7tq1eEB222tuq70aGXky6B6eWpFqObtk9Hju1WV1NYqa2w8cH6RwYoao4n/opRaa1my7zq4zho6N9EdtssJpEv+lQdRRDt2dJzvYUQqGQ3SZYhqctNbY1GZ/Ml84ot3X/mukBP8UFeXQNhjk+oNcpXjG8mHQPOZsUBgb0ndXztKWGE+YTwNhGe16l0Vs40Kmn77yYdA85mxR0qy2Ox05t5StXUr5ypWXtm6UtHFG8cszoKdg5nxBjfrQCaX+HXg+YGIl+szpOsoluz5KcTQq61RbHY6e2/B07yN+xY+ILM8Qsbfs6+ukLhZle7mdaeaEpbU6G2LyCrj2FRL9ZHSfZRLdnSc4mBb8/O3vm24GnbWK2jVYd2Tt0FGNBtKdwQNOegheT7iFnk0J5uTMeBlbgaZsup+UKAAAgAElEQVSYbUeNoSO75xNizK0sQjAqokJh/aqQvJh0DzmbFDo6Eo9w0AdP2/iEwhFea4lVHtk/nwBQXOCjriSPsILDXYN2m2M6Xky6h5xNCpWVlXabYBmetvF5vaWPUFgxr7KIymLnbFEQm2zWcV7Bi0n3kLNJQbcysng8beMzOp8w01nd/pmlxp+jjhVIXky6h5xd0Tw4qF8XPYad2obWrrW0fTO0bY8uWls23VlJYXqRcbaJjj2FRL9ZHSfZRLdnSc4mBd1qi+OxU1v/XXdZ2v5ktQ2ORNjT1odg7IzqJM5bMB22v8GBzgGUUrausjabRL9ZHSfZRLdnSc4OH+lWWxyPp21sdrf2EVZGCWip32eSVeYQ6m4nUOijZyhMW59e2114MekecjYpFBXZtwGa1dipzbd9O77t2y1rf7LadjYbQ0dnT3NWLwGguLh4dL2CbvMKiX6zOk6yiW7PkpxNCsXFxXabYBl2agusWkVg1SrL2p+sNqcnBV1XNif6zeo4ySa6PUtyNil0dXXZbYJleNqSMxyO8HpLHwBnTSs1yyTT6OrqGj1bQbeegheT7iFnJ5qrq6vtNsEyPG3JeaN9gKGwYs6UIqY4aH1CjOrqasJDxjyHbj0FLybdQ872FHp6euw2wTI8bcl5dXToyHm9BDC0zZ5SSH6ecCw4RH8obLdJpuHFpHvI2aSg28EY8XjakuPk+QQwtBX48qivLEIBB7v06S14MekecjYp6FZbHI+n7VTCEcWro/MJzkwKMW2jk80azSt4MekecjYp6FZbHI+n7VQOdQ3QFwpTV+ZnapkztzqOadOxAsmLSfeQsxPNupWRxWOntuATT1jafqbaXnNw1VGMmDYd1yok+s3qOMkmuj1LcjYp6HYwRjx2agsvW2Zp+5lq2xVNCkumOjcpxLTFegoHuwYJRxS+PPdvd5HoN6vjJJvo9izJ2eGj7u5uu02wDE/bqcR6CmfWOXM+AU5oCxTlU1NawNBIhGM9QzZbZQ5eTLqHnE0KNTU1dptgGXZqK1m/npL16y1rPxNtHX3DtPSGKCkwKnucSry2BZpNNif6zeo4ySa6PUtyNinolt3jsVNb4aZNFG7aZFn7mWjb1Wr0EhZPLXX0UEy8ttgQ0n5NJpsT/WZ1nGQT3Z4lOZsUhof12oUyHk/bycSO3jyzzrnzCXCyttFT2DTpKXgx6R5yNinoVlscj6ftZNwwyQwna9OtLNWLSfeQs0lBt9rieDxtJxgaibCvYwDBGD5yMvHaZgQKKfQJbX3DBAdHbLTKHLyYdA85mxRKS539gJgMnrYT7G3vZySimFdV5LhDdRKJ1+bLE+bGSlM16C14MekecjYp+HzOfkBMBk/bCUaHjhxcihojUZtOk81eTLqHnE0KwWDQbhMsw05tI0uXMrJ0qWXtp6stVnnk9PkEOFXbAo0mmxO1WR0n2US3Z0nOrmiura212wTLsFNbz+bNlrafjjalFHtGy1FLrDLJNBK16TTZnKjN6jjJJro9S3K2p9DZ2Wm3CZbhaTNo6xumc2CE8kIfMwOFFlplDona5kWTQkPXICMRZYdJpuHFpHvI2aSglLv/yMbD02awO9pLWFRbgohzF63FSNRW6vcxrdzPcETReHzQJqvMwYtJ95CzSUG3Ll88dmqrrKqisqrKsvbT0ba7rR+AxbXOn0+A5Np0GUJK1GZ1nGQT3Z4lOZsUWlpa7DbBMjxtBrtdNJ8AybXpcuCOF5PuIWeTQlmZ80sUM8XTBiMRxRvtRk9hkUt6Csm0jW534fKegheT7iFnk4KH3hzqHGAorJgR8FNR5N4iuwWaDB95uIecTQq9vb12m2AZnrYT8wlu6SVAcm115X5KCvLoGhihq9+9G695MekecjYp1NXV2W2CZXja4uYTat0xnwDJteWJjJamunllsxeT7iFnk0JbW5vdJliGpy2u8sgFK5ljjKVtgQbzCl5Mugf3DrZOEjfUrWeKndr67rzT0vZT0dYXCtN4fJD8PBl9oLqBsbTpUIGUqM3qOMkmuj1LcjYpVGlSI50MO7WF1q2ztP1UtO1r70cB86qK8Pvc0xkeS5sOaxUStVkdJ9lEt2eJo/9iRGSuiDwiIl0i0iwiPxARUxKZbl2+eHJd295YKWqNe4aOYGxtc6uKyRNoPD5IKBzJslXmkOsx6SYcnRSAHwGtwHRgGXA58HEzGg4EAmY040js1ObfuBH/xo2WtZ+KtlhSOM1Fk8wwtrai/DxmBAoJKzjc5c7tLhK1WR0n2US3Z4nTk8I84NdKqUGlVDPwKHCmGQ2Hw2EzmnEkdmor3bCB0g0bLGs/FW2xRWun17hnPgHG1+b29QqJ2qyOk2yi27PE6UnhLuB6ESkRkZnAWzASw6Tp6+szoxlHksvaeoZGaAqG8PuE+kp3JYXxtMVWNru1LDWXY9JtOH2i+a/AR4Ag4AN+Bjwcf0Frays333wz+fn5hMNhrrvuOm699Vaam5spLS3F5/MRDAapra2ls7MTpRS1tbWEw2E6OjoAY/FJXV0dbW1tiAhVVVW0tbURCAQIh8P09fUxbdo0mpubKSgooKKigvb2dioqKgiFQgwMDIy+7/f7KS8vp6Ojg8rKSgYGBhgcHBx9v6ioiOLiYrq6uqiurqanp4dQKDT6fnFxMX6/n+7ubmpqauju7mZ4eHj0/fE0tbS0UFZWRlFREQ0NDbZoqoz6paGhwVRNMT9VVlbS2Ng4pqZjEePa2eX5DA30c9TBfkqMPYD+/v6kfiob6QFgb2svDQ0NrtEU81M4HKarq2tUUyxOmpqaHP/3NNEzwu/3nxTvbnhGjIc4ddtXEckDDgL3AN8DyoCfAHuUUrfFrtuyZYtavHhx2u03NDRQX19vkrXOwk5tsZ0vuyzaY34ibb/c3sxPXzrGO5fUcOvFsy2xwSrG09bRP8wN//MqJQV5PLj2HPJcVgaZqM3qOMkmbn2WbN269eXVq1evSHzdycNHVcAc4AdKqSGlVAfwU+CtZjReUFBgRjOOJJe1xeYTTqtx1yQzjK+tuqSAqpJ8+ocjNAWHsmiVOeRyTLoNxyYFpVQ7Rk/hYyKSLyJTgA8Cr5jRfkVFhRnNOJJc1harPDrdZZVHMLG206oNTbHE5yZyOSbdhmOTQpTrgGuANmAfMAx80oyG29vbzWjGkeSqtq6BYVp7hynKz2N2RVEWrTKHifwW6/280e6+yeZcjUk34uiJZqXUduAKK9rWLbvHY6c2q8eIx9MW+wS9sKYYX567xtwhhZ5CjT49BR3mEmLo9ixxek/BMkKhkN0mWEauaot9gnbjfAJM7LfT45JCxKEFImORqzHpRnI2KQwMuK8Lniq5qm1fbJK52p1JYSK/VZeemGw+5rLJ5lyNSTeSs0lh2rRpdptgGXZqK1+5kvKVKy1rfzxt+zpiPQV3LVqLkYrfYglvr8vmFRK1WR0n2US3Z0nOJoXm5ma7TbAMO7Xl79hB/o4dlrU/lrbg4AgtvSEKfcIsF04yQ2p+c+u8QqI2q+Mkm+j2LMnZpOD3++02wTJyUdu+DuMhOb/anZPMkJrf3JoUcjEm3UrOJoXy8nK7TbCMXNS2LzqcstCl8wmQmt/cOtmcizHpVnI2KcT2PdKRXNT2RkesHNW9SSEVv1WXFlBV7L6VzbkYk24lZ5NCZWXlxBe5lFzUFuspnOai4zcTSdVvi6LnTu9udc8QUi7GpFvJ2aSgWxlZPLmmrS8U5mhwiPw8ob7SnZPMkLrflkSTwuut7tmyOddi0s04ekWzlQwOuvMEq1SwU9vQ2rWWtp9M2/5oKercyiIKXHQmcyKp+u2MqcYQmZuSQqI2q+Mkm+j2LMnZpKBbbXE8dmrrv+suS9tPpi1WeeTWlcwxUvXbaTUl5IlxCtvgSISifOcnwkRtVsdJNtHtWeL8aLII3WqL48k1bbGVzAtdPJ8AqfutuMDHvKpiIso9pam5FpNuJmeTQlGRe8eeJ8JObb7t2/Ft325Z+8m0vREdPnJz5RGk57czaqPzCi3uGEJK1GZ1nGQT3Z4lOTt8VFzs7k+V42GntsCqVYB1u2AmahscidB4fJA8gflV7vZpOn5bPLWE3+92z7xCojar4ySb6PYsydmeQldXl90mWEYuaTvYOUBEwZwpRRS6YGx9PNLx2xlxFUhOPVI3nlyKSbfj7r+iSVBdXW23CZaRS9pOnKHg7qEjSM9vMysKKS/00TkwQlvfsIVWmUMuxaTbydmk0NPTY7cJlpFL2nRYtBYjHb/libCo1j2lqbkUk24nZ5OCbgdjxJNL2vZpsL1FjHT9FhtCes0Fk825FJNuJ+2kICJ/EZH3iYirtwbUrbY4nlzRFgpHONRlLBxa4PJJZkjfb2dPKwNgZ3OvFeaYSq7EpA5k0lM4F/gfoElE7hKRs022KSvoVlscT65oa+gaZCSimFVRSInfZ6NV5pCu386YWkp+nnCgY4CeoRGLrDKHXIlJHcgkKUwHbgS2AZ8AtovI8yLy9yJSZqp1FqJbGVk8dmoLPvEEwSeesKz9eG26LFqLka7fCvPzWFRbgsL5Q0iJ2qyOk2yi27Mk7aSglAoppX6llLoSmA98DagD7gaOich/i8glJttpOrodjBGPndrCy5YRXrbMsvbjtemyaC1GJn47JzqE9MoxZw8hJWqzOk6yiW7PkklNNCulGpRStwPzgGuAzcA64K8isktE1ju199Dd3W23CZaRK9piPYXTXHywTjyZ+O3s6e6YV8iVmNQBs6qPlgHvAC4FBNgPRIA7gTdE5GKT7mMaNTU1dptgGXZqK1m/npL16y1rP6YtHFEc6DR6Cgs0GT7KxG9LppaSJ8Z6jf5Q2AKrzCFRm9Vxkk10e5ZknBREZIqI3CoiW4GXgFuAPwFrlFKnK6XOAtYA/cAPTbHWRHTL7vHYqa1w0yYKN22yrP2YtsPHBwmFFXVlfgJFeuzWkonfSvw+TqspIaJgl4PXKyRqszpOsoluz5JMSlJXi8gvgCbg+0AJcBswUyl1vVJqdPYo+v9vAWeaZK9pDA87fxVopuSCtthKZrdvlx1Ppn5zw7xCLsSkLmTyEesxYAh4ELhHKfXUBNfvA57N4D6WolttcTy5oC2WFE6v1WPoCDL32znTy7hvZ6ujk0IuxKQuZDJ8tAGjV3BjCgkBpdRmpdTKDO5jKbrVFseTC9r2ajbJDJn77axpZeQJ7Gnro8+h8wq5EJO6kElSCAAzxnpTRM4UkS9lblJ2KC0ttdsEy9BdWziiRo/g1Gn4KFO/lfp9LK4tJaxgxzFn7sOje0zqRCZJ4XbgnHHePyt6jaPx+dy/AnYsdNfW0GVMMk8v12eSGSbntxWzygF46Ygzk4LuMakTmSQFmeD9IsDZa+6BYDBotwmWYae2kaVLGVm61LL2g8HgiaEjjXoJMDm/LZ8VAODlI86M60RtVsdJNtHtWZLSxywRCQBT4l6qFpE5SS6twtgCo9EE2yyltrbWbhMsw05tPZs3W9p+bW0tv93WAcDpmiWFyfjt9JoSygt9HOsJcbR7iJkVhSZaNnkStVkdJ9lEt2dJqj2FTwIHo18KuCvu+/ivlzHWJvzYdEtNplODYwDHQndtoz2FWr2SwmT85ssTzpthDCG9fNR5n1x1j0mdSHVA9snovwJ8CXgIeCXhGgX0As8ppf5minUW4oYjDDNFZ23D4cjoSmYdDtaJZ7J+Wz4rwFMHj/PSkSDvWOKsT686x6Ru2lJKCtHS06cARKQe+LFS6nkrDbMa3bp88diprbKqCrDuQPaBggDD4Q5mBAopK9Rnkhkm77fl0cnmHcd6GQ5HKPA55wytRG1Wx0k20e1ZkskuqR9ye0IAaGlpsdsEy9BZ29aDhrbTa/TqJcDk/VZb6qe+soiB4YjjttLWOSZ10zbhR63YhLJS6nD89xMRu96plJU5cvNWU9BZ29EB43OMbpVHYI7fLpgdoKFrkC2Hu1kWnWNwAjrHpG7aUukpHAIOxB2/eYjkk8yJXx4epnPwuHEerm6VR2Zxcb1RJPi3Q93ajXV7ZIdUBmXvwJhEHkn43tX09vZSXV1ttxmWoKu24XCEw91GUtDlYJ14zPDb4qklVBbn09Ib4kDnAAscsg2IrjEJ+mmbMCkopb483vdupa6uzm4TLENXbYe6BhlRMKuikFINzmROxAy/5YlwUX0Fj+zu4NlD3Y5JCrrGJOinzTnlCVmmra3NbhMsQ1dtuq5kjmGW3y6JDSE1HDelPTPQNSZBP21p1/SJyEJgoVLq0bjXLgC+iLGi+WdKqXvMM9EaRCbarcO92Kmt7847LWt7b1t0u2xNk4JZfls6o4ySgjwOdA5yLDjE9ID9q5sTtVkZJ9lGt2dJJoXe38Z4+D8KICI1wB+BMmAA+A8RaVVKPWyalRZQFa2T1hE7tYXWrbOs7RNnKOiZFMzym9+Xx/mzAzx14Dh/a+jmPWdPNaXdyZCozco4yTa6PUsyGT5aAfwl7vsbMLbTPg+oBZ4H/mnyplmLbl2+eHTUFhqJcKhrEAEWaraSOYaZfosNIT190BlDSDrGZAzdtGWSFGoxjuKMcQ3wrFLqVaVUCPgVsMQM4wBE5HoReV1E+kRkv4hcaka7gUDAjGYciZ3a/Bs34t+40fR2D3YNMBJRzCgvoLhAv0lmMNdvF8wJUJifx67WPo71DJnWbqYkarMqTuxAt2dJJkmhj+iOqSLiA94M/DXu/QGMnsOkEZErMYarPgSUA5cBB8xoOxx25glVZmCnttINGyjdsMH0dt9oN/Y7mjelwPS2nYKZfisu8HFxfQUAT+7vMq3dTEnUZlWc2IFuz5JMksJrwFoRqQb+HmMu4bG49+sBs/pTXwHuUEo9p5SKKKWOKqWOmtFwX5+ztgEwEx21xSaZZ+o5nQCY77eVCyoBeGJ/l+0L2XSMyRi6acskKXwXOBtoBX4IbAOejnv/KmDrZA2L9kJWALUisk9EjojID0TElAFl3Q7bjkdHbbFy1PPm2j9pahVm+23FrACBQuOkuoOdg6a2nS46xmQM3bSlXX2klPqDiKwC3gl0Az9Q0Y8h0d7DEWCTCbbVAQXA/wEuBYaB32CUvn4hdlFrays333wz+fn5hMNhrrvuOm699Vaam5spLS3F5/MRDAapra2ls7MTpRS1tbXs3buXmTNnAsaKxLq6Otra2hARqqqqaGtrIxAIEA6H6evrY9q0aTQ3N1NQUEBFRQXt7e1UVFQQCoUYGBgYfd/v91NeXk5HRweVlZUMDAwwODg4+n5RURHFxcV0dXVRXV1NT08PoVBo9P3i4mL8fj/d3d3U1NTQ3d3N8PDw6PvjaWppaaGsrIy2tjaKi4tt0VQZ9UtDQ4NpmgqKSmjoGkCAwoEOGht7tfBTYuwdP36cBQsWmKrp3Np8njoS5uFth7jx7Kqsa4r5ad++fcyePXtUUyxOmpqaXOenxNhrbm6mpKTEdbE3FmJ3t3IsRKQS6ATWKaV+Fn3tPcAXlVLnxq7bsmWLWrx4cdrtNzU1MWPGDLPMdRR2arNiS+RXjvXyz394g/lVxXzpwoDntzTY2dzLp37/BrWlBfz8+jPJs6mmPlGbTltnu/VZsnXr1pdXr169IvF1x65oVkp1YfQ64rOWaRmsoqLCrKYch27aXm81xmyXTC3VTls8Vmg7s66UqWUFtPUNs+NYr+ntp4rnN/eQUVIQkYtE5Bci8kK0TPRAwtd+k+z7KfAJEZka7Tl8Evi9GQ23t7eb0Ywj0U3brmhSOKOuRDtt8VihLU+Eq04zNmt7dE+H6e2niuc395DJNhdrMR7Ww8BewMpzE74K1ETvMwj8Gvi6GQ3rlt3jsVOb2cMBSilebznRUyhVeq5RAOv8dvXp1fxiWzPPHDpOcHCEQFH2T6xL1KbDsFEM3Z4lmUTHF4A9wBqlVNNEF08GpdQw8PHol6mEQiGzm3QMOmlr7glxfHCEiqJ8ZgQKaWtz3qH0ZmGV3+rK/SyfVc5LR3p4Yn8X7zoz+8dH6hSTieimLZPho3rgP6xOCFYzMDBgtwmWoZO22HzC4toSREQrbYlYqe2aRcYQ0h93t9uyZsHzm3vIJCkcAezfdnGS6FZbHI+d2spXrqR85UrT2hudZK4rBTy/ZcpFcyqoKMrnYNfg6JqPbJKozew4sRPdYjKTpPBj4Mbo4jLX0tzcbLcJlmGntvwdO8jfscO09kYnmacaScHzW2YU+PK48jSjDPT3r2d/YjRRm9lxYie6xWQmSeFljEnfF0TkwyKyUkQuS/wy2U7T8fv9E1/kUnTRNjgS4UDHAHkCi6LbZeuiLRlWa7t2sTGE9MT+LroHRya42lw8v7mHTCaaH4/7/39x6toBib7m6J5EeXm53SZYhi7a9rb1E1awoLp4dGdUXbQlw2ptMyuKeNPsAC80BvnjnnauX5q9YQ/Pb+4hk6TwIdOtsIGOjo4Jl3u7FV20vdZiLLZaEh06An20JSMb2t65pJYXGoP8blc77z27Dl9edlY4e35zD5nsffQzKwzJNpWVlRNf5FJ00fZKdAXu2dNO/MHpoi0Z2dC2fFY5MwOFHA0O8beGbi6dN8Xye4LnNzfh2G0urEa3MrJ4dNAWjiheiy5aO2f6iaSgg7axyIa2PBHesaQGgIdfy96JYZ7f3EOm21zMFpGfRLezDkV3TUVEaqOvn2+umeYzOGjvVsJWYqe2obVrGVq7dtLtvNHez+BIhFkVhVSVnDhYx/Pb5Lnq9GpKCvLY2dzLnrbsnAWQqM2sOHECusVkJttczAOeA4qi/06PvaeUahORFcAtwItmGWkFutUWx2Ontv677jKlnVeaTx06As9vZlDq93Ht4hru29nKfa+08sXV8yy/Z6I2s+LECegWk5n0FL4ORICzgBsxqo3ieQTjiE5Ho1ttcTw6aNuZZD4B9NA2FtnU9u6zasnPE545dJymoPVnOHt+cw+ZJIU1wI+UUo0k38q6AZg1KauyQFFRkd0mWIad2nzbt+Pbvn1SbYQjileTzCeA5zezqCn1s2pBJREFD+xstfx+idrMiBOnoFtMZpIUAsCxcd73k1mpa1YpLjblVE9HYqe2wKpVBFatmlQbBzsH6AuFmVbuZ2rZyQuDPL+Zx/85xzja9E97O+gaGLb0XonazIgTp6BbTGaSFBqBM8d5/0JgX2bmZI+uri67TbAMt2uLzSecM+3U2m+3axuPbGubW1nMBbMDhMKKB1+1thLJ85t7yCQpPAh8WETOinstdkbze4D3Ypx74Giqq6vtNsEy3K5tdH3C9FOTgtu1jYcd2m4815gk/c1rbZZufeH5zT1kOtF8BHgeuBcjIXxWRLZgJIMdwL+aZqFF9PT02G2CZbhZWziiRpPC0iRJwc3aJsIObYunlvKm2QEGRyLcb+Hcguc395B2UlBKBYGLMPY9WoFRfXQlsAj4EbBSKeX4wl3dDsaIx83a9rT10xsKMzNQyLTyU3dod7O2ibBL201Z6C14fnMPGS1eU0oFlVL/pJSqBeqAaUC1UuoT0aTheHSrLY7HzdpePmqEz/JZyTcZc7O2ibBL2+KppZw/y9reguc395B2UhCRi0Xk6yJyn4j8CaN38AngAtOtsxDdaovjcbO2l48YXfHlMwNJ33eztomwU9tN5xkPtt/usqa34PnNPaRcOioiAeCXwDWcumAN4PMi8gfgRqWU4wfZdCsji8dObcEnnsj4Z3uHRtjd1odPTl2fEMPzmzWcEe0tvHgkyAM7W/nw+TNMbT9R22TixGnoFpPp9BTuB94CPIuxffZy4LTovx8C/ga8Dfhfk220BN0OxojHTm3hZcsIL1uW0c9uP9ZLRMEZdaWU+pMfx+H5zTpivYXfWNBbSNQ2mThxGnb7zWxSSgoicjXGSuZ/VUpdppT6mVJqm1Jqf/TfnymlLgXuBK4WkSutNNoMuru77TbBMtyqbesEQ0fgXm2pYLe2WG9hYDhi+ipnu7VZiW7aUu0p3ICxfcVtE1x3G3AYeP9kjMoGNTU1dptgGXZqK1m/npL169P+OaUUL0UnmVeMMckMnt+sxqreQqK2TOPEiTjBb2aSalJYDjyslEq219EoSqkI8DBGqaqj0S27x2OntsJNmyjctCntn2sKDtHcE6K80MfC6pIxr/P8Zi3xvYX7X2kxrd1EbZnGiRNxgt/MJNWkMBPYk+K1e3DBhnjDw9bu9WInbtS25XCslxAY94hIN2pLFadoW7vc6C08vKvdtD2RnKLNCnTTlmpSCACpVhT1AI4/sFS32uJ43KhtS4PxaeuiORXjXudGbaniFG2Laku5cE6AoZEI971iztyCU7RZgW7aUk0KeSTfJnuy7dqGbrXF8bhNW3BwhNdaesnPE86fPfYkM7hPWzo4Sdva84yzs367q42O/sl/EnaSNrPRTVs6W1y/VURSSYnLMzUmm5SWltptgmW4Tdvzjd1EFCybUTZmKWoMt2lLBydpW1hTwiX1FTzb0M2vd7TwsYsmNyLsJG1mo5u2dJLC+0m9qiidXoUt+HzjP3zcjNu0bWkw5hMmGjoC92lLB6dp+8B503m2oZvf727nvedMpaY083p8p2kzE920pZoUVlpqhQ0Eg0EqKyvtNsMS7NQ2snRpWteHRiK8dCSaFOonTgqe37LH/OpiLps3hb8ePM4vt7fwiUtmZ9xWorZ048TJOM1vkyWlpKCUespqQ7JNbW2t3SZYhp3aejZvTuv67cd6GByJsKC6+JRT1pLh+S273HTeNJ4+eJw/7ungfUvrUvJRMhK1pRsnTsaJfpsMjp8QtorOzk67TbAMN2n7W4pVRzHcpC1dnKhtbmUxVyyoZCSi+J/tmU+oOlGbWeimLWeTwgTr8FyNW7SNRBTPHDwOwKXzpqT0M27RlglO1XbTudPIE/jz3k7a+jI7O8Cp2sxAN205mxR06/LFY6e2yqoqKquqUrp2e1MPwaEwc6YUMbeyKM8dUmwAACAASURBVKWf8fyWfWZPKeLSuVMYiaiMz1tI1JZOnDgdp/otU3I2KbS0mLeE32m4RdtTB4wDzy+bNwWRsVcxx+MWbZngZG3vW1oHwCO7OzLaE8nJ2iaLbtpyNimUlTl+0XXGuEHbcDgyOp9w+fzUho7AHdoyxcnaFtaUcP4sY5Xzb15rS/vnnaxtsuimLWeTgoe9bGvqoWcozNzKIuor9TqkRFeuX2b0Fn6zq43+UNhmazysImeTQm9vr90mWIYbtD11wJhgvnx+evXdbtCWKU7Xdva0Ms6sK6VnKMyf30iv4sbp2iaDbtpyNinU1dXZbYJlOF3b0EiEZw/FkkLqQ0fgfG2TwQ3a3nPWVAAefq2VSBpVN27Qlim6acvZpNDWlv64qFtwurYtDd30D0c4vaaEWRWpVR3FcLq2yeAGbRfVV1BX5qcpGOL56HbnqeAGbZmim7Z09j7SilSrXdyIndr67rxzwmseiw49XHla+iWJnt/sxZcnvPPMWu55/igPv9aa0tYkcKq2VOLELbjBb+mQs0mhSpMa6WTYqS20bt2473f0D/Py0SD5ecIVC9LfL8bzm/1cc3oVm14+xramXg52DjCvauJCgURtE8WJm3CL31LFGz7SECdr27yvk4iCN80OUFGU/mcSJ2ubLG7RVlaYz9WnGw/Ch1MsT3WLtkzQTVvOJoVAYPzDXNyMndr8Gzfi37gx6XtKqUkNHYHnN6fwjiXGKt7N+7voS6E8NVHbeHHiNtzkt1TI2aQQDutbZ22nttINGyjdsCHpe/s7BjjYNUig0MebJjhhbSw8vzmD2VOKWDq9jMGRCE/sm7g8NVHbeHHiNtzkt1RwRVIQkdNEZFBE7jWrzb6+PrOachxO1RbrJaxcUEWBL7PQc6o2M3CbtrcurgHgD7s7JtwUzm3a0kE3ba5ICsAPgRfNbFC3w7bjcaK2kYjiif3GXkeZDh2BM7WZhdu0XTK3goqifA50DrC7rX/ca92mLR100+b4pCAi1wPHgcfNbFe3w7bjcaK2FxuDdA+OUD+liNNqMt/WwonazMJt2vy+vNEE/8ju9nGvdZu2dNBNm6NLUkUkANwBrAJuSXZNa2srN998M/n5+YTDYa677jpuvfVWmpubKS0txefzEQwGqa2tpbOzE6UUtbW19PT00NHRARjL1Ovq6mhra0NEqKqqoq2tjUAgQDgcpq+vj2nTptHc3ExBQQEVFRW0t7dTUVFBKBRiYGBg9H2/3095eTkdHR1UVlYyMDDA4ODg6PtFRUUUFxfT1dVFdXU1PT09hEKh0feLi4vx+/10d3dTU1NDd3c3w8PDo++Pp6mlpYWysjJCoRANDQ22aIoVmTY0NJyk6ZFdRi/h8voyjh07lrammJ8AGhsbtfBTYuz19fXR39/vKk3nVYxwP0ZV2d+dXkJJQV7Sv6eenh66urpGNcXipKmpyXGaJvJTYuwNDQ2dFO9O9FMyTWM+d518QISI/D+gSSn1bRH5MrBQKXVT/DVbtmxRixcvTrvtvr4+SktLzTHUYdipLbZHflfcaVTBwRFu+J9XCSvFL64/i+rSgozb9/zmPP7592/wSnMvn7x0Dm9ZVJ30mkRtyeLErbjVb1u3bn159erVKxJfd+zwkYgsA9YA/2ZF++3t43d33YzTtD11oIvhiOLcGeWTSgjgPG1m4lZtV0bXLPxlnE3y3KotFXTT5uThoyuAucDh6DLyMsAnIkuUUudNtvGKitSW57sRO7Ul++Q32bUJ8Xh+cx5vnjuFHzzbyM7mXo71DDG9vPCUaxK16dBDiOFWv42FY3sKwD3AAmBZ9OvHwB+Aq81oPBTK7KxZN+AkbY3HB9nd1k9JQR4Xz01vR9RkOEmb2bhVW6nfxyVR3z6+ryvpNW7Vlgq6aXNsUlBK9SulmmNfQC8wqJQyZU35wMCAGc04Eidpi/USLptXSVH+5MPNSdrMxs3a1px2Yggp2Tylm7VNhG7anDx8dBJKqS+b2Z5utcXx2KmtfOVKAHo2byaiFH+JrnZdY8LQEXh+cyrnziinqiSfpuAQu1r7OLPu5AqXRG3xceJ23Oy3ZDi2p2A1utUWx2OntvwdO8jfsQOAHU29tPcNM63cz1nTzKnO8PzmTHx5wuoFY084J2qLjxO342a/JSNnk4Lf77fbBMtwirbH3jDWgaxZWEWeSXvOO0WbFbhdW6w3+NSB44RGIie953Zt46GbtpxNCuXl5XabYBlO0DYwHObpQ92AOVVHMZygzSrcrm1eVTELq4vpDYV5rrH7pPfcrm08dNOWs0khtppZR5yg7dlD3QyNRDizrpTpgVNLFDPFCdqsQgdtV56WfAhJB21joZu2nE0KlZXpn/rlFpygbXN087vVC809lcoJ2qxCB21XLKjEJ8ZeV10Dw6Ov66BtLHTTlrNJQbcysnjs1tZVWsHLR4P4BC6dN/m1CfHYrc1KdNBWWVzA+bMDhBU8uf/EmgUdtI2FbtpcU5JqNoODg3abYBl2ahtau5Y/Vi0iouCCDI/cHA/Pb85nzWlVPHc4yGNvdPLus6YCp2obWrvWDtMsQRe/xcjZpKBbbXE8dmrrv+su/vTbvdDax8oF5nerPb85nwtnV1Dm97GvY4BDXQPMrSw+RVv/XXfZZJ356OK3GDk7fKRbbXE8dmo71mMsXirMz+OievP3hPH85nz8+XlcPj+67UV0wlkXbcnQTVvOJoWioiK7TbAMO7X99ZldAFxcX0Fxgc/09j2/uYM10QKDx/d1EY6oU7T5tm/Ht327HaaZjk5+gxxOCsXFmZ/+5XTs1PbkSwcAWGXB0BF4fnMLS+pKmV7up71/mB3Hek7RFli1isCqVTZZZy46+Q1yOCl0dSXfzVEH7NJ2oGOA/dPnU9HXzfJZAUvu4fnNHYjIaDnyX/Z1aaUtEd205WxSqK5OfkKUDtilbfP+6OZ3rzxFfp4521ok4vnNPcS2vXjm4HFKK/Sq5Y9HN7/lbFLo6emx2wTLsENbRCk2HzA+MV297QnL7uP5zT3MCBRyZl0pgyMRnnxDr9PJ4tHNbzmbFHQ7GCMeO7TtaumjtXeYuq4Wlja8atl9PL+5i9gQ0jONfTZbYh26+S1nk4JutcXx2KHtieiJW1dvf4K8JIesmIXnN3dx+fwpFOQJr3eO0N6n18Mzhm5+y9mkoFttcTzZ1jYSUfz1oJEUrrFw6Ag8v7mN8sJ8LphTgQKe2K/XhGwM3fyWsyuadSsjiyfb2l451kNwKMysikKm/uI/CZp0dkIyPL+5jytPq+KZQ8f5yxudvPfsqYgIwSes/fCQTXTzW84mBd0Oxogn29qeOWjsnX/ZvClEzp1h6b08v7mPFbPKKffncahrkAOdAyyoLiG8bJndZpmGbn7L2eGj7u7uiS9yKdnUFo4onjl0HDB/R9RkeH5zHwW+PFbUFQDw5yRHdbod3fyWs0mhpqbGbhMsI5vaXmvp5fjgCDMCfuZXFVOyfj0l69dbdj/Pb+7k2iV1gLEXUmgkYnmcZBPd/JazSUG37B5PNrU9HR06evPcKYgIhZs2Ubhpk2X38/zmTmp8QyysLiY4FObZhuOWx0k20c1vOZsUhoeHJ77IpWRLW0Rld+gIPL+5leHhYd662PhE/chuvY6v1M1vOZsUdKstjidb2l5v7aOjf5ipZQWcXlOSlXt6fnMn06ZNY+WCSgrz89hxrJeGmll2m2QauvktZ5OCbrXF8WRL298OGd3mS6JDR9nA85s7aW5uptTvY+V8Yw+khy94q80WmYdufsvZpFBaWmq3CZaRDW1KKf7WEE0KFhymMxae39xJTNtbFxubx/1++dUM5RfYaZJp6Oa3nE0KPp/5B8A4hWxoazw+xNHgEOWFPs6sK7P8fjE8v7mTmLZFtSUsrC7meNkU/rRMj/MUdPNbziaFYDBotwmWkQ1tfztsTDBfMKcCX9w22SNLlzKydKll9/X85k5i2kSEd51ZC8Avr7wJZeE+WdlCN7/lbFKora212wTLyIa2LdGho4vnnDx01LN5Mz2bN1t2X89v7iRe2xULKplSlM++yhnsONZro1XmoJvfcjYpdHbqt7IyhtXaOvuH2d3aj98nLJ9Vbum9Trm35zdXEq/N78vj7UuM8tSHXm2zyyTT0M1vOZsUdOi2joXV2p473I0Czp1RTnFBdsdTPb+5k0Rtb1tcQ0Ge8Nzhbo52D9lklTno5recTQq6dfnisVpbrOro4iRVR5VVVVRWVVl2b89v7iRR2/xZdVz9/B9RwP07W+wxyiR081vOJoWWFncH4nhYqW1gOMy2ph4EuHBO9kpRY3h+cyfJtH3gqV8jwJ/3drr6AB7d/JazSaGsLHtllNnGSm0vHelhOKw4Y2oplSXZrzP3/OZOkmmb39rAm+dNYTiiuG9nqw1WmYNufsvZpOCRGVsajFLUZENHHh7p8v5lxu6pj7zeTteAXnsIuZWcTQq9ve4vhRsLq7SFI4rnG42a7ItsSgqe39zJWNoWVJdwwewAQ2HFgy7tLejmt5xNCnV1dXabYBlWadvZ3EtP9NjN2VOKLLnHRHh+cyfjaXv/ucaGcr/Z1U5Xv/t6C7r5LWeTQlub++ujx8IqbVvGqTrKFp7f3Ml42s6YWsoFswMMjkT45Q73Tdrq5recPaM5W7t62oEV2uI3wLu4fuyzE/ruvNP0e8fj+c2dJGpLjJMPrZjBC41Bfv96O9edVcu08sJsmjcpdPNbziaFKgtr6e3GCm0HOwdp6Q1RWZzP4qljn50QWrfO9HvH4/nNnSRqS4yT+dXFrFxQyRP7u/j51mY+fXl9Fq2bHLr5zRs+0hArtP3tsNFLuHBOBXk2fjLy/OZOUtH2weXT8Qn85Y1ODnYOZMEqc9DNbzmbFAKBgN0mWIYV2v4WPXZzoqoj/8aN+DduNP3+MTy/uZNEbcniZHqgkLedUYMC/uuFpuwZN0l081vOJoVwOGy3CZZhtrbW3hD7OgYozM/j3Bnjb4BXumEDpRs2mHr/eDy/uZNEbWPFyY3nTqOkII8XjwTZdrQnW+ZNCt38lrNJoa+vz24TLMNsbc9Fh45WzCynMN/ekPH85k5S1TaluID3LTVKPO954SgRF2w2p5vfHJsURKRQRP5bRBpEpEdEtovIW8xqX7fDtv9/e2ceJVV15/HPr7qruqtXemcHG2ghEsCAxhmDiDCGxDiTaMw4Eh2NmMRxJi4TYzKTOePkzJJlJJ5kZozOaAjGbRyj2QwkRsUlhCgIBFS6aaBl6aXofanequ/88V41j0qvVa+63nt1P+fUKXjLrfut7+v3q3eX37Vit7boqKNUTVizon1zJ5PRdtXSckpz/dQ2h/n1Yeenpfaab44NChgjo44Da4BC4KvA/4rIfDsK99pi21bs1NbdH2F/fRc+SU0CvFi0b+5kMtqyMn3ctGoGAFverKdvcChZ1bIFr/nm2KCglOpWSt2rlDqmlBpSSv0MOAqstKN8v98bi4aPhJ3afne8g8EhxdKKPAqyUz+CWfvmTiarbd3CYhaUBAl1D/DsQWenv/Cab44NCrGISAVQBRy0o7zCwtT/6k0WdmqLJsBzQtMRaN/cymS1+UT47IWzAHhybyNtDk6W5zXfUv/TbwKIiB94DPiBUupd676mpiZuvvlmMjMziUQiXHXVVdx22200NDSQm5tLRkYGHR0dlJWV0dLSglKKsrIyamtrmTXLuOi6urqoqKggFAohIhQXFxMKhSgoKCASidDd3c306dNpaGjA7/dTWFjI6dOnKSwspL+/n3A4PLw/EAiQn59Pc3MzRUVFhMNhent7h/dnZ2cTDAZpbW2lpKSEzs5O+vv7h/cHg0ECgQDt7e2UlpbS3t7OwMDA8P6xNDU2NpKXl0coFCIYDCasqaSsgl1mJ/PyMj91dXXjaioyfamrq7NVU9SnwcFBAoGAJ3yKvfba2tpYsGCBpzRFfaqtrWXOnDnDmqLXyalTp0bVVDzYwrKyAPtD/TzwSg23/dFsR2mK+tTQ0EBOTo7rfBr1fuv0peRExAc8DhQAf6aUOusnw86dO9XixYsnXW5bWxvTpo2ersHN2KVt94kOvrKtlvlF2Tx09RIbapY42jd3Eq+2oy1hbn32XQT4708uYXZhahIxjoVbfduzZ8/udevWrYrd7ujmIzGSijwMVABXxwaEROjvd+9KT+Nhl7ad7zln1FEU7Zs7iVfbOcVBPlxVQkTBww6d0OY13xwdFIAHgCXAlUopW+e9h8PumUY/WezQdnYCPOcEBe2bO0lE2w0rZ5CV6eP1unYONDhv7QKv+ebYoCAi84DPASuABhHpMl8b7Sjfa2OLrdihraY5zOnuAUpy/CwqHT0BXiz5a9eSv3Ztwp8/Gto3dxKrbTLXSUmOn2veXw7AQ7tO4rQmb6/55tigoJSqU0qJUipbKZVneT1mR/leG1tsxQ5tOy0T1iaTAC9z3z4y9+1L+PNHQ/vmTmK1TfY6uWZZOcXBTN4N9fDK0Ta7q5cQXvPNsUEh2QQCgVRXIWnYoc2pazFr39xJotqC/gyuX2lMaHvkjVP0R5wzoc1rvqVtUMjPHzuxm5tJVNvJ9j6OtPSS4/exbMbYw9emGu2bO7FD24aqEuZNy6a+s5+fvn3ahlrZg9d8S9ug0NzcnOoqJI1Etb1ytBUwmo4CGc66RLRv7sQObRk+YdOFMwF4fG8DnX2DCZdpB17zzVl/8VNIUVHR+Ae5lES1vWq22V5yjvO+I+2bO7FL24VzClgxM4/OvghP7HXGes5e8y1tg4LXhpFZSUTbqY4+DjeHyfH7WDnLeY/F2jd3Ypc2EeEWM/3Fj98O0dSV+jkCXvPNFWkukkFvb2+qq5A0EtEWbTq6aG4hgTjWTui74Ya4P3siaN/cSay2RK6TRaU5rKmcxo4jbTz2VgN3rp6baPUSwmu+pW1Q8NrYYiuJaHvliNl0VBnftP2e+++P+7MngvbNncRqS/Q6+cuVM3j1aBvbq5u5Zll5StNfeM23tG0+8trYYivxaqs3m46Cfh8rZzlz3VntmzuxW9vswmw+XFXCkIKtu+ttLXuyeM23tA0K2dnOS6xlF/Fqe6n2TNNRvMtuZuzdS8bevXGdOxG0b+4kVpsd18nG86fjzxBePtJGbXNPQmUlgtd8S9ugEAwGU12FpBGPNqUUL5hLH65bGP9oioLLLqPgssviPn88tG/uJFabHddJeV6AK5eUAsYKbanCa76lbVBobW1NdRWSRjzaak6HOdHeR2F2pmObjkD75laSpe3a5RUE/T52He/gYIqS5XnNt7QNCiUlJamuQtKIR1v0KWHtgiIyfBPPdTTVaN/cSbK0TQv6uXqpkSzv4TdPpSRZntd8S9ug0NnZmeoqJI3JahscUsP9CesXFiejSrahfXMnydR29fvLyc/K4EBDN2+emPrv0Gu+pW1Q8NrCGFYmq23PyQ7aeweZU5jFolJnt49q39xJMrXlBjK4dnkFAN9/8xRDU/y04DXf0jYoeG1ssZXJavtVjdF0tH5RMTKJNNmpQPvmTpKt7U/fV0ZJjp/DzWFem+LU2l7zLW2DgtfGFluZjLbW8ACvH2vHJ7DO4U1HoH1zK8nWlpXpY+P5xs15y+56IkNT97TgNd/Sdkaz14aRWZmMtu3VzQwOKS6aW0B5XuJ54TtefDHhMsZC++ZOYrUl4zrZcG4JT+9v5ER7H7+qaWHDuVPTAew139L2ScFrC2NYmai2yJDi5+8YaX8/Zo73TpTIihVEVqywpayR0L65k1htybhOMn3CDeZCPI/uqadvcGoW4vGab2kbFNrb21NdhaQxUW27T3bQ2NXP9PwAq2Y7d26CFe2bO5kqbWsXFFFZHCTUPcDTv2+aks/0mm9pGxRKS+35ZexEJqrtZ+8Yq1ddsbh0Uuswj0XOHXeQc8cdtpQ1Eto3dxKrLVnXiU+EWy8yUms/tbdhSlJre823tA0KXovuViairb6jj98d7yDTJ1xeZV8Hc9bWrWRt3WpbebGku29uJVZbMq+T5TPzWX3ONPoiioffOJWUz7DiNd/SNigMDAykugpJYyLant7fxJAyHreLgv4pqJU9pLtvbmWqtd1y4Uz8GcJLta0cSHL6C6/5lrZBwWtji62Mp625Z4Dt1c0I8OfLKqamUjaRzr65manWNj0/i0+Z1/b9rx2nP5K8Tmev+Za2QcFrY4utjKftmd83MTCkuHj+NOYWuSvtbzr75mZSoe0vllcwuzCL99p6k7qes9d8S9ugkJubm+oqJI2xtHX0Dg53MF+7wl1PCZC+vrmdVGgLZPqGl+p8cm8DR1uSs5ay13xL26CQkZGR6iokjbG0PfP7JnoHh1g5K5+q0pwprJU9pKtvbidV2t4/PY+PLS4louBbO+qS0ozkNd/SNih0dHSkugpJYzRtjZ39PHPAGLv96Q8kpx10cPlyBpcvT0rZkJ6+eYFYbcm+TqzcfOFMKvICHG4O8z+/s380ktd8S9ugUFZWluoqJI3RtD38xkn6I4o1ldM4ryIvKZ/d+dJLdL70UlLKhvT0zQvEakv2dWIlN5DB3182n0yf8NzBEK8dszdhntd8S9ug0NLSkuoqJI2RtB1s7OLlI234M4RNF8xKQa3sId188wqp1ra4PJebL5gJwOZX3uN4W69tZadam92kbVBIxQpNU0WstsiQ4oGdJwH45NJyKvLdm6slnXzzEk7QdtXSMi6eV0hXf4S/21ZLS4898wucoM1O0jYoeO2Rz0qstif2NVJ9uofSXD9/vjy5I46KiospKk5eCu508s1LxGpL9nUyEiLCly6dx7llOTR29fPV7bX09EcSLtdrvqVtUGhsTN645VRj1XYo1M0P99QDcPcl88gJuHukRLr45jWcoi3oz+Brl1cys8DoeP67bbV09g0mVKZTtNlF2gaFvLzkdLQ6gai28ECEb7xcx5CCTywt4/xZ+SmuWeKkg29exEnaioJ+/nXDQspy/bzd1M3f/qyG5u74m5KcpM0O0jYoeJ3IkOLrL9dxor2PedOy+cyqmamukkbjGGYWZPHtK6uYU5jFsdZebv/pId5p6k51tRxB2gaFrq7kJslKJV1dXTy46yQ769rJz8rgH9afQ1amN6z2um9exYnayvMCbL6yiiXlOTR1DXDXT6v5332NDE2y49iJ2hLBG3eKOKiocF+Kh4ny2ukMnjsYwu8T/nF9JXOnuSu/0Vh42TetbeopzM7k369YxNVLy4go+J83TnH7T6o5FJr4U4NTtcVL2gaFUCiU6irYzpBS/Peuk/zgLUPb314yl2UzvNXe6UXfomhtqcGf4eNzF83ma5dXUprj51Cohy/8uJpv7qjjRPv48xmcrC0eMlNdgVQhNq005hTCAxG+8/pxfn24lQyBL66Zx2ULp3bIH0D35s1JLd9rvllJJ23Jvk7i4aK5hSy/Jo/H3mrgmd838UJNCy8ebmFNZREfP6+MxWU5I3rkNd/E7RMvdu7cqRYvXjzp83p6esjJcV9CuJE4FOrmG2ancnamj3tWz+TiBd4aOx3FS77ForU5h/qOPp7c18gvq5uJmLfIhSVBrnxfGWsXFJFt6aNzm7Yoe/bs2b1u3bpVsdt185GLaQ0P8MDOE9zxk2pjlFFRNvdfWcXszJ5UVy1peMG30dDanMOMgizuXD2XLZ86j08tK6cgK4PDzWG+/ep7XPf4AR7YeWI4FbfbtI1H2jYfFRQUpLoKcXOyvZdfHGrmp++cJjwwhGDMQ7h51UwCmT5afanTFtiyBYD+G29MSvlu9m080klbsq8Tu6jID7Dpwlnc8IEZvHK0jZ+8HeLdUA/PHgzx7MEQi8tyuGROkLIZEddPDI2StkEhEkl8evtUMaQUR1vC7D7RyW+Pt3Og4czIiA/OKeCmVTOpLAkOb0ultty77gKS98fuJt8mSzppS/Z1YjeBTB/rFxWzflExNad7+MWhZl483MK7oR7eDfWwdX8rl1YW8ZHFJaP2PbiFtA0K3d3dlJaWproaw0SGFC3hAZo6+2nsMl5NXf0ca+3lSEuY8MCZxUGyMn2sOWcaVywpZUn5H6765DRtdqK1uRMvaVtUmsOi0hw++8FZvHq0lef2naKmbZBt1c1sq25mXlE2G6pKWL+omMJs991i3Vdjm0jFYtuRIUVDZz8nO3o53tbHifZeTrT30djVT6irf7hDayRKc/2snJXPylkFXDCngNwxHlW9tpC4Fa3NnXhRW3amjz9ZVMIlc/NoCiu2HWrmVzUt1LX28uCukzzyxin+eF4hG84t4fxZ+fhc8vTg6KAgIsXAw8DlwGngK0qpx+0ou6GhgXnz5tlR1IhEhhQn2/uoPt1jvEI91Db30DfGnb8omEl5XoDyvAAV5vvswiwWlAQpCvon/NnJ1pZKtDZ3kg7abvngLG5cNYNd73WwrbqZN090sONoGzuOtlGRF+DD55Zw+aJiyvOcnbre0UEB+E+gH6gAVgA/F5F9SqmDiRb83HPPcfvttydaDAD9kSGOtxnNPEeaw9ScDlPT3HNWk0+U0lw/cwqzmF2YzWzzfUZBgLLcgG2pKOzU5jS0NneSLtr8GT4+dM40PnTONJq6+vllTQvbDzXT2NXP1t31bN1dT1VpDhfMKWDFjDyqynII+p3VQe3YeQoikgu0AkuVUtXmtkeBk0qpL0ePi3eewpo1a9ixY8e4xymlCA8M0T0QoS08SJPZ1h/qHqCxq5/32no53tbL0AhfY1mun6rSHKrKcqgy2yELpqCNcaLakkE0R35rklajSqW2ZJNO2pJ9nUwl4/k2pBRvnezkF4ea2fleOwOW1gKfwDnFQeYXZTOvKJuy3ADFOX5KzFeO35e0TuvR5ik4+UmhChiMBgSTfcAaOwr3XXQtX/xZDRGlGBxSRIYUQ0oRGYKIUgxEFN39EXoGIiPe8K0IMLswi8riIPOLgywqCVJVmkNRzsSbfOxkcDCxC0/H+AAACt1JREFU/PBORmtzJ+mszSfCytkFrJxdQO/gEPvrO3njeCcHG7s40hKmttl4jYQ/Q8jO9JGV6Rt+9/sEnwgZPmHtgiI+tsTeDnwnPymsBp5WSk23bLsF2KiUujS67fnnn++sr68fbncpKCgIFRcXnx6v/JaWltKJHOdGtDZ3orW5Exdrm7du3bo/SH3g5CeFLiB2Nk8B0Gnd8NGPftT9K8doNBqNQ3BymotqIFNEFlm2LQcS7mTWaDQazcg4tvkIQESeBBSwCWP00fPAH9sx+kij0Wg0f4iTnxQA/goIAk3AE8CtOiBoNBpN8nB0UFBKtSilPq6UylVKzR1r4pqIFIvIsyLSLSJ1InLdKMetFZGXRKRdRI6NsH++ub9HRN4VkfU2SooLG7UdE5GwiHSZr18mvfLjMAltd4vIARHpFJGjInJ3zH43+zaeNjf7dqeIHBGRDhE5JSLfFpFMy343+zaeNsf5NiGUUp54YTxJPAXkAR8C2oHzRjjuQuB64LPAsRH27wQ2YzyhXA20AWUe0XYMWJ9qr+LU9iXgAxiDI84F6oBrPeLbeNrc7NsCYJr572LgReAuj/g2njbH+TYh/amugE0m5mLMfK6ybHsU+PoY56yPvXFizI3oA/It214FPu92beZ2R12k8WizHPcd4Lte8m0kbV7yDSgBXgD+y2u+xWpzom8TfTm6+WgSjDbR7bxJlnMecEQpZR32Gk85dmKXtiiPiUhIRH4pIssTr15CxKVNjCmeqzkzEs0zvo2gLYprfROR60SkAyN/2XLgQXOX630bQ1sUJ/k2IbwSFPKAjpht7cBk5zDkmeclWo6d2KUNYCMwH5gHvARsF5FpCdUuMeLVdi/Gtft9Szle8e1eztYGLvdNKfW4UqoA44b7PaDRUo6rfRtDGzjPtwnhlaAwoYluU1iOndhWJ6XU60qpsFKqRyn1bxjtt6ttqGO8TFqbiPw1cANwhVKqL95ypgC7tHnCNwClVA3GE9B/JVJOkrFLmxN9mxBeCQp2TXQ7CFSKiPVXQaonzCVzEp/CSN2UKialTUQ+A3wZWKeUOmHZ5XrfxtA2Eq7yLYZMjA5a8IBvMVi1jUSqfZsYqe7UsOsFPIkxaiAXuJjRRwz4gGzgIxijPLKBgGX/b4F/N7d/AmeMhkhYGzDXPDdgbr8bCAElLtG2EWgAloxSjpt9G1WbB3zbBJSb/34fxs11s0d8G1WbU32bkP5UV8BGI4uB54Bu4D3gOnP7aqDLctylGBHb+nrZsn8+8DIQBg7hgNEDdmjD6Cjbb5bRDPwaWOUibUeBAYzH++jrex7xbVRtHvDt+xjt7N0Yo3G+BWR7xLdRtTnVt4m8HJ3mQqPRaDRTi1f6FDQajUZjAzooaDQajWYYHRQ0Go1GM4wOChqNRqMZRgcFjUaj0Qyjg4JGo9FohtFBQeN6ROQjIjIoIottKOteEVEiMj/O8280z7800bqkEhFZISJDIrIm1XXRTC06KGgch4hcat5Yra8uEdktIreLSIbl2EzgPuAxpdS7lu03xpw/ICLNIrJHRL4nIhenQlsimJrumIrPUkrtxZjAdZ+ZuVWTJmSOf4hGkzKewFiXW4CZwI3A/RizRT9rHnMNsAT4i1HK+A7wBsYPoEJgKXAV8DkReRy4SSnVbzn+n4GvY+T5dxo3YswAvn+KPu9+YAfwUeDnU/SZmhSjg4LGyexRSv0w+h8ReQB4B9gkIv+glGrEWMd7v1Jq3yhlvKqU+j/rBvPX9sPAdRhpkm+N7lNKDQKD9spwLa9ipG/4PDoopA26+UjjGpRSHRjLNwpGds3pGMslPj/JcsIYv7qPALdY+w9G6lMQkZkicp+I7BWRVhHpFZG3ReQea1NWDJlmWXUi0ici+0Xk2pEOFJFV5prAp81jD4nI38eu9wusAebFNItdajlmkYg8KiL1ItJvrhH8LRHJjfm8OSLyiKVuTSLyGxH5y5jvSQHbgQ0ikjfuF6vxBPpJQeMazLbtheZ/T2PcJAF+N9mylFL9IvIo8I/Ah/nDFbOsLMNocnoWqAX8wAaMZqZK4HMjnPMNjCyb0fz6NwFPiEi2UmqLRdMVwI+Awxh9Iy3AHwFfA1ZgNI8B3AH8G1AK3Gn5nHfMclZirBHcZmo5iZHy+QvAxSKyRik1YAaaXwGzzLpVYzSrLcNI+PaDGB07TX0fAraN8R1pPIIOChonkyMipRhPBjOAv8G40f1WKVUjIp82j6uNs/z95nvVOMftACrV2dkj7zeDyiYRuVcpVR9zTimwTCnVDiAi3zM/b7OIPKWUCotINkYz1i7gMrPpCuBBEdlnHnupUuplpdRzZrNX0NqkZuERoB64QFmWtxSRX2MEnY3AFowUz+cC9yilvjmObjjz3Z6HDgppgW4+0jiZf8LIQd+EsU7uZ4CfAB8395eZ7y1xlh9ddjF2pa2zUMbqWQpARAIiUmwGq+0Yf0OrRjjtgWhAMMtox1iusQgjxTnAnwAVGCmYp4lIafTFmSaxy8cTISLvx/il/ziQFVPOaxjpm6PlROu0VkTKxysbI+0zwESO1XgA/aSgcTIPAU9jrAvRDVQrpawBIPrLPd4hk9FgELsm71mYTS5fxlgqc+EIn1c0wmnvjLDtbfO90nxfYr4/MsbHV4xVt5hy/sl8jVqOUqpORP4F+ApQLyJ7MXL9P62UemOE86JadY79NEEHBY2TqVFKvTDG/pD5Xgwcj6P8Zeb7oXGO24zRdPUU8C8YTy4DwAcw+g7ifeKO3nDvBvaOcsypSZRzH6M38bRG/6GU+qqIPAJcgdGPsAm4W0S+qZS6J+a8YvM9hCYt0EFB42YOmO+LMJqXJoyIBIDrgQhGM9BYXA+8opQ6a/SQiCwc5Xgwfr3/OGbb+8z3I+Z7jfnePU7wizLar/VoOZEJloNS6gjwXeC7Zt/GduBLInKfUqrJcmhU44HYMjTeRPcpaNzMDvP9osmcJCJBjE7XSuBBpVTdOKdEiGkyMod53jny4QDcKiKFluMLMcb7t1nqvR3jqePLIlIcW4CIBOXsRe27gKIRZhi/hXHT/ryIVMbsQ0Qyo+WLSKGI+K37lVK9nGnuim0Kuwhj3sbrY2jVeAj9pKBxLUqpkIi8jDHj9oujHLba/CUsnD2juQz4IcZQz/H4P4wZ0E8BL2C0z3+GM52wI3Ea2CUi3zf/fxPGYu6blFI9Zv27ReQGjHQSh8wmncPANGCxWc9PYKxhDMYi9x8D/kNEfoMRrF5USjWJyPUYQ1L3m+UcBHIwfulfhdGHsAVYCzwkIs9gNJt1ASsxmpB2KaWGm9LM4LMB2KaU6prA96TxADooaNzOA8BTIrJSKbV7hP1fMN8jQCfGDN0fAVuVUr+Z4GfcZZ77KeDPMPovHsJInzFac809GO31t2EEkWpgo1LqcetBSqntInIBRkf2pzGCVSvGUNDNnBk2C/BtjKebT2I8dfgwbvJNSqm9InI+xs3/T839Ub1bMDqTwWhm+xHGCKiNQAbG4vT/itEnYeUSYJ6pQZMmyNlDrzUad2HOKN4H7FVKfXq84zUTR0SeBeZgzH3QN4o0QQcFjesRkQ0YuXmWKqVGGgqqmSTmU8duYK1Sasd4x2u8gw4KGo1GoxlGjz7SaDQazTA6KGg0Go1mGB0UNBqNRjOMDgoajUajGUYHBY1Go9EMo4OCRqPRaIbRQUGj0Wg0w+igoNFoNJph/h9uwO9QB4mpTgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Observation Data\n",
"\n",
" Pregnancies 6.000\n",
"Glucose 124.000\n",
"BloodPressure 72.000\n",
"SkinThickness 23.000\n",
"Insulin 30.500\n",
"BMI 27.600\n",
"DiabetesPedigreeFunction 0.368\n",
"Age 29.000\n",
"Intercept 1.000\n",
"Name: 366, dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"test_index = 366\n",
"investigate_obs(trace_log, X_test.loc[test_index, :], y_test.loc[test_index])"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "CSypvyRZTZXg"
},
"source": [
"Here we see an example where the model made the wrong classification. In this case, the patient has a low `DiabetesPedigreeFunction` and not an extremely high `Glucose` value which might explain why the model predicted no diabetes."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:21.671219Z",
"start_time": "2019-02-11T13:20:20.626260Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 1619
},
"colab_type": "code",
"executionInfo": {
"elapsed": 2202,
"status": "ok",
"timestamp": 1525025241535,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "O8ZCoxXhODwy",
"outputId": "c1748de4-da61-43ee-865c-7ed15bc0f5ee"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Median estimated probability: 0.94\n",
"5% estimated probability: 0.88\n",
"95% estimated probability: 0.98\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Observation Data\n",
"\n",
" Pregnancies 0.000\n",
"Glucose 173.000\n",
"BloodPressure 78.000\n",
"SkinThickness 32.000\n",
"Insulin 265.000\n",
"BMI 46.500\n",
"DiabetesPedigreeFunction 1.159\n",
"Age 58.000\n",
"Intercept 1.000\n",
"Name: 487, dtype: float64\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"test_index = 487\n",
"investigate_obs(trace_log, X_test.loc[test_index, :], y_test.loc[test_index])"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "VPZORdw_T5T1"
},
"source": [
"For this patient, our model is extremely confident that she has diabetes when she does not! We can see why our model made this mistake because the patient has an elevated `Glucose` measurement and a high `DiabetesPedigreeFunction`, both of which are positively related to the outcome of diabetes in our model. This serves to remind us that any model is only an approximation of the world, and there will always be edge cases that cannot be correctly classified. It would be interesting to compare these predictions to those from a doctor to see if the expert is able to make the correct diagnosis."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "jtTQDmM4ODw4"
},
"source": [
"# Logistic Regression Model Using Two Variables\n",
"\n",
"Here we will see how well the model can do using only two variables, `Glucose` and `BMI`. The goal of machine learning is to create a parimonious model, that is, the most accurate model that can still correclty map the inputs to the outputs. A model with fewer features will be easier to interpret, and if the performance is the same as a more complicated model, we would prefer the simpler version. We will follow the same procedure as with all the features."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:21.696479Z",
"start_time": "2019-02-11T13:20:21.672368Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "5C-rGC-sODw-"
},
"outputs": [],
"source": [
"# Select only two features\n",
"X_two = X[['Glucose', 'BMI']]\n",
"X_test_two = X_test[['Glucose', 'BMI']]\n",
"\n",
"# New formula \n",
"two_formula = 'y ~ Glucose + BMI'\n",
"X_two_with_labels = X_two.copy()\n",
"X_two_with_labels['y'] = y"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:42.905502Z",
"start_time": "2019-02-11T13:20:21.697900Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 173
},
"colab_type": "code",
"executionInfo": {
"elapsed": 82951,
"status": "ok",
"timestamp": 1525025324956,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "oKxwvjkIODxE",
"outputId": "2a736dff-97bc-47d0-8b11-84055aef77e2"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (2 chains in 4 jobs)\n",
"NUTS: [BMI, Glucose, Intercept]\n",
"Sampling 2 chains: 100%|██████████| 12000/12000 [00:19<00:00, 611.32draws/s]\n"
]
}
],
"source": [
"# Model using only two features\n",
"with pm.Model() as logistic_model_two:\n",
" # Create the model using the formula and a binomial distribution for target\n",
" pm.GLM.from_formula(two_formula, data = X_two_with_labels, family=pm.glm.families.Binomial())\n",
" \n",
" # No-UTurn Sampling\n",
" sampler = pm.NUTS()\n",
" \n",
" # Sample from the posterior using NUTS\n",
" trace_log_two = pm.sample(draws=5000, step = sampler, chains = 2, tune = 1000, random_seed=100)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "ahMjkK1sVeNk"
},
"source": [
"### Posterior Distribution"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:43.685433Z",
"start_time": "2019-02-11T13:20:42.907176Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 417
},
"colab_type": "code",
"executionInfo": {
"elapsed": 1517,
"status": "ok",
"timestamp": 1525025326507,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "z9jISFlKODxK",
"outputId": "a2540817-d9e1-45cd-d5b6-87df10faaf47"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_trace(trace_log_two);"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "qSBU3sz9Viic"
},
"source": [
"### Effects of Variables"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:44.042507Z",
"start_time": "2019-02-11T13:20:43.686865Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 529
},
"colab_type": "code",
"executionInfo": {
"elapsed": 864,
"status": "ok",
"timestamp": 1525025327397,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "BqaRuAJCODxS",
"outputId": "9e8d40f0-7453-4000-8fe6-ab916764a35d"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_effect('Glucose', trace_log_two, X_two)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:44.420350Z",
"start_time": "2019-02-11T13:20:44.044607Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 529
},
"colab_type": "code",
"executionInfo": {
"elapsed": 961,
"status": "ok",
"timestamp": 1525025328425,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "PbCV52YkODxW",
"outputId": "8d3eebbb-0bfd-4fda-b1c1-c8942b159401"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"model_effect('BMI', trace_log_two, X_two)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "5SesbtQDVlN0"
},
"source": [
"## Evaluate Performance"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:44.456285Z",
"start_time": "2019-02-11T13:20:44.421668Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 51
},
"colab_type": "code",
"executionInfo": {
"elapsed": 250,
"status": "ok",
"timestamp": 1525025328722,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "191yTWLcODxa",
"outputId": "1f3be9e4-c720-4966-87a0-85ccd09583f3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Accuracy of Model: 73.00%\n",
"F1 Score of Model: 0.5424\n"
]
}
],
"source": [
"two_probs = find_probs(trace_log_two, X_test_two)\n",
"\n",
"two_predictions = (np.array(two_probs) > 0.5)\n",
"calc_metrics(two_predictions, y_test)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:44.672209Z",
"start_time": "2019-02-11T13:20:44.457683Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 521
},
"colab_type": "code",
"executionInfo": {
"elapsed": 401,
"status": "ok",
"timestamp": 1525025329152,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "q42UaECVODxi",
"outputId": "f90a400c-6ffe-44da-b249-eac847b9ee34"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"calc_roc(two_probs, y_test)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "SeTKYffNVvuz"
},
"source": [
"The f1 score did decrease as well as the area under the receiver operating characteristic curve. In this case, we would probably want to retain more variable to build a more performant model. More work could be done in order to determine the optimal number of features to include. In the end, a model with only two features still outperforms the baseline on the task of diabetes patient diagnosis. "
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:44.856984Z",
"start_time": "2019-02-11T13:20:44.673576Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 635
},
"colab_type": "code",
"executionInfo": {
"elapsed": 475,
"status": "ok",
"timestamp": 1525025329665,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "uM_QTsqckapm",
"outputId": "800b412e-e805-45dc-9608-585ec7cd64bf"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"Median estimated probability: 0.92\n",
"5% estimated probability: 0.88\n",
"95% estimated probability: 0.95\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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FEN9odPQtnE/TMcTk5ORRv5RnzpwZ+X9bWxudnZ10dnaydOnSyPPt7e15c4wmnq/OFJJvIBCgtrbWbY24jIcm+dXLB7n/5S5Gxq1u074S4Yy2Ws5oq+Gklirm1FfgiUkQfYFxfvdaNw+8cpCndh5ikl3cuNydRKJzfOOho69JInFIVELIF/HGMezbty/y/71799La2kpLS8tRz7tBIY27gPR8VWNjHkxSE2770o0tnUN855k97D5k+S2eXsX7Fjcxq2SAE+bNSfra+opSrjr9ON7SXssNj27n6Z2HKGEXX7hgTt6rthLFd2zlyrx6pIuO94NJIhoSbxzDj370Iy666CIqKyu54447uPTSSznrrLO45ppr+MhHPsKsWbP4xje+4YJtcY4TmZw1y/qPyxNL6jgu4M87+rh93S5CCmbWlvHPb29n6QyrwXdsLP15nRY2V3H7Jcdzw6Nv8tTOQ5yz4xDnH5/f6ppE8R258868eqSLjveD6Z2lIfHGMXz4wx/mQx/6EKeddhpz587lc5/7HO985zv59Kc/zQc/+EGWLVvGueee64JtcY4T0QXdxgU88WYvX7UTyKUnNXP3ZYsiCQQy9100vYpPnmlV1f7nC/sJTuS3VKtbfFOho68piWhIScnRuf20007js5/97FHPX3vttUf0yrrqqqsi/7/hhhucEYwhnq/OpOWrwUBDsKat14X1Hf18/ckOFHDVaa383emtR1U/ZeN78YJGfr3Fz86+UR7Z4udvl7TkyDg1iXw9GzcCEIpqc9QBne6HMK5++kXkMyLyVxEZE5G1Uc9fKSJDUY8REVEickaC4zwpIqNR+7s/X8UUKMovZY1Ix9ezdSseDaY9qaiocFsBsBrD73h6dySBrDzjuLjtF9n4ekqET9ilkf/e2MmhPI4jSeRbe8EF1F5wQd480kWX+yEatz/9+4HbgHujn1RK/ZdSqjr8AP4R2AFsSHKsz0S9ZqFzys4zMTHhtkJGGF/n6Ovrc1sBpRTfe3YP/aMTLJ1RzVWnJ66Xz9Z3WVsty9pqGBmf5KHN/mxVM0aH+GaCjr6uJhGl1ENKqUeAnhS7Xg3cpwptzvEsiR3HsGnTJs4//3x3ZNKgkMZdQGH5NmrQS+yJ7X08s6ufytISPnfubEqS9KCaiu/lS6zk9PibvUzm6aOuQ3wzQUdft0siKRGR2cA7gPtS7Hq7iHSLyLMicr7zZs4RCoXcVsgI4+scg4ODrr7/2MQkdz9ndSP/9FlttNQkn7tpKr4nt1bRUu3DPzzOyweGsj5OJrgd30zR0bcQfpKtBJ5WSu1Mss/1wKtAELgc+K2ILFVKbY/e6eDBg6xevRqv10soFOKyyy5jzZo1DA8PU1FRgYgQCoUi28H61To+Ph4ZnBYKhSgtLY1UiXg8nsg0GkopJicnKS0tZXx8HBFJe7vX62VycjIyhmFsbIySkhJKSkoi20OhEEqpyOtLSkqOck613YlzCvslO6doJ7fPKRQKMTY2lvScwkMRh4eHGR4epqamhp6eHurr6wkEAoyOjtLa2kpnZyfl5eVUVFTQ19dHY2Mjg4ODBIPByPaKigp8Ph/9/f00NTXR39/P+Ph4ZHtVVRUej4eBgQGam5vp7e1FKUVzczN+vz8y6d7Q0BAtLS34/X5EhIaGBvx+P7W1tYRCIYaHhyPHLC0tpa6uju7uburq6ggGgwQCgch2n8+X1jk99PIBDo1OMKfOy6KyQcbGqpOeUygUoqOjI+k5dXV1RabuiD2nd8yu5v4tvfx+SydtvjFHzin6Ovn9fhoaGo46p3BH446OjrSuU7JzyuV16uvrO+LecvLeiz6nZIgONUQichvQppRaFWfbNuCrSqkfZ3C8x4DfKaW+F/38+vXr1aJFi47af2BgQKtRoJOTkwXVWF2Mvp6XrKlv+o4/3tV7w8316ycmFat+tYWDQ+P824q5nDt3WsrXTNV3z6FRVj/wGpWlJfziylMo9zp7XyXyrW9oAPRbJtet+2HDhg0vrlixYlm8bVp/8kXkHGAG8ECGL1VY87wVJIU0jgGMr5O4OS5g3fZeDg6N015Xxjlz0lvbe6q+7dPKWdhcycj4JOs7+qd0rHTQcdxFMnT0dbuLr1dEygEP4BGRchGJrmK7GnhQKZWwIlBEponIxeHXisiVWG0ojzlr7xyF9KseitM3tHAhoYXud/Jzq0vnpFL8ctNBAD6ypCVpY3o0ufC9cL5VCvjTNudLAYl8B554goEnnnD8/TPFdPE9mi8CAeAG4Cr7/18EsJPL3wI/iX2RiHxBRB61/yzF6ibsB7qBa4APKqXecNzeIQpp0SQ47Pu+972P++5L1f/BfdKKb2Wl9XAZtxYh2rBvkN2HRmmuKuUC+0s9HXLhe968aQiwcf8ggXFnO0Ek8g0tXardQEMwi1IdhVLqZqWUxDxutreNKqWmKaUej/O6ryql3mX/36+UeotSqsbe/yyl1B/zfCo5Jbb30Pve9z6OO+442tvbaW9v561vfWtk2+bNm3nb297G/PnzueuuuyLPj4+Pc+GFF+ZlUsZ0ejuNjY3xhS98gcWLFzN37lz+5V/+5YhqJSfPMRgM8rWvfY1ly5bR1tbG6aefzmc+8xl2794deW9dk19/v/NVOvF44k2rFPCuRU0Zza6bC99pFaWc0FTJ+KRiS9fwlI+XDLfimy06+rpdEjHEId44hq9//evs2bOHPXv28Pzzz0eev+WWW7jlllv485//zB133EFXVxcA3//+93n/+98fWYMk376x3HnnnWzcuJFnn32WF154gU2bNvGtb33riH2cOsdVq1bx2GOPcc8997Br1y6eeuopli5dylNPPZXwNSW7d1NiJxk3aWpqyvt7jk5M8qzdHnFBhhMi5sr3tBlWr6AN+5zt0prIt/Laa6mMmk5IF9y4H1JRCF18jzlCoVDa6110dHTwjne8g7KyMubNm8fevXsJBoP89re/5dFHH035+lWrVvHcc88RCAQ4+eST+da3vsWJJ54IwJo1a6isrGT37t2sX7+eBQsW8MMf/pC5c+cCsG7dOm644QY6Ozv5yEc+QrKefn/4wx/4p3/6p8iiOp/61Ke4+eabufHGGx09xyeffJInn3yS559/PpJsqqqq+PjHP570ddJjj3+dlrpHkpP09/dTVZX+zLi54LmOfgLjkyxqrmRGbWY9gXLle9rMGn758kE27nc2iSTyLbNLprrN5uvG/ZAKUxLRkHhfxrfeeivz58/nkksu4Zlnnok8f+KJJ7Ju3Tr27dvHnj17mDt3LjfeeCNf/vKX05ry/MILL+SFF17gjTfe4NRTT+VTn/rUEdsfeughPv/5z7Njxw7mzZvHbbfdBljLdF599dV84QtfYMuWLcyZM4e//OUvaZ+XUor9+/czEDXVuhPn+NRTT3H66acfUVrRoVt7urjRk2zddmtqjeVZTMueK9+TWqop9Qhv9gToH3VumppC6qkHevqaJJKA+oaGhA/f2rWR/Xxr1ybdN5qa5cvjPh9L7BfjTTfdxIYNG9iyZQtXX301H/3oR9m50xp7eeutt3Lvvfdy5ZVX8pWvfIW//OUvVFdXM3v2bK688kre+9738sgjjyR8r6uuuoqamhrKysq44YYb2Lx58xFf7O95z3s444wz8Hq9/M3f/A2bN28G4I9//CMLFy7kAx/4AJWVlfzDP/wD06dPT/g+K1as4O6776a7u5uurq7Iuu8j9my5Tp1jb28vLS1HzgpbSOuf5Hv9iIHRCV7YO0CJwHnzMk8iufIt85ZwUov1i3uTg6URHdfnSIaOvqY6S0PGx8ePGFC0bNnhMT5XXHEFDz74IH/84x/55Cc/SXt7O7/61a8A6wv54osv5sEHH+T666/n0ksv5aKLLuLss8/mvPPOO2p95lAoxG233cavf/1ruru7I11fe3p6IgPsor+AKyoqGBqypqPo7OyMLNkb9o1ewjeW6667jv7+fs477zx8Ph8rV67klVdeiSQep86xoaGB7duPmLjgqPjqTGdnJ7Nnz87b+z296xATk4ozZtbQUJl5ss2l72kzati4f4gN+wd5RxYJLR3yHd+poqOvKYkkoK+3N+EjuGpVZL/gqlVJ941mcN26uM/Hkmocg4jErZL55je/ycqVK5k+fTqvvvoqS5cupba2lhkzZrBjx46j9n/ggQf4/e9/z8MPP0xHRwebNm0C0qvuiV6at6SkBKXUEUv1xlJRUcE3vvENtmzZwksvvUR9fT1LlixJeK65OsfzzjuPDRs2HOFWSONa8l3//czOQwBZrzCYS9/T7MWunGwX0a19IRU6+hbOp+kYInocQ39/P48//jijo6NMTExw//33s379elasWHHEa15//XWeeeYZPvaxjwEwe/Zsnn76aQ4ePMiOHTvi9mAaGhqirKyM+vp6RkZGuPXWW9N2vOiii9i6dSu//e1vCYVC3H333Rw8eDDh/vv37+fAgQMopXjhhRf41re+FVk0y8lzPP/88zn//PNZuXIlGzduZGJiguHhYX784x/zs5/9LO3zdYt0O1jkgrGJSV7ptEqab23PbqqXXPqe0FRJlc/D/oEgBwbHcnbcaPIZ31ygo69JIhoSPe5ifHycr371qyxYsID58+dzzz338NOf/pT58+cf8ZrPf/7z3H777ZGb7Etf+hJ33303Z599Np/97GePahcA+MhHPkJ7ezsnn3wyb3vb246oUkpFY2Mj9957L7fccgsLFy5kx44dnHnmmQn337VrF5dccgltbW2sWbOGm266iQvsRX+cPEeAtWvXcuGFF7J69WrmzJnDueeey0svvZR0en1VWYnSYLDhQB7XeH+lc4hgSDG/sYL6iuzajXLp6ykRTm21uvpu6XRmvEgi34klS5hYssSR95wK+bwf0kWLCRjzRaFMwJhJF18dKGZft++NkZERKvOUzH7w3F4e2uzn8iUtfOwtM7I6Rq59f76xkx//9QAfWNzMmrNzP+Ypn/HNBW75FuwEjMcqhbTeBRhfJ+nN4yyyL+612h6WtdVkfYxc+y5osr4wt/qdKYnkM765QEdfk0QMBo3JV03BwaEgHYdGqSgt4cTp2Tfe5tp3QbOVRLb3BhgPTeb02FBYY4ZAT1+TRDSkkJZvheL09bz0UmRNETdpbm7Oy/u8aE8vsvS4Gko92X8t5Nq3pszLzNoyxkOKXX2jOT02JPZNZzyXG+TrfsgEk0Q0RMdRqckwvs4RnifMaV7cazXYnjGFqixwxjdcGtnqH8n5sfMV31yho69JIhpSSI3UYHydJJ3lSadKaFJFJjpc1ja1TgRO+C60k8gbDiSRfMQ3l+joa5KIjY51jQZ3URwb98WuvgBDwRAt1b6MJ1zMBwvtxvU3up2dFt6QHSaJAJWVlfT392vzhVFIvYegeH0Dg4OUl5c7bJOc8DQzThJes+Pk1qmPhnbC9/imSkoEdvWNMjqR28b1fMQ3l+joW1gtog7h9Xqprq5mYGBAi1UFQ6EQY2POjNB1gmL09b3wAmUvvIC84x15sopPogGUuWSzPUr9pJapV5U44VvuLWFOfQU7egNs7x7hpNbcVenkI765REdfk0RsvF4vdXV1bmsAsGfPHtrb293WSJti9K23p2Tp++EP86GUEL/f73hswyWR8Ky5U8Ep34XNlezoDbA1x0kkH/HNJTr6miSiITqUhjKhGH2H77gjDyapcTq2B4eC+IfHqfZ5mF0/9ao7p3wXNFfy6NaenPfQSuSry/WPRcfPmkkiGtKgYf/0ZBSjb/RMzW7idGy3dFlVWYtbqijJwReUU77zGysA2NkbyOlxE/nqcv1j0fGzZhrWNcTv97utkBHG1zmcds1lVRY45zu7vgIB9hwazenI9UK6F0BPX5NENESnySDToRh9fWvXHrGCpVs4HdvNnblNIk75lntLOK62jJCCvf2568SRyFeX6x+Ljp81k0Q0pFi7zOpCOr5V111H1XXX5cEmOU7GdjgYYldfAG+JsKA5N0nESd+5dptNLqu0Evnqcv1j0fGzZpKIhgwPF9agKuPrHE66vnZwmElltTeUe3PzVeCk79wGu10kh3NoFdK9AHr6miSiIa2trW4rZITxdQ4nXV87aH0hLc5RVRY46zunwSqS+VtUAAAgAElEQVSJ7MphSaSQ7gXQ09ckEQ3p7Ox0WyEjjK9zOOkanotqYY6qssBZ37n14ZJI7pJIId0LoKevSSIaUlqa3dKkbmF8ncMpV6UUb3SHk0juVspzMrYzasvweYSDQ+MMB3PTNlBI9wLo6WuSiIboMnI+XYyvczjl2j0yTl9ggmqfh+NqfDk7rpOx9ZQIs6bltkqrkO4F0NPXJBEN6e7udlshI4yvczjlGh75fUJTZU5HQTsd21w3rhfSvQB6+poR6xqi46+NZBSjb58ma1k7Fdtt/txXZYHz98KcHHfzTeSry/WPRcfPmimJaEgwGHRbISOMr3M45RpuD1nQlNsk4nRsD5dEcpNECuleAD19TRLRkEAgt/MDOY3xdQ4nXKMb1RfkuCTidGzDPbR29Y7mZP2fQroXQE9fk0Q0RMe+4MkoRt+a5cupWb48DzbJcSK2nYNBBsdCTCv30lyV294+Tt8LDZVeaso8DAVD9IyMT/l4iXx1uf6x6PhZczWJiMhnROSvIjImImujnp8jIkpEhqIe/5bkOHNEZJ2IjIjI6yJyYV5OwCF07AuejGL09W7ahHfTpjzYJMeJ2EaXQnI9tbjT94KIMNvuobXn0NTn0Erkq8v1j0XHz5rbJZH9wG3AvQm2T1NKVduPW5Mc5+fAS0Aj8K/AAyLSnFvV/OHz5a7LZT4wvs7hhGt4kGGu20MgP7Ftt5PI7kNT76FVSPcC6OnrahJRSj2klHoE6Mn2GCKyADgduEkpFVBKPQi8AnwoR5p5p6amxm2FjDC+zuGEq1PtIZCf2LbXlQGwp3/qSaSQ7gXQ09ftkkgqOkRkr4j8WESaEuxzErBDKTUY9dwm+/mCpKcn65zqCsbXOXLtqpTizR6rcfaExtwnkXzEdlZ97koihXQvgJ6+uo4T6QbeAmzEqqK6C/gv4OI4+1YD/THP9QMzY3c8ePAgq1evxuv1EgqFuOyyy1izZg2dnZ1UVVXh8XgYGBigubmZ3t5elFI0NzfT1dVFdbW1rvPQ0BAtLS34/X5EhIaGBvx+P7W1tYRCIYaHh2ltbaWzs5PS0lLq6uro7u6mrq6OYDBIIBCIbPf5fNTU1NDT00N9fT2BQIDR0VGqq6vp6OigvLyciooK+vr6aGxsZHBwkGAwGHl9RUUFPp+P/v5+mpqa6O/vZ3x8PLI9X+c0NjbG2NhY0nMKv16HcyopKaGjoyPpOdXb90xHR4er5zQ2Nhb54sjFvSfVDQwHQ9T6SvBNjtLRsT+n5xS+d52890qGrHh09I4ccR2zuU7R9270OUVf/3x/npJ9RyiljnDK1+cpGZKLbnJTRURuA9qUUqsSbG8FDgC1MSUORORS4CtKqcVRz30PQCl1TfS+69evV4sWLcqxfe7p6uqipaXFbY20KUbfensZUrcHneU6ts/uOsSX/7STM2bWcPu75ufsuGHycS+EJhUf+MkmgiHFwytPpcrnyfpYiXx1uf6xuPVZ27Bhw4srVqxYFm+briWRWMKZLl712xZgnojURCWYJcB/58XMAUZHc7deQj4oRt+xlSvzYJKaXMd2u12Vdby9Znmuyce94CkR2urK2NE7yp5Doyyanv0sxIl8dbn+sej4WXM1iYiI13bwAB4RKQcmgDOAQ8A2oB74LvCkUiq22gql1BsishG4SUS+CLwLOJUCbljXsS94MorRd+TOO/Ngkppcx3ZHr7NJJF/3QntduZVE+qeWRBL56nL9Y9Hxs+Z2w/oXgQBwA3CV/f8vAvOAx4BBYDMwBlwRfpGI/EBEfhB1nMuBZUAf8DXgw0op/Va0TxMd+4Inw/g6R65dwyWReQ3OJJF8xfZwN9+pjRUppHsB9PR1tSSilLoZuDnB5p8ned2nY/7eBZyfIy3XKS8vd1shI4rR17NxIwChpUud1klKLmM7NDZB11AQn0doq3PmmuXrXmiPDDicWvVOIl9drn8sOn7WCqVN5JiiosKZX4lOUYy+tRdcALjfsJrL2IarsuY2VOApye1I9TD5uhdmTbPHikwxiSTy1eX6x6LjZ83t6ixDHPr6+txWyAjj6xy5dHW6KgvyF9u2unIE2D8wxsRk9j1MC+leAD19TRLRkMbGRrcVMsL4OkcuXZ3umQX5i22Zt4SWGh8hZSWSbCmkewH09DVJREMGBwdT76QRxtc5cum6Pdwzy8GSSD5j21439ZHrhXQvgJ6+JoloiI4LzyTD+DpHrlzHQ5PstpeUnetgEslnbNtz0C5SSPcC6OlrkoiG6NgXPBnG1zly5brn0Bjjk4oZtWVUTmGEdyryGdtwD7O9/dlXZxXSvQB6+pokoiE69gVPhvF1jly5bu+1Zu51sj0E8hvb8Gy++6aQRArpXgA9fU0XXw3RsRtfMorRd+CJJ/JgkppcxTbSqO5gVRbk914Il0SmMiV8Il9drn8sOn7WTBLREB0XnklGMfrqMsgsV7GNdO91uCSSz3uhodJLRWkJg2MhBkYnqC3P/Osska8u1z8WHT9rpjpLQ/r7j5oiTGuMr3PkwlUp5ficWWHyGVsRayJGyL40Ukj3Aujpa5KIhjQ1JVp/S0+K0bfy2mupvPbaPNgkJxex9Q+PMzgWorbMQ1NlaQ6sEpPveyFcpZVtu0giX12ufyw6ftZMEtEQHX9tJKMYfcvuu4+y++7Lg01ychHb6EGGIs5MdxIm3/fC4ZJIdkkkka8u1z8WHT9rJoloyPj4uNsKGWF8nSMXrpFBhg4shxtLvmPbFumhlV11ViHdC6Cnr0kiGqJjX/BkGF/nyIXrjh6re6+Tc2aFyXdsD/fQyq4kUkj3Aujpa5KIhujYFzwZxtc5cuGajzmzwuQ7tjNrrZLI/oExQllMxFhI9wLo6WuSiIZUVWW/UpsbGF/nmKrrcDDEgcEgpSUSWYPDSfId20qfh8bKUsZDioPDmU8JUkj3Aujpa5KIhng8zk1L4QTG1zmm6rrTbg+ZXV+O16E1RKJxI7bhdpG9WaxyWEj3Aujpa5KIhgwMDLitkBHF6DuxZAkTS5bkwSY5U41tPquywJ17IZJEsmhcT+Sry/WPRcfPmhmxriHNzc1uK2REMfoOrluXB5PUTDW2+ViIKho37oWZU5iIMZGvLtc/Fh0/a6YkoiG9mi3JmQrj6xxTdX3T7pk1v8n57r3gTmzbIyWRzJNIId0LoKevSSIaolT2y326gfF1jqm4TkwqOuw1RPJVEnEjtlOpziqkewH09DVJREN0LLImoxh96xsaqG9oyINNcqYS246+gL2GiI8qB9cQicaNe6G1pgyPWNO7jE5MZvTaRL66XP9YdPysmSSiIV1dXW4rZITxdY6puB5uVM9PVRa4E1tPiXBcbXYj1wvpXgA9fU0S0ZDq6mq3FTLC+DrHVFzDSWR+nnpmgXuxbc9yIsZCuhdAT1+TRAyGIuXNPHfvdZOZU5yI0ZA9JoloyNDQkNsKGWF8nSNb10ml2N4TXhI3f9VZbsW2PcuJGAvpXgA9fU0S0ZCWlha3FTLC+DpHtq6dg0FGxiepr/DS6PAaItG4FduZWU7EWEj3Aujpa5KIhvj9frcVMsL4Oke2rvkeqR7GrdgeLomMZdQNtpDuBdDT14xY1xCnFw7KNcXoO3zHHXkwSU22sY0MMsxjVRa4dy9Mq/BS5fMwFAxxaHSC+or0Sl+JfHW5/rHo+FkzSURDGjTsn56MYvQNrlrlvEgaZBtbN3pmgXv3Qni99a3+Efb1j6WdRBL56nL9Y9Hxs2aqszRExyJrMoyvc2Tr+makUf3YqM6C7JbKLaR7AfT0NUlEQ2pra91WyIhi9PWtXYtv7VrnZVKQTWz7RsbpHZmgsrQkMggvX7h5L0QmYjyUfg+tRL66XP9YdPysmeosDQmFQm4rZEQx+lZddx3gfrVGNrENr6k+r6GCkjzXobt5L0QmYhxIvySSyFeX6x+Ljp81V0siIvIZEfmriIyJyNqo588SkT+KSK+I+EXkfhE5LslxnhSRUREZsh9b83ICDjE8POy2QkYYX+fIxvVNF8aHhHEztocXp0q/JFJI9wLo6et2ddZ+4Dbg3pjn64F7gDnAbGAQ+HGKY31GKVVtPxbmWjSftLa2uq2QEcbXObJx3d5tN6o35X+kupuxnWFX3R0YDKa93noh3Qugp6+rSUQp9ZBS6hGgJ+b5R5VS9yulBpRSI8C/A+e4IukCnZ2dbitkhPF1jmxcI9Od5Gn692jcjG1FqYemqlImJhWdg+mtt15I9wLo6et2SSRd3gFsSbHP7SLSLSLPisj5eXByjNLS/I0wzgXG1zkydR0Jhtg/MIa3RJhdX+6QVWLcjm1k0OFAelVabvtmio6+2jesi8ipwJeADyTZ7XrgVSAIXA78VkSWKqW2R+908OBBVq9ejdfrJRQKcdlll7FmzRo6OzupqqrC4/EwMDBAc3Mzvb29KKVobm6mq6srMnvm0NAQLS0t+P1+RISGhgb8fj+1tbWEQiGGh4dpbW2ls7OT0tJS6urq6O7upq6ujmAwSCAQiGz3+XzU1NTQ09NDfX09gUCA0dFR6urq6OjooLy8nIqKCvr6+mhsbGRwcJBgMBh5fUVFBT6fj/7+fpqamujv72d8fDyyPV/nNDIywtjYWNJzCr9eh3NSStHR0ZH0nOrte6ajo8PVcxoZGaGnpyft69RbUosCZlR7CI4G2J/hvTfVcwrfu259nqZXWuumbOvsZ7ZvNOU5Rd+70ecUff3z/XlKdp0mJiaOcMrX5ynpd7QOK2WJyG1Am1JqVczz84GngBuUUj/N4HiPAb9TSn0v+vn169erRYsW5cDYWTo6Opg9e7bbGmlTjL7hBYn6XF6ONNPY/nqLn7vW7+XiBQ187h35vyZu3wsPbz7Ifzy3j/cuauKf3t6ecv9Evrpc/1jciu+GDRteXLFixbJ427QtiYjIbOBPwK2ZJBAbBeg3P0Ca1NXVua2QEcXoq8uXR6axdbNnFrh/LxyeEj696qxEvrpc/1jcjm883O7i6xWRcsADeESk3H5uJvAE8O9KqR+kOMY0Ebk46rVXYrWhPOb8GThDMJheo6AuGF/nyNTVrYkXw7gd20wXp3LbN1N09HW7Yf2LQAC4AbjK/v8XgY8D84Cbo8Z+RCbSF5EviMij9p+lWN2E/UA3cA3wQaXUG/k7jdwSCATcVsgI4+scmbhOTCo6+qxf4PNc6JkF7sd2erWP0hKhe2ScwHjqgXlu+2aKjr6uVmcppW4Gbk6w+ctJXvfVqP/7gbfkVMxldOwLnoxi9K1ZvhyAwXXrnNZJSiax7egLMD6pmFFbRpXP46BVYty+FzwlwozaMjoOjbKvf4z5Tcmr9RL56nL9Y3E7vvFwuyRiiIOOfcGTUYy+3k2b8G7alAeb5GQSW7dm7o1Gh3shk6VyE/nqcv1j0SG+sZgkoiE+n89thYwwvs6Riesb3fYaIi6MVA+jQ2wzWSpXB99M0NHXJBENqampcVshI4yvc2TiutVvJZGFzVVO6aREh9i2TUt/qVwdfDNBR1+TRDQkPLisUDC+zpGuazA0yY6eAAIsSNEO4CQ6xLbNnkNrbxolER18M0FHX5NENKS+vj71ThphfJ0jXdedvVajelude43qoEdswyWRdNZb18E3E3T0NUlEQ3TsxpcM4+sc6boerspyrxQCesS2tsxDTZmHkfFJegMTSffVwTcTdPTVdsT6sczoaPrrIehAMfqOrVyZB5PUpBvbNzRoDwE97oXweuuvHRxhX/8ojZWJJy1M5KvL9Y9Fh/jGYpKIhujYFzwZxeg7cuedeTBJTbqxDZdEFrhcEtHlXphZV85rB0fY0z/GqcclboxO5KvL9Y9Fl/hGY6qzNETHvuDJML7OkY7rSDDE7kOjeMSdNUSi0SW2h7v5Ju+hpYtvuujoa5KIhpSX538diKlQjL6ejRvxbNyYB5vkpOO6rXsEBcxrrMDndfcjrcu9EBlwmGKp3ES+ulz/WHSJbzSmOktDKirc/TWZKcXoW3vBBYD7s7mm47rVHmS4sMnd9hDQ516ITMQ4kLwkkshXl+sfiy7xjcaURDSkr6/PbYWMML7OkY5rpGfWdHfbQ0Cf2M6oLUOAAwNjTCRZb10X33TR0dckEQ1pbGx0WyEjjK9zpOP6+sFhwN1BhmF0iW2Zt4Tp1T5CCjoHE5dGdPFNFx19TRLRkMHBQbcVMsL4OkcqV/9wEP/wOJWlJa6sqR6LTrE93C6SOIno5JsOOvqaJKIhOi48kwzj6xypXF/rskohJ06vokTcX8xTp9imMxGjTr7poKNvxklERP4kIh8REf2mkywSdOwLngzj6xypXF+1q7IWt7jfqA56xXZmXeqJGHXyTQcdfbMpiZwG/DewX0TuFJFTcux0zKNjX/BkGF/nSOX6ql0SWTxdjySiU2zb0hgropNvOujom00X3+OAy4DVWEvRXiMifwV+BPxcKTWU7MWG1OjYjS8Zxeg78MQTeTBJTTLX4MQkb9oz9y7SJInodC+Ek0iy2XwT+epy/WPRKb5hMi6JKKWCSqlfKKXeibUO+m1AC3A3cEBE/lNEzsmx5zGFjgvPJKMYfUNLlxJaujQPNslJ5rqte4SJScWc+nJXZ+6NRqd7YXq1j1KP0BuYYDgYf731RL66XP9YdIpvmCk1rCulOpRSNwFzgUuAdcAq4M8i8qqIXCsi1VPXPLbo7+93WyEjjK9zJHPdoll7COgV2xIRZtYmr9LSyTcddPTNVe+spcD7gXMBAbYDk8AdwDYROTtH73NM0NTU5LZCRhSjb+W111J57bV5sElOMtdwzyydkohu90JbpHE9fpVWIl9drn8susUXppBERGSaiKwRkQ3AX4GPA38ALlRKLVBKnQxcCIwAd+XE9hhBx18byShG37L77qPsvvvyYJOcRK5KqcM9szRpDwH97oVUEzEm8tXl+seiW3whi4Z1EVkBfAy4FCgH3gA+D6xVSh2xdqNS6gkR+RomiWTE+Pi42woZYXydI5Fr52CQvsAEdeVeZthVNjqgW2wjAw4TlER0802Fjr7Z9M76IzAGPATco5R6KsX+bwLPZvE+xyw69gVPhvF1jkSum7usTpCLp1chGgwyDKNbbNujlsqNh26+qdDRN5vqrOuAmUqpK9NIICil1imllmfxPscsOvYFT4bxdY5Erq8csKqyTjlOr34rusU23LC+N8F667r5pkJH32ySSC0wI9FGETlJRL6UvZKhqkqfOu50ML7Okcj1lU6rJHJqq15JRLfY1pZ7qSv3MjoxiX/46Kog3XxToaNvNknkJuDUJNtPtvcxZInHo0ef/3Qxvs4Rz7VnZJx9A2NUlJZwfKNeg890jO0su0prd5wFqnT0TYaOvtkkkVQVsOXARBbHNdgMDAy4rZARxeg7sWQJE0uW5MEmOfFcN3cebg/xlOjTHgJ63guzkySRRL66XP9YdIxvWg3rIlILTIt6qlFEZsXZtQG4EtiTA7djlubmZrcVMqIYfQfXrcuDSWriuYarsk7RrCoL9LwXZtlT5Hf0HZ1EEvnqcv1j0TG+6ZZEPgvstB8KuDPq7+jHi1hjQ36Qc9NjiF7NluRMhfF1jniurxywk4hmjeqgZ2yTlUR09E2Gjr7pdvF90v5XgC8BDwMvx+yjgCHgOaXU/+XE7hglXi8SnTG+zhHrOjA6wa6+UUo9wkINVjKMRcfYhksiuw+NopQ6oku0jr7J0NE3rSRid+V9CkBEZgM/UEr9xUmxYxkdi6zJKEbf+oYGAPpc/uUX67qlaxgFLGquwufVb005He+Fhgov1T4Pg2Mh+gITNFSWRrYl8tXl+seiY3yzmcX3700CcZauri63FTLC+DpHrGu4PeTkVv26eoKesRWRSA+tjpgqLR19k6Gjb8okIiKzohvRw3+neqTz5iLyGRH5q4iMicjamG0rROR1ERkRkXV2CSjRcebY+4zYr7kwnffXlepq/eq6k2F8nSPWddMBa41t3caHhNE1tuH153fHNK7r6psIHX3Tqc7aBUyKSKVSKmj/nU7FXDodmvdjrUdyMRDp8C4iTVjTqnwc+C1wK/BL4KwEx/k5sB54t/14QEROUEr503AwGAqCobEJtvcE8JYIJ2maRHQlUUnEMHXSSSK3YCWNiZi/p4xS6iEAEVkGtEVtugzYopS6395+M9AtIouUUq9HH0NEFgCnAxcppQLAgyJyLfAhCrSX2NDQEI2NjW5rpI3xdY5o11c6h5lUsHh6JeUatoeAvrFNVBLR1TcROvqmTCJKqZuT/e0QJwGbot5zWES228+/HmffHUqpwajnNtnPFyQtLS1uK2SE8XWOaNeNdlXWkhk1bumkRNfYJiqJ6OqbCB19s5nFNx9UA7FVUf1AvE9Ptb0tdt+ZsTsePHiQ1atX4/V6CYVCXHbZZaxZs4bOzk6qqqrweDwMDAzQ3NxMb28vSimam5vp6uqK1EUODQ3R0tKC3+9HRGhoaMDv91NbW0soFGJ4eJjW1lY6OzspLS2lrq6O7u5u6urqCAaDBAKByHafz0dNTQ09PT3U19cTCAQYHR1lcnKSkpISysvLqaiooK+vj8bGRgYHBwkGg5HXV1RU4PP56O/vp6mpif7+fsbHxyPb83VOXV1dLFiwIOk5hV+vwzl1dXVRUVGR9Jzq7Xumo6PD1XPatm0bM2ZYU9W9sMvqKTTDM8LevXsdufemek7he1enz1Nraysj3Qco9wj9oxNs3raTOcc1Mzg4SHd3d+TejT6n6Ouf789TsnPat28flZWVef88JUMy7XcsIvOB+Uqpx6KeOxP4ItaI9Z8ope7J8Ji3AW1KqVX23/8PKFVK/WPUPq8ANyulHox57aXAV5RSi6Oe+x6AUuqa6H3Xr1+vFi1alImaK+zdu5e2trbUO2pCMfr61q4FILhqlfNCSQi79o9O8Dc/e4VSj/Dw352qZfde0PteuObXW9nqH+Fb7zmBU+2Bmol8dbn+sbgV3w0bNry4YsWKZfG2ZVMS+TpWsngMIo3gj2KVCALAf4jIQaXUI1n6AmwBrg7/ISJVwPH28/H2nSciNVFVWkuA/57C+7tKg91HvVAoRl9dvjzCri8fODxflq4JBPS+F2ZPK2erf4SOvkAkiSTy1eX6x6JjfLO5G5cBf4r6+wqs6eFPB5qBvwD/nM6BRMQrIuVYPbk8IlIuIl6sEfEni8iH7O1fAl6ObVQHUEq9AWwEbrJffynWLMMPxu5bKPj9hdWpzPg6R9h1UwG0h4DesY3MoRXVLqKzbzx09M0miTRjdc0NcwnwrFJqs90F+BfA4rivPJovYpVebgCusv//Rbtr7oeArwB9wJnA5eEXicgPRCS659XlWMmtD/ga8OFC7t5bW1vrtkJGFKOvb+3aSJWGm4RdN+23SiJLNZwvKxqd74W59dYogl29h5NIIl9drn8sOsY3m+qsYewZfUXEA7wd+G7U9gBWySQldk+vmxNs+xMQtwFDKfXpmL93Aeen856FQCgUclshI4rRt+q66wD3qzVCoRC9I+N0HBqlzFvCwmb95suKRud7YU6DVRLZ2ReIzKGVyFeX6x+LjvHNpiSyBVgpIo3AJ7DaQv4YtX02R/esMmTA8PCw2woZYXydY3h4mI37raqsU1qrKPXo2x4Cese2qbI0ModWb8Aa9qazbzx09M3mjvwmcApwELgLeAl4Omr7RcCGqasdu7S2trqtkBHG1zlaW1t5yU4ip2neHgJ6x1ZEmGO3i+zsDQB6+8ZDR99sJmD8HXAB1poiX8YaKa4A7NLJXmBtDh2POTo7O91WyAjj6xwHDhxgw77CSSK6x3ZOg90uYo9c1903Fh19sxpsqJT6M/DnOM/3YE1ZYpgCpaWlqXfSCOPrHL3jJfiHx6kt8zBPs/XU46F7bMMlkV12SUR331h09NW7gvUYpa6uzm2FjDC+zrFz2JrH9LQZNZSIXuupx0P32M6NKYno7huLjr5ZJREReZuI/JeIPC8i20VkR8xje65FjyW6u7vdVsgI4+scL+zuA2DpTP2rskD/2M6JrLceIDSptPeNRUffjKuzRGQl8GNgHHgD2J1rqWMdHX9tJKMYfXVY0S40qdjaZ3XpPL0A2kNA/3uhpsxLU2Up3SPjdA4GE/rqcP3joWN8s2kT+VdgK3ChUmp/qp0NmRMMBt1WyAjj6wzbewIMj0/SUu3juNoyt3XSohBiO6ehnO6RcXb2BVhQqb9vNDrGN5vqrNnAf5gE4hyBQMBthYwwvs4Q7tp7eoFUZUFhxHZO/eF2kULwjUZH32ySyF6gMH4WFSg69gVPRjH61ixfTs3y5XmwSUy4a+/SAqnKgsK4FyLtIr2BhL46XP946BjfbJLID4Ar7SlPDA6gY1/wZBSjr3fTJrybNqXczymCE5Ns6bLny5qh93xZ0RTCvRDuobWjN5DQ1+3rnwgd45tNm8iLWJMjPi8idwE7gaMmdLHHkhiywOfzua2QEcY392w5OEwwpJhV66W+Qr+xAYkohNjOmlZOicC+gTHwTHNbJyN0jG82SeTxqP//iKPXWxf7OVNSyZKamsKpvgDj6wQv2VVZSzSftTeWQohtmbeE9rpyOg6N0jfpY7bbQhmgY3yzSSJ/n3MLwxH09PSktSylLhjf3BNuVJ9bOeGySWYUQmwB5jVW0HFolM17e1k6q8ltnbTRMb4ZJxGl1E+cEDEcpr6+PvVOGmF8c8vQ2ATbukfwCLxlTrPbOhmhe2zDzGuoYN32PvzBrGZ+cg0d42umPdEQHbvxJcP45pZNB4aYVHBiSxVMjLmtkxG6xzbMvKjG9UJCx/hmlYZFpB17Bl9gOnCJUuoJEWnGWoP9P5RSL+RO89hidHQ09U4aUYy+YytX5sEkPpHxITNqijK2OhCezHL3wHhkgapo3Lz+ydAxvtlMezIXeA4ot/89LrxNKeUXkWXAxwGTRLJEx77gyShG35E778yDSXyip35vrS+cnne9I7cAACAASURBVFlQOPdCQ4WXunIv/aMTdA0Faa05cuibm9c/GTrGN5vqrK8Ak8DJwJVYvbGi+T3WkrmGLNGxL3gyjG/u8A8H2ds/RkVpCQunV2ntGo9C8RURjm8svCotHeObTRK5EPi+UmoPR3fvBegA2qZkdYxTXl7utkJGFKOvZ+NGPBs35sHmSMJde09trcZbIkUZW12ItIv0HJ1E3Lr+qdAxvtm0idQCB5Js92V5XINNRYX+iw9FU4y+tRdcAOR/Ntfweuqn2fNlFWNsdSFZ47pb1z8VOsY3m5LIHuCkJNvPAt7MTscA0NfX57ZCRhjf3KCUYkPMeuq6uiaikHwLsTpLx/hmk0QeAj4mIidHPRdeY/1DwN8Av8qB2zFLY2Oj2woZYXxzw55DY/SOTDCt3BuZJFBX10QUkm/7tHK8JcL+gSDDwaNmbtISHeObbcP6XuAvwM+wEsgNIrIeK3lsAr6dM8NjkMHBQbcVMsL45oYNUVVZ4S6nuromopB8vSXCjGprdqZdBVIa0TG+GScRpdQA8DasebOWYfXOeiewEPg+sFwppV9n5gJCx4VnkmF8c8NL+46sygJ9XRNRaL7t1dZX4JtxGtd1RMf4ZjViXSk1oJT6Z6VUM9ACtAKNSqlr7CRjmAI69gVPhvGdOqFJxaYDRy9CpaNrMgrN9+SZDQC82TPiskl66BjfjJOIiJwtIl8RkftF5A9YpY9rgDNzbneMomNf8GQY36nzRvcII+OTzKgtY3r14em+dXRNRqH5TmMYgG3dhVES0TG+aXfFFZFa4OfAJRw9wBDgCyLyO+BKpZR+FXcFhI7d+JJRjL4DTzyRB5PDvLjXKsCfEbMUbjHGVidOaK5GGKSjL0BwYhKf1/pdne/rny46xjeT8RwPYA00fAb4T+BlYABr3MipWFOdvBf4JfDu3GoeW+i48EwyitE3tHRpHkwO86LdHnJG25FJpBhjqxO1leW0Tytn96FRdvWNsqC5Esj/9U8XHeObVnWWiFyMlUC+rZR6h1LqJ0qpl5RS2+1/f6KUOhe4A7hYRN7ppHSx09/f77ZCRhjfqTEcDPHawWFKBJYcd2QS0c01FYXoO98eL7KtANpFdIxvum0iV2BNZ/L5FPt9HtgNfHQqUsc6TU2Fs0gOFKdv5bXXUnnttXmwsUapTypYPL2KKt+RC4IWY2x1oqmpiflNVulje1S7SD6vfyboGN90k8gZwCNKqXhzZUVQSk0Cj2B1/TVkiY6/NpJRjL5l991H2X335cHmcFXW6W21R20rxtjqRH9/PyfEKYnk8/pngo7xTTeJzAS2prnvVswEjFNifHzcbYWMML5TY8O++I3qoJ9rKgrRN3r6k4nJpL+TXUfH+KabRGqBdHtcDQJTXgRYRIZiHiER+V6CfVfZ26P3P3+qDm6hY1/wZBjf7Nk/MMb+gSDVPg8L7GqVaHRyTYdC9K0u83JcjY/xkGLPIb3HSesY33STSAnxp32f6nETopSqDj+wBjMGgPuTvGR99GuUUk9O1cEtdOwLngzjmz2RBahm1uApObrnvE6u6VCovuF2kW3dejeu6xjfTLr4vltE0kmDZ2Qrk4QPAQeBpx04tnZUVVW5rZARxjd7Eo0PCaOTazoUqu/8xgqe3nmIbd0BLlrgslQSdIxvJknko6Tf6yrXFYtXA/elaNg/TUS6gV7gp8DtSqmJHHvkBY/Hk3onjTC+2RGaVIfXU0+QRHRxTZdC9T2hQEoiOsY33SSy3FGLJIjIbOA8YHWS3f6MtVxvB9ZaJ78EJoDbo3c6ePAgq1evxuv1EgqFuOyyy1izZg2dnZ1UVVXh8XgYGBigubmZ3t5elFI0NzfT1dVFdbXVzDM0NERLSwt+vx8RoaGhAb/fT21tLaFQiOHhYVpbW+ns7KS0tJS6ujq6u7upq6sjGAwSCAQi230+HzU1NfT09FBfX08gEGB0dJRQKMTAwADl5eVUVFTQ19dHY2Mjg4ODBIPByOsrKirw+Xz09/fT1NREf38/4+Pjke35OqfOzk4qKyuTnlP49TqcU2dnJwMDA0nPqezEEyn1euno6HDsnPpKahkZn+S4ai9lEyN0dHQedU579uxhcnIyb/feVM8pfO/q9HlKdk5+v5/KykoqAj2ANYfWjp27OOWUUwiFQnR0dOT985TsnA4cOHDEvZuvz1PS7+gUvXZdR0S+CLxTKXVeBq+5HPj/lFJHVK2tX79eLVq0KNeKOWdkZITKyqMbWXXF+GbHfS8e4GcvdfKBxU2sObs97j66uKZLIfte/cstHBgM8oNLFzGvUb/pRcC9+G7YsOHFFStWxB26MeUG8DywEvhJhq9RxJ/fqyDo1WxJzlQY3+wIN6qfPvPo8SFhdHFNl0L2DU95slXjKi0d46t1EhGRs7HGqCTrlYWIvEtEWuz/LwL+Dfi184bOoHvpMBbjmzlDYxO87h/GI7DkuMRVBjq4ZkIh+4a7WL/hH3ZLJyU6xlfrJILVoP5Q7KzAIjLLHgsyy35qBfCyiAwDv8dawver+VXNHc3NzW4rZEQx+tY3NFDf0OCYw8b9Q9ZUJy3VVPoSN5YWY2x1Itp3Ybgk4h9x/Ppni47x1TqJKKU+pZT6uzjP77bHguy2//4XpVSLUqpKKTVPKfUlpZR+QzvTpKury22FjDC+mfPXJKPUo9HBNRMK2Xd+YyUC7OobZcxb6p5UEnSMr9ZJ5FglnR4ROmF8M0MpxYt740/9HovbrplSyL6VPg/t08qZmFS8edw8F60So2N8TRIxGPLMnv4xuoaC1JZ5mN9YOD2ZjgXCjetb2vTvxakLJoloyNDQkNsKGWF8M+P53dZMrMvaauNOdRKN266ZUui+C+3G9dfa9By2rmN8TRLRkJaWFrcVMsL4ZsZf9ljtIWfOSty1N4zbrplS6L7hksir7Qvd0EmJjvE1SURD/H6/2woZYXzTZzgYYnPnECUCZyQZHxLGxNZZYn2Pb6jAI7Bz+myGy/QbcKhjfDOZO8uQJ0QKa5xkMfoO33GHI+/94r4BQgpObq2itjz1x68YY6sTsb4+bwnzGivY1h1gw1f+Hye75JUIHeNrkoiGNGjYPz0ZxegbXLXKkfd+frddldVel9b+xRhbnYjnu3h6Fdu6A7xy+tu1SyI6xtdUZ2mIjkXWZBjf9JhUiuft9pC3tqeuygITW6eJ53vidGu69Ve79Bu5rmN8TRLRkNra9L5gdKEYfX1r1+Jbuzan77ute4RDoxNMry5lTn15Wq8pxtjqRDzfcBJ5fU+vdtOM6Bhfk0Q0JBQKua2QEcXoW3XddVRdd11O33d9h9W1963tdWnXbRdjbHUinm9rjY+GwT768bJ/YMwFq8ToGF+TRDRkeFi/YnQyjG96PLvLSiLnzE6vPQRMbJ0mnq+IcErHqwC8dlCvGX11jK9JIhrS2prOKsT6YHxTs7d/lI5Do1T7PCyZkXyqk2hMbJ0lke8pu60k8upBvb60dYyvSSIa0tnZ6bZCRhjf1IRLIWfOqsWbYpR6NCa2zpLI95SOLQC8plkS0TG+JoloSGmpnjOIJsL4pubZXYcAOGf2tIxeZ2LrLIl8T9y7DU8oxM7eAIFxfdohdIyvSSIaUleXfp25Dhjf5HQPB3ndP4LPIyln7Y3FxNZZEvlWjI9ywoHtTCp4w69Pu4iO8TVJREO6u7vdVsgI45uc/7N7ZZ3RVktFaeIFqOJhYussyXzDjes6tYvoGF8zYl1DdPy1kYxi9O3L4VrWz9hVWW+fk3mcijG2OpHIt6+3l3lv9sKTHVq1i+gYX1MS0ZBgMOi2QkYY38T0jozz8oEhvCXCWbMy/wIwsXWWZL7hQYevHRzRZtChjvE1SURDAoGA2woZYXwT89SOPiYVvKWtlpqyzAv+JrbOksz3uBofdeVe+kcnODCox5e3jvE1SURDdOwLnoxi9K1Zvpya5cun/F7rtvcBsPz4+qxeX4yx1YlEvjXLl1N7wQUs1mweLR3ja5KIhujYFzwZxejr3bQJ76ZNU3qf/QNjvO4fodxbwlkZjFKPphhjqxOJfMPX/8QWe6VDTdpFdIyvSSIa4vP53FbICOMbnyftUsjZs+so92b3UTOxdZZUvic2h9tF9EgiOsbXJBENqanJbCyB2xjfo1FKRaqyLpifXVUWmNg6TSrfBc2VlAjs0GTQoY7xNUlEQ3p6etxWyAjjezTbewJ0HBqltszD6Wksg5sIE1tnSeVbUephXkMFk8qayt9tdIyvSSIaUl+f/S9XNzC+R/PoVuvDvvz4+ozmyorFxNZZ0vGNLFKlQZWWjvE1SURDdOzGlwzjeySjE5M8YVdlvWth05SOZWLrLOn4RsaLdLlfEtExvmbEuoaMjo66rZARxeg7tnJl1sd/emcfw8EQC5srmddYkfVxoDhjqxOJfKOv/+KWwyURpVTaC4o5gY7xNUlEQ3TsC56MYvQdufPOrI8frsp618LGrI8RphhjqxOJfKOv/3E1PhoqvfSOTLDn0Biz0lza2Al0jK+pztIQHfuCJ8P4Hmb3oVE2dw5T7i3h/HlTr782sXWWdHxFhFNaqwF4uXPIaaWk6Bhfk0Q0pLzcvV862VCMvp6NG/Fs3JjxsR993Zpl9fx59VT6MpuxNx7FGFudSOQbe/3DSWSzy0lEx/ia6iwNqaiYWj16vilG39oLLgAym813JBiKVGW998SpNaiHKcbY6kQi39jrH10ScbNdRMf4mpKIhvT19bmtkBHG1+IPb/QwMj7JyS1VLGiuzMkxTWydJV3f2fXl1JR56B4ep2vIvckYdYyvSSIa0tg49QbZfGJ8ITSpeGSLH/7/9s48TK6qzP+ft6v36iW9pTsJZCOEQCALAQU0EIiK60+EkcchOERR1GFGI47izKg/9efuwPjoKOozQAwCIhBQFsGFRQ1hDUnIRshCk627q/fu6qW6q8/vj3OrualUVVdV13Kq+nye5z5Vde+5537ve2/d957tPcDlZ05PWb7WtuklXr0FIix2emntaMneeBET7Wu0ExGRp0RkSET6neXVKOlERL4vIh3O8n3JZj+8SdLX15dtCQlh9cJzh3o41hegqbKY85MMthgJa9v0kojeUJXWK1lsFzHRvkY7EYd/UUpVOMtpUdJcB1wGLAWWAB8APpUpganGxIlnYmH1wsZXdCnkssUNeCYxQj0ca9v0koheE5yIifbNBScSD9cANymlDiuljgA3AWuzKyl5TOwLHouprndXq5/tLf2UFxVw6cLUVjdMddumm0T0Lqgvp6SwgMM9w3QNjKRRVXRMtG8uOJHviki7iGwSkVVR0iwG3JM/bHPW5SQm9gWPxVTXe9dWnd8Hz2jAm4JuvW6mum3TTSJ6CwtkfJKqV1qzUxox0b6md/G9EdgFBICPAA+JyDKl1P6wdBVAj+t3D1AhIqJckyO3tbVx7bXXUlhYSDAY5PLLL+f666+npaUFr9eLx+Oht7eXhoYGOjs7UUrR0NBAa2srFRW6KNvf309jYyM+nw8Roba2Fp/PR1VVFcFgEL/fT1NTEy0tLRQVFVFdXU17ezvV1dUEAgEGBwfHtxcXF1NZWUlHRwc1NTUMDg4yNDREUVERzc3NlJaWUlZWRldXF3V1dfT19REIBMb3Lysro7i4mJ6eHurr6+np6WFkZGR8e6bOye/3Mzw8HPOcQvubcE6jo6M0NzfHPKe2O++krq6Ow83NMc/pub2Hef5QLyUe4dxpw/T396f0nPx+/3jk1kzce5O9TqF716T/U6xzct+77nMKPPKIvpau+8Tr9XLqNA8vH4WXD3Uzv8if8XMKBALH3buZ+j/FQkyZgD4eROQx4BGl1E/C1vcA71RKPe/8XgE8pZQ6Lvj+5s2b1aJFizKmN1m6u7uZNm1atmXEzVTW+40/HWBTcw//cNZ0rnvrrJTk6WYq2zYTJKp329E+vvjoPk6pK+OWD2X+WZIt+27ZsuWl1atXnxNpWy5UZ7lRQKRWy53oRvUQS511OUlPT8/EiQxiquo92DnIpuYeijzCFWelrluvm6lq20yRqN5F070UFggHOgbpHx5Nk6romGhfY52IiEwTkUtFpFRECkVkDXAh8FiE5BuAG0RklojMBL4ArM+g3JRSX5+a0c6ZIh/1lq9bR/m6dTHT/OqlYwC897Q66sqLUqItnHy0rUlE0xvt+pcUFnBaQzkK2Nma+fEiJtrXWCcCFAHfAnxAO/CvwGVKqb0islJE3C1bvwAeAl4BdgCPOOtyEhPfNmKRj3pLNmygZMOGqNt3t/l5prmHEo/wkWXp6zGTj7Y1iWh6Y13/M7PY1ddE+xrbsK6U8gHnRtn2N3Rjeui3Ar7kLDnPyEh2ug8my1TTq5TitheOAvChM6enrRQCU8+2mSYZvWc1eblnW3ZGrptoX5NLIlMWE/uCx2Kq6d1ypI9tx/qpKPbw4SXpaQsJMdVsm2mS0bu4sYICgVd9foZGx9KgKjom2tc6EQMxsS94LKaSXqUUt7+o20KuXDqdypL0Fuankm2zQTJ6vcUe5teWEVS6WjOTmGhf60QMxOv1ZltCQkwlvX9/vYe97QPUlhVy2eL0lkJgatk2GySrdzwEyrHMtouYaF/rRAzE40ntqOd0M1X0BscU61/UbSFXLW+itDD9f5+pYttskazebMXRMtG+1okYSG9vb7YlJEQ+6h1dupTRpUuPW/fnfZ0c6hmmqbI4JfOnx0M+2tYkoumNdP3dLJlRgaDjpg1nsF3ERPsa2ztrKtPQ0JBtCQmRj3r7nnzyuN+B0THu2KLbQq5ZMYMiT2bev/LRtiYRTW/49Q+nqrSQU+rK2NcxyK5WP8tnVcZMnypMtK8tiRhIZwJTsprAVND78J522vpHmFdTysWn1KRBVWSmgm2zyWT0Lp2hq7S2HsvcHB8m2tc6EQPJpXhmkP96BwJB7t7aCsDac2ZSkMH5zvLdttlmMnqXzdSlj21HM9cuYqJ9rRMxEBOLrLHIR701tbXU1NYCsHFHGz1Do5wx3ct5s6vSLe848tG2JhFNr/v6R+PMJj1eZI/Pz0AgmA55J2Cifa0TMZDW1tZsS0iIfNbbMzTKfa+0AfDxc2eQ6VmX89m2JjAZvd5iD6c1lDOmYEeG5hcx0b7WiRhIPDH8TSKf9f52WysDI2Occ1IlS2ZkpvHUTT7b1gQmq3eZc09szVCVlon2tU7EYolCl7ea3+9uB2DtiplZVmMxkVC7yNajmWtcNw3rRAykvz87U28mS77qvXPlPzA8OsZbT65iYUN5mlVFJl9tawqT1XtGo5eiAmF/xyC9Q+mfX8RE+1onYiCNjY3ZlpAQ+ai3u7yKe992GQBrlmcv6F0+2tYkJqu3pLCA06d7UcD2DIxeN9G+1okYiM/ny7aEhMhHvXevvIKBknLOOamSRdOzF68oH21rEqnQu2ymbqfYloEqLRPta0esG0imewBNlnzT2zs0ym9W/yMAVy+fkQlJUck325pGNL3+m2+OO49lMyvZsKUlI43rJtrXOhEDqZ2gf7pp5JveB3f6GMDD2bMqOaMxu1FT8822phFNb2Dt2rjzOK2hnJLCApq7h+gcGKE2jZOUmWhfW51lICYWWWORT3r7h0d5YKfefnUW20JC5JNtTSQVeos8BZzpvGxsS3NoeBPta52IgVRVZXZU9GTJJ70P7vThDwQ5W/o4+7H7MqgqMvlkWxOJprd4/XqK16+PO59MdfU10b7WiRhIMJiZEAqpIl/0+gNBNu7Qb3rX3fI1vDfckElZEckX25pKNL3eG25I6PqPN66nORijifa1TsRA/P7MTrk5WfJF7+92+ugPBFnSVMGKA9szrCoy+WJbU0mV3gV15XiLPRztDdDaF0hJnpEw0b7WiRhIU1P26+ITIR/0DgSC3L9Dx8hac7Y555MPtjWZVOn1FAhLmtIfGt5E+1onYiAtLS3ZlpAQ+aD397t99A0HObPRy7IZ5sQnygfbmkwq9YaqtLYcSZ8TMdG+1okYSFFR+roIpoNc1zs4EuT+V3RbyJrlTUb1xc9125pOKvWumKUbvV8+0sdYmub9MNG+1okYSHV1dbYlJESu631od/v4fCFnZ2ia03jJdduaTir1njythHpvEd1DoxzsHExZvm5MtK91IgbS3t6ebQkJkct6h0bHuHe70xZiWCkEctu2uUAq9YoIK5yXkJfSVKVlon2tEzEQE982YpHLeh9xSiGnNeg4WSG6OjvpMmA+61y2bS4QTW+y1z9Ukk1Xu4iJ9rVOxEACgfR1EUwHuap3eHSMe7frmeKuNrAUArlr21wh1XqXO4MOX2npZ3h0LKV5g5n2tU7EQAYH01Ofmi5yVe+je9rpHBzl1Poy3nKyeSOBIXdtmyukWu+0siIW1JUxElTsSENoeBPta52IgZjYFzwWuag3MDrGb522kKuXnzh3euXFF1N58cXZkHccuWjbXCKa3slc/3RWaZloX+tEDMTEvuCxyEW9j+3toGNghFPqyjhv9omlkMJt2yjcti0L6o4nF22bS0TTO5nrH+rq+9KR3qR1RcNE+1onYiDFxcXZlpAQuaZXPEX8ZptuCzGxR5abXLOt1QuLm7yUFBZwoHOIDv9ISvM20b7GOhERKRGRW0WkWUT6RGSriLwnStq1IhIUkX7XsirDklNGZaVZYxUmItf0vtA+Rrt/hHk1pVwwx7zeLm5yzbZWLxR7CsajHryY4tKIifY11omgJ8w6BFwEVANfAX4rInOjpN+slKpwLU9lRGUa6OjoyLaEhMglvSPBMe7dofWuObuJAoNLIZBbtgWrN8S5TkeNFw6l1omYaF9jZzZUSvmBr7tWPSwiB4EVwOvZ0JQpampqsi0hIXJJ759e66RzaIw5NaW8fe60bMuZkFyyLVi9Ic49STuRLUf6CI4pPAWpeVkx0b4ml0SOQ0QagYXAzihJlotIu4jsFZGvioixDnIiTOzGF4tc0RsYHePXL+uGyTXLzC+FQO7YNoTVq5lRVcJJ1SX0B4Lsbktd+HYT7ZsTD1oRKQLuBH6llNoTIclfgTOBZmAxcA8wCnzXnaitrY1rr72WwsJCgsEgl19+Oddffz0tLS14vV48Hg+9vb00NDTQ2dmJUoqGhgZaW1upqNB1nP39/TQ2NuLz+RARamtr8fl8VFVVEQwG8fv9NDU10dLSQlFREdXV1bS3t1NdXU0gEGBwcHB8e3FxMZWVlXR0dFBTU8Pg4CBDQ0MEg0Gam5spLS2lrKyMrq4u6urq6OvrIxAIjO9fVlZGcXExPT091NfX09PTw8jIyPj2TJ1Ta2sr06ZNi3lOof2zeU53v3SIdv8IM8uFOZ4ehofLo55T8PLLKS8ro7m5OevnVFhYmLF7b7LnFLp3Tfo/xTonn883fu+6z6noqqsIBAK80dyc9L23qFo43APPHOygcrgjJefU0dGRlf9TzOezSlO0yVQhIgXAXUAV8EGl1ITdHUTkI8AXlVIr3Os3b96sFi1alB6hKWR4eJiSkpJsy4ibXNA7OBLkmnt20T00yldWncyFC+qzLSkucsG2bqzeN3nxcC//8dh+FtSV8bMPpea5ky37btmy5aXVq1efE2mb0dVZovte3go0AlfE40AcFGB+XUUUTOwLHotc0PvgTh/dToys2YWpH0mcLnLBtm6s3jc5q6mCYo+wr2OQzoHUdPU10b5GOxHgFuB04ANKqaiVgSLyHqfNBBFZBHwV+F1mJKae0tLSbEtICNP19g6Njkfq/dg5MygrK5twH8/WrXi2bk23tAkx3bbh5IveVFz/ksICljmxtJ5PUS8tE+1rrBMRkTnAp4BlQItr/McaEZntfJ/tJF8NbBcRP/AosBH4TnaUT554HnImYbreO7a00B8IsnxmJctnVsalt+qSS6i65JIMqIuN6bYNJ1/0pur6nzdbj0Pa3Nwz6bzATPsa60SUUs1KKVFKlYaN/7hTKfWG8/0NJ+2/KaUalVJepdR8pdTXEqj6Mo6urq5sS0gIk/W+0T3EQ7t9FAh8+rxZiIjResPJJa1g9YZzvuNEthzpZSgFUX1NtK+xTmQqU1dXl20JCWGy3v99/ghjCi5dWMe8Wv0WZ7LecHJJK1i9J+TvLeK0hnKGg4qXUxCQ0UT7WidiIH196ZnQJl2YqvfFw708+0YvZUUFXLNixvh6U/VGIpe0gtUbiVCV1rNvTL5Ky0T7WidiICZOPBMLE/UOjY7xk02HALhqWRO15UXj20zUG41c0gpWbyTOdzmRsUkOqTDRvtaJGIiJcwbEwkS9d77cwrG+APNqSrnirOnHbTNRbzRySStYvZGYV1tKY0UxXYOjvOobmFReJtrXOhEDMbEveCxM03ugY5D7trciwLqVsykMi1tkmt5Y5JJWsHojISKc70SLfmaSvbRMtK91IgZiYje+WJikdyQ4xn/9tZmggg+cUc/p070npIlHb+8TT9D7xBPpkJgQJtk2HvJFb6qvf2jKgb8d7GYyUUJMtG9OxM6aapg48UwsTNJ7+4vH2NcxSGNFMR87Z2bENPHoDS5blmppSWGSbeMhX/Sm+vqf1VRBTVkhR3uH2dcxyKn15UnlY6J9bUnEQHp6UjMwKVOYoveFQ73c90obBQL/cclcvMWeiOlM0RsPuaQVrN5oeAqElfP01ANPH0h+rIeJ9rVOxEDq63MjOGAIE/S29gX44dPNAKw9Z0bEaqwQ8egtX7eO8nXrUqYvWUywbSLki950XP8L5+m5QJ4+kHyVlon2tU7EQEx824hFtvX2DY/yn4/vp3tolLNnVXLlksaY6ePRW7JhAyUbNqRKYtJk27aJki9603H9Fzd6qS0vpLU/kHQvLRPta52IgYyM5FbElmzqDQTH+OafD/JG9xBzakr5yiVzJ5xsKpfsm0taweqNhadAxksjfz3YnVQeJtrXOhEDMbEveCyypXdwJMg3/3yQbcf6qS0v5NuXnkJFycR9RXLJaeHFqwAAFrVJREFUvrmkFazeibjI1S6SzMBDE+1rnYiBmNgXPBbZ0Ns7NMqX/7CP5w/1UlXi4duXnsL0ivh6ruSSfXNJK1i9E3F6o5fpFUX4/CNsO5r4vDYm2tc6EQPxeqM3CptIpvXubvPz2d/vZXfbANMrivjvDyzklLr4u0zmkn1zSStYvRNRIMK7TtVBFB/b25Hw/iba1zoRA/F4IndNNZVM6R0cCXL7i0f5/EN7Odo7zPzaMn70gYWcPC2xiXpyyb65pBWs3ni4dGEdAvz99W76hkcT2tdE+1onYiC9vamZBS1TpFuvPxDkt9ta+ad7dnH31laUgg+fNZ0ff3Ah9d7EB1/Fo3d06VJGly5NRm5KsfdCeommN53Xv7GymOWzKhkJKp7Yl9iYERPta0esG0hDQ0O2JSREqvUqpTjSO8zOVj+bXu/mpcN9jIzpRsjTGsq57q2zOKupIun849Hb9+STSeefSqb6vZBuoulN9/V/98I6thzp47G9HXxwcfw2M9G+1okYSGdnJ+XlyYVFyAaT1Ts4EuRV3wC7Wv3sbtNL73BwfLsAy2ZWcOWSRlbMqkQm6MKbbr2ZJJe0gtUbLxfMraayxMP+jkFeax+IOwyKifa1TsRAJhOgLRskqlcpxYHOQTa93sNzh3rY3zHIWFgWtWWFnD7dy/JZlbx97rTj5gPJtN5skktaweqNl2JPAe84tZYHdvh4YKePL100J679TLSvdSIGYmKRNRbx6h0aHePJfZ38bpePA51D4+sLBE6tL+OM6V5On+7l9EYvTRXFky5xTEZvTW0tAF2dnWnREC/5ei+YQjS9mbj+ly1u4Hc7fTy5r5O1K2bE1UXdRPtaJ2Igra2tzJkT35uJCUykdyQ4xsO727lrays9Q7o3SnVpIRfMqeZtc6s5q6mCsqLM9TrJJfvmklawehNhRmUJF86bxlMHutm4o41Pn3fShPuYaF/rRAykoiL5RuNsEEvvc2/08LPNhznWp6f1XFhfzmWLG7hw/jSKPdnpHJhL9s0lrWD1JsqVSxp56kA3j+7pYM3yJioniLiQbb2RsE7Ekha6B0e45dkjPLlfd2E8ubqEa98yk/NnV6etmspiyTUW1Jdz9qxKthzp46Fd7Vy13LywJhNhx4kYSH9/4uEQsolbr1KKJ/d38sn79/Dk/i5KPMJ1b53FL684nQvmTDPCgeSSfXNJK1i9yXDlkukA3L+jjd6h2IMPTdAbji2JGEhjY+xQ5qYR0uvzB/jx3w/x3CE9IGrZzArWvX02M6tKsinvBHLJvrmkFazeZFg+s5JlMyvYerSfO7Yc4/oLTo6a1gS94diSiIH4fL5sS0iI1rY2Ht7dzifv281zh3rxFnv4/MrZfP89C4xzIJBb9s0lrWD1JoOI8JnzTqJA4KHd7bzeNRg1rQl6w7ElEQMxoconXva1D3Dz8z3s69bB5M6fU81nLziZOm/qxnWkmnjs67/55gwomZhcuhcgf/Rm+vrPqy3jvYvqeXh3O7949gjfefcpEbWZaF/rRAyk1umjbjJt/QHu2trCH/Z0oICaskKuP/8kVs4zo90jFvHYN7B2bfqFxEEu3Atu8kVvNq7/NStm8NT+Ll460scfX+vk0oV1J6Qx0b62OstATCyyhjjcM8RPNh3iY7/dxaN7OhCBd84u5bYPn8GF82uMdyBgtn3DySWtYPVOhurSQj593iwA/mfTIQ52nlitZZLeELYkYiBVVVXZlnAcXQMjPHeolz+/1sn2Ft07RIBV86dx9fIZVDKIt9i8ENXRiMe+xevXA9kvkZh2L0xEvujN1vV/18I6th/r54+vdfKtvxzkfy477biBuCba1zoRAwkGgxMnStexxxQtfQH2dwywq83PzlY/e30DhCL2lBYWsGp+DVec1cCcmjIA2tvN63YYi3js673hBiD7TiSb90Iy5IvebF7/6y84iVd9AzR3D/Gtv7zO194xj5JCXWlkon2tEzEQv99PfX192vIfHh2jtS/Asb5hWvoCtPQNc6wvQEtfgMM9QwSCxwd5K/IIy2ZU8ra51Vw0v+aEUke69aaaXNKbS1rB6k0FZUUevvqOeXzh4dd44XAvX/vjAb7+znmUFXmM1GudiIE0NSU+anVMKYZGxhgcHcMfCNIxMEKHfwSfP0C7f4T2gRHane9dg7EHNNWXFzG3tpRFDV7OaPSyuNEbM7ZVMnqzSS7pzSWtYPWmitnTSvnh+xZw46P7ePloH//+h/3cuGqOkXqNdiIiUgvcCrwLaAf+XSl1V4R0AnwP+ISz6n+BLysT4yZPwJhS7Dx4BKlswOcP0DccpD8QpG94lL7hIAOBIAMjYwyOBBl0PgdGxhgaHYv7GB6BxsoSmiqL31wqSphRVczMqpIJ4/eE09LSYlxQuFjkkt5c0gpWbyqZW1PGTe8/lS89uo9dbX4+tXEPly8o5aMXLMRTYE4HFqOdCPBTIAA0AsuAR0Rkm1JqZ1i664DLgKWAAv4EHAR+nkGtcRMcU7T5AxztGeZo7zBHevXn0V5dxTQSVEBPwvmWFBZQXlRAWZGH2vJCGrzF1JcXUe8tot5b7HwWUVtWlNKb8MEHH+Rzn/tcyvJLN7mkN5e0gtWbak6qLuWWDy3ip88c4qkD3dy1Z4C/HN7FZYsbeOeptVSVZv8RLqa+rIuIF+gCzlRK7XXW3QEcUUp9OSztM8B6pdQvnd/XAp9USp3nTrd582a1aNGitOoOBHV1Uv9w8LgqpHb/CG39AY706naI0fBZmFyogR7Omj+TxopiqkoKqSjxUFlSSEWxB2+xZ9xRlBUVUF7kobSogNLCgqy9nVx00UU8/fTTWTl2MsSj15T5RPLRtiYRTa8p19/NXw928c0HXqCgSs8pUiA6KvbSmZXMqyllTk0pNWVFVJR4Uh4he8uWLS+tXr36nEjbsu/GorMQGA05EIdtwEUR0i52trnTLU6VkI072njm9R6CShEcU84nb/4eUwyMjDEQCI7PBT4R9eVFzKwqYWZVCbOqS5zvujrpHasu5OZNm1IlP+2MjsZuYzGNXNKbS1rB6k0nF86rYXDjN/nhnQ/z+13tbD/Wzx7fAHt8AyekLS0soLLEQ0WxhyJPAYUFwtzaUta9fXbKdZlcElkJ3KuUanKt+ySwRim1KixtEFislNrj/D4V2AsUuNtFHn300b5jx46Nu+iqqipfbW1te3rPJHE6OzvrTdQVDas3feSSVrB6000W9c5ZvXp1xGkVTS6J9APhI2uqgL440lYB/eEN6+9973srU6rQYrFYpjgmhz3ZCxQ6pYoQS4HwRnWcdUvjSGexWCyWFGKsE1FK+YGNwDdFxCsibwM+CNwRIfkG4AYRmSUiM4EvAOszJtZisVimKMY6EYd/BsqANuBu4DNKqZ0islJE3LE2fgE8BLwC7AAecdZZLBaLJZ0opeyShgWoBR4A/EAzcFWUdCXo8SytQCfaGc5ybbvV2b8P2Aq8x7XvXPS4mH7X8tVsaHW2PwUMubS8Grb/VU7+fuBBoDZbtnW294ctQeAnqbRtgnqnAb9CvzS1AV8P2z4XeBIYAPYA7wjb/nmgBegFbgNKsqUXmI5+8TuKHvS0CXira/sqYCzMvtdk2b6vA4MuPX802L6zI9y/CvhCqu074fmkI1O7KJw/0D1ABfB254+0OEK6L6G7JDcCpeiquY3ONi/wdefhUQC8H+1M5jrb5zo3TmG2tTrbnwI+EeUYix3tFzrHuQv4TTb1hqWtcP5oF6bStgnqvR24Fyh3jr8f+Jhr+2bgZnTp/AqgG2hwtl2KdpaLgRrnWnwvW3qB+cANwAzAgx4Q3A5UONtXAYcz/F+byL6vE+aYXduMsm+EtPPQL0GhZ0PK7Dvh+WTiIFNtQT/8A8BC17o7It10wC3AD1y/30fYG3xY+u3AFc73ST/oUqmV2E7kO8Bdrt+nOMetNMG2wDXAAd7s9j5p2yahtx041/X7P4C/Od8XAsNuewF/Az7tfL8L+I5r22qgJVt6o+TdC6xwvqfkIZdKvcR2IkbbF/i/wJOu3ymxbzyL6W0iuUq0gZKRBkDeCrxNRGaKSDmwBvhDpExFpNHJO7znWbOIHBaR20Uk0RCfqdb6XRFpF5FNIrLKtf64AaFKqf04f6Ys6w1xDbBBOf9AF5OxbaJ6QU/V4v5+pvN9MXBAKeXu4u7OJ9KA20YROXF6vMzoPT6RyDKgGNjnWj1dRFpF5KCI/LcTpSJRUq33ThHxicgfRcTd49NY+zqxA/8JXfXlJhX2nRDrRNJDBfqty00PEGmcymvAIeCIs8/pwDfDE4lIEXAn8CvlDKrEeVMB5gArnPzvzKLWG9HVGLOAXwIPicgpruOEBwSLdpxM6QVAROagIyG4/4SpsG2ieh8DviwilSKyAPg4uiojlE8s+4VvD31Pp31j6R1HRKrQb9vfUEqFdO1Bx8ObAVyCtnEyE5unUu8adAl0Drrt6XERmeY6jpH2RVeJNQL3udalyr4TYp1IekhkoORP0Q3Adeii7kbC3pZFpAD9JwwA/xJar5TqV0q9qJQaVUq1OtveJSKJ3Ngp06qUek4p1aeUGlZK/QrdmPreJI6TEb0uPgr8XSl10HUuqbBtono/i27YfQ34Hbru/HCc+UQacEuU42RCLwAiUobu0PCsUuq7ofVKqRal1C6l1Jhj9y+h23kSJWV6lVKblFKDSqkBR2s3sDLKcYywr8M1wP1KqfEeqym074RYJ5IeEhkouQwdPLJTKTUM/AR4S6jqxCmq3op+07hCKTUS47ihqphErmvKtEbREyqOHzcgVETmox/weyPsl2m9kaoCwknGtgnpdXSuUUo1KaUWO8d63tm8E5gf5sTc+UQacNuqlOrIkl5EpATdC+8w8KkJjqtI7nmUMr1RNEW8fzHAvjDupD9MfPdvep73mWh4mYoL8Bv0m4MXeBuxe2DcD1QDRejGsyOu7T8HnsXp1RK271uB05ybow7d4+PJbGhFd0e8FN0LqhBdNeDHaUBE1/n2ot/svMCvSb53Vkps66S5wNFZGbY+JbZNUO8pzrE8wHvQVWqLXdufBf7LsfGHOL531rvR3U/PcK7FEyTfe2jSeh17P4R2Iid0TgAuRlcbCXAyuvro9izqne3sW+zY94uAD6gz0b6uNFehOwRIuuw74fmkI1O7KNB9wR90HlBv4PQFRz9E+13p6tB17W3OQ+HvwFucbXPQbxDusRf96CCUAP+InjfFDxxDd2FtypLWBuAFdLG8G/3Ae2fYca5y8veji+eTGScyKb2uNL8A7ohwjJTYNkG9V6LHVQygxwRdGpbPXHQPuEHgVU4cJ3IDuhtqL9qBTmYcw6T0otuYlLPNfe+udGk94mw/BPyYBHvqpVjvYnTPRz/QAfwFOMdU+7rSPA78vwjrU2bfiRZjo/haLBaLxXxsm4jFYrFYksY6EYvFYrEkjXUiFovFYkka60QsFovFkjTWiVgsFoslaawTsVgsFkvSWCdimVKIyHtEZFREFqUgr6+LiBKRuUnuv9bZf9VktWQTEVkmImMiclG2tVgyj3UilpxGRFY5D2L30i8iL4nI50TE40pbCNwE3KneDGLpfpiHlhER6RCRLSLyc2dq5pzCOad1mTiWUmorevDcTU6YHssUojDbAiyWFHE38Cg6zMNMYC3wI/RI5OucNB9GR/L9xyh5/Bg96r4AHSrlTOBy4FMichd6QqCAK/23gO+h5/kwjbXoEe4/ytDxfgQ8jQ64+UiGjmkxAOtELPnCFqXUr0M/ROQWYDfwCRH5qtKReP8Z2K6U2hYlj78ppdzhtHHe5m9Fh2zpBT4T2qaUGgVGU3saOcvf0DGcPo11IlMKW51lyUuUUr3o6WQFHf22CT3vwqMJ5jOIfqs/AHzS3f4RqU3EmQDrJhHZKiJdIjIkIrtE5EZ31VoYhU5ezSIyLCLbReQjkRKKyDki8oAz8dewiLwqIv/pVNWF0ryOjl01J6yabpUrzakicoeIHBORgIi8LiI/DJ+4SEROFpHbXNraROQZEbkmzE4KHcfp3SJSMaFhLXmDLYlY8hKnbn6B87Md/VCF2KG/I6KUCojIHegpSC9FB22MxhJ0FdgD6Dmxi9ARYL+HnrArUkj076Mjuv7M+f0x4G4RKVVKrXed0/vQc6LsQ7ftdALnoyfaWoaurgNYB3wXqAc+7zrObiefFegotN3OuRxBhyP/LHomyIuUUiOOY/oTepKxn6HDmFc757iSE8OPb3bO7+3oCZUsUwDrRCz5QrkzT4igZ3P7V/SD8Vml1GsicrWTbn+S+W93PieazvdpYL46PrLpjxwn9AkR+bpS6ljYPvXAEuXM+iciP3eOd7OI3KOUGhSRUnS12nPAJU5VGsAvRGSbk3aVUuoppdSDTjVcmbuKz8Vt6MjE5yrXdLsi8he0k1oDrEeHPT8NuFEp9YMJzhvetO1irBOZMtjqLEu+8A30/A9t6DmrPw78HrjM2d7gfHYmmX9oStPwWemOQ+mZ8RSAiBSLSK3j3B5H/9/OibDbLerNaWNxvv8cqAFWOavfiZ6Y7HZgmojUhxberKJ710QnISJnoUsSdwElYfn8HR2ePJRPSNPFIjJ9orzRIdQB4klryRNsScSSL/wSuBc9h4Uf2KuUcjuMUMkg2S6oIecRPj/2cThVQF9Gz5a4IMLxaiLstjvCul3O53zn83Tn87YYh2+MpS0sn284S9R8lFLNIvJt4N+BYyKyFT3Pxr1KqRci7Bc6Vzu/xBTCOhFLvvCaUurPMbb7nM9a9CQ9ibLE+Xx1gnQ3o6vS7gG+jS4ZjQBno9s+ki39hx7QX0RPUBSJownkcxPRq5y6Ql+UUl8RkduA96HbQT4BfFFEfqCUujFsv1rn04dlymCdiGWqsMP5PBVd3RU3IlIMfBQIoqulYvFR4K9KqeN6V4nIgijpQZcOfhe27gzn84Dz+Zrz6Z/AWYaIVhoI5ROMMx+UUgfQ89P/xGmbeRz4kojcpJRqcyUNneOO8Dws+YttE7FMFZ52Ps9LZCcRKUM3Ms8HfqGUap5glyBhVVhOt9nPR04OwGdEpNqVvho93qLbpftxdKnmyyJSG56BiJSJSKVrVT9QE2EE+cvoh/ynRWR+2DZEpDCUv4hUi0iRe7tSaog3q9/Cq+bOQ4+b2RTjXC15hi2JWKYESimfiDyFHlH9b1GSrXTetIXjR6w3AL9Gd52diPvQI9zvAf6Mbl/4OG82OkeiHXhORG53fn8MmA18Qik14Oj3i8g/ocOLvOpUMe0DpgGLHJ0fQs/BDnqO+/cD/yMiz6Cd2xNKqTYR+Si6i+92J5+dQDm6JHE5ug1kPXAx8EsRuR9djdcPrEBXaT2nlBqv2nOc1buBx5RS/XHYyZInWCdimUrcAtwjIiuUUi9F2P5Z5zMI9KFHYG8ENiilnonzGDc4+14JfBDd/vJLdDiVaNVHN6LbG65HO529wBql1F3uREqpx0XkXHTD/dVo59aF7lp7M292Qwb4b3Tp6R/QpZoCtFNoU0ptFZHlaGfxf5ztofNdj248B13ttxHdQ2wN4AHeAL6DblNxcyEwxzkHyxRCju/ObrHkL86I8W3AVqXU1ROlt8SPiDwAnIwee2IfKlMI60QsUwoReTc6ttOZSqlIXWstCeKUal4CLlZKPT1Rekt+YZ2IxWKxWJLG9s6yWCwWS9JYJ2KxWCyWpLFOxGKxWCxJY52IxWKxWJLGOhGLxWKxJI11IhaLxWJJGutELBaLxZI01olYLBaLJWn+P8UAxZK1nbkiAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Observation Data\n",
"\n",
" Glucose 173.0\n",
"BMI 46.5\n",
"Intercept 1.0\n",
"Name: 487, dtype: float64\n"
]
}
],
"source": [
"test_index = 487\n",
"investigate_obs(trace_log_two, X_test_two.loc[test_index, :], \n",
" y_test.loc[test_index], examine_pred = False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "BA0eM0ENODxo"
},
"source": [
"# Visualizing Decision Boundary\n",
"\n",
"As we only used two dimensions for these classifications, we can plot all of the points and then examine the decision boundary. We will look at the distribution of all test data points based on the two variables `Glucose` and `BMI` and then see where the model draws the separation plane. We will use the mean of the variables in order to make our predictions on the test set. By looking at this distribution, we can see why exactly our model is unable to correctly classify all test observations."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:44.882329Z",
"start_time": "2019-02-11T13:20:44.858553Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "gRdCtMvzODxo"
},
"outputs": [],
"source": [
"# Extrac the mean of all variables\n",
"var_dict = {}\n",
"for var in trace_log_two.varnames:\n",
" var_dict[var] = np.mean(trace_log_two[var])"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "n4fRzui5Wmbc"
},
"source": [
"## Plot of Data by Outcome"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:45.343472Z",
"start_time": "2019-02-11T13:20:44.884339Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 736
},
"colab_type": "code",
"executionInfo": {
"elapsed": 806,
"status": "ok",
"timestamp": 1525025330728,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "GtBxjpsZODx4",
"outputId": "42ea2fc6-40da-4490-985c-96dee081f205"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X_test['color'] = ['red' if y_test.values[i] == 1 else 'blue' for i in range(len(y_test))]\n",
"plt.scatter(X_test['Glucose'], X_test['BMI'], color = X_test['color'])\n",
"plt.ylabel('BMI'); plt.xlabel('Glucose'); plt.title('BMI vs Glucose for Test Data');"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "alDjqrtOWq-m"
},
"source": [
"Clearly this is a non-linearly separable problem! We would not expect any model to be able to perform the task perfectly based on only these two variables.\n",
"\n",
"Here we will use color to represent our predicted probability. We can make predictions for a grid of xs and ys points and then color the background of the plot based on the probabilities. This will provide us with another opportunity to see how choosing a different threshold may be more appropriate depending on our objectives and the weight we place on the false negatives / false positives balance."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:45.369030Z",
"start_time": "2019-02-11T13:20:45.344800Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "iSrlJsveODyM"
},
"outputs": [],
"source": [
"# Points over which to plot predictions\n",
"xs = np.linspace(X_test_two['Glucose'].min() - 10,\n",
" X_test_two['Glucose'].max() + 10,\n",
" 1000)\n",
"ys = np.linspace(X_test_two['BMI'].min() - 5,\n",
" X_test_two['BMI'].max() + 5,\n",
" 1000)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:45.419217Z",
"start_time": "2019-02-11T13:20:45.370393Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "fOKMWLg6ODyS"
},
"outputs": [],
"source": [
"# Not quite sure how this code works but it creates a grid\n",
"grid = pm.floatX(np.mgrid[xs.min():xs.max():1000j, ys.min():ys.max():1000j])\n",
"grid_2d = grid.reshape(2, -1).T\n",
"dummy_out = np.ones(grid.shape[1], dtype = np.int8)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:45.468232Z",
"start_time": "2019-02-11T13:20:45.420804Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
}
},
"colab_type": "code",
"id": "_LNBYYlzODyc"
},
"outputs": [],
"source": [
"# Calculate logits and probabilities\n",
"logits = grid_2d[:, 0] * var_dict['Glucose'] + grid_2d[:, 1] * var_dict['BMI'] + var_dict['Intercept']\n",
"probs = 1 / (1 + np.exp(-logits))"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"ExecuteTime": {
"end_time": "2019-02-11T13:20:45.957200Z",
"start_time": "2019-02-11T13:20:45.470017Z"
},
"colab": {
"autoexec": {
"startup": false,
"wait_interval": 0
},
"base_uri": "https://localhost:8080/",
"height": 583
},
"colab_type": "code",
"executionInfo": {
"elapsed": 950,
"status": "ok",
"timestamp": 1525025332516,
"user": {
"displayName": "William Koehrsen",
"photoUrl": "//lh5.googleusercontent.com/-OIpYiRYdxjU/AAAAAAAAAAI/AAAAAAAAAbo/C0H5SbE-Ook/s50-c-k-no/photo.jpg",
"userId": "115675402703983615427"
},
"user_tz": 240
},
"id": "bmDNOgpvODyg",
"outputId": "71cf3631-dc07-434e-8952-ed01adc2a240"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Colormap and figure \n",
"cmap = sns.diverging_palette(250, 10, s=99, l=20, as_cmap=True)\n",
"fig, ax = plt.subplots(figsize=(16, 9))\n",
"\n",
"# Create a 2D contour plot of the probabilities\n",
"contour = ax.contourf(grid[0], grid[1], probs.reshape(1000, 1000), cmap=cmap)\n",
"\n",
"# Scatterplot of the test data\n",
"ax.scatter(X_test['Glucose'], X_test['BMI'], color = X_test['color'])\n",
"\n",
"# Add colorbar for interpretation of colors\n",
"cbar = plt.colorbar(contour, ax=ax)\n",
"_ = ax.set(xlim = (60, 200), ylim = (20, 50)) \n",
"\n",
"# Label plot\n",
"ax.set_xlabel('Glucose', size = 20)\n",
"ax.set_ylabel('BMI', size = 20)\n",
"ax.set_title('Posterior Probabilities and Test Data', size = 24);\n",
"cbar.ax.set_ylabel('Posterior Probability of class label = 1', size = 14);"
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "_0v4rIDcODyo"
},
"source": [
"### Limitations\n",
"\n",
"Logistic Regression is linear in the natural log odds and if we are using only the features themselves (and not polynomials of the features), our model can only learn a linear decision boundary. In this example, with only two variables, the boundary between the classes is not linear. If we wanted to perfectly separate the classes (which may not be possible) we either would have to use additional features and hope these make the problem linear in higher dimensions, or we could map the two features here onto higher order polynomials. For now, we will leave the model as is but this would be a great exercise! From this plot, we can also see that if we lower our classification threshold below 0.5, we can correclty identify more true positives. However, this will have the trade-off of resulting in more false positives as well. By adjusting the classification threshold, we can adapt for the desired balance between false positives and false negatives. At this point we would probably want to consult a domain expert, hopefully someone with medical expertise who could inform us what the optimal balance should be. "
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "A15TbDMWceTn"
},
"source": [
"# Future Work\n",
"\n",
"This preliminary evaluation of a Bayesian Logistic Regression for predicting the presence of diabetes has opened up additional avenues for exploration. For example, this is a problem that could benefit from expert domain knowledge. We might want to consult with a medical expert who could inform us what variables to use in our model, what new data we could gather to help our problem, the ideal threshold to balance the false positives and the false negatives, and who could help interpret the model parameters. I think machine learning is most useful when it is paired with domain knowledge, rather than being treated as a purely data-driven black-box method. Knowing that our model can make correct predictions is great, but it would also be useful if we can explain why our model makes the predictions it does and then use that information to improve patient outcomes. \n",
"\n",
"On the modeling aspect of this project, we could try to engineer new features to improve perform, such as polynomial maps of the existing features and interaction terms. We saw that the problem is not linearly separable in two dimensions, but there might be a linear solution with the correct features. In general, to reduce the uncertainty in our model, we would need to have more datapoints, or let the sampling process run for longer. Given that the average model parameters from Bayesian Logistic Regression are very similar to those from standard maximum likelihood estimation, it seems that our model has convered. Checking for convergence would be another area in which more work can be done. The limitation of this problem is the amount of data, and it is unlikely we could further improve the model without a larger number of training data points."
]
},
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "mD3A7JYIODyu"
},
"source": [
"# Conclusions\n",
"\n",
"In this notebook we saw how to implement Bayesian Logistic Regression for a machine learning supervised classification task. We compared the results with several standard machine learning models and thoroughly explored the Bayesian model. We saw that there are two benefits to Bayesian approaches: encoding domain knowledge in the model through the **use of priors** and determining a **posterior distribution** for the model parameters. \n",
"\n",
"We were able to interpret the model results to determine the effect of altering one variable while holding the others steady. This analysis could be useful when informing patients about the effects of medical interventions and lifestyle changes on the probability of developing diabetes (with the help of a medical expert of course). We also used the average value of the parameters in the posterior distribute to calculate most likely estimates for the test observations. The metrics from these predictions stacked up well against standard machine learning models. We then made prediction ranges on new observations and examined a few data points that the model got wrong. This manual error analysis could be used to build a better model, or to determine edge cases that are best addressed by a doctor.\n",
"\n",
"Finally, we explored whether it was possible to create a useful model using only two input features. While the model did outperform the naive baseline, it was not as performant as the model that used all eight of the features. We plotted the data points in two-dimensions and saw that this is not a linearly separable classification problem. \n",
"\n",
"Overall, this project provided a nice introduction to the Bayesian approach to linear modeling. While not applicable in all situations, in problems with limited data, Bayesian methods allow us to create an interpretable model with good performance while also demonstrating our uncertainty about the model. Making accurate predictions is useful by itself, but it is even more powerful when we can explain the predictions of our model and use the results to improve real-world outcomes."
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"# Sources\n",
"\n",
"https://en.wikipedia.org/wiki/Logistic_regression\n",
"\n",
"https://en.wikipedia.org/wiki/Bernoulli_distribution\n",
"\n",
"http://docs.pymc.io/notebooks/GLM-logistic.html\n",
"\n",
"https://statisticalhorizons.com/linear-vs-logistic\n",
"\n",
"https://stats.idre.ucla.edu/other/mult-pkg/faq/general/faq-how-do-i-interpret-odds-ratios-in-logistic-regression/\n",
"\n",
"http://www.machinegurning.com/rstats/regularised-logistic-regression/"
]
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