{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table of Contents\n",
"\n",
"1. [Custom Plotting Functions](#functions) \n",
"2. [Dataset Description](#dataset) \n",
"3. [Data Preprocessing](#preprocessing) \n",
"4. [Exploratory Data Analysis](#EDA) \n",
"5. [Logistic Regression Model](#logreg) \n",
" 5a. [Logistic Regression Observations](#logreg_obs) \n",
"6. [Support Vector Classifier](#SVC) \n",
"7. [Decision Tree Classifier](#dtree) \n",
"8. [K Nearest Neighbors Classifier](#knn) \n",
"9. [Naive Bayes Classifiers](#nbayes) \n",
" 9a. [Naive Bayes without Scaling](#nbayes_unscaled) \n",
"10. [Random Forest Classifier](#random_forest) \n",
" 10a. [Random Forest Feature Importances](#random_forest_feats) \n",
"11. [AdaBoost Classifier](#ada) \n",
"12. [Stochastic Gradient Boosting Classifier](#sgb) \n",
"13. [Neural Network](#nn) \n",
"14. [Voting Classifiers](#voting) \n",
" 14a. [Performance Summary of Prior Classifiers](#performance) \n",
" 14b. [Voting Classifier with Unscaled Data](#voting_unscaled) \n",
" 14c. [Voting Classifier with Scaled Data](#voting_scaled) \n",
" 14d. [Voting Classifier with 3 Best Classifiers](#voting_3best) \n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using Machine Learning to Identify Heart Disease \n",
"\n",
"[Heart Disease is the cause of 1 out of every 4 deaths in the United States](https://www.cdc.gov/heartdisease/facts.htm). Heart disease is a treatable condition, but we can only treat a condition if we can correctly diagnose the condition. \n",
"\n",
"In this notebook, I train and tune many of the most commonly used classifiers to survey their performance. In the process, I explore how different preprocessing steps and different sets of hyperparameters impact the performance of different classifiers and visual methods for exploring the hyperparameter spaces to get a better sense of how models react to slight variations in hyperparameters. \n",
"\n",
"In general, more training data will make models more accurate, but some data is very costly to acquire, so I've selected a smaller dataset to show how powerful these techniques are even with small datasets. This dataset didn't have any missing or illegal values so there was no need to delete observations or impute any values, but with sklearn's pipeline framework, adding imputation is a simple process. You can see examples of this pipeline framework below.\n",
"\n",
"For each of the machine learning algorithms used in this notebook, I provide a short theoretical explanation of how the algorithm works, and use that understanding to guide the classifier tuning process."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.ticker as ticker\n",
"from IPython.core.display import display, HTML\n",
"import os\n",
"from mpl_toolkits import mplot3d\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# sklearn preprocessing and visualization\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.model_selection import GridSearchCV, train_test_split, RepeatedStratifiedKFold\n",
"from sklearn.metrics import confusion_matrix, classification_report\n",
"from sklearn.pipeline import Pipeline\n",
"from sklearn.base import clone\n",
"from sklearn.tree import export_graphviz\n",
"import graphviz"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Linear Classifiers\n",
"from sklearn.linear_model import LogisticRegression, SGDClassifier\n",
"from sklearn.svm import SVC, LinearSVC\n",
"from sklearn.feature_selection import RFE"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Base Classifiers\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.naive_bayes import BernoulliNB"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Ensembles\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.ensemble import AdaBoostClassifier\n",
"from sklearn.ensemble import GradientBoostingClassifier\n",
"from sklearn.ensemble import VotingClassifier"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Neural Network\n",
"from sklearn.neural_network import MLPClassifier"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Notebook Styling \n",
"sns.set()\n",
"pd.options.display.max_columns = None\n",
"# display(HTML(\"\"))\n",
"# pd.set_option('display.float_format',lambda x: '%.5f' % x)\n",
"nb_seed = 1234"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"g_cmap = sns.light_palette('seagreen', n_colors=10, as_cmap=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Custom Functions "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"RepeatedStratifiedKFold"
]
},
{
"cell_type": "code",
"execution_count": 256,
"metadata": {},
"outputs": [],
"source": [
"def param_heat_mapper(ax_, df_, ind_col, val_col, col_col, base_clfname, cmap=g_cmap):\n",
" '''Formats a heatmap of model performance given two hyperparameters\n",
" \n",
" Args:\n",
" ax_: a matplotlib axes object to plot to\n",
" df_: a Pandas DataFrame containing results from GridSearch in \n",
" a tidy format where column names = parameter names\n",
" ind_col_, col_col_: a string contaning the name of the feature to map\n",
" val_col: a string contining the name of the value column to map\n",
" base_clfname: a string containing a title prefix\n",
" '''\n",
" logit_piv = df_.pivot(index=ind_col, values=val_col, columns=col_col)\n",
" title_ = base_clfname + ' Params: ' + ind_col + ' and ' + col_col\n",
" with plt.style.context('seaborn-whitegrid'):\n",
" sns.heatmap(logit_piv, linewidths=0.0, annot=True, fmt='0.3f',\n",
" ax=ax_, cmap=cmap, robust=True, annot_kws={'size':16})\n",
" ax_.set_title(title_, fontsize=14)\n",
" ax_.set_xlabel('Param: ' + col_col, fontsize=14)\n",
" ax_.set_ylabel('Param: ' + ind_col, fontsize=14)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def train_test_param_map(x_var_, y_var_, map_df_):\n",
" '''Prints two heatmaps showing model performance for different hyperparameter combinations.\n",
" \n",
" Args:\n",
" x_var_, y_var_: strings containing the names of the parameters to be mapped\n",
" map_df_: a Pandas DataFrame containing results from GridSearch in a \n",
" tidy format where column names = parameter names\n",
" '''\n",
" with plt.style.context('seaborn-whitegrid'):\n",
" fig, ax = plt.subplots(nrows=1, ncols=2, sharex=False, figsize=(14,6))\n",
" param_heat_mapper(ax[0], map_df_, y_var_, 'mean_train_score', x_var_, '[Training_Data]')\n",
" param_heat_mapper(ax[1], map_df_, y_var_, 'mean_test_score', x_var_, '[Testing_Data]')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Dataset Description \n",
"\n",
"This dataset was collected from the Cleveland Heart Disease Database and consists of 13 features for 270 patients as well as a labeled vector indicating whether specimen has heart disease or not. The 13 features (and their types) are listed and described below.\n",
"\n",
"Features are described here https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4441402/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Attribute Information: \n",
"------------------------ \n",
"1. age \n",
"2. sex \n",
"3. chest pain type (4 values) \n",
"4. resting blood pressure \n",
"5. serum cholestoral in mg/dl \n",
"6. fasting blood sugar > 120 mg/dl \n",
"7. resting electrocardiographic results (values 0,1,2) \n",
"8. maximum heart rate achieved \n",
"9. exercise induced angina \n",
"10. oldpeak = ST depression induced by exercise relative to rest \n",
"11. the slope of the peak exercise ST segment \n",
"12. number of major vessels (0-3) colored by flourosopy \n",
"13. thal: 3 = normal; 6 = fixed defect; 7 = reversable defect \n",
"\n",
"Attributes types \n",
"----------------- \n",
"\n",
"* Real: 1,4,5,8,10,12 \n",
"* Ordered:11, \n",
"* Binary: 2,6,9 \n",
"* Nominal:7,3,13 "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" heart_disease_present slope_of_peak_exercise_st_segment \\\n",
"patient_id \n",
"0z64un 0 upsloping \n",
"ryoo3j 0 flat \n",
"yt1s1x 1 upsloping \n",
"l2xjde 1 upsloping \n",
"oyt4ek 0 downsloping \n",
"\n",
" thal resting_blood_pressure chest_pain_type \\\n",
"patient_id \n",
"0z64un normal 128 atypical_angina \n",
"ryoo3j normal 110 non_angina \n",
"yt1s1x normal 125 asymptotic_angina \n",
"l2xjde reversible_defect 152 asymptotic_angina \n",
"oyt4ek reversible_defect 178 typical_angina \n",
"\n",
" num_major_vessels fasting_blood_sugar_gt_120_mg_per_dl \\\n",
"patient_id \n",
"0z64un 0 false \n",
"ryoo3j 0 false \n",
"yt1s1x 3 false \n",
"l2xjde 0 false \n",
"oyt4ek 0 false \n",
"\n",
" resting_ekg_results serum_cholesterol_mg_per_dl \\\n",
"patient_id \n",
"0z64un 2 308 \n",
"ryoo3j 0 214 \n",
"yt1s1x 2 304 \n",
"l2xjde 0 223 \n",
"oyt4ek 2 270 \n",
"\n",
" oldpeak_eq_st_depression sex age max_heart_rate_achieved \\\n",
"patient_id \n",
"0z64un 0.0 male 45 170 \n",
"ryoo3j 1.6 female 54 158 \n",
"yt1s1x 0.0 male 77 162 \n",
"l2xjde 0.0 male 40 181 \n",
"oyt4ek 4.2 male 59 145 \n",
"\n",
" exercise_induced_angina \n",
"patient_id \n",
"0z64un false \n",
"ryoo3j false \n",
"yt1s1x true \n",
"l2xjde false \n",
"oyt4ek false "
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**As we'll be plotting some categorical features, I'll set an appropriate palette.**"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = ['#66c2a5', '#fc8d62', '#8da0cb']\n",
"cat_palette = sns.color_palette(['#66c2a5', '#fc8d62', '#8da0cb'])\n",
"sns.palplot(cat_palette)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**From the frequency plot of heart disease below, we see that the two classes ('Heart Disease' and 'No Heart Disease') are approximately balanced, with 45% of observations having heart disease and the remaining population not having heart disease. **"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,6))\n",
"sns.countplot(data=train_df, x='heart_disease_present', palette=cat_palette, ax=ax)\n",
"ax.set_title('Distribution of Heart Disease', fontsize=16)\n",
"ax.set_xlabel('Heart Disease', fontsize=14)\n",
"ax.set_xticklabels(['No Heart Disease', 'Heart Disease'], fontsize=12)\n",
"ax.set_ylabel('Count', fontsize=14)\n",
"ax.set_ylim([0,105])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style(\"whitegrid\"):\n",
" plt.rcParams[\"axes.labelsize\"] = 14\n",
" sns.pairplot(train_df, \n",
" vars=['num_major_vessels', 'serum_cholesterol_mg_per_dl', 'age', \n",
" 'resting_blood_pressure', 'max_heart_rate_achieved'], \n",
" kind='reg',\n",
" diag_kind='kde',\n",
" hue='heart_disease_present',\n",
" diag_kws={'shade':True},\n",
" palette=cat_palette, \n",
" size=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**I've plotted all of the numerical features in the pairplot above, and I've colored the data by the 'heart_disease_present' label. The off-diagonal scatter plots include regression lines to show the trends for both populations relative to that plot's features, and the diagonal shows kernel density plots showing the rough distributions of the two populations.**\n",
"\n",
"We can make a couple observations:\n",
"* From the plot of resting blood pressure as a function of age, we see that resting blood pressure tends to increase with age regardless of heart disease.\n",
"* From the plot of max heart rate as a function of age, we see that max heart rates are significantly lower for people without heart disease. \n",
"* From the plot of 'serum cholesterol' (colloquially 'cholesterol levels'), we see that cholesterol levels increase with age regardless of heart disease.\n",
"* From the distribution plot of resting blood pressure, we see nearly perfect overlap of the distributions, indicating that feature probably won't be useful in discriminating between healthy and unhealthy cases."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=1, ncols=2, sharey=True, sharex=True, figsize=(14,6))\n",
"train_df[train_df['heart_disease_present']==0]['age'].plot(kind='hist', color=colors[0], ax=ax[0])\n",
"train_df[train_df['heart_disease_present']==1]['age'].plot(kind='hist', color=colors[1], ax=ax[1])\n",
"ax[0].set_xlabel('Age', fontsize=14)\n",
"ax[1].set_xlabel('Age', fontsize=14)\n",
"ax[0].set_title('Age Distribution (No Heart Disease)', fontsize=14)\n",
"ax[1].set_title('Age Distribution (Heart Disease)', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the distributions of age plots, we see a fair amount of overlap, but the distribution of people with heart disease skews a little bit older than those without heart disease. This is intuitive."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,6))\n",
"sns.boxplot(data=train_df, \n",
" y='thal', \n",
" x='resting_blood_pressure', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax)\n",
"handles, _ = ax.get_legend_handles_labels()\n",
"ax.legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best', )\n",
"ax.set_xlabel('Resting Blood Pressure', fontsize=14)\n",
"ax.set_ylabel('Thalium Stress Test Result', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the boxplot above, we see that there is a lot of overlap of resting blood pressure range across all thalium stress test results, so resting blood pressure probably won't be a significant factor in detecting heart disease."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,6))\n",
"sns.boxplot(data=train_df, \n",
" y='resting_ekg_results', \n",
" x='resting_blood_pressure', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax)\n",
"handles, _ = ax.get_legend_handles_labels()\n",
"ax.legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best', )\n",
"ax.set_xlabel('Resting Blood Pressure', fontsize=14)\n",
"ax.set_ylabel('Resting EKG Results', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's kind of strange, from that box plot, it appears there are very few examples of EKG result #1. We confirm that via the countplot below. As our only observations of this EKG type have heart disease, our classifier won't have any prior data to form an intuition about heart-disease free examples. Also, as we only have 1 example of this case in the training set, the cross validation process will leave it out of the cross-validation model trainings. In any case, our classifiers won't have enough data to learn how to handle this class."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,6))\n",
"sns.countplot(data=train_df, x='resting_ekg_results', hue='heart_disease_present', palette=cat_palette, ax=ax)\n",
"ax.set_title('Distribution of EKG Result by Heart Disease', fontsize=16)\n",
"ax.set_xlabel('EKG Result', fontsize=14)\n",
"ax.set_xticklabels(['Normal', 'ST-T Wave Abnormality', 'left Ventricular Hypertrophy'], fontsize=12)\n",
"ax.set_ylabel('Count', fontsize=14)\n",
"ax.set_ylim([0,60])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,6))\n",
"sns.countplot(data=train_df, x='fasting_blood_sugar_gt_120_mg_per_dl', hue='heart_disease_present', palette=cat_palette, ax=ax)\n",
"ax.set_title('Fasting Blood Sugar Level > 120 mg per deciliter', fontsize=16)\n",
"ax.set_xlabel('EKG Result', fontsize=14)\n",
"ax.set_xticklabels(['False', 'True'], fontsize=12)\n",
"ax.set_ylabel('Count', fontsize=14)\n",
"ax.set_ylim([0,100])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the histogram of fasting blood sugar levels relative to 120 mg per deciliter, we see that the relative distributions are approximately equal. There may be other interactions with other features that allow models to use this value to discriminate between those with and without heart disease, but at this point, this evidence implies fasting blood sugar levels aren't a significant predictor of heart disease."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=(8,9))\n",
"sns.boxplot(data=train_df, \n",
" y='exercise_induced_angina', \n",
" x='max_heart_rate_achieved', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax[0])\n",
"handles, _ = ax[0].get_legend_handles_labels()\n",
"ax[0].legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best')\n",
"ax[2].set_xlabel('Max Heart Rate Achieved [bpm]', fontsize=14)\n",
"ax[0].set_ylabel('Exercise Induced Angina', fontsize=14)\n",
"\n",
"sns.boxplot(data=train_df, \n",
" y='sex', \n",
" x='max_heart_rate_achieved', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax[1])\n",
"handles, _ = ax[1].get_legend_handles_labels()\n",
"ax[1].legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best')\n",
"ax[1].set_ylabel('Gender', fontsize=14)\n",
"\n",
"sns.boxplot(data=train_df, \n",
" y='fasting_blood_sugar_gt_120_mg_per_dl', \n",
" x='max_heart_rate_achieved', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax[2])\n",
"handles, _ = ax[2].get_legend_handles_labels()\n",
"ax[2].legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best')\n",
"ax[2].set_ylabel('Fasting Blood Sugar > 120 mg/dl', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking at the boxplots above we see for all three y-axis features, people with heart disease tend to achieve a lower max heart rate than those without heart disease. This makes intuitive sense, as max heart rate is an intuitive indicator of cardiac performance, and it makes sense that heart disease would reduce performance. In the boxplot broken down by gender, from the interquartile ranges, we see that healthy men and women achieve similar max heart rates, and for both genders, there is relatively little overlap between healthy and unhealthy populations."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JDAE/x5RXspyOw87ODs7OPMVAREREBU+WPUMzZ87E7Nmz4enpiQ8++AAmJtljVqxYUaJkREREZGhkWQx5enoCyJqjDMgaJwQAQggoFApcu3ZNsmxERERkWGRZDB09elTqCERUjCSna+F34ZHUMbJJTs+6vUh+5EpO18LW8r2bITJYsiyGKlSoIHUEIiombGxspY7wWmaKVACAQpm3KuZ1c7PZWsr3OInkQJbFkIuLi/7U2L+ZmprC0dER7dq1w/jx42FqalrI6YjIkEyYMFXqCPkqr9OREJFMiyFfX1+sWLECY8eOhaurK4QQuHr1KpYvX47u3bvj448/xsqVKyGEwJQpU6SOS0REREWYLIuhjRs3IjAwEE2bNtUvc3FxQfny5eHr64vDhw+jTJkyGDt2LIshIiIiei+yvM9QfHw8ypQp88pye3t7xMbGAgAcHR2Rmppa2NGIiIjIwMiyGGrUqBH8/PwQExOjXxYTE4OAgAA0aNAAWq0WO3fuxMcffyxhSiIiIjIEsjxNNnfuXEycOBGtW7eGlZUVhBBITU1F48aN4e/vj5MnT2Lr1q1YtWqV1FGJiIioiJNlMWRra4uQkBDcvXsXN27cgLGxMapWrYrKlSsDABo2bIjw8PA3XnFGRERElFuyPE0GAOnp6bhy5Qpu3LiBunXr4vHjx4iLiwMAlChRgoUQERER5QtZ9gzdu3cPgwcPhpGRER4/foyuXbti69atCA8Px8aNG1GzZk2pIxIREZGBkGUxNHfuXHh4eGDGjBmoU6cOAGDx4sXw9fVFYGAgfv75Z4kTElFuBQcvRHJyUqHt73V3YJaKWp11xasyj3eRfh9vOn4bG1uDu8EkUX6RZTF0+fJlTJ8+PdupMCMjIwwbNgydO3eWMBkR5VVychISVYkwVppLHaXQadOfAwAyjCXOoU6XNgCRzMmyGFIqlYiLi4OTk1O25Tdv3oS1tbVEqYjoXRkrzVG6W3OpYxS62N0nAEDyY3+Rg4heT5YDqPv06QMfHx8cOXIEAHDnzh1s374dPj4+6NGjh8TpiIiIyJDIsmfI09MTVlZWmDt3LtLS0jBq1Cg4ODhg8ODBGDp0qNTxiIiIyIDIshgCgAEDBmDAgAFQq9XQarWwsrKSOhIVA6GhOwEAnTuzB5KoqOLvMeWV7E6TXblyBRqNRv/83LlzWLp0KVatWoUnT55ImIyKg8jIS4iMvCR1DCJ6D/w9prySTTGUmJiIbt26oXfv3rh//z6ArNnrx4wZg8jISPzxxx/o0qUL7ty5I3FSIiIiMiSyKYaCg4NhZmaGw4cP46OPPkJKSgqWLVuGhg0bYufOnQgJCUGvXr2wePFiqaMSERGRAZFNMXTixAlMmTIFFStWBACcPn0a6enp6N27t36bL774An/88YdUEYmIiMgAyaYYUqlUKF++vP55eHg4TExM0LBhQ/0yW1vbbOOJiIiIiN6XbK4mK1euHO7evYty5cpBp9Ph1KlTcHNzQ8mSJfXbREREZCuYiPKbWp0KjUYDP7/pUkd5Z3KajgIAkpJUEMacWFlKOk0GktJURfpznRsvPvtJSSqYmZlJHYeKENn0DHXp0gWBgYE4fPgw5s6diydPnqBfv3769VeuXMHixYvx5ZdfSpiSiIiIDI1seoZGjhyJlJQUzJo1CwqFAuPGjUO7du0AAAEBAdi8eTNatGiBESNGSJyUDJlSaQml0hKzZwdKHeWdOTpaIS4uReoYen5+05Gcnip1jGLNyMwUNuZF+3OdGy8++4beA0b5TzbFkLGxMb799lt8++23r6zr0aMHunbtiurVq0uQjIiIiAyZbIqht3F2dpY6AhERERko2YwZIiIiIpJCkegZIiosrq51pI5ARO+Jv8eUVyyGiF7CiR2Jij7+HlNeyeY0WcuWLaFSqaSOIQmdToehQ4eiX79+WLdu3Ru3e/ToEY4fP16IyYiIiAyfbIqhhw8fQqfTSR1DErGxsVCpVGjYsCFsbGzeuN25c+dw6RJnYiYiIspPPE0mAz4+PoiJiUFcXBwcHR2h0+ng4+ODx48fIykpCU2bNoWXlxfWrVuH9PR01KlTBy1atJA6NlGuadXpiN19QuoYhU6rfg4Akh+7Vp0OmFtKmoFIzmRVDG3cuBFKpTLH7by8vAohTeGZPXs2Jk2aBEdHRwBZp8NcXV3Ro0cPaDQaNG3aFOPGjcOIESPw999/sxAiAEBw8EIkJye9slxu03E8fZoMCAFt6nMYGcmmMzpfGBkZwdr6zb25am3W/5WFWIi89udvbgkbG9tCy0BU1MiqGIqIiICJydsjKRQKgyuG/s3GxgZXrlzB+fPnYWlpiYyMDKkjkQwlJychKTEBNubG2ZZrJcrzJlbGQHJm1mMbU8OZoyw5XQtrWzvZ3dVZbncgJyoKZFUMrV69Gg4ODlLHkJQQAnv27IGNjQ3mzJmDe/fuYceOHQCyCkGtVm5/6khKNubGmF2/nNQxcuR34REAFImsufXimIio6JNNMaRQGM6/GN/Fi+NXKBRo2LAhJkyYgIiICFhYWKBy5cqIjY2Fs7Mz1q5dixo1anDCWiIionwim2JICPmMcShsFSpUwNatW7Mt+/XXX1/ZrnTp0jh48GBhxSIiIioWZDOa8ejRo7Czs5M6BslYaOhOhIbulDoGERUx/O6gnMimGKpQoQLS09Px22+/ITU1Vb988+bNGDVqFKZPn47r169LmJCkFhl5CZGRvM8SEeUNvzsoJ7Iphu7fv4927dphxowZSEhIAADMmzcPgYGBMDMzg5GREfr3748///xT4qRERERkSGQzZig4OBguLi5YsmQJLCwskJCQgC1btqBt27ZYsmQJAKBKlSoIDg5GSEiIxGmJiIjIUMimZ+js2bPw8vKChYUFAODUqVPQ6XTo0qWLfptGjRrhypUrUkUkIiIiAySbYig1NRX29vb65+Hh4TAzM0ODBg30y0qUKFFs5y8jIiKigiGb02SVKlXC9evXUb58eWg0Gpw6dQqff/45zM3N9ducPn0alSpVkjAlSUmtToVGo4Gf3/S3bie36SgKSlKSCqYKwz9OuVJn6pCRpMrx81jYisvn/3XedOxJSSqYmZlJkIiKCtkUQ3369IGfnx/u3buHP/74A0lJSRg8eDAAIC0tDcePH8fSpUsNfioOIiIiKlyyKYb69+8PANi1axcUCgUWLFgAd3d3AMDChQuxfft29O3bFwMHDpQyJklIqbSEUmmZ41xQxWVuJj+/6RCpr07USoVDaWIEhaUt5yaTkTcdu9x670h+ZFMMAVkF0Yui6GUjR47E2LFjs40pIiIiIsoPsiqG3qRs2bJSRyAiIiIDJZuryYiIiIikUCR6hogAwNW1jtQRiKgI4ncH5YTFEBUZnTv3kDoCERVB/O6gnMj2NFl8fDxWr16Nb7/9FgkJCfjtt984USsRERHlO1kWQ3/99RfatGmD8PBwHDhwAGq1GhcuXECvXr1w5swZqeMRERGRAZHlabL58+djxIgRGDlyJNzc3AAAvr6+KFWqFIKCgtC4cWOJExLJQ3K6Fn4XHkkdI0fJ6VoAKBJZcys5XQtbS6lTEFF+kGUxFBUVhXnz5r2yvHPnzli/fr0EiYjkx8bG9rXL5Tgdg5kiFQCgUBZ89VBYx29r+eafAREVLbIshhwcHHDnzh18+OGH2ZZfvHgRpUuXligVkbxMmDD1tcuL8x2IAR4/EeWdLIuh4cOHY9asWRg+fDiEEAgLC8OjR4+wadMmTJ48Wep4REREZEBkWQz17t0bjo6O2LhxI0qUKIGgoCA4OTkhICAAX375pdTxiIiIyIDIshgCAA8PD3h4eEgdg4iIiAycLC+tV6vVWLJkCaKjowEA3t7ecHV1xVdffYXHjx9LnI6IiIgMiSyLIX9/f/zf//0fhBA4cOAAfvvtN8yZMwe2trbw8/OTOh4REREZEFmeJjt27BhCQkLw0UcfYenSpWjWrBk6deqEmjVronv37lLHIyIiIgMiy56hzMxMlCxZEhkZGQgLC0OTJk0AAOnp6TAzM5M4HRERERkSWfYM1alTB/Pnz4eVlRUyMjLQqlUrXLt2DXPmzEHDhg2ljkdEREQGRJY9Q/7+/hBC4Pr161iyZAns7Ozw+++/w9HREbNmzZI6HhERERkQWfYMlS1bFqtXr862bMKECRKlISJ6veDghUhOTnrtOrU6awoS5X+nILGxsX3jXcOJSFqyKYaWLl2KESNGwMLCAkuXLn3rtuPHjy+kVEREb5acnIREVSKMleavrNOmPwcAZBgDWnV6YUcjojyQTTEUERGBwYMHw8LCAhEREW/cTqFQFGIqIqK3M1aao3S35q8sj919AgBQultz/WMikifZFEObN29+5bEQQl/8PH36FNbW1pJkIyIiIsMlywHU8fHxGDp0KIKDg/XL2rVrh5EjRyIxMVHCZERERGRoZFkM+fj4AAB69OihX/bTTz8hMzMTc+fOlSoWERm40NCdCA3dme/t6jQZ+gHVRCQ/siyGzp8/j5kzZ6JixYr6ZZUrV8b06dNx+vRpCZMRkSGLjLyEyMhL+d6uyNRCo9Hke7tElD9kWQxZWlriwYMHryx/8uQJTE1NJUhEREREhko2A6hf1qNHD8yYMQPjx49HjRo1AABRUVFYvnw5unbtKnE6IiIiMiSyLIa8vLyg0+kQFBSkHzBtb2+PgQMHYvjw4RKnIyIiIkMiy2Jo9+7dGDhwICZMmIDExESYmZmhZMmSUsciIgOnVqdCo9HAz296rrZPSlJBGPPeZ0RFnSzHDC1YsABPnz4FkNUjxEKIiIiICoose4bc3d2xZ88ejBw5EkqlUuo4RFRMKJWWUCotMXt2YK629/ObjuR0XjJPVNTJshh68uQJDh8+jHXr1sHW1hbm5tnn/Tlx4oQ0wYiIiMjgyLIY6tOnD/r06SN1DCIiIioGZFkMvbh8XqfT4eHDhyhXrhx0Oh3MzMwkTkZERESGRpYDqDMzM7FgwQLUrl0bbdq0waNHjzBlyhR88803UKvVUscjIiIiAyLLYmjp0qU4c+YMvv/+e/14oQEDBiAqKgrz58+XOB0RGSpX1zpwda2T7+0qTIzZs00kY7I8TXbgwAEsWrQIn332mX5Z3bp1ERgYCE9PT8yZM0fCdERkqDp37pHzRu/AyMwUSnPLAmmb3t28Rf54+jQ539qztraB95RZ+dYeFR5ZFkMqlQoODg6vLLewsMDz58/fqU2NRoO2bdvi2LFj7xvvjR4+fIhJkyZh27ZteXrdvHnzMHjwYJQtW7aAkhER0b89fZoMm86N8q295NCwt66/fPkivL0nY/PmbXB0LA0AWLNmBSpVqox27Trk2H5goB9atWqD+vUb6Jd17twGoaG/v1fuffv2oH37TjA2NtYvO3hwPzZsWIMKFT6ATqeDQqHA4MHDUadOXZw/H47Y2Cfo2LHLe+1XTmR5mszd3R3r16+HEEK/LCUlBYsXL0aDBg3e8so3E0JAoSj4O8W+yz68vb1ZCBERFQOmpqYIDPTLxxbf/+/a5s0h0Ol0ryxv3bodli1bgxUr1mHOnHn47rt5UKkS8fnn7gZVCAEy7RmaPXs2xowZA3d3d6Snp2PkyJF49OgRPvjgA6xZsybX7ajVakyePBkpKSmoWLEiAODatWvw9/eHsbExzM3N4e/vj5CQENStWxetW7fG0KFD0bRpU3z99deYOXMmunfvjtmzZ6N+/fq4ceMGFAoFVq1aBY1Gg4kTJ0IIgczMTPj5+WW7QWRYWBiWLl0Kc3Nz2NnZITAwEFFRUVizZg0UCgUSEhLQq1cv9OvXDwMGDMCcOXNw4MABPHjwAAkJCXj06BG8vb3RqFEjHD9+HMuXL4eVlRWsra3h7OwMLy+vfH/fiSjvtOp0xO4+8ZrlWb3YsbtPQKtOB3iajADUqVMXgMCuXdvRvXuvbOt++WULjh07DBMTE9SuXQejRuXmez6r0yA29gmmT5+E1NQ0mJmZYerUGXB0LI21a1fixo1rUKvVqFSpMry9ffD99+v8pJ9eAAAgAElEQVRw9eoVpKWl4Ysv2iIhIQGzZ09HYOCiN+7Fzs4ezZu3RFjYKRgbm+DevbsYMmQEZs36Fmq1Gunp6fD0HAdX1zo4duwItm//GcbGxqhVyxUjR45BXFwsvvtuHjIyMpCcnIzBg4ehceNmWLt2JS5fvgghBFq1aoOePfsgOvo2goO/A5B16nH6dB8olQX7+yPLYqhMmTLYuXMnwsPDER0djczMTDg5OaFx48YwMsp9Z9aePXvw8ccfY8KECbhy5QrOnTuHWbNmISAgAM7Ozjh69CjmzZuHgQMHYs+ePWjWrBlSUlIQHh6Or7/+GlFRUZg7dy6ePXuGjh07YubMmZg8eTJOnToFS0tLWFtbIygoCLdu3cKzZ8+yFUM+Pj7YunUrHB0dsXnzZqxcuRItWrRAbGws9u7dC61Wi06dOqFt27bZepPMzMywfv16nD17FiEhIXB3d0dAQAC2b98Oe3t7TJ48OV/fa3p/wcELkZycJHUMPSMjBXQ6kfOGElCrs+7WXJBfbAV9/DY2tpgwYar+8ZuotVn/V5pbAuaWb92Wig+FQoFJk6ZhxIiv8fnn7vrl0dG3ceLEUaxd+wOMjIwwY8YUhIefgbt742yvX7VqGbZs+QFA1hmPlJQUAMDKlcEYOHAgXFxccfHiH1i9ejkmT/aGlZU1Fi9eASEEBgzohfj4eABA5cpOGDfuGwBZRdicOfNyzG5nZ4/k5GTY2ztAoVDg4cMHUKlUCA5eBZUqEffvx+Dp06f4/vt12Lhx8387HHwQEXEBANC37wC4utbB1atX8P3369C4cTMcPnwQK1euh4NDKRw8uB8AsGBBAKZPn41KlSpj//5QbNnyI0aM8Hy/Nz4HsiyGQkND0blzZ7i7u8Pd/X8fltTUVAQFBcHHxydX7dy6dQtNmzYFANSqVQumpqaIjY2Fs7MzAKBevXpYvHgx6tati4CAAJw7dw6tW7fG4cOHERERATc3N31bn3zyCQCgXLly0Gg0aNeuHe7evYvRo0fD1NQUo0eP1m+bmJiIkiVLwtHREUDW4O8lS5bAw8MDbm5uMDExgYmJCapWrYqYmJhsmatXrw4AKFu2LNLT0/Vt2dvb69t68WEmeUhOTkJSYgJszI1z3rgQaKUO8Baa9Kx0FiKjwPZRkMefnJ699RdFEVFeWFtbY+zYSQgI8EWtWq4AgHv37qJGjZr6f/DXru2Gv/+OfqUY8vQc968xQ20BAHfu3MHatWuh1QoIIWBqagozMzOoVInw85uJEiUskJaWhszMTADAhx9WeqlVkW1Yyps8fvwIzs6fQKvNasPJqQq6du0BX9/pyMzUomfP3nj48D6SklSYMmU8hBBIS0vDP/88xKef1saPP27E/v2hAKDP4esbgNWrl0OlSkSDBg3/+178jaCg+frtKlb8ME/v77uQZTHk6+uLgwcPwt/fX19QHDt2DH5+fjA1Nc11O1WqVEFkZCQ8PDwQFRWFjIwMlC5dGjdu3ICzszMuXLiAypUrAwBq1qyJDRs2YMaMGYiPj8eiRYswadKkN7Z9/vx5ODo6YuPGjYiMjMTixYsRGJg1n5G9vT1SU1MRHx+PUqVK6fcjhEBUVBSEEHj+/Dlu376tX/7Cv8ccOTg4QK1WQ6VSwc7ODn/++ScqVKiQ6/eACoeNuTFm1y8ndQzZ87vwCACK7Hv1Ij/R+2rUqAlOnTqO3377FZ6e41CpUmVs2/azfrByZORltGvXPhctZf39qFy5MkaPHokKFT5CTMxdREZexrlzZxEb+xh+fvOQlJSE06dP6LdXKP53lsXIyOi1Y4Ze/tsUHx+PsLBTGDRoGM6cOQkgqzdLrVZj4cJgJCTEY/TooVi//keUKVMWS5ashLGxMQ4e3I9q1ZyxYcNqdOrUDZ9/7o7ffvsVBw/uR2ZmJo4fPwI/v0B9z1XLlq3x4YeVMXOmH0qXLoO//voTiYkJ7/w+55Ysi6F9+/bBx8cHHTp0wIQJE3D+/HkcPXoUQ4cOzdYDk5P+/fvD29sb/fv3h5OTE8zNzTF37lz4+/sDAIyNjREQEAAA+OKLLzB9+nS4uLigcePG2Lt3L+rVqwcge4Hy4rGLiwsmTpyITZs2wdjY+JUxPP7+/vDy8oKRkRGsra0xf/583Lx5E5mZmRg2bBiSkpLg6ekJW1vbtw66VigUmDlzJkaMGAErKyvodDp9AUdERO/O2tomxyvA8tpeXowf/w0uXYoAAFSpUhUtWrTEqFFDIIRArVquaNKkeS5ayfr74ek5HsuWLcKzZ2poNBqMHz8Z5cqVw48/bsSoUUNgYmKC8uUrID4+7pW/ObVquWLKlPFYtiz7mNwjR35HVNRVfeE0ffpsWFlZ6ddXrFgJ33+/HocOHYCZmRmGDRsNGxtb9O7dD15ew6HV6lCuXHl4eHyBFi1aYcmSRShVqhRKly6D5OQkmJiYwNraBoMG9YO1tTU+/9wdZcqUxTffTIO/v4++MJw2reBvV6AQuekbk8jkyZOxf/9+mJiYYO3atWjUKP8ugZTChQsXsG3bNgQFBeXpdevWrcPgwYNhamqKKVOmoHHjxujcufNbXxMXl/I+UYs0R0erQj1+P7/pEKlJRba3ozAZQs+QwtI217PaS6GwP/9yUpyPHeDxOzpa5bzRG8jy0vq///4bQ4cOxZEjRzB+/Hh4eHhgzJgx+qu4ihtLS0v06tULffv2BQB8+eWXEicqHKGhOxEaulPqGET0Ev5ekiGS5Wmyjh07om7duti3bx8+/DBr4NSxY8fg7++P0NBQ/P77+91gSir169dH/fr18/y6/v37o3///gWQSN4iIy8BKLi7AhNR3vH3kgyRLIshX19f9OiR/RfNw8MD9evXR3BwsESpiIiIyBDJ5jTZs2fP9I//XQi9YGZmhiZNmhRWJCIiIioGZFMM1atXDwkJ2S+f++abb7Ite/r0KUaNGlXY0YiIiMiAyeY02esuajt27BgmTJiQbdJWGV/8RvlMrU6FRqOBn9/0PL2usO/AnJSkgqmCn8viQJ2pQ0aSKs+fycJU0J//pCQVzMzMCqz9wrR4gV++z1o/6dvZ+dYeFR7ZFEO5VRiTrRIRkeF7+jQZs93s8q09v8uqt66/fPki9u7dBT+//92aIS+z1r9JdPRtpKSkoFWrptmWN2/eALVquUIIAY1Gg/r1G2Do0JEAgJkzp2Lu3IXvvE9DU+SKISo+lEpLKJWWeb6ni1T3GSLDpzQxKvb3GZJzr1hRUBD/oD9x4hjs7R0AZC+GbGxss91IcdGiQOzatQ3du/dmIfQvLIaIiIgKyduGeqxduxJ//nkZQujQu3d/NG/eEpGRlxASsh6AAunpzzFzph9MTEwwdeoE2Nrawc3tMxw8uB+mpqZo0OAzlC1b+Y3t9+nzFebP90f37r3RuXMbhIb+jt27d+DQoQMwNjbCp5+6wtNzHGJjn2DhwgBkZGTAzMwMU6fOgKNjaaxduxI3blyDWq1GpUqV4e3tgytXIrFy5VKYmprCysoKPj5zYWpqiu++m4cHD+5DCIFhw0bBze0zXL58EevXr4axsTEqVPgAU6ZMh7GxPOZ0lFUx9PDhQ6jV6mzLHj3631xAiYmJhR2JiIgo31y6FIFx47IuBBJC4NGjfzB06EicO3cW//zzEKtWbYBGo8HIkYNQr97n+PvvaPj4+MPBoRQ2bw7B8eNH8MUXbaFSqRAS8jOMjY0hhICDQyl8+umnb+0VtLe3R3Lyi17srB6qgwf3Y+LEKahevSb27t0FrVaLlSuD0bNnX3z+uTsuXvwDq1cvx+TJ3rCyssbixSv084jFx8fjzJmTaNbMA337foWwsFNISXmKs2dPw9bWDtOmzcLTp8kYM2Y4Nm/ejoULA7B69fewtbXFhg1rcPDgr+jQoUtBv+W5IqtiqHfv3tmeCyEwcOBAfbeiEIJjhoiIqMj67LN68PUN0D9fu3YlgKxxPzduXMe4caMghIBWq8Xjx4/h6OiIJUsWQalUIi4uVj/Lfbly5fPcq/Lo0SM4Opb+77OsHipvbx9s3boFq1cvR82atSCEwJ07d7B5cwh++ulHCCFgamoKMzMzqFSJ8PObiRIlLJCWlobMzEwMGDAEmzZ9j/HjR8PRsTQ++aQG7ty5gytXIhEVdRVCCOh0OqhUiUhISICPzzQAQHp6OurXb/Ce72b+kU0xdPToUakjEBERFaoXp80qVXLCZ5/VxZQp0yGEwI8/bkS5cuUxfvxo7NixDxYWFggI8NVv/3LHwJtmnX9R8ACATqfD1q1b0KpVm2xb/PrrXkyZMh2mpqaYNGks/vOfv1C5cmX06TMANWt+ipiYu4iMvIxz584iNvYx/PzmISkpCadPHwcgcPjwQXz5ZUeMGTMemzf/gF9/3YvKlSujdOkyGDBgENLT07F5cwhsbe1QunQZzJ8fBKXSEmfOnIJSqcz39/NdyaYYqlChgtQRSGZcXetIHYGI/sWQfi+trW1yvAIsr+3l1YuiplGjJrh0KQJjxgxHWloamjZtDqVSibZt22P48K9hbW0Ne3t7xMfHZXsdADg7u2DVqmVwda0BJ6dP9MtTUlIwbtwoKBQKaLVa1K1bH+3bd3qxZwDARx99hGHDBsDW1g6OjqVRvXpNeHqOx3ffzYdGkw6NRoPx4yejXLly+PHHjRg1aghMTExQvvwHiI+PwyefVMfcubNhYWGhH1/k4FAKCxbMhZfXCKjVanTr1gMKhQLjx0/C5MnjIYQOlpYlMXPmnHd8p/OfrGetp3dX3Gcu5qz18sRZ6wtecZ65vDgfO8DjN7hZ64mIiIgKC4shIiIiKtZkM2boZffv30fFihVfWZ6RkYH169fD09NTglREb5acrtWfAqI3S07XAkCRfa+S07WwtZQ6BRHlN1kWQ3379kVISAiqVaumXxYWFoY5c+YgKSmJxRDJio2NrdQRsinsudnywkyRCgBQKAuuoijI47e1lN/Pm4jenyyLoa5du+Krr77CunXrULZsWQQEBODIkSPo2bMnJkyYIHU8omwmTJgqdYRsOIiyeB8/EeWdLIuhb775BmXLlsWQIUMghECNGjWwe/duuLi4SB2NiIiIDIxsBlDrdLps//Xt2xdz586FVqtFv3798PHHH+vXEREREeUX2fQMVa9e/bVTbQghMGnSpGzLrl27VlixiIiIyMDJphjatGmT1BGIiIioGCpyd6B+/PgxypYtK3UMIiIiMhCy6Rl62Z07d7Bw4ULcunVLP0ZICAGNRoOkpCSeJiMiIqJ8I5sB1C+bNWsWkpOTMXLkSKhUKgwfPhzt27dHWloa5s2bJ3U8IiIiMiCy7Bm6evUqtm3bhk8++QR79+5FlSpV0L9/fzg5OWH79u3o0qWL1BGJiIjIQMiyZ8jExARWVlmzz1apUkV/Wqxhw4a4efOmlNGIiIjIwMiyGPrss8+wceNGpKWloWbNmjhy5Ah0Oh3+/PNPmJubSx2PiIiIDIgsi6Fp06bh7Nmz+Pnnn9G5c2eoVCrUrVsXkydPRr9+/aSOR0QF7OHDh3BxccH9+/cLbZ/nz5/H7du3i2z7uZHT+7pnzx40b968cEMBiImJgYuLC/75559C3zcRINMxQx999BF+//13pKWlwcLCArt27cKFCxdga2sLV1dXqeMRUSF43U1YC9LXX3+NkJAQVK1atUi2n1tve1/bt28vSTEEFP7Pm+hlsiyGACA9PR3/93//h7t372LgwIEoUaIEKlSoIHUsIiKDZWZmBjMzM6ljEBU6WZ4mu3fvHtq2bYtly5Zh3bp1SElJwdatW9GhQwdcvXpV6nhEBu3FqZRjx47Bw8MDbm5uWLBgAW7evIlu3brBzc0No0ePxvPnz5GZmYkFCxagWbNmqFmzJjw8PPDLL78AyLpf2Keffopdu3YBADIzM9GpUyfMmDEjVzmEEDh69Chat26N2rVrY9SoUUhOTtavj4iIQM+ePVG7dm107NgRoaGh+nVvywUAHh4eWLRoEZo0aYL27dujWbNmAIAhQ4ZgxYoVOWbz9vbGtGnT0LVrV7i7u+PWrVuIjo7G8OHDUadOHdSqVQv9+vXDnTt39Pv7d/tvy5+TuLg4jBs3DvXr18enn36Krl27IiIiQr/+wYMHGDlyJOrUqYPmzZtj7dq1uXpf9+zZo38vAODWrVv4+uuvUbt2bbRp0wYhISEAgGfPnqFWrVoIDw/Xb5uRkYF69erh5MmTAIAjR46gQ4cOcHV1Rbdu3XD69Gn9tpmZmZgzZw7q1auHFi1aZFtHJAkhQ8OGDRP+/v5Cp9MJV1dXERMTI7RarZg1a5bo27ev1PGIDNqDBw+Es7Oz6NOnj7hx44bYt2+fcHZ2Fm3bthXnzp0Tf/zxh/jss8/Eli1bxKpVq0Tbtm3Fn3/+Ke7fvy+WL18uqlevLmJjY4UQQixfvlw0bNhQpKSkiJUrV4qmTZuKlJSUXGfo2LGj+Ouvv8Sff/4pmjRpIhYsWCCEECI2NlbUqVNHbN68WcTExIjffvtN1KtXTxw/flwIIXLM1aJFC9G4cWNx8+ZNce3aNZGYmCicnZ3F77//LtRqdY75pk2bJqpXry6OHDki/vrrL6HVakXr1q2Fr6+vuH//voiKihK9e/cWI0aMEEIIkZCQkK39uLi4t+bPyaBBg8SYMWNEdHS0uH37thg9erRo3769EEKI9PR00bp1azF27Fhx+/ZtcebMGVGvXj3x66+/5vi+7t69WzRr1kwIIcTz589Fs2bNxJIlS0RMTIw4deqUaN68udiyZYsQQghPT0/h6+urz3Ts2DHx+eefi8zMTHHt2jXh5uYm9u3bJ2JiYsTWrVtF7dq1xbVr14QQQgQFBQkPDw8REREhIiMjRZs2bYSLi4t4+PBhro6fKL/Jshj67LPPRHR0tBBC6IshIYS4d++ecHV1lTIakcF78Qfz1KlT+mX169cXy5cv1z8fPXq0mDNnjjhy5IiIiIjQL09PTxfOzs7i/PnzQgghNBqN6NChgxg7dqyoVauWOHny5DtnCAwMFEOGDBFCCBEcHCw8PT2zvWb58uXi66+/FkKIHHO1aNFCXwC84OzsLM6ePZurfNOmTRPdu3fXP1er1WLDhg3ZCqmtW7eKFi1avLb9nPLnZNOmTeLx48f656dOnRIuLi5CCCGOHz8uXF1dxbNnz/Trf/31V3HkyJEc39eXi6Ht27eLzp07Z9vvnj17RKtWrYQQQhw4cEA0btxYv+7bb78Vs2bNEkIIMWXKFBEQEJDttdOmTRMzZswQQgjh7u4u9uzZo193/PhxFkMkKVmOGVIqlYiLi4OTk1O25Tdv3oS1tbVEqYiKlw8++ED/uESJEihfvny25xqNBi1btkRYWBgWLFiA6Oho/Oc//4FCoYBWqwUAmJqawtfXF/3790e7du3QtGnTPGWoWLGi/rGVlRXS09MBZJ2CO3nyJNzc3PTrdTodHBwcAAAtW7bE2bNn35gLwHuPQXz59RYWFujbty/27t2Lq1evIjo6GlFRUbCzs3vta3PKn5M+ffrgwIEDuHz5sv74XrRx584dVKpUCZaWlvrtO3ToACDrFCjw5vf1ZdHR0bh161a2jEIIZGZmIjMzEx4eHpgxYwYuXbqETz/9FMeOHcPy5cv1x3fr1i3s2LFD/1qtVovatWsjMTERiYmJcHFx0a+rWbMmRNGaJpMMjCyLoT59+sDHxweTJ08GkPWLFR4ejuDgYPTt21fidESGT6FQwMQk+9eDkdGrQwyDg4Oxbds29OjRA507d4avry9atGiRbZvr16/DxMQEV65cwfPnz1GiRIlcZzA2Ns627MUfTK1Wi44dO8LT0/O1GZcsWYIdO3age/fub8z1vvcse/n1arUa3bt3h52dHVq1aoUOHTogOjoa69evf+1rc8r/NkIIDB48GE+fPkX79u3h4eGBjIwMjB07FkBWAfo2b3tf/53x888/h5+f3yvrTExMYGJiAg8PDxw+fBgpKSkwMzND/fr19a8dMmQIunfvnu11Lw/Ofnmf//6sERU2WX4CPT09YWVlhblz5yItLQ2jRo2Cg4MDBg8ejKFDh0odj4iQ9cds69at8PHxwZdffgkAr9xH58mTJ1iyZAnmzp2LdevWYcmSJfD29n7vfTs5OSEiIiJbD8dPP/2EuLg4TJgwAdu2bXtrrvx24cIFPHnyBAcOHNAXNKdPn35jb8eb8sfGxmLixIlv3dft27cRERGBsLAwfU/STz/9BCDrZ1KpUiXExMQgNTVV3zu0bNkyPHr0CF5eXrnugXFycsKRI0dQoUIF/TEdOnQIYWFh8Pf3B5B1Kf78+fORmpqKtm3b6i+Pd3Jywv3797Md37Jly2Bvb4+vvvoKpUqVwl9//YVPPvkEABAVFcVL60lSsryaDAAGDBiAEydO4NKlS/jjjz8QFhaG4cOH5+pfTkT0fnL7B9POzg7Hjh3D/fv3cfHiRUydOhUKhQIajQYA4Ofnh5o1a6JLly6YNWsWtmzZkusrQt+WoV+/frh+/ToWL16Me/fu4dChQ/juu+9Qrlw5AICtrS2OHz/+xlyvo1Qqcfv2bTx79ixX+V5ma2uL58+f49ChQ3j48CF27NiBn3/+Odv+Xm7/TflfPhX5JtbW1jA2Nsb+/fvxzz//4NChQ/or1DQaDZo0aYJy5cph1qxZ+tNxW7ZsyXaVWG506tQJGo0GM2bMwJ07d/RF0Mun/po0aYLk5GT89ttvaN++vX75oEGD8Pvvv+OHH35ATEwMfvnlF6xbtw4ffvghgKyf3/Lly3H27FlcuXIFCxYsyFM2ovwmq8pi37598PLywqRJk3DgwAEAWV8gL+YpI6LC8e9/pb/uX+0KhQKBgYG4efMmOnbsCG9vb7Rr1w61a9dGVFQUDh8+jNOnT8PHxwcA4O7ujjZt2mDmzJnQ6XR5zvCy8uXLY82aNQgPD0fHjh2xcOFCjB8/Hr179wYAzJs374253tT2oEGDEBQUhJUrV+aY7d9cXV0xZswYBAQEoHPnztizZw98fX2RlJSEx48fv9J+TvnfpkyZMvD19cUPP/yA9u3bY926dZg1axZMTEwQFRUFIyMjrFq1CsnJyejevTv8/Pzg5eWFtm3b5vi+vszS0hIbNmzAw4cP0b17d3h7e6N79+6YMGGCfhtTU1N88cUXsLGxyTa2qHbt2li0aBF27NiBDh06YNOmTZg3b55+zNjo0aPRrVs3TJw4EZ6enrk6bqKCpBAyGbW2bt06LF26FO7u7jAxMcGZM2cwZMgQTJo0SepoREREZMBkUwy1atUKXl5e6NKlCwDg8OHD8Pb2RkREBM8lExERUYGRzQDqx48fw93dXf/cw8MDaWlpiI2NRZkyZSRMRkT5rUGDBtBoNK8dF6RQKLBt2zZUq1ZNgmTADz/8gKVLl75xvYeHB4KCggps/15eXggLC3vtOoVCgSlTpvCqWqJ8JpueIRcXl2xXRwCAm5sb9u3bl+2KBCIq+h48ePDWAdLlypWT7HLrZ8+eQaVSvXG9UqnM9f2A3kV8fDzS0tLeuN7Ozg4lS5YssP0TFUey6RkiouLj5Rs6yk3JkiUlLTZKlSol2b6JiitZFUP79+/PdtdUnU6HgwcPwt7ePtt2PXr0KOxoREREZKBkc5rsxazOOVEoFDh69GgBpyEiIqLiQjbFEBEREZEUZHXTRSIiIqLCxmKIiIiIijUWQ0RERFSssRgiIiKiYo3FEBERERVrLIaIiIioWCuQYkij0SAqKgqpqakF0TwRERFRvsmXYujevXv46quvcPnyZTx79gzdu3dHt27d0Lx5c1y6dCk/dkFERERUIPJlOo45c+bAxsYGH374IXbv3o34+HgcPXoUu3fvxrx587Bjx4782A3lUmamFiqVWuoYkrGzU/L4efxSx5BMcT7+4nzsAI/f0dHqnV+bLz1DFy9exLfffgsHBwccPXoULVu2RIUKFdCtWzfcvHkzP3ZBeWBiYix1BEnx+Hn8xVlxPv7ifOwAj/995EsxpFQq8ezZM6hUKly8eBHNmzcHAMTExMDW1jY/dkFERERUIPLlNFnLli0xceJEWFhYwNHREU2bNsXBgwcREBCALl265McuiIiIiApEvhRDPj4++PHHH/HPP/9gwIABMDMzw/PnzzFs2DB8/fXX+bELIiqmgoMXIjk5KdfbGxkpoNO9ef5ptTrrKlel0vK9s9nY2GLChKnv3Q4RSStfiqGNGzdi0KBBKFGihH5Z165d8ezZMwQFBWHy5Mn5sRsiKoaSk5OQqEqEsdI8X9rTpj8HAGS85/AKrTo9H9IQkRy8czEUHR2NhIQEAMDSpUtRtWpV2NjYZNvm5s2b2LJlC4shInovxkpzlO7WPF/ait19AgDeu70X7RBR0ffOxdCTJ08wePBg/XMvL69XtjE3N8egQYPedRdEREREBe6diyF3d3dERUVBp9OhZcuW2LlzJ+zt7fXrFQoFjIw42wcRERHJ23uNGTIyMoKRkRFOnjyZX3mIiIgKxbxF/nj6NDnf2rO2toH3lFlvXH/58kV4e0/G5s3b4OhYGgCwZs0KVKpUGe3adcix/cBAP7Rq1Qb16zfQL+vcuQ1CQ39/r9z79u1B+/adYGz8v4F0Bw/ux4YNa1ChwgfQ6XRQKBQYPHg46tSpi/PnwxEb+wQdOxrO1eLvXAx5eHhAoVDkatujR4++626IyACEhu4EAHTu3EPiJAWruBynoXj6NBk2nRvlW3vJoWE5bmNqaorAQD8sWbIyn/aau7/Db7N5cwjateuQrRgCgNat22HkyDEAAJUqEWPGDMfKlevx+efu771PuXnnYmj06NH5mYOIDFhkZNYchYZeJBSX46R3V6dOXQACu3ZtR/fuvbKt++WXLTh27DBMTExQu3YdjBr16ljcV2XdRiI29gmmT5+E1NQ0mJmZYerUGXB0LI21a1fixo1rUKvVqFSpMjidkAcAACAASURBVLy9ffD99+tw9eoVpKWl4Ysv2iIhIQGzZ09HYOCiN+7Fzs4ezZu3RFjYKRgbm+DevbsYMmQEZs36Fmq1Gunp6fD0HAdX1zo4duwItm//GcbGxqhVyxUjR45BXFwsvvtuHjIyMpCcnIzBg4ehceNmWLt2JS5fvgghBFq1aoOePfsgOvo2goO/A5DV2zZ9uk++3Arjbd65GOrZs2d+5iAiIjJ4CoUCkyZNw4gRX2frYYmOvo0TJ45i7dofYGRkhBkzpiA8/Azc3Rtne/2qVcuwZcsPAAAhBFJSUgAAK1cGY+DAgXBxccXFi39g9erlmDzZG1ZW1li8eAWEEBgwoBfi4+MBAJUrO2HcuG8AZBVhc+bMyzG7nZ09kpOTYW/vAIVCgYcPH0ClUiE4eBVUqkTcvx+Dp0+f4vvv12Hjxs0wNzeHv78PIiIuAAD69h0AV9c6uHr1Cr7/fh0aN26Gw4cPYuXK9XBwKIWDB/cDABYsCMD06bNRqVJl7N8fii1bfsSIEZ7v98bnIF/uMzRgwIC3njLbtGlTfuyGiIioyLO2tsbYsZMQEOCLWrVcAQD37t1FjRo19Rce1a7thr//jn6lGPL0HPevMUNtAQB37tzB2rVrodUKCCFgamoKMzMzqFSJ8PObiRIlLJCWlobMzEwAwIcfVnqp1azX5OTx40dwdv4EWm1WG05OVdC1aw/4+k5HZqYWPXv2xsOH95GUpMKUKeMhhEBaWhr++echPv20Nn78cSP27w8FAH0OX98ArF69HCpVIho0aPjf9+JvBAXN129XseKHeXp/30W+FEOfffZZtudarRb379/H6dOn4elZsNUc0f+zd+dhTZxrG8DvEBYNSgAFxa1qRdCjiLvVuiF1A7Vq61KPx70uda0rbhDFBauAC9bWrS6t+LmgdcO9rq3WKtWqVRYrSlVUCALBRMJ8f3DMkSISYEICuX/X1athMvM+z0yG+PDOzPsSEZU0bdq0xdmzp3H48AGMGzcR771XEzt3/qC7WTkq6hq6dfPRo6XsIqZmzZoYO3Y0qlZ9H/HxfyEq6hp++eUiEhMfQ6FYAqVSiXPnftKtL5H872lvCwsLZGVl5W75jQLp2bNnuHDhLIYOHYnz57MfmoqLi4FKpcKyZaF4/vwZxo4dgfXrt6BSpcoICQmDVCrFkSMH4erqhg0bvkbPnn3QsuUHOHz4AI4cOYjMzEycPn0CCsViXc9Vp06dUaNGTcydq4CzcyXcuPE7kpKeF/o460uUYmjy5MlvXb53714cO3YMI0aMECMMEZVQKlU6NBoNFIrZBd5WqUyGIC36TaJiy9K8gjIjOcc+KZXJsLa2NmJWVJJMmjQVV69eAQDUrl0HHTt2wpgxwyEIAjw8PNG2bQc9Wsn+3Rg3bhJWrfoKaWkqaDQaTJo0DS4uLtiyZSPGjBkOS0tLVKlSFc+ePc11JcfDwxPTp0/CqlXrciw/ceIobt36Q1c4zZ7tj/Lly+ver179PWzatB6RkYdgbW2NkSPHQi63R//+n2H8+FHQarPg4lIFXl4foWNHb4SEfIWKFSvC2bkSUlKUsLS0hJ2dHEOHfgY7Ozu0bPkBKlWqjKlTZ2Hhwvm6wnDWrLyf0BOLRNCnb6yQHj58CB8fH/z++++GCkF5ePo01dgpGI2TU3nuv4nt/8yZk6DRaGBv71DgbV8XQ5UHfCRKLmKNQP04/DgkWiHHPr0uhoKCVhap7aIwxc+/uBR034v70XpDM+fPHsje/8ISpWfo77//zrUsLS0N69atQ5UqVcQIQUQlmExmC5nMFv7+iwu8rUIxGynqdANkVTQW1laQ2+Tcp8L0fJHxGLNwIdMiSjH0tjGHBEGAs7MzlizJ/w51IiIiImMRpRg6duxYjp8lEgmsrKxQqVIlvQdmJCIiIjIGUSYPq1GjBipUqIDKlSujRo0a0Gg0iIyMxG+//SZG80REREQGI0rP0NmzZzF58mSsWbMGNWrUwMCBAyGXy5GYmIi5c+dygEYiM+fp2cTYKRQLc9lPotJGlGIoODgYI0aMQKtWrbBq1So4OjriyJEjOH78OJYvX85iiMjMmcv0FOayn0SljSjFUFxcHPr06QMLCwucPn0a3t7ekEgk+Ne//oUnT56IEYKIiEhUwUEK0R+t/3Kmf57vX7v2G/bt2wOF4n9PIBZk1vq8xMXFIDU1Fd7e7XIs79ChFTw8PCEIAjQaDVq0aIURI0YDAObOnYHAwGWFjlnaiFIMOTk54e7du0hNTcWdO3cwb17244oXL140+qP1WVlZGDVqFGJjYzF58mR8/PHHhWonPDwcz549w/jx+U+cFxcXB39/f2zbtu2dOb18+RLr1q3LMYjVu5w4cQKNGjWCk5NTgXInIqLcXrxIgX/jgo99lRfFteR81zHEQ0U//XQKjo4VAOQshuRy+xwDKX711WLs2bMTffv2ZyH0D6IUQ0OHDsX48eNhYWGBFi1aoFmzZli3bh3WrFmDRYsWiRGi0BITE6FUKvHTTz8Va9x3nfCvc9qzZ0+B2tyyZQsWLFjAYoiIqIR61zjH33wTht9/vwZByEL//oPQoUMnREVdxebN6wFIoFa/xNy5ClhaWmLGjMmwt3dA48ZNceTIQVhZWaFVq6aoXLlmnu0PGPBvLF26EH379kevXl2wf/9R7N27C5GRhyCVWqBhQ0+MGzcRiYlPsGzZIrx69QrW1taYMWMOnJyc8c03Ybhz5zZUKhXee68m/Pzm4/r1KISFrYSVlRXKly+P+fMDYWVlheXLl+DhwwcQBAEjR45B48ZNce3ab1i//mtIpVJUrVoN06fPhlQqFf8gF4JoE7U2atQIf//9N9q3bw8AaNGiBXbu3Il//etfYoQotPnz5+P+/fuYP38+6tevj8qVK2P9+vXYvn07Vq9eDY1Gg2nTpiE4OBhXrlxBVlYWhg0bhi5duuDKlStYvHgxHBwcIJFI4OnpmWecp0+fYtq0aQCAihUr6pZfvnwZoaGhkEqlqFGjBhQKhS4nf39/TJ8+HbNnz0ZKSnZX7dy5c+Hq6opdu3YhPDwcgiDAy8sLDRs2xJ9//omZM2fihx9+gKWlKB8dkV5CQ5chJUUpSlsqVfYAijKZbb7ryuX2AACtSq0bObqotKqXAFDk9rQqNWCT/z4Qvenq1SuYOHEMgOzC6NGjvzFixGj88stF/P13Atau3QCNRoPRo4eiefOWuHcvDvPnL0SFChWxbdtmnD59Ah991BXJycnYvPkHSKVSCIKAChUqomHDhu8cgdrR0fGN3+PsP9iPHDmIKVOmo379Bti3bw+0Wi3CwkLx6acD0bLlB/jtt1/x9derMW2aH8qXt0Nw8BrdPGLPnj3D+fNn0L69FwYO/DcuXDiL1NQXuHjxHOztHTBr1jy8eJGCL74YhW3b/g/Lli3C119vgr29PTZsWIcjRw7A17dwV2vEJtq/qB4eHhAEAUePHoW3tzfkcjlq1DD8TLP58ff3x5dffglnZ2dIJBJ06NABFy9exMyZM/H48WN89913OHv2LBISEvDDDz9Ao9GgX79+aN26NZYuXYrQ0FDUqFEDAQEB74yzadMm+Pr64tNPP8Xhw4cRHh4OAJg3bx527NgBR0dHrFy5EhEREQgICMCXX34JhUKB5cuXo3Xr1hgwYADu378PPz8/rFmzBhs2bMCBAwdgbW2NpUuXokWLFqhXrx4UCgULISp2KSlKKJOeQ25T9L/iNGotAKCs8OrdMf+73uuCSF8WFhJkZeX917cqu1nIilrI2NgWODeipk2bIyDgf1dMvvkmDED2fT937vyJiRPHQBAEaLVaPH78GE5OTggJ+QoymQxPnybqZrl3calS4F6VR48ewcnJ+b8/Zf+O+PnNR3j4dnz99Wo0aJD973hsbCy2bduM77/fAkEQYGVlBWtrayQnJ0GhmIsyZcoiIyMDmZmZGDx4OLZu3YRJk8bCyckZ9er9C7Gxsbh+PQq3bv0BQRCQlZWF5OQkPH/+HPPnzwIAqNVqtGjRqohHUzyi/KualJSEcePG4datW8jMzETTpk3x1VdfITY2Fps2bUL16tXFCCOaESNGwMvLCytXroSFhQXu3r2LP/74A//5z390J2FCQgISExN1BV2TJk0QHx+fZ5sxMTG6+5GaNm2K8PBwJCUl4enTp7qJbNVqNdq0aZOjm/Tu3bu4dOkSDh8+DEEQkJqaigcPHqBu3bq6CR9nzco+eQw4jRxRvuQ2Uvi3cClyO4rLjwAg37Zerzd58owCtW/u8zNRyfL6e/2992qhadNmmD59NgRBwJYtG+HiUgWTJo3Frl0/omzZsli0KEC3/pu3YuQ16/zrggfIvlc1PHw7vL275FjjwIF9mD59NqysrPDllxNw8+YN1KxZEwMGDEaDBg0RH/8XoqKu4ZdfLiIx8TEUiiVQKpU4d+40AAHHjh1B9+498MUXk7Bt23c4cGAfatasCWfnShg8eCjUajW2bdsMe3sHODtXwtKlKyCT2eL8+bOQyWSiH8/CEqUYCgwMhJOTE3755Re0adMGALBs2TLMmDEDgYGB+Oabb8QII5qAgADMmTMHq1atQosWLVC7dm20bNkSCxYsgCAIWLt2LapXr46KFSsiLi4OtWvXxo0bNyCXy/Ns8/3338e1a9fg5uaG69evAwAcHBzg4uKCtWvXoly5cjh16hRsbW1zbdegQQP4+PggKSkJu3fvRvXq1REXF4dXr17BysoKEydOxJw5c95xwhMRUUn0uqhp06Ytrl69gi++GIWMjAy0a9cBMpkMXbv6YNSoIbCzs4OjoyOePXuaYzsAcHNzx9q1q+Dp+S/UqlVPtzw1NRUTJ46BRCKBVqtFs2Yt4OPT83VkANn/Bo0cORj29g5wcnJG/foNMG7cJCxfvhQajRoajQaTJk2Di4sLtmzZiDFjhsPS0hJVqlTDs2dPUa9efQQG+qNs2bK6+4sqVKiIoKBAjB//OVQqFfr0+QQSiQSTJn2JadMmQRCyYGtbDnPnLiieg6wHUWatb9WqFbZv3446deqgcePG+PHHH1G9enXExsaiX79+Rh2JOiEhAVOnTsWHH34IJycnqNVqREdHY+HChYiIiMDp06exatUqLF26FDdu3EBGRga8vb0xbtw4xMbGYtasWShXrhxsbW3h7u6e59NkKpUKU6ZMQUZGBqpVq4aHDx9i69atuHDhAsLCwpCVlYXy5csjKCgIGRkZmDp1KsLDw6FUKjFnzhy8ePEC6enpmDBhAjp27Ih9+/Zhx44dkEgk8PLywueff47Q0FCcP38emzZtgp2d3Tv325z/Mjb3ngFD7L9CMRtCurLYe4YktvYFntyVn7/57n9B9724H603NHP+7IGizVovWjG0YcMGNGjQIEcxdOnSJUyePBk///xzUUNQAZn7LwT3n8WQuTLn/TfnfQe4/0UphkS5TObr64tFixZhwYIFkEgkUKlU+OWXX+Dv74+uXbuKEcJkTJgwQffkF5B9vdfOzg5hYWFGzIrIsFSqdAiZJfcS7f79uwFwhGgiejtRiqEZM2Zg2bJl6N27NzIzM/Hxxx9DKpWid+/emDGjYDc/mrrVq1cbOwWiYqfRaIB3PKFl6qKirgJgMUREbydKMWRtbY25c+diypQpePDgATIzM/Hee+/pPbIyUWkXHX0HAODq6mbkTIiI6J8sitpAbGws/vrrLwDQ3WTcoEEDlC9fHnfv3sXgwYOLGoKoxIuMPIjIyIPGToOIiN6i0D1DsbGxmDBhAu7duwcAcHd3x7p161CpUiWkp6cjJCQEO3bsMPrcZETGFh19BzExd3Wv2TtERGRaCl0MLVy4EGXKlMHWrVthZWWFoKAgLFy4EJMnT8bnn3+uG4hx1KhRYuZLVOK82SMUGXmQxZCeVJlZeKVMhkIxu0DbvW0EaqUyWTeIKRHRPxW6GPrjjz/w7bffokmTJgCA0NBQdO7cGdHR0ahVqxa2bt2KatWqiZYoERERkSEUuhhKS0vLMfdYpUqVAGRP0Lpw4cKiZ0ZUSnTt6os1a4J1r0k/MksL0cYZKmjvEhGZlyI9TfbmcOBA9vwoQ4YMKVJCRKWNq6sb6tSpq3tNRESmRfTpz21sbMRukqjEY48QEZHpKlIxtHHjxhyzzr569Qpbt27NNaFpXvN5EZkL9ggREZmuQhdDjRs3RlRUVI5lHh4euHnzZo5lEomExRBRCWdtbQ3hldrYaRSap2cTY6dARCas0MXQjh07xMyDiEyYTGYLIf2VsdMoNE7DQUTvUuQRqImIiIhKMhZDREREZNZYDBEREZFZE/3R+n968eIF7OzsDB2GiAwsRa2F4vIjUdoBkG9bKWot7G2LHI6IKF+iFEMNGjTA2bNn4ejomGN5QkICfH19ce3aNTHCEJGRyOX2orVlLUkHAEhk76507G3FjUtElJdCF0P79u3D3r17AQCZmZn44osvYGVllWOdxMREODk5FS1DIjK6yZNnGDsFIiKDKXQx5O3tjfv370MQBFy+fBkeHh4oW7as7n2JRAKZTIauXbuKkigRERGRIRS6GCpXrhwmTZoEAKhatSp69eoFa2tr0RIjIiIiKg6iPE3Wt29fHDhwAI8eZd8QuW7dOvTs2ROzZ89GWlqaGCGIiIiIDEKUYmj58uVYvnw5kpOTcfbsWaxevRqdO3dGXFwcFi1aJEYIIiIiIoMQpRj68ccfsWrVKtSvXx+HDh1Cq1atMH78eAQEBODkyZNihCAiIiIyCFGKobS0NFStWhWCIODs2bPo2LEjAMDKygqCIIgRgoiIiMggRBlnqH79+li/fj0cHBygVCrRqVMnJCYmYuXKlWjUqJEYIYiIiIgMQpSeofnz5+PXX3/F5s2bMWfOHLi4uODbb7/F/fv3MW/ePDFCEBERERmERDDQdayXL1+iTJkyhmia9PD0aaqxUzAaJ6fy3H/uf7HFCw1dhpQUZbHFy4+FhQRZWTm/1lWq7FG/ZfmM+m1Icrm9wQfv5LnP/S8s0eYmi4mJwbZt23D//n0EBQXh5MmTqFmzJlq3bi1WCCIik5OSokRSchKkMhtjp5InrfolAOCV1EjxVWrjBCbSkyjF0MWLFzFu3Dh07twZv/32GzQaDZ48eYLFixcjKCgIPj4+YoQhIjJJUpkNnPt0MHYaeUrc+xMAGC3H1/GJTJUo9wytWLECM2fOxLJly2BpmV1fTZkyBX5+fggLCxMjBBEREZFBiFIMxcbG4sMPP8y1vF27dnj48KEYIYiIiIgMQpRiqGrVqrh+/Xqu5adPn0a1atXECEFEBbR//27s37/b2GkQkRHxe0A/otwzNHHiRMyePRt//PEHtFot9u3bh4cPH+LQoUMICgoSIwQRFVBU1FUAQK9enxg5EyIyFn4P6EeUnqEuXbpgy5YtSExMRO3atXHs2DFkZGRg69atvHmaiIiITFqhe4b27duH7t27w9raGgDQoEEDrFixQrTEiMxRdPQdAICrq5uRMyEiMh+F7hny8/NDaqr5Du5EZAiRkQcRGXnQ2GkQEZmVQhdDnICVSFzR0XcQE3MXMTF3dT1ERERkeEW6gVoikYiVB5HZe7NHKDLyYJEvlalU6dBoNFAoZhc1tRLlbdNRGJJSmQxByu/Cd8nSvIIyI9ng52Jxf/am5m37r1Qm625nobwVqRhq06aNXuvdvn27KGGIiIiIDKZIxVBISAjkcrlYuRCZta5dfbFmTbDudVHJZLaQyWzh77+4yG2VJMU9WaVCMRsp6vRii1cSWVhbQW5j+HORE5Xm3n9z6xkurEIXQxKJBM2bN0eFChXEzIfIbLm6uqFOnbq610REVDwKXQzxBmoi8YnRI0RERAVT6GKod+/esLGxETMXIrPHHiEiouJX6GJoyZIlYuZBRCLz9Gxi7BSIyMj4PaAfUeYmIyLTw7mIiIjfA/oRZW4yKj6DBw/GvXv3jJ0GERFRqcFiiIiIiMyaaJfJ7t27h4oVK6J8+fK4ePEijh8/jgYNGqBv375ihTBJEREROHPmDF6+fIkHDx5g5MiRcHd3x8KFCyGVSmFjY4PAwEBotVqMGTMGDg4OaNeuHc6cOQN3d3dER0dDJpOhWbNmOH/+PFJTU7Fp0yZIJBLMnTsXqampSE5ORr9+/TBgwABj7y4RvYVWpUbi3p+MnUaetKqXAGC0HLUqNWBja5TYRPoQpRjau3cv5s2bh02bNkEul2PMmDFo2rQpjh49ikePHmH8+PFihDFZaWlp2LBhA+7fv48xY8bA1tYWixYtgpubG06ePInFixdj5syZeP78Ofbt2wepVIozZ87A09MTc+bMwciRI1G2bFls2rQJs2bNwuXLl+Hi4gJfX194e3sjMTERgwcPZjFEogkNXYaUFKWx0zCI4pqSQaXKHmgxMzMTFhIJhAyNqO1bWFjAzq7gg9q+bf9V2uz/y4xVkNjYQi63N05sIj2IUgx98803CAwMRMuWLbFkyRLUqVMHmzdvxi+//IKZM2eW+mKoXr16AAAXFxeo1Wqkp6fDzS37EenmzZsjODh7VOFq1apBKpXm2s7Ozg516tTRvVar1ahYsSK2bNmCY8eOwdbWFpmZmcW5S1TKpaQooUx6DrmNNP+VSxhtMcXRqLMjyW2kgMhzk6WotbCzdyjUiM3mPgozUWGIUgw9evQIrVq1AgCcPn0aPXv2BJD9j39KSooYIUzaPyesdXZ2xp07d+Dm5obLly+jZs2ab13vXRPdbtq0CY0bN8aAAQNw6dIlnDlzRvS8ybzJbaTwb+Fi7DRKLMXlRwBgkGP4um0iKh6iFEPVq1fHhQsX4OzsjPj4eHTq1AkAsG/fPtSuXVuMECWGRCJBYGAgFi5cCEEQYGlpiUWLFunee3O9d7328vKCv78/Dhw4ALlcDisrK2g0mncWUERERFRwohRDEyZMwLRp06DVatGjRw/Uq1cPS5cuxc6dO7FmzRoxQpis3r17615bW1vj5MmTAIDt27fnWjc8PFz3euvWrbrXK1as0L328/PTvT5y5EiuNt7cjoiIiIpOlGKoa9euaNGiBZ48eaK7D6Zfv34YOXIkKlasKEYIMkP79+8GwEHDiMwdvwvI0EQbZyglJQXVqlUDAFy8eBHbtm3jfS5UJFFRVxEVddXYaRCRkfG7gAxNlGJo79698PX1xa1bt/Dnn39izJgx+Ouvv7BixYpSf5mMiIiISjZRiqE3H62PiIjQPVofHByMXbt2iRGCiIiIyCBEKYb++Wi9l5cXAPN5tJ6IiIhKLj5aT0RERGaNj9aTyVKp0qHRaKBQzC7QdsU1HYOp0mf/lcpkWEnM9xiZOlVmFl4pkwt87gOl8/xXKpNhbW1t7DSoFOOj9URERGTWRJu13tbWFtHR0Th+/Dj+85//IDExEeXLlxereTJDMpktZDLbAs/PZO5zM+mz/wrFbAjppXOi1tJAZmkBia095yb7r8L0kBEVhCjF0P379zFs2DBYWFjg8ePH6N27N8LDw/Hzzz9j48aNaNCggRhhiIiIiEQnytNkgYGB8PLywvHjx2FlZQUACA4ORpcuXbB4ccH/siEiIiIqLqIUQ9euXcOgQYNyTCJqYWGBkSNH4vbt22KEICIiIjIIUS6TyWQyPH36FLVq1cqx/O7du7CzsxMjBJkhT88mxk6BiEwAvwvI0EQphgYMGID58+dj2rRpAIDY2Fj8/PPPCA0NxcCBA8UIQWaIkzISEcDvAjI8UYqhcePGoXz58ggMDERGRgbGjBmDChUqYNiwYRgxYoQYIYiIiIgMQpRiaPfu3fDx8cHgwYOhUqmg1Wr5WD0RERGVCKIUQ0uXLkWzZs3g6OgImUwmRpNEZGApai0Ulx8ZO40SK0WtBQCDHMMUtRb2tqI3S0R5EKUYat26NSIiIjB69GgWQ0QlgFxub+wUDKa4pqOwlqQDACQy8asWe9vS/RkRmRpRiqEnT57g2LFj+Pbbb2Fvbw8bG5sc7//0009ihCEikUyePMPYKRhMaRyBmYgMS7SnyQYMGCBGU0RERETFSpRiKCEhASNGjEDZsmVzLE9LS0NYWJgYIYiIiIgMotDFUExMDJ4+fQoACAsLQ926dXM9QRYTE4MdO3Zg5syZRcuSiIiIyEAKXQw9f/4cw4YN0/08ceLEXOvIZDIMHz68sCGIiIiIDK7QxVDLli3x559/AgC8vLywe/duODo6ipYYERERUXEQ5Z6hU6dO5fhZqVTC1tZWN4M9ERERkakq0qz1J0+exKhRo/DkyRMAwIMHD9CnTx988MEHaN68OYKDgyEIhh/vg4iIiKiwCl0MRUZGYuLEiahQoYKuB+jLL79EQkICvv76a2zYsAEnT57Eli1bREuWiIiISGyFLoa+++47TJ8+HUuXLoWjoyNu3ryJGzdu4D//+Q86dOiAZs2aYcqUKdi5c6eY+RIRERGJqtD3DN25cwfLli3T/Xz+/HlIJBJ06tRJt8zNzQ0JCQlFy5CIqBiFhi5DSorSKLFVquwpPmRFmOKjMNORyOX2pXpUcqL8FLoYkkqlyMzM1P188eJFODk5wd3dXbcsOTmZc5URUYmSkqJEUnISpDKb/FcWmVb9EgDwSlqMMVXq4gtGZKIKXQw1adIEhw8fxvjx43Hv3j1cuXIFAwcOzLHO999/j0aNGhU5SSKi4iSV2cC5T4dij5u49ycAKNbYr2MSmbNCF0OTJ0/GkCFDcPToUTx69AiOjo4YPXo0gOxLZlu3bsUvv/yCbdu2iZYsERERkdgKXQzVr18fhw4dwrFjxyCRSNCtWzfdoIu3bt2CVCrF1q1b2TNEREREJq1Igy46Ozvj3//+d67ln3/+eVGaJaJSbP/+3QCAXr0+MXImVBLx/CFDKNKgi0REBRUVdRVRUVeNnQaVUDx/yBBYDBG9ITr6DqKj75hcW0REZDiizE1GVFpERh4EALi6uplUW0REZDjsGSL6ujRENgAAIABJREFUr+joO4iJuYuYmLtF7tERsy0iIjIsUXqGnj17ho0bN+LevXvQaDS53t+0aZMYYYgM6nVPzuvXRenREbOt0kalSodGo4FCMdsg7RdmBOY3KZXJEKQSETMybVmaV1BmJBvs8xCbUpkMa2trY6dBpYwoxdCUKVOQkJCATp06oUyZMmI0SURERFQsRCmGbty4gR07dqBevXpiNEdkFF27+mLNmmDda1Npq7SRyWwhk9nC33+xQdp3ciqPp09TC729QjEbKep0ETMybRbWVpDbGO7zEFtJ6cGikkWUYsjDwwMJCQkshqhEc3V1Q506dXWvTaUtIiIyLFGKocWLF+Ozzz7DyZMnUaVKFUgkOa+3jx8/XowwRAYnZi8Oe4SIiEoGUYqh0NBQJCUl4c6dO7h//36O9yQSCYshKjHE7MVhjxARUckgSjF04sQJbNiwAa1atRKjOSIiIqJiI0oxVKVKFchkMjGaIqJSztOzibFToBKM5w8ZgijF0Pjx4zFz5kwMGTIE1apVg1QqzfH+Bx98IEYYIioFOMEmFQXPHzIEUYqhL7/8EgAQEBCQ6z2JRILbt2+LEUZUERERsLe3h62tLcLDwxEcHJzj/cGDB2PBggWoVatWodrXaDTo2rUrTp06lec6M2bMQHx8PJYsWaJ3nCtXrsDOzg5169YtVF5ERESUkyjF0J9//ilGM8Wqd+/eAIDLly/nevpNDIIg5NvuhQsXcOHChQK1u2fPHnTv3p3FEBERkUhEKYYePHjwzverV6+uVzsRERHYs2cPBEHAoEGDsHXrVkilUjRt2hRffvkl+vbti9WrV6NKlSqIjIzE1atXMXHiRMyePRspKSkAgLlz58LV1RUdO3bE+++/j/fffx/NmjXD+vXrYWVlhapVqyIoKAhhYWFwcnJCrVq1cO/ePYwcORJKpRIDBw5E3759dTmlpaXlaH/OnDl5FiIqlQrTpk1Dampqjn2+c+cOFi1aBACwt7fH4sWLsWLFCqSkpOCLL77AypUr4e/vj/j4eGRlZWHSpElo0aIFTp8+jbCwMEgkEtSrVw/9+/fHuXPncOvWLbi6uqJy5cp6HVciKhitSo3EvT8ZIe5LACjW2FqVGrCxLbZ4RKZIlGLoo48+gkQigSD8bz4giUQCiUQCCwsL/PHHH3q3JZfLsWTJEgwcOBB79+6FjY0NZsyYgYsXL+LTTz9FREQEvvjiC0RERGD69OlYt24dWrdujQEDBuD+/fvw8/PDDz/8gMePH2P//v2ws7PDpEmTMHToUHTv3h379+9HWlpajpharRbffPMNMjMz0atXL3Ts2FH3Xl7tv01ERATq1q2LyZMn4/r167h06RIAYP78+Vi8eDHef/997N69Gxs2bIC/vz+OHz+OsLAw7NixA46Ojli0aBGUSiX+/e9/Y//+/Vi4cCH27NkDBwcHrF27FhUqVEDbtm3h4+PDQogMLjR0GVJSlMZOo8DeNjeZSpU9orRMlv8/+i9epMBCIoGQkXueRYP7b9r6xrawsICdnfwfywo4N5uNLeRye/3XJyqFRCmGTp48meNnrVaL+Ph4rFmzBmPGjClQW7Vq1cJff/2FpKQkjBo1CoIgQKVS4eHDh/D19cWgQYPw6aefIj09HXXq1MHdu3dx6dIlHD58GIIgIDU1exh+R0dH2NnZAQD8/PzwzTffYMeOHXj//ffRqVOnHDEbNWoEqVQKqVSK999/HwkJCbpLXHm1/zbR0dFo164dgOxRuS0tsw9vbGwsFAoFACAzMxM1a9bMsd3du3fx22+/4ffff4cgCNBqtXj27BnkcjkcHBwAAOPGjSvQcSQqqpQUJZRJzyG3kea/sgnRvmWZRp29tKzwKt/ty0sBGG2iVv2PdYpaCzt7h1zTaBR1OhIicyRKMVS1atVcy2rUqAF7e3tMnToVHTp00LstCwsLVKtWDS4uLti8eTOkUikiIiJQr149lCtXDvXr18eSJUvQp08fAMD777+PBg0awMfHB0lJSdi9ezcA5LhfZ+fOnZgwYQIcHR0xf/58nDhxIkfMW7duISsrCy9fvkRcXBzee+89XS9XXu2/Te3atREVFQUvLy/cunULmZmZuuXLli1D5cqVcfXqVTx79izXdi4uLvj888+hVquxbt06ODs7IzU1FS9evICdnR0CAwPRs2dPSCQSaLVv+7onEp/cRgr/Fi7GTqPIFJcfAUCp2JfXXu8TERWdKMVQXrKysvDkyZMCb+fo6IihQ4di0KBByMrKQrVq1dC9e3cAQL9+/TBq1CgsWbIEADB69GjMmTMH4eHhSE9Px4QJE3K15+HhgWHDhsHe3h7lypVDx44dsW3bNt37ZcqUwahRo/DixQtMmDABdnZ2umJKn/ZfGzRoEPz8/DBo0CDUqlUL1tbWAAB/f39Mnz4dWVlZkEgkuvuHXuvfvz/mzZuHwYMHIz09HQMHDoREIoG/vz8+//xzSKVS1KtXDx4eHrh9+zaCg4NRvXp11K5du8DHloiIiHKSCG/e6FNIK1euzLUsLS0NBw4cQNOmTREWFlbUEFRA5txNbu6XCcTaf4ViNoR0ZanoTSmtPUMSW3teJnuDOe87wP13cipf6G1F6Rm6cuVKjp8lEgmsrKwwYMAADBs2TIwQJkWhUCAmJkbXe/T6MfoNGzboeoNIfPv3Z1+i5KBrRFQQ/O6g/IhSDL15yckc+Pv7GzsFsxQVdRUAv9CIqGD43UH5KXQxtHv3bvTs2RPW1tbvvKkYAD75hCcgERERmaZCF0Nr165Fp06dYG1tjbVr1+a5nkQiYTFEREREJqvQxdCbc269a/4tIiIiIlNW6GLo559/1ms9iUSCVq1aFTYMkY5KlQ6NRgOFYvY71yvwCLyljFj7r1Qmw0pivsfR1Kkys/BKmZzr98Gcz/+89l2pTObDLfROhS6G9H1KzFRnrSciIiICilAMlcSZ6qlkk8lsIZPZ5hpX5Z841oa44wyRaZJZWnCcoX/Ia9/z600mEm0E6levXiExMRFZWVkAssfe0Wg0uHXrFnr27ClWGCIiIiJRiVIMHTt2DPPmzcOLFy9yvVepUiUWQ0RERGSyLMRoJDg4GF26dMGhQ4dgZ2eH8PBwrFu3DlWrVn3nXF5ERERExiZKz9DDhw/x7bffokaNGmjQoAGePn0Kb29vSKVSLF26FH379hUjDBEREZHoRCmG7OzskJGRAQCoVasWbt++DW9vb9SqVQsPHz4UIwQRPD2bGDsFIiqB+N1B+RGlGOrYsSMUCgUUCgVatmyJoKAgtG/fHkePHkWlSpXECEHEeYWIqFD43UH5EeWeodmzZ6N27dq4efMmvL294enpif79+2PHjh2YOXOmGCGIiIiIDEKUniFbW1sEBgbqfl6+fDkCAgJQpkwZWFqK9vQ+ERERkehEq1Sio6Nx584dqNVqCELO4dA5UStRyZSi1kJx+ZGx0yiyFLUWAErFvryWotbC3tbYWRCVDqIUQxs3bsRXX30FOzs7lCtXLsd7nLWeqGSSy+2NnUKhvG1+KmtJOgBAIis91YO9bcn9jIhMjWjFkJ+fH4YMGSJGc0RkAiZPnmHsFArFnKejIKLCEeUGao1GAy8vLzGaIiIiIipWohRDH3/8MbZt2yZGU0RERETFqtCXyT777DNIJBIA2ZO0Xr9+HUeOHEHVqlUhlUpzrPv9998XLUsiIiIiAyl0MdS6descP7dr167IyRAREREVN4nwz+fg9bRv3z50794d1tbWYudEREREVGwKXQzVq1cP58+fR4UKFcTOiYiIiKjYFPoG6kLWUEREREQmpUhPk72+gZqIiIiopCr0ZTJ3d3e9i6Hbt28XJgQRERGRwRVpBOqQkBDI5XKxciEiIiIqdoUuhiQSCZo3b84bqIlIdAkJCejUqROOHz+O6tWrF0vMS5cuoUKFCqhTp06JbF8f+R3XiIgIrFy5Ej/99FOx5hUfH4/OnTvj1KlTqFKlSrHGJgJ4AzURmajividxyJAhePr0aYltX1/vOq4+Pj6IiIgoxmz+h/egkjEVumeod+/esLGxETMXIiIyImtra44dR2ap0D1DS5YsQbly5cTMhYhMQEJCAtzd3XHq1Cl4eXmhcePGCAoKwt27d9GnTx80btwYY8eOxcuXL5GZmYmgoCC0b98eDRo0gJeXF3bs2AEAiI2NRcOGDbFnzx4AQGZmJnr27Ik5c+bolYcgCDh58iQ6d+6MRo0aYcyYMUhJSdG9f+XKFXz66ado1KgRevTogf379+vee1deAODl5YWvvvoKbdu2hY+PD9q3bw8AGD58ONasWZNvbn5+fpg1axZ69+6NDz74ANHR0YiLi8OoUaPQpEkTeHh44LPPPkNsbKwu3j/bf1f++Xn69CkmTpyIFi1aoGHDhujduzeuXLmie//hw4cYPXo0mjRpgg4dOuCbb77R67hGRETojgUAREdHY8iQIWjUqBG6dOmCzZs3AwDS0tLg4eGBn3/+Wbfuq1ev0Lx5c5w5cwYAcOLECfj6+sLT0xN9+vTBuXPndOtmZmZiwYIFaN68OTp27JjjPSKjEIiI3vDw4UPBzc1NGDBggHDnzh3hxx9/FNzc3ISuXbsKv/zyi/Drr78KTZs2FbZv3y6sXbtW6Nq1q/D7778LDx48EFavXi3Ur19fSExMFARBEFavXi20bt1aSE1NFcLCwoR27doJqampeufQo0cP4caNG8Lvv/8utG3bVggKChIEQRASExOFJk2aCNu2bRPi4+OFw4cPC82bNxdOnz4tCIKQb14dO3YUPvzwQ+Hu3bvC7du3haSkJMHNzU04evSooFKp8s1v1qxZQv369YUTJ04IN27cELRardC5c2chICBAePDggXDr1i2hf//+wueffy4IgiA8f/48R/tPnz59Z/75GTp0qPDFF18IcXFxQkxMjDB27FjBx8dHEARBUKvVQufOnYUJEyYIMTExwvnz54XmzZsLBw4cyPe47t27V2jfvr0gCILw8uVLoX379kJISIgQHx8vnD17VujQoYOwfft2QRAEYdy4cUJAQIAup1OnTgktW7YUMjMzhdu3bwuNGzcWfvzxRyE+Pl4IDw8XGjVqJNy+fVsQBEFYsWKF4OXlJVy5ckWIiooSunTpIri7uwsJCQl67T+R2FgMEVEOr//BPHv2rG5ZixYthNWrV+t+Hjt2rLBgwQLhxIkTwpUrV3TL1Wq14ObmJly6dEkQBEHQaDSCr6+vMGHCBMHDw0M4c+ZMoXNYvHixMHz4cEEQBCE0NFQYN25cjm1Wr14tDBkyRBAEId+8OnbsqCsAXnNzcxMuXryoV36zZs0S+vbtq/tZpVIJGzZsyFFIhYeHCx07dnxr+/nln5+tW7cKjx8/1v189uxZwd3dXRAEQTh9+rTg6ekppKWl6d4/cOCAcOLEiXyP65vF0P/93/8JvXr1yhE3IiJC8Pb2FgRBEA4dOiR8+OGHuvdmzpwpzJs3TxAEQZg+fbqwaNGiHNvOmjVLmDNnjiAIgvDBBx8IERERuvdOnz7NYoiMqkiP1hNR6VWtWjXd6zJlyuR4yqdMmTLQaDTo1KkTLly4gKCgIMTFxeHmzZuQSCTQarUAACsrKwQEBGDQoEHo1q1bgSd0fvOJp/Lly0OtVgPIvgR35swZNG7cWPd+VlaW7unWTp064eLFi3nmBQBVq1YtUC7/9Ob2ZcuWxcCBA7Fv3z788ccfiIuLw61bt+Dg4PDWbfPLPz8DBgzAoUOHcO3aNd3+vW4jNjYW7733HmxtbXXr+/r6Asi+BArkfVzfFBcXh+jo6Bw5CoKAzMxMZGZmwsvLC3PmzMHVq1fRsGFDnDp1CqtXr9btX3R0NHbt2qXbVqvVolGjRkhKSkJSUhLc3d117zVo0IAP5ZBRsRgiolwkEgksLXN+PVhY5L7FMDQ0FDt37sQnn3yCXr16ISAgAB07dsyxzp9//glLS0tcv34dL1++RJkyZfTOQSqV5lj2+h9MrVaLHj16YNy4cW/NMSQkBLt27ULfvn3zzKuoD4C8ub1KpULfvn3h4OAAb29v+Pr6Ii4uDuvXr3/rtvnl/y6CIGDYsGF48eIFfHx84OXlhVevXmHChAkAsgvQd3nXcf1nji1btoRCocj1nqWlJSwtLeHl5YVjx44hNTUV1tbWaNGihW7b4cOHo2/fvjm2e/Pm7Ddj/vNcIypuRZqOg4jMlyAICA8Px7x58zB16lR0794d6enpOdZ58uQJQkJCEBgYCBsbG4SEhIgSu1atWrh37x6qV6+u++/s2bO6noidO3di7ty5eeYltsuXL+PJkyfYvn07hg8fjg8++AAJCQl59nbklf///d//5RsrJiYGV65cwebNmzF69Gi0b98eT548AZD9mbz33nuIj4/Psc+rVq2Cn5+fbh191KpVC3/99ReqVq2qy/HmzZv49ttvdev4+Pjg1KlTOHHiBLp27ap7PL5WrVp48OBBjv2LiIjA8ePH4ejoiIoVK+LGjRu6dm7dusVH68moWAwRUS76/oPp4OCAU6dO4cGDB/jtt98wY8YMSCQSaDQaAIBCoUCDBg3w8ccfY968edi+fTv++OOPIufw2Wef4c8//0RwcDDu37+PyMhILF++HC4uLgAAe3t7nD59Os+83kYmkyEmJgZpaWl65fcme3t7vHz5EpGRkUhISMCuXbvwww8/5Ij3Zvt55a/PgIN2dnaQSqU4ePAg/v77b0RGRuqeUNNoNGjbti1cXFwwb9483eW47du353hKTB89e/aERqPBnDlzEBsbiwsXLmDhwoU5Lv21bdsWKSkpOHz4MHx8fHTLhw4diqNHj+K7775DfHw8duzYgW+//RY1atQAkP35rV69GhcvXsT169cRFBRUoNyIxMZiiIhy+edf6W/7q10ikWDx4sW4e/cuevToAT8/P3Tr1g2NGjXCrVu3cOzYMZw7dw7z588HAHzwwQfo0qUL5s6di6ysrALn8KYqVapg3bp1+Pnnn9GjRw8sW7YMkyZNQv/+/QFkD/2RV155tT106FCsWLECYWFh+eb2T56envjiiy+waNEi9OrVCxEREQgICIBSqcTjx49ztZ9f/u9SqVIlBAQE4LvvvoOPjw++/fZbzJs3D5aWlrh16xYsLCywdu1apKSkoG/fvlAoFBg/fjy6du2a73F9k62tLTZs2ICEhAT07dsXfn5+6Nu3LyZPnqxbx8rKCh999BHkcnmOe4saNWqEr776Crt27YKvry+2bt2KJUuW6O4ZGzt2LPr06YMpU6Zg3Lhxeu03kSEVeqJWIiIiotKAPUNERERk1ngLPxEVu1atWkGj0bz1viCJRIKdO3fC1dXVCJkB3333HVauXJnn+15eXlixYoXB4o8fPx4XLlx463sSiQTTp0/HwIEDDRafyBzxMhkRFbuHDx++8wZpFxcXoz1unZaWhuTk5Dzfl8lkeo8HVBjPnj1DRkZGnu87ODhwKiQikbEYIiIiIrPGe4aIiIjIrLEYIiIiIrPGYoiIiIjMGoshIiIiMmsshoiIiMissRgiIiIis8ZiiIiIiMwaiyEiIiIyayyGiIiIyKyxGCIiIiKzxmKIiIiIzBpnrS+FMjO1SE5WGTsNo3FwkHH/uf/GTsNozHn/zXnfAe6/k1P5Qm/LnqFSyNJSauwUjIr7z/03Z+a8/+a87wD3vyhYDBEREZFZ42UyIiITExq6DCkpykJta2EhQVaWUOQcVKp0AIBMZlvktvIil9tj8uQZBmufSF8shoiITExKihJJyUmQymyMloNW/RIA8MpAV160KrVhGiYqBBZDREQmSCqzgXOfDkaLn7j3JwAwWA6v2ycyBbxniIiIiMwaiyEiMrj9+3dj//7dxk6DyCh4/ps+FkNEpVR09B1ER98xdhoAgKioq4iKumrsNIiMwpjnvyl9D5gy3jNEVEpFRh4EALi6uhk5EyIyFn4P6Ic9Q0SlUHT0HcTE3EVMzF3+VUhkpvg9oD/2DBGVQq//Gnz92th/FapU6dBoNFAoZhs8lljj7BiTUpkMQSoxdhoGlaV5BWVGsqjnhKl+9kplMqytrYs9rql9D5gy9gwRERGRWWPPEFEp1LWrL9asCda9NjaZzBYymS38/RcbPJaTU3k8fZpq8DiGpFDMRoo63dhpGJSFtRXkNuKeE6b62RdHj+jbmNr3gCljMURUCrm6uqFOnbq610Rkfvg9oD8WQ0SlFP8SJCJ+D+inxBZDd+/exYsXL9CsWTO9tzl37hweP36MTz/9VO9t1qxZAycnJ/Tv378waeplyZIlGDZsGCpXrmywGGR+TOkvQU/PJsZOgchojHn+m9L3gCkrscXQsWPHULFixQIVQ23btjVgRoXn5+dn7BSIDKpXr0+MnQKR0fD8N30lohhKS0vD3LlzkZqaiuTkZHTu3Bl79+6FtbU16tevj4ULF2LXrl0AgClTpmD48OGYNWsWmjZtipiYGNjb22PFihWIjIxEXFwcpk6dirVr1+LkyZPIysrCwIED0a9fPwQHB+PmzZtIT09H7dq1sXhx/jf2RUdHY+nSpRAEAS9evMDcuXPh6emJLl26oEmTJrh37x4qVKiANWvWQKPRYMaMGXj69CkqV66MX3/9FefOncPgwYOxYMECHDp0CA8fPsTz58/x6NEj+Pn5oU2bNjh69Ci+//57XcxVq1bB3t7eYMebiIjInJSIYig+Ph6+vr7w9vZGYmIiBg8ejD59+sDJyQkeHh4oU6YMYmNjUbFiRSQkJKBhw4bIyMhAr1690LRpUyxfvhw7d+6EXC6HRCLB7du3cf78eezZswdqtRorVqxAWloa5HI5Nm7cCEEQ4OPjg8TExHxzi46OxqxZs+Dq6oqDBw9i79698PT0xIMHD7B161ZUqlQJn332GW7cuIGoqChUr14dK1euRFxcHHr06JGrPWtra6xfvx4XL17E5s2b0aZNG/z1119Yv349bGxsMH/+fJw/fx6+vrwOTCVDaOgypKQoiy2emGPNqFTZT3TJZLaitKcvpTIZWVlZePT9UUjL2hRr7Ne0qpcADDe7vFalBmyK97gS5aVEFEMVK1bEli1bcOzYMdja2iIzMzPH+/369cPevXtRpUoV9OzZEwBgZWWFpk2bAgA8PT1x7tw5NG7cGABw7949eHh4AABsbGwwe/ZsZGZm4tmzZ5g6dSpkMhkyMjJyxXmbSpUqISwsDGXLlkVaWhrKlSsHAHB0dESlSpUAAC4uLlCr1YiNjUW7du0AALVr14aDg0Ou9urXrw8AqFy5MtRqta6tmTNnomzZsrh37x6aNOH9F1RypKQooUx6DrmNtFjiaUVsS6PObq2s8ErEVvMnt5IgRQ0AEsgLWDCIVQyq/nsgZYYqWGxsIZezh5tMQ4kohjZt2oTGjRtjwIABuHTpEs6cOQMLCwtotdm/rV26dMHGjRvh4OCAlStXAgBevXqFO3fuwM3NDVevXoWrqysEIfsLonbt2tixY4duvdGjR2PQoEF4/PgxQkJCkJSUhBMnTujWf5dFixZh+fLlqF27NlavXo2///471zqv26lbty6uXbuGTp06IT4+Hkpl7r+WJZKco86mpaVh9erVOHPmDARBwLBhw/TKi8iUyG2k8G/hYuw0Ckxx+REAGCV3xeVHkNjaF3gcHlMda4fIlJWIYqhjx44ICAjAgQMHIJfLYWlpCXd3dwQHB6NOnTpo0aIFmjVrhuTkZNjZ2em2W79+Pf7++29UqVIFU6ZMwcGD2UOTu7u7o23bthgwYAAEQcDAgQPRqFEjfP311xgwYACsrKxQvXp1vS6T9ezZE2PHjoWTkxMqVar0zgLnk08+waxZszB48GC4uLjohmf/ZwH0pnLlyqFp06b4+OOPIZPJIJfL9cqLiIiI9CMRSkk3g0KhQNeuXdGyZUsAgJeXF44ePQorKysjZ/Y/165dg0qlQps2bXD//n2MGjUKx44dM0gsc/7LUJ+/jPfv3w2gdD7lYWo9AwrFbAjpSvYMFSK2KfYMmfLvjqmd+8WN+1++0NuWiJ6h/IwYMQLOzs66QgjI7m0Rq8579eoVhg8fnqsHp1atWlAoFHq3U716dXz55ZdYs2YNtFot/P39RcmPCi4q6ioA0/xCJzJl/N2h0qhUFEMbN27MtezkyZOitW9lZYVt27YVuZ2KFSti69atImREREREYuGs9URERGTWSkXPEFFBqVTp0Gg0RptN2pDEHGdHDEplMqwkppNPSaHKzMIrZXKBz1FDf/5KZbLu4Q+i0oI9Q0RERGTW2DNEZkkms4VMZlvgJ3VKAlN7ouT102RUMDJLC5N8mqw09qYSsWeIiIiIzBqLISIiIjJrvExGZsnTk/O7ERUGf3eoNGIxRGaJA8YRFQ5/d6g00vsy2Z9//om5c+di8ODBePLkCbZv344zZ84YMjciIiIig9OrZ+jcuXOYMGECunXrht9//x0ajQZJSUlYunQplixZgh49ehg6TyIqwVLUWt08XyVJiloLAEbJPUWthb1tsYclMkt6FUMhISHw8/ND//79ERkZCQCYOHEinJycsHbtWhZDRJQnudy+WOOJOeigtSQdACCRFX9VYm9b/MeOyFzpVQzFxcWhdevWuZa3adMGS5YsET0pIio9Jk+eUazxTG2cJSIyfXrdM1StWjVERUXlWn7q1ClUr15d9KSIiIiIiotePUOTJ0/GjBkzcOPGDWi1WuzZswcPHjzA0aNH8dVXXxk6RyIiIiKD0atnyNvbGz/88AOUSiVcXV3x008/ISsrC99//z26detm6ByJiIiIDEbvcYbc3d2xbNkyQ+ZCREREVOz0LobCw8Oxc+dOxMbGwsLCAm5ubvj3v//NJ8mIiIioRNOrGAoLC8PmzZsxZMgQTJw4EVqtFjdu3EBAQABevHiBQYMGGTpPIiIiIoPQqxj64YcfEBQUhE6dOumWeXt7o379+litYIYdAAAgAElEQVSyZAmLISKiN4SGLkNKitIosd81zpJKlT1ukswI4ybJ5fbFPswCkb70Koa0Wi2qVq2aa3nt2rWhUqlET4qIqCRLSVEiKTkJUpmNsVPJQat+CQB4JS3muCp18QYkKiC9iqEJEyZg7ty5CAwMhLu7OwDgwYMHWLRoEcaNG4esrCzduhYWek93RkRUakllNnDu08HYaeSQuPcnACj2vF7HJTJVehVDX3/9NZRKJXr37g0bGxtYWFggIyMDgiDg0qVLCAoK0q17+/ZtgyVLREREJDa9iqHg4GBD50FExWj//t0AgF69PjFyJkSGx/Od8qNXMXT8+HH06NEDHh4ehs6HyKxFR98BALi6uhk0TlTUVQD8x4HMA893yo9exdCzZ88wZMgQODo6wtfXF76+vnB1dTV0bkRmJzLyIADDF0NERPQ/ehVDISEhePnyJU6fPo0jR47g008/RbVq1dCjRw90796dk7USiSA6+g5iYu7qXrMgIiIqHnqPQF2mTBl069YN3bp1Q3p6OtavX4+1a9ciNDQUHh4e6NevH/r06QOJRGLIfIlKrde9Qq9fG7IYUqnSodFooFDMNlgMY3nXODvFRalMhiDld+FrWZpXUGYkG/x8y+uzVyqTYW1tbdDYVLLpXQwJgoBff/0VR44cwfHjx6HRaODr6wsfHx8kJiZi7dq1OH/+PEJCQgyZLxEREZGo9CqGFixYgGPHjiEtLQ0dOnRAQEAA2rVrl6PStra2xpw5cwyWKFFp17WrL9asCda9NiSZzBYymS38/RcbNI4xODmVx9OnqUbNQaGYjRR1ulFzMCUW1laQ2xj+fMvrsy+NPaAkLr2Kofj4eEybNg0fffQRbG3fPox7w4YN8fXXX4uaHJE5cXV1Q506dXWviYioeORZDPn5+WHOnDkoV64cNmzYkG9D1atX543UREVk6B4hIiLKLc+5M/bt2we1mvPJFIeJEycaOwUyEa6ubsXSK+Tp2QSenk0MHofIFPB8p/zk2TMkCMZ9GsOcrFq1ytgpkJnh4HNkTni+U37eec/QtWvXIJfL822kefPmoiVkKBEREThz5gxevnyJBw8eYOTIkXB3d8fChQshlUphY2ODwMBAaLVaTJ06FS4uLrh//z48PDwQEBCQZ7tHjx7F999/r/t51apVuHv3LtavXw8rKyskJCSgW7duGDNmDOLj4zFr1ixYWVmhSpUqSEhIwNatW/Hhhx/i/PnzGDx4MOrVq4fo6Gikp6dj5cqVcHFxQXBwMG7evIn09HTUqlULS5YsKYYjRkREZB7eWQyNHz8+3wYkEkmJmZw1LS0NGzZswP379zFmzBjY2tpi0aJFcHNzw8mTJ7F48WLMnDkTf/31FzZv3gwbGxt4e3vj+fPnqFChwlvbvH//PtavXw8bGxvMnz8f58+fh7OzMx49eoQDBw7g5cuXaNu2LcaMGYNly5Zh7NixaNu2LXbt2oWEhIRc7TVq1AizZ89GSEgIDh48iIEDB0Iul2Pjxo0QBEE3lIGzs7OhDxdRsQgNXYaUFKVo7RlznCGVKvsJMo1Gg6ysLDzaHlnwRiQSSMvaiJxZNq3qJYDin0Veq1IDNm9/+IbIFLyzGDp79myeRUBJVK9ePQCAi4sL1Go10tPT4eaWfX9G8+bNdRPSvvfeeyhbtiwAwNnZ+Z33Tjk4OGDmzJkoW7Ys7t27hyZNsq9L161bFxKJBGXLlkWZMmUAALGxsWjcuDEAoGnTpjhw4MA7c3z27BnKlCmDZ8+eYerUqZDJZMjIyEBmZqYYh4PIJKSkKKFMeg65jVSU9rSitFI4GnV29Ox9Kfj+pKi1gEQCeREKh3cVg6r/HhxZcRcmNraQy+2LNyZRAeRZDEkkEkilUkil4nxBmYJ/jo7t7OyMO3fuwM3NDZcvX0bNmjVzbfOue6fS0tKwevVqnDlzBoIgYNiwYe9cv27durh69SratWuHqKgovXI8e/YsHj9+jJCQECQlJeH48eO8n4tKHbmNFP4tXIydRpEpLj8CgELvi+LyI0hs7Ys0Ho8pjLNEVNKY7Q3UEokEgYGBWLhwIYT/b+/Ow6oo2weOfw8cIA6yqWhoKWa+LinihvmWuyYJrqSi5qul5oJrprkggvuupWguaW65pURamrmSWu5KuZRIhTsqiyjKAc7z+4MfJ1GRo3JA4P5cl9cFZ2aeue9hHG6emecZpdBqtUyaNMm47MH1slKkSBFq1apF27Zt0el0ODo6EhMTQ+nSpR+73SeffMLo0aNZvnw5RYoUwcrK6pGYHla9enUWLFiAn58fVlZWlClTxrgPIYQQQjw/jcqi6gkNDcXb21ve55KDtmzZgoeHB6+++iobN27k5MmTxgIspxXmvwwL+1/GOZV/WNg3gPlH4gQHj0bdjZeeIQpHz5A5z6sXPXdzk/ztn3nbLHuG2rVr98yNFjQRERHMmDHD2HOjlEKj0dCyZUv8/PxMbsfV1ZUhQ4Zga2uLpaWl2Qqhgur8+T8AmZ05t5w8eRyQYckiZ8l5JV5EJr+otTBzd3dn1apVz91O7dq12bRpUw5EVDhlvNVdiiEhhBA5KcsZqIV4kZw//weRkX8SGfmnsYdICCGEyAnSMyTyhYxeoYyvpXfI/JKS7qLX683+xu/4+DisNAV7wIapklINpMTHPdcxz8t5lkwRHx8nz6KKF47JxdCFCxf4/fffSU1NfWSk2Xvvyb1fIYQQQuRPJhVDixcvZs6cOTg4OGBnl3myLo1GI8WQMDsvLx/mz59t/FqYn05nh05n91wjm0yRMZpMgE5rUeBHk5m7p1GIZ2FSMbRu3TqGDBlCnz59zB2PEI9VoUJFXn/9P8avhRBCiJxiUjF0+/ZtWrRoYe5YhHgi6RESQghhDiYVQ23atGHdunV8+umnT5yRWQhzkh6h3OXhUTOvQxAFkJxX4kVkUjEUFxfHjh072LJlC6VLl37kNRJr1qwxS3BCiLwjk+IJc5DzSryITCqGXnvtNfr27WvuWIQQQgghcp1JxdCAAQPMHYcQohBLSE4zvtcrP0tITgN45lwSktNwsst+PSFEzsqyGBoxYgSBgYEUKVKEESNGPLGR6dOn53hgQojCwdHRKUfby8tJB601dwHQ6J6tonGyy/njIYTIXpbFkKWl5WO/FkKInDRkyJP/2HpaL/o8O0KIF0+WxdCUKVMe+7UQQgghREFi0jNDBoOBHTt2EBkZSVpa+j1xpRR6vZ6zZ8+yfPlyswYphBBCCGEuJhVD48ePZ/PmzVSpUoWIiAhq1KhBdHQ0N2/epGvXruaOUQghhBDCbCxMWWn79u3MnDmTdevWUaZMGYKCgti7dy/e3t7cu3fP3DEKIYQQQpiNScXQnTt3qFatGgD/+c9/OHXqFJaWlvTp04fw8HCzBiiEEEIIYU4mFUNlypTh9OnTAFSoUIGIiAgg/VmiO3fumC86IYQQQggzM+mZoZ49ezJs2DAmT55My5YtadeuHRqNhpMnT1KrVi1zxyiEyMfmzp1OQkJ8ru3P3PMMJSWlzyWke8a5hMzF0dEpx6cpEKKwMKkY8vX1xc3NjZdeeony5csTEhLCxo0bqV69OgMHDjR3jEKIfCwhIZ7YuFgsdTZ5HUqOSEu+D0DKCzT9WlpScl6HIES+lm0xlJiYiJWVVaYeoPr161O/fn2zBiaEKDgsdTaUaN8or8PIETGb9wK8UPlkxCSEeDZZPjN048YNPvjgAzw9PalZsyY9e/bk6tX8/+4gIYQQQogHZVkMTZgwgZs3bzJr1ixmz55NfHw8n376aW7GJkSuCwv7hrCwb/I6DCFEHpLrQOGT5W2yQ4cOsWzZMt544w0AKlWqRMuWLbl37x62tra5FqAQuenkyeMAtGnzXh5HIoTIK3IdKHyy7BlKTEykZMmSxu/d3NywtLQkNjY2VwITQgghhMgNWRZDBoMBjUaT6TOtVovBYDB7UEIIIYQQuSXL22QajeaRYujh74UoaJKS7qLX6wkOHp3XoTwzc8+z87Ti4+NQlnLtMCeDPoX4e3EEB49+4X7+uSmnco+Pj8Pa2joHIhL5RZbFkFKKfv36odX+u8r9+/cZOnQoNjaZ5wtZs2aN+SIUQgghhDCjLIuhAQMGPPJZvXr1zBqMEHlNp7NDp7Nj3LjJeR3KM3NxsefGjcS8DsMoOHg0Ccl38zqMAs3C2gpHm/Tz9kX7+eemnMo9P/cMi2fzVMWQEEIIIURBY9KLWoUQQgghCqoCXwz9+eefHD169InrZDzz9PPPP7Nx48bcCCuTxYsX89tvv+X6fsWjPDxq4uFRM6/DEELkIbkOFD4mvag1P9uxYwfFixendu3aWa6zcOFCunbtmmfvW/voo4/yZL/iUTLJmhBCrgOFj0nF0JEjR6hRo0amkWUAer2e8PBwmjVrZtLO7ty5Q0BAAImJicTFxdGhQweUUnz77bdYWFhQq1YtPvnkE1q0aME333yDg4MDa9euJSkpicjISLRaLVeuXEGv19OyZUv27NnD1atXWbBgAVevXuWLL75Ao9Fw69YtOnbsSNOmTdm8eTPW1ta88cYb3L59m88++wwbGxucnZ2ZNGkSa9asISEhgfHjx1OtWjWioqIYNmwYCxYsYNeuXRgMBjp37kzHjh0fm9P169cZN24cKSkpxMXF4e/vT9OmTWndujWenp788ccfaDQaFixYQJEiRQgODub06dMUK1aMS5cu8cUXXzB//ny8vb25ceMG+/bt4/79+1y8eJHevXvTtm1bjhw5wvz589FoNNy/f59p06ZRtmxZk465EEIIIZ7sicWQwWBAKcX//vc/wsPDKVasWKbl586d4+OPPyYiIsKknUVHR+Pj40OzZs2IiYmhW7duODg4MHbsWNzd3Vm3bh1KKVq3bs33339P586dCQsLY8GCBcyYMYNXXnmFCRMmMG7cOC5fvszixYuZN28ee/bsoVKlSsTExPDtt9+SlpZG69at8fLyon379ri4uFCtWjWaNm3KunXrcHFxYeXKlSxcuJARI0awevVqAgMDCQ0NRaPRcPbsWfbv38+mTZtITk5m1qxZWeYUFRVFz549qVOnDidOnGD+/Pk0bdqUO3fu0KpVKwICAvjkk08IDw/HxsaGhIQENmzYQGxsLF5eXo/M3XTnzh2WLl3KP//8Q9++fWnbti3nz59n5syZuLi4sGjRIrZv306fPn1MOuai8Jo7dzoJCfF5HQbx8XEYDAaurt5u/p1lTDFjzmmN/n8fuZIPgEaDpa3NE1dJS0oGG7vciUeIAijLYmjdunUEBQWh0WhQStGgQYPHrvfWW2+ZvLPixYuzYsUKduzYgZ2dHampqUyZMoUvv/ySGTNmUKNGDZRS+Pr6MnToUGrXrk2JEiUoWrQoAFWqVAHAwcGB8uXLG79OTk4GMPZeabVaXn/9dS5evGjcd2xsLPb29ri4uABQp04d5syZ89g4//rrL9zd3QGwsbFh9Oish1m6uLiwcOFCvvkm/aV+KSkpxmWVK1cGwNXVFb1ez6VLl/Dw8ACgaNGivPbaa4+09/A2ACVLlmTixInodDquX79OzZpyL1tkLyEhnvjYWzjaWOZpHI5WGiB3YkhITkvfp7X59peUmj4Lv05r/kcuE5LTQKPBMbtCx8YOR0cns8cjREGVZTHk5+dH+fLlMRgMdO/enc8//xxHR0fjco1Gg06n4z//+Y/JO1u2bBk1atTAz8+PQ4cOsW/fPjZs2EBwcDDW1tb07NmTEydOULt2bezt7fniiy/w9fXNtM8nOXPmDEop7t+/T2RkJGXLlmX//v0YDAaKFi3KnTt3uHnzJsWLF+fw4cO4ubkB6RNMPui1115j7dq1QHpx06dPHxYtWoSVldUj+/zss8/o2LEj9evXZ/PmzYSGhmYZX8WKFQkLC+N///sfCQkJ/PXXX4+s87gcAwIC2LVrFzqdjpEjRz7xGAjxIEcbS8Z5uuZ1GLkm+PBVgAKTc/Dhq2jsnPL1vFdC5AdPvE1Wp04dAHbt2kWpUqUy/aKOjY3F2dn5qV7R0bhxY4KCgtiyZQuOjo7GHhxfX1+KFi3Kyy+/bOyR6dixI5MmTWLmzJmPtJPVPlNTU+nVqxfx8fH0798fJycnqlatyowZMyhfvjwTJkxgwIABWFhY4ODgwNSpUwF4/fXXGTFiBP/9738BqFSpEvXr18fPzw+lFJ07d35sIQTg5eXFxIkTcXFxoWTJksTHxz8SY8bXDRs2ZN++fXTu3JnixYtja2v7yHNYj9O2bVs6dOiAo6MjxYsXJyYmJttthBBCCGEajXq4W+Qxbt68yZQpU+jVqxfly5end+/eHD58GFdXVxYtWkSFChVyPLBt27YRGRnJwIEDTVr/8OHDrF+//onP9+S1qKgozp07R8uWLYmPj8fHx4c9e/ZkWWg9j4IwA21YWPqtx6cd2VGYZ+CFf/MPDh6NuhtfYHpJTCE9Q4X7/M/I/VmvHfldYf7ZQ3r+z8qk0WTBwcHExsbi4OBAWFgYp0+fZvXq1Xz33XdMmDCBlStXPnMAjzNnzhyOHTvGggULcrTd5zFw4EASEhKM3yulcHBwICQkxOQ2XF1dmTlzJitWrMBgMDB8+HCzFEIFxcmTx4HCd0ETQjwfuXaIp2VSMXTw4EE2bNhA6dKl+emnn2jcuDG1atWiRIkStGrVKseDGjp06FNv4+npiaenZ47HkmHevHnP3Yatre0LVeAJIYQQwsQZqLVaLUopkpKSOHToEA0bNgTSb5/Z2clwTiGEEELkXyb1DNWrV48xY8ag0+mwsbGhcePGHDx4kAkTJtC0aVNzxygKqaSku+j1+qd+g7SFhQaDIdtH4QqsjPzj4+Ow0hTe41AQJKUaSImPe6r/A4X5/H/w3Le2ts7rcEQ+YlLP0MSJE6lWrRq2trYsXrwYOzs7zp8/T6NGjRgzZoy5YxRCCCGEMBuTeoaKFClCQEAAkD58HaB79+7mi0oIQKezQ6eze+o5VmRERebRZCL/0mktZDTZU3jw3BfiaZg8heqaNWto3rw5Hh4eXLx4kbFjxzJ79mwMBoM54xNCCCGEMCuTiqHly5ezdOlS/P39jZMEvvXWW2zatIm5c+eaNUAhhBBCCHMyqRhat24d48ePp23btsbZlL28vJg+fTrffvutWQMUhZeHR008POQ9bEKIpyPXDvG0THpm6Nq1a8b3eD3o5Zdf5vbt2zkdkxCATJgmhHg2cu0QT8ukniEPDw82bdqU6TODwcDSpUuN7xITQgghhMiPTOoZCggIoHfv3uzduxe9Xs+4ceP4+++/0ev1LF261NwxCiGeUUJymvF9XYVBQnIaQIHJOSE5DSeZ11YIszOpGKpQoQI//vgj3333HVFRUaSlpdG8eXNat24tM1AL8YJydHTK6xBynbXmLhqNBo2tLq9DyRFOdoXz5yhEbjOpGAKwsbGhQ4cO5oxFCJGDhgwZkdch5InCPM+OEOLZmFQMXb58menTp3Pu3Dn0ej1KZZ7qfe/eveaITQghhBDC7EwqhkaMGEFiYiJdu3bF3t7e3DEJIYQQQuQak4qh3377jU2bNlGhQgVzxyOEEEIIkatMGlpfrlw54uLizB2LEEIIIUSuy7Jn6JdffjF+/c477zBixAj69u3Lq6++ioVF5hqqXr165otQCCGEEMKMsiyGPvjgg0c+CwoKeuQzjUbD2bNnczQoIYQQQojckmUxdO7cudyMQwgh8sTcudNJSIjPkbaSku4CoNPl3fxrFhYaDAb1yOeOjk6FdroFIbKT7QPUERERVKxYERsbG+Nnu3btolixYnh4eJg1OCGEMLeEhHhi42Kx1Nlkv3I20pLvA5Bi+dxN5ai0pOS8DkGIF1qWxVBqaiqjRo1i69atrFixAk9PT+OyrVu3sn37dnx9fQkODsbS8gX7ny+EEE/BUmdDifaNnrudmM17AXKkrZyUEZcQ4vGyHE22bNkyDh06xMqVKzMVQgBz5sxh+fLl7Nq1i1WrVpk9SCGEEEIIc8myGAoNDWXs2LHUqVPnscvffPNNRowYwTfffGO24IQQuSss7BvCwuT/tHhxyTkqzCHLYujq1atUqVLliRvXrl2bS5cu5XhQQoi8cfLkcU6ePJ7XYQiRJTlHhTlk+cxQ8eLFuXTpEqVLl85y4ytXruDs7GyWwIR5TZkxgdu3E3KsPQcHR0YNH5vl8hMnjjFq1CesWrUeF5cSAHzxxXzKlnXj3Xd9sm1/8uRgmjVrgafnm8bP2rRpQVjYj88V93ffheLt3TrTc2/btm1l6dIvKF36FQwGAxqNhg8+6E3NmrU5dOgXYmKu06pV2+farxBCiBdHlsVQ8+bNmTdvHjVr1sTKyuqR5SkpKcyfP58GDRqYNUBhHrdvJ+DY5q0cay8h7EC261hZWTF5cjBz5oTk0F41z93CqlXLefddn0cGAbzzzrv06eMPQFxcLP7+vQkJWULdujLBqBBCFDRZFkP9+/fnvffeo3379nTr1o2qVatib29PQkICERERrFmzhuTkZGbPnp2b8Yp8rGbN2oBi06YN+Pp2zLRs7drV7N69A61WS/XqNenbd4AJLabPpRITc53p0yeRkpKCtbU106ZNwcJCx6JFIfzxx1mSkpIoW9aNUaMCWbZsMb//HsG9e/do3tyLW7duMW7caCZPnpHlXpydi9KoUVMOHAjH0lLLP//8zYcffsTYsZ+SlJREcnIy/fsPwsOjJrt372TDhq+xtLTE3d2DPn38uXEjhpkzp5CSkkJCQgIffNCLt99uyKJFIZw4cQylFM2ataBDBz+ioiKZO3cmkN7bNnp0YK7OWZOUdBe9Xk9w8Ohc22dOy2qenazEx8ehLJ+/sH6RGfQpxN+Ly9c/1wzx8XFYW1vndRiigMmyGLK3t2fDhg3MmDGDqVOncu/ePQCUUjg6OuLj44O/vz9FixbNtWBF/qbRaPj445F89FH3TD0sUVGR7N27i0WLvsLCwoIxY4bzyy/7qVfv7UzbL1jwOatXfwWkn4eJiYkAhITMpUOHztStW49jx44wY8YMBg4cjr29A7Nnz0cpRbduHbl58yYAbm7lGDRoGJBehI0fPyXb2J2di5KQkEDRosXQaDRcvnyJuLg45s5dQFxcLBcvRnP79m2WLVvMl1+uwsbGhgkTAjl69DAAnTt3w8OjJr//HsGyZYt5++2G7NixjZCQJRQrVpxt27YCMG3aJEaPHkfZsm5s3RrG6tUr+Oij/s934IUQQjzREydddHR0ZOLEiQQGBnLx4kVu376Ns7MzZcqUeeT9ZEKYwsHBgYEDP2bSpCDc3dMn7fznn795442qxnOqevUa/PVX1CPFUP/+gx56ZsgLgAsXLrBq1XLWrFmBUgo7O1usra2Ji4slODiAl16y5d69e6SmpgJQpkzZB1pVKJV9L8K1a1epWLEyaWnpbZQr9xrt2r1HUNBoUlPT6NChE5cvXyQ+Po7hwwejlOLevXtcuXKZatWqs2LFl2zdGgZgjCMoaBILF84jLi6WN9/87/8fi7+YNWuqcb1XXy3zVMf3eel0duh0dowbNzlX95uTXFzsuXEj0eT1g4NHk5B814wR5T0LayscbfL3zzVDQejdEi+ebGegBrC2tqZ8+fLmjkUUEm+9VZ/w8D388MMW+vcfRNmybqxf/7XxYeWTJ0/w7rveJrSUXsS4ubnh59eNqlWrER39NxcunOXXXw8SE3ON4OApxMfH8/PPe43razT/FvIWFhYYDIZHW36gQLp58yYHDoTTo0cv9u/fB6T3ZiUlJTF9+lxu3bpJv349WbJkBSVLvsycOSFYWlqybdtWKlSoyNKlC2nduj1169bjhx+2sG3bVlJTU9mzZyfBwZONPVdNm75DmTJuBAQEU6JESX777RSxsbee+TgLIYQwjUnFkBA5bfDgYRw/fhSA1157ncaNm9K374copXB396B+/UYmtJL+nEf//oOZOXMqen0yer2eoKBAXnrJkRUrvqRv3w/RarWUKlWamzdvoNFkfjbE3d2D4cMH8/nnX2T6fOfOHzlz5ndj4TR69Djs7e2Ny199tSzLli1h+/bvsba2plevfjg6OtGpUxcGDOhNWpoBV9dSNGnSnMaNmzFnzgyKFy9OiRIlSUiIR6vV4uDgSI8eXXBwcKBu3XqULPkyw4aNZMKEQGNhOHJk1iP0hBBC5AyNMuUewQtIr9cTFhZGhw4dTN5m0KBBfP755yavf/nyZT7++GPWr1//LCGa5Oeff+batWtPlYcpsrtNkNtD63PT094mKWieJ/+MyezatHkvJ0PKVc96m6ygv46joNwme9I5Kv/3Jf9nlW97hmJiYvjmm2+eqoh4mkIow8M9CTmtfv36Zm0/Ky9K4SJeLPm5CBKFg5yjwhzybTG0aNEiIiMjqVKlClu2bKF8+fKEh4ezd+9eihYtSlRUFLdu3SIxMZGAgABq1qzJ22+/zf79+zl16hSTJ6f/hVSyZElmzpzJqVOnmD9/PhqNhvv37zNt2jS02icfHoPBQGBgINeuXSM+Pp4GDRowaNAgRo0ahZWVFZcvX+bmzZtMnTqVypUrs3HjRr7++mucnJzQarV4e3ujlCIqKgo/Pz+GDRuGq6sr//zzD+7u7gQFBXH9+nXGjRtHSkoKcXFx+Pv707Rp09w4xEIIIUShkG+Lob59+3L+/Hk6derE5s2bGT58OJs2baJv377s2rULW1tbVqxYQWRkJMOGDSMsLMy4bWBgIHPnzqVcuXKsXbuWCxcuEBkZycyZM3FxcWHRokVs374dH58nz4x89epVPDw8eO+999Dr9cZiCOCVV15h/PjxbNy4kfXr1zN48GCWLl3Kli1b0Gq1dO/e3dhORu/T33//zfLly7GxsaFZs2bcunWLqKgoevbsSZ06dThx4gTz5s2TYkiILMydO53ExISnnmfIYDBwdfX25w/g/3ebI209w/pvx60AABjXSURBVH6znIdUQfy9/Dd/lKOjE0OGjMjrMEQhkG+LoQwtW7akXbt29OzZk+vXr1O5cmV27drFm2+mD8F+/fXXuXUr84icW7duUa5cOQA6d+4MpL9aZOLEieh0Oq5fv07NmjWz3bejoyMREREcOnQIOzs7UlJSjMsqV64MwMsvv8zx48eJjo6mQoUKxsnCPDw8HmmvbNmy2NraAlCiRAmSk5NxcXFh4cKFxhfiZgzLFkI8KiEhnvjYWzjaWGa/8v9ztNIApq//JEmp6SMTddrcnXokITkNAEfrJ+eh7sbnRjg5IiMnIXJDvi2GMoZE29jY4OnpyaRJk2jdurVx+enTp2nVqhV//vknJUqUyLRtiRIliI6OpkyZMixZsoRy5coxduxYdu3ahU6nY+TIkcZ1n/R8eWhoKI6OjowfP55//vmHjRs3Gpc9/KxRmTJliIqKQq/Xo9VqiYiIeOJ0BRn7/eyzz+jYsSP169dn8+bNhIaGmnaAhCikHG0sGefpmtdh5Krgw1cBClTeGTkJkRvybTFUrFgxUlJSmDVrFh07dqRLly4EBwcbl585c4YePXpw//59Jk2alGnb4OBgRo0ahYWFBSVKlKBHjx60bduWDh064OjoSPHixYmJiQGe/AB1vXr1GDp0KEePHsXW1hY3Nzfjdg9zdnamV69edOnSBUdHR5KTk9FqtZl6kx7cV8bXXl5eTJw4ERcXF15++WXi4/PPX3ZCCCFEfpBvh9Y/KCIigq+//pqpU9Nn7p0/fz4uLi506tQpjyP7V1paGkuWLKFv374AvP/++wwZMoTatWubZX/ZDa+cPS04x4fWf/zpuCyXnzhxjG+/3URw8L9De5/mrfVZiYqKJDExkerVaxg/c3Gx54033sDd3QOlFHq9Hk/PN+nZsw8AAQEjmDhx+jPv80VXmIfWBwePRt2NL1A9JKYoqD1DGjunp5oOIKtzP7+f16aSofWFcGh9hjVr1rBp0ybmzZtntn2EhITw66+/GntrlFJoNBqmTJlC6dKlTWrD0tKSe/fu0b59e6ytrXF3dzdbIWSK27cTGFfDOcfaCz4Rl+065pimYO/e3RQtWixTMQTpD14+OJHijBmT2bRpPb6+nQp0IfS8Tp48DhT8XxqicJHzWmQn3xdDXbt2pWvXrpk+GzDAlDeem87f3x9/f//nbmfo0KEMHTo0ByLKn57UCbloUQinTp1AKQOdOnWlUaOmnDx5nOXLlwAakpPvExAQjFarZcSIITg5OVOjRi22bduKlZUVlSpVplKlKlm27+f3PlOnTsDXtxNt2rQgLOxHNm/eyPbt32NpaUG1ah707z+ImJjrTJ8+iZSUFKytrRkxYgwuLiVYtCiEP/44S1JSEmXLujFqVCAREScJCfkMKysr7O3tCQyciJWVFTNnTuHSpYsopejVqy81atTixIljLFmyEEtLS0qXfoXhw0djaZkzD+0KIYR4Pvm+GBL5x/HjRxk0KP02oVKKq1ev0LNnH3799SBXrlxmwYKl6PV6+vTpQZ06dfnrrygCAydQrFhxVq1azp49O2ne3Iu4uDiWL/8aS0tLlFIUK1b8iYUQQNGiRUlIyHjeKr2Hatu2rQwdOpwqVary7bebSEtLIyRkLh06dKZu3XocO3aEhQvn8ckno7C3d2D27PnG94jdvHmT/fv30bBhEzp3fp8DB8JJTLzNwYM/4+TkzMiRY7l9OwF//96sWrWB6dMnsXDhMpycnFi69Au2bduCj09bcx5uIYQQJpJiSOSaWrXqEBT078PsixaFAOnP/fzxxzkGDeqLUoq0tDSuXbuGi4sLc+bMQKfTceNGjPEt966upZ66V+Xq1au4uGSMKkzvoRo1KpB161azcOE8qlZ1RynFhQsXWLVqOWvWrEAphZWVFdbW1sTFxRIcHMBLL9ly7949UlNT6dbtQ1auXMbgwf1wcSlB5cpvcOHCBSIiTnLmzO8opTAYDMTFxXLr1i0CA9NHKSYnJ+Pp+eZzHk3zSEq6i16f/+ajyRAfH4eVJt8/BilIn6YgJT7uqc5FCwvNY+eYio+PM05rIsTjSDEk8kzGbbOyZctRq1Zthg8fjVKKFSu+xNW1FIMH92Pjxu+wtbVl0qQg4/oPPnuU1Vvn/52FLn2m8HXrVtOsWYtMa2zZ8i3Dh4/GysqKjz8eyOnTv+Hm5oafXzeqVq1GdPTfnDx5gl9/PUhMzDWCg6cQHx/Pzz/vARQ7dmyjZctW+PsPZtWqr9iy5Vvc3NwoUaIk3br1IDk5mVWrluPk5EyJEiWZOnUWOp0d+/eHo9Ppcvx4CiGEeDZSDIk8k1HUvPVWfY4fP4q/f2/u3btHgwaN0Ol0eHl507t3dxwcHChatCg3b97ItB1AxYqVWLDgc9zcylGjRi3j54mJiQwa1BeNRkNaWhq1a3vi7Z0xD1X69uXLl6dXr244OTnj4lKCKlWq0r//YGbOnIpen4xer2fw4E9wdXVlxYov6dv3Q7RaLaVKvcLNmzeoXLkKEyeOw9bW1vh8UbFixZk2bSIDBnxEUlIS7du/h0ajYfDgj/nkk8EoZcDOrggBAeNz5yA/JZ3ODp0u/77QM2M0mcj/dFqLHBtNll97OkXuKRBD68WjXrSh9blJhpc+e/4ZvzTyezFUkIaYm0KG1qfLrhjKr+e1qeTaV4iH1otn86IULkIIIURek2JICGHk4ZH9O/mEyG/kvBbZkWJICGEkk9KJgkjOa5Gd3H21shBCCCHEC0Z6hoQQBUpCclqhe+N5QnIaULDe9J6QnIaTXV5HIQoLKYaEEAWGo6NTlhPvFWTWmrsAaHR2BSZ/J7v0n6cQuUGKISFEgTFkyAgZXlzI8xfiWcgzQ0IIIYQo1KQYEkIIIUShJsWQEEIIIQo1eR2HEEIIIQo16RkSQgghRKEmxZAQQgghCjUphoQQQghRqEkxJIQQQohCTYohIYQQQhRqUgwJIYQQolCTYiifS01NZdiwYfj5+fH+++/z119/ER0dTZcuXXj//fcJDg7O6xDN5tSpU3Tr1g0gy5znz59Phw4d6Ny5MxEREXkVqlk8mP/Zs2fp2rUr//vf/+jVqxexsbEAbNiwAV9fX/z8/Ni7d28eRpvzHsw/w5YtW/Dz8zN+X1DzfzD32NhY+vfvT7du3ejSpQsXL14ECm7u8Oi536lTJ7p27cqYMWOM6xTE/FNTUxkxYgRdu3alY8eO7N69u1Bd+x6X/7lz53Lm2qdEvrZz5041ZMgQpZRSBw4cUAMHDlR9+/ZVR44cUUopFRgYqH766ae8DNEslixZonx8fFSnTp2UUuqxOZ8+fVp1795dKaXUlStXlK+vb16Fm+Mezv/9999X586dU0optW7dOjV16lR148YN5ePjo1JSUlRiYqLy8fFRer0+L8POMQ/nr5RSZ86cUd27dzd+VlDzfzj3kSNHqm3btimllPr111/V3r17C2zuSj2av7+/vwoPD1dKKTVs2DC1Z8+eApv/pk2b1OTJk5VSSsXHx6tGjRoVqmvf4/LPqWuf9Azlc25ubqSlpaGUIjExEa1Wy5kzZ6hduzYADRo04JdffsnjKHNe2bJlCQkJMX5/+vTpTDkfPHiQY8eO8dZbbwHg6uqKwWAgLi4uT+LNaQ/nP2fOHCpWrAik//VkbW1NREQEtWrVQqvVUqRIEdzc3Pjjjz/yKuQc9XD+cXFxzJ49O1PPQEHN/+Hcjx8/zrVr1/jggw/YunUrdevWLbC5w6P5V65cmbi4OJRS3L17F61WW2Dzf/fddxk8eDAABoMBS0vLR673Bfna93D+Wq2WuXPn5si1T4qhfM7Ozo5Lly7h5eVFYGAg3bp1Qz0wqbidnR2JiQXvDdbNmzfH0tLS+P3jcr579y729vbGz3U6HXfu3MnVOM3l4fyLFy8OpP9i/Prrr+nRowd37tx5JP+Cci48mL/BYCAgIIBRo0Zha2trXKeg5v/wz/7y5cs4OTmxfPlyXn75ZRYvXlxgc4dH83dzc2PSpEl4e3sTGxuLp6dngc3f1tbWeB0bPHgwQ4cOLVTXvsflX6xYMeD5r31SDOVzX331FfXr1+fHH3/ku+++49NPPyUlJcW4/O7duzg4OORhhLnDwuLfU/nu3bs4OjpSpEiRTBeAhy8QBc0PP/xAcHAwixcvxtnZ+bH5F8Rz4fTp00RHRxMUFMSwYcOIjIxkypQphSZ/JycnGjduDECTJk34/fffsbe3LxS5A0yaNImvv/6aH374gdatWzN16tQCnf/Vq1fp3r077dq1w9vbu9Bd+x7Mv2XLlkDOXPukGMrnMk58AHt7e1JTU6lSpQqHDx8GIDw8nFq1auVliLmiSpUqHDlyBPg35xo1anDgwAGUUly5cgWlFE5OTnkcqXmEhYWxZs0aVq1aRenSpQFwd3fn2LFj6PV6EhMTiYqKokKFCnkcac5SSlGtWjW2bNnCypUrmT17Nq+//jqjRo0qFPkD1KpVi3379gFw5MgRKlSoQLVq1QpF7pBeDGZcA0uWLMnt27cLbP43b96kZ8+eDB8+nHbt2gHptwkLy7Xvcfnn1LVPa/bohVl1796d0aNH07VrV1JTU/nkk0944403CAgIICUlhfLly+Pl5ZXXYZrdp59+ytixYzPlrNFoqFWrFp06dUIpRWBgYF6HaRYGg4HJkydTqlQp/P390Wg0eHp6MmDAAOMII6UUH3/8MdbW1nkdbo7SaDRZLitevHiBzx/Sz/2AgADWrl2Lvb09s2bNwt7evlDkDjBhwgSGDBmCVqvF2tqaCRMmFNif/aJFi7h9+zYLFiwgJCQEjUbDmDFjmDhxYqG49j2cv8FgIDIyMkeuffLWeiGEEEIUanKbTAghhBCFmhRDQgghhCjUpBgSQgghRKEmxZAQQgghCjUphoQQQghRqEkxJIQQQohCTYohIYQQQhRqUgwJIV44ly9fplKlSly8eDHX9nno0CEiIyPzbfumyO64hoaG0qhRo9wNCoiOjqZSpUpcuXIl1/ctBEgxJIR4QT1pdmlz6N69Ozdu3Mi37ZvqScfV29ub0NDQXIzmX7n98xbiQfI6DiGEEABYW1sXiNdWCPG0pGdICJFJxq2U3bt306RJE2rUqMG0adP4888/ad++PTVq1KBfv37cv3+f1NRUpk2bRsOGDalatSpNmjRh7dq1AFy4cIFq1aqxadMmAFJTU2ndujVjxowxKQ6lFLt27eKdd96hevXq9O3bl4SEBOPyo0eP0qFDB6pXr06rVq0ICwszLntSXJD+dvcZM2ZQv359vL29adiwIQAffvgh8+fPzza2UaNGMXLkSNq1a0e9evU4f/48UVFR9O7dm5o1a+Lu7k6XLl24cOGCcX8Pt/+k+LNz48YNBg0ahKenJ9WqVaNdu3YcPXrUuPzSpUv06dOHmjVr0qhRIxYtWmTScQ0NDTUeC4Dz58/TvXt3qlevTosWLVi+fDkAd+7cwd3dnV9++cW4bkpKCnXq1DG+NHbnzp34+Pjg4eFB+/bt+fnnn43rpqamMn78eOrUqUPjxo0zLRMiTyghhHjApUuXVMWKFZWfn5/6448/1HfffacqVqyovLy81K+//qqOHDmiatWqpVavXq0WLFigvLy81KlTp9TFixfVvHnzVJUqVVRMTIxSSql58+ap//73vyoxMVGFhISoBg0aqMTERJNjaNWqlfrtt9/UqVOnVP369dW0adOUUkrFxMSomjVrqlWrVqno6Gj1ww8/qDp16qg9e/YopVS2cTVu3Fi9/fbb6s8//1Rnz55VsbGxqmLFiurHH39USUlJ2cY3cuRIVaVKFbVz507122+/qbS0NPXOO++ooKAgdfHiRXXmzBnVqVMn9dFHHymllLp161am9m/cuPHE+LPTo0cP5e/vr6KiolRkZKTq16+f8vb2VkoplZycrN555x01cOBAFRkZqfbv36/q1KmjtmzZku1x3bx5s2rYsKFSSqn79++rhg0bqjlz5qjo6GgVHh6uGjVqpFavXq2UUqp///4qKCjIGNPu3btV3bp1VWpqqjp79qyqUaOG+u6771R0dLRat26dql69ujp79qxSSqlZs2apJk2aqKNHj6qTJ0+qFi1aqEqVKqnLly+blL8QOU2KISFEJhm/MMPDw42feXp6qnnz5hm/79evnxo/frzauXOnOnr0qPHz5ORkVbFiRXXo0CGllFJ6vV75+PiogQMHKnd3d7Vv375njmHy5Mnqww8/VEopNXfuXNW/f/9M28ybN091795dKaWyjatx48bGAiBDxYoV1cGDB02Kb+TIkcrX19f4fVJSklq6dGmmQmrdunWqcePGj20/u/izs3LlSnXt2jXj9+Hh4apSpUpKKaX27NmjPDw81J07d4zLt2zZonbu3JntcX2wGNqwYYNq06ZNpv2GhoaqZs2aKaWU+v7779Xbb79tXPbpp5+qsWPHKqWUGj58uJo0aVKmbUeOHKnGjBmjlFKqXr16KjQ01Lhsz549UgyJPCXPDAkhHuuVV14xfv3SSy9RqlSpTN/r9XqaNm3KgQMHmDZtGlFRUZw+fRqNRkNaWhoAVlZWBAUF0bVrV959910aNGjwVDG8+uqrxq/t7e1JTk4G0m/B7du3jxo1ahiXGwwGihUrBkDTpk05ePBglnEBlC5d+qliediD29va2tK5c2e+/fZbfv/9d6Kiojhz5gzOzs6P3Ta7+LPj5+fH999/z4kTJ4z5ZbRx4cIFypYti52dnXF9Hx8fIP0WKGR9XB8UFRXF+fPnM8WolCI1NZXU1FSaNGnCmDFjOH78ONWqVWP37t3MmzfPmN/58+fZuHGjcdu0tDSqV69ObGwssbGxVKpUybisatWqKKVMyl0Ic5BiSAjxCI1Gg1ab+fJgYfHoI4Zz585l/fr1vPfee7Rp04agoCAaN26caZ1z586h1WqJiIjg/v37vPTSSybHYGlpmemzjF+YaWlptGrViv79+z82xjlz5rBx40Z8fX2zjMvGxsakOLLy4PZJSUn4+vri7OxMs2bN8PHxISoqiiVLljx22+zifxKlFB988AG3b9/G29ubJk2akJKSwsCBA4H0AvRJnnRcH46xbt26BAcHP7JMq9Wi1Wpp0qQJO3bsIDExEWtrazw9PY3bfvjhh/j6+mba7sGHsx/c58PnmhC5TR6gFkI8E6UU69atY+zYsQwbNoyWLVty9+7dTOtcv36dOXPmMHHiRGxsbJgzZ06O7LtcuXL89ddfvPrqq8Z/4eHhxp6I9evXExAQkGVcOe3w4cNcv36d1atX8+GHH1KvXj0uX76cZW9HVvFv2LAh231FRkZy9OhRli9fTp8+fWjYsCHXr18H0n8mZcuWJTo6OlPOn3/+OaNGjTKuY4py5crx999/U7p0aWOMp0+fZvHixcZ1vL292b17Nzt37sTLy8s4PL5cuXJcvHgxU36hoaH89NNPFC1alOLFi/Pbb78Z2zlz5owMrRd5SoohIcQjTP2F6ezszO7du7l48SLHjh1jxIgRaDQa9Ho9AMHBwVStWpW2bdsyduxYVq9eze+///7cMXTp0oVz584xe/Zs/vnnH7Zv387MmTNxdXUFwMnJiT179mQZ1+PodDoiIyO5c+eOSfE9yMnJifv377N9+3YuX77Mxo0b+frrrzPt78H2s4r/wVuRWXFwcMDS0pKtW7dy5coVtm/fbhyhptfrqV+/Pq6urowdO9Z4O2716tWZRomZonXr1uj1esaMGcOFCxc4cOAAEyZMyHTrr379+iQkJPDDDz/g7e1t/LxHjx78+OOPfPXVV0RHR7N27VoWL15MmTJlgPSf37x58zh48CARERFMmzbtqWITIqdJMSSEeMTDf6U/7q92jUbD5MmT+fPPP2nVqhWjRo3i3XffpXr16pw5c4YdO3bw888/ExgYCEC9evVo0aIFAQEBGAyGp47hQaVKleKLL77gl19+oVWrVkyfPp3BgwfTqVMnAKZMmZJlXFm13aNHD2bNmkVISEi2sT3Mw8MDf39/Jk2aRJs2bQgNDSUoKIj4+HiuXbv2SPvZxf8kJUuWJCgoiK+++gpvb28WL17M2LFj0Wq1nDlzBgsLCxYsWEBCQgK+vr4EBwczYMAAvLy8sj2uD7Kzs2Pp0qVcvnwZX19fRo0aha+vL0OGDDGuY2VlRfPmzXF0dMz0bFH16tWZMWMGGzduxMfHh5UrVzJlyhTjM2P9+vWjffv2DB06lP79+5uUtxDmpFHy1JoQQgghCjHpGRJCCCFEoSaP8Ashct2bb76JXq9/7HNBGo2G9evXU6FChTyIDL766is+++yzLJc3adKEWbNmmW3/AwYM4MCBA49dptFoGD58OJ07dzbb/oUojOQ2mRAi1126dOmJD0i7urrm2XDrO3fuEBcXl+VynU5n8nxAz+LmzZvcu3cvy+XOzs4UKVLEbPsXojCSYkgIIYQQhZo8MySEEEKIQk2KISGEEEIUalIMCSGEEKJQk2JICCGEEIXa/wG+bwI3jtqLpgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=3, ncols=1, sharex=True, figsize=(8,10))\n",
"sns.boxplot(data=train_df, \n",
" y='slope_of_peak_exercise_st_segment', \n",
" x='max_heart_rate_achieved', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax[0])\n",
"handles, _ = ax[0].get_legend_handles_labels()\n",
"ax[0].legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best')\n",
"ax[2].set_xlabel('Max Heart Rate Achieved [bpm]', fontsize=14)\n",
"ax[0].set_ylabel('Peak Exercise ST Segment Slope', fontsize=14)\n",
"\n",
"sns.boxplot(data=train_df, \n",
" y='thal', \n",
" x='max_heart_rate_achieved', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax[1])\n",
"handles, _ = ax[1].get_legend_handles_labels()\n",
"ax[1].legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best')\n",
"ax[1].set_ylabel('Thalium Stress Test Results ', fontsize=14)\n",
"\n",
"sns.boxplot(data=train_df, \n",
" y='chest_pain_type', \n",
" x='max_heart_rate_achieved', \n",
" hue='heart_disease_present', \n",
" palette=cat_palette,\n",
" ax=ax[2])\n",
"handles, _ = ax[2].get_legend_handles_labels()\n",
"ax[2].legend(handles, ['No Heart Disease','Heart Diseasee'], loc='best')\n",
"ax[2].set_ylabel('Chest Pain Type ', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the peak exercise ST segment slope, we see for downsloping cases that there's no overlap between interquartile ranges, so these should be easy cases to classify. There's moderate overlap between healthy and unhealthy populatons for flat and upsloping cases, so max heart rate will be less useful in separating healthy and unhealthy cases.\n",
"\n",
"From the thalium stress test boxplot, we see that the median max heart rate for people with heart disease is less than the lower quartile max heart rate for people without disease. We also see for fixed_defect cases that there is no overlap between the interquartile ranges, so these should be easy samples for classifiers to distinguish. The thalium stress test features (relative to max heart rate) are probably going to be significant factors in classifying new examples.\n",
"\n",
"From the chest pain type boxplot, we see for atypical angina and non angina cases, there's almost no overlap between the interquartile ranges. These cases will probably be easy to classify."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"X_train = pd.get_dummies(X_train, drop_first=True)\n",
"X_test = pd.get_dummies(X_test, drop_first=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Models \n",
"\n",
"Now that we've preprocessed our data and reformulated it to be suitable with sklearn's numpy framework, and explored the data to develop an intuition about the data, let's start building classifiers! "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression "
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'C': 0.1, 'penalty': 'l2'}\n",
"Total number of features: 18\n",
"Number of selected features: 18\n"
]
}
],
"source": [
"logreg = LogisticRegression()\n",
"parameters = {'penalty':['l1','l2'],\n",
" 'C':[0.001, 0.01, 0.1, 1, 10, 100, 1000]}\n",
"logreg_gs = GridSearchCV(logreg, parameters, cv=30, return_train_score=True)\n",
"logreg_gs.fit(X_train, y_train.values.reshape((y_train.size,)))\n",
"\n",
"print(\"Best CV params\", logreg_gs.best_params_)\n",
"best_lr = logreg_gs.best_estimator_\n",
"coefs = best_lr.coef_\n",
"print(\"Total number of features:\", coefs.size)\n",
"print('Number of selected features: {}'.format(np.count_nonzero(coefs)))"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = logreg_gs\n",
"logreg_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'C': grid_clf.cv_results_['param_C'], \n",
" 'penalty': grid_clf.cv_results_['param_penalty']} "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_param_map(x_var_='penalty', y_var_='C', map_df_=pd.DataFrame(logreg_grid_dict))"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_df = pd.DataFrame(logreg_grid_dict)\n",
"x_var = map_df[map_df['penalty'] == 'l1']['C']\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l1']['mean_train_score'], label='L1 Train')\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l1']['mean_test_score'], label='L1 Test')\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l2']['mean_train_score'], label='L2 Train')\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l2']['mean_test_score'], label='L2 Test')\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Model Accuracy as a function of C and Regularization Type', fontsize=16)\n",
"ax.set_xlabel('C (Inverse Regularization Strength)', fontsize=14)\n",
"ax.set_ylabel('Accuracy', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 85.000%\n",
"Best parameter(s): {'C': 0.1, 'penalty': 'l2'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(logreg_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(logreg_gs.best_params_))"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=logreg_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Logistic Regression Observations \n",
"From the plot and printout above, we see that the highest accuracy is achieved when the parameter $C$ is set to $0.1$ and the penalty parameter is set to 'l2' (aka **Ridge Regression**). However, accuracy is a measure of how well **all** cases were classified, and the 2 different kinds of misclassifications (labeling a healthy person as unhealthy, and labeling an unhealthy person as healthy) are not equally bad. It's definitely worse to label someone as healthy if they actually have heart disease, as their heart disease would go untreated, and they may continue with an unhealthy diet or pursue dangerous activity levels. In terms of classification metrics, that kind of prediction mistake is a **False Negative**. The alternative mistake (a **False Positive**) is to label someone as unhealthy when they are actually healthy, which would lead to someone unnecessarily changing their diet and lifestyle, which would be unpleasant, but not potentially lethal, as in the other case. From the **confusion matrices** above, we see that the most 'accurate' model tends to make the worse kind of mistake.\n",
"\n",
"We should try to build a model again, but we should use a scoring metric that takes the cost of mistakes into account. "
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'C': 1, 'penalty': 'l1'}\n",
"Total number of features: 18\n",
"Number of selected features: 16\n",
"Average Accuracy of the best model: 0.7962962962962962\n"
]
}
],
"source": [
"logreg = LogisticRegression()\n",
"parameters = {'penalty':['l1','l2'],\n",
" 'C':[0.001, 0.01, 0.1, 1, 10, 100, 1000]}\n",
"logreg_gs = GridSearchCV(logreg, parameters, cv=30, return_train_score=True, scoring='recall')\n",
"logreg_gs.fit(X_train, y_train.values.reshape((y_train.size,)))\n",
"\n",
"print(\"Best CV params\", logreg_gs.best_params_)\n",
"best_lr = logreg_gs.best_estimator_\n",
"coefs = best_lr.coef_\n",
"print('Total number of features: {}'.format(coefs.size))\n",
"print('Number of selected features: {}'.format(np.count_nonzero(coefs)))\n",
"print('Average Accuracy of the best model: {}'.format(logreg_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This time, the number of significant features is less than the total number of features, so I'll recursively eliminate unimportant features."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[False True False True True False True True True True True True\n",
" True False False True True True]\n",
"[3 1 4 1 1 2 1 1 1 1 1 1 1 5 6 1 1 1]\n"
]
}
],
"source": [
"logreg = LogisticRegression(C=1, penalty='l1')\n",
"logreg_rfe = RFE(logreg, 13)\n",
"logreg_rfe.fit(X_train, y_train.values.reshape((len(y_train), )))\n",
"print(logreg_rfe.support_)\n",
"print(logreg_rfe.ranking_)"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['num_major_vessels',\n",
" 'oldpeak_eq_st_depression',\n",
" 'age',\n",
" 'slope_of_peak_exercise_st_segment_flat',\n",
" 'slope_of_peak_exercise_st_segment_upsloping',\n",
" 'thal_normal',\n",
" 'thal_reversible_defect',\n",
" 'chest_pain_type_atypical_angina',\n",
" 'chest_pain_type_non_angina',\n",
" 'chest_pain_type_typical_angina',\n",
" 'resting_ekg_results_2',\n",
" 'sex_male',\n",
" 'exercise_induced_angina_true']"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.loc[:,logreg_rfe.support_].columns.tolist()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'C': 0.1, 'penalty': 'l2'}\n",
"Total number of features: 13\n",
"Number of selected features: 13\n",
"Average Accuracy of the best model: 0.7953703703703703\n"
]
}
],
"source": [
"logreg = LogisticRegression()\n",
"parameters = {'penalty':['l1','l2'],\n",
" 'C':[0.001, 0.01, 0.1, 1, 10, 100, 1000]}\n",
"logreg_gs = GridSearchCV(logreg, parameters, cv=30, return_train_score=True, scoring='recall')\n",
"logreg_gs.fit(X_train.loc[:,logreg_rfe.support_], y_train.values.reshape((y_train.size,)))\n",
"\n",
"print(\"Best CV params\", logreg_gs.best_params_)\n",
"best_lr = logreg_gs.best_estimator_\n",
"coefs = best_lr.coef_\n",
"print('Total number of features: {}'.format(coefs.size))\n",
"print('Number of selected features: {}'.format(np.count_nonzero(coefs)))\n",
"print('Average Accuracy of the best model: {}'.format(logreg_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ok, so we can see that the l1 logistic regression (aka **Lasso Regression**) was smart enough to assign 0 importance to features below the significance threshold. "
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = logreg_gs\n",
"logreg_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'C': grid_clf.cv_results_['param_C'], \n",
" 'penalty': grid_clf.cv_results_['param_penalty']} "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_param_map(x_var_='penalty', y_var_='C', map_df_=pd.DataFrame(logreg_grid_dict))"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_df = pd.DataFrame(logreg_grid_dict)\n",
"x_var = map_df[map_df['penalty'] == 'l1']['C']\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l1']['mean_train_score'], label='L1 Train', linewidth=3)\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l1']['mean_test_score'], label='L1 Test', linewidth=3)\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l2']['mean_train_score'], label='L2 Train', linewidth=3)\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l2']['mean_test_score'], label='L2 Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Model Recall Score as a function of C and Regularization Type', fontsize=16)\n",
"ax.set_xlabel('C (Inverse Regularization Strength)', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 79.537%\n",
"Best parameter(s): {'C': 0.1, 'penalty': 'l2'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(logreg_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(logreg_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices directly below as well as the confusion matrices a bit further up were made by fitting classifiers with 30 different slices of the data and generating a confusion matrix for each data slice. The confusion matrices below used a classifier with parameters {$C = 1$, penalty $= \\text{L2}$}, only used the 13 features that the recursive feature elimination found to be significant, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.30$ unhealthy people as being healthy, which is slightly better than the above model, which labeled $3.67$ unhealthy people as healthy, and this model labeled $1.93$ healthy people as unhealthy while the above model labeled $1.97$ healthy people as unhealthy.\n",
"\n",
"This is an improvement."
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=logreg_gs.best_estimator_, \n",
" X_train_=X_train.loc[:,logreg_rfe.support_],\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Normalizing Feature Values (Pipeline Example)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the previous models, I didn't normalize the data to a consistent scale. This means features that had a very small unit size may have a high nominal value, which can mislead some learning algorithms into overestimating the significance of that feature. In this model, I'll try scaling the features and I'll revert to using the full set of training features. "
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'logreg__C': 0.0001, 'logreg__penalty': 'l2'}\n",
"Average Accuracy of the best model: 0.798148148148148\n"
]
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('logreg', LogisticRegression())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = {'logreg__penalty':['l1','l2'],\n",
" 'logreg__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000]}\n",
"logreg_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall')\n",
"logreg_gs.fit(X_train, y_train.values.reshape((y_train.size,)))\n",
"\n",
"print(\"Best CV params\", logreg_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(logreg_gs.best_score_))"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = logreg_gs\n",
"logreg_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'C': grid_clf.cv_results_['param_logreg__C'], \n",
" 'penalty': grid_clf.cv_results_['param_logreg__penalty']} "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_param_map(x_var_='penalty', y_var_='C', map_df_=pd.DataFrame(logreg_grid_dict))"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"map_df = pd.DataFrame(logreg_grid_dict)\n",
"x_var = map_df[map_df['penalty'] == 'l1']['C']\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l1']['mean_train_score'], label='L1 Train')\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l1']['mean_test_score'], label='L1 Test')\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l2']['mean_train_score'], label='L2 Train')\n",
"ax.semilogx(x_var, map_df[map_df['penalty'] == 'l2']['mean_test_score'], label='L2 Test')\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Model Recall Score as a function of C and Regularization Type', fontsize=16)\n",
"ax.set_xlabel('C (Inverse Regularization Strength)', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 79.815%\n",
"Best parameter(s): {'logreg__C': 0.0001, 'logreg__penalty': 'l2'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(logreg_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(logreg_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below used a classifier with parameters {$C = 0.0001$, penalty $= \\text{L2}$}, used normalized data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.17$ unhealthy people as being healthy, which is slightly better than both of the above models, which labeled $3.67$ and $3.30$ unhealthy people as healthy, but this model labeled $4.00$ healthy people as unhealthy which is more than both of the previous models.\n",
"\n",
"Considering the differing costs of mistakes, I'd say this is yet another improvement."
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=logreg_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Support Vector Classifiers \n",
"\n",
"Support Vector classifiers are another linear classifier (ie another classifier which uses a linear combination of feature weights), except SVCs are able to produce a much more sophisticated decision boundary. This time, I'll start off using a pipeline and normalizing features."
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 135 candidates, totalling 4050 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.4s\n",
"[Parallel(n_jobs=-1)]: Done 308 tasks | elapsed: 6.2s\n",
"[Parallel(n_jobs=-1)]: Done 2276 tasks | elapsed: 9.9s\n",
"[Parallel(n_jobs=-1)]: Done 4050 out of 4050 | elapsed: 13.5s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('svm', SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape='ovr', degree=3, gamma='auto', kernel='rbf',\n",
" max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'svm__kernel': ['rbf', 'poly', 'sigmoid'], 'svm__C': [0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000, 10000], 'svm__gamma': [0.001, 0.005, 0.01, 0.05, 0.1]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('svm', SVC())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'svm__kernel':['rbf', 'poly', 'sigmoid'],\n",
" 'svm__C':[0.0001, 0.001, 0.01, 0.1, 1, 10, 100, 1000, 10000], \n",
" 'svm__gamma':[0.001, 0.005, 0.01, 0.05, 0.1]}]\n",
"svm_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"svm_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'svm__C': 100, 'svm__gamma': 0.01, 'svm__kernel': 'rbf'}\n",
"Average Accuracy of the best model: 0.7953703703703703\n"
]
}
],
"source": [
"print(\"Best CV params\", svm_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(svm_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the 'rbf' kernel (Radial Basis Function) and hyperparamaters $C = 100$ and $\\gamma \\text{ (gamma)} = 0.01$ "
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = svm_gs\n",
"svm_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'kernel': grid_clf.cv_results_['param_svm__kernel'],\n",
" 'C': grid_clf.cv_results_['param_svm__C'], \n",
" 'gamma': grid_clf.cv_results_['param_svm__gamma']} \n",
"\n",
"map_df = pd.DataFrame(svm_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_param_map(x_var_='gamma', y_var_='C', map_df_=map_df[map_df['kernel'] == 'rbf'])"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Sigmoid SVC results\n",
"train_test_param_map(x_var_='gamma', y_var_='C', map_df_=map_df[map_df['kernel'] == 'sigmoid'])"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Polynomial SVC results\n",
"train_test_param_map(x_var_='gamma', y_var_='C', map_df_=map_df[map_df['kernel'] == 'poly'])"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df[map_df['kernel'] == 'rbf']\n",
"x_var = x_var[x_var['gamma'] == 0.005]['C']\n",
"rbf = map_df[map_df['kernel'] == 'rbf']\n",
"rbf = rbf[rbf['gamma'] == 0.005]\n",
"poly = map_df[map_df['kernel'] == 'poly']\n",
"poly = poly[poly['gamma'] == 0.005]\n",
"sigmoid = map_df[map_df['kernel'] == 'sigmoid']\n",
"sigmoid = sigmoid[sigmoid['gamma'] == 0.005]\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.semilogx(x_var, rbf['mean_train_score'], label='rbf Train', linewidth=3)\n",
"ax.semilogx(x_var, rbf['mean_test_score'], label='rbf Test', linewidth=3)\n",
"ax.semilogx(x_var, poly['mean_train_score'], label='poly Train', linewidth=3)\n",
"ax.semilogx(x_var, poly['mean_test_score'], label='poly Test', linewidth=3)\n",
"ax.semilogx(x_var, sigmoid['mean_train_score'], label='sigmoid Train', linewidth=3)\n",
"ax.semilogx(x_var, sigmoid['mean_test_score'], label='sigmoid Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Model Recall Score as a function of C and Regularization Type (for gamma = 0.005)', fontsize=16)\n",
"ax.set_xlabel('C (Inverse Regularization Strength)', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 79.537%\n",
"Best parameter(s): {'svm__C': 100, 'svm__gamma': 0.01, 'svm__kernel': 'rbf'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(svm_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(svm_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below used a **Support Vector Classifier** with parameters {$C = 100$, kernel $= \\text{rbf}$, and $\\gamma = 0.01$}, used normalized data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.97$ unhealthy people as being healthy, which is slightly worse than the best logistic regression classifier above, and this model labeled $4.17$ healthy people as unhealthy which is slightly worse than the best logistic regression model.\n",
"\n",
"This is a not an improvement on our best model."
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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K1ahRA8bGxvna9927d5Geno6hQ4cK3eMlS5bE69evc1x/1apVMDc3l7r2pUqVKhgyZAjOnTuHli1bAgA0NTWxfv16FCtWDEDWmc/8jMHX0NCAi4sLTp48icGDBwP439AGZ2dnHDhwQFg3OjoaBgYGmDZtGurVqwcAsLGxwYULFxAWFoa+ffuiQYMG0NbWRrly5WBmZia8NjMzE3PmzEHp0qUBZJ0N+1L//v1x5MgRzJ07F3369MH169cRHByc6/CHpKQk3L9/H3379hWWVatWDWXLlsXr16+l9i0WizF69GjY29sDyCpQMjIyMHv2bGGZtbU1bty4kecZtJSUFCxbtgwNGzYUjsnT0xPh4eFCUZZdhw4dMGLECABA06ZNcezYMZw/fx4ODg7Yt28f3rx5g6NHjwr/F2rVqoXu3bvn2gaJRAJ/f3/07t1b2G7z5s3RuXNnqTOv8fHx8Pb2RteuXQEAVlZWiIiIwKFDh3J9r65fv44mTZpg6dKl0NDIOjdkZmYGGxsbXL16VWpYoampKXx9fREVFYXKlSvn2t7CpJCMTiAlYTbljdmk2Gzavn07nj9/jkOHDqFmzZoAAFtbW7Rq1QpbtmyBh4cHrl+/joYNG6JTp04AsnJKR0cHOjo60NXVFYYf1qtXT/idze5rubV27Vo0bdpUOIlmb2+P5ORkBAcH5/qzOXv2LB49eoQdO3YIx1OzZk1069ZNWOfp06eoWbMmVq5cKfT+NWvWDCdPnkRYWBhatmwpvNbIyEj4PX3z5g1GjBiBfv36AcjKrvj4eCxatAipqakoUaKEsA9TU1NcuXIFw4cPz7WthZU65hF7lPIhOTkZZ86cQZs2bZCYmIjExETY2NhAR0dH+GBs3rw5SpcuLZy5Cw8PR0REBH755RcAWR9STZs2FYIIAJydnaGllXutqqmpCQDCGZKvuXbtGurWrSsEEQAUK1YMLi4uMn8om5ubC99XqlQJAKSGFhSUqakpihUrhh49emDx4sUICwuDk5OT1PCHz1JSUvDgwQMhDD/7/B5++YFubGwsBNHntuZ3NqU2bdrgzp07wrCs48ePo2nTpihTpozUepUqVUJQUBDq1q2L58+f4/z581i/fj1iY2ORlpaW5z7Kli0rBFFORCIR5s2bh+fPn2POnDkYOHCgMGwhJ2/evEFmZma+/0j/8metra2NgIAA2NvbIzIyEiEhIdi8eTOePHmS53FoamoKYQNkvR8SiSTP34cvA1kkEqFChQrCzyUsLEwm4ExNTVG1atVctxcREYH379/DwcFBarmLi4vU4+XLl6Nr1654+/Yt/vnnHwQHB+P69et5Hp+joyMCAgKQkZGB8PBwHD9+HBs3boRIJJKZ5c7IyAgSiQSRkZG5bq/wEcn5i1QFs+nrmE05+1HZFBYWhho1aqBatWrIzMxEZmYmihcvDktLS4SGhgLIuk7r0qVLGDBgAIKCgvDy5UuMHj0alpaWeW77S3nlVlpaGu7cuSM17A2ATI9ddjdv3kSpUqWk8s3ExETqhICpqSm2bt0KPT09PHnyBKdOnYKPjw/S09Pz/JlMmTIFw4YNQ1xcHK5du4Zdu3bh7NmzACDzOiMjIxXLoC+pXx6xUMqHo0ePIjU1FatWrYK1tTWsra3RokULfPz4Efv370dGRga0tLTQtm1bIYyOHj2K6tWrC/+R379/j7Jly0ptV0NDI8+LUUuXLo2SJUsiKioq13Xi4uKQkZEBAEhISMjxYkdDQ0OZGXG+PGv0+Sz7lzPMFFS1atXw559/wtjYGMHBwRgwYAAcHR1x6tQpmXUTExMhkUhybGvZsmWl2pr97JZIJMp3O21sbFC6dGmhDcePH0f79u1zXHfXrl1wcHBAu3btMG3aNPz7778oXrz4V/eV/Weakzp16sDExAQSiQSOjo55rpuYmAiRSCR1dikvhoaGUo9Pnz4NFxcXODs7Y/z48bh8+TJ0dHTyPI7sQ2fy8/uQvX0aGhrCH005/a4DyPNC3ISEBIhEIpk/FMqXLy/1+MaNG+jUqRMcHR0xatQonDhx4qvHJxaLMW/ePFhbW6N79+5YsWKFcH1C9td9Pq6vzSBFVBgwm76O2ZS7H5FN8fHxePLkCUxNTYWvhg0b4ty5c4iJiQEAuLm5YdKkSXj//j0WLFgAFxcXDBgwQGqI29fklVsfPnyAWCyWeQ8MDQ3zfN8SEhJkMgiQzaF169bB1tYWv/zyCxYsWIAXL15IFc05efLkCfr06QM7OzsMHToUe/bsEV6TvU06OjrCMEVSPg69y4f9+/fD3Nwc48ePl/qFfvToEebMmYPTp0+jbdu2+OWXX7Bz505ERkZKDW0AgAoVKiAuLk5quxKJBPHx8Xnu297eHleuXBECLztvb288f/4cx48fR+nSpXOcpjMmJkYuswNlP3uY/SyfhYUF1q1bh0+fPiE0NBT+/v4YM2aMcNbkM319fYhEIuFDM3tbc/qg+hYaGhpo3bo1Tpw4AQcHBzx+/FimhwLIOgM2ffp0eHp6om/fvsL+e/bsKZd2HDhwALdv30a9evUwa9Ys7Nu3L9cPVQMDA0gkkm/6kHz+/DnGjBmDbt26wdPTExUqVAAAjBkzBk+ePPmuYyiIChUqIDw8XGZ5XFwcatWqleNrPh939hnnvvz/kZSUhOHDh8PKygq+vr5Cj9WSJUty3N9na9euxd9//40lS5bA0dEROjo6+PjxY47DZD4XUPL4/6Io6jjUgfKH2ZSF2fRtfkQ26enpoUGDBpg3b55MAfC5uBGJRHB1dYWrqyvevHmDU6dOYfXq1Zg6darMxCPfwtDQEFpaWjK/13FxcXleo2RgYCDzGiDrZMJn+/btw6pVqzBr1ix06NBB6InNa6p6iUSC4cOHo2zZsjh8+LAwTHbbtm0ICQmRWT8hIUGlMuhL6phH7FH6iqioKFy7dg2dO3eGlZWVcNbO2toav/76KwwNDYU/uKytrVGpUiX4+/vj+fPnwtCGz8+FhYUhOTlZWHb+/HnhjFtuXF1dERMTIzWjymdXrlxBSEiIMCOZpaUlHj9+jIiICGGdtLQ0nDp1qkBd2jnR09OTOtuTmpoqdTO4Xbt2wdnZWehmb9myJUaPHo3MzExheMFnJUuWRIMGDWQuML548SISExPRpEmT72rrl9q0aYNr165h586daNq0aY4fPrdv34aGhgaGDx8uBFF0dLTMhf6fh5sURFxcHBYsWICePXtizZo1ePnyZY4/y88qVqwIDQ0NmQupP58ty8u9e/eQkZGBoUOHCkVSSkoKrl+/XuB2fw9ra2s8evRIaujAw4cPZWZ5+lKtWrVQoUIFmWlzz58/L3wfERGBDx8+YMCAAUKRJBaLERISIhXI2d+r27dvo2HDhmjTpo1wFvjChQsAZM/kRUdHQyQSqcz1SVR0MZuyMJsKVzZZWlri1atXMDIykupV2rRpk1CYDh48GAsXLgSQNWSuX79+aN26tdBDqaGh8V29iBoaGrCwsBBmTPwsp17EL9nY2CAxMVGY4ALIuibpy+y6desWKleujF69eglF0r179xAXF5drDsXFxeHFixfo1auX1H2s8sohIyOj/B4u/WAslL5i79690NDQQJs2bWSe09DQQIcOHRAaGir8B2/fvj127tyJn376Seo/RP/+/SESiTBs2DCcO3cOu3fvxtSpUyESifL8I9jKygqDBw+Gn58fRo8ejVOnTuHy5ctYtWoV3N3d0aRJE2E2nm7duqFy5coYNmwYDh48iLNnz2Lo0KGIjY0t8J2+s3N0dMSePXuwb98+XLhwAe7u7lLttra2FqbVDAkJwdmzZ7F06VJUq1ZNuAD3SyNHjsSdO3cwduxYXLx4ETt27MD48ePRpEmTrw4B+JovP3Ts7Oygq6uLzZs35zo+uVGjRsLwrLCwMOzbt0+YBerLMef6+vr4999/ce3atXzvf+7cuRCJRPDy8kL16tUxZMgQbNy4Ef/991+Ory1ZsiTMzMxw69YtqeWlSpVCdHQ0Ll++jISEhBxfa2JiAg0NDSxZsgT//PMPjhw5AldXV8TGxuZ77Lw8dOrUCUZGRnBzc8OJEydw5MgRjBgxAhoaGnn+ro8aNQoHDhzA4sWLERISgqlTp0rdRb527drQ1dWFr68vLl++jNOnT2Po0KF4+PCh1Bjv7O9Vo0aNcOvWLQQHB+Pq1asICAjApEmToKGhIfO+3Lp1C7Vr10bFihXl/8b8IOo4HSt9HbMpC7OpcGVT9+7dUbp0aQwcOBBHjx5FaGgoRo8ejWPHjgnvt6WlJbZt24aAgACEhYVh27ZtOHbsmPC7/PmeVmfPnpUqrgvCw8MDYWFhmDZtGkJCQrBmzRphIofcepXs7e1hZWWFcePGYf/+/Thx4gRGjBghNcyvUaNGiIqKgq+vL65evYq//voLbm5uMnmir6+P69ev486dOzA0NISRkRH+/PNPnD9/HhcvXoSXl5dwIjD7bTBu374tTMikatQxj1gofcXBgwfRpEmTXK+v6NixI8RiMXbv3i31+MszdkBWl25gYCAkEglGjx6NdevWYfLkyZBIJChZsmSebRg/fjyWL1+O+Ph4zJgxA56enjh9+jQ8PT3h7+8vdJXr6uoiODgY5ubmmDNnDry8vKClpYXg4OCvzhCU/YMj++NJkybBxsYGs2bNwuTJk9GsWTN06dJFeL5mzZrw8/NDXFwcRo8ejfHjx6N8+fIICAgQznZ9uc1WrVrB19cXL168gKenJ9asWYOOHTvC399far1vueHYl6/R0tJCq1atAMhODPB5vWbNmsHb2xvnzp3DsGHD4Ofnh3bt2sHDwwMPHjwQLvh3d3fHixcvMHToUOFMZE7t+7zs3LlzOHr0KMaPHy9cVOvu7g4jIyNMmTIl1zNmLi4uMt3xvXv3hqGhIdzd3XPsqgeyfgaLFy/Gw4cP4ebmhmXLlqFRo0aYMWMGoqKihHt8ZL+RW17HkNPj3Nb/vFxLSwsBAQGoXLkyJk6ciIULF2LAgAGoWLFinr/rPXr0wOzZs4Xf7djYWKlZf/T09LBmzRokJibCw8MDc+fOhaGhIVatWgWxWIw7d+7k+F65ubmha9eu8PX1hbu7Ow4fPoxp06bBzs5OJvRDQkJy/MOzMFPHYKKvYzZlYTYVrmzS09NDcHAwateujZkzZ8LDwwNv3rzB2rVrhcl6hg8fjmHDhmH79u0YMmQI/P39MWjQIHh6egLImu2uS5cu2LhxI5YsWSK0vSC5ZWtri8WLF+PatWsYPnw4Ll26JEx9rqurm+PxAYCfn59wr6pZs2ahW7duUr+j3bp1w5AhQ7Bjxw4MGzYM27Ztw5AhQ9CjRw/cvn1bWG/UqFG4cuUKhg4dCrFYDB8fH5QsWRJjxozB5MmT8enTJ+H2F1/e/yk8PBxxcXFS07CrEnXMI5Hke/o3Kd9u3bqF1NRU2NraCsuePn2K9u3bw8/PT/jAJEpKSoKTkxNWrVol9fuiKh4+fIhXr17ByclJWJaUlAQ7OztMnDhRanrZwuT+/fvo06cPTp8+LTNJRmHmsi7n+4x8q5PuuQ+/IfXDbKL8UqVsOn36NKpXry5Mqw4AO3bswOzZs3HlyhWpWR4Lk7lz5+LNmzd53uy5MFPHPOJkDgry4sULTJ48GV5eXmjUqBHevXuH9evXo3bt2irbxUo/hp6eHoYMGYJNmzYV+jDKSUJCAjw8PODm5gZ7e3skJiZi8+bN0NPTy3Vmp8IgMDAQ/fv3V6kiCUBhmUGVVBSzifJLlbLp7NmzuHTpEry8vFC5cmU8fvwYK1asQKdOnQptkfT+/XscOnQIQUFBym7Kt1PDPGKPkgIFBQVhx44diIyMhK6uLpo3b45x48bJTD1JlJmZiV9//RXjxo2DjY2NsptTYIcOHcKmTZvw9OlTaGtrw9raGl5eXsht1jtlCw8Ph5eXF/bu3Ssz7Wxh12a9p1y3d8LNV67bo8KP2UT5pSrZlJqaimXLluH06dOIjY1FhQoV0LFjR3h6euZ5jzBlWrBgAfT19YWbrqsRv+byAAAgAElEQVQidcwjFkpERCpMHYOJiIhUjzrmUeEsq4mIKF/U8b4VRESketQxj1S+UDJf+quym0Bq6MQIP2U3gdRYRR353LiSChfmEf0oZ0Z9/41YiXJiqF1K2U0o1FS+UCIiKsoKyxSqRERUtKljHrFQIiJSZeo41oGIiFSPGuYRbzhLRERERESUDXuUiIhUmPqdvyMiIlWkjnnEQomISIWp45hwIiJSPeqYRxx6R0RERERElA17lIiIVJgaXjtLREQqSB3ziIUSEZFKU8NkIiIiFaR+ecShd0RERERERNmwR4mISIWJ1HGsAxERqRx1zCP2KBEREREREWXDHiUiIhWmfufviIhIFaljHrFQIiJSYeo41IGIiFSPOuYRh94RERERERFlw0KJiIiIiIgoGw69IyJSYSK1HBVORESqRh3ziD1KRERERERE2bBHiYhIhanjxbNERKR61DGP2KNERERERESUDXuUiIhUmPqdvyMiIlWkjnnEQomISJWp4VAHIiJSQWqYR0obehcTEwM/Pz9MnDgRsbGxOHLkCMLDw5XVHCIiKqKYR0RElBOlFEp3795F27ZtERoaisOHDyMlJQVhYWHo1asXLl26pIwmERGpJJGcv4oa5hERkXyoYx4ppVBauHAhhg0bhqCgIBQrVgwAMHPmTAwbNgzLli1TRpOIiFSSSCSS61dRwzwiIpIPdcwjpRRK9+/fR/v27WWWd+7cGREREUpoERERFUXMIyIiyo1SCiVDQ0M8efJEZvn169dRoUIFJbSIiEhVqeNgB8VhHhERyYv65ZFSZr0bOnQopk2bhqFDh0IikSAkJARRUVEICgrCuHHjlNEkIiIqgphHRESUG6UUSr1790b58uUREBAAHR0dLFu2DLVq1cK8efPQoUMHZTSJiEglFZJh3CqLeUREJB/qmEdKu4+Sk5MTnJyclLV7IiK1ICokwxNUGfOIiOj7qWMeKeUapZSUFKxYsUK4UHbSpElo3Lgx+vXrhzdv3iijSUREVAQxj4iIKDdKKZTmzJmDkydPQiKR4PDhwzhy5Ahmz54NAwMDzJo1SxlNIiJSSSI5/ytqmEdERPKhjnmklKF3Z86cQWBgIOrUqYNVq1ahRYsW6NSpExo2bIju3bsro0lERKqpcGSJymIeERHJiRrmkVJ6lDIyMqCnp4f09HSEhITAwcEBAPDp0ydoa2sro0lERFQEMY+IiCg3SulRatKkCRYuXAh9fX2kp6fD2dkZDx48wOzZs2FnZ6eMJhERqaTCMjxBVTGPiIjkQx3zSGnXKEkkEoSHh2PFihUoU6YMjh8/jvLly2PatGnKaBIRkUoSieT7VdQwj4iI5EMd80gpPUqVKlWCn5+f1LIxY8YooylERFSEMY+IiCg3SimUxGIxTpw4gcePHyMzMxMAIJFIkJaWhgcPHiAwMFAZzSIiUjnqONRBkZhHRETyoY55pJRCafbs2dizZw9MTExw584dWFhY4MWLF4iJiUHfvn2V0SQiIiqCmEdERJQbpVyjdOzYMSxduhTbt29H9erVMXPmTJw7dw4///wzUlNTldEkIiLVpI6DwhWIeUREJCdqmEdKKZSSkpLQqFEjAED9+vVx+/ZtaGpqws3NDRcuXFBGk4iIVJJIzl9FDfOIiEg+1DGPlFIoVa9eHffu3QMA1KtXD3fu3AGQNVY8KSlJGU0iIqIiiHlERES5Uco1SoMHD4aXlxfmz5+PDh06oGvXrhCJRLh16xYsLS2V0SQiIpWkjhfPKhLziIhIPtQxj5RSKHXv3h01a9aEjo4O6tSpA19fX+zatQvm5uYYOXKkMppERKSSFD2Me8OGDThz5gzS09PRp08fWFtbw9vbGxoaGqhXrx5mzJih2AZ9J+YREZF8FJLLiuRKKYUSAFhaWkIsFuPly5ewtbWFjY0NtLW1ldUcIiL6irCwMNy8eRPbt29HSkoKNm3ahAULFuCPP/6AlZUVZsyYgVOnTsHZ2VnZTS0Q5hEREeVEKdcopaenY9GiRTA3N0fbtm0RFRWF8ePHw8vLCykpKcpoEhGRilLc5bOXLl1C/fr14eHhgeHDh6Nly5a4f/8+rKysAACOjo4IDQ2V+xH+SMwjIiJ5Ub/pHJRSKK1evRqXLl3Cpk2bULx4cQBA//79cf/+fSxcuFAZTSIioq94//49/v33X6xevRozZ87EuHHjIBaLhed1dXWRmJioxBYWHPOIiIhyo5RC6fDhw5g5cyasra2FZVZWVpg/fz5OnjypjCYREakkkUgk16+8GBgYwMHBAVpaWqhVqxaKFy8uNTNccnIySpUq9aMPWa6YR0RE8qHIPFIUpRRK79+/h6GhoczyEiVK4OPHj0poERGRalLkQAdLS0tcvHgRABAdHY3U1FQ0a9YMYWFhAIALFy6o3ExxzCMiIvlQv4F3SiqUbG1tsXHjRkgkEmFZYmIili9fjmbNmimjSURE9BUtW7ZEgwYN0KNHD3h4eGDmzJnw9vaGj48Pfv31V2RkZKBdu3bKbmaBMI+IiCg3Spn1bsaMGfD09IStrS0+ffoENzc3REVFoWrVqli3bp0ymkREpJIUPTxh3LhxMsu2bNmi0DbIE/OIiEg+CstwOXlSSqFUsWJF/P333wgNDUVERAQyMjJQq1YtNG/eHBoaSunkIiKiIoh5REREuVHafZSSkpLQpEkT2Nra4uHDh7hw4QK0tbU51IGIiBSKeURERDlRyumyc+fOwcHBAdevX8fLly/Rt29f7Nq1C+7u7ti+fbsymkREpJJEcv5X1DCPiIjkQx3zSCmF0ooVK+Dm5gZbW1v8/fffKFeuHI4dO4alS5ciICBAGU0iIlJJ6jgdqyIxj4iI5EMd80gphdLTp0/RuXNniEQinDlzBs7OzhCJRGjQoAHevn2rjCYREVERxDwiIqLcKKVQqlChAsLDwxEeHo5Hjx6hZcuWAIBLly6hSpUqymgSEZFKUsf7VigS84iISD7UMY+UMpnDwIEDMXLkSGhoaMDW1haWlpZYu3Yt1q5di4ULFyqjSUREVAQxj4iIKDdKKZT69u0LCwsLvH79Gs2bNwcA2NnZwcnJCcbGxspoEhGRaiok47hVFfOIiEhOlJBHt2/fxtKlS7FlyxY8ePAAc+fOhaamJrS1tbF48WKULVtWav2uXbtCX18fAFC1alXMnz8/z+0rrFASi8XCPSnEYjGMjY2FEBKLxTAzM5NZj4iI8sYyqeCYR0RE8qfoPPL398f+/fuhq6sLAJg/fz6mT5+On376CTt27MCGDRvg7e0trJ+WlgaRSISgoKB870NhhZKpqSkuXboEQ0NDmJiY5DmbxYMHDxTVLCIiKmKYR0REqq9GjRrw9fXFhAkTAGTNYlquXDkAQEZGBooXLy61fnh4OFJSUjB48GBkZmZi7NixMDc3z3MfCiuU/vzzT5QuXVr4vrBM+0dEpMr4WVpwzCMiIvlT9Gepi4sLIiMjhcefi6QbN25g27Zt2Lp1q9T6Ojo6GDx4MHr27Ilnz55h6NChOH78eJ4jBxRWKDVt2lT43sbGBsnJyUhOToaurq7QZUZERAVTWG7Kp0qYR0RE8lcY8ujIkSNYv349NmzYgDJlykg9V7NmTdSoUUP43sDAAO/evUPFihVz3Z5CJ3OIiYnBunXrcOrUKURHRwvLK1eujPbt22PIkCEyB0VERCRvzCMiIvWyf/9+7Ny5E1u2bEGpUqVknt+9ezcePnyIGTNmIDo6GsnJyShfvnye21RYofT8+XP069cPJUuWRK9evVC3bl3o6+sjKSkJ4eHhOHjwIA4ePIjt27fDyMhIUc0iIqIihnlERKRexGIx5s+fDyMjI3h6ekIkEqFp06YYMWIEJk6ciLFjx6JHjx7w9vZGnz59oKGhgfnz5391wh6RRCKRKOIAPD09kZaWBl9fX2hra8s8n5aWBnd3d1SuXBnz5s3L93bNl/4qz2YSAQBOjPBTdhNIjVXUkV9PxdBdc+W2LQDY2HOqXLdXGDGPSNWcGbVB2U0gNWWoLdvz8q3UMY8UNu/ptWvXMHLkyBxDCQC0tbUxcuRIhIaGKqpJREQqTyQSyfWrKGAeERHJnzrmkcKG3iUmJuZ5sRQAGBkZ4e3btwpqERGR6iscUaJamEdERPKnjnmk0BvOamnlvTtNTU1kZmYqqEWqwbJqA/j3npbr8+02jERaRhrGtxqA5rUsAABXXvyL5ee3IiohJl/7qKhviL9dF2PozjkIf/tM6rlWda3gYd8T1Qwq4fn7KKy5tAMXI25+8/FQ4SYWi7Fr63Yc2nsAb6OiUbFyJXTp3R3dfu2R62vi38fDd+kqhF4MgVgsgbllY4wcPxZGVf93bcftG7fgt9wHEY+eoFyF8ug32BUduvyiiEMiksE8ko8WdSwxv4Mn7H0GCcsaVKyFbf2khytKJEDQtUNYeWFb7tuq3QRudt1Rs6wRohPjsP3mcey4dUJqnX6WHdCrsQsq6JXBo3cvsebSDlx58a98D4oKlYz0DAT4bcTxw0fx4X08TMxMMcJrDH5q8FOurzlx5DiCNgbi1ctXqGxUGb37/4YuPbsJz9ubNc31tVPnzUT7jh3kegyk2hQ6611kZCRSUlJyfT4uLk6BrVEN96Mj0D9YulAqrqWNpZ3G4n50BGKT47G9/wKULVkKK84H401iLPpYtsOfv81C980TkPgpOc/tG5YsDd9uE6GrXULmuabVTLGk4xjsuHUCy88Fo4OJPVZ09sLvf83Av2+eyPU4qXDYvD4Af23eCtdhg2HSyBR3btyCz5IV+PTpE35z7SuzfkZGBv5wG4n09HRMnDkFIg0RNq5ehwmeY7F5dzC0tLTwLOIpJniMhX0rBwzyGIaroVewaOY86OrpooVzKyUcpXopLMMTVA3z6PuYG9XHvA6eMsvrl6+OlLSPGLZrrtRUwW+T3ue5reVdvHD4/iWsPL8NjYzqYYKTKySQYOetkwAAV+tfMLL5r1h9cTvCo5+ig0lz+Hb3xoBt03E/OkL+B0iFwspFy3DiyDF4jB2JKlWrYGfwdowc7I4te/5CxUqVZNY/cfgYZk2aDud2bTBq/Fi8fP4cvstXIzEhEf0HuwIANgYHyrzOZ+kqvHn9GrbN7X74MakzdcwjhRZKvXv3zvN5iUSilm/y90hN/yRTlIxvNQASiRiTD69BizqWqG1YFcP/ni+cWbv68h4ODF6BQU07YdXFv3LdtlNda3i3/h3amsVyfH6YXXeEPr+DJWeDAAChz+/AqFR5DLbpgrH7l8nnAKnQkEgk2LV1O377vR/6DR4AAGjS1BLv495jx5/BORZKxw4cQeSLV9i6fwfKV6wAAKhUuTImjvgDEY+eoH6DnxC8aQsqVTHC9AWzAQBN7WwQH/cef27YxEJJLviZ+S2YR99GS0MT/Sw7wMO+J1LSPqKYpvSfEfXK1cDjmFe49yb/xcvPJs3xJiEG049lTaIT9vIe6hhWRU9zZ6FQ6mfZAdtvnkDQtUPCOlbVTNDdrDXun2ShpI6Sk5JwaO8BDB87QugRMmvSGO0dnHHs4FG4Dh0o85otAX/CzMIcsxZnTSrQ1M4Gmlpa8FmyEp17dEWp0qVg0shU6jXnT5/D3Vu34RPgB4MyBj/+wNSa+n1mKqxQOn36tKJ2pdZqG1ZB78ZtMO9UAD58TEKNMpUglogR9uKesE6GOBP/vnkCu1rmuRZKetolsLjjaOy+cxqXnt7Cqi7jpZ7X1iyGxkb1sfC09JmXc4+vwcO+l/wPjJQuKTEJ7Tp2gKNTS6nl1WtWR/z7eHz6+BHFdXSknrt09jya2jcTiiQAqPtTPew+eVB4fOPKVbT5pb3U65q3csTJI8cRGxMLw3KGcj8Worwwj75d81qNMbBpJyw7txVlSpZCf0vpYUr1y1fHo3fPC7RNbc1iSEn/KLXsw8dElNbREx4P2zkXCR+lR0hkZGZA+ytDKEl16ZQogY3bAlH5iyn6NTU1IYII6WlpOb7m5fMXGDDkd6ll5k0a4+PHj7h57QZatG4p9Vx6ejp8lqyAc/s2sLBqIu9DIDWgsE+YKlWqKGpXam1k8954/j4Ke++eBQC8SYyFhkgD5fXK4G3S/4aKVC1dAUalcr+J1seMNHTZ5IVXH6JhWbWBzPNVDSpAU0MDL+KjpZa/+vAWxbW0UUnfEG8SY+V0VFQY6JfSx2hvL5nlIecvonzFCjJFEgA8efQEbX5ph83rArBv1x4kJSTC0sYaf0ydgIqVKuJj6kfEvItBlWpVpV5nVLUKJBIJXj5/wULpO7HTo+CYR9/u3zdP0GHjKCSnpcLNtrvM8/XKV0NaZjp29F+A2oZVEZUYgw2he3Do/sVct7nnzhm0N7bHbxZtceDeBTSsVAcdTVvg79unhHWexr0Wvi+na4B+lh1Q1aAiZp3gtNnqSlNTE/V+qg8gq4c3KvI1/NdugEhDA+1yuY6oQqWKiH4j/XfL61eRAIA3r1/LrL9nx9+IeRcDz7Ej5dz6okkd84inYlRIldLl4VjHErOO/y8YQp7exoePiZj/8wjMPemP9ykJ+K1JO9QxrAbNPG6ilSHOxKsP0bk+r6tdAhIJkJKWKrU8OS3rrJ9e8RJA4nceEBV6h/bsx/Ur1zBmkmwBBQDx79/jyL5DqFylMibNnorUlFT4rVgD75FeCNgRhOTkrDPAJXVLSr3u8+OUpLyvoSOiwiUmOT7X58rpGsCghD6qG1TCqovbkPgxBe0a2GFO++GQSCQ4/OBSjq+7E/UIm8L2YYKTKyY4ZV1HciniFlZdkB0R8YuJw/9vD9h95zRuRv4nnwOjQi1wnT8C/DZCJBJhiKcbqlavluN6bX9pj6CNgWjU2AwtnZ3w4vlzrFu1FhoaGkhNle61lEgk+HvbTji3c5EaFUH0JRZKKqRbo9ZI+JiEI1+EzYePSRizbxnmdfDE3oFLIZEAFyJuYM/d0+ho2uKb9/X5IlwJJNmWZxEr5j7FpEQnDh/DsnmL0apNa3TtnfOsdxkZGcjIyMDStStRUlcXAFC5ihGG9RmIC6fPoWFjMwCyF3h+vs+16Ct3xKavE6nhmHBSTYmfkjH87wV4+O4F4lI+AMi6lqiCXlm42XXPtVDytO+FQTad4f/PPoQ+v4OaZYww0qE3Fv0yChMOrZJa91bkQwzaPgsNKtaGp31P6BTTxrSjvEG4umvh3ApNmlrhRtg1bPLbiIz0dAzxdJNZz3XIQMTFxmLRrPlYMGMuShuUxhjvcZg9aTp0so2KCAu9gqjI15i7bKGiDkPtqWMesVBSIa3qWuLMo2vIEEtPWXv79UP84j8aRqXKIy0zHTHJ8ZjV1g0JH5O+eV9JaSkQiQDdYtKz4ZXUzvqgSfqU+2xRpPp2bvkLa5f7oHkrR0ydPzPX9UqUKAmThqZCkQQAP5kYQ09fHxGPnsDG3hYAkJIs/fuSmpLVU6mnpwv6PuoXS6SqPmWk45/nd2WWX356G3Y1zaGjpY2PGdLXlmiKNNDf6mfsvHUCviE7AQA3XoXjTWIMfLt7w+q2Ca69vC+s/+pDNF59iMbNyP8glogxoZUrfC7ukBp6TuqnTr26AIDGlhZITk5G8OYtGOg+BJqamlLraRXTwvip3hjxx2hEv4lG1WpVERMTA4lEglKlS0mte/HMeVSpVjXPqcapYNQxj5RyOnfSpElISpL9I/7Dhw8YNWqUElpU+FXUN0Qtwyo4/eiK1PLSOnroaOoIHS1tvE54JwyLqFe+Ov7Ldk+kgngV/xZiiQRVDKS7o6uWroCU9I95TvVKqm3Daj/4LluNdh07YPbS+Xneb6Zq9apIT0+XWZ6ZmQGRhgglSpaAYblyeB0ZKfX861eREIlEqFajutzbT1QQzCP5qW5QCT3MWkNLQ/qP1+LFtPEpI02mSAIAgxL6KK5VDHejHkst/zykrrZhFZQspoMODexRTld6RrLw6KcAgAp6ZeR5GFRIxMXE4vC+g8KJtc/qG/+E9LR0fIj/IPOa62HXcPPqdZQoWQI1a9eEVjEtPP7vIUQiEeoZ15da95+QUJnJHYiyU1iP0rVr1/Ds2TMAwL59+2BsbAxdXemzyREREQgJCVFUk1RKw0p1IJEAd6OkpwovpqmF2e3ckfQpBWcfXwMAmFWuhwYVa8ncrK8g0jLTcTvyIZzqWgsTRwBAy7pWUmf3SL3sCt6B4E1B6NnvV4wYN/qr61vbNsWurTukZq+7de0GUlNS0dC8EQDA0sYKl89fwhBPN2EI3sUz51Grbm0YlOUfON9NHa+e/cGYRz9GBf2ymOIyGDHJ8Tj35LqwvHW9prj+6kGOr3mfmoDEjyloXOUnHHnwv/e7UeV6ALJO2kkgway27vC/sg/rQ3cL69jVMkeGOAPP4mQv0ifVl5iYiPnT50AkEqFD5//doPzK5X9QpmwZlDUsK/OaU0dP4N6dfxG0+383N96z/W9UrFwJdevXE5Z9iI9HVORrmJo1+rEHUdSoYR4prFDS09ODn58fJBIJJBIJAgMDofHF9QkikQglS5bEhAkTFNUklVK3XDXEpybI3EA2Jjke5x5fg1fL/gCyplkd16o/wqOf4dC9/80yVKusEbQ1i+G/XKZtzel3OyBsP3y6TsA0lyE4/egqfm7QHGaV62Hg9plyOy4qPGJjYrF+1VrUqV8XTm1a4/4d6TveGzc0wZvXUYiPew8Ts4YAgJ79fsOR/YcxwWMsfh8+BB9TU7FuxRo0sjCHta0NAOBX1z4Y1mcQpnlNQsfunXE1NAynjp7ArCXzFH6M6kgdx4T/aMyjH+P6ywe48SocU12GoHQJPbxLikdPc2fULVcNv/81Q1jvyzwSSyTwv7IXoxx+Q/KnVIQ8u40aZSpjuF0P3Hn9GJef3QYAbLt5DAObdkJq+keERz+DTY1GGGD1M/yv7EVStkmHSD3UqFUTrVxaw2fpSqSlpaFK1So4d+osThw+hilzpgMAIl++Qvz7eJj+fyZ17tEVh/cdxKpFy9G8lSOOHzqKq/+EYdbieVLXykY8evL/+6ih8ONSZ+qYRworlIyNjYV7V3Ts2BHBwcEoVarUV15Fn5UtWUrmHhKfTT+2DuNbuWJ6m2GQSMQ4/+QGVl7YhkyJWFhnivNgVC5VDj/759xLkNPcDCFPb2HKEV+42XbDzyYOeB73GqP3LZW5AS6ph7DL/yAjPR0Rj57Aw3WYzPMHzh3Fn+s34fihozh38zIAwKCMAXw3b4DvslWYP3UWtLS0YN/SESPHjxFeV6d+PSz0WYp1K30x9Q9vVKxUCZNmT+PNZklpmEfyI5H6XoIx+5ZipMOvGG7XEwYl9PAg+hncds1D+BdDwbPnUdC1w0j6lIp+lu3Rp0l7RCfF4tD9i1K9RyvPb0Ns8gd0a+SEyvblEZnwFgvPbMbuO7wnljqbNn8mNvltxNaAPxETE4tatWth3vKFaNE6Kz8C1wfg2MEjuHQ767IEY9MGmLtsITauWYcDu/ehWs3qmLN0Plo6O0lt933ce4hEIujp6yv8mEi1iCQSxU9f5ujoCD8/P5iamn595a8wX/qrHFpEJO3ECM6iRD9ORR35DTkcuW+x3LYFAD5dilYvCvOIVMGZUbxfFP0YhtryO0mkjnmklFnvdHR0kJbLXZWJiCj/1HGogyIxj4iI5EMd80gphZKDgwMGDRoER0dHVKlSBcWLF5d6fvTor19ETkRE9L2YR0RElBulFEoPHz5Ew4YNERcXh7g46XsfZL8xJRER5YEfmd+FeUREJCdq+JGplEJpy5YtytgtERGRFOYRERHlRimFEgDcvXsXjx8/RmZmJgBAIpEgLS0NDx48wNy5c5XVLCIilaKOY8IVjXlERPT91DGPlFIorV69GmvXrkW5cuUQGxuLihUrIiYmBpmZmWjTpo0ymkREpJLUMZgUiXlERCQf6phHGl9fRf527tyJWbNm4dKlS6hcuTK2bNmCy5cvw87ODlWqVFFGk4iIqAhiHhERUW6UUijFx8fDwcEBANCgQQPcuHEDpUqVwtixY3Hs2DFlNImISCWJRPL9KmqYR0RE8qGOeaSUQqlSpUp4+fIlAKBOnTq4f/8+AEBXVxfv379XRpOIiFSUSM5fRQvziIhIXtQvj5RyjVKvXr0wduxYLFiwAM7OznB1dYWhoSH++ecfGBsbK6NJRERUBDGPiIgoN0oplIYNG4ZKlSpBR0cHZmZmmDx5MrZv3w4DAwPMmzdPGU0iIlJJvNfP92EeERHJhzrmkdKmB+/UqRMAICMjAz169EDPnj2V1RQiIirCmEdERJQTpVyjBADBwcFwcXFB48aN8erVK0ybNg3Lly+HWCxWVpOIiFSO+o0IVzzmERHR91PHPFJKoRQYGAh/f394enpCSyurU8ve3h67d+/GypUrldEkIiLVpI7TDCkQ84iISE7UMI+UUiht374ds2fPRpcuXYTxjO3atcPixYuxb98+ZTSJiIiKIOYRERHlRinXKL158wY1a9aUWV6pUiUkJCQovkFERCqqcJxzU13MIyIi+VDHPFJKj1Ljxo2xe/duqWVisRj+/v4wMzNTRpOIiFSSSM7/ihrmERGRfKhjHimlR2nq1KkYOnQozp07h7S0NMyYMQPPnj1DWloa/P39ldEkIiIqgphHRESUG6UUSvXq1cPx48dx4MABREREIDMzEy4uLujUqRN0dXWV0SQiIpWkjvetUCTmERGRfKhjHintPkrFixfnvSqIiEjpmEdERJQThRVK/fv3z3elGRQU9INbQ0RERRXziIiI8kNhhZKlpaXMMn9/f/Tq1QulSpVSVDOIiNSKOg51+NGYR0RE8qeOeaSwQmnMmDEyy/78808MHDgQ1apVU1QziIioiGMeERFRfijtGiUiIvp+6nf+joiIVJE65hELJSIiFaaOQx2IiEj1qGMeKeWGs0RERERERIWZwnqUXr58mePyqKgomWUcI05ElF/qd+BGN7oAACAASURBVAbvR2MeERH9COqXRworlFxcXGS65CQSCQYMGCAsl0gkEIlEePDggaKaRUSk0tQvln485hERkfypYx4prFA6ffq0onZFRESUK+YRERHlh8IKpSpVqihqV0RERYY6Xjz7ozGPiIjkTx3ziJM5EBERERERZcPpwYmIVJj6nb8jIiJVpI55xEKJiEiVqeFQByIiUkFqmEdKLZSePHmCJ0+eIDMzE7Vq1YKxsbEym0NEREUU84iIiLJTSqH04cMHTJw4EefOnUPp0qWRmZmJ5ORkWFlZYe3atdDX11dGs4iIVI5ILQc7KA7ziIhIPtQxj5QymcOcOXPw7t07HD16FFeuXMG1a9dw8OBBpKamYsGCBcpoEhGRShKJ5PtV1DCPiIjkQx3zSCmF0tmzZzFr1izUqlVLWFa3bl1Mnz6d97cgIiKFYR4REVFulDL0TkdHJ8flIpEImZmZCm4NEZHqUsehDorEPCIikg91zCOl9Cg5OTlh9uzZePr0qbAsIiICc+bMQatWrZTRJCIiKoKYR0RElBul9CiNHz8enp6eaN++PfT09AAAycnJaNGiBaZNm6aMJhERURHEPCIiotzkWSgFBgYWaGMDBw7M13qlSpXCli1bEB4ejoiICBQvXhy1a9eWGiNORERfJ1LCFa+xsbHo3r07AgMDkZqaCnd3d9SsWRMA8Ntvv6F9+/Y/ZL8/IpOYR0RE8qGMPPrR8iyUFi1aJPVYJBJBIpFAU1MTZcqUQUJCAtLS0lCsWDGULl06z1ASi8Uyy+rXr4/69evLrKOhoZQRgURE9BUZGRmYMWOGcG3PvXv3MGjQIPz+++8/fN/yyiTmERER5UeehVJ4eLjw/aVLl+Dt7Y0ZM2agdevWQnhcvnwZU6ZMwZgxY/LckYmJSb4qTZFIhPv37+en7URERZ6iL55dtGgRfvvtN6xfvx5AVqH07NkznDp1CjVq1MCUKVNQsmTJH7JveWUS84iISP7UcTKHfF+jNGfOHIwdOxYuLi5Sy+3s7DBmzBisXLkSnTt3zvX1QUFBuT4XHR2NlStXIjIyEh06dMhvk4iIijxFjnTYs2cPDA0NYW9vj3Xr1kEikcDc3By9evWCiYkJ1q1bBx8fH0ycOPGHt+V7Mol5REQkf2o48i7/hdLbt29RtmzZHJ8rUaIEEhIS8nx906ZNZZaJxWIEBQVhzZo1KF++PAIDA2Fra5vfJhERkQLt2bMHIpEIISEhCA8Ph7e3N/z8/GBoaAgAcHFxwdy5cxXSlu/JJOYRERHlR74LpSZNmsDHxwcmJiaoWLGisPzFixdYuXIl7OzsCrTjmzdvYtasWXj27Bnc3d0xePBgFCtWrEDbICIixZ3C27p1q/D9gAEDMGvWLAwfPhxTp06FmZkZQkNDYWpqqpC2yDOTmEdERPKgfl1K+S6Upk2bhn79+qF169aoX78+ypQpg7i4ODx69AhVqlTB1KlT87Wd+Ph4LFmyBHv27EHLli3h6+uL/2vv3uNyvP8/gL/uzjookhaioomcIsophxgxqtGGMIdtmLHlMOUwEnJmDk3m0JAhh9nMmWFamBxnRRSlrIikHO4O9+8PP/fX3ckd931f3Vevp8f9WPfnuu7rfl+3e718rs/nuq7atWu/9Q4QEVVmQk91CA4ORnBwMAwMDGBlZYXZs2dr5H1VkUnMIyIi1RE6j9RB6Y6SnZ0dDh48iN27d+PixYvIzs6Gg4MDBg4cCB8fHxgYGLxxG1FRUViyZAlMTEywatUqeHp6vlPxREQkjNfP89m2bZvG3/9dM4l5REREb1KuG86amppi6NChGDRoEB49egQLCwulpycMGDAAly9fRq1atTB8+HA8evQIO3fuLHHd/v37l6csIqJKS4xXGVLW22YS84iISPXEmEfl6ihdunQJy5cvR2xsLAoKChAVFYWIiAjUqlULAQEBZb42IyMDNjY2kMlk2LBhQ6nrSSQSBhMREb3R22YS84iIiJShdEcpJiYGn3/+OVxdXREQEICFCxcCABwdHbF8+XJYWFiUecPZ48ePv3u1RESkQIxH8JTxLpnEPCIiUj0x5pHStxxfvHgxevXqhYiICAwdOlTe/sUXX2D06NHYvn27WgokIqIySFT80BLMJCKiCkaEeaR0RykhIQF9+/YFgGJ3NHdzc0NaWppqKyMiIioFM4mIiNRN6Y6SpaUlbt68WeKyW7duyW84SEREmiNR8R9twUwiIqpYxJhHSp+j5OPjg++//x5mZmbw8PAAABQUFOCvv/7CqlWr0K9fP7UVSUREJRPjfSuUwUwiIqpYxJhHSneUvvrqK/z333+YNm2afJrDgAEDIJPJ0L17d4wfP15tRRIREb2OmUREROqmdEdJV1cXoaGh+Pzzz3Hu3DlkZWXBzMwMrVq1gpOTkzprJCKiUlSU6QmaxkwiIqpYxJhHSneUVq1aBT8/Pzg4OMDBwUFhWWpqKjZu3Ijp06ervEAiIqKimElERKRuZV7MISsrC1lZWXj06BFWr16NW7duydtef0RHR2PHjh2aqpmIiF6RSFT7qMCYSUREFZgI86jMEaVJkyYhOjpa/nzkyJGlrtuhQwfVVUVEREqpGFGiGcwkIqKKS4x5VGZHae7cufjrr78gk8kwdepUjBkzBnXr1lVYR0dHB1WrVkXbtm3VWigREVVuzCQiItKkMjtK1tbW8PX1BfDyhn6dO3eGhYWF/ApDL168QEFBAYyNjdVfKRERFSPGk2dLw0wiIqq4xJhHSt9wtnfv3vj+++/x8ccfy9tiY2Ph7u6OhQsXoqCgQC0FEhFR6SQSiUof2oKZRERUsQiRR5cvX8aQIUMAAMnJyRg0aBAGDx6M4ODgYuu+ePEC48ePh7+/P0aNGoVHjx69cftKd5SWLVuGffv2wcfHR97m7OyMwMBA7Nq1C2vWrFF2U0RERO+EmUREVLmtW7cO06dPR15eHgAgNDQUEyZMwJYtW1BYWIijR48qrP/zzz/j/fffR2RkJLy9vREWFvbG91C6o7R//34EBQXB399f3mZubo5BgwZh4sSJ2LVrl7KbIiIieifMJCKiyq1evXpYvXq1/Pm1a9fg6uoKAPDw8EBMTIzC+rGxsfDw8Ch1eUmUvo9SdnY2atSoUeIyGxsbZGZmKrspIiJSEW2aLqdKzCQioopF03nUvXt3pKamyp/LZDL5zyYmJnjy5InC+jk5OTA1NZUvz8nJeeN7KD2i5OzsjO3btysU8cqOHTvQqFEjZTdFRET0TphJRET0Oh2d/3VrcnNzUbVqVYXlpqamyM3NlS83MzN74zaVHlEaN24cRo4cCS8vL3Tq1AmWlpZ4+PAhTp06heTkZGzYsEHZTRERkYpUzvEkZhIRUUUjdB41btwYf//9N1q3bo1Tp07B3d1dYXnLli1x8uRJNG3aFCdPnpRP0yuL0h0lNzc3bN26FeHh4di3bx8eP34MU1NTuLi4IDQ0FM2bNy//HhEREb0FZhIREb1uypQpmDFjBvLy8lC/fn307NkTwMubk4eHh2PgwIGYMmUKBg0aBAMDAyxZsuSN25TISpq3oEUypdlCl0Ai9FXUAqFLIBH72X+uyra19M9IlW0LACZ09H/zSlSijOdZQpdAIhV8IFzoEkikVvtOUdm2xJhHZY4oHT58GO7u7qhatSoOHz78xo198MEHKiuMiIiUIfRkB81hJhERVWTiy6MyO0rjx4/Hjh070KxZM4wfP77MDUkkEsTFxam0OCIioleYSUREpElldpSOHTsGKysr+c9ERFSxiO/4XemYSUREFZcY86jMjlLt2rVL/JmIiCqGynQfJWYSEVHFJcY8KrOjNHr06HJtbM2aNe9UDBERUWmYSUREpElldpRe3ZTplYsXL0JHRwctWrSAlZUVsrKycOnSJRQUFKBLly5qLZSIiIoT3/G70jGTiIgqLjHmUZkdpc2bN8t//vHHH/HkyRP8+OOP8jniAPD48WOMHj0a7733nvqqJCKiSo+ZREREmqSj7IobNmzA+PHjFQIJAMzNzfHFF19g586dKi+OiIjeQCJR7UNLMJOIiCoYEeZRmSNKryssLMTjx49LXHbv3j3o6+urrCgiIlKORJSTHd6MmUREVLGIMY+U7ih1794dCxcuRJUqVdCxY0eYmJggJycHhw8fxtKlS+Hn56fOOomIiOSYSUREpG5Kd5SmTp2K+/fv45tvvoFEIoGenh7y8/Mhk8nQt29fTJw4UZ11EhFRCSrI7ASNYyYREVUsYswjpTtKxsbGCA8PR3x8PC5evIjs7GxYWFigTZs2sLe3V2eNRERUCjFOdVAGM4mIqGIRYx4p3VF6xc7ODtnZ2bh//z46dOiAJ0+eqKMuIiKiN2ImERGRupSro7RhwwaEhYUhJycHOjo6iIqKwvLly5Gbm4vw8HCYmZmpq04iIiIFzCQiIlInpS8PvmXLFixZsgQjRoxAVFQUCgsLAQBDhw5FUlISli9frrYiiYiIXsdMIiIidVO6o/TTTz9h7Nix+PLLL9G4cWN5e8eOHTFhwgQcOXJELQUSEVHpJBKJSh/agplERFSxiDGPlJ56l56ejhYtWpS4rE6dOsjKylJZUUREpBwxnjyrDGYSEVHFIsY8UnpEqV69ejh+/HiJy86cOYN69eqprCgiIqKyMJOIiEjdlB5RGjVqFCZNmoQnT56gU6dOkEgkuHr1Kg4fPowNGzYgODhYnXUSEVFJxHcATynMJCKiCkaEeaR0R+nDDz9EXl4eli1bhr179wIAZs2aBQsLCwQGBuKjjz5SW5FERFQyMU51UAYziYioYhFjHindUUpLS4Ovry98fHyQlJSErKwsmJmZwcHBAbq6uuqskYiISAEziYiI1E3pc5T8/f3x66+/QiKRwMHBAS1btoSjoyMDiYhIQBKJah/agplERFSxiDGPlB5RysvLQ9WqVdVZCxERlZMYpzoog5lERFSxiDGPlO4ojRs3DrNmzcKwYcPg4OAAS0vLYus4OzurtDgiIqKSMJOIiEjdlO4ozZw5EwAwf/58AFC4EZRMJoNEIkFcXJyKyyMiorKJ7wieMphJREQVjfjySOmO0qZNm9RZBxERkdKYSUREpG5v7ChFRkYiMjISaWlpqFOnDj755BP4+/tDR0fp60AQEZGaVJQTXjWFmUREVDGJMY/KTJbIyEiEhIRAJpOhS5cuMDAwwLx587Bo0SJN1UdERGWQqPhPRcZMIiKquMSYR2WOKO3YsQN9+/bFggUL5PO/lyxZgi1btmDSpEm8DCsREWkMM4mIiDSpzBGlO3fuwNfXV+Ek2UGDBuHZs2dISUlRe3FERFQ2Md63ojTMJCKiikuMeVTmiNLz589hYmKi0GZlZQUAePr0qfqqIiIiJVWQNNEAZhIRUUUmvjwq99mvr47kyWQylRdDRERUHswkIiJSF6UvD16UpKKMiRERVWL8XfwSPwciImGJ8ffwGztKCxYsgJmZWbH2efPmwdTUVP5cIpHghx9+UPqNT5w4gYiICCQnJ2Pz5s3YsWMHatWqhU8++UTpbRARUeWijkxiHhERUUnKnHrXunVr6OjoIDc3V+HRunVrSCQShbacnByl33Tv3r349ttv4erqiszMTBQWFqJmzZqYP38+IiIi3nWfiIgqDYmKHxWZOjKJeUREpBpizKMyR5Q2b96sljddt24dgoOD4eXlhfXr1wMA/P39YWlpiYULF2LYsGFqeV8iIrER41SH0qgjk5hHRESqIcY8EuRW5snJyWjSpEmx9kaNGuHBgwcCVERERJUR84iIiEojSEfp/fffx8mTJ4u179q1Cw0bNhSgIiIiqoyYR0REVJq3vurdu5gyZQpGjRqFmJgY5OXlISwsDElJSYiPj8eaNWuEKImISCtJKsxMbu3EPCIiUg0x5pEgHSVXV1ccPHgQW7duha6uLrKzs+Hq6oqlS5eiVq1aQpRERESVEPOIiIhKI0hHCXh5N/Wvv/4aAPDixQtcv369xEu+EhFR6cR48qymMY+IiN6dGPNIkHOUkpKSMGDAAFy4cAE5OTno168fPv74Y3Tu3Bnnz58XoiQiIqqEmEdERFQaQTpKISEhqFmzJuzs7LBr1y48fPgQJ0+exIgRIzB//nwhSiIi0kpivG+FJjGPiIhUQ4x5JEhH6cKFC5g8eTKqV6+OY8eOwdPTE9bW1vDx8UFCQoIQJRERaSeJRLWPSoZ5RESkIiLMI0E6SsbGxsjOzsbDhw9x4cIFdOrUCQBw+/ZtWFhYCFESERFVQswjIiIqjSAXc+jevTsCAgJgaGiImjVrwsPDA/v378fcuXPRr18/IUoiItJKYrwcqyYxj4iIVEOMeSRIR2nGjBnYsmULUlNTMXjwYBgYGEAqlWLMmDHw9/cXoiQiIq1UQWYnaC3mERGRaogxjwTpKOnp6WHYsGEKbT4+PgAAqVQKAwMDAaoiIqLKhnlERESlEaSjlJGRgTVr1iAhIQGFhYUAAJlMBqlUiqSkJMTGxgpRFhGR1tHkVIfCwkJMnz4dSUlJ0NPTw7x58yCTyRAYGAgdHR04Ojpi5syZGqtHFZhHRESqIcapd4JczGHq1KmIjo6Gi4sLLl++jJYtW8LKygr//vsvAgIChCiJiIje4Pjx45BIJPj5558xbtw4hIaGIjQ0FBMmTMCWLVtQWFiIo0ePCl1muTCPiIioNIKMKMXGxmLDhg1wcXFBdHQ0OnfujFatWmHt2rX4448/MHjwYCHKIiKiMnTr1g1du3YFAKSlpaFGjRo4efIkXF1dAQAeHh7466+/0K1bNyHLLBfmERERlUaQESWZTAZra2sAQIMGDfDvv/8CALy8vPDPP/8IURIRkVaSSCQqfbyJjo4OAgMDMWfOHPTo0QMymUy+zMTEBE+ePFHn7qoc84iISDU0nUeaIEhHydnZGb/88gsAoFGjRjh9+jQAICUlRYhyiIioHObPn49Dhw5h+vTpePHihbw9NzcXVatWFbCy8mMeERFRaQSZejdp0iSMHj0aVapUgY+PD9atWwcvLy+kp6fD29tbiJKIiLSSJk+e3bt3L9LT0/HFF1/A0NAQOjo6aNKkCc6dO4c2bdrg1KlTcHd311g9qsA8IiJSDTFezEGQjpKLiwuOHz+OZ8+eoVq1ati1axeOHj0KCwsLeHl5CVESEZFW0uTshA8++ABBQUEYPHgw8vPzMX36dDg4OGD69OnIy8tD/fr10bNnT80VpALMIyIi1aggs+VUSpCOEvByLnt8fDxOnjyJHj16oHXr1rCzs4OOjiCzAYmI6A2qVKmC5cuXF2vfvHmzANWoDvOIiIhKIkhHKTMzE6NGjcLNmzchlUrRpk0bLFu2DDdu3MCGDRtQr149IcoiItJCIjyEp0HMIyIiVRFfHglyuCwkJAS1a9fGmTNnYGhoCABYtGgRGjZsiDlz5ghREhGRVpJIVPuobJhHRESqIcY8EqSjFBMTg3HjxsHIyEjeZmpqiokTJ+LChQtClERERJUQ84iIiEojyNQ7HR0dPHv2rFj7/fv35Uf0iIjozcR4lSFNYh4REamGGPNIkBGlDz/8EHPmzEF8fDwkEglycnIQHR2NmTNnolevXkKURERElRDziIiISiPIiNLkyZOxdOlS+Pn5IS8vD76+vtDV1YWfnx8mT54sRElERFpJjEfwNIl5RESkGmLMI0E6SgYGBggMDMQ333yDlJQUFBQUwNbWFiYmJkKUQ0SkvcSXSxrFPCIiUhER5pFgN4mIjo5Gbm4uHB0dERcXh4CAAKxYsQJ5eXlClURERJUQ84iIiEoiSEdp7dq1GDt2LFJSUhAbG4vp06ejZs2a2L9/PxYsWCBESUREWkmi4j+VDfOIiEg1xJhHgnSUtm3bhuXLl6NFixbYu3cvXFxcMGfOHCxcuBD79+8XoiQiIq0kxvtWaBLziIhINcSYR4J0lDIzM9GwYUMAwIkTJ9ClSxcAgIWFBZ4/fy5ESUREVAkxj4iIqDSCXMyhfv362L17NywtLZGRkQFPT09IpVKsW7cOjRo1EqIkIiKtVFGmJ2gr5hERkWqIMY8E6ShNmTIF48ePx+PHjzFq1CjY2dkhODgYx48fR3h4uBAlaaW9O/dga8QWZKSnw7Hh+xg/OQBNmjctdf3D+w9h048bcTflLmxq2eCTIQPh4/eRwjqXYi9i9dIVuJVwE1Y1a2LIyE/xoW9fde8KCcjZ2gGftOiOuhbvIft5Lk4mXsCuq8eLrdezYVt0aeCKKb+vLNf2R7v3QyNrO3y9d4lCu2udRvBr1g3WZtVxLzsTOy4fwcW06++0L5VSRZmfoKWYR6qTl5eH4X6D4dysCYJmz3jj+k9zc/Fpf398NfFrdOrWRd7u0cK91NdMDfkOPfvw/lZi1/S9BvjU9UNM2rdc3qanowsvp3ZoWdsJVQ1NkJH7CEdunMWF1Pgyt1Xfsg58m3RBrao1kPU8B4evn8GZ5KsK63Sp7woPBxeYG5kiLfsBfvv3FK7fv6OWfRM1EeaRIB0lNzc3xMTE4MmTJzA3NwcAjB07FlOnToW+vr4QJWmdA7/+jsVzFmDEmM/RyLkRorbuwIQx4/HTzq2wqWVTbP3Dvx9EcNB36NbzA4yfHICUO3eweukKPMl+giEjPwUA3E5MwsQxX6NjFw98NnYUzv11BqEz58DUzBSdu3XV9C6SBrxvVRdTunyK00mX8PPFw3CoXgsfN++OQpkMe/75Q76ea53GGOTSE/eyH5Rr+03fa4CODi1wPydLod3Z2gFfdxyIIzfOYMuFA+hg3xwTPAZh1pEfcSvzrkr2jUgZzCPV2fDDj0i+fQfOzZq8cd2nT58i6OvJyPgvvdiyNZvXF2sLW7oC99Luwb1DO5XUShWXffXa+NT1w2LtA1v0QFObBvjt31NIf/IQTW0cMbx1X8hkslIPslmbWWJsOz9cuZeAfXF/olFNe/i39MKz/Be4nHYDANDNsQ36NPbAr9dOISXrP7S2dcaX7fyw5OQWJGf9p9Z9pYpPYx2lmJgYtG7dGnp6eoiJiSlz3bZt22qoKu21LmwtfPw+wvBRIwEAru5tMKBPf2zfvBXfTJlYbP3N639CM5fmCF44BwDQpp0bdPX0sGLRMnj390VV86rYvP4n2NSuhVkLXq7j1s4djx4+wsY169hREqkBLT7A5bQErD27BwAQl5EEU0NjOFvbY88/f8BQzwD9mnZFb6f2yJU+K9e2DXX18ZmbNx4+zS627KOmXXD13k1sin15svzV/27CyqQavJ07YempyHffsUpEfMfv1I95pHo34q5j189RsKhm8cZ1L56/gCVzFyDr4aMSlzdu6qzw/NTxk7h66Qq+Xxem1PZJO+lKdNClgSs+bNQRL/Kl0NXRlS8zMaiCNnWbIPLCfpxJ/gcAcONBMqxMLeDp2KbUjtIH77vhQe5jRJzfBwCIz7gNM0Nj9GrYTt5R6lLfFacSL+DYzXPy7TrWsEV7u+ZIvsSOUnmIMY801lEaPnw4oqOjYWlpieHDh5e6nkQiQVxcnKbK0kp3k1PwX9o9tO/cUd6mp6eHdh4dcOZ0DDCl+GtS7iRj6GfDFNqat2yBF89f4OL5C+jk2Rnnz/yNnn28FNbx6NoJh38/iMwHD2BZo4Y6docEYmZojIY16mHxyS0K7dsvH5H/3KV+K7Sza4aVf+1AcxtHOFSvrfT2B7r0RPqTh0jJSkerOv8710NfRw/v16grD65Xzt+Ng18zz7fcGyLlMY9Uq6CgAPNnzcWgYYNx6tiJN64/LWAK2rRzw4Ch/vjCv/TPH3g5nW/V4uXw7PkBWrRyUVHFVBE5v+eA7u+7Y/fV4zA1NEbXBq3ly4z0DPBn0kXEZdxWeE3Gk4eoZ1t8Fs0rDa3scO7/O1avXL6XgNa2jVHV0ATZL3KxIno7nkkVL9xSICuEnq4uiDTWUYqPjy/xZyq/5NvJkEgkqFPXVqG9dp1aSL17FzKZDJIi80RrvmeN9CJTHNLupgIA/ktLw/Nnz/Hg/v1i26xVpzZkMhmSbyezoyQythbWAABpQR4mdRqMpu81wLO8FziScFZ+jtL5u3E4mnAO+YUFaG7jqPS2G1rVg4eDCwL3r0SP9xWPyNc0rQYdHR389yRToT0j5yEMdPVhaWyOzKeP33HvKg8xnjyrbswj1YrcsAkF+fkYPPJTpTpKqyPCYV/fAf+l3Xvjur/s2IXM+w8w5puxKqiUKrLbD+9h5qE1eJ4vRS+n9grLMp8+xo7XDuIBL0cvGls7ID1HMUte0dfVg7mRKe7nKk79zszNAiBBTdNqyH6Ri/TXsqiqoQm6NmiNGiYW2HrxgEr2qzIRYx4Jco5SSkoKbt68idzcXJiZmcHR0RG1atUSohStlJubCwAwNjZWaDc2MYGsUIZnz54VW9bjQy9s+nEjmrZohs7duiL5zh2s+T4MOjo6ePbsOXJzc0rdJvDypFsSl6qGJoAEGNO2H6JvX8HvcafRqKY9fJt2wYt8KfbFncaDIgGjDD0dXXzu5otdV48jI6f41Joq+kaADHieL1Vof5b34v+XG77dDlVSIjx3VqOYR+/mTtJtbF4Xge/XhUFPT7l/UtjXd1BqPZlMhl0/R6Frz+6wsq75LmWSFsh+Ub5/Z/Ru1BHWZtWxJ+aPEpdX0XuZJS+KZM2r7DEqkjVtbJ0xpFVvADJEJ13GrczUctVD4swjjXaUYmJiEBoaioSEBMhkMnm7RCKBs7MzAgMD4erqqsmStNKrz67oqNGrdh1J8dtjffrZcDzMzMSC4HkInTkH5hbm+CZwEmYHfQcjIyO8+usouk3I30uQW26RGr2a/335XgJ+vnQIABCXcRtVjUzg26QL9sWdfqvt9m/miRf5UvxeyutffcVe/x3wsl1SYjuROjCP3p1MJsOCWXPRp593sfOKVOHvmLO4l5qG2YvmqXzbpN26O7qhR8O2OJpwFtfSE8tcvfcmXQAAIABJREFUt1jWlNKe+DAVy/+MhK3Fe/iwUUfo6+lhcyxvOl3Zaexfv6dPn8Znn30GJycnbN68GWfOnMG1a9dw9uxZREREwMHBAcOHD8fFixc1VZLWMjU1BVB8lOfZ06eQ6EhgVMWo2Gv09PUweXogDv/1ByJ/2YFfjx1AM5fmkMlkMLcwh8mrkaOnTxVe9+q5qZmpOnaFBPTqqNrltASF9qv3bsJIzwBWJtXKvU376rXg5dQO68/thUQigY5ER94BevXfp9LngKT4yJGRnsHL5f8/skTKkqj4IX7MI9XYuXU70v9Lx4gxX6CgoAD5+fkAXv4DtKCg4J23f/rEKdSqUxvvN2r4ztsi8fioaVf0de6EU4mx2HvtZKnr/W/kyECh3fD/s+ZZkax5kJuFW5mpOHErFr/9ewptbJ1hYWSm4urFTnx5pLERpdWrV2PYsGGYPHmyQru5uTnc3Nzg5uYGc3Nz/PDDD1i7dq2mytJKtvVsIZPJkHY3FbVt68jbU++moa5dvRJfE3vuPHQkEri0bgU7BzsAwM3rNyCRSODY8H1UMa4CS6saSE1RHGpOu5sKiUQC23p11bY/JIxX87KLnrD6aqRJhvKP7LSs7QQ9iS5Ceo4utmzLgNlYc2YXztz5BzKZDDVNqyscCaxpWh3P86V49Kz4VfKodMVGgemNmEeq8efxk3iQcR+9OnaTt0kkEty8kYBD+w5gx/49sLZ57623fzb6DLp05wVe6H8+bdUbrraNcfD6X6XOWnhFWpCH7Oc5sDRWvFKipYkFABkych7CUM8Azd5rgOv37yhM/UvJenlOt3kVU2Q9f6Ly/RArMeaRRi/mEBISUuY6fn5+GDFihIYq0l629eqi5nvWOHX8JFq3dQMA5Ofl469Tp9HhtSvhve7ogcO4duUfbNq1Vd62e9tOWNu8h/rvNwAAuLq1RvTJP/HFuNHyL/vJYyfg0KA+qlUv/+gCVWx3H2fg0dNsuNdtir9uX5G3u9RuiEfPst/q/KSjCecQe1fx5PjejdqjkbU9Fp/YjPu5j5BXmI8bD5LhatsIf9w6L1/PtU4j/Jue9PY7RKQk5pFqTP4uqNgshNmB36GuXV0MH/05LK3e/gJAj7Me415qGhorcU8mqhz6Ne0KV9vG2HX1OE7cilXqNdfv30FTmwbYF/envK2FjSPSsh8gR/oMBrr68G/phcM3zmB/fLR8nUbW9igoLFS40ANVThrrKD1//lx+M7/SVKtWDZmZ/FIqY8jIT7EsdDFMzczQzKUZdm7dgezHj/HJ4IEAgNSUu8h6lCW/8Z93f1/8/stv+H7BUnTo4oFD+w7g7zPnELxwrrxTNOjTwRg58FNMmzAFffv54FzMWRzZfwhzloQKtp+kXtsuH8EY934Y0bovzib/g6Y2DdDRvgXWn/tV6W3UqmoFfV093Hl0D4+f5+Dx8xyF5dnPc5FfUIDbj/53hau9107h205DMLKNN86n/Iv29s3RoIYtgo/8qLJ9qyzEd/xO/ZhHqlHSTANDQ0NUNTeXT5dLu5uKRw8fKXUT2tcl3rwFAKhrx9kMBNiaW6Nz/VaIz7iN2w/TYFftf5cEL5TJ5DeGtTazhL6OLu4+zgDw8uDdt52H4rM2Pvjr9mU41bSDq21jrDu3F8DLUaeTibHo7uiGF/lSpGSlw6mmHbo2aI1D12OKXXSIyqbpPNqzZw92794NiUSCFy9eID4+HtHR0fJTVObMmYOLFy/KTy8JCwuTL1OWxjpKMpkMOjplnxIlxiE7dfnok/6QvpBiR+Q27NjyMxyd3sfy8FWwqf3yak0bw9fj4G/7cfryWQCAk3MjzFkyHz+uWoNfd/0CW7u6CFk8T+FGsg0aOmLRqmUIW74SQQHfwvq99zBtzkzebFbETiddQn5hAXycO8HDwQWZTx9j3bm9pR6tK2k63ojWfVHDxALf/LpE6fe9nHYDq2Oi8FGTruho3wL3sh9gycktuJV59633hUhZzCM1KvK5RYSvx6F9B3DyYsk39i3tc856+AgSiQSmZjxHhICmNi9nvjjVtINTTTuFZS/y8zBp33IAwIDm3VHd2BwzD4cDANKy72NNzC54N+mEz9188fBZNjbH7pffbBYAfvnnBLKfP0U7u+aoblwVmbmPEXXlKKJvX9bMztFb8/X1ha+vLwBg9uzZ6N+/v0JH6N9//8X69ethYfH2N6qWyDR0iSknJycEBQXJe3UlycnJwYIFC8p1g79MKc9nINX7KmqB0CWQiP3sP1dl29p3/e2uTliaDxt2UOn2KiJ15VHG8/JPVyVSRvCBcKFLIJFa7TtFZdsSKo+uXr2KRYsWYdOmTfI2mUyGDh06oFWrVrh//z769++Pfv36lbsGjY0o1apVCz/99NMb17OxKf0Oy0RERO+KeUREJB5r167FV199pdD29OlTDBkyBMOHD0d+fj6GDh2Kpk2b4v333y/XtjXWUTp+/Lim3oqIiKhUzCMiInF48uQJkpKS0KZNG4X2KlWqYMiQITA0NIShoSHc3d0RHx9f7o4S7yJKRKTFJCr+Q0RE9DaEyKO///4bbdu2LdaelJSEQYMGQSaTIS8vD7GxsXB2Lv+NsTU2okRERKrHiw4QEVFFIEQeJSUlwdbWVv48IiIC9erVQ5cuXdC3b1/4+flBX18fvr6+qF+/frm3z44SERERERFpnZEjRyo8HzZsmMKyosvLi1PviIiIiIiIihCko+Tp6YmsrOKXUU1PTy9xniEREZE6MI+IiKg0Gpt6t3//fpw4cQIAkJqaipkzZ8LQ0FBhnbS0NOjpcTYgEZGyeI5S+TGPiIhUT4x5pLERJXd3d+jq6kJXV/flG+voyJ+/ejg5OSEsLExTJRERaT2Jih+VAfOIiEj1xJhHGjtcVr16dYSGhgIAEhMTMXfuXBgbG2vq7YmIiAAwj4iISDmCnKOUlJSEu3fvCvHWRESiIpFIVPqobJhHRESqIcY8EqSj5OTkhPPnzwvx1kREIiPGyQ6awzwiIlIV8eWRIGeqmpiYICQkBCtXrkTt2rWLnUQbGRkpRFlERFTJMI+IiKg0gnSUnJ2d4ezsLMRbExGJSsU45qa9mEdERKohxjwSpKP01VdfCfG2RESiU1HmcWsr5hERkWqIMY8E6Sjl5uZi27ZtuHnzJgoKCgAAMpkMUqkU8fHxOHTokBBlERFRJcM8IiKi0ghyMYfp06dj3bp1kEql+P3331FYWIjbt2/j0KFD6NOnjxAlERFpJYmK/1Q2zCMiItUQYx4JMqL0559/YsWKFWjXrh0SEhIwbNgwNGnSBPPnz8eNGzeEKImIiCoh5hEREZVGkBElqVQKOzs7AICjoyOuXr0KABgwYAAv00pEVB7iuxqrRjGPiIhURIR5JEhHqUGDBoiOjgbwMphehVF2djakUqkQJRERaSUxTnXQJOYREZFqiDGPBJl6N27cOIwfPx6FhYXw9vZGr1698NlnnyEhIQEdO3YUoiQiIqqEmEdERFQaQTpKXbp0wYEDB1BQUAAbGxv8/PPP2Lt3L9q0aYMhQ4YIURIRkVYS4dVYNYp5RESkGmLMI0E6SgBQp04dpKen48yZM2jRogVGjhyJGjVqCFUOEZFWqijTE7QZ84iI6N2JMY8EOUcpNzcX48ePR6dOnTBixAjcv38fM2bMwIABA5CZmSlESUREVAkxj4iIqDSCdJQWLFiAR48e4dixYzA0NAQABAYGAgDmzJkjRElERFpKhJcZ0iDmERGRqogvjwTpKB0/fhxBQUGoXbu2vK1evXqYNWuW/OpDRERE6sY8IiKi0ghyjtLz58+hr69frF0qlUImkwlQERGRdhLjybOaxDwiIlINMeaRICNKnp6eWLJkCbKzs+Vtt2/fRkhICDp37ixESUREWkmM963QJOYREZFqiDGPBOkozZgxA/r6+nBzc8OzZ8/g7e0NLy8vWFhYYNq0aUKURERElRDziIiISiPI1DtTU1OsXLkSycnJSExMRH5+Puzt7VG/fn0hyiEi0lpinOqgScwjIiLVEGMeCXYfJQCoW7cu6tatK2QJRERaToTJJADmERHRuxJfHmmso+Tk5ASJkl3NuLg4NVdDRESVFfOIiIiUobGO0saNGxWey2QyjBkzBsHBwbC2ttZUGUREoqLsP/jpf5hHRESqJ8Y80lhHqW3btsXadHR00KpVK9ja2mqqDCIiURFfLKkf84iISPXEmEeCXPWOiIiIiIioIhP0Yg5ERPRuKsq9JoiIqHITYx5xRImIiIiIiKgIjY0o7dy5s1hbYWEhDhw4gOrVqyu09+/fX1NlERFpN/EdwFM75hERkRqIMI801lEKCwsr1mZpaYlt27YptEkkEgYTEZGSxDjVQd2YR0REqifGPNJYR+n48eOaeisiIqJSMY+IiEgZvJgDEZEWE+N9K4iISPuIMY/YUSIi0mLiiyUiItJGYswjXvWOiIiIiIioCI4oERFpMxFOdSAiIi0kwjziiBIREREREVER7CgREWkxiYofyrh8+TKGDBkCAPj333/h4eGBoUOHYujQoThw4ICK9oyIiLSJEHmkbpx6R0SkxTR934p169Zh7969MDExAQBcu3YNI0aMwLBhwzRaBxERVSxivI8SR5SIiEhp9erVw+rVq+XPr127hhMnTmDw4MGYNm0anj59KmB1REREqsOOEhGRFpNIJCp9vEn37t2hq6srf968eXN8++232LJlC2xtbbFy5Up17i4REVVQms4jTWBHiYiI3lq3bt3QuHFjAC87UfHx8QJXREREpBrsKBER0VsbOXIkrl69CgCIiYmBs7OzwBURERGpBi/mQESkxYSenjBr1izMnj0bBgYGsLKywuzZswWth4iIhCF0HqkDO0pERFQutWvXxrZt2wAAjRs3lv9MREQkJuwoERFpMfEdvyMiIm0kxjxiR4mISIuJcaoDERFpHzHmES/mQEREREREVARHlIiItJr4juAREZE2El8esaNERKTFxBdLRESkjcSYR5x6R0REREREVARHlIiItJgYT54lIiLtI8Y8YkeJiEiLiS+WiIhIG4kxjzj1joiIiIiIqAiOKBERaTMRTnUgIiItJMI84ogSERERERFRERxRIiLSYhJRzgonIiJtI8Y8YkeJiEiLiXCmAxERaSEx5hGn3hERERERERXBESUiIi0mxqkORESkfcSYRxxRIiIiIiIiKoIdJSIiIiIioiIkMplMJnQRRET0dq49SFLp9pxr2Kt0e0REVDmIMY84okRERERERFQEL+ZARKTFxHjyLBERaR8x5hE7SkREWkyM960gIiLtI8Y84tQ7IiIiIiKiIjiiRESk1UR4CI+IiLSQ+PKIHSUiIi0mEeNcByIi0jpizCNOvStB165dMWDAgGLt586dg5OTEwoLC8u9zdTUVDg5OSElJaXYsuXLl2PIkCFvVasy4uPjcf78+TLrevVo3Lgx3NzcMHbsWNy5c0e+3rlz59CoUaO32nd6O127dsXOnTuLtcfExMDJyUlt7/vw4UPs37+/zLpefV8aNWoEFxcXDBw4EKdPn1ZYz8nJCTExMWqrk6iyYCYxk4TGPKLKih2lUly+fBlRUVHF2t+lt1zWa9XZCx87dixu375d5nvv2LED0dHR+OOPP/Djjz9CKpVi8ODBePDgAQCgZcuWOH36NHR0+JWpCNT5fVm0aBFOnDhR5jpBQUGIjo7GqVOnEBUVhZYtW2LUqFEKQRQdHY3WrVurrU56SaLiB1VMzCRmUkXFPKJXxJhH/A1Tilq1amHJkiXIysoSupR3psw9hatVqwZLS0tYW1ujWbNmWL16NYyNjbFmzRoAgJ6eHiwtLdVdKmkJExMTWFpawsrKCg0aNMDkyZPRu3dvhIaGytextLSEnh5n96qfGKOJimImMZOoZMyjikR8ecSOUimGDx8OExMTLFq0qNR1srOzMWPGDLRv3x6tWrXCpEmT8Pjx43d+74SEBHz66ado3rw5evTogY0bNyosX7t2Lbp164YmTZqgQ4cOWLFihXzZkCFDEBISgg8++AAeHh7o06cP0tLSMGPGDAQFBSldg4GBAby9vXH06FEAwNmzZxWmeERGRqJbt25o1qwZvL29FY74pKen48svv4SLiwu6du2KJUuWIC8vT758165d6NWrF5o0aQJ3d3fMmjVLvt3//vsPn3/+OVq1agU3NzcEBQXh6dOn8tdu374d3bp1g4uLC/z9/XH16lXlP1iRysnJwZQpU+Dq6ooOHTrgu+++Q25urnz5H3/8gY8++gjNmjWDq6srAgIC5MtXrVqFMWPGYOjQoWjTpg0++eQT7NmzB7/++is8PT3LVcfHH3+MhIQE+VSe16c6nD17Fh999BGaN2+Orl27Yu3atfLXSaVSzJ07F23btoWbmxu++eYbZGZmypdfvHgR/v7+aNGiBVxcXPDZZ58hIyMDAJCfn4+ZM2eiXbt2aNGiBUaMGIGkpP/dGfz8+fPw8/ND8+bN0adPH+zdu7ecny5RxcBMYiZpA+YR80hs2FEqhZGREaZOnYrdu3fj4sWLJa4zduxYXL9+HeHh4fjpp5+QlJSEKVOmvNP7vnjxAp9//jlcXFywb98+TJ8+HZs2bUJkZCQA4Ndff0VERATmzp2Lw4cPY9y4cQgLC1P45bx7924sWLAAP/zwAyIjI/Hee+8hMDAQ06ZNK1ctDRo0QHp6OnJzcyGRSOTD6//++y9CQ0Mxbdo0HDp0CF5eXggICEBOTo78c6lWrRr27NkjHzZfunQpACA2NhazZ8/GhAkTcOTIEcyePRu7d+/G4cOHAQDBwcHQ19fHnj17sHHjRly+fBnh4eEAgOPHj2PlypWYNm0a9u7dCw8PDwwbNkw+FaOyKHo0NigoCI8fP8bPP/+MtWvXIikpSf4PkLt372L8+PEYOHAgDh48iBUrVuDMmTPYtm2b/PUnTpxAz549sWXLFmzcuBFeXl7o0aMHdu3aVa66GjRoAJlMhps3byq0FxYWYvz48fD09MTBgwfx3XffISwsDNHR0QCApUuX4sqVK1i7di0iIyMhk8kwatQoAEBubi5Gjx6N9u3bY//+/diwYQNSUlLkR5W3bNmCmJgY/Pjjj/jtt99gamoq3/f79+9j1KhR8Pb2xr59+/Dll19i7ty5b5zGoW0kEtU+qGJiJjGTKiLmEfPodWLMI45DlsHT0xOdO3dGcHAwdu/erbAsPj4ef//9Nw4cOAB7e3sAwOLFi+Hl5YVbt26hfv36xbYnk8nQt2/fYu15eXlo2bIlgJehY2FhgW+++QYAYGtri6+//hqrV6+Gv78/rK2tERoaCjc3NwDAJ598gpUrV+LmzZto2rQpAMDDwwMuLi7y7evo6MDExASmpqbl2n8zMzMAUDgaBABpaWnQ0dGBjY0NbGxsMGrUKDRr1gz6+vqIiYnB3bt3ERUVBYlEAjs7O3z33XcYMWIEJk+eDCMjI8ybNw/dunUDANjY2KBx48byX2ZpaWlwcnKCjY0N9PX1sXLlSnkYrl+/Hp9//jm6dOkCABg1ahSio6MRFRWFMWPGlGvftEVISAjmzp2r0Pb6ycvJyck4evQozp49i6pVqwIA5s+fD09PT6Snp6OgoADTp0+Hn58fgJfTd9q1a6cQHhYWFhg0aJD8uZGREQoKCmBhYVGuWkv7vjx58gSPHz+GpaWl/DsTEREBW1tbPH/+HJGRkYiKipKfELxgwQK4u7sjNjYW9erVw+jRozF8+HB5/T169JD/QzE1NRWGhoawsbFB9erVMWvWLPm5D1u3boW7uzsGDx4M4OX/S7du3UJERAQ6d+5crn0jqgiYScwkITGPmEcVja+vr/zvuk6dOpg3b5582Y4dO7B9+3bo6+tj9OjRb/05s6P0BtOnT0fv3r2xadMmNG7cWN6emJgIU1NTeSABgL29PczNzUsNJQAIDw+HjY2NQtvGjRvlvygSExORkJCgECoymQz5+fnIz8+Hm5sbrly5gqVLl+LWrVuIi4tDZmYmCgoK5OvXrl1bJfv+6miciYmJQnuHDh3QqlUr+Pj4wNHREV27dkX//v1haGiIxMREZGdny0P2lYKCAqSmpsLZ2RlGRkZYuXIlEhIScOPGDSQnJ6Nt27YAgPHjxyMgIABHjx5F+/bt0aNHD/Tu3RsAcOvWLSxbtgzLly+XbzcvL6/Y5ykmY8eOhZeXl0JbbGys/ChVYmIiZDIZOnXqpLCOjo4OkpKS4O7uDgMDA6xZswYJCQlISEjArVu35J8poPrvy6tfWq+Ym5tj1KhRmDVrFsLCwtC5c2d4e3vD0tISCQkJyMvLw6BBgxSOTEqlUty+fVv+PYuIiEBcXBxu3ryJ69evo3nz5gCAwYMH49ixY/Dw8EDLli3h6emJfv36AXj5fTl58qTC/0uFhYWiO69BUkHmcZNmMJOYSUJhHjGP3kSTeSSVSiGRSLBp06Ziyx48eIDNmzdjz549eP78OQYOHIj27dtDX1+/3O/DjtIb1K5dG6NHj8aqVaswc+ZMebuhoWGJ6xcUFCgExOskEglsbGxga2ur0P7qyMur17u5uSE4OLjY63V1dREVFYV58+bh448/xgcffIDAwMBil3Etrbbyio+Ph42NTbFQMjIywsaNGxEbG4sTJ07g8OHD2Lp1KyIjI5Gfnw87Ozv51ITX2djY4M8//8TYsWPh4+MDDw8PjBs3DrNmzZKv4+npiZMnT+Lo0aP4888/MXXqVJw+fRqhoaEoKChAYGAg2rdvr7BdY2NjlexvRVS9evVi35e7d+/Kf87Pz4exsXGJc52trKwQHx+PgQMHomvXrnB1dcXw4cMRERGhsJ4qvy8SiQSOjo7FlgUEBMDX1xfHjh3DH3/8gaFDh2LOnDlo1KgRgJfnFxQ9ulytWjWkp6ejX79+cHZ2RocOHfDxxx/jxIkTuHDhAgCgXr16OHjwIE6dOoWTJ08iPDwcUVFR2LVrFwoKCtCnTx98+eWXCtsV21WyxHjfCiodM4mZJBTmEfPoTTSZR/Hx8Xj69ClGjhyJgoICBAQEyDutV65cQatWraCnpwdTU1PY2dnh+vXraNKkSbnfR1x/Q2oycuRIWFlZKRw1cnBwQG5uLhITE+VtN2/eRG5ursIRvfKyt7fH7du3Ubt2bdja2sLW1hbXrl3D2rVrIZFIsG3bNowZMwZBQUHw9vaGubk5Hjx4UOZVhN7miyuVSvHbb78VO3oEAJcuXUJYWBhatWqFiRMnYv/+/ahevTpOnToFe3t73Lt3DxYWFvL609PTsXjxYhQWFiIqKgq+vr6YPXs2+vfvDwcHByQnJ8vrX758Of777z/4+flhxYoVCAkJwYEDB+Sfzb179+TbtbW1xfr163H27Nly759Y2Nvb49mzZygoKJB/JoWFhZg3bx5ycnKwd+9etGrVCkuWLMHAgQPRpEkT3LlzR6mrTpXXrl274OzsjFq1aim0P3jwAMHBwahVqxZGjhyJLVu2wNfXFwcOHICtrS10dXXx8OFDef3VqlXDvHnzkJaWhqNHj8LMzAzh4eEYMmQIWrVqpfB9+eWXX3D06FF069YNISEh2LNnj/won729PZKSkhS+L6dOncKOHTtUvu9EmsRMUsRMqhiYR8wjTTIyMsLIkSOxfv16zJo1C5MmTZJPBc3JyVEYTTQ2NsaTJ0/e6n3YUVKCvr4+vvvuO6Smpsrb7O3t0alTJwQGBuLq1au4cuUKAgMD4erqWurN15T5ZdC3b19IpVJMmzYNt27dQnR0NEJCQlCtWjUAL+fvnjlzBklJSfjnn38QEBCAgoICSKXSUrdpbGyMxMTEUq9+JJPJ8PDhQzx48ADp6em4ePEiRo8ejefPn+Ozzz4rtr6RkRHCwsKwfft2pKam4tixY0hPT5df8ahOnTqYOHEi4uPjcfHiRcyYMQN6enowMDCAhYUFLl26hOvXryMhIQFTpkzBgwcP5PUnJiZi9uzZiIuLQ2JiIg4fPiw/AjBs2DBs2rQJv/zyC1JSUrBq1Srs3r0bDg4Ob/xcxap+/fro0KEDJk+ejCtXriA+Ph5TpkzBo0ePUKNGDVSrVg0JCQm4cuUKbt++jfnz5+Pq1atlfl9MTEyQlpaG9PT0UtfJycnBgwcPcP/+fdy4cQNz587FgQMHEBgYWGxdc3NzHDlyBHPmzEFycjKuXLmC8+fPo0mTJjAxMYGfnx9mz56NM2fO4NatW/j2229x48YN2NnZwcLCAunp6fjrr7+QkpKCtWvX4siRI/L6c3JyMHfuXERHRyM1NRU7d+6EiYkJ7O3tMWjQIMTHx2Pp0qW4c+cODh48iMWLFxcLTiJtw0xSxEyqGJhHzCNNsrOzk59j+erv5/79+wAAU1NT+fRL4OW5aq+PlJcHp96VoKSjXW3btkXv3r3lR5IAYOHChQgJCcHw4cOhq6sLT0/PMi93qsxRNBMTE6xbtw7z5s1Dv379ULVqVfTr109+Iu20adMwbdo0fPTRR6hWrRp69uwJU1NTxMXFlfoegwcPxsKFC3H37l2Fy7a+Xteru77r6uqiZs2aaNu2LebMmSMPw9c5OTlh/vz5CAsLw7x581CzZk0EBgbC3d0dALBmzRrMmTMHAwcOhJGREbp37y7/hTVu3DgEBQVhwIABMDU1hYeHB/z9/eX1z5o1CyEhIRg2bBikUinc3d2xePFiAECvXr3w6NEjrF69GhkZGXBwcEBYWJha7wouJGWPui5atAhz587FyJEjIZFI0L59e0yfPh3Ay0vzxsXFYcSIETAwMICrqyu++uor/Pbbb6Vuz9vbG4cOHYKPj0+pdzJfsGABFixYAODl/SkaN26MTZs2Kcy/flW/vr4+wsPDMW/ePPj4+MDIyAi9evWSn+wcFBSERYsWYcKECXjx4gVatmyJDRs2wMDAAF5eXjh//jwCAgIAAE2aNMHUqVOxbNkySKVS+Pv7IyOS+iiwAAAE60lEQVQjA1OnTkVWVhYcHR0RHh4OMzMzmJmZYc2aNViyZAkiIiJQo0YNfP311/jkk0+U+ly1BafeiR8ziZkkNOYR80gZmsyjXbt24caNG5g5c6b8aphWVlYAgGbNmmH58uWQSqV48eIFEhMTS5yGqQyJTB1jnkREpBG3HqepdHv1zXmEk4iIyk+TeZSXl4egoCD5VS8nTZqES5cuoV69eujSpQuioqKwfft2yGQyjBkzRn5ly/JiR4mISIslqjiYHNhRIiKityDGPOI5SkREREREREXwHCUiIi3G+ygREVFFIMY8YkeJiEib8WIORERUEYgwjzj1joiIiIiIqAiOKBERaTHxHb8jIiJtJMY8YkeJiEiL8T5KRERUEYgxj9hRItEKCgrCnj17Sl0ukUgwduxYfPXVVxqsioiIKhvmEZF24n2USLRSUlLw6NEj+fPJkyfD3t4eX375pbzN2toa1tbWQpRHpBLJT9JVur26Zvz/gUjVmEdUGYgxjziiRKJla2sLW1tb+fMqVaqgWrVqaNasmYBVERFRZcM8ItJOvOodVWqpqalwcnLCpk2b0LVrV3To0AGXLl3CkCFDMHr0aIV1IyIi4OTkpNC2b98+9OnTB82aNUP37t2xZcsWTZZP9PJyrKp8EJEgmEek9USYRxxRIgKwYsUKhISEQCqVonHjxiWuI5FIFE5U3LNnD4KCgjB48GAEBQXh0qVLCA0NhVQqxYgRIzRVOlVyYrzBH1FlxjwibSXGPGJHiQiAj48PvLy8lF5fJpNh2bJl8Pb2xvTp0wEA7dq1AwCEhYVh0KBBMDIyUkutREQkXswjooqDU++IANSvX79c6ycmJiIjIwOdOnVCQUGB/NGxY0fk5OTgypUraqqUSJFExQ8iEhbziLSVGPOII0pEACwtLcu1/uPHjwEAEydOxIQJExSWSSQS3L9/X2W1EZVFjPetIKrMmEekrcSYR+woEZVAIpGg6JXznz59Kv/ZzMwMADBz5kw0bdq02Ovr1Kmj3gKJiKhSYB4RCYdT74hKYGpqioyMDIW28+fPy392cHCAhYUF7t27B2dnZ/nj4cOHWL58OZ48eaLpkomISISYR0TC4YgSUQk8PDwQHByMVatWoXXr1jh06BCuXbsmX66rq4tx48Zh/vz5AAB3d3fcvXsXS5cuhb29PY/gkcaIcaoDEf0P84i0hRjziB0lqjSKXk719fai/Pz8cPv2bURGRmLjxo3o1q0bpk2bhm+//Va+jr+/P6pUqYKNGzdi48aNsLCwQK9evfDNN9+odT+IiEi7MY+ItINEVnTiKxERaY17Tx+qdHs2xtVVuj0iIqocxJhHPEeJiIiIiIioCE69IyLSYiKcEk5ERFpIjHnEjhIRkVYTYTIREZEWEl8eceodERERERFRERxRIiLSYmKc6kBERNpHjHnEjhIRkRaTiHCqAxERaR8x5hGn3hERERERERXBESUiIi0mxiN4RESkfcSYRxxRIiIiIiIiKoIjSkRE2kx8B/CIiEgbiTCP2FEiItJiYpzqQERE2keMecSpd0REREREREVwRImISIuJ8b4VRESkfcSYRxKZTCYTuggiIiIiIqKKhFPviIiIiIiIimBHiYiIiIiIqAh2lIiIiIiIiIpgR4mIiIiIiKgIdpSIiIiIiIiKYEeJiIiIiIioiP8DvqyIW0OURI4AAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=svm_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Decision Tree Classifier "
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 40 candidates, totalling 1200 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 2 tasks | elapsed: 1.7s\n",
"[Parallel(n_jobs=-1)]: Done 16 tasks | elapsed: 5.1s\n",
"[Parallel(n_jobs=-1)]: Done 34 tasks | elapsed: 5.1s\n",
"[Parallel(n_jobs=-1)]: Done 62 tasks | elapsed: 5.2s\n",
"[Parallel(n_jobs=-1)]: Done 434 tasks | elapsed: 5.9s\n",
"[Parallel(n_jobs=-1)]: Done 1200 out of 1200 | elapsed: 6.6s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('dt', DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
" splitter='best'))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'dt__criterion': ['entropy', 'gini'], 'dt__max_depth': [2, 5, 7, 10], 'dt__min_samples_leaf': [1, 2, 3, 4, 5], 'dt__random_state': [1234]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=9)"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('dt', DecisionTreeClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'dt__criterion':['entropy', 'gini'],\n",
" 'dt__max_depth':[2,5,7,10], \n",
" 'dt__min_samples_leaf':[1,2,3,4,5], \n",
" 'dt__random_state':[nb_seed]}]\n",
"dt_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=9)\n",
"dt_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'dt__criterion': 'gini', 'dt__max_depth': 5, 'dt__min_samples_leaf': 1, 'dt__random_state': 1234}\n",
"Average Accuracy of the best model: 0.7333333333333333\n"
]
}
],
"source": [
"print(\"Best CV params\", dt_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(dt_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the 'gini' information criterion to determine when to split, a max depth of 5 nodes, and at least 1 sample for any leaf."
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = dt_gs\n",
"dt_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'criterion': grid_clf.cv_results_['param_dt__criterion'],\n",
" 'max_depth': grid_clf.cv_results_['param_dt__max_depth'], \n",
" 'min_samples_leaf': grid_clf.cv_results_['param_dt__min_samples_leaf']} \n",
"\n",
"map_df = pd.DataFrame(dt_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_param_map(x_var_='max_depth', y_var_='min_samples_leaf', map_df_=map_df[map_df['criterion'] == 'gini'])"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"train_test_param_map(x_var_='max_depth', y_var_='min_samples_leaf', map_df_=map_df[map_df['criterion'] == 'entropy'])"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df[map_df['criterion'] == 'gini']\n",
"x_var = x_var[x_var['min_samples_leaf'] == 1]['max_depth']\n",
"gini = map_df[map_df['criterion'] == 'gini']\n",
"gini = gini[gini['min_samples_leaf'] == 1]\n",
"entropy = map_df[map_df['criterion'] == 'entropy']\n",
"entropy = entropy[entropy['min_samples_leaf'] == 1]\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.plot(x_var, gini['mean_train_score'], label='gini Train',linewidth=3)\n",
"ax.plot(x_var, gini['mean_test_score'], label='gini Test', linewidth=3)\n",
"ax.plot(x_var, entropy['mean_train_score'], label='entropy Train', linewidth=3)\n",
"ax.plot(x_var, entropy['mean_test_score'], label='entropy Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Model Recall Score as a function of Max Depth and Information Criterion \\n(for min_samples_leaf = 3)', fontsize=16)\n",
"ax.set_xlabel('Max Depth', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 73.333%\n",
"Best parameter(s): {'dt__criterion': 'gini', 'dt__max_depth': 5, 'dt__min_samples_leaf': 1, 'dt__random_state': 1234}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(dt_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(dt_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below used a single **Decision Tree Classifier** with parameters {max_depth = 5, information criterion = gini, and min_samples_leaf = 1}, used unnormalized data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $5.10$ unhealthy people as being healthy, which is worse than all of the previous classifiers, and this model labeled $4.50$ healthy people as unhealthy which is also worse than all previous classifiers.\n",
"\n",
"This model is not an improvement over our previous models, but as I explain below, this kind of model has a very convenient method for interpretation. "
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=dt_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=7,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=3, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
" splitter='best')"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_train, data_test, class_train, class_test = train_test_split(X_train,\n",
" y_train,\n",
" test_size=0.3,\n",
" stratify=y_train,\n",
" random_state=123)\n",
"dt_best = DecisionTreeClassifier(max_depth=7, min_samples_leaf=3, criterion='gini')\n",
"dt_best.fit(data_train, class_train)"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"export_graphviz(dt_best,out_file='single_dtree.dot', feature_names=data_train.columns,\n",
" rounded=True, filled=True, rotate=True,\n",
" class_names=['No Heart Disease', 'Heart Disease'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Decision Trees** are easily interpretable. To classify a new observation, you simply evaluate the question at each node (eg: is the observation's value for thal_reversible_defect less than 0.5? (note: thal_reversible_defect is a binary category, so essentially this is asking did the observation have thal_reversible_defect?)), and if true, you follow the upper branch and if false, you follow the lower branch. Continue this process until you arrive at a node with no branches, and whatever class is listed at that node is the class predicted by the model. "
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\r\n",
"\r\n",
"\r\n",
"\r\n",
"\r\n"
],
"text/plain": [
""
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with open('single_dtree.dot') as f:\n",
" dot_graph = f.read()\n",
"graphviz.Source(dot_graph)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## K Nearest Neighbors \n",
"\n",
"**K Nearest Neighbors** (or **KNN**) is an algorithm that determines an observation's class by polling the $k$-nearest observations what their classes are and choosing the most common class. The nearness of different observations depends on the distance function used. The most commonly used distance function is the euclidean function, which extends the Pythogorean equation up from $2$ dimensions to $n$ dimensions (for datasets with $n$ features)."
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 48 candidates, totalling 1440 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 2 tasks | elapsed: 1.8s\n",
"[Parallel(n_jobs=-1)]: Done 16 tasks | elapsed: 5.4s\n",
"[Parallel(n_jobs=-1)]: Done 34 tasks | elapsed: 5.5s\n",
"[Parallel(n_jobs=-1)]: Done 61 tasks | elapsed: 5.6s\n",
"[Parallel(n_jobs=-1)]: Done 293 tasks | elapsed: 6.1s\n",
"[Parallel(n_jobs=-1)]: Done 713 tasks | elapsed: 6.9s\n",
"[Parallel(n_jobs=-1)]: Done 1189 tasks | elapsed: 7.8s\n",
"[Parallel(n_jobs=-1)]: Done 1440 out of 1440 | elapsed: 8.3s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('knn', KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
" metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n",
" weights='uniform'))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'knn__n_neighbors': [1, 3, 5, 7, 9, 11, 13, 15], 'knn__weights': ['uniform', 'distance'], 'knn__metric': ['manhattan', 'chebyshev', 'euclidean']}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=9)"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('knn', KNeighborsClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'knn__n_neighbors':[1,3,5,7,9,11,13,15],\n",
" 'knn__weights':['uniform', 'distance'], \n",
" 'knn__metric':['manhattan', 'chebyshev', 'euclidean']}]\n",
"knn_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=9)\n",
"knn_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'knn__metric': 'manhattan', 'knn__n_neighbors': 9, 'knn__weights': 'uniform'}\n",
"Average Accuracy of the best model: 0.8222222222222222\n"
]
}
],
"source": [
"print(\"Best CV params\", knn_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(knn_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the manhattan distance metric, a uniform weighting of distance (ie closer neighbors don't have a more significant vote), and polls the 11 nearest neighbors."
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = knn_gs\n",
"knn_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'n_neighbors': grid_clf.cv_results_['param_knn__n_neighbors'],\n",
" 'weights': grid_clf.cv_results_['param_knn__weights'], \n",
" 'metric': grid_clf.cv_results_['param_knn__metric']} \n",
"\n",
"map_df = pd.DataFrame(knn_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Euclidean distance\n",
"train_test_param_map(x_var_='weights', y_var_='n_neighbors', map_df_=map_df[map_df['metric'] == 'euclidean'])"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Manhattan Distance\n",
"train_test_param_map(x_var_='weights', y_var_='n_neighbors', map_df_=map_df[map_df['metric'] == 'manhattan'])"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PcsU8jUdTTYPK+uV5+PzxB6ZMKE4i3wiC8DE8in0AMqhoUklheYXKRtkPlXJ5noec+3eicW3dlF9/+plj+w6R+vwFdRxt6D/Wi3JGFcjIyOBhTBzNO7kR9N0m/jj8OxmvM3Bo5Ey/McPQ0dPFsGJ5kENSfKLCthMeZN9/Hj9KQEdPt3gTL/xrIt8InxLRo1OCEl884UV6WqHjdTW088TnfNbT1EFXQzt72evcMS+zYzT+iUnNs52/YzS13yMFQkkQ+UYQhI8hLTX7etfSUby+tXS0kMuzePXyVZ51nj99xqkDx/jr/GWGTByF15ef8SA6lpWzFpKVlUVqygvkWVns3xbC44cJjPSdQL8xQ7l24U/WB2QPnTWsUA5Lu7rs3hjEjct/kfYilfO/n+X0wezJUfLbr/DpEPlG+JSIHp1SRIYMOfJ8v8uSZ0ktJHK5YkxOw0mWPEv6Yajc28lpW8mS5799ofQS+abkKPsPsQlK7u/rOnc+zrnc8xuykpmRSWZmBuPnTpMedCtUNmLeWF8ungqjRh1LALR1tRn91ReoqGS3t2pqa7N23jLuRkZR3dICry8/Y0PAKr6Zmv1ehbFpFToP8GTHmh/R0NQoluQKRUTkm1JF2cspUdEpRVLSU6WW9Rw5n1NepUqt9LljdNS1pJiU9NTsGPVcMRr/xAjKReSbkvOpj10WhLfR1tUB4GVamjR9L8CrtJfIZCoK70rk0NLWwrx2TYXWfLNaNdDW1SH2Tgx1nLLfn7BysJEeVgHqOtmCHGLvxFDd0gKD8uX4YuFMnj95RtqLVIyqVObMoRMA6OrrFUt6haIh8k3pouzl1Eer6AwcOJDXr18rLMsZpxkUFPSxDqNUu5f8kKpljRSWVfn7852kONJevyIx5Ym0LEdVAyPkcriX/IAX6S/JksupYmAEMX/9E1PWiNTXL4lPSS7+hAgflcg3glB4oqz6h1GVyiCHhAfxVDT+532LxIfxVK5qnO86FU0qkZGRkWd5VlYWMhUZOro66JXRJzNXTM4UwjnPXGHHTmNWszqVqppID8v3b99DR1eX8pUqFkXyhGIi8o3wKfloFZ1JkyYxY8YMVq1ahaqq6sfarVIJi76Cp11rNNXUeZWRXRC3rlWfJ2nPiYy/B8DZ6Cs0t6jHqlM7pPVa1azPrcQYktOeA3A5NpJWNV3Y/edRKaZFTWfCc72wLigHkW9KjnK3kyknUVb9o1IVYwwrlufS6XPZLedARkYGEWEXsG9QL9916jrZcWT3bzxNekLZcgYA3Ii4yqu0l1j8PfyojpMtf567xOv0dNQ1socTRZy9ADKwsK4NwN7Nwdg4O0hTEb94nkLYsdPYNXAq1jQLH07km9JF2cspVT8/P7+PsaPKlSuTmppKRkYGDg4OlClTRvpXGKtP7yzmIyxZzqZ1sTex5PuwX6RlVcoaUd3QmPiUJABuP46lf70ONDCzIzntGW0tXRnh2o3vTu/kclwkADFPHjG8QVesjKqT8iqNXg5t6G7XmvlHvudOUhwAialP8W7oiZGeIRlZmYxq2ING1e35KnS1aJkvZUS+KR6jG/Uoku18f25PdlPjB/wbVt+jSI5FKJwPKavuPXn4EY7w41JTV2Pf1l1kZGTw+vVrgtds5tH9BwyZNBodPV0SHjziUewDDCuUB6BqjWqcPnicS2fCKWtowL2bt9myYgOmNczoOqQ3AMbVqnJs70GuX/qLMoZluXbpCj+v24JT4/o07dAayP6F+wM796Krp8uL5ylsXr6OZ8lP8JoyBt0yYgjSp07km4+jukH+PWTvQ9nLKZk89xvInyj7xX1K+hCKlXdDTwY6d6LJimHSsjntR9G5bjOcvuknLbMyqs6XrYZQp5I5SalPCbp4kB/Df1XYlquZLROa9aN6ORMePktk/dkQfr36u0JMB6vGeDfsTuUyFbiXFMfy34M4fTf/+e2FT5fIN8Xj8qSiGaLUdOXwD97G72PWF8GRCB/D8bsXS/oQisWhXfv4X8hvpDx9TlWL6vQaORBzq5oAbFr8HWeOnGDNb9uk+MSH8QSv3cy1i1dQVVPDoWE9enkPkt7dAIi+dYef12/l9rVINHW0cW3VhK5D+6Cmlj3QRC6Xs39bCCdDj5CakkqNOrXw9OpH1RpmHzfxwr8m8k3xa17d8YO3oezllKjoCIIg5CIqOsK/oawVHUEQPk2iovNuYtY1QRCEYqLkk9kIgiAIpZyyl1OioiMIglBMlP33CQRBEITSTdnLKZV3hwiCIAiCIAiCIJQuoqIjCIIgCIIgCILSEUPXBEEQiomy/+K0IAiCULopezklKjqCIAjFRNnHPguCIAilm7KXU6KiIwiCUEyUvKFMEARBKOWUvZwS7+gIgiAIgiAIgqB0RI+OIAhCsVHypjJBEAShlFPuckpUdARBEIqJsg8JEARBEEo3ZS+nREVHEAShmCj7S56CIAhC6abs5ZSo6AiCIBQTZS9ABEEQhNJN2cspMRmBIAiCIAiCIAhKR/ToCIIgFJdibiiTy+X4+flx48YNNDQ0mDt3LqamptL3a9euZf/+/ejr6+Pl5UWLFi1IS0vDz8+P2NhYXr9+zYwZM7C1tS3eAxUEQRA+TcrdoSMqOoJyG9u8b0kfgvAfVtxDAg4fPkx6ejpBQUFcvnyZ+fPnExgYCEBkZCT79+8nODgYuVxOnz59aNiwIRs2bMDS0pKAgABu3LjBjRs3REWniOhr6Zb0IQil0LWHt0v6EIT/MDF0TRAEQfhXZLIP//c258+fp2nTpgDY29tz5coV6buoqCjq16+Puro6GhoamJmZcf36dU6ePImamhpeXl589913NGnSpDhPgSAIgvAJK+5yqqSJio4gCEIplZKSgr6+vvRZTU2NrKwsACwtLQkPDyc1NZXk5GQuXbpEWloaycnJPH/+nA0bNtCiRQsCAgJK6vAFQRAEoViJoWuCIAjFpLiHBOjp6fHixQvpc1ZWFioq2e1XFhYW9OvXjxEjRlCtWjXs7OwwMDDA0NCQVq1aAdCqVSvWr19frMcoCIIgfLrE0DVBEATh3ynmMQFOTk4cP34cgEuXLmFpaSl9l5SURHJyMlu2bMHX15eHDx9Su3ZtHB0dpXXCwsKoWbNm8aVfEARB+LQp+dg10aMjCIJQTIr79t+mTRtOnTpFnz59AJg/fz6bNm3CzMyMli1bEhMTQ48ePdDQ0GDy5MnIZDJGjRrFjBkz6NOnD+rq6mLomiAIwn/Yp11N+XCioiMIglBKyWQyZs+erbDM3Nxc+v85c+bkWads2bKsWLGi2I9NEARBEEqaqOgIgiAUE2Uf+ywIgiCUbspeTomKjiAIQjH5xIcuC4IgCP9xyl5OiYqOIAhCsVHyEkQQBEEo5ZS7nBKzrgmCIAiCIAiCoHREj44gCEIxkSn7mABBEAShVFP2ckpUdARBEIqJchcfgiAIQmmn7OWUqOgIgiAUE2VvKRMEQRBKN2Uvp0RF5xPR3KIe8zp+RuMVw94aZ1G+Kl+2GoKNsQVPX6aw/eJBNp3bqxDjWMWKic37U6uiKfHPk9kQFsIvV44rxLSs6YxP456YGlTmXvIDVp7czu+3LxZ5uoTicfnoWc7tO87zpKcYmZnQsn9nTGqaFRgfG3mX40H7SYh+gHYZXWya1sO1SytUVFWlmKiLVzkT8j8exz5CW18HC8e6NO3VHg0tTSnm0d1Yjm3dx4Ooe2jqaGPpYkuz3h1Q19Qo1vQKglByjuw9wK9Bu0hKSMSsZg0GfuZFLWurAuOfPXnKT6s2cPGPcORZWVjZ2zBo7HCMjCtLMfEPHrJ55Xr+uhCBuoYG9vWdGPCZF2UMyua7za8n+AIwc9ncok2cUGwuHDnN6b3/49njJ1SuXoW2A7tR1bJ6gfGpz1I4+GMINy/+hVwup1odC9oN7o6hUXkA5vSZUOC6XX36Y9fMBYCLR//gj1+P8jQxGcNKFWjarQ11GzoWadqE0kNMRvAJsDexZG7Hz94ZZ6itz5qevmRmZTJpzzJ2Xj7CmCa9GVivoxRjXs6EQM+pxDx5xOch33As6jx+7bxpXctFiqlvas0i9wmERf/F5yFLiEy4x1KPL7CpbFEs6ROK1pXfz3No426sm9Sj6/hBaOlos3PhBp4mJucb/yT+McEL16OprYXHhEE4d2hG2K/HOLEjVIqJvnqL3d/8QEXTynhMGISrR2uu/3GZvSu3SDHJjx4TNHcN6prqdPt8CI26t+HqqQsc+fGXYk+zIAgl40To//h+aSBN27Xi86+no6uvx4IpfiQ8jM83PjMjk3lfzOT2jVuMnDKWUdM/51HcAwKm+JGZkQnAi+cp+I35kmdPnjHO70sGjR3B1Ut/stxvYb7bPLInlGuX/iy2NApF7/LxMPatD8auqQu9vvBCS1eHLfNX8yQhKd/4rMxMNvsHEnc7GvdRffHw6U/yw0S2zl9NVmZ2vvHy/zzPv2q1a1CmXFlqOtQB4MqpC+xdE0RNx7r0njyc6ja12Ln8B25e/OujpV34tIgenRKkpqLKgHod8Wnck9T0l6irvv3P0cexHaoqKowLWcTrzAxO372Mppo6wxp0ZcuF38iSyxnWwIPYp/FM378SgDP3IiinU4aRDT05cvMcACMbeXLmXgSLjv4oxZiUqYhXg658/suS4k208MFO7zqIQ2tXGnZtDYCZTU3WT17E+d9+p9XALnnib5yNALkcj/EDUdNQp7pNLV4kP+Pi4dO06NsJgHP7T1CldnXaDe8hraepo8XeFVt4HBdPeRMjTu86hIFRObpNHIJMJsMMyMrM4sLBU2RlZaGiItpNclP2H2ITlN/OjVtw69KB7oN6A2Bbz4GJA0exP/gXBo8dkSf+xIEjPIx9wDebV1OuYnZLfMVKRiycOpvo23cxt7Rg344QAKYvmYOmlhYA2jrabFy+hqfJTyhraCBtLynhMdvWbMKwQvniTqpQhI4H/4Zzm8Y082wHQA1bS1Z9Ppez+47Rbkj3PPGXj4eR9DCBz5b5UqZc9t+/bIVybAtYw6PoBxibV6VKrlEL189FEHPjNoNmjUGnjB4AESfCMKtjQZsBHgCY21gSe/Me5w+dppajdXEmudRS9nJKPJmUoCbmDgyt34Ulx34i6NLBd8Y3qGbD2XtXeJ2ZIS37381zGGjrYf13b0yDajacuH1BYb2jt85Rq0I1yuuURUNVHQcTS47fOq8Qc+xWOK5mtkWQKqE4JT9M5GniEywc60jLVFRVsXCow52IG/muk5mRiYqqKmoa6tIyLT1t0l+mk5mRnZdMapnh6NZIYb1yxhWRA08TkpDL5dy6cBXbFvUVxvM6ujXEa+EkUckpgEwm++B/glBSHt6PI/FRAk6N6kvLVNVUcXR1JiLsfL7rhP/+B/b1naRKDoBZTXNW7dyEuaWFFNPYrblUyQFwalSfFds3KFRyADZ8E4hLs0bUqF2zKJMmFKOkhwk8SUymltM/FQsVVVVqOVpz6/K1fNe5fu5PajrUkSo5AJWrV+Hz7+ZgbF41T3xmRgYHfwzBprETZnX/yRsZGRloamspxOro65KW8uJDk6W0lL2cEj06JejKwyg6rhvHi/Q0vBt6vjPerJwx52KuKiyLfZo9fMDM0JibCdFU1DMkJvmRQsz9J/HIZNnrP0l7jqqKCtFPcsU8jUdTTYPK+uV5+PzxB6ZMKC7JDxOQAQaVKigsL2tUjifxj5HL5XluOnUbO3L+wEmOB+2ngXsLkh8+5vyBU1g626Cqln0LaOjROs++bl24igwoZ2zE04Rk0l++QreMHvtWB3Ez/AoqKirUbexEy/6dpe0Iij7t278gvN2D+3Egk1G5irHCciOTyjyKfZjv/Sb69l2atG3Jz5u2cfiX33iRkoJNPXu8JvpQ3qgiGRkZxEXfx82jAz98u5bfDx4l4/VrnJu4MnTCKHT19aRtnTx0jNvXb7L4x0BWL1j+UdIsfLjHD+Kzy47KFRWWGxiVJ/lRYr75Jj46DtumLhzfGcr5Q6dIe5FKDVtLOnr1omwFwzz7CD94kufJT2ndX3EUg0vbJuxasZmrf1zCws6KW5eucuvSNdoN7lbk6VQWxV1OyeVy/Pz8uHHjBhoaGsydOxdTU1MArl+/zty5c5HJZMjlci5fvkxgYCDW1tZMmjSJV69eYWRkxPz589HU1MTf35+LFy+iq6sLQGBgIHp6em/bvajolKTEF0/eK15XQ5sX6WkKy3I+62nqoKuhnb3sde6Yl9kxGjpSb1Bqnu38HaOpDc/f67CEj+hV2isAhQkCcj7Ls+S8fpWe5zsDo/K06NuJAxt+Jmxf9qQUlatXof3IngXuJ/5eHGf3HsXSxRYDo3I8iIoG4MjmX6hhb0X3iUNIiHnI7ztCkcvltBkiChFBUDZpL1IB0NLRVliuraNNllzOq7SXeb579uQpx/Yfxsi4Et5Tx/Mq7SVbV29k4dQ5zF+/nBfPU8jKymL35h1YWNVivN+XJCUksnX1Jlb6L+HLgK+k7fy4Yh1eE30UKj/Cp+9VanY5pamtWBZpahdcTr14lsKlY39gULE8XUb3I/3lKw5v2UNQwFpGBkxG9saoAblcTljo79g0clLoAQKo7WKHfTMXdi7bBGQ/xDu2aohLu6ZFn1ChUA4fPkx6ejpBQUFcvnyZ+fPnExgYCICVlRWbN28GIDQ0lMqVK9OkSRP8/f1xd3ena9eurF27lqCgIAYPHszVq1fZsGEDBgYGb9ulghKr6Lx8+RIVFRU0NMRsTYUlQ4Yceb7fZcmzpBYSuVwxJqfhJEueJY3FzL2dnBp9ljz/7QufiL//Pnl6iqXledtmIo6e5cD3u3Bo5UrtBnakPHnGqZ0H+XnR9/SaNhJVNVWF+PjoBwQHrKdMOQPaemWPpc7MzAKgQtXKtB+RXUGqVrcmWZmZnNj+G426tUG3rHgYyeMT79IX3u6/Xk7JC7ivSMtV8ubvzIxMMjMymLrID20dHcwmlJMAACAASURBVAAqGldihvdEzp04I83WpqOrw0T/6dKwVy0dbZZ/FUDU9ZtYWNVi0/I11LatQ4MWjYstfUJx+fs5Ik++yVmcN99kZWaSlZFJ/+mjpKFnBkblWT99CdfCIqjr6iDF3o64wZP4x/T4fGie7fyy6ieun/sTt/5dqFLTjLhb9zi+MxRNHS3pvR0hl2Iup86fP0/TptkVTXt7e65cuZInJi0tjRUrVrB161YALly4wOjRowFo1qwZy5YtY9CgQdy7d49Zs2aRkJBAjx498PR892iojzawPiYmBh8fH2bNmsXp06fp2LEjHTt25OjRox/rEEq9lPRUqdcmR87nlFepUu9O7hgddS0pJiU9u4VOVz1XjMY/McKnS1Mn+++U/vKVwvL0V+nIVGT5TvN89tdjWDhY0WZoN6rVtaBuI0c8Jw3lfuRdrp1WnFI8+moUQf6r0dbTode0EWjpZj+oaPy93eq2lgrxZjaWyLPkPI59WGRpVCayIvgnfDyinFKko5c9PCQtVXEEwMu0l6jIZArv2OTQ0taiZl1LqZIDUKN2TXT0dIm+fRetvx9iberZK7zbZ+ucPf1vzO17hJ/8g0t/hDN43EiyMjP/nq1NDnK5NAOX8OmSyqm0lwrL01++KrCc0tDSpEotM4X3a0xqmKKlo018dJxC7I3wPzGsXCHPuzvPHj/hz1MXaNGrI43cW2FWx4KG7q1oM8CDP/YdIzleDMvPT3GXUykpKejr60uf1dTUyMrKUojZuXMnHTp0oGzZ7OnlX7x4Ia2jq6vL8+fPSUtLY+DAgSxatIj169ezdetWIiMj35m+j9ajM336dMaOHUtsbCzjxo3jwIEDaGpqMnz4cFq2bPmxDqNUu5f8kKpljRSWVfn7852kONJevyIx5Ym0LEdVAyPkcriX/IAX6S/JksupYmAEMf9Mt1i1rBGpr18Sn5L/FMXCp8GwcgXkwJP4JAyM/nnZ92l8EuWMK+a7zvOkp9g0c1ZYVs7ECG09HRJj/3lX69b5v9i7cgvlq1ai55ThaOvrSt8ZVCqPDMjKUHzIyMrM/LvtTjyS5+f/7N13WFTHGsDh39K7FOkgIIpgL1iw15gYNdbErtFEr6apMcVoLDFGE40p1thi7C2JJZZYAVsUCypWLBFBEFFQmpTdvX+gaxZQ18AqbL73PjzXnfOdszNwst/OmTlzSvpNmkKb5Cltbl4eoFaTeCMBV49/PAPnRgLu5TwL3cfV053cnNwC5SqlEoWREVY21tiWsSsQ83BhFIUib7GC+/ezeP+Ntwocp0/rLnz+/WSCalQtStOEHjm65S1kk3zzNg7/uJ80JfE2Tu4uhe/jWlaz/Pg/qVTKAiMOl0+eI+gfIzwP3buddztA/tXZvAPLo1arSYpL0DyTRzyi7zxlY2NDevqjxSAKW6V18+bNzJw5U/Pa2tqatLQ0HB0dNZ0eS0tL+vbti7m5Oebm5jRo0IDz588TEKB9ATa/5zaik5ubS7169ejcuTOtW7fGyckJGxsbTOQmZp0diYmivk81zE0erZ7VqmI9UjJTuZh4DYDDMVE086+jtV/LCvW4lHSd5MxUspU5nIy7SMsKdbVimlcI5mi+hQ5EyePg5oydYxkuHXvUSVXmKrkceQ6fKhUfs09Z4i7+rVWWnJBEZloG9i6OAMRfjmHzrBW4+5ejx5j/aXVyIO9qm3uFclyM0H6WxeUT5zAxNcHNr/AvPUKUJpKntLl7eeDkUpaj+//SlOXm5nLir6NUrVPwiyZA9bq1uBh1jpTbjy6anY08zf3M+wQ8mLZWLbgmkYePkp2VrYk5figCFAoCqgbRbWAvJv/0LZPnz9D8BNWoil+AP5N/moFfgKzAVpI5ubtQxsmeC0cf5QtlrpLoE2coX61SofuUrxHI9QtXSUu5pyn7++wlsu9n413JT1OWkZpOcuIdvCr6FjiGg1tZFAoF1y9c1SqPi/47bxEfZ+nkvAi1a9cmLCzv/uDIyMgCHZO0tDRycnJwdXXV2ic8PByA8PBwgoODuXLlCr169UKtVpOTk8OxY8eoUuXpS4YbT5gwYULxNefxjh8/zp49e2jRogVt2rQBYP78+aSnp/Pyyy8/df95B9fru4ovVLB3ZWp4BLD4yKOHL3qWccHXwZ3EtLwHbF25HUfvOq9Q36c6yZn3eCmgAW836Mzcg+s5eSNv+O56yk3eqt+JQBdf0rIyeb1mG7pUb8WU3Yu5eidv+Dcp4y5DQrriYuNArkrJ/0K60dC3BuO3zzO4EZ36voa3ZLaxqQmHNuxGmZuLMjeXvSs2k5yQxCtDXsfC2pKUxNvciU/C1jFvCNjKzpojm0NJvXMXU3MzbkT/zY7Fv2JhZUmbN7tgbGLMr9MXk30/m1b9OpKdmUXqnbuaH1NzU0zMTLF3ceLotnASY+KxsLbiwpHTHNqwm7rtmlK+xuOfkl4a1fYsnvasPbmLok4KeKNmm2Kpi3i6ouap+DTDmxpjamrKb0tXk5uTS252DstmLSQ+9gZDPx2Ota0NN28kkHA9DkfnvCv35fx9Cd22m6P7/8LeyYGrFy6x+Lu5+Pj78cZbfQHw9PVmx+9bOHP8FGUc7Yk6fpKVcxZTt2lDWnVoi5WNNQ5Ojlo/R/f/hRp4rXc3TEwNq+OZZGB5F8DE1ITwX/9EmaskNyeXHUt/53b8LV4b1gsLayuSbyZxOz4RO6e8m8pdy3kQGXqYCxGnsbG3I/7qdbYuXIubjycte7yqOW7c5RhOhh2hade2WNtp3xdqZm5Gxr00Dm8Lw8jICJVKxbnDJ9mz6g8CgqtR96XGz/V38DxUdyt6p1/feap8+fLs27ePn376if379zNhwgQ2btxIcnIyfn5+XLhwgYsXL9KuXTvNPlWqVGHOnDmsXr2au3fv8tFHH+Hi4kJGRgZfffUVmzZtonPnzpp7f55Eoc5/57qeqFQq9uzZQ+vWrTVlGzdu5KWXXsLS0vIJe+apMb2HPqv3wg0J6Urf4FdpPHOgpuyLl/9H+8pNqT2jl6Ys0MWXT1oOIMjVjzsZd1l9YgdLj/6hdawGPtUY3rQXvo4eJNxLYuHhDfxxdp9WzCuBjRgS0gU3u7Jcu3ODH/at5uDfJ/XbyBfgvWY9X3QV9OLotnCO/XmAzNR0XHw8aNG7Pe7+5QDY9tNazuw/xqhlX2vio49GcWjjbm7H3sSqjC2+1SrS5PVXsLK15m5SMgtGTH3se3V8vw8BdfM6jNeiotm3/k9uxcRjZWtNzVYh1O9oeFN63qpbPDetdlv6cZGPsb5f4U+LF8WvqHnqeMLT54uXRlvXbmDbr5tJvXsP3wp+9HnnLSoE5V2VnTfle8J37GXl3kcX6RLjE1g+ezFRx09ibGJMcKMG9H33LaysH923c/XiZVbOW0L02fNYWlrS+KXmvPF2v8eOnn07ZjKZGRmM/W6yfhv7ApxLuPKiq6AXf23Zy+Ft4WTcS8PN15OX+nXWTCvbOGcFp8Ij+Hz195r45MTb7Fy6gatRFzEyMaZScFXa9uuiuecH4OyhE/z6wy8MnzsRW4cyBd5TrVZzYMMuTuw9RGryPeydHanetC4NO7TEyNi4QHxp17vm0y/API2h56nn1tEpKkPv6Aj9MNSOjtCv4urodF/6SZGPsa7f108PEiWCoXZ0hH4ZakdH6F9xdHQMPU/J48yFEEIIIYQQBsewJroKIUQJ8vC5VUIIIURJZOh5Sjo6QgihL4adP4QQQpR2Bp6npKMjhBB6YuhXyoQQQpRuhp6npKMjhBB6Is8LFUIIUZIZep6SxQiEEEIIIYQQBkdGdIQQQk8MfUqAEEKI0s3Q85R0dIQQQl8MfU6AEEKI0s3A85R0dIQQQk8MO30IIYQo7Qw9T8k9OkIIIYQQQgiDIyM6QgihJ4Y+91kIIUTpZuh5Sjo6QgihJwY+9VkIIUQpZ+h5Sjo6QgihNwaeQYQQQpRyhp2n5B4dIYQQQgghhMGRER0hhNAThaHPCRBCCFGqGXqeko6OMGiN/Wu96CqI/zDDTh8iPx9HtxddBVEKyXkjXiRDz1PS0RFCCD0x9CtlQgghSjdDz1Nyj44QQgghhBDC4EhHRwghhBBCCGFwZOqaEELoiaE/iE0IIUTpZuh5Sjo6QgihJ4Y+91kIIUTpZuh5Sjo6QgihJ4adPoQQQpR2hp6n5B4dIYQQQgghhMGRER0hhNAXA58SIIQQopQz8DwlHR0hhNATw04fQgghSjtDz1PS0RFCCD0x9Js8hRBClG6GnqfkHh0hhBBCCCGEwZERHSGE0BNDfz6BEEKI0s3Q85SM6AghhBBCCCEMjozolBDN/OvwVbt3aDRz4BPj/J28+KTlAKq6+3P3fhprTuxgScRmrZhanoGMbNabis7eJKYms+jIBjZGhWnFtKgQzLBG3fG2d+Nacjyz9q9h35UTxd4uoR87Nm7l9xVrSUpMwq+iP4M+GEKlqpULjX27S19uJdwsdFvPt/rxxsA+AIRu38Vvy9YQHxePu5cH3fr3pGmbFlrxe7bsYNOaX4mPvYFjWSeatW1Ft/49MTGRj5LCGPrcZ/HfsHH976xcspzEmzepWCmA9z8aQdUa1R4bn5Kcwo/TvuNg+AHUKhU16tRi+Ccj8fDy1MT07vwGf1++qrVfGQd7tobtKPSY7w4aCsCsRXOLoUXieZDzpnQw9Dwl305KgBoeAUxu985T4xwsbfmp+xiib8UwatP3BLn68W7jN1CqlCw7thUAP0cP5nT9lL2XjjLnwDpCfKszoe0Q0rIy2B0dAUA97ypM6zCcNZE7mBG6gnaVG/Hdax8yYNV4ohIu67Wtouj2bN3J3Gk/0HNQPyoEBvDH+g1MHPEZ3y/9CRd31wLxn309gZzsHK2yDavWc+KvCJq0aQ7Agd1hfP/FN3Tt+wY16tUh8vAxZoyfgpmZGQ2aNQJg95Y/mfXVDDr17s7AenX4+9JVVixYwt3kFIaMek/v7RZCPH/bNm1h+pdfM3Do2wRVCWLdyrWMHPo+v6xfibuHe4H43NxcPnh7GDk5uYyeOBYjIwXzfpzDyKEfsPz31ZiYmJCbk0vsteu8M/I9ataprdnX+DEXTDas+40TEceoVbeO3topipecN6KkkI7OC2RiZEyfOu0Y1qg7Gdn3MTV+8p+jR622GBsZ8f6GaeQoczn490nMTUwZWL8TK45vQ6VWM7D+a8TdTeSzrbMAOHTtFI5WdgwO6arp6Axu2JVD104xbe9STYyHnTOD6ndixMZv9dtoUWSrFi7l5U7tef3N3gDUqFubYT3eZNPqX3lrxLAC8X4V/bVeR5+7wOGwA7wzeiQe3l4A/L5yPfWaNKTv0EEAVK9Tk4tnz7Ptt02ajs6Gletp/nIr+g97Ky8muBZKpZKlcxcy4N23Mbew0FubSyvDvk4m/gsWzplPp+5deHNI3mdDcIN69OjQjTXLVjL8kw8LxG/btIXYmFhWb16Ps6sLAG4e7owaNoLL0ZepFFSJq1euoFQqadKiGd4+5Z74/rduJjL3u1k4uzgXf+OE3sh5U3oYep6Se3ReoMZ+NXmzXke+DV3O6sjCh13/qX65qhy+FkWOMldTtic6AntLG6q4+Wtiwq8c19pv76UIKpYth5NVGcyMTanpEUDYpWNaMaGXjtLA5/FDyqJkiL8ex62Em9Rt3EBTZmxiTJ2G9Tn+11GdjrFgxhwCqgTSsl0bTdmHE0czaPj/tOJMTEw0I0FqtZra9YNp/nJrrRjPcl6ghsTHTI37r1MoFEX+EeJFiY25TsKNeBo1b6IpMzExoWHTxvy1/1Ch+4TvCaV+4xDNl1WAipUC2Lh7C5WCKgFw6eIlzMzN8Crn/dQ6TPtyKs1atyCwSuFTc0XJI+dN6WLoeUo6Oi9QVMJl2i14nzWRO1Cr1U+N93F053qK9hfKuLuJedsc3LEwMcPZxoHrydoxsSmJKBR5+3vZu2BsZERMvuPE3k3E3MQMN1unIrZK6FPc9VgUCgXu/5izDHlXvhLibjz1PDocfpDos+d5870hWuXuXh64ursBcO/uPTasXMepoyd4uXN7IO+D8M33h1Cjbm2t/Y7sP4SpmRkubm5FbZqBUhTDjxAvRszfMSgUigJfLD29PIiLjS308+bSxUv4+PqyeO4COrR4meZ1GjHqnRHcTEjQxFy+GI2dnR1jPxxNm5DmvNSwBVMmfElGRobWsf78Yxvnos7y3qjh+mmg0As5b0obw85TMnXtBUpKT3mmeGszS9KzM7XKHr62MbfC2swyrywnf8z9vBgzK81oUEaB4zyIMbeE1GeqlniOMtLzPtAtrSy1yi2tLFGr1dzPvF9g2z9tWvMbQdWrEFAlsNDtZ06cYsw7o1AoFNRpWI+Q5o0fe6zjf0WwZ8sOOvboirmF+b9ojRCiJEtPTwfAyspKq9zK2hq1Sk1mZmaBbSnJyWzZsAl3Tw/GTBpHRkYmc2b8yEfvjGTJuuUYGRlx6eIl7ty+Q0BQJd7o25Po8xeYP+snEuLi+WHBbACS7yTzwzczGDX2U2ztbJ9Pg0WxkPNGlCQvpKOjUqm4desWzs7OGBnJoJKuFChQU/gVe5VapRk+zH+15OGookqt0qyXnv84D/vjKh1GlsQL9ODvk3+o+OHf08jo8VdW4mJiOXPiFJ98Ne6xMe7enkye8y3x1+NYNm8xE0Z8xuTZ0wvEnTp6gq/HTCKwWmV6DxnwLxry31DCR/TFE0ieepRLCnzePCg3UhT8veTm5pKbm8uMeT9ibW0NgIenB4N69id0115avtSKd0a+R052DpWrVQGgeq0a2Ds4MO7jMZw6cZLqtWowY8o0qtWsQcuXWumziUIP5LwpXQw9Tz23T+/PPvsMgJMnT9K2bVveffdd2rdvT2Rk5POqQqmXlp2hGbV56OHrtKwMzehO/hgrUwtNTFp23oiAtWm+GLNHMaLksrLJSwCZGdojcvcz7qNQKJ64IMDh8ANYWlkS3Kj+Y2McyzpRpWY1Wnd4mXdHj+Rs5GnOnYzSitm3K5RJH46lfEV/xk6fhKmpaRFaZNgUxfA/8fxIntJmY2MDQMaDK/QPZWZkoDBSYGFZ8PPGytKKytWqar6sAgRWCcLG1pYr0ZeAvHsvHn5ZfahB4xAAoi9cJHxPGIf2HWTE6FEolUpyc3PzviSr1SiVymJtoyh+ct6ULoaep/71iM6dO3dwcHDQ+Sak2NhYAL777jsWLFiAr68vN2/e5MMPP2T58uX/thr/KdeSE/Aq46JV5vng9dU7N8jMySIpLUVT9pCXvQtqNVxLjic9+z4qtRpPexe4fuZRTBkXMnLuk5iWrP+GiH/Nw9sTtVpNQlw8bp6PluhMuBGPp8+Tb9A88ddRaofUK9AxUeYqORi6D7+K/nj94xjlAyqgVqu5feu2pmzbb5uZ/+0satarw6dTxsuUtaco2R//hk/yVNF4+3ijVqu5ERuH54MVGgHiYm9Qzten0H08y3mRk5NToFypVIJCgVKp5M8/tlGhUkUCAitptmfdzwLA3t6e8D2h3M/MpGvbjgWO06x2Q2Yumkut4NoFtomSQc6b0sXQ85ROIzpJSUl8+OGHnDt3juzsbPr370+jRo1o1aoV0dHRz/SGxsbG+Pr6AuDq6opKpXrmSv9XHYmJor5PNcxNHn1RbVWxHimZqVxMvAbA4ZgomvlrrxnfskI9LiVdJzkzlWxlDifjLtKyQl2tmOYVgjl6/az+GyGKxMPbi7KuzhwOP6Apy83N5djBw9QIrvXEfS+dv0ilKkEFyo1NjFn0w1x+XbZaq/zE4aMoFAp8KvgC8FfYAeZ/O4uQFk0YO22SdHJ0oVAU/UfoRPJU8fP2KYeLmyvhex49cDo3J5eD4fup26BeofvUa9iA05EnuZ2UpCk7EXGMzIwMqtesgbGxMQvnzGfx3IVa++3duRtTU1Oq1qzGW+8MYdGqX1i8eqnmp1ZwbSpVDmTR6qUEVi74OSZKDjlvShkDz1M6jehMnDiRO3fuYGdnx8aNGzlz5gzLly9n06ZNTJo0iaVLlz71GKmpqXTp0oWMjAzWrVtHx44dmTp1Kh4eHkVuhKHyLOOCo6UdpxPyhm3XnNhBz1ptmd11NL9EbKaSsw9v1uvI9+ErUarzEvEvEX+wss9kvu04gl9P7SHEtxqvBDXio83faY676MhGZnb+mM/bvMXu6AheDWpMdfeKvLl6wotopnhGXfv2YP6MWVjb2hBUvQpb1m0g9e49OvToAkBCXDx3U1K0OjWJ8TfJzMjE08er0GN279+Lhd/Pwcm5LNXr1OTS+Yus+XkFLV5pg7evDznZ2cz95gccyjrxarfXuHThotb+vv5+8hydF0CtVjNhwgQuXLiAmZkZkydPxtv70ajc/Pnz2bp1K7a2tgwaNIjmzZuTnJzMqFGjyMrKwsXFhSlTpmBuXvo7rZKn9KPvoP58N2U6Nra2VK9VnfUr13Lv7l3e6NMTyFsJMiU5hSrVqwLQo28vtm7YzMihHzBo6GDuZ2Yye8ZMqteqSb2GedNm+7/9JtMmTeX7r7+lcbMmnI06w88/LaJ77x64PljB0c1deyVHG1tbUCg0Sw2Lkk3OG1FS6NTROXjwIGvXrsXT05OdO3fSokUL6tSpg4uLCx06dNDpjX7//Xeys7M5f/48FhYWKBQKAgIC6NatW5EaYEjyLwMwJKQL7Ss3pfaMXgDczrjL22u/5JOWA5jWYTh3Mu7y477VLD+2VbNPdFIM7/3+DcOb9mLGayNJuJfEuO1zNQ8LBThwNZIxW2czJKQLr1ZuwrU7N/hgw3SiEi4/j2aKInqlSweys7L5Y+3vbF7zG34V/Znw/VTN8tBrfl5O6LZd/H7gT80+d5NTUCgUWD+YO53fq91ew9zCnE2rf2Pjql9xLOtIt7496NqvBwAXos5xL+UuAGPfGVVg/+mLZ+FfqWJxN7XU0/fc5V27dpGdnc3q1as5efIkU6ZMYc6cOQBcvHiRrVu3sm7dOtRqNT169CAkJITZs2fToUMHOnXqxPz581m1ahUDBgzQaz2fB8lT+tHljW5kZ2WzdsVq1i5fRcXAAL7/aRbunnmdv59/WsT2zVvZf/IwAPYO9sxbupCZ079n0pjxmJiY0KRFMz74eITmmK9164yZmRmrl65g068bcHRyYuD/3qbvoP5PrEsJv3As/kHOm9KjpN9jU1QKtQ4PcKlfvz4rVqzAw8ODkJAQJk+eTPv27Tlx4gTvvvsuBw4ceNohiqzG9B56fw9heNYM/OZFV0GUQoGOT37qtq7e21D0829mp48fu23q1KlUr16ddu3aAdC0aVPCw8MB2LZtGydOnNDcYD9ixAgGDBjAxIkTWbBgAU5OTpw/f57vv/+eefPmFbmeL1pJyFO3s+/p/T2EEOIhJzO7Ih9D33nqRdNpRCckJIQxY8ZgZWWFubk5LVq04ODBg0yaNIlWrWQJPyGEKIy+r5SlpaVha/voWREmJiaoVCqMjIwICAhgwYIFZGRkkJWVRWRkJBkZGaSnp2v2sba2JjXVMB6cJXlKCCGenaGP6Oi0GMGXX35J9erVsbS0ZP78+VhbWxMdHU3z5s0ZM2aMvusohBCiEDY2NpqH8wGaTg6Av78/vXr14u233+abb76hevXqODg4YG1tTVpaGoBWp6e0kzwlhBAiP51GdKZMmcLgwYPx8Xm0LGD//k+eEymEEP95er5QVrt2bfbu3cvLL79MZGQkAQEBmm137twhOTmZFStWkJaWxqBBg6hUqRK1a9cmLCyMzp07Ex4eTnBwsH4r+ZxInhJCiH/BsAd0dBvR2blzJ8bGxvquixBCGBR9P4itTZs2mJmZ0aNHD6ZOncro0aNZsmQJe/fuxdHRkevXr9OtWzcGDx7MRx99hEKhYOjQoWzZsoVevXpx8uRJ+vTp85x+G/oleUoIIZ6dPDAUGDBgAOPHj6dfv354enoWWIr0n8uZCiGEyKPvBKBQKJg4caJWmZ+fn+bfX3zxRYF9nJycWLhwYYHy0k7ylBBCPLuS3lEpKp06Oj/++COA1qo1CoUCtVqNQqHg3Llz+qmdEEIIoQPJU0IIIfLTqaOze/dufddDCCEMjjy/4fmRPCWEEM/O0POUTh0dT09P1Go14eHhXLlyBaVSSfny5WncuDFmZmb6rqMQQpRSBp5BShDJU0II8W8Ydp7SqaNz48YNhg4dSkxMDH5+fiiVSq5du4abmxu//PILrq6u+q6nEEKUOgpDv1RWgkieEkKIZ2foeUqnVde++OILXFxcCA0N5bfffmPjxo3s3bsXb29vJk+erO86CiGEEE8keUoIIUR+Oo3oHD58mLVr11KmTBlNmYODA6NGjaJXr156q5wQQpRmhn2drGSRPCWEEM/O0POUTh2dMmXKkJKSUqA8JSUFU1PTYq+UEEIYBAOfElCSSJ4SQoh/wcDzlE5T19q3b8/YsWPZv38/9+7d4969e+zbt49x48bRvn17fddRCCFKJUUx/AjdSJ4SQohnZ+h5SqcRnffff5+kpCQGDx6MWq1GrVZjYmJCjx49+Oijj/RdRyGEKJUM/UFsJYnkKSGEeHaGnqd06uiYmZkxdepUPvvsM/7++2/MzMzw8fHB0tJS3/UTQgghnkrylBBCiPx06ugApKamsnnzZq5cuYKpqSn+/v506NABCwsLfdZPiCIpa23/oqsg/sMMfdnOkuZF56ntZw8+l/cRQgiA3jVfLvIxDD1P6XSPzqlTp2jevDlLlizh1q1bxMbGMnfuXNq0acP58+f1XUchhBDiiSRPCSGEyE+nEZ0xY8bw+uuv8/HHH2t6fkqlkkmTJjF27FjWr1+v10oKIURpZOhXykoSyVNCCPHsDD1P6TSic+3aNV5//XWtX4axsTH9+vUjOjpab5UTQgghdCF5SgghRH46dXSaNWvGH3/8UaD8zz//pH79+sVeKSGEMASGvmxnSSJ5e45ViQAAIABJREFUSgghnp2h56nHTl37+OOPNf9WKpXMnj2b0NBQqlWrhpGRERcvXuTEiRN07tz5uVRUCCFKG0OfEvCiSZ4SQoiiMfQ89diOjrGxsebfZcqU0SSKrKwsALy9vfH29kapVOq5ikIIUVoZdgJ50SRPCSFEURl2nnpsR2fKlCnPsx5CCCHEM5E8JYQQ4kl0fo5OWFgY58+fJysrC7VarSlXKBS8//77eqmcEEKUZoZ9nazkkTwlhBDPxtDzlE4dna+//polS5YQGBiIjY2N1jZDn9snhBD/lnw+Pj+Sp4QQ4tkZ+uejTh2d9evX8+2339KuXTt910cIIQyGYaePkkXylBBCPDtDz1M6LS9tYmJC5cqV9V0XIYQQ4l+RPCWEECI/nTo6ffv25ccffyQjI0Pf9RFCCMOhUBT9R+hE8pQQQvwLBp6nHjt1rVmzZpp5e2q1mps3b7Jjxw4cHBy0lvQECA0N1WslhRCiNFIY/KSAF0vylBBCFI2h56nHdnSGDx/+POvxn9fMvw5ftXuHRjMHPjHO38mLT1oOoKq7P3fvp7HmxA6WRGzWiqnlGcjIZr2p6OxNYmoyi45sYGNUmFZMiwrBDGvUHW97N64lxzNr/xr2XTlR7O0S+rFp/e+s/GU5iTdvUrFSAO+NGkHVGtUKje328mskxMcXum3QsMG8OeQtACKPnWD2jB+5En0JZ1cX+g7qz6udOmrFh+8JZeHsn4i9fh1vn3IMeW8YDZs2Lt7GGZASfqGr1JM89Xwc332Qg5v3cO92Cm6+nrzUtzNeAb6Pjc+4l8aOpRuIPnEGtVpNuSB/2vbvgoOLEwBf9Hj8363TsN5Ub1oXgBN7/+KvP/ZyNykZB9eyNOnchsohtYq1bUJ/5LwpHfSdp9RqNRMmTODChQuYmZkxefJkvL29NdvDwsKYM2cOCoWCypUrM27cOO7evctHH31Eeno69vb2TJo0CUdHR/bs2cOcOXMwMTGha9eudO/e/anv/9iOjjxJ+vmp4RHA5HbvPDXOwdKWn7qPIfpWDKM2fU+Qqx/vNn4DpUrJsmNbAfBz9GBO10/Ze+kocw6sI8S3OhPaDiEtK4Pd0REA1POuwrQOw1kTuYMZoStoV7kR3732IQNWjScq4bJe2yqKbtumLUyf/DUDh75NYOUg1q9ay4fD3ueXdStx83AvED/lh2nkZOdola1aupzDBw7Rqm0bAP6+cpVRwz6gcYumvPXOECIO/sWU8V9ibWND89YtATh2OIKxoz6lyxvdeefDD9ixZTujh3/E3F8WUrlaFf03vBQy9CtlL5rkKf07GXaELQvX0azby3j4l+PI9nBWTJnHkG8+xt7ZsUC8Sqlk2ZdzUObm0uF/PVEoFOxZ9Qcrp8xj6PRPMTI2ZtCXIwrst3PZRlJu3aZCzSAAog4cZ/NPqwlp34IKNYO4ePwM63/4hZ4WZlSsJZ83JZ2cN6WHvvPUrl27yM7OZvXq1Zw8eZIpU6YwZ84cANLT05k+fTrLli3D3t6eRYsWkZyczPz58wkODmbw4MEcOnSIGTNmMGHCBKZOncpvv/2Gubk5PXv2pGXLljg5OT3x/XVada1v376FLj+nUCgwNTXF2dmZV155haZNm/6LX8F/l4mRMX3qtGNYo+5kZN/H1PjJf44etdpibGTE+xumkaPM5eDfJzE3MWVg/U6sOL4NlVrNwPqvEXc3kc+2zgLg0LVTOFrZMTikq6ajM7hhVw5dO8W0vUs1MR52zgyq34kRG7/Vb6NFkS2aM5/XundhwOBBAAQ3qEfPjt1YvWwlwz/5sEB8xUoBWq/PnTlL+O5QPp0wlnK+PgAsW/QL7p4eTJj6JQD1GzYg+U4yP/+0UNPR+fmnhdQLaaB5j/oNG5Bw4wZLF/7M1B+m6629QuhC8pR+hK3bRnCbRjTt2haA8tUCmD1iMoe3hNJ2QJcC8SfDjnAn4RbvfD8GO0d7AMqUdWTV1z9xMyYedz8vPCv4aO1zPuIU1y9cod+4d7Gyy1sa/FT4EXyC/GnT5zUA/KoGEBd9jWM7D8oX1lJAzhvx0LFjx2jSpAkANWrUICoqSrPtxIkTBAQEMHXqVK5fv0737t1xcHDg8uXLjBw5EoDatWvzxRdfcPnyZXx8fDSPD6hTpw5Hjx6lbdu2T3x/nRYjqFu3LsePH8fZ2Zk2bdrQunVr3NzcOHbsGK6urlhaWjJy5Eh+/fXXf/VL+K9q7FeTN+t15NvQ5ayO3PHU+PrlqnL4WhQ5ylxN2Z7oCOwtbaji5q+JCb9yXGu/vZciqFi2HE5WZTAzNqWmRwBhl45pxYReOkoDn8KnPomSIzbmOgnx8TRu1kRTZmJiQsOmjTl84JBOx/h+6nQqV6vKKx1f1ZQdOxxBw2baU9CatGzGlejL3E5KIisri9ORp2jcXPtLYpMWzTj61xGthzMK8SJInip+dxJukZKUTMXaj74gGhkbU7FWFS6dPFfoPucjTlOhZpDmyyqAm68nI+Z+gbufV4F4ZW4uO5ZuoGqj2vhUrqApz83NxdzSQivWytaazLT0ojZL6JmcN+Kf0tLSsLW11bw2MTFBpVIBkJyczOHDh/n4449ZsGABv/zyC9euXSMoKIjdu3cDsHv3brKyskhPT9c6jrW1NampqU99f51GdA4dOsTo0aPp3bu3VnndunXZsGEDK1asoEGDBsyYMYOuXbvqckgBRCVcpt2C90nPzmRIyNN/bz6O7kRcP6tVFnc3MW+bgzvRt2JwtnHgevJNrZjYlEQUirz9UzJTMTYyIiYlX8zdRMxNzHCzdSIh9XYRWyb0JeZaDAqFAs9y3lrlHp4exMXGolarn/jwr317wzh7+gw/LVusKbufeZ+kW7fw8s53TC9P1Go11/+OoYyDPUqlEi9vrwIxWVlZ3Ey4iZu7WzG00LAY+oPYShLJU8XvdnwiCsDRzVmr3N7FieSbSYV+3iTG3KBak7qErd/OsZ0HyEzPoHy1ANoNep0yZR0KvMfRHftJTb5Lq97a9wPWfakxv81cxtm/IvGvHsilyLNcijxH2/4yXbGkk/OmdNF3nrKxsSE9/VFHU6VSYWSUN85ib29PtWrVcHTMm84YHBzMuXPnGDx4MF9++SUDBw6kcePGuLm5YWNjQ1pamuY46enp2NnZPfX9dRrROXv2LA0bNixQHhwczOnTpwGoWrUq8Y+54RnQqpzIk5SeQnp2ps7x1maWBeIfvrYxt8LazDKvLCd/zP28GLNHMRkFjvMgxtzyGVognreMB1elrK2stMqtrK1Rq9RkZj75fFqzfBXVa9XQuqcmPT3twTEKHjNvezrpD973YZkm5kE9MuS/70IpiuF/QjeSp4pfVkYWAOaW5lrl5pbmqFVqcrKyC+yTfi+NyNC/uHzyPB2H9qLzu325FXuT1V/PR/3gKu5DarWaI9v3UbVhba0r+QCV6lanRtO6rP9+CV8P/JTfflxKzeb1qdu2CaJkk/OmdNF3nqpduzZhYXkLYkVGRhIQ8Gg6fZUqVYiOjiYlJYXc3FxOnjxJhQoVOHr0KJ07d2bx4sV4eXlRu3Ztypcvz7Vr17h37x7Z2dlERERQs2bNp7ZPpxGdwMBAli1bxtixYzW9MLVazYoVK6hQIW/I8PTp07i5Pf6KbqNGjRg7dqxOKySIwilQoKbwKUIqtUprmVWt/RT/iHlwQuY/zsPTVCVTkEo0zd823xWYh+VGisdfu4j5+xqRR48zecbX+fZ9eMh8H1YPNiiMjODB+VIghH/GCPHiSJ7Sh8d93jwsLvgFR6VUospV0vuz/2mmENm7OLHws285d+QUlRs8+mJy5dQFUhJv023EmwWOs3H2cs5HnKZ17454VvDhxqVrhK3fjrmVheb+C1FSyXkjHmnTpg0HDhygR48eAEyZMoUlS5bg4+NDixYtGDlyJAMHDkShUNCuXTsqVKiAmZkZH3/8MQBubm5MnjwZExMTRo8ezcCBA1Gr1XTv3h0XF5envr9OHZ3PP/+ct99+m9DQUIKCglCr1Zw/f57MzEzmzZvHsWPHGDVqFOPHj3/sMQIDAzl37hz9+vXj3XffpV69erq8tfiHtOwMzYjMQw9fp2VlaEZ38sdYmVpoYtKy8x6mZ22aL8bsUYwouaxt827Cy8hIx8Hx0XB+ZkYGCiMFFvnmJv/Tvj1hWFlbFVgO2vrBKE1Guvbf/uGDF21sbLB+cPNf/pjMjExNjChIZq49P5Knip+5Vd7nSXbmfaztHv03nn0/C4WRAlNzswL7mFmY41nRR+s+CY/y3lhYWZIYc0PrC+uFo6dxcCtb4B6Me7dTOH3gOG36vEZI+xYA+AT5Y2ZhztbF6wl+qbFmyWFR8sh5U7roO08pFAomTpyoVebn56f5d7t27WjXrp3W9nLlyrF69eoCx2revDnNmzd/pvfXqaNTtWpVdu7cyZYtW7h48SLGxsa0aNGCV199FSsrK2JjY1m3bh2BgYGPPYa5uTnjxo3j9OnTzJ8/ny+++IKQkBC8vb3p16/fM1X6v+pacgJeZbR7r54PXl+9c4PMnCyS0lI0ZQ952bugVsO15HjSs++jUqvxtHeB62cexZRxISPnPolpyfpviPjXvMt5o1aruREbh6fXow/5G3E3KOfj84Q94fDBQzRo3BBTU1OtcksrS5ycy3IjNk6r/EZsHAqFAm+fclhZW2FkZERcbBx16tfVirG0sqSsi/ZcbPGQ9HSeF8lTxc/RzRk1kHzzNg6uZTXlKYm3cXIv/Eqqo2tZlLnKAuUqlbLAN6rLJ88R1KDg1JN7t1MACqyy5R1YHrVaTVJcgnxhLcHkvCltDDtP6dTRgbwrtm+88Uah27y8Cq6Ikd/DqTXVqlVj5syZpKamEhERwdWrV3Wtwn/ekZgoulZvhbmJKVm5ec9FaVWxHimZqVxMvAbA4ZgomvnXYfaBtZr9Wlaox6Wk6yRn5q1OcTLuIi0r1OX303s1Mc0rBHM030IHouTx9imHi5sr4XvCqNugPgC5ObkcDN9Po2ZPnoN8/uw5Bg0dXOi24Hp1ORC2j7ff/Z9mWkH4nlDKV/DXjBxVrVGdfXvD6Ni1k2a/fXvDqBVcR266fwz5tTxfkqeKl5O7C2Wc7Llw9DTlq1cCQJmrJPrEGQJqVy10n/I1Ajm8NYy0lHvY2OfdKPz32Utk38/Gu9Kjq7gZqekkJ97Bq6JvgWM4uJVFoVBw/cJVygWW15THRf+NArB3li+rJZmcN6WLoeepx3Z0mjdvzu+//46DgwPNmjV74heZ0NDQp75Rly7a66bb2trSsmVL3Wv6H+RZxgVHSztOJ1wCYM2JHfSs1ZbZXUfzS8RmKjn78Ga9jnwfvhKlOu9mvV8i/mBln8l823EEv57aQ4hvNV4JasRHm7/THHfRkY3M7Pwxn7d5i93REbwa1Jjq7hV5c/WEF9FM8Yz6DuzPd1OnY2trS7Wa1Vm/ai337t7ljT49AYiLjSXlTgpVqj9KKAk34slIz9A8Nye/ngP68FbP/owZ+Qkdu3Yi4q/D7Nz6J5OmT3n0voP68/F7I/nmi69o2rI5O7Zu58ypKOYsWaDX9grxOJKn9K/Ra63Z9vOvmFtZ4l3Jj4jt4WSkZlC/XTMAkm8mkX4vTfPFs0G75kSGHmbllHk06/YK2VlZ7FqxiXKVyuNf/dFoWuL1vEUhCrvCb21nQ3CbRoT/uh1Q41nRl/gr1wlfv52gBjVx9pIVHks6OW9ESfHYjs4HH3ygmbs/fPjwIr+RPMH66fIvAzAkpAvtKzel9oxeANzOuMvba7/kk5YDmNZhOHcy7vLjvtUsP7ZVs090Ugzv/f4Nw5v2YsZrI0m4l8S47XM1DwsFOHA1kjFbZzMkpAuvVm7CtTs3+GDDdKISLj+PZooi6vxGN7Kys1m3YjVrl6+iYmAA382bhbunBwBLflrE9s1b2Rd5WLNP8p07KBQKbO1sCz1mhYCKfDPrO+Z+N5PPRn6Mq5sbYyaN1zwsFCCkSSM+nzyRn39ayPY/tlLO14epP0zXWsFNaJNV0/RL8pT+Bb/UmNycHA5vC+fw1lDcfD3pM2Yo9g+mAIX/+ienwiP4fPX3AFjZ2fDmF8PZuXQDG2Yvx8jEmErBVWnbT7sTmXE3FQVgYV34Sp8vv9kVW4cyHN99kLD127F3dqRRp9Y07PDf7niWFnLelB6GnqcU6md40p9KpSIuLg53d3dUKhVmZgVvKNOXGtN7PLf3EoZj93vzX3QVRClU1vzpa/PrYvLuxU8PeooxrQYWQ03+O15knloRuf25vZcQQvSu+XKRj2HoeUqnNWFzc3P5+uuvqVGjBm3btiU+Pp6PPvqIDz/8ULMykxBCiHwUxfAjdCJ5Sggh/gUDz1M6dXR++OEH9u/fz+LFizE3z3sAVN++fTl79ixTp07VawWFEEKIp5E8JYQQIj+dOjpbtmxhwoQJ1K37aFnZ4OBgvvrqK3bu3Km3ygkhRGmm7ydOi0ckTwkhxLMz9Dyl0/LSycnJODkVXJbP0tKS+/fvF3ulhBDCEBj6sp0lieQpIYR4doaep3Qa0QkJCWHBggX8c92C1NRUZsyYQYMGDfRWOSGEKM0M/UpZSSJ5Sgghnp2h5ymdOjrjx4/nwoULhISEkJWVxZAhQ2jatCkJCQmMHTtW33UUQojSSaEo+o/QieQpIYT4Fww8T+k0dc3V1ZX169dz6NAhrly5Qm5uLn5+fjRu3BgjI536SkIIIYTeSJ4SQgiRn04dnYdCQkJo0KCB1tQAlUolSUQIIQpRsq9zGSbJU0IIoTtDz1M6dXSioqKYNGkSUVFRqFSqAtvPnTtX7BUTQojSrqTPXTYkkqeEEOLZGXqe0qmjM3HiRMzNzZk5cyY2Njb6rpMQQhgERQmfu2xIJE8JIcSzM/Q8pVNHJzo6mrVr1xIQEKDv+gghhBDPTPKUEEKI/HSatBwYGEhsbKy+6yKEEEL8K5KnhBBC5KfTiE6HDh0YO3YsnTp1wtvbG1NTU63t3bp100vlhBCiNDP0KQElieQpIYR4doaep3Tq6CxatAgLCwu2b99eYJtCoZAEIoQQhTDs9FGySJ4SQohnZ+h5SqeOzp49e3Q62KpVq+jQoYPcCCqEEOK5kjwlhBAiv2d6js7TTJs2jcaNG0sCESWGgY/IihLO0KcElEb6zFNKlbLYjykMn19ZrxddBfEfZuh5qlg7Ov98QJsQQgjDTiClkeQpIYT4J8POU8Xa0RFCCPGIYacPIYQQpZ2h5ymdlpcWQgghhBBCiNJERnSEEEJPDH3usxBCiNLN0POUdHSEEEJPDDt9CCGEKO0MPU9JR0cIIfTFwK+UCSGEKOUMPE8V6z06jRo1wtLSsjgPKYQQpZaiGP73JGq1mvHjx9OjRw/69evH9evXtbYvWrSILl260L17d3bt2qW17fLlywQHB5OdnV3s7S7JJE8JIcQj+s5TL5rOIzr79u3j9OnT5ObmFlie84MPPgBg1qxZxVs7IYQQj7Vr1y6ys7NZvXo1J0+eZMqUKcyZMweA1NRUli9fzq5du0hPT6dTp060bt0agLS0NL755hvMzc1fZPWLneQpIYQQ/6RTR+err75i+fLlBAYGYm1trbXN0G9iEkKIf0vfH4/Hjh2jSZMmANSoUYOoqCjNNktLSzw9PUlPTycjIwMjo0cD+OPGjWPkyJEMGzZMvxV8jiRPCSHEszP0j0edOjpbt25l0qRJdO3aVd/1EUIIg6HvIf20tDRsbW01r01MTFCpVJpOjaurK+3atUOtVjN48GAAZs6cSfPmzalUqZJBPTxT8pQQQjy7kj71rKh06ugolUpq166t77oIIYR4BjY2NqSnp2te/7OTEx4eTlJSEnv37kWtVjNo0CBq1arF5s2bcXNzY926dSQlJTFo0CCWLVv2oppQbCRPCSGEyE+nxQj69OnDrFmztBKqEEKIF6t27dqEhYUBEBkZSUBAgGabnZ0dFhYWmJqaYmZmhq2tLWlpaezYsYOlS5eybNkyypYty+LFi19U9YuV5CkhhBD56TSic+DAAU6dOsW2bdtwcHDA1NRUa3toaKg+6iaEEKWavu8NadOmDQcOHKBHjx4ATJkyhSVLluDj40OLFi04dOgQr7/+OkZGRtSpU4eGDRsWqJ+hTF+TPCWEEM/O0O9h1Kmj0717d7p3767vuvynNfOvw1ft3qHRzIFPjPN38uKTlgOo6u7P3ftprDmxgyURm7ViankGMrJZbyo6e5OYmsyiIxvYGBWmFdOiQjDDGnXH296Na8nxzNq/hn1XThR7u4R+bFz/OyuXLCfx5k0qVgrg/Y9GULVGtcfGpySn8OO07zgYfgC1SkWNOrUY/slIPLw8NTFrV6xm/cq13EpMxMfPlzeHDKJZqxZax/nj902sWrqCmzcS8PT2pP/bA2nZtrW+mlnq6Xvus0KhYOLEiVplfn5+mn+/9957vPfee4/df/fu3Xqr2/MmeUp/Tuw+xF9/hHLvTgquPp606dsRz4q+j43PuJfGruWbuHTiLGq1Gu/A8rzUrxP2Lk4ATO714WP37Ti0J9WaBKNSqdj365+cCosgMy0DV19Pmr/+Cj6VKxR384SehG/dxZ9rN5OcdBtvf19eH9IP/8oBj41PvXuPtfOWcurwcdRqNQHVgnhj6ACc3V00MbfiE1kzbwnnI89gamZK1eCavD6kH7b2dpqY/dv3sOPXLdy+eQsXd1de7dWF4GYhem1raWbo9+go1KXkcl6N6T1edBX0poZHALO7fooCntjRcbC0ZV3/b4i+FcOyY1sJcvVjaMNu/BC+kmXHtgLg5+jByj5fsffSUTafCSfEtzp9g9sxatN37I6OAKCedxXmdBvNmsgd7L8SSbvKjXglsBEDVo0nKuHy82jyc7Pn/fkvugrFbtumLXw1bhIDh75NUJUg1q1cy+nIk/yyfiXuHu4F4nNzcxnUox85ObkMeX8YRkYK5v04B2WukuW/r8bExIRfFvzM/Jlz6drzdZq2aMqZ02f4ed5Cxnw5njavvATAzm07mPDJWHr2702Dxg05ELaftctXMW3WdzRs2uh5/xr0ysnM7ulBOpjz1/oiH2NYg27FUBPxPCw9vuVFV6HYnQqP4I+f1tC0a1vcy3sR8ed+Yi9e5e2poyjj7FggXqVUsmjMd6hylTR/ox0KhYLQNVtRqVQM/uYjjIyNibt0rcB+u1ds5u6tOwz6aiRWdjZsWbCW0+ERhHRsRbmg8lyOPM/RHfvp9dn/KBdY/nk0/bnxK+v1oqtQ7A7uDGPJ9Ll07Ncd3wB/dm/YxqUzF5jw0zScXJ0LxCuVSr4c9im5ubl0GdgThcKI335ehUqpZOKCbzE2NiYjLZ1xb43EydWFDn26kp6axq8LV+Di6caoaeMBOLL3AAum/MhL3dpTtW4tTh0+xq7ftvLepE+oXt/w7uFrUq5GkY9h6HlK5+foiOJnYmRMnzrtGNaoOxnZ9zE1fvKfo0etthgbGfH+hmnkKHM5+PdJzE1MGVi/EyuOb0OlVjOw/mvE3U3ks615z4o4dO0UjlZ2DA7pqunoDG7YlUPXTjFt71JNjIedM4Pqd2LExm/122hRZAvnzKdT9y68OWQQAMEN6tGjQzfWLFvJ8E8KXindtmkLsTGxrN68HmfXvCtjbh7ujBo2gsvRl6lYqSIrf15Gm3ZtGTl6lOaYmRkZzJr+A61fboNCoWD7pi3UrFOLdz/Mex5JcP26nD0dxYZ1vxpcR0cIkSd8/Z/Ubh1C4y5tAPCrFsDckVM5vDWMl/p3LhB/KjyC5IQk/jfjU+wc7QEo4+zAmm8WkhgTj5ufF54VfLT2uRBxmtgLV+nz+TCs7GxIv5fGydAjNOzYkmbdX85736oBpCXfZfeKTbw5abieWy2KatPStTRr34b2vfNWQQyqXY2xbw5n569b6DFsQIH4gzvCSLyRwJc//4BD2bwOtJNrWX4cO5W4qzGUq+DHjvV5s1dGfj0Wc4u8Z4BZWFmyctZi7iXfxc6hDAd3hlOxWhDdB/fNe99aVbly7hJhf+w0yI6OeDqdFiMQ+tHYryZv1uvIt6HLWR2546nx9ctV5fC1KHKUuZqyPdER2FvaUMXNXxMTfuW41n57L0VQsWw5nKzKYGZsSk2PAMIuHdOKCb10lAY+j5/6JEqG2JjrJNyIp1HzJpoyExMTGjZtzF/7DxW6T/ieUOo3DtF0cgAqVgpg4+4tVAqqRPKdO6SlpVG/YQOt/arXqsntpCSiL1wEIDsnG2sb7eeTlLEvw72794qreQbH0J84LQzbnYRb3E1KpmLtKpoyI2NjKtQK4sqpC4Xuc+FoFP41AjWdHABXH0/enz0eN7+CIxfK3Fx2Ld9IlYa1KBeUl8dSbiaBWk356pW0Yr0qlSf+8nXup2cWR/OEntyMS+D2zSRqNKijKTM2NqZa/VpEHY0sdJ8TB49QtW5NTScHwNvfl2mr5lGuQt503BMHIqjfsrGmkwNQo0Edvl4+GzuHMgDk5uRgaWWpdWwbOxvSU9OKrX2GxtDzlHR0XqCohMu0W/A+ayJ36HRDsI+jO9dTbmqVxd1NzNvm4I6FiRnONg5cT9aOiU1JRKHI29/L3gVjIyNi8h0n9m4i5iZmuNk6FbFVQp9i/o5BoVDgVc5bq9zTy4O42NhCz6NLFy/h4+vL4rkL6NDiZZrXacSod0ZwMyEBAAdHR0zNzEiIT9Da70ZsHADxcfEAdHmjO0cOHmbPjt2kp6Wxa/sO/tp/iDbt2uqjqQZBoSj6jxAvyp34WygAR7eyWuUOLk4k30wq9PMmMSYeJw8X9v36J98PHc/Ufh+z5puF3LudXOh7HNt5kNTke7To1V5TZutkjxq4m6S9T0ri7bz/v3WnaA0TenUz9gYowMXTTavc2d2VWzduFnrexF6Jwc3bk83L1vPhG4P5X7ve/Dh2KncSk4C8KdgJ12/g5OrMqtnhb6BmAAAgAElEQVQ/836XNxnWoS8LpvxIRtqjlRZbdHyJM8dOcTT8LzLTMzgSepCoo5HUb9lYv40uxQw9T72QqWtqtdrgV3nQRVJ6yjPFW5tZkp6tfSXr4WsbcyuszfKuYqTn5I+5nxdjZqUZDcoocJwHMeaWkPpM1RLP0cOlc62srLTKraytUavUZGZmFtiWkpzMlg2bcPf0YMykcWRkZDJnxo989M5IlqxbjpGREa1fbsPqX1bgX7ECderV4VzUWVb+shyA+5l550rTls14uUM7Ph81Gsi7Eb5Dl9fo2kNuAH+ckn6lSzye5CnIyswCwOwfV9ABzCzNUavU5GRlF9iW8WDamb2LIx2G9CA7K5s9Kzez5puFvDXlQxRGj66vqtVqjv65jyohtbRGgOwc7fEJ8id0zVbsnOxx8/Xi6ukLnAo7AkBOVra+miyKwf2MvJxhYak9smJhaYlKrSLrfhYWlhZa29Lu3mP/9r2UdXPhzVHDuJ95n/ULlvPj518zbu7XZKSmo1Kp2LLyd/wq+fO/sSNIvnWH9QuXs2DKj3wwOS8v1WpYj4ZtmvLTl9/lHVgBTV5pRYuOckHucQw9T+nU0Rk9ejRjxozBxsZGqzwtLY3JkyczZcqUpx4jJiaGiRMncuXKFRITE6lSpQre3t58+umnODsXvDFNFKRAgZrCR35UapUmKee/WvIwV6vUKs0Jnf84D09zVelYm+I/6+HfNv8XsIflRoqCg7S5ubnk5uYyY96PWFvnTT3z8PRgUM/+hO7aS8uXWjH8kw+5n3mfz0Z8jFqtxsXNlUFD32bK+C81CWnSmAns2xPGOyPfo3K1qpyNOsPiOQuwsbXhnZHv67PZQjyV5Ck9eJgPCnzePCwu+AVJpVSiUirp8elgzB98dtg7O7J47PecjzhNUP1HN09fPX2RlMQ7dPmgf4HjvPZObzbOXsGKL+cCUNbTlSZdX2Ln0o2YmpkWiBclx9PyVGHnjTJXiVKZy4gpn2HxYOpZWTcXJr87muP7j2hWa7O0tmLYhFGaByNbWFkwb9J3/H3hMr6V/Fk0bRaRByLo9nZv/AIrcvX8JTYtW4eltRXd3+6jtzaLkkunjk5sbCwqlapAuVKpJDY2Vqc3mjhxImPHjsXPz4/IyEhCQ0Np3bo1Y8aMYf58w1sZSx/SsjM0ozYPPXydlpWhGd3JH2NlaqGJScvOyIsxzRdj9ihGlFwPv8RlpKfj4OigKc/MyEBhpChwlQzAytKKytWqajo5AIFVgrCxteVK9CVavtQKG1sbvvx2Cqn3Urlz+zbePuU4eTxvLrWdnR2JCTfZufVP3v3wA3r27w1AzTq1sLK04tuvvqHz6121lqoWDxn2lbKSRPJU8TO3yvs8yc7MwtruUQcy534WCiMFpuZmBfYxszDHo4KPppMD4F7eGwsrCxJj4rU6OhePRuHgWrbQe3dsHcvQ5/NhpN9LIysjE0c3Z06F5y2oY2ljVSBelByW1nl/n/uZmVrLPmfdv4+RwkjrHpuHzC0tKB9YUdPJAfANKI+ljRVxV2OoXKc6kLe4gNE/RgUr184rj70ag52jPUf2HKD74L681C1vKmRAtSAsLC1YMXMRzdu/pLVUtXjIsPOUTvfoLFu2DDu7gsutlilThmXLlun0RmlpaZrnO9SsWZPjx49TtWpV7t2TG5l1dS05Aa8y2v+Rej54ffXODTJzskhKS9GUPeRl74JaDdeS44lNSUSlVuNpny+mjAsZOfdJTCt8HrUoGbx9vFGr1Zr7Zx6Ki71BOV+fQvfxLOdFTk5OgXKlUqm5Urs/NJzzZ85ha2eLj58vRkZGXLoQjZGREf4BFUm8mXcvWJXqVbWOUb12DVQqFX9f+bvojTNAhj73uSSRPFX8HN2cUfPo3piHkhNv4/SYL4wOrmVR5uYWKFepVAXO58snz1OpXuGL4Jw5eILb8YlY29ng6JY3mpZ47QYW1paFLmstSg5XT3dQw6147XuBb8XfxNXbo9B9XDzcyM0p5LxRqlAYKbCytsKmjG2Bc0upVAJ5o0TJt/LOU79A7WctVagaiFqtJj5Gtwse/zWGnqeeaTGC5ORkbt68WeBHF15eXowbN45du3YxduxYgoKC2LFjB5b55nCKxzsSE0V9n2qYm/yfvfuOiupaGzj8G0B6B+m9WRF7L7ElEY31WmJJUaPpRVNu/FJMMRo17WqMJTHGiiXGFgt2sWNDsYKFjoACSlHafH9MHDOCipGhnLxPFmtl9tnnnL1hnHf22e1ut33XwJZk5d/kQppmX4JD8dF08m+mc16XgJbEZiSQmX+TguJCopIu0CWghU6eJwKacyThjP4rIR6Lp7cXTi7O7NlxdwPYosIi9u/ZS4vWLcs8p2Xb1pw6EcW1jAxt2vHIo+Tn5dGosebp6qplK5k/+2ft8cLCQtavXktw40ZY21jj7umBgYEBJ49H6Vz79MloVCoVbh5lB69/O6WvZlMdSZyqOPautbF2sOX8kVPatOKiYmKPn8WnYWCZ5/g2qkPihSvkZN1tHMadiaXgVgEeQXc3s827mUtW+vVSS03fsWfVZo6G79O+zs/J4/T+4wQ0qf+41RJ65uzhil1tB47vi9SmFRUVcerQceo3KbthW79ZI2LPnCf7+t25y+ejznA7/xb+9TWr79Vv2ohTh49TWHB3jlbUwaOggoAGdXByc0GlUhF7WndFwEtnY0ClGQonSlN6nCrX0LWtW7fyySefkJWlO3n+zmTNs2fPPvQakydPZuXKlezbt49GjRoxYMAATp06xbfffvvPSv4v4G7jhL2ZNadSYwFYfjycZ5s8xY8DPuS3yPXUqe3Niy178/2epRSrNUM2fovcwNLhk/im9zv8fnIHbXyC6VGvHe+t/0573V8Or2VGv/f5uPtotsdE0rNeexq5BvJi2MSqqKZ4RCNGPc93k6djaWVFoyaNWLV0BTeysxk8/FkAkhISycrM0va+DBkxlI1r1jPulbcY9coYbuXn8+O3M2jUpDEt27YCoN+gAfzfuA9Y+POv1A9uyIrFy4iPi2fGz7MAsLO3o9+gAcyfPQ+1Wk3DRg05d+Yc82fPo3P3Lvj4+ZZd2H+56v6kS0kkTulH295d2LLgD0zNzfCo48uRLRHk5+TSMrQTAJlXr5F3M0fbYGnVoyMndx0mbMo8OvznKQpv32bH0g141vHVWS46PUGzmqODW9lfPpt1a8vO5RtxcHPC1smBiN/DKSos1O7nI6q3HkP6smzmfMwtLQhoUIftazaTc+Mm3fqHAprenZtZN/Crp2kwdx/Qk31bdvH9hK/o/dxACm7dZtW8xQQ0rEuDv4at9Ro2gEkHj/L9hMn0GNyHa1fT+f2XpbTs3A5nD81m2U888yTrF6/SLE9eL4i4mEusX7SSZh1a4+atvI1ZK4LS45RKXY51jZ944gnatWvH8OHDMTEpPbbSz0//uxSHTB+i93tUpbFtBjCieU/azxipTfv86ZfpVb8jTb8dqk2r6+TDB11eoJ6zL9fzsgk7Hs7CIxt0rtXaO5i3Ow7Fx96N1BsZ/HxoDRvOROjk6VG3HWPb9MfF2pG468n8EBHG/iu6T+uVYMebyhxXH7ZwKSuWhJGdmUVg3SDefO8d6gdr9rr48qPP2Lx+I3ujDmnzJycmMWP69xw5FImRkREdOnfirfffweJvE7fXrvqDZb8tJiP9GoF1Ahnzxis0aX53gzW1Ws2iXxaw7ve1XMvIwNXNjaefCWXoC8MxMlLW3sMOxqWHQP0TP0eueexrjG7RtwJKonzVIU4tPPan3u9RFQ5t3E3kpj3k3czF2cedbsN7axs262cv49SeI0xYenez6ay0a2xbvI4r0TEYGBoS1LwB3Uf01c75ATh78AR//G8Rb/z4KVZ2pf+9qdVq9q3ZxokdB7mVl497oA9dnu2Fs7fyeo99HZX5BTz89w1s/2MTOdk38PT3YdDLz+P317Cy+dNmcWDbbuZtWa7Nn56Sxoo5Czl3/BSGRkY0btucwS8/r53zAxAfe5mV8xZz6cwFTM3NaN21A/1GPquNQWq1mk1ha4jYtIPs65k4ONemTfdOPDXwGQwNDSv3F1AJOniFPDzTQyg9TpWrodOiRQtWrFihHbtcFZTe0BH6odSGjtCvimvorH3sa4xu0acCSqJ81SFOKbWhI/RLqQ0doX8V09BRdpwq1xydoUOH8ttvv5U5oVkIIUTZVCrVY/+I8pE4JYQQj07pcapc40169OjBc889x+rVq3F0dCxVqe3bt+ulcEIIUZNV749/ZZE4JYQQj07pcapcDZ333nsPPz8/evXqVebYZyGEEKIqSZwSQghxr3I1dBISEli3bh1eXl76Lo8QQihGde/SVxKJU0II8eiUHqfKNUenS5cu7N27V99lEUIIIf4RiVNCCCHuVa4eHWdnZ6ZMmcKaNWvw9PQstUTf1KlT9VI4IYSoyar7RmpKInFKCCEendLjVLkaOllZWfTs2VPfZRFCCCH+EYlTQggh7lWuhs7kyZP1XQ4hhFAcpY99rk4kTgkhxKNTepwqV0OnpKSE8PBwYmNjKS4uBjS7zxYUFHD27Fl+/fVXvRZSCCFqImWHj+pF4pQQQjw6pcepcjV0Pv/8c1avXk39+vU5efIkTZo0IT4+noyMDIYNG6bvMgohRM2k8Cdl1YnEKSGE+AcUHqfKtera5s2bmT59OmFhYXh5eTFx4kR27dpFz549yc/P13cZhRBCiAeSOCWEEOJe5Wro5OTkEBwcDEBQUBBRUVEYGhoyduxY9uzZo9cCCiFETaWqgP9E+UicEkKIR6f0OFWuho6XlxenT58GIDAwkJMnTwKaMdE5OTn6K50QQtRgKtXj/4jykTglhBCPTulxqlxzdEaNGsX48eP56quvCA0NpV+/fqhUKk6cOEGzZs30XUYhhKiRqvuTLiWROCWEEI9O6XGqXA2dAQMG4OPjg6mpKf7+/vz444+sXLmSkJAQ3njjDX2XUQghhHggiVNCCCHuVa6GzsiRI/m///s//P39AejQoQMdOnTQa8GEqAhFJcVVXQQhRCWQOCVqKj8H96oughCKVa6GztmzZzEyKldWIYQQf1H6RmzVicQpIYR4dEqPU+WKCkOGDOHNN99k8ODBuLu7Y2xsrHO8TZs2eimcEELUZEof+1ydSJwSQohHp/Q4Va6Gzk8//QRoNmS7l0ql4uzZsxVbKiGEUACFPyirViROCSHEo1N6nCpXQ+fcuXP6LocQQgjxj0mcEkIIca9yD2guLCwkLS2NkpISANRqNQUFBZw5c4bevXvrrYBCCFFzKfxRWTUjcUoIIR6VsuNUuRo64eHhfPzxx9y4caPUMWdnZwkgQghRBqUPCahOJE4JIcSjU3qcMihPpm+//ZannnqKP//8E2tra8LCwpg9ezbu7u6yP4EQQtyHqgL+E+UjcUoIIR6d0uNUuXp0EhMTmTt3Ll5eXjRs2JD09HS6deuGoaEhU6ZMYcCAAfoupxBCCHFfEqeEEELcq1wNHWtra/Lz8wHw9fXl7NmzdOvWDV9fXxITE/VaQCGEqKmq+5MuJZE4JYQQj07fcUqtVjNx4kTOnz+PsbExkyZNwtPTU3t89+7dzJo1C5VKRf369fnkk0+YO3cuERERqFQqbty4QUZGBnv37mXBggWsWrUKe3t7QLPKpo+PzwPvX66ha507d+azzz4jJiaGVq1asXbtWk6ePMnSpUtxdnb+57UXQgglU1XAjygXiVNCCPEP6DlObdu2jYKCAsLCwhg/fjyTJ0/WHsvNzWX69OnMmTOHsLAw3N3dyczMZMyYMSxatIiFCxfi4uLC1KlTATh9+jRTp05l4cKFLFy48KGNHChnQ2fChAn4+flx+vRpunXrRuPGjRk8eDBhYWF88MEH5bmEEEL86yh97HN1InFKCCEenb7j1NGjR+nQoQMAISEhREdHa48dP36coKAgpkyZwrBhw3BwcMDOzk57PDw8HBsbG9q2bQtoGjpz5sxh6NChzJ07t1z1K9fQNQsLC7788kvt6+nTpzNx4kRMTU0xMir3CtVCCCGEXkicEkKI6icnJwcrKyvtayMjI0pKSjAwMCAzM5NDhw6xbt06TE1NGTZsGE2aNMHb2xuAuXPn8t1332nP7dmzJ8OGDcPS0pLXXnuN3bt306lTpwfe/4Gf/uvWrSM8PBxjY2O6du1Kz549tccsLS3/UYWFEOLfQunLdlYHEqeEEOKf03ecsrS0JDc3V/v6TiMHwNbWluDgYO2cm+bNm3P27Fm8vb25ePEiNjY2OvN5nn/+ee3neqdOnThz5sw/b+jMnTuXH374gTZt2lBUVMQHH3zA+fPnGTdu3D+vrbivTv7N+Cr0NdrNGPnAfP4OHnzQ5QUauvqTfSuH5cfDWRC5XidPE/e6jOs0jMDanqTdzOSXw2tYG71bJ0/ngOa82m4gnrYuxGWmMHPvciIuHa/wegn9WP/7GpYtWEJ6WhoBdYJ4/d23aNCoYZl5B/Xox9WU1DKPjXzlJZ4fq3nPRR07wU/fzuBSzEUcnWozfNTzhPbtpZP/6bZdyM/L10mrU78ec5fOr4BaKY8MPdMviVOV4/j2AxzcsIsb17Nw9nan+4jeuAf63Dd/3o0cti1eR+zxM6jVajzr+vHkc32xdXIAYNLQ8fc9t/crzxLcoTklJSVE/L6Fk7sjyc/Jw9nHnScG9cC7fkBFV0/oyYbV61ixcCnpaWn4BwXy6rg3qH+fOAWQnZnFrG9ncGjvfkpK1DRqGsJr776Fq7ubNs/IgcOJu3RF5zwbWxtWb/9T+zrm3AVmfzeTs6dOY2FlSceuT/DSG69gamZa4XVUAn3HqaZNm7Jz506efvppTpw4QVBQkPZYgwYNiImJISsrC0tLS6Kiohg8eDAA+/fv1w55A03PUK9evdi0aROmpqYcPHiQ//znPw+9/30bOitWrGDSpEn07dsX0IyT+/DDD3nnnXdQyWPKChXiFsSk0Ncems/OzIo5A/+PmPR43l33PfWcfXm9/WCKS4pZdHQjAL72bswa8F92xh5h1r6VtPFpxMSnxpJzO4/tMZEAtPRswLRn3mb5iXC+3bWE0Prt+K7PeF5Y9inRqRf1Wlfx+Dav38i3k6bxwsujqNugHr8vW8l7r77N/BWLcHFzLZX/q++nUlBQoJO2fOFSDu8/SJenugFw5dJl3n/1Hdp17sDIV8cQeeAQX0+chIWlBZ26dQYgOTGZ/Lx8/m/Sp3h43X3CYm5ursfa1nDyWalXEqf07+SeSDbN/52OA57C1c+DyC17WTZlLi9NeReb2val8pcUF7Pkq9mUFBXTc8xgVCoVu5ZvJOzreYyZ+h4Ghoa88Pmbpc7bvmQ92enX8Q+pC8CmX1Zxak8kbXp3xaueHxdPnGPZlLkMnfAyXnX99F5v8XjCN2zi+8nTeX7sSOrUq8sfy1fxwevjmRf2Gy5uLqXyFxcV8e4rb1FUWMS7n3yIykDFLzPn8N83xjN/xSIMjYwoKiwiKT6RMW+9SqOmjbXn/n1oalJCIuPGvE6jpo358ruvSU5KZt7/ZnEr/xbvffphpdS9xtHzZ2X37t3Zt28fQ4YMAWDy5MksWLAAb29vOnfuzLhx4xg5ciQqlYrQ0FACAjQPM65cuaKdmwOanqFx48YxYsQITExMaNOmDR07dnzo/e/b0ElNTaVNmzba1126dCE/P5+0tDRZwaaCGBkYMrxZKK+2G0hewS1qGT54HPmQJk9haGDAm2umUVhcxP4rUZgY1WJkq74sObaJErWaka36kJSdxoSNMwE4EHcSe3NrxrQZoG3ojGk7gANxJ5m2c6E2j5t1bUa16ss7a7/Rb6XFY5s/ax69/9OP58doemKatWrB8D6DWbE4jDfff6dU/oA6gTqvz50+S8SO3bw/cQKePl4ALJm/CBd3Nz6Z/DkALdu2Iut6Jr/Nna9t6FyMicXA0IBO3TpjYmKizyoqhnzV1i+JU/q3Z9UWmnZrQ/v+3QHwDQ7ip3FTOLRxN08+369U/pN7IslMzeDlb/+Ltb0tADa17Vg+9WfS4lNw8fXAPcBb55zzkadIPH+Z4R+/irm1Jbk3cojadZi2vbvQaeDTmvs2DCInM5vtS9bx4hdv67nW4nEtmP0Lzwzow4jRLwDQrFVznuv/LKuWhPH6e6X/fls2bCIpIYnf/lhGbafaALi4uvDhm+9xKfYSgXWDiLt8meLiYto90UHnYdvf/TZnPq7ubnz53deoVCqaAsXFxfyxbCXFxcUYGhrqq8o1lr7jlEql4rPPPtNJ8/X11f5/aGgooaGhpc77+OOPS6X17t2b3r17P9L977vqWlFRkU4r2cjICBMTk1JPhsU/1963MS+27M03uxYTdiL8oflbeTXkUFw0hcVF2rQdMZHYmlnSwMVfm2fPpWM65+2MjSTQ0QsHcxuMDWvR2C2I3bFHdfLsij1Ca+/gCqiV0KfE+ASupqTSrlN7bZqRkRFtOrTl8L6D5brGD19/S/3gBjz9zN0PlmOHImnbsZ1OvvadO3Ip5iLXMq4BcOlCLO4eHtLIEdWGxCn9up6aTnZGJoFNG2jTDAwNCWhSj0snz5d5zvkj0fiH1NU2cgCcvd1588dPcfH1KJW/uKiIbYvX0qBtE7zqaeJY1tUMUKvxa1RHJ69HHT9SLiZwKze/1HVE9ZEUn8jVlFTadrwbpwyNjGjdvi2RBw6Vec7enRG0bNtK28gB8A8KZMXmNQTW1Qx1unjhIsbGxrh7ln4fgWa/lgN79hLa9xmdHt0+A/uxYPVSaeT8S8lSNFUoOvUiofPeJLcgn7FtHr5rt7e9K5EJZ3TSkrLTNMfsXIlJj6e2pR0JmVd18iRmpaFSac7Pyr+JoYEB8Vn35MlOw8TIGBcrB1JvXnvMmgl9SYhLQKVS4e6l+0Hv6uFOUmIiarX6gUN2Inbu4eyp08xaOE+bdiv/FhnpGaWCh5uHO2q1moS4eBwcHbgYE4tRLSPGv/wWp45HYWpmRo8+PXnpjZdlVav7kDk6oia7npKOCrB3cdRJt3Ny4NjVjDI/b9LiUwhu34yI37dwdNt+buXm49swiB6jBmDtYMe9jm7dz83MG3Qeenc+oJWDLWogOyNTJ29WmiY2ZaVfx8XCvWIqKSpcQnw8KpUKN0/dv5GruxvJiUllvm8uxcTSvefTLJw7n3Wr1nDzxk2atWzO2xPexcnFWZvHysaazz74mKMHDwMqOnXvzGvj38TM3JzU5BTycvOwtbdj8sdfsHfnbgwMDOne8yleGfcGtWrVqqxfQY2i9Dj1wG8nGzZswMLCQvu6pKSETZs2aVdHuKM8k4FEaRm5WY+U38LYjNwC3SdZd15bmphjYWymSSu8N88tTR5jc21vUF6p6/yVx8QMbj5SsUQlysvRrFxy77wYc3Nz1CVq8vPzHzhnZtXiMIKbhFA/+O4T2juroZhb3HPNv17fuefFC7FkpKXTd1B/nh/zIiePR/Hb3PncyM7mg4n/9/iVUyCZJqJ/Eqf053b+bQCMTXV7cY3NTFCXqCm8XVDqWN5fw85snex5ZuwQCm4XsGPpepZP/ZnRk8ejMrg7kEStVnNkSwQN2jTR6QGytrfFu54/u5ZvxNrBFhcfDy6fOs/J3YcBKLwtPXbVWV5uHgDmf/t3qXmtiVO38vMxuydOZWdlsXntBlzc3Xj/0wnk5+cz94dZTHjrfeYu+xUDAwMuxVwk89p1AusE8p+hg4g9H8OvP83janIK0376gaxMzXeqH6d9T6v2bfjyu6+5HHuJn2fOQV2i5q0P778Ixr+Z0uPUfRs6bm5u/PbbbzppDg4OhIWF6aSpVKpyBZDly5ff99idFRbEg6lQoUZd5rESdYn2CYlarZvnzpu4RF2ibbnfe5077/MSddnXF9XDnb9b6V4bTbqB6v57ACdciefE0eN88c1knfQ775d7r6lN/+uLyYdffIy5uTl+gZrhJY2aNsbAwIB5M2bzwsujcXaRORGlKTyCVLGKjlMgsUrHnXhQ6rPhTnLp93dJcTElxcUM+e8YTP5a5cq2tj3zP/qec5GnqNcqRJv38qkLZKVdp/9bz5e6Tp/XhrH2xyUs+fInABzdnekw4Em2LlxLLWN5Ml+d3Y0p90svHaeKioooKirm65nfaBtIrm6uvDJiNBE7dtOpW2fGvv0qBQWF1GtYH4CGjRtha2fLlxMmEn3ipPZaPv6+vPuJZuGBJi2aUVRUxLwZP/Hc2JHY2ZfuVRTKjlP3bejs2LGjQm906dIldu7c+ciTiMRdOQV52l6bO+68zrmdp+3duTePeS1TbZ6cAs2TFota9+QxvptHVF8Wf60fn5en6Z6/Iy8vH5WB6oHLZ0bs3I25hTlt7pmLc+dp+J2ncHfcWUba0lJzvGFI6Tlcrdq1Zs4Ps7gUc1EaOqLSVXScAolVf2dirvk8Kci/jYX13T2JCm/dRmWgopaJcalzjE1NcAvw1jZyAFz9PDE1NyUtPkWnoXPhSDR2zo5lzt2xsrdh+Mevknsjh9t5+di71ObkHs2COmaWstJjdWZheTem2P5tl/v8B8QpMzNz6jWsr9MLFFS/LpZWllyOuUinbp3xDwosdV6Ltq1Rq9VcvBBLw8aaGNW8TSudPM1atWDuD7O4cvESdvbNKqSOouaotIH1H374IZcuXaJjx440atSosm6rKHGZqXjYOOmkuf/1+vL1ZPILb5ORk6VNu8PD1gm1GuIyU8gtuEWJWo27rRMknL6bx8aJvMJbpOXojokW1YuHlwdqtZrkxCTcPO6Of05JTMLL2/sBZ8Lh/Ydo1a5NqXHKZuZmODg6kpyUpJOenJiESqXC09uL3Jxcdm3dQZMWTXXue/uWZmiLja3N41ZNkWSJ45pHYtVd9i61UaOZG2Pn7KBNz0y7hoOrU5nn2Dk7UlxUVCq9pKSk1BP+i1HnqNc6pFRegKRl6fYAACAASURBVNP7j+Pi646Dq5O2kZUWl4yphVmZy1qL6sPDyxO1Wk1KUrJunEpKxtPbq8xz3D3dKSwqLJVeXFwMKhXFxcVs27gF/6AAAurc3Yfl9u2/YpCdLW4e7qhUKooKda9TXFT00Pmr/2ZK/73cf5yLHnz99delxk2L8jscH00r72BMjO5+Ue0a2JKs/JtcSIsD4FB8NJ38dZ9YdAloSWxGApn5NykoLiQq6QJdAlro5HkioDlH7lnoQFQ/nt5eOLk4E7FjjzatqLCIAxH7ada6xQPOhPNnzt53s7ZmrZqzf/denWGPETt24xvgh629HUa1jPhu8nR+X7ZS57xd23ZibWON/1/D2YQuVQX8iMonsUrD3rU21g62nD9ySptWXFRM7PGz+DQs/XQdwLdRHRIvXCEn64Y2Le5MLAW3CvAIurukbN7NXLLSr5daavqOPas2czR8n/Z1fk4ep/cfJ6BJ/cetltAzDy9Pajs7sXenbpw6uHc/TVs2L/Oc5q1bcvrEKa5n3F0MKerocfLz8mnYOBhDQ0MWzP6F3+b+qnPenm07MapViwaNGmJmbk694Abs2a67QfqBiP0YmxgTVE93FT+hofQ4ZThx4sSJlXUzMzMzrK2t/9G5s/evquDSVC/NPesT4hbE/MNrtWnuNk742LmSlnMdgEvXkhjWrAetvBuRmX+DJ4Na81Lrfvy0fxVRyRcASMi6yuhWfanr5EPO7XwGNe5O/0Zdmbx9PpevJwOQkZfN2DYDcLK0o6ikmJfb/Ie2PiF8unm24np0RrTs9fBMNYyxcS0Wzv2VwsJCCgsKmDH9exLj4vnw84+xsrYiOTGJhCvx1Ha++8Q1NTmFZQsW85+hg8rcf8Dd053Fvywk5vwFLCwtWLNiNRtWr+OdD9/Fx88XIyMjbt+6xcrFmvkLxcVFrF35ByuXhPHKO6/TMERZT74tjcwenqkcYq5pVsl7nJ8gx7KfgAr9+aexKiolRg+lqVpGtYzYu3orxUVFFBUVsW3RGq6npPPMK0MxtTAj8+o1rqemaxcTcPZyJWrXYS4cicbC1prUywlsnv87zt5uPDH47pL2yRfjObnnCB0GPIn534bF3aEuLuHAhp2YWZqTn5PHxp9Xkpt9gz6vDcPM0qJU/prMz7Hs5ZJrslrGxiz6eYEmThUWMOub/5EYl8B/P/8ISytNnEqMS9DGKf/AADav+5N9uyKwd3Qg5ux5vvtqOv5BAYx6bQwApmZmrFocxo3sGxgZGbEzfBvzf5pH/yED6dj1CQDcPNxYtTiMizGxWFlbsWfbLhb9vICBw5+lVbs29ytujWVt/PjDOJUep1Tqe2eu68mIESMovKc78U5X4r0TR8sSMn2IvopWLYxtM4ARzXvSfsZIbdrnT79Mr/odafrtUG1aXScfPujyAvWcfbmel03Y8XAWHtmgc63W3sG83XEoPvZupN7I4OdDa9hwJkInT4+67Rjbpj8u1o7EXU/mh4gw9l+J0m8lq0D46z9VdRH0YsWiZaxaupzszGwC6gTy2rtvaVdSm/zxF2zZsIldx/dr85+NPsMrI0Yzc8GcMufaAEQeOMTs738k/koczi4ujBj9Ak8900N7XK1Ws2LRMtavXsvVlFRc3FwZPGIovforby6Ds2nFTFjdcH7vY1+jV532D88kKszjxKqFx/7UZ9GqzKGNu4nctIe8m7k4+7jTbXhvbU/M+tnLOLXnCBOW3t1sOivtGtsWr+NKdAwGhoYENW9A9xF9tXN+AM4ePMEf/1vEGz9+ipVd6UalWq1m35ptnNhxkFt5+bgH+tDl2V44e7vpv8KVrGudVg/PVAOtXBzG6mUryc7SxKlXxr2hXUjg608nsfXPzWw7cve7SUpSMj99O4PjkUcxNDKiXacOvDr+Te2cH4DwDZtYuTiMpPhE7Bzt6dW/D8++MFznvscOHWH+rLlcjInFxtaW3gP7MfTFEZVT6UrmbuH48EwPofQ4VWkNnaioKD766CN+/PHHUps2ubs/fD18pTd0hH4otaEj9EsaOv9ejxOrlNrQEfql1IaO0D9p6DxcpS1GEBISQp8+fTh//jzdu3evrNsKIUSVUfpGbEoksUoI8W+i9DhVqduZjx49ujJvJ4QQVUrpq9kolcQqIcS/hdLjVKWuuiaEEEIIIYQQlUEaOkIIIYQQQgjFqdSha0II8W+i7yEBarWaiRMncv78eYyNjZk0aRKenprlw8+dO8ekSZNQqVSo1WqioqKYNWsW/v7+vP/++wDY2NjwzTffYGJiotdyCiGEqJ5k6JoQQoh/RN8bsW3bto2CggLCwsIYP348kydP1h6rW7cuixYtYuHChQwbNoynnnqK9u3bs2DBAkJDQ1m0aBH+/v6sWqXsPcqEEELcn9I3DJUeHSGE0BN9Pyk7evQoHTp0ADSrhUVHR5fKk5+fz4wZM1i6dCkA9erVIzU1FYDc3FyMjCQMCCHEv5X06AghhKiWcnJysLKy0r42MjKipKREJ8+qVavo0aMHNjY2ADg7O7N48WJ69epFREQETz/9dKWWWQghhKgs0tARQgi90e+gAEtLS3Jzc7WvS0pKMDDQ/Vhfv349AwcO1L6eNm0aU6dOZcOGDUyYMEE7X0cIIcS/kbIHr0lDRwgh9ETf4aNp06bs3r0bgBMnThAUFKRzPCcnh8LCQpydnbVpNjY2WFpaAlC7dm1u3LjxWHUUQghRcym7mSNzdIQQQm/0Pfa5e/fu7Nu3jyFDhgAwefJkFixYgLe3N507d+by5cu4u7vrnPPRRx/x+eefa4e4ffrpp3otoxBCiOpL6XN0pKEjhBA1lEql4rPPPtNJ8/X11f5/cHAwM2fO1Dnu7+/Pb7/9VinlE0IIIaqSNHSEEEJPVNW+U18IIcS/mdLjlDR0hBBCX5QdP4QQQtR0Co9T0tARQgg9UfqTMiGEEDWb0uOUNHSEoqnV6qoughDiX6JYXfLwTELcIzY9oaqLIGoodwvHqi5CtScNHSGE0BOFL2YjhBCihlN6nJKGjhBC6InShwQIIYSo2ZQep6ShI4QQeqPsACKEEKKmU3acMqjqAgghhBBCCCFERZMeHSGE0BOlj30WQghRsyk9TklDRwgh9ETpY5+FEELUbEqPU9LQEUIIPVH6kzIhhBA1m9LjlDR0hBBCbxQeQYQQQtRwyo5TshiBEEIIIYQQQnGkR0cIIfREpfQxAUIIIWo0pccpaegIIYSeKDt8CCGEqOmUHqekoSOEEHqi9NVshBBC1GxKj1MyR0cIIYQQQgihONKjU0108m/GV6Gv0W7GyAfm83fw4IMuL9DQ1Z/sWzksPx7Ogsj1OnmauNdlXKdhBNb2JO1mJr8cXsPa6N06eToHNOfVdgPxtHUhLjOFmXuXE3HpeIXXS+jH+t/XEvbbEtLT0ggICuS1d9+iQaOGZeYdHNqfqympZR578ZXRPD9G856LOnaC2d/N5FLMRRydajNs5HOE9u2lk//PNetZuSiM1JRU3D3cGT76eTo/2bViK6ckyn5QJv4lTuw4yKENu7h5PRtnbze6DO+Ne6D3ffPn3chl++J1XDxxFnWJGs96fnQb0RtbJwdtnpijp9m3eivXU9Kxsreh6ZPtaPZkO53rXIiMJmLVFjKvZmDvWpuOg54moEl9vdVTVKyIjdvZsmo9mRnX8fTzZtDY5/CrF3jf/Dezb7ByziJOHT6OWq0msGFdBr/yPI4uTto8GalpLJ+9kPNRp6lVqxYNmocwcMwIrGytASgpLmH94lXs37qb3Bs5eAb40PeFwdRpJO+b+1J4nDKcOHHixKouRHnM3r+qqougNyFuQXzTZxwqYP7htffNZ2dmxcKhX5CRm8X0XYtIz8nktXaDyC+8xcmUGAB87d2YP+RTopJj+F9EGMXqEt7q+CyxGfFcvp4MQEvPBvzQ7z3Czx9k3oE/sLew5vX2g9l/JYq0nMzKqHKlGdGyZ1UXocJtXr+Rb774mv8MG8TA4UO4FHORJb8spOvT3bG0siqVv0nzpvTo3ZNe/Xprf3Jzckm7epU3338HG1sbrly6wtujXqVBo4aMefMVDI0Mmfu/n/AL9MfbzweA7Zu3MvnjL3iqVw+eH/MiRUVF/PTtDOo2qIeHt2cl/xb0y7KWWYVcJ/FGGqrH/M/TxrlCyiL070TKhaouQoU7tecIm39eRfOnO9AytCPp8SkcWLeD+m0aY2pR+t9JSXExiz//kZvXs+j+XF/qtAzm/KEooiOO0qRbG1QGBiReuMKKr3/GJziQTkNCMbO0YNeyPzG3MsfV3wuAK6dj+P2bX6nXujHt+nUj70YOe1ZswbdRHazsbSr716BXdubWVV2ECndg6x4W/TCPrv160K1fKIlXEtgUtoaWT7TF3NKiVP7i4mKmjptIZsY1Br/6Ak3ateBYxCEObIugU69uGBgYkJeTy6TXJ2BkZMSzr75InZD6RGzewbkTp2nbvRMAi/83j10bwunS+2meHtybwoICwmb9RlBwPRyca1f2r0HvfGxdH/saSo9T0qNThYwMDBneLJRX2w0kr+AWtQwf/OcY0uQpDA0MeHPNNAqLi9h/JQoTo1qMbNWXJcc2UaJWM7JVH5Ky05iwcSYAB+JOYm9uzZg2A9geEwnAmLYDOBB3kmk7F2rzuFnXZlSrvryz9hv9Vlo8tl9/+pne/+nLcy+9CECzVi0Y0XcIKxeH8cb775TKH1BH9wnaudNnidixm/c+/RBPb82XiqXzF+Li7srHkz8DoEXbVmRez+S3OfPp2PUJALas30RI08a8Mu4NAJq2bM7ZU6dZu+oPWndoq6/q1mhKX81GKN/e37fQpGtr2vXrBoBPw0Dmjp9K5KYIuj3Xp1T+U3uOkJmawZhvPtA2SKwd7Vg17RfSElJx8XHn9N6jWDvY0uvlIZprNggkIzGV49sO0rS7pldn3+qt+AYHae/h26gO2emZHFi7nQHjX6yMqovHsG7RSjr27EbPof0BqNc0mI9HvcO21RsZ/MrzpfIf2Lqb9ORUPv/lO+wc7QFwcKrNjE++JulyPF4Bvmz9fQMAb0/+P0xMTQAwNTNl2axfuZGVjQoV+7bs4unBfej93EDNfZsEk30tk1U/L+HDH76sjKrXOEqPUzJHpwq1923Miy17882uxYSdCH9o/lZeDTkUF01hcZE2bUdMJLZmljRw8dfm2XPpmM55O2MjCXT0wsHcBmPDWjR2C2J37FGdPLtij9DaO7gCaiX0KTE+gaspqbTt1F6bZmRkROsObTm8/2C5rvG/r7+lXnADnn4mVJt27PAR2nbUHTbSoXMnLsVe5FrGNQAKCwtKPYmztrXhZvaNf1odIUQ1lpmaQXZGFgFNG2jTDAwN8W9Sj0tR58o858KRaPxCdHtdnL3deG3mx7j4uANQXFSM8V9fVO8ws7LgVm4eAEUFhSRdiCOgWQOdPIHNGnAlOga1Wl0h9RP6kZaUyvW0DEJaN9OmGRoa0qhlU6KPRJV5zon9R2jQPETbyAHw9Pdm6pJZeAX4AnB8/xFadm6nbeQANGrdjMkLZ2Jta0N6ylXUqKnfrJHOtQMa1uXKhYvk5eRWZDVFDSENnSoUnXqR0HlvsvxEeLk+uL3tXUnIuqqTlpSdpjlm54qpkTG1Le1IyNTNk5iVhkqlOd/D1glDAwPi77lOYnYaJkbGuFg5IKqvxLgEVCoV7p4eOulu7m4kJSY99H20d+cezkaf4bW/emUAbuXfIiM9o9Q1Xd3dUKvVJMbFA9B30ACOHDjMrq07yM3JZceWbRzed5CuPZ6soNopj6oCfoSoKtdT0lEBdi66ccHWyZ6stGtlft6kJ6Tg4ObE3tXhzHj1M6Y9/19WTvuFG9eytHlCnmhJZmo6R7bs5XbeLa6cukD0niPUb9sEgKy0a5SUlGDn7HjPfR0oKijUuZaofq4mpYAKarvpDmdydHHSNEbKeN8kXo7HxdOdDYt/591nX+bVXiOY8fHXXE/LAKCoqIjUhGQcnGsT9tMC3h4witd7P8/PU2ZoGzB2tR1AjfacO9JTNN93rl1N10d1azylx6lKG7qmVqvZvn07jo6O+Pr6MnnyZAwMDBg3bhyOjo4Pv4ACZeQ+2oe1hbEZuQX5Oml3XluamGNhrBkvnVt4b55bmjzG5treoLxS1/krj4kZ3HykYolKlJur+UA3tzDXSTe3MEddoiY/Px9zc/OyTgVg5ZLlBDdpRL3gu09K71zTzLz0Nf9+vH3njjzZqwcT3/8I0HR39+z3DP0GD3jMWimYwocEKJHEqrtu52viwr29L8amJqhL1BTeLih1LO9GLid3RWLjZE/PsYMpuHWbnUv/ZOW0Xxj51TuoDAxwD/KhdZ8ubFu4lm0LNfNS/RvX5YkhoX/d9zaqsu5rpnld8Fe5RPWUn6f5fmFqrjuHy9TcFLW6hNu3bmNqZqpz7Gb2DfZt2YWjS21eGPcyt2/d4veflzLzk6l8NGsKeTm5qEtK2LhsDT5Bfoz5v7fJyrjG7z8v5eevZ/LmFx9g52hPUKP6/PFrGHaO9ngF+HLm2Cn2h2sWY7p963bl/AJqGoXHqUpr6HzxxRfk5+eTnp5OVlYWgwcPxsLCgo8++ojZs2dXVjFqNBUq1JT9xL5EXaIdZ3nv05I77+ESdYl2vfR7r3PnbV4iQwKqtTt/23vXvb/zZzNQ3b+TNiEunqijx/n8m6/uvajmmqp7r6nWuebkj79g7849vPz2a9QLbsC56DP8OvsXLCwteeWd1/9xnZRM2eFDmSRWlXa/MfxlpZcUF1NcXMygD0Zj8teXWdvaDiz4+AfOR56ibqsQ9qzYxIF1O2nbpws+wUFcT0lnz4pNrJ25hL5vjvjbZ9I9F7/PZ5WoZh4Sp8r6+xUXFVNcXMRbkz7UNpAcXZz46o3/4/i+w/jVCwLAzMKMVz4dj4GBJi6ZmJkx96vvuXLhIj5B/oz64DV++fpHvv2vZj6Oq6c7vYYPYMWchRibGOulujWd0v81VVpD59y5cyxdupSCggKeeeYZBg7UTBRbvnx5ZRWhxsspyNP22txx53XO7Txt7869ecxrmWrz5BRoxkBb3LOqlLnx3Tyi+rK0tAQgLy8PW3s7bXp+Xh4qA1Wpp2R/F7FjD+YW5rTpoDsX5868m7w83b/9nadyFpYWpF1NY9umcF4Z9waDRzwLQEjTxpiZm/H95G/oO6g/ru5uj19BIaqYxKq77jRUCvJvY25tqU0vuHUblYGKWmV8caxlYoJbgJf2XAAXPw9MzU1JT0glqHlDDm/cQ9Pubek4qAcAXvX8sXawY8XUn4k7E4uFtSVqSj+BL7hVoCmXecWsiij0w+yv0QC38vO1yz6DpodQpTLQmWNzh6mZKb51AnR6gbwD/TCzMCfpcgL1mmrm3dRt3FDbyAGo3zQY1JB0OQGfIH9sHewZP/VjbmbdID83Dyd3Fw5s3QOAhZUl4t+nUufoHD16FGNjY3799VcA4uLiKCgoqMwi1Ghxmal42DjppLn/9fry9WTyC2+TkZOlTbvDw9YJtRriMlNIzEqjRK3G3faePDZO5BXeUtzy0krj4eWJWq0mOTFJJz05KRkv7/vvawEQeeAgrdq1oVatWjrpZmZmODg6kJKYrJOekpSMSqXC09uL9KuauWD1G+ruRRDcOISSkhLiLl35hzVStsddslPpO1ZXVxKrNOxcHFGjmTPzd1lp17F3LXupXjsXB4qLikull5SUAJB3M5eiwiLc/lpG+g6POj4AXEu6iq2TAyqViuy06/fc9xrGpiZY2ilvOWYlcXJ3ATWkp6TppGekpuHiUfZyyLXdnCkqKiqVXlJSgspAhbmFOZbWVhTfk6e4WPNeu9NJdHjXfq4mJmNla60pB5B4KQ5zCwtFLi9dEZQepyqtofP5558zf/581Go1bm6aJ79Tpkzh/fffr6wi1HiH46Np5R2MidHdL6pdA1uSlX+TC2lxAByKj6aTfzOd87oEtCQ2I4HM/JsUFBcSlXSBLgEtdPI8EdCcIwln9F8J8Vg8vD1xcnFm78492rSiwiIORuynWavmDzz3/Jlz1A9uUOaxpq2as3/PXp1hj3t27MY3wA9bezvcPdwxMDDg1IlTOuedORWNSqXCRXpzyqRSqR77R1QuiVV32bvWxtrBhgtHorVpxUXFXDx+Fp+GQWWe4xtch6QLl8nJursaY/zZixTcKsCjji/m1paYmpuSeOGyznnJsZpFT2ydHDAyroV7kLfOfUGzyahnfX/5d1HNObu7YlfbgRP7I7VpRUVFnDx8jHpNyl7dtX7TRlw8fYHs63fnLp8/eYbb+bfw/2vYWr2mwZyKPEHh3x46nDx0DFTg36AOAOsXrWTX+q3a47k3czi8az+NWjWt0DoqidLjVKVtGGpvb0/Pnj11fiG9evXC1bV8mx0pecNQgOae9QlxC9LZMNTdxgkfO1fScjRPtS5dS2JYsx608m5EZv4NngxqzUut+/HT/lVEJWs2qkvIusroVn2p6+RDzu18BjXuTv9GXZm8fb52w9CMvGzGthmAk6UdRSXFvNzmP7T1CeHTzbMV16OjxA1Daxkbs3DerxQWFlJQUMjM6T+QGBfPfz//GCtrK5ITk0iIS6C2891eu9TkFJYtWMKAoYPw8Cq9uae7hwdLfllI7PkYLCwtWLvyD/5cvY53PnwXbz8fTM3MyMzMZNWS5RgaGlJcXMzu7buYN2M27Tp1oO+g/pX5K9C7itowNPlmxsMzPYS7lTyFrEyPE6uUuGGooZER+/7YRklREUWFRWxftI7rqen0fHkIphZmZF29xvXUdKzsbQFw8nLj1O5ILhyJxsLWitTLiYTPX42TtyudBvXQfDEyNODQhl0U3i5AZWjAlZMX2LpwDU6eLnQaHIpKpcLCxop9q7eSk3kDA0MD9q4O5/LJ8/QcO1g2DK0BjGoZ8efS1RQVFVFYWMjKOYu4mpjCC+++grmlBekpV7malIKdo2ZFPw8/L/aH7+bEgSPY2NkSF3OJJTN+wdPPm74vDAbA1cuDXevDOXfiNNZ2Npw9Ec3v85bQtF1LOvToCkBJcQlbVq3HwtKC3Js5LPphHjcysxj1/utYWCtv6FpFbBiq9DilUlfSgvQjRoygsLCwzGNhYWEPPT9k+pCKLlK1MrbNAEY070n7GSO1aZ8//TK96nek6bdDtWl1nXz4oMsL1HP25XpeNmHHw1l4ZIPOtVp7B/N2x6H42LuReiODnw+tYcOZCJ08Peq2Y2yb/rhYOxJ3PZkfIsLYf6Xs9e1rsi2vzarqIujFikXL+H3pCrKzsgmoE8hr49/UrqQ2+ZMvCd+wiZ3H9mnzn40+w6vPvcSMX2fTMKTsJ2qRBw4z54cfib8Sh7OLM8NHv8BTvXpoj6vVapbMX8iff6znWkYGLm6uPNWrB4OfG4qRkbL2HnYxs394pnI4klL2XiOPorlr3QooiSivx4lVvx5dr48iVbnDG/dwZHME+TdzcfZ2o8vw3rgFaIae/Tk7jOiIo3ywZJo2f1baNXYsWU9cdCwGhgYENm9I1+G9MTG/O2/nxI6DHNkUQVbaNazsbQlq0ZB2/bvrrLR2et8x9q3eyo1rWdi71uaJIaH4hSjv34Ofg8fDM9VAW1f/yY41m8jJvomHvw+DxozAt24AAAum/8SB7XuYs2mZNn9Gahor5y7i7PFoDI2MaNymGYPGPqed8wMQH3uZ339eyqWzFzAxN6N1l/b0fXGINgap1Wo2LlvD3s3bycvJw69eIANGDcXD78FDu2uqTj5NHvsaSo9TldbQiYqK4qOPPuLHH3/E0NBQ55i7u/tDz1d6Q0foh1IbOkK/pKHz7/U4sUqpDR2hX0pt6Aj9k4bOw1XaY9iQkBD69OnD+fPn6d69e2XdVgghqkz1HrksyiKxSgjxb6L0OFWp401Gjx5dmbcTQogqVd0naYqySawSQvxbKD1OKWtgvRBCVCvKDiBCCCFqOmXHqUrdR0cIIYQQQgghKoP06AghhJ4o+zmZEEKImk7pcUoaOkIIoSdKH/sshBCiZlN6nJKGjhBC6Imyw4cQQoiaTulxSuboCCGEEEIIIRRHenSEEEJfFD4kQAghRA2n8DglDR0hhNATleIHBQghhKjJlB6npKEjhBB6ovAHZUIIIWo4pccpmaMjhBBCCCGEUBzp0RFCCD1R+pAAIYQQNZvS45T06AghhBBCCCEUR3p0hKLdvJVX1UUQNZCLmX2FXEfpG7EJXd/vXFLVRRA1kLOVQ1UXQdRQncb++NjXUHqckoaOEELoidKHBAghhKjZlB6nZOiaEEIIIYQQQnGkR0cIIfRE4SMChBBC1HBKj1PS0BFCCL1ReAQRQghRwyk7TklDRwgh9ETpkzyFEELUbPqOU2q1mokTJ3L+/HmMjY2ZNGkSnp6e2uO7d+9m1qxZqFQq6tevzyeffEJJSQmTJ0/m9OnTFBQU8MYbb9CpUydOnDjBV199hZGREW3btuX1119/6P2loSOEEEIIIYSocNu2baOgoICwsDCioqKYPHkys2bNAiA3N5fp06ezaNEibG1t+eWXX8jMzGTXrl0UFxezdOlSrl69ypYtWwCYOHEiM2fOxMPDgzFjxnD27Fnq1av3wPtLQ0cIIfRE+nOEEEJUZ/qOU0ePHqVDhw4AhISEEB0drT12/PhxgoKCmDJlCgkJCQwcOBA7Ozv27t1LUFAQY8eOBeCjjz4iJyeHwsJCPDw8AGjfvj0HDhyQho4QQlQdaeoIIYSozvQbp3JycrCystK+NjIyoqSkBAMDAzIzMzl06BDr1q3D1NSUYcOG0bhxYzIzM4mLi2POnDlERkby4Ycf8s0332Bpaam9joWFBYmJiQ+9vzR0hBBCT2SKjhBCiOpM33HK0tKS3Nxc7es7jRwAW1tbgoODsbfXbNLdvHlzzp49i52dHZ07dwagRYsWXLlyBUtLS3JycrTXufTDrAAAIABJREFUyc3Nxdra+qH3l310hBBCCCGEEBWuadOm7N69G4ATJ04QFBSkPdagQQNiYmLIysqiqKiIqKgoAgMDadq0Kbt27QLg3LlzuLm5YWFhgbGxMQkJCajVavbu3UuzZs0een/p0RFCCD1R+o7TQgghajZ9x6nu3buzb98+hgwZAsDkyZNZsGAB3t7edO7cmXHjxjFy5EhUKhWhoaEEBATg5eXFxIkTGTx4MACfffYZoFmM4N1336WkpIR27drRqFGjh95fpVar1fqrXsUJmT6kqosgaqBVo6ZXdRFEDRRo51Eh14nNSnrsawTYuldASURlkDgl/glnK4eqLoKoocLH/vjY11B6nJKha0IIIYQQQgjFkYaOEEIIIYQQQnFkjk410cm/GV+Fvka7GSMfmM/fwYMPurxAQ1d/sm/lsPx4OAsi1+vkaeJel3GdhhFY25O0m5n8cngNa6N36+TpHNCcV9sNxNPWhbjMFGbuXU7EpeMVXi+hH5vX/MnqJcu5lpaBb5A/o996hboN65eZd1S/YaSlXi3z2NCXnufZkSMAOLz3AMt/XUL85Tisbaxp2aENz708CjNzM23+8PWbWLNsFempV3Fxd2PwC8No37VTxVdQIapyx+lz584xadIkVCoVarWaqKgoZs2ahb+/PxMmTKCoqAiAL774Ah8fH72WU9Rs/YO78EKLZ3Cysud8WhzTdy3kVEpsmXk3vvQ/XK0dyzz2075VzD24GoCOfk15qXU//Bzcyb6Vw67Yo8zYG0Z+4W1tfolTNVuPum0ZGNINRws7Ll5LZM6B3zmXdqXMvAuf/QwnK/syjy068idLjm0GoKGLPy+17oevvRsZuVmEnQgn/PxBbV4DlYrhzUJ5Mqg11qYWxGYk8mvkuvu+X4X+41RVM5w4ceLEqi5Eeczev6qqi6A3IW5BfNNnHCpg/uG1981nZ2bFwqFfkJGbxfRdi0jPyeS1doPIL7zFyZQYAHzt3Zg/5FOikmP4X0QYxeoS3ur4LLEZ8Vy+ngxAS88G/NDvPcLPH2TegT+wt7Dm9faD2X8lirSczMqocqUZ1PTJqi5Chdu+MZyZU76l96AB9H12AFdiL7Pyt6V06t4FCyvLUvmDmzWmW8+nebJ3qPYnLyeX9KvpjB33OtY21pw8epyJ4ybQtHULRox5Ad9AP9YvX8256NM88VRXAHZv3cH3n0+la+iTDBk5gqKiIubPmENg/Tq4e1bMnJbqwsHs4UtWlkfW7Zuo4LF+7EytSl/4L9u2bSM2NpbZs2fj5+fH999/T8+ePQFwdHSkf//+9OvXD3NzcwwMDBg9ejSTJk2if//+jB8/HicnJ+bNm0doaGiF1PffTolxqlf9Dnzy1BiWHtvE4qMbCXLyYlSrvmw+t5+c23ml8kcmnGZd9G7+OLVT+2NlYoGLtSNf71hA9q0cWnjW58cB/2X/lShm7VtJTHo8w5o9TWO3Omw6tw/4d8UpSxPzqi5ChesW2JJ3Og1lzaldrI7eiZ+9O882eYqdsUfJLcgvlT8qOYbw8wfZfG6/9sfCxAwnC3tm7V/Fzdu5eNo6803vdzh79TLzD6+lWF3CqFZ9uHw9mYQszcO8tzo+yzMNOrL29B6Wn9iKsVEtXms3iJMpMYp73wCMaN7zsa+h7zhV1aRHpwoZGRgyvFkor7YbSF7BLWoZPvjPMaTJUxgaGPDmmmkUFhex/0oUJka1GNmqL0uObaJErWZkqz4kZacxYeNMAA7EncTe3JoxbQawPSYSgDFtB3Ag7iTTdi7U5nGzrs2oVn15Z+03+q20eGxL5/1Gj37PMGTkcAAat2jG2MHPsyZsFWPeea1Ufr9Af53XMWfPc2D3Xt6YMB53L00D5Y+lK6kf0pA3J4zX5jO3tGDqR1+ScCUeTx8vdmzcSoPGjRj5hman4pDmTbhw+hybVq+nRdtW+qpujabv1WwetOP0Hfn5+cyYMYMlS5YA8N///le7eVtRUREmJiZ6LaOo2V5tN5BVUduYd/APAA7FnWLtqO8Y3ixUG0P+7kJ6vM7r+s5+dAlswcQtc4jPSgXguea9OJ50js/D52nz3SzIY2qvt/Cxd+PK9WSJUzXcc817suHMXpYe1/TEHEs8x/zBn9C/UWdm7/+9VP5L13UnxAc6etHOJ4Tvdi8hKTsNgCGNnyT1RgZTdiwA4GjiOWzNrBjeNJR9l6OwMbXkqTptWH4inEVH/gTgRNJ5HMxteKl1P95aI4sTlUXpq4PKHJ0q1N63MS+27M03uxYTdiL8oflbeTXkUFw0hcVF2rQdMZHYmlnSwMVfm2fPpWM65+2MjSTQ0QsHcxuMDWvR2C2I3bFHdfLsij1Ca+/gCqiV0KfkhCTSUq/Ssn0bbZqhkSEt2rbm2MHIcl1jzrczCWpQl66hd3u76jZsQM8BfXTyeXh5olaruZqcAkBhYSHmFrpPHq1srMm5cfOfVkf5VKrH/3mA++04/XerVq2iR48e2NraApoN2gwNDbl06RLTpk3j9ddfr/h6C0XwtHXG1dqR3RfvxotidQkRl47RziekXNf4oMsLnEqJZcOZCG1aVPIFlt8T865cT0alAncbJ4lTNZybdW2crOw5GHdKm1aiLuFw/GlaeJQ9xPper7YbyLm0K2yLOaxNa+xeh0Pxug9z9l+JwsfeDTsza1ytHVGpVBxNPKeT53TqRYJqe2NhbIYog57jVFWThk4Vik69SOi8N1l+IpzyrPLtbe+q7Z69486TDm87V0yNjKltaUdCpm6exKw0VCrN+R62ThgaGBB/z3USs9MwMTLGRZa5rNaSEhJRqVS4eegu5eji7kpKYvJD30cH9+zjwulzjHrzFZ30wS8Oo0O3J3TSDkUcQKVS4eHjBUDP/r05fvgIe3fsJi83lz1bd3LsYCSdnuzy+BUT/8iDdpy+Y/369QwcOFAn7eDBg7zxxhtMmzZN5ueI+/K2c0Wt/v/27jysqmrx//j7yDwEKioioqJYiiCSqDmmOKSYqNltkBzS21ctp2wwwjQRNRv0msPNfg1es9TMKLXsqg23ckpNwyERRxQiIQFBZIrz+wM5ehjUJECOn9fz8DycvdfeZ23Ofs6Htdfaa0N8KZnSsKb7dbfv3qwt/h4+vPHdB2bL39n1mdl9FUVljUY4dT5BOVXNebrWw2iExAvJZst/y0jBw6Xudbfv2Lg1Leo14e0dn5qW2Vnb4ObkSmJ6sX1e+AODARrWrEfy5aFp9ZxrmZWpf/meMU3jfXuqtKFrmzZtol+/fmRlZbFo0SKOHDlCq1atGDduHE5OTpVVjVtKysW0v1TeydahxNjWotfOdo6mqxUX84qXyS4sY+to6g3KKrGfy2XsHEAX6G9ZWZf/qb16goCi10ajkexL2SXWXe3z1evwDfDjrlYtrvk+J+KO88kHq+jUoyv1G3gAcM+9nQnu14d5EbOAwhsY+4T2o/+DA6+1q9taRV/nuvvuu/n222/p27dviSdOQ2GPT15eHu7uV/4p3blzJ3PmzOGdd97Bw8OjgmtY/SirrnC+nClZxTIlKzebGoYaONjYmU0eUNxjbUPYl3CEg0nHr/k+d9ZtxKgOA9kat4uE9GT8PXwwGpVT1ZWTrT0Aly5/XkUu5WZjMBiwt7YjO7/s82awfw8OJR0nNvm0aZmjTdG5aL7dpbzsy+vt+SMrnZjEOB5vF0pyZhrHUs5wd8MW3HfXPQDYW9uW/+As0K3dH1N+ldajs2rVKgBmz56Nq6sr06ZNo379+kyfPr2yqlDtGTBgpPQr9gXGAtPMGcWv6hf1KhYYC0xjMYvvp+hEL6gez4+9fV3+eIrPklL0mRtqlP2VlRB/hoP7Ygh9eMg13+Jk3HGmT3yeOvXqMn7q06blCyLn8b/NX/P4+P9j7r/nM/KpJ/jf5m94b9GymzwYy2cwGMr9cy29e/fG1taWRx55hFdeeYXw8HCWL1/Ot99+C8DJkyfx9DTv/Zs7dy75+flMnTqVYcOGMWPGjAo7/upIWXWVMjKlKDCu1YPcuJYHbb1a8uHeTdd8i+Z1GvHWgy+SlPEHsza/c3n3yilLUOJTKjqfKChRtoinaz1aN/Ah+sC3pW1ayjlRuKLonJj3zX9IvJDMvPsnsm7kawwP6s/Ky+dgTn7uTR6JZavonKpqlT4ZwenTp5k9ezYAzZo1Y/Pm69+bIoUyc7NKjDEtep2Zk2Xq3SlextHG3lQmM7dwlhwnm2JlbK+UkVuXo3PhFeVLWVm41qppWp596fKVMnv7Mrfd8b9tODg60q5z2RMHxOzdz+wXZlDbrTZRi17D2aXw/o+Uc8n8b/M3jJowhsFDC4dB+bVpjYOjA/9+/U1ChoSaen7kior++jcYDMycOdNsmbe3t+l3f39/Fi9ebLb+88/LntlRrlBWXckDR1sHUi9d6UJxtLGnwFhA9jX+cezhE8TF3OwS94xeLcjLlwUDp5B8MY0xH88mI6ewxzozNwuDQTlVXRX1vDnY2JGenWla7mBjh9FoJCc/r8xtOzVpzaXcnBL34mTlXum5uZq9jd3l9yz8/+ePrHSe3/gmrvbOONk6kHghmV7N2wOQofOmVLd2M6X8Kq1H59SpUyxfvhxra2sOHz4MwIEDB8jNVQv7Rp1OTaKhaz2zZZ6XX588n8ilvBxSMtNMy4o0rFk4XvZ06m+cTTtHgdGIZ81iZVzrkZWXbZHTL1qSBg09MRqNJCX8ZrY8KeE3PBt7XXPbn3ftoW3HdtjY2JS6ftf323l5Sjgeng2Yt+xfuNW98iyMlHOF46LvatXSbBvfAH+MBUbOnDKfaUmkulJWXRGfmlR4/0MpmXI69bcytirUqUkA207uJ7/gz1LX39usLUseeIEzab/z+KqXSb54JXuUU9VbQnrhfcHFn6fkcUcdzqaX/ky3IkFevuw+c6jEeZOdn8v5rAt4uJjfZ+Ph4obReOV+5e7N2uLpWo/07EzTPUJN3RpyMTeLc5nny3toUg1VWkPnrbfewsnJiSZNmhAbG0tGRgazZs26PYcD3KSf4g/SobE/dtZX/lHt2bw9aZcyOHqucCzrrviD3Nusrdl2wT7tOZZyhtRLGeT+mccvCUcJ9mlnVqa7TxB7zhyu+IOQcvFs1JA67nXZ8f0207L8/Hx2b99Jm3Z3X3PbY78eLfOhorGHjjDvpVnc6duSuUvn4+Lqarbew7MBhhoGDseYX2WLPXgYg8FAfY/6N3lEFs7CZ7OxRMqqK+LTkkjK+IPg5lfywrqGFV2b3m02o1ZpfOs3JSYxrtR1fvWb8er9kziQdIzRayLNrvoDyqlqLvFCMsmZaXS6amY+qxo1aN+oFT8nHLnGlnBnnUb8WsZDRfclxNKh2Kx7nZu04VRqoukcGhbUnwGtuprWO9s60MOnLbtOl5x6Xy6z8JyqtKFrvr6++Pr6ms3+8/HHH1fW21dLnq71qO3gwoGkwif6rtm3mUcD72PJkHD+s3sDd9VtzOPtQ/nX9x/xp7FwzOt/dm/ko8dm80bo06yL+YaOTfzp17Izz21YYNrvuz99zqLBz/NS73/yddxu+rfsQmuP5jy++uWqOEz5i/4x7FHemr8IZ2dnWrZuxYa1n5GRfoGBl++9SUpIJD01nbv8rvS+nPvtdy5lZZmem1PcorlvYG1twz9GPEr8iVNm6zwbNcS1Vk1CBoey6t0PwGjkLj9fjh05yqp3P6Bzj254eTeusOOtziz9+QSWSFll7r1d63mh50guZF9kf+JRHg28D1d7Z9O9N8VzCgqv5DvZ2nOqjF6f6X3+j7yCfN7b9Rk+buY90adSfyMj56Jyqppbs38zT3X+BxdzsziUdIKBft1xsXciOqbw3pv6d7hR0+EOjlzVqKnnXBsHWzvOppXe6/PJL1tZ9EDhObHpyHbu9mxBD58gora+Yyqz8fAPPN4ulLNp5/jtQgqPtQ3BxsqGD3/+qkKPtzqz9JyqtIbOsGHDyMsrfVzm6tWrK6sat7TiN+6N6fgA9/t24+75Q4HCsadPfBzF1OCRvDZgMuez0nnzh9Ws3PulaZu4lHgmRL/K5G5DmT9wCkkXUpj+1b9NDwsF2HZyPxFfLmFMxwfo79uV0+cTmfTZ69edGUduDSFDQsnNzWX9mk/5fM06mjb3IXLhq7g3KOxVWf3eSr7ZtIX127eYtklLTcVgMOB0h3OJ/Z377XdT42bmlBdLrH9h9nQ69ejKmGfGU7uuG199/gWr3v2Aeh7u/GPEozww9KGKOVALYNnxYZmUVebW/rIFO2sbht7dj8fahhB77hTjPpljGhZUPKcAaju6YDRCRvbFEvvzcKmDT53Cxs3iB14osf65DQv4Om63cqqa23j4B2ytrBnk34PB/sEcTzlL+BeL+f3y8LGwtv3o1bwD/f7fBNM2NR2cMRohs9hse0VOnk9k+qa3GN1hINN7P0Fy5nle/+4Dtp38xVQm+sC32Fvb8lCb3jjbOvDr7yd5bsO/Skx1LVdYek4ZjDfyAJe/wS+//MK0adNYsmQJVlZWZuuKzwpUmoDXH6moqokF+2S0noQsf13zWqX3fP1VZzPLH64Nna//3An5+5Qnq5RTcjP0fBe5WZvHLCn3Piw9pyqtRycgIICBAwcSGxtL7969K+ttRUSqzK0+7aaUpKwSkduJpedUpU4v/c9//rMy305EROQvU1aJiFiGSn+OjojI7cLSr5SJiEj1Zuk5VWnTS4uIiIiIiFQW9eiIiFQQS5+2U0REqjdLzyk1dEREKoiFjwgQEZFqztJzSg0dEZEKY+EJIiIi1Zxl55QaOiIiFcTSr5SJiEj1Zuk5pckIRERERETE4qhHR0Skglj6TZ4iIlK9WXpOqaEjIlJBLD1ARESkerP0nFJDR0Skolh2foiISHVn4Tmle3RERERERMTiqEdHRKSCWPqQABERqd4sPafU0BERqSCWPm2niIhUb5aeUwaj0Wis6kqIiIiIiIj8nXSPjoiIiIiIWBw1dERERERExOKooSMiIiIiIhZHDR0REREREbE4auiIiIiIiIjFUUNHREREREQsjho6t4jc3FyCg4OZO3cuSUlJZZZZu3ZtJddMqruUlBQiIyMB2Lp1KwMGDGDlypVVXCsRqW6UU1JRlFNSUfQcnVtETk4OISEhfP3112WWOXv2LM888wxr1qypxJqJJZk2bRq9evWie/fuVV0VEalmlFNSGZRT8neyruoK3M6ysrJ49tlnycjIwMvLC6PRyLBhw4iMjCQ1NZV58+ZhY2ODi4sLr7/+OsuWLeP48eMsXbqUIUOGMGPGDPLy8khNTeWpp56iZ8+ehIaG0r59e2JjYzEYDCxduhQnJyeioqKIiYkhPz+fCRMmEBwczPz589mzZw8FBQWMHDmSvn37VvWfRP6C6OhoTpw4wTPPPENubi59+/bF09OTli1bEhcXx8WLF1m4cCEFBQVMmTKFsWPH8t1333HgwAFq1arF6dOnWbFiBXZ2djRu3JjIyEg2bNjAunXrMBqNjB8/nhkzZhAYGMjp06fp0KEDmZmZxMTE4O3tzauvvlrVfwIRqWDKKSkP5ZRUNTV0qlB0dDR33nknkydPJiYmhp07d2IwGIDCrts+ffowatQovv76ay5cuMDYsWOJi4vjySefZMeOHYwePZp27dqxb98+Fi9eTM+ePcnMzGTAgAFMmzaNZ599lu+//x5bW1vS0tJYu3Ytf/zxBytXrsTa2pqzZ8/y0UcfkZuby0MPPUSXLl1wdnau4r+K/BVF58vVrwMCAnjxxRdZsGABGzduJCQkBIPBQI8ePejatSv9+/encePGPPfcc3z++ec4ODjwyiuvsGbNGhwdHXF1dWXJkiUAJCQk8MEHH+Dm5kb79u355JNPeOmll0znms4XEcumnJLyUk5JVdI9OlUoLi6O1q1bA9C6dWtsbGxM68aOHUtKSgojRoxg8+bNWFubt0nr1q3L6tWrmTp1KqtXryYvL8+0rmXLlgB4eHiQm5vLiRMnaNOmDQBubm5MmjSJo0ePcujQIYYPH87o0aP5888/SUhIqOhDlgpy9QjUqz//nJycUsufOXOG5s2b4+DgAEBQUBDHjh0DwNvb21SuVq1auLu7Y21tjaOjI02bNgXAxcWlzH2LiOVQTsnfRTklVUENnSrUtGlT9u/fD8Dhw4fNQmDDhg0MGTKEFStW4OPjw5o1a6hRowYFBQUALFy4kEGDBjFv3jw6dOjAtW618vHxISYmBoCMjAxGjx5Ns2bN6NChAytWrGDFihX07dsXLy+vCjxa+bvZ2dmRnJwMwMGDB03Li189K03Dhg05duwY2dnZAPz00080adIEgBo1rv+1oFv7RG4PyikpD+WUVDUNXatCYWFhhIeHExYWRtOmTbGzszOt8/f35/nnn8fJyQlbW1siIyNxc3MjLy+PN954g379+hEVFUXdunVxd3cnLS0NMP/yKPo9ODiY7du3M3ToUAoKChg/fjxdunRh165dhIWFcenSJXr16oWjo2Pl/gGkXLp27cqqVasICwujVatW3HHHHTe8ba1atZg4cSLDhg3DysqKRo0a8eyzz/LFF1/c0PY3ElIiUv0pp6Q8lFNS1TTrmoiIiIiIWBwNXRMREREREYujho6IiIiIiFgcNXRERERERMTiqKEjIiIiIiIWRw0dERERERGxOGroiIiIiIiIxVFDR64rODiYFi1amH78/Pzo1asXb7/9dlVXrVItXryYsLCwGy47dOjQMtdnZWURHR39d1VNROS2ppwqpJwSMacHhsoNCQ8P5/777wcgPz+fHTt2EBERQf369QkNDa3i2lWO0aNHM3z48Bsuf62Hlb333nvs2LGDwYMH/x1VExG57SmnlFMixalHR26Ik5MTbm5uuLm54e7uzqBBg+jYsSObN2+u6qpVGgcHB1xcXKq6GiIiUgrllHJKpDg1dOSmWVtbY2trC8DFixeJiIigU6dO+Pn50bdvX7NwadGiBQsXLqRjx46MGjUKgHXr1hESEoKfnx/33HMPL7/8MgUFBUDhlbl58+YxZcoU2rRpw4ABAzhy5AgLFiygXbt2dO/enS1btpj2P2zYMMLDw0vUMS0tDV9fX2JjY03L2rdvz5w5c0yvo6KimD59OgBxcXGMGDGCgIAA7rvvPt5//31TueLd/D/++CMDBgygTZs2PPHEE0RFRZnVIS8vj6ioKIKCgujUqRPvvvsuANHR0SxevJi9e/fSsmVLAHbt2sUDDzxAQEAAwcHBt91wCxGRiqCcUk7J7U0NHfnL8vPz2bx5Mz/++CM9e/YEYO7cuZw8eZL333+fL7/8kvbt2/PSSy+Rl5dn2u6bb75h9erVREREsHfvXiIjI5kyZQpbtmwhMjKSTz/91Cx0PvzwQ4KCgli/fj1OTk4MHz6c9PR0Pv74Yzp37mz60gdYsmQJERERJepas2ZN/Pz82LVrFwBHjhwhIyODn3/+2VRm+/btdOvWjZycHJ544gkCAwPZuHEj06ZNY8WKFXz44YemskXd/GfOnOHJJ58kJCSEzz77DH9/f7NyADExMdSoUYPo6GjGjBnDa6+9RlxcHCEhITz++OMEBASwbds2CgoKmDhxIj179uSrr75i+vTpLF26lG3btpXnYxIRuW0pp5RTIqCGjtygWbNmERgYSGBgIK1btyY8PJxRo0bRv39/AIKCgpg5cyZ33XUXjRo1YuTIkVy4cIFz586Z9vHwww/TuHFjmjVrhr29PXPmzKFXr154eHjQp08ffH19OXbsmKl8ixYtGDp0KI0aNeL+++8nOzubiIgIvL29eeyxx0hLSyM1NRUAFxcXnJ2dS617586d+emnnwDYvXs39957L0eOHCE7O5ukpCTi4+Pp2LEj69evp2bNmkyePBkvLy+6du3KpEmTWL58eYl9rl27llatWjFu3DiaNGnCxIkTCQgIMCtTt25dXnzxRby8vBgxYgQuLi7ExsZiZ2eHk5MT1tbW1K5dm4yMDNLT03Fzc8PDw4Pu3buzfPlyWrRoUa7PTETkdqKcMqecEtFkBHKDnnrqKfr16weAra0t9erVM7uJceDAgWzdupU1a9Zw8uRJDh48CGDq4gfw9PQ0/d6qVSvs7e1ZtGgRcXFxHD161PRFXsTLy8v0u52dHXXq1MHGxsb0GiA3N/e6de/SpQsfffQRUBgg/fr14+jRo+zfv5/ExEQCAwNxcnLixIkTxMXFERgYaNrWaDSSn59Pfn6+2T6PHj2Kv7+/2bI2bdqQnp5e6vECODs7k5OTU6J+rq6ujBkzhpdffpmlS5fSvXt3Bg4ciJub23WPTURECimnlFMixalHR25I7dq18fLywsvLC3d39xIztTz33HPMmzcPV1dXHn300VLH7haNkwb44YcfGDx4MMnJyXTr1o1FixaZfXEDWFlZmb2+1uww19KmTRuMRiO//voru3fvJigoiLZt27J37162bdtG165dAfjzzz/p0KED69evN/1s2LCBTZs2laiLlZUVRqPRbFnx18W3Ka1MkaeffpqvvvqKESNGcOLECYYPH65pPUVE/gLllHJKpDg1dKTcMjMz+eKLL5g/fz4TJkygV69epKWlAWV/Ya5du5bBgwcTGRnJgw8+SNOmTYmPjy+zfHlYWVlxzz33sGrVKuzs7PD09CQoKIg9e/awY8cOunXrBoC3tzenTp3C09PTFJaHDh3i7bffLhFePj4+HDp0yGxZ8dc3KiUlhZkzZ9KgQQNGjx7NypUrGTx4MJs2bbq5AxYRETPKqULKKbndqKEj5WZvb4+joyP//e9/SUhI4Mcff2TWrFlA2V32NWvWZP/+/cTGxhIXF8fUqVNJSUm5oS7+IleHTXp6OpmZmWWW7dy5M9HR0bRt2xYoHKu9c+dOrKysTGOMQ0NDyc3NJSIiguPHj7Nt2zZmzZpFrVq1Suzv4Ycf5uDBgyxbtoxTp06xbNky9uzZc8MzC5JEAAABsklEQVRX85ycnEhOTubs2bO4urqyZcsWoqKiiI+PJyYmhj179uDn53fDfwsRESmbcko5JbcnNXTkuq73pWhtbc1rr73G1q1b6d+/P6+88grjxo3D3d2dw4cPl7qPCRMmULduXR555BFGjRqFnZ0dYWFh/PrrrzdVr/HjxzN79uwyy3bp0oX8/HzatWsHQLNmzahdu7ZpOAAUfqm/8847JCQkMGTIEMLDwxkyZAiTJ08usb8GDRrw5ptv8umnnxIaGsq+ffvo3bu3aWz29erbp08fDAYDAwYMICMjg2XLlnH8+HEGDRrE2LFj6dKlC+PGjbvhv4WIyO1MOaWcEimNwVgRfbAiFi4uLo78/HzT8wUAxowZg7+/P+PHj6/CmomIiCinREA9OiI3JT4+npEjR7J9+3YSExNZu3YtO3fupE+fPlVdNREREeWUCOrREblpy5YtY/Xq1Zw/fx5vb28mTZpEjx49qrpaIiIigHJKRA0dERERERGxOBq6JiIiIiIiFkcNHRERERERsThq6IiIiIiIiMVRQ0dERERERCyOGjoiIiIiImJx1NARERERERGL8/8Bmvvv5Zd16WwAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Chebyshev Metric\n",
"train_test_param_map(x_var_='weights', y_var_='n_neighbors', map_df_=map_df[map_df['metric'] == 'chebyshev'])"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df[map_df['metric'] == 'euclidean']\n",
"x_var = x_var[x_var['weights'] == 'uniform']['n_neighbors']\n",
"euclidean = map_df[map_df['metric'] == 'euclidean']\n",
"euclidean = euclidean[euclidean['weights'] == 'uniform']\n",
"manhattan = map_df[map_df['metric'] == 'manhattan']\n",
"manhattan = manhattan[manhattan['weights'] == 'uniform']\n",
"chebyshev = map_df[map_df['metric'] == 'chebyshev']\n",
"chebyshev = chebyshev[chebyshev['weights'] == 'uniform']\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.plot(x_var, euclidean['mean_train_score'], label='Euclidean Distance Train', linewidth=3)\n",
"ax.plot(x_var, euclidean['mean_test_score'], label='Euclidean Distance Test', linewidth=3)\n",
"ax.plot(x_var, manhattan['mean_train_score'], label='Manhattan Distance Train', linewidth=3)\n",
"ax.plot(x_var, manhattan['mean_test_score'], label='Manhattan Distance Test', linewidth=3)\n",
"ax.plot(x_var, chebyshev['mean_train_score'], label='Chebyshev Distance Train', linewidth=3)\n",
"ax.plot(x_var, chebyshev['mean_test_score'], label='Chebyshev Distance Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Model Recall Score as a function of Number of Neighbors and Distance Metric \\n(for weights = uniform)', fontsize=16)\n",
"ax.set_xlabel('Max Depth', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 82.222%\n",
"Best parameter(s): {'knn__metric': 'manhattan', 'knn__n_neighbors': 9, 'knn__weights': 'uniform'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(knn_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(knn_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below used a **K-Nearest Neighbors Classifier** with parameters {n_neighbors = 11, weights = uniform, and distance metric = manhattan}, used normalized data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.23$ unhealthy people as being healthy, which is better than all of the previous classifiers, and this model labeled $3.37$ healthy people as unhealthy which is better than all other classifiers that used the recall scoring measure.\n",
"\n",
"This is our best model so far."
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=knn_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Naive Bayes \n",
"\n",
"**Bayes theorem** states that for independent events $A$ and $B$, the probability of $A$ given knowledge of $B$ is the probability of $B$ given $A$ times the probability of $A$ divided by the probability of $B$. Or stated more formally,\n",
"\n",
"$$P(A\\, | \\,B) = \\frac{P(B \\, | \\, A)P(A)}{P(B)}$$\n",
"\n",
"**Naive Bayes** classifiers make the 'naive' assumption that all features are independent and uses the values of other features to determine the class probability. While this assumption is rarely true in practice, naive Bayes classifiers are extremely quick and surprisingly accurate."
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 9 candidates, totalling 270 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.2s\n",
"[Parallel(n_jobs=-1)]: Done 270 out of 270 | elapsed: 5.8s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('bnb', BernoulliNB(alpha=1.0, binarize=0.0, class_prior=None, fit_prior=True))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'bnb__alpha': [0.0001, 0.001, 0.01, 0.1, 1, 2, 5, 10, 100]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('bnb', BernoulliNB())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'bnb__alpha':[0.0001, 0.001, 0.01, 0.1, 1, 2, 5, 10, 100]}]\n",
"bnb_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"bnb_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'bnb__alpha': 0.0001}\n",
"Average Accuracy of the best model: 0.7962962962962962\n"
]
}
],
"source": [
"print(\"Best CV params\", bnb_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(bnb_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses an alpha (smoothing parameter) value of 0.0001."
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = bnb_gs\n",
"bnb_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'alpha': grid_clf.cv_results_['param_bnb__alpha']} \n",
"\n",
"map_df = pd.DataFrame(bnb_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df['alpha']\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.semilogx(x_var, map_df['mean_train_score'], label='Train', linewidth=3)\n",
"ax.semilogx(x_var, map_df['mean_test_score'], label='Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Naive Bayes Model Recall Score as a function Alpha', fontsize=16)\n",
"ax.set_xlabel('Alpha (smoothing parameter)', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 79.630%\n",
"Best parameter(s): {'bnb__alpha': 0.0001}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(bnb_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(bnb_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below used a **Naive Bayes Classifier** with parameter {alpha = 0.0001} (although it looks like the accuracy was the same for all values of alpha up to 1.0), used normalized data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.17$ unhealthy people as being healthy, which is as good as the best classifier yet (logistic regression), and this model labeled $3.93$ healthy people as unhealthy, which is better than our best previous classifier.\n",
"\n",
"This model is our best model so far, and it's lightning fast. If runtime is an issue, Naive Bayes is a strong choice."
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=bnb_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Naive Bayes without Scaling \n",
"\n",
"Last time, I used normalized (scaled) data to train the naive Bayes classifier. Here, I'll see the effect of using **unnormalized** data. "
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 9 candidates, totalling 270 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.0s\n",
"[Parallel(n_jobs=-1)]: Done 270 out of 270 | elapsed: 5.5s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('bnb', BernoulliNB(alpha=1.0, binarize=0.0, class_prior=None, fit_prior=True))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'bnb__alpha': [0.0001, 0.001, 0.01, 0.1, 1, 2, 5, 10, 100]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 149,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('bnb', BernoulliNB())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'bnb__alpha':[0.0001, 0.001, 0.01, 0.1, 1, 2, 5, 10, 100]}]\n",
"bnb_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"bnb_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'bnb__alpha': 10}\n",
"Average Accuracy of the best model: 0.7962962962962962\n"
]
}
],
"source": [
"print(\"Best CV params\", bnb_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(bnb_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses an alpha (smoothing parameter) value of 10."
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = bnb_gs\n",
"bnb_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'alpha': grid_clf.cv_results_['param_bnb__alpha']} \n",
"\n",
"map_df = pd.DataFrame(bnb_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df['alpha']\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.semilogx(x_var, map_df['mean_train_score'], label='Train', linewidth=3)\n",
"ax.semilogx(x_var, map_df['mean_test_score'], label='Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('Naive Bayes Model Recall Score as a function Alpha', fontsize=16)\n",
"ax.set_xlabel('Alpha (smoothing parameter)', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 79.630%\n",
"Best parameter(s): {'bnb__alpha': 10}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(bnb_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(bnb_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below used a **Naive Bayes Classifier** with parameter {alpha = 10} (although it looks like the accuracy was the same for all values of alpha up to 0.1), used **unnormalized** data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.30$ unhealthy people as being healthy, and this model labeled $3.60$ healthy people as unhealthy.\n",
"\n",
"Data normalization was the only difference between this and the previous model, and from this result, normalizing produced better accuracy. "
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=bnb_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Random Forest Classifier \n",
"\n",
"**Random Forest** classifiers are an extension of **Decision Tree** classifiers which produce more reliable predictions. Random Forests are an ensemble of similar decision trees, and the predictions of a random forest classifier are the most common prediction of the individual Decision Trees in that forest. As many trees are used to make the forest, we can't produce an easily interpretable tree as we did above, but we can look at the significance of each of the individual features."
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 216 candidates, totalling 6480 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 6.1s\n",
"[Parallel(n_jobs=-1)]: Done 82 tasks | elapsed: 12.6s\n",
"[Parallel(n_jobs=-1)]: Done 205 tasks | elapsed: 22.2s\n",
"[Parallel(n_jobs=-1)]: Done 376 tasks | elapsed: 37.2s\n",
"[Parallel(n_jobs=-1)]: Done 597 tasks | elapsed: 55.5s\n",
"[Parallel(n_jobs=-1)]: Done 866 tasks | elapsed: 1.3min\n",
"[Parallel(n_jobs=-1)]: Done 1185 tasks | elapsed: 1.8min\n",
"[Parallel(n_jobs=-1)]: Done 1552 tasks | elapsed: 2.4min\n",
"[Parallel(n_jobs=-1)]: Done 1969 tasks | elapsed: 3.0min\n",
"[Parallel(n_jobs=-1)]: Done 2434 tasks | elapsed: 3.7min\n",
"[Parallel(n_jobs=-1)]: Done 2949 tasks | elapsed: 4.5min\n",
"[Parallel(n_jobs=-1)]: Done 3512 tasks | elapsed: 5.3min\n",
"[Parallel(n_jobs=-1)]: Done 4125 tasks | elapsed: 6.1min\n",
"[Parallel(n_jobs=-1)]: Done 4786 tasks | elapsed: 7.1min\n",
"[Parallel(n_jobs=-1)]: Done 5497 tasks | elapsed: 8.2min\n",
"[Parallel(n_jobs=-1)]: Done 6256 tasks | elapsed: 9.4min\n",
"[Parallel(n_jobs=-1)]: Done 6480 out of 6480 | elapsed: 9.7min finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('rf', RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
" max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=1,\n",
" oob_score=False, random_state=None, verbose=0,\n",
" warm_start=False))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'rf__n_estimators': [200, 300, 400], 'rf__criterion': ['gini', 'entropy'], 'rf__max_features': [6, 12, 18], 'rf__max_depth': [2, 5, 8, 11], 'rf__min_samples_leaf': [1, 3, 5]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 158,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('rf', RandomForestClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'rf__n_estimators':[200,300,400], \n",
" 'rf__criterion': ['gini', 'entropy'], \n",
" 'rf__max_features':[6,12,18], \n",
" 'rf__max_depth': [2,5,8,11], \n",
" 'rf__min_samples_leaf': [1,3,5]}]\n",
"rf_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"rf_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'rf__criterion': 'gini', 'rf__max_depth': 11, 'rf__max_features': 6, 'rf__min_samples_leaf': 3, 'rf__n_estimators': 200}\n",
"Average Accuracy of the best model: 0.7740740740740739\n"
]
}
],
"source": [
"print(\"Best CV params\", rf_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(rf_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the following hyperparameter values:\n",
"* Information Criterion: Gini\n",
"* Max Depth: 11\n",
"* Max Features: 6 \n",
"* Min Samples Per Leaf: 3\n",
"* Number of Trees: 200"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = rf_gs\n",
"rf_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'criterion': grid_clf.cv_results_['param_rf__criterion'], \n",
" 'n_estimators': grid_clf.cv_results_['param_rf__n_estimators'],\n",
" 'max_depth': grid_clf.cv_results_['param_rf__max_depth'],\n",
" 'max_features': grid_clf.cv_results_['param_rf__max_features'],\n",
" 'min_samples_leaf': grid_clf.cv_results_['param_rf__min_samples_leaf']} \n",
"\n",
"map_df = pd.DataFrame(rf_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over max_depth and n_estimators \n",
"# using the best values of max_features, min_samples_leaf, and criterion\n",
"tmp = map_df[(map_df['criterion'] == 'gini') & \\\n",
" (map_df['min_samples_leaf'] == 3) & \\\n",
" (map_df['max_features'] == 6)]\n",
"\n",
"train_test_param_map(x_var_='max_depth', y_var_='n_estimators', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over criterion and n_estimators \n",
"# using the best values of max_features, min_samples_leaf, and max_depth\n",
"tmp = map_df[(map_df['max_depth'] == 11) & \\\n",
" (map_df['min_samples_leaf'] == 3) & \\\n",
" (map_df['max_features'] == 6)]\n",
"\n",
"train_test_param_map(x_var_='criterion', y_var_='n_estimators', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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q1auko6ND3t7eRES0YMEC0tXVpRMnTlBMTAwNHz6cTExMaOXKlRQVFUWLFy8mMzMzIiJ6/vw56ejo0O3btykxMZE8PT3J0NCQBAIBERG9f/+e+7usU6dOkY6ODi1btoxiY2PJ3d2dDA0NycXFhcLCwujIkSOkoaFBkZGRRERcGR0dHU0RERE0depUsrGx4dbn7OzMxQgXFxf66aefqj3vQqGQkpKSSENDg7y9vUkgEFBSUhIZGhrS0aNHKTY2li5fvkzGxsZ09+5dIqIKz6m2tjalp6dTVlYWzZo1i+bOnUvv3r2r8PyeOnWKrKysiKj4O6ShoUGurq4UGxtLiYmJdOPGDerRowfdvn2bYmJiaNu2bWRsbMxdUyYmJrRjxw5KTEykW7dukZ6eHvn6+laYtz59+tCqVasoLi6OXr58ScOHD6fp06dz29bW1qYJEyZQeHg4eXt7k56eHp06dYqIiG7fvs3F+5Ljzefz6cKFCxUeSwsLCzI3NydfX18KCgoiExMT6tKlC505c4bCwsJo6NChIvedVV2DDx8+JC0tLXr+/Dk9evSItLW16eXLl9WeTyKin3/+mezt7enVq1d09+5dkXJAKBTS0KFDyc3NjaKjo8nf358GDx7M3eOeOnWKi7ERERHc5wcPHlBBQQHt37+fevbsSenp6SQUCmnUqFGkq6tLZ8+epdjYWJo7dy716NGjRvtZX3yTCk3Xrl1Fph06dIiSkpK4z3fv3uWWLbkJKF2hOXLkiMiyffr0IaKKKzS3b9/m0q5Zs4bGjh1LREQbN24kR0dHkf0YOXJkrVRoFixYQBMmTCAiops3b1JAQAA3Ly8vjzQ0NOjx48dEVFyAL1y4kIiKb5b//PNPys7O5tKfOHGCevXqxX2urkKjoaFBhoaGZGBgQPr6+qShoUH9+vWjR48eERFRamoq7du3T2S5jRs3krOzM7d+Pp9PWVlZ3PyzZ89SWFgY9zkyMpL4fD7Fx8cTUfE5OX78ODffzs5O5DiuXr2apk6dSkRE06dPp3HjxnHrj4+Pp5CQkArzU5azszPNmTOH+7x27VqRY+Pt7U0GBgZERPTmzRs6ceKEyPLz5s0T2a8dO3aQpaUljR49WmS91Sl7DiwtLbnCi6i4oOnduzedP3++Rue09HeoJhUaBwcHbl5sbCzx+XyuUkH073cmKSmJ9u/fT2ZmZhQXF0dERAKBgHx9famoqKhcvoKDg+nSpUsi00aOHElbt27ltl1SYSQi+vjxI2loaJC/vz99/PiRtLS0yN/fn5t/5MiRKis0fD6fC/ACgYA0NDREbnhsbGxo7969RFT9Nfju3TsyMzOjefPmka6uLr1+/brC7ZZ15MgRrvwoYW9vz10nCxcuJA8PD5H5ixcvpqVLlxJR8bmZMWMGN08gEJChoSHdvHmTm19y7krOS8nNBBHRb7/9xpUVTN371Hg1b9487mFMiYULF9Kvv/5KREQGBgb0xx9/kFAoJCKily9fUmJiIhERbdq0iVxcXLjlylZoSm6ISpbj8/mUkpJC4eHhItc2UfF1WhsVmpLYmp6eTlFRUdwNX4mff/6Zu7bLHhNvb28KDAzkPmdlZZGGhgYX32pSodHT0yMDAwMyMDAgTU1NMjIyot9//51Lc+bMGYqIiOA+h4WFEZ/Pp6SkJG79J0+e5OYHBQXR5cuXRbbj4OBA27dvJ6LiWFw6zu/fv58MDAy4h2ZBQUHE5/Ppw4cPdPXqVdLT06PQ0FAiKn7A9uDBA8rLy6swP6WV3CyWPMQKCQkhPp9PT5484dIYGBhwceLgwYOUnJzMzfPx8SEtLS3uc8kDt/nz55OpqSmlpaVVuw9E5c/Bxo0buYdbJTZv3syVOdWd0wULFnBlYU0qNHw+n6Kjo7n5I0eOFLlfIyJycnKiXbt2cQ/zSl+DT5484SrIpQkEAvrzzz+540tU/J3o27evyLajoqK4+dOmTSM3NzciIvrpp59o2bJl3Lz09HTS1tauskKzadMm7nPJfUuJP//8k2xtbYmo+muQqDhmDBs2jPr16ydyvVfl3bt3pKmpKXJ+Dhw4wJUDJRWckrKn5Djo6+sTUfG50dPT4x6WExHNnz+ffv75Z25+ybkjKi6T5s+fz30ODg7myorvRa28Q/OpWrduLfLZ0dERly9fxtOnTxEVFcU1SVY2Wpmamhr3t4KCQpVNdz/88EOFacPCwqCrqyuS1sDAoFa6fwgEAu7lz969e+Phw4dYt24dlzcej8c1C5bWoEEDjBo1CufOnUNwcDCioqIQEhLySX2veTwezp49CwkJCfB4PCgqKnL9wwGgadOmGDp0KA4cOIBXr14hIiICoaGh0NfX59IoKSlBXl6e+2xra4ubN2/i5MmTiI6ORnBwMADR81P6OMvJyaFVq1Yin/Pz8wEAU6ZMwZQpU9CtWzd06dIFffv2ha2tbY3zV/rcy8rKilxLsrKyXBNz27ZtISMjg507dyI8PBzh4eGIjIzE4MGDufSTJk3CxYsXERISItLt4FNkZ2cjKSkJCxcuFJleUFCAN2/e1Mo5Lat0niMjI0FE5bqpSUhIIDo6GjY2Njh37hz69u0LXV1dWFlZYdiwYRUOnKGtrQ05OTls3boV4eHhCAsLQ2xsLLp168aladOmDfd3yfsHhYWFiI6OhlAohIaGBje/pKtNVUquGzk5OQBAy5YtuXmlr5vqrsHGjRvjl19+wS+//IJJkyaJ7EdVIiMj0alTJ5FpOjo63HYjIyMRHh7ONdUDxV1fSn9fDA0Nub8bNmyIdu3aITIystL31Upfw4qKiuW6uDH1R2RkJLy9vXHixAluWmFhITp37gwAmD9/Pjw8PLiuLoMHD67xu5Nl41jJusPCwtC4cWOR73npa+xLCAQCAMXXqYqKCmRlZbkyMiwsDFFRUbCxsalw2T59+uDBgwdYu3YtV47xeLxPGlV09uzZ6Nu3L4DiLtDNmzcXeU/Hzs4ON27cwPHjx0XuBUrHy9KxRVdXF3JyctiyZQsXy+Li4kRGAi19nOXk5NC0aVNISUlxnwEgPz8flpaW0NfXh42NDTQ0NNCrVy8MGzaM6w5XnaZNm0JWVhYAuP9L76usrCxXrowaNQqXLl3Cs2fPEBUVheDgYJHjqK6ujsmTJ8PT0xOrVq367HeDIyMjcefOHZHrRygUonnz5gBq55yWVTrPkZGRWL9+PTZs2MBNKygoQLt27aCiooKJEyfCzc0Nnp6e6NmzJ4YOHVrhe2wNGzaEo6Mjzpw5IxJHmzVrJpKusnvDiIgIuLi4cPNUVFRE9rMiZe9pSsfs0rGpJtfg4sWL0a9fPzRq1AgzZ86scrsloqOjQUSVxtSoqChkZmbCyMhIZLn8/Hy8ffsWQPF9kJKSksjyZ86cqXSbpeN7yfva31N8+iYVmpIvO1Dcp3z8+PH48OEDBg8eDCsrKxQUFGDWrFmVLi8tLS3ymSp5uYnH45UrjErSSkpKlluusvV8qrCwMNjZ2QEANm3axPXFtLW1hbu7O3r16lXhctnZ2XBwcICysjL69OkDa2trREVFYc+ePZ+0fTU1tUpHektOToaDgwO0tbXRo0cPjBgxArdv3xZ596T0+QGK+yE/e/YMtra2GDVqFJo1awZHR0eRNJKSkiKfK3uZ1MDAAD4+PtxIYevWrcOlS5dw8ODBGuWtptt5/fo1Ro0aBSsrKxgbG2P8+PE4cOCASJqMjAykpKQgPz8fQUFBVY7QU5mSQLtp0ya0b99eZJ6iouInn9OK8lO28lv6/BQWFkJeXh7nz58vt1yzZs0gJyeHv/76C76+vrh9+zZOnTqFY8eO4cyZM+WCwb179/DTTz9h6NChsLCwwKxZs+Du7i6Spux3DxD93pT+u+SmoSpl01R23dbkGnz16hWkpKQqfQerMmW/99LS0lywKioqwoQJE+Dg4CCSpnS5UjYPQqGw0nzweLxy13BtlTtM7SsqKsLkyZO5kcpKlJx/Z2dn9O7dG7du3YKPjw+mT5+OWbNmYdq0adWuu7LvUl3GptDQUKipqUFWVhYvX76Es7Mz+vTpAxMTE0yYMAF79+6tdNkNGzbg3LlzsLe3h52dHX799Vf06dPnk7avoqIictNZ1rx58xAcHAxbW1s4OTlBRUUFo0ePFklTuvy7c+cOZs2aBTs7O1haWuLnn3/GsmXLRNKX/b5V9t1s0KABDh06hICAANy+fRvXrl3DsWPHcPz48XJle0XKbgeouDwXCoUYM2YMcnJyMGjQIPTu3Rs5OTmYM2eOSLqS8uzRo0cYPnx4tduvSFFREWxtbctdjyXH4FPOaU1iEyBaNhYWFmLp0qXo2rWrSJqSB6YLFy6Eg4MD/v77b/j4+MDZ2Rm//fZbuYecAoEADg4OaNasGaysrGBjY4OwsLBy9w1ly+LKYlNFacuqaWyqyTUYHx+P7Oxs5OTkICYm5pNGNC2936XLjKKiIrRv377Cd0VLYntFsamqgT4qyuP3FJ++SYWmtIiICAQEBODBgwfcU4ijR48C+PdA1sVQpx06dCh34/Py5csqC9ua8PX1RWJiIjfM4cmTJ/Hrr79yI7hU9Xsjfn5+SE5OxuXLl7kL6969e7V6Qd28eROKiorYtWsXN+3QoUOVbkMgEODy5cs4efIk9PT0AID7XY3P2a+DBw+iY8eOsLa2hrW1NZ48eQJnZ2dkZGTU6ghD58+fR+fOnbFx40ZuWkxMDNq1a8d9XrlyJfT09NC5c2e4u7vjypUrnzzMpaKiIpo0aYKUlBTuiYxQKMS8efPg6OiI3NzcTzqn0tLSIi/0A8WFYZcuXSpMr66ujpycHBQVFXF5i4mJwdq1a7Fq1So8fvwY8fHxGD16NMzMzLBgwQJ069YNAQEB3PCpJby8vGBnZ4cVK1YAKC4wY2NjYWJiUu1xUFdXh6SkJF68eAEzMzMAQEhISLXL1URNrsGQkBAcPnwYnp6eWLx4MQ4fPizyRK4yHTt2hI+Pj0glJCQkBG3btuXyFRcXJ1IubNmyBSoqKtygEqVf1Pz48SNiYmK4EfDYMM3fN3V1dcTHx4uc/02bNkFVVRX29vbYsGEDpkyZAmdnZzg7O8PT0xNXrlzBtGnTPvvcd+jQAR8+fEBCQgLXSlPSIvkl8vPzcfHiRVhbWwMoLiO7dOmC9evXc2nevHlTaevmyZMnsXr1avTv3x9A8UMjoPZueD58+ICrV6/izJkz3AAIJS3nlW3j1KlTGD58OPcCfEFBwWf/zlNgYCD8/Pwwbdo0GBsbY/78+ejXrx/u3btXowpNTYWFheHp06d49OgR9/T80KFDImlu3LiBhw8fYteuXZg6dSpsbGw+64Gburo6Xrx4IXL9Hjp0CO/fv8esWbOqPaelr2EJCQlISEhwrXwAuIELqtr+27dvRbb/66+/wszMDIaGhti5cyeWLFmCSZMmYdKkSXB1dcW1a9fKVWgePXqEjIwMXLt2jdsnHx+fGl97nTp1wosXL7jPJd+v2lDdNSgUCuHm5obhw4cjJycHS5cuxcmTJ6td748//sjF1JIKYekBFdTV1ZGYmAhlZWWuhdfPzw/Hjh3jWsRiYmKQk5PD3dcEBwdz329xjE1ffZSzsho1agRJSUlcunQJiYmJuHbtGvfjPiVPST+3wKxquZEjRyI4OBi7du3CmzdvsGvXLgQEBHzSSS4sLERaWhrS0tIQHx+Pc+fOYeHChRg+fDhXA1dSUoKPjw/i4uLw5MkT/PLLL+DxeFzeGjZsiMTERCQnJ0NJSQm5ubm4du0aEhIS4OXlhWPHjnFpa4OSkhKSk5Px8OFDxMXFYffu3fD29q50G3JycpCXl8f169eRkJCA+/fvY9WqVQDwWfuVlJSEVatW4enTp4iLi8OFCxfQsmVLKCsrQygUIi0tTWRkks+lrKyM8PBwBAUF4c2bN1i7di1evHjB7fPNmzdx9+5dLF++HJMmTYK0tLRI5edTjBs3Dps3b8bNmzcRGxsLd3d3+Pr6on379jU6p/Ly8oiIiIBAIICuri4EAgH27NmDuLiMmCaGAAAgAElEQVQ4rFu3Dh8+fKh02+3bt0ePHj2wcOFCBAUF4fXr11i0aBEyMzPRtGlTCIVCrF+/njt/Fy5cQH5+PjQ1NcutS0lJCc+ePUNoaCjCw8OxaNEipKWl1eg8KygowNbWFh4eHnj+/DkePXrEjXLzpeTk5NCgQYNKr0GhUIhly5bB1tYWPXv2xPz587Fp0yYkJSVVu+7BgwcjLy8Pq1atQnR0NHbv3i0yCty4ceNw/fp1HDhwALGxsTh+/Dh2794t0jR/5coVnDt3DpGRkVi6dClatmzJddOTl5dHbGwsMjIyAHxfT7uY4vN/+fJlHDp0CHFxcTh69Cj27t2Ldu3aQU5ODv7+/li9ejUiIyPx+vVr3L9/n+sWIi8vj5SUlBrfOJVcG+3bt0e3bt3g6uqK0NBQ3L9//5N/8I6IkJ6ejrS0NCQnJyMwMBBTp07lWhyB4u97aGgogoKCEB0dDQ8PD7x69UokNgHFFfz8/HyRWBYQEABXV1eRWPalyn7P7969i99++w1A5bFGSUkJT58+RVhYGMLCwrBo0SJkZGR80j6VHHdZWVl4enrCy8sLCQkJ8Pb2RkpKCnc+379/L3IzX9P1llX2nufKlSvYtm0bl0+BQIDVq1dj+vTpMDMzw/jx4+Hu7v5ZP5Lp5OSEoKAgbN68GTExMbhy5Qp+//13rmtvdedUXl4eCQkJ3Ciourq62LdvH2JiYnDr1i1cuHChyu2PHz8eBw8exPnz5xEXF4fNmzfj/PnzXGy8fv06PDw8EBsbi+fPnyMwMLDCrspKSkrIzs7GjRs3kJCQgJMnT+LEiRM1Ps9OTk64cuUKvLy8EBkZiWXLln3SD6BXpbprcP/+/UhOTsa8efOwYMECREVF4fDhw9Wut1GjRrC2toaHhweCgoLg6+sr8iDawsICLVu2xIIFCxAaGorAwEC4ublBRkaGa5nJysrC8uXLERUVhRMnTsDb25tr8ZSXl8eHDx8QExNTYUsb8P3Fq29eoVFVVYW7uzsOHDiAwYMHY/fu3XBzc4OUlBT3hLd0JeNTKhxVpW3VqhW2bNmCv/76CzY2Nnj69Cn69u1bYTeAygQFBcHc3Bzm5uawsbHB/v37MWXKFO4JNwCsWbMGYWFhGDJkCFxdXTFw4EDo6+tzebO1tUVMTAw3bOyMGTPg4eEBW1tbnD17Fu7u7nj37l2Nbs5qYuDAgbC1tcXcuXMxbNgwPH78GEuWLEF0dHSFhYOUlBTWr1+PmzdvYvDgwVi7di2mT58OVVXVCs9PRZ9Lmz17NkxMTDBz5kwMGTIE0dHR2LVrF3g8Ht6+fQtzc/NKhxX+lHPv4uICIyMjTJgwAU5OTkhMTMTMmTPx+vVrCAQCrFq1ChMnTkSbNm0gIyODZcuW4fjx4wgKCqrxNkpMnDgRo0aNwqpVq2Bra4uIiAjs3bsXzZo1g4GBAX766acqz+m4ceOwceNGbNu2DW3atMGiRYtw8OBB2NnZobCwsNrfZ1i/fj3atWuHiRMnYsyYMWjZsiUXIHv16oU5c+bgf//7HwYOHIiDBw9i06ZNIi1VJWbNmsV15ZowYQJkZWUxevTockNFllb6nPz666/o3LkzJk6ciKVLl9aohaSydZX+LCUlhQ0bNlR6DR48eBAJCQncjyQOHz4cnTp1KtddriKNGjXC3r178fLlS9jZ2cHf31/k6aC+vj7Wr18PLy8vWFtb49ChQ9wwpyWsra3h5eWFYcOGITc3F3v37uW6nzg6OuL+/fvcELPi+FRMnBkZGWHdunU4ceIEBg8ejKNHj2LdunXo3r07gOLWuuzsbDg6OmLMmDFQV1fHkiVLAAADBgyAUCiEtbU13r9/X20cKz1t7dq1aNCgAUaMGIFVq1Zh2LBhnxSbeDweRowYAXNzc/Tu3RsLFiyAmpoaTpw4wb1TOXbsWOjp6WH8+PFwdnZGamoqZsyYwZXrfD4f3bt3h6OjIx4+fIi1a9fi5cuXGDJkCJYuXQpra2vo6urWuCW2umtfRkYG69evx7Vr12BtbY3169dj5syZaNKkCVcGlV3H7NmzoaysjJEjR2LSpElQUFCAo6PjJ7UOl6xTW1sbHh4e2LdvHwYNGoQNGzZg2bJlMDY2BgBMnz4d69at++T1lv3cqlUruLm54c8//4S1tTX27t2L5cuXQ1JSEq9evcKGDRvQsGFDjB8/HgAwY8YM8Hg8/P7775+8XTU1NezatQv37t3DkCFDsHHjRsybNw/Dhg0DUHydhYSEVHpO7e3tERUVBXt7ewCAm5sbsrKyMGTIEOzbtw+zZ8+ucl+GDBmC2bNnY+vWrbC2tsbdu3exc+dOdOjQATIyMtixYwdCQ0Nha2uL6dOno2fPnpg6dWq59RgbG2PatGlYuXIlbG1tcfHiRbi7uyMjIwOpqanVHpOuXbvCw8MDO3fuxPDhw6GmpoYff/yxRsewOlVdg/Hx8fD09MTChQu532CaPXs2Nm/eXKN7uhUrVkBPTw8TJkyAm5sbN/w/UNzFseShoaOjI2bOnIlu3bph5cqVXJpWrVqhWbNmcHBwwIEDB7Bp0yYYGBgAALp37w41NTXY2NggPDy82jLpe8CjL6yC8fl87N+/X+TF4e9BeHg4CgsLRZ5UT506Fbq6ujV+aetbOHv2LP744w/cvn37W+8Kw/znubi4wNjYuNrAztQP30O8ysnJwaNHj2Bpacl1g7x8+TK2bNmC69evf+O9q1xRURG0tbVx+PDhGnVTZRim7pT8FtbnDnj0PaqVFpoPHz58dz8OFxsbi3HjxuHhw4dITEyEl5cXHj16hH79+n3rXatUZmZmld2PGIZhmKrV93glIyODxYsXY9u2bYiPj0dgYCC2b9/OvZdZH2VnZ3M/kMwwDPMtfPGgADweD3PmzIGJiUm5F9vqs969e2PChAlYunQpMjIyoK6ujs2bN6NTp0747bffRIZpLY3H42H06NGYP3/+V97j4vd+4uLi0KJFi6++7f+K+nrumU+XkZGB3r17g8fjVdgXmMfj4e7du9wLlZ/je2uS/6/7HuKVpKQktm3bhnXr1mHfvn1QUFDA0KFDMWvWLDx79gzjx4+v9JpWUVH5Jk9k9+3bB09Pz0pHgmK+XH0998znmTZtGh4/flzhPB6PB1dX188e3e6/6ou7nImjzMzMKl/+U1RUFBnbmxEf7NyLD6FQWO0L2V86qiHDfE35+flITk6udL6EhES533ljxAM79+IlNTUVubm5lc4vPXoZUzOsQsMwDMMwDMMwzHfrm/8OTU2l5tXfPs/f2p4Hf33rXai3XiVHf+tdqLeKhBUP1cgAx0Z71Mp69Dc4Vp+oGs8XnKg+EVMvBKdGfetdqLfW3TzwrXeh3srOr/xJ/X9dRGrVv3XzX1cb8UFc4hTr8MowDMMwDMMwzHfru2mhYRiG+d7wwAYNYBiGYeqvuo5TRAR3d3eEhoZCRkYGHh4e3Purr1+/hoeHBzfYxfPnz7F9+3bcvXsXr169Ao/HQ2pqKho3bowTJ6puBWIVGoZhmLrC6jMMwzBMfVbHcermzZvIz8/HiRMn8Pz5c6xZswbbt28HUPzbYIcPHwYAXLt2DaqqqujRowd69OgBACgsLMTo0aOxevXqarfDKjQMwzB1hLXQMAzDMPVZXcepJ0+ewNzcHACgr6+P4ODgcmlycnKwdetWHD16VGT64cOHYWZmhg4dOlS7HVahYRiG+U5V1ZQPALt378aVK1egqKiIiRMnomfPnkhLS8OCBQtQWFiIZs2aYe3atZCVlf2GuWAYhmHElUAggKKiIvdZSkoKQqFQ5HerTp8+jYEDB4r8LEZBQQFOnjyJ06dP12g7bFAAhmGYOsLjffm/qpRuyp8/fz7WrFnDzQsLC8OVK1fg5eWFvXv3YsuWLcjLy8Pu3bthb2+PI0eOoH379tX2S2YYhmHEV13HKQUFBWRlZXGfy1ZmAODixYvlfkj04cOHMDU1rfHv8bAWGoZhmDryLZvyIyMjYWpqCmlpaQBA27ZtERoaiiVLlgAoDipv376Furp6ne4jwzAMU3/VdZwyMjKCj48PBgwYgGfPnqFTp04i8wUCAQoKCqCqqioy3dfXFxYWFjXeDmuhYRiGqSt1/OirsqZ8AOjUqRMCAgKQnZ2NzMxMPH36FNnZ2QCKX7QcMmQI/Pz8YGRkVHf5ZxiGYeq3Oo5Tffv2hYyMDBwdHbF27Vq4urriwIED8PHxAQBER0ejdevW5ZZ78+YNfvjhhxpng7XQMAzDfKeqaspv3749nJycMHnyZLRp0wb6+vpQVlYGUFzxuXz5Mnx9ffHLL79wo8wwDMMwTG3i8XhYsWKFyLTSPQN0dXXh6elZbrmdO3d+0nZYCw3DMEwd4dXCv6oYGRnhzp07AFCuKT8jIwOZmZk4evQoli5diqSkJHTq1AkrVqzA48ePAQDy8vLl+jIzDMMw/x11Hae+FtZCwzAMU0fqum9y37598eDBAzg6OgIA1qxZgwMHDqBt27bo1asX4uLiMGzYMMjIyGDhwoXg8XhwcXHB8uXLsX37dkhISGD58uV1uo8MwzBM/SUuPy/AKjQMwzB1pLrRX758/VU35a9cubLcMj/++CPrYsYwDMMAqPs49bWwCg3DMEydEZNIwTAMw4gp8YhTrPM0wzAMwzAMwzDfLdZCwzAMU0d44tKWzzAMw4glcYlTrELDMAxTR8QjTDAMwzDiSlziFKvQMAzD1BFxefLFMAzDiCdxiVPsHRqGYRiGYRiGYb5brELDMAzDMAzDMMx3i3U5YxiGqSPi8oNlDMMwjHgSlzjFKjQMwzB1RFz6JjMMwzDiSVziFOtyxjAMwzAMwzDMd4u10DAMw9QR8XjuxTAMw4grcYlTrELDMAxTV8SkKZ9hGIYRU2ISp1iFhmEYpo6Iy8uWDMMwjHgSlzjF3qFhGIZhGIZhGOa7xVpoGIZh6oiYtOQzDMMwYkpc4hSr0DAMw9QRcWnKZxiGYcSTuMQp1uWMYRiGYRiGYZjvFmuhYRiGqSPi8oNlDMMwjHgSlzjFWmgYhmEYhmEYhvlusRYahmGYOiIufZMZhmEY8SQucYpVaBiGYeqImLTkMwzDMGJKXOIUq9AwDMPUGTGJFAzDMIyYEo84xd6hYRiGYRiGYRjmu8VaaBiGYeqIuDTlMwzDMOJJXOIUq9AwDMPUEXF52ZJhGIYRT+ISp1iFhmEYpo6IS6BgGIZhxJO4xCn2Dg3DMAzDMAzDMN8t1kLDMAxTV8TjwRfDMAwjrsQkTrEKDcMwTB0Rl6Z8hmEYRjyJS5xiFRqGYZg6Ii6jxzAMwzDiSVziFHuHhmEYhmEYhmGY7xZroWEYhqkj4tKUzzAMw4gncYlTrELDMAxTV8SlLZ9hGIYRT2ISp1iFhmEYpo6IR5hgGIZhxJW4xClWoWEYhqkj4tKUzzAMw4gncYlT/7kKzYXT53Ds4GGkJqego0YnzFwwBzr6uhWmHT7AFklvkyqcN3HGFIybOhEA4HX0JM4cP4XUlBS0bdcOY6dOgGXvXgCApMS3GD5waKX747lvJ/Q7G35hrmpH2P1neOn9GFmZH6GipgoTBys0+7F1pelTIuPx5OxtZCakQFZBHh266kB3QHdISBaPNXFwxtpKl+0x1hrtu+iITEuPTcLldYcw8n+zINuwQe1kqhb1bN8Zg/hmUJFvhNjMJBx9eg2R6fGVpu/aVhc2WhZQVVBBatY7XA99CJ/IJyJpOjVri1EG/aCmpIqM7A+4GHIP96KfiqTp3JoPez0rqCqoIOljOryCbuF5Ylid5PFz9WpvDGstc6jIN0JM5lsceXIVEelxlabv1lYPtjqWaKHQBKlZmbj6+iH+jvAXSaPRrC2cjAZATakFMrM/4MLLO7gTFSiSZiC/O/p27AIl+UaIe5cEr+c3EZwUWSd5ZJivyfvCVZw/dgbpqWlQ7/gjxs2cjE46mhWmnT58HFKTUiqcN3KiM4aPcwIABDx4jNMHjyP+TSwUGzeCsVlXOE0Ziwby/5a3Ple9cenkOSQlJEK5SRNY9OsF+zEjISVVf24XPqUs/n3IXDRp2LjCeX+98MH5l3cAAGsG/oRWjZuJzBfkZeOns/9DE/nG+N1mbqX743FrP8JSYz4zN7WrT0dT2GpboknDxojOSMQB/0sIT4utMO12+8VopqBU4byTz7xxOugWAKC5gjLGmwyBTosOKCgqxNPEUBz0v4QPeVlcelM1bTga9EOLRk2Q+CENxwKvITDhde1n8AvY61phnMkQNFdUQWhKDDbcPoQXbyMqTHtl8ha0bNS0wnk7HpzG7kd/4en8Y5Vuy+3qDlwKuVdu+p4RywAAk0+t/owcMFWpPyXUV3D1wmVs9FiH8dMnga+lhTPHT2HBjNk44HUULVq1LJf+tz/WoyC/QGTaiUNH8fiBL3oP6AsAOLRnP/Z47oTDqOHo0dMCIS9eYsUiNyxZ9Sv6DOyHJs2aYteRfSLrICKsXuoOuQZy0NTVrrsMf4LIRy/w6Ph16A/ugaZtW+LV7Sfw9jwFm6UToNCkfDD4mPoO3ltPQbWjGnpOsceH5HQ8OXsbBXkFMLYvrswN+mVMueUCzvyNrPQPaK39o8j090npuLX9NEBUNxn8Qmbt9DHO2Bpng28jKiMB/Tp2xcKeLlh6dTvSs9+XS9+trS6mdXPAo5hgHHt6DS0Um8DRoD/kZRrg8qv7AIBWjZpioaUzAhNe48yLv6HbogMmdbFFTkEuAuJfAQC0VNUxs8dI3Az3w/Gn19G9nR7m9HDEqpt7EZWR8FWPQWXM1Q0wwdQGZ178jaj0BPTX6IZFVmPhesUTaVnvyqXv3k4PM7oPh2/MCxx5cgUtGzWFk+EANJSRw8V/AkCrRs2wqNdYPIl/hdPPb0G3ZQdM7mqH7IJc+MeFAACsNXtghH5fnHzujeiMRJi108cvPcdg+Y3diK4nx0ZMuiYzX9ntqzexe6MnRo53Rnt+R1w5cwGrFrhh44FtaN5CtVz6Rb/9ioIC0Vh14cRfePY4AGa9LQEALwKfY53rSlgN7odRk8ciNTkFx3YdQHLiWyz53woAwN9XvLFj7WbYjHKAgelkxERG4/iew3j/7j0mz5tR9xmvgU8tizffOwYpCdFbnYH87tBr2RGPY4MBAJI8CagqNsHJZ954nfKGS1dERQCAd7kCrLixR2QdPB4PU7vaI6+oAFFVPNj6mix/NMKUrnY4+dwbkWnxGKRpBre+EzH/wiakVlAWr/M5CGlJ0WNjo2UBg9ad8ODNcwCAvLQcVg+cgVRBJjbeOQIFWXk4Gw3EPMvRcL+xGwCg06I95vd0xrXXD3HwySWYqxvil15jsOzaDkSkVf5g62uy1jLH0r4TsfPhabxMisIoo/7Y7uCKEYcW4e2HtHLp55zbABlJaZFpY4yt0V1dH9dePwQAuBx1K7fcPEtntGrcDPejn5Wb56DXG8ZqWgj4J4bVF+ISp/5TFZp923fDdrg9xk0pblkx7moCJ5vhOHn4OGYvmlcufUeNTiKfX78Mwd1bt7HIfSnU2raBUCjEsQNH0HdQf8xZvOCfdZoiJzsH2zZuQe8BfSEtLQ2tMpWWU4ePIyU5GQe8jkJGRqaOcvtpnl26j07mhtAfZAYAaMlvh7PuuxFyyx+mI/qUS/8m8DVAhF5T7CApLYVWmu2Q/V6A13cCuQpNs3atRJaJfRaG1MgE9Js7CnIK8gCKK3cRD4MQcOZv8CTq7yjiDrpW+DsigHua9zIpCv8b/DMG8LvjaODVcumttcwRnhqHHb6nAQDBSZEoEhZhtNFA+EQEILsgF9Za5kjNeocdvme4NI3kGmKoTk+uQjNUuyeC30Zy2whOikSzhsqw0bbA5nvHv0bWq+Wg1xu3wv1xLvg2gOJ93DhkDgbyu+Pwkyvl0ttoWSIsNRbbHpzi0hcJhXDuPAh/R/gjKz8XNtoWSMnKxLaHXgCAF0kRaCynADsdK65CM5Bvhhthj7kKYkhyFLRU1dG7gwn+9KsfFRrx6Z3MfE0n9x1BP9vBGDZuFABAz9gQs5wm4dLJs5gwe1q59O06ij4gingdBr+7DzF90Wy0UituZb944i/w9bQwfdFsLl3DhvL4fflaxMfE4Ye2arhw/Aws+lvBZfoEAIBuZwMUFRbhyK79GDNjAmTl5OoqyzX2qWVx7Ltkkc/qKq1g/IMm/vQ7j6SP6QCA1o2bQZIngSfxr5AsyCi3jiJhUbkHSP01ukFFvhGWXt2OQmFRbWXvi4w06IcbYY9wJuhvAEDQ2whstVsIay1z7Pe/WC59TOZbkc/tm/wA0zba2PHwNHeTb6NtAQBYcWMP8ouKK805BXmY1MUWjeQa4kNuFobr98HzxDBuG88Tw9FcQQUOur2wzudQneX3U8wwG47Tz29iz6OzAIDHMS9wfuImOHcehPUV7GNYqmirlpbqj7DqaAL367sQ+664507Z3gC9OhjDoLUGJp1aiXc5H0XmNVdQxhyLUUj5mFmb2aol4hGn6u8dZC2Lj41D0tskmFn24KZJSUmhu4UZHj/wrdE6Nq/dCC1dbQy0GQwAyMzIQJZAAJNuXUTS6RnpIz0tDRGh4eXW8S7zHfbt3IORLk5Qa9vmC3JUez6kZEKQ8R5qeh24aRKSEvhBpz0SQqIqXEZYVASepAQkpf+tE8s2lENhXj6KCssX7kWFRfA/fQvqJlpo0fHffGcmpMDv1E1oWhnDaGjP2stULWquoIImDRvjaUIoN01IQjxPDINeyw4VLtNCsUm5wi40NRbSklLQbN4OAKCt+iOeJYaKpHkS/wpqjVXRWE4B0hJS6NhUrVyz/ZP419BWFb2B+VZUFVTQtKESAhNecdOEJMTThFDot+xU4TItGjUp18wfmvIGMpJS0GyuDgDQbtFe5HgDQEB8CNooFR8bAPC4tQ8XQ+6KpCkSCiElKfnF+aotPB7vi/8x/y1v4xORmpQCY7N/44qklCQ6dzfF08dPqljyX/s270RHLQ30HPjvw6hO2nwMsBsikq5Vmx9AREhJTAIRwbBLZ1j2tyqXBoRKu7R9TZ9TFpflYjQIkekJXAsEAKgptUCBsLDCykxFFGTkYafTE9de+9Z4mbrWQrEJmikoISBOtCx+Ev8Khq01arSOCaY2CE+LE+naa9pGG/ejnnGVGaA4Tk0/sxYfcrMgLSEFjWZtuQdNJfzjXkK3ZccvzFXtUFNSRctGTXGnVJfvIhLiXlQgzNrp12gdi6zG4cXbiAq7kQGAlIQkFvR0wbXXDxAYX76r3dI+E3Er3B8hyfWvS7S4xKn/TIUmLiYWPB4PP7RRE5neqnVrJMTHg6rp6nTP5w5CXrzEzAVzuGnKKiqQlpFBcpLoezaJ8cVPct4mJpZbz6E9+yAlJYUxk8Z/blZq3YeUDPDAg2IzZZHpik2V8DH1XYXH5kcTbUhI8PDk7G3kZeUi7c1bvPr7CdoYaEBSqvwNZejdQGS/F8DIrqfIdAWVxrBfORUG1ubcuzf1TUvFJgAByYJ0kekpWZlorqBS4TIZ2R/K9dturlB8fJsqKENGUhpKDRSR/FE0GKYIMgFeSXBShoSERLmAmSrIgIykNJrIV9wv/Gtq2agpQEBSBflorljJscl6j6YNRfttl6Rt2rD42Cg3UETyxzLH+59jU9KvOfFDKt7nCgAASnKKGGXYH80VlOETEVAreWOYbyExLh48Hg8tfxDtBq3aqgWSE95WG6v87vkiPCQUY2dOFpk+bOwomPW2EJnmf/8ReDweWrdVA4/Hw9iZk6FnLPpOZ8CDx5CWkUazluW7un1tn1MWl2bUmo/2TX7AsafXRKarKalCkJeDWWYjsMthCXY6uGKCiQ1kpSruQWGrbYEioRAXyjxQ+ZZaNWoGIuDtR9HuU8kfM6Cq2KTa5U3UtNCxaRscDLjETZPkSaB14+ZIEWRggokNDji646jTasw2HwV56eLWOlVFFUhKSCDpg+g5Sf5YHKfKlvXfQlvlliACYjNFW+vi36XgB6Xqr+ue7TtDt2UHbLx9uNI0Iwz6oZmCMjbfLf9ezSBNM2i3aF/l8syX+890OcsSFL+8Ji8vLzJdvqE8SEjIyckpN6+0U0dOQM9QX6T7mISEBPoM6IsTB4+hfccOMDLpjFfBITh+8CgAIDcnV2Qd2dnZuHzuIkY4j4Jcg2/fdF+iICcPACAtK1p4S8vJAEQozCso/rsUxWZK6GzfC75HryHY+xEAoEmbFjBzGVRu/USE17efQN1YEw2VFEXmycjXn+NQmQbSsgCA3IJ8kem5BXmQAA+yUjLIKxSd9/DNcwzRskB4Wiz840LQQrEJhuv3ARFBVlKaW2dOQZ7oOgvzuG2WdGPILZMm559tlazjW/r32JTPR2XH5v6b57DVLu525hcXjJaKTTFSv1/xsZGSqfTYlHwum29zdQNM7eYAEPB3hD9C68nLuYC4NOQzX1NOVjYAoEGZeCQnLw8iQm5OrshL/GVdOnUOfD0tdNSq+qn8m/AonD3ihS6WZlBt1aLCNE8fP4HPFW9Yj7SDrGx9Km9qXhaX1l+jG8LSYst1H1NTaoHGcg3xJjMJ10Ifoa1yCzjoWqGZgjLW+RwUSSsrJQOLH41wLdRXpNXiW6s0phTkgQce5KRkkFvFsbHWNMfrlDci77w0lG0ACR4PDnq9EZEWh9/vHEET+cZw6TwYcyxG4bdb+9FAWg5EQE5hzcrrb0FBpvj7kl2QIzI9Oz8XEjwJNJCWLXfcSnPuPAhPE15XOeDMKMP+uPbat/jBWynKDRSxsNdYeNzci4952V+Qi7ojLnHqm1VoMjIyoKys/NWaqrinWmW2VzJdgld560Dsmxg8CwjE6t/Lj9o1e9E85OTkYOncRSAiNG+hignTJ2Pt8tWQlRP9IntfuY683DzYOw7/wtzUrpLnfWXPBXfIJMqfo7D7z+F77Co0zA3RrjMf2e8EeHbpHvuINNgAACAASURBVG5uO4X+c0ZBolS3n8RXbyBIew/LyZWP9lav/XNcCBU/Ga3oiemFl3fRSE4BE0xsMNHUFoK8HBwOvILpXR2qCYI8bp0lQymW3W7J2RDWiwEUKjs2/+ajrPPBt9FYTgGTuthictehEOTl4GDAJfzUfTjyi/IrHUKyZGrZdYamxmKV959QV2mFYfp9ICMljZ3/vJf0rdWXpnjm83ztOAVUMS5KSayqoDwukRgbj5BnL7Bw9dIqt/EmIhor5y1FU9WmmLZwVoVpXjx5hg3LPKChq4lRk8sP8PJNfEZZXKKFYhPwm7fFlvsny807+ew6pCSkuIpOeFosPuRm4afuw9GxaRuRUcK6t9WFjKQUboY//pKc1DruGi1XFBdPrypetGzUFFot1LG+TAuClERxHM/Oz8H/fA5xxz2nIA/zLJ3RvskP3C1V2WNf2fRvgldJPKrBPrZVbonOapqYf35TpWm6tdVD68bNsfDi5nLzFvcej2cJobgZVr+ul9LEJU59tQrNmTNn8PbtW/Tq1Qvz58+HrKwscnNzsXz5cnTv3r3Ot6+gWNzvPjs7G8oq/3atysnOAU+CV2WLyb2/70C+oTy6W/QoN6+hggJWbViDjx8+IjM9Az+0VUNQYPHoFo0ai3YJuu9zF4YmnUW2Xx/INCiueBXk5kNO8d+ngoV5+QCPBykZ6XLLBN94hB90OqDrqP7ctCZtWuDcyj2I8nuJDt30uOlxz8Oh2EwJTdQqfgpY3+XkF7e0yUnJijxhkZOWhRBUYQWliIQ4GHAJJ55eh4p8Y6QIMqDUQBHgAR/zsrkWDTlp0ZYvuX+6OGQX5CG7oHi7ZZ9wlaTJKRBtAfwWckrto8ixkZKp8tjs97+AY4FX0aRhYyR//PfYCPKyuXXKSZXJ9z/HIbtMvlMEGUgRZCA0NQZCIozpPBinnnkjI+dDreaVEX/fOk4BgPw/A6bkZOegsfK/3XVyc3LA4/GqfDHf754vGsg3gFF300rTBAcG4X9LVkG5qTKWb14DhUaK5dI8uHUHnh6/oz2/I1zXuUNaunwM+BY+pywu0fkHTeQW5ONZBUPelx04ACh+oR48oI2SqkiFxqi1Jl6lvKl3T9uz8/8ti0sPpywnJQOq5tiYqmkjpyCv3LsfJS1hL5IiRCqRz9+Gg8cD2ii3QHhqLHi8iuJUxeX1tyD451zJyzRAZqmX9eWl5SAkYZUtV706GCMrPxd3y/xkQGk9O3RG/LtkkRHygOKuaj3UDeBwYCEkeLx/HtYV/y/B49WTh5Li46tVaI4dO4bDhw9j+vTp2LFjB9TV1ZGcnIwZM2Z8lUDxQxs1EBES4xPQ+od/f1slMSEBbdq2rXJZv4eP0LVH9woL9fu376Fp86bga2lC8Z/AEBEWDgkJCbTv9O9LigUFBQj0D8CsUu/g1BeNmiuDQPiY9g6Kzf4NoB/T3qGxasX9krMyP6BDN9Hf72ncoglkGzbAu7eifWkTQqLQzohf+zv+lSR9TAd4xe/ApGb925zcvKEykioY7hEANJurF3e1S33D9Wluo9QCICD2XRLyigrwLkeA5g1Fj29zBeV/3klJQ25BPogIzRoqA4jm0jRTUEFuYb5Iwfx/9u48Lqp6/+P4a9iRTUVBBURccEUUcBcXXLG8amZaLi2WXltssfWXddGbkZXVTbPy6s3S0nLJJU3LXdFcMFEUSHADZd8HULb5/TE6NA7qIIwOh8/TxzySM+fMfM83mfd8z3c590tF3TTU62p3c2xQ6VKYoF2KulyjITbtAleu7+PdoClo4EJ2ckXdOOk3/G/UTXJeBnZWNgR6tud0yjlyrlbUw4Vs7by1BvWcpUEjqux+5xRAU08PNBoNqVdSaOJRMY8m9UqKdoL+bZw4EknXnkG3bIAcPfAHn7wbjpePN+988h5OLs4G+2zfsIWlnyzGv1sAr70/2yyGmt1wN5/FN/g1ac3J5LOU3bQimUqlok8Lfy5lp+hWrwKwuX7fnb83XCwtLGnv3sJgDo45SM7LQKXSzmn5+7xLd6eGXMlNv+2xXTx8+fNynMFqbYUlV8m/Wmiw7LXl9Z4bjUZDan4WGo0G95sWwnF3asjV0mtkFd7/z+FL2SmoVODp4sbl3IrFLTzruxms9Haz3i38iTh/4rYr2fXx6cLvcX8YbA9p0w17azt+nbbQ4LljL3/P0z/NrXQBAXF37tksbGtra+rVq4eDgwNeXtqJ+e7u7vesq8vLuzluTdzZv2uvbltpSSkH90UQ1PPWV7MAYs/E0NGvU6XPrV/9E8u/Wqb7uaSkhM3rN+LXpTPOzhVhkXA2npLiEjp2rvwmnveTs1tDHBo4cymq4spVeVkZSdEJNG3XotJjXNwbkpagv/Z+Xlo21wqKcGr0t6uK6iLUmTk09ml280vUGqnqLLIK8wj0rLipnaXKAv9mvkSnVr4KXE/vTkwO1J9PNKhNdzILc0m8fjXwTOo5g9VnAj3bk5SbRv61QkrKSzmbkaj3vtp92hGTdh5zkJKfSWZhLkGeHXTbLFUWdPVoS3RK5Tcs6+XdmceDHtTbNti3BxmFObq6OZ2SQICHfiM4yKsDibmp5F8rRKPRMK3nQ4S06aa3T+embSjVlHEl7/YBfq+oauCPuHfud04BNPPywNWtMUf2V6y+WVpaSuTBI3QO6nLbYxNiz+LbsfKLR2fPxPHJu+G06dCWOQvnV9qYObzvIEs/WUzPAX15a36YWTVm4O4+i2/wadiM+EruF6PRaHio00DGdBqgt727V0dKy8v0bhDs5eKGtYUV8Rnmcd+Zv0vOzyCzIJfuzSvm+VqqLAj0bM/JZMMVV/+ulaunwTLFN0QlnyXAoy3Wf2vUBHm2R6OBuLSLlJSXEpd+ke5e+ren6ObVkdMpt/9/cq9cykkhJT9TLy+sLCwJbhnAHxdP3fbYDk1acvLKrevPxc4RD5fGldbx4og1PLby/3h0RcUjMjGGM6nneWzl/xGTah45rpScumc9NCEhIcyYMQNfX1+mT59OcHAw+/fvp2fPnveqCEx6agqffbAARydH/Lr4s27VT+Tl5vLIpAkAXE66TE5WNh07VzReUq4kU1hQiFeLyntxRj8yltmvvMmKpcvp4NeRn1auJvFiIp8v/UJvv3NntVcumrcwj6Wab9ZpaE+O/PQ7NvZ2uLXyIHZPJNcKiugwKAjQ3kjzqrpQ1zDpPKIP+5Zu5ODKX/EJak9RXgFRWw7g1Kg+LXtUfLDlXNF+sXS+RU9PbfHLmf1MDhxBYfFV/sq4xFDfHjja2rM9Tvulo7FDA5ztHHR3q94df4x+Pl2Z2HU4xy/H0adFZzo1aam7rwrA1tgI5gydzsy+49mdEEmnJq3o7d2ZhREVY7w3n9nPrH4TebLbSI4lxdDbuzOtXD15b8cyzMXm0/t4POhBCkqK+Cv9EsN8e+JoW49fr998zM2xAU62FXWzK/4o/VsGMClgBMcvx9CnRRf8mrRi4d/Gtv8Ss5/3hj/LS8GPsiv+GH5NW9PH25//HNDee+daWQnb4w4xskMwV0uucSE7Gb8mrRjRvi8bovfcdoLnvaSUscl1hTnkFMCYSeNY9tmXODg60M6vA1vXbSI/L58HHxkDQMrlZPJycvUaL2kpqRQVFtHMq/JenC/n/wcrayvGTB5P4nn9hTM8mntiY2vDko8X0aBRQ0LHjiThptsOeLdqYRb3oanqZzGAaz0X7KxtbtlrvOnMPp4MGsnEgFD+vBxHK1cPRnXsz29xf+j1MHhdXxHr5pXEzMXP0buZ2n0UBcVXiU27wIh2fXCyrccvZ7T36nJ3bIiznQNn/zbxv7FDfeytbW95EWht1A6CHniB2YOn8nP0bho7NmBSQCgHzp/Q1cP6U7t5K+RJpvd8iMOXounXsiu+jZsze9uXpj9pI/3v8CbeHPQEeVcLOHHlLx7tOgwXO0e+j9Teu8jDxY2G9s6c+tuFuKbOjXCwsePCbXpxWjfSXvi4kGW4qm1KfqbuXkc35F8rQIPGYHja/aSUnLpnDZpp06Zx5MgRDhw4QLNmzcjMzGTy5MkMGDDgXhWBMeMfpri4mDXf/8ialatp3c6XT75aSFMP7Zf0b79exrbNW9l3oqLrMDsrG5VKhZOzY6Wv2S9kAK/OfpNV365kxbJvae3bmk++/A+d/Dvr7ZeTlY2VlZVZBEJl2vUPoKy0lJhdx4jZfZSGnu4MmTkeR1dtb0vUrxGc+yOaKYvfAKBFQDsspllw8teDnDtyGjunejTr4EPAqP56q6VdzS9EhapWrGZ2Ozvjj2JtacVQ354Ma9uTizkpfLj7OzKu3315dKf+9G3Rhcd/DAO0Q6cWRvzE2M4hDGgVSEp+JosiftLdMBMgMSeVT/Z9z3j/IbzYdwKZhbksOfyz3j4nk8/y1R/rGN1pAH1a+JOcn8mn+38wWKXnftpx9gjWllYMb9ub0La9uZidzAe7luvqZkyngQT7dGXSKu1dlc9nXeE/B1YzrvNgQloHkZyfyecHVuvdxyAxJ5WP9nzHo12H83K/x8gsyOWrP9bp7bPqz+3kXlUT0robjRzqk1aQzbfHfmFX/NF7WwG3oYyYqDvMIacAho95kJLiEras2cCWNRto0bol734yD7frSyev/XYVe7ftZM2+Lbpj8rJzUKlUODgZZlVaSqquEfP+a+8aPD/r3/+Hk7MTeTm5APzrhTcM9pn/3//Qsq1x93oxpap+FgM42zmApmKeyc32JERSUlZKaLveDGwVSE6Rmp+j9+hu2nuDk60DpZoySspKTXZ+1bE97g+sLa15oH0fHmjflwtZV5j7+1Ld8LyH/QfRv2Ugj6x4U3eMs50jGg0UFBdV+pqX89J5d/tXTA4cwasDJnO15Bo7zx7Vu4npn5fj+PzAah7xH0z/VgFczk3ng13L9VZMu9/WRP2OrZU1jwWEMilwBHFpF5ix9n1dQ256r4d4sEM/Aj55THdMw3rOaDSQf7XgVi9bsU8V5lSZ29QZpeSUSmMWS1DcWfq13PtdBLP134j197sIZstcunTN0c1jyUWFHybOq5HXGfPNrGq/xs9PLqiBkoh7ITrdPIbYmKP5O5bf7yKYrVs1tATE32IonNCKenV1tV9DKTlVZ+5DI4QQ95xCuvKFEEIolEJySho0QghhIsqICSGEEEpl6pzSaDSEhYURFxeHjY0N8+bN0y26Ehsby7x581CpVGg0GqKioli8eDGBgYGEhYVx+fJlSkpKmD17Nn5+t19USxo0QghhIkqZbCmEEEKZTJ1TO3bsoLi4mNWrVxMVFUV4eDiLFy8GoF27dqxYob2h67Zt22jSpAl9+/Zl0aJF+Pr6Mn/+fOLi4oiLi5MGjRBC3D/SoBFCCGHOTJtTkZGRBAcHA+Dv7090dLTBPkVFRSxcuJAffvgBgAMHDjBixAimTp2Kk5MT775ruJjJze7ZfWiEEEIIIYQQdYdarcbJyUn3s5WVFeXl5Xr7rF27ltDQUFxcXADIzs4mLy+PZcuWMWDAAObPn3/H95EGjRBCmIhKVf2HEEIIYSqmzilHR0cKCiqWvi4vL8fCQr/5sXnzZsaNG6f7uX79+oSEhADa+4OdPn36juchDRohhDARpdyBWQghhDKZOqcCAgLYu3cvACdOnMDX11fvebVaTUlJCe7u7rptgYGBumOOHDlC69Z3vgeWzKERQggTkQaJEEIIc2bqnBoyZAgRERFMmDABgPDwcJYvX463tzcDBw7k/PnzeHh46B0zffp0Zs+ezYQJE7C2tjZqyJk0aIQQQgghhBA1TqVSMWfOHL1tPj4+ur/7+fmxaNEiveddXFxYuHBhld5HGjRCCGEq0kEjhBDCnCkkp6RBI4QQJiJDzoQQQpgzpeSUNGiEEMJEZJUyIYQQ5kwpOSWrnAkhhBBCCCFqLemhEUIIE1FKV74QQghlUkpOSYNGCCFMRSl9+UIIIZRJITklDRohhDARZcSEEEIIpVJKTskcGiGEEEIIIUStJT00QghhIqYem6zRaAgLCyMuLg4bGxvmzZuHl5eX7vklS5awdetWnJycmDp1KgMGDCA7O5tXX32Va9eu4ebmRnh4OLa2tiYtpxBCCPOklDk00kMjhBAmolJV/3E7O3bsoLi4mNWrVzNr1izCw8N1z/31119s3bqVNWvWsGzZMj7//HOuXbvGF198wciRI1m5ciXt2rVj1apVJq4FIYQQ5srUOXWvSINGCCFMRlUDj1uLjIwkODgYAH9/f6Kjo3XPJSQk0L17d6ytrbGxscHb25vY2FiOHz+uO6Zfv3788ccfNXe6QgghahnT5tS9Ig0aIYQwEZVKVe3H7ajVapycnHQ/W1lZUV5eDoCvry/Hjh2jsLCQ7OxsTpw4QWFhIQUFBbpjHBwcyM/PN10FCCGEMGumzql7RebQCCFELeXo6EhBQYHu5/LyciwstNepWrVqxWOPPcYzzzxD8+bN6dy5Mw0aNMDBwQG1Wk3Dhg31GjdCCCFEbSU9NEIIYSKm7sgPCAhg7969AJw4cQJfX1/dc1lZWWRnZ/P999/z9ttvk5KSQtu2bfWO2bdvH0FBQTV1ukIIIWoZZQw4kx4aIYQwGVN3xQ8ZMoSIiAgmTJgAQHh4OMuXL8fb25uBAweSmJjIww8/jI2NDa+99hoqlYoZM2bwxhtvsGbNGho0aMCCBQtMWkYhhBDmy1yGjFWXNGiEEKKWUqlUzJkzR2+bj4+P7u9z5841OMbV1ZWlS5eavGxCCCHEvSJDzoQQQgghhBC1lvTQCCGEiSjlhmVCCCGUSSk5JQ0aIYQwEaWMTRZCCKFMSskpadAIIYSJKCMmhBBCKJVSckrm0AghhBBCCCFqLemhEUIIU1FIV74QQgiFUkhOSYNGCCFMRBkxIYQQQqmUklPSoBFCCBNRymRLIYQQyqSUnJI5NEIIIYQQQohaS3pohBDCRJSyvr8QQghlUkpOSQ+NEEIIIYQQotaSHhohhDARpYxNFkIIoUxKySlp0AghhIkoIyaEEEIolVJySoacCSGEEEIIIWot6aERQggTUUpXvhBCCGVSSk5Jg0YIIUxGGUEhhBBCqZSRU0YPOYuIiCAzMxOAn3/+mWnTpvH5559TUlJissIJIURtplJV/yGMJzklhBBVo5ScMqpBs2TJEp577jkSExOJjIxk9uzZuLm5sXXrVubPn2/qMgohhBC3JTklhBB1l1ENmtWrV/PZZ5/RpUsXNm7cSNeuXXnvvff48MMP2bp1q6nLKIQQtZKqBv4I40hOCSFE1Sklp4xq0GRmZtK2bVsA9uzZw8CBAwGoX78+V69eNV3phBCiFlPVwEMYR3JKCCGqTik5ZdSiAK1atWL9+vW4urqSlpbGoEGDKC4uZunSpbRv397UZRRCiNrJXAYX1wGSU0IIcRcUklNGNWjeeOMNZs6cSW5uLtOnT6dFixbMmTOHXbt28fXXX5u6jEIIIcRtSU4JIUTdZVSDpkePHhw6dIj8/HxcXFwAeO655/i///s/rK2tTVpAIYSorcxlbHFdIDklhBBVp5ScMnrZ5qysLH744QfefPNNMjMzOXLkCOfOnTNl2YQQolZTynKYtYXklBBCVI1ScsqoBs2pU6cYNmwYhw4d4pdffqGwsJAjR44wbtw4Dhw4YOoyCiFEraSU1WNqA8kpIYSoOqXklFFDzj744AOmTZvG9OnT6dq1KwBhYWE0atSIBQsW0LdvX5MWEkCj0Zj8PWqrS9kp97sIZutSVvL9LoLZKpffKaEg5pBTTV0amfw9aqs2jZvf7yKYraKSa/e7CGbL1837fhdB1BJG9dCcOXOG0NBQg+2jRo2S7nwhhLgVpayHWQtITgkhxF1QSE4Z1aBxdXUlISHBYHtkZCRubm41XighhFACpXTl1waSU0IIUXVKySmjhpw988wzvPPOOzzzzDNoNBoiIiJITk7mu+++49VXXzV1GYUQolYylw/6ukBySgghqk4pOWVUg2b8+PE0btyYZcuWYWdnx4IFC/Dx8WHevHmMGDHC1GUUQohayVxWf6kLJKeEEKLqlJJTRjVoFi1axEMPPcT3339v6vIIIYQQVSY5JYQQdZdRc2iWL19OWVmZqcsihBAKo5DZlrWA5JQQQtwNZeSUUQ2aUaNG8cUXX5CQkEBRURHl5eV6DyGEEIZUKlW1H8I4klNCCFF1Sskpo4ac7dixg9TUVDZu3Fjp8zExMTVaKCGEUALz+JivGySnhBCi6pSSU0Y1aD766CNTl0MIIYS4a5JTQghRdxnVoOnevbupyyGEEMpjJl3xdYHklBBC3AUT55RGoyEsLIy4uDhsbGyYN28eXl5eAMTGxjJv3jxUKhUajYaoqCgWL16Mn58fw4YNw9fXF4AhQ4YwefLk276PUQ2a/v3733aM3J49e4w8LSGEqDukOXPvSE4JIUTVmTqnduzYQXFxMatXryYqKorw8HAWL14MQLt27VixYgUA27Ztw93dnb59+3Lo0CEefPBBZs+ebfT7GNWgeemll/R+Li0tJTExkZ9//tngOSGEEFpKuWFZbSA5JYQQVWfqnIqMjCQ4OBgAf39/oqOjDfYpKipi4cKF/PDDDwBER0dz+vRpJk+ejKurK2+//TaNGze+7fsY1aAZM2ZMpdu7du3KkiVLGDt2rDEvI4QQQpiE5JQQQpgftVqNk5OT7mcrKyvKy8uxsKhYaHnt2rWEhobi4uICQKtWrejUqRO9evVi8+bN/Pvf/+bzzz+/7fsYtWzzrbRs2ZLTp09X5yWEEEKxlLIcZm0mOSWEELdm6pxydHSkoKBA9/PNjRmAzZs3M27cON3PPXr0oEePHoB2/kxsbOwdz8OoHppDhw4ZbCsoKOCbb76hTZs2xryEEEIIYTKSU0IIYX4CAgLYvXs3w4cP58SJE7qJ/jeo1WpKSkpwd3fXbZs9ezZDhw4lNDSUgwcP0rFjxzu+j1ENmieffNJgm7W1NX5+frz33nvGvIQQQtQ50sNy70hOCSFE1Zk6p4YMGUJERAQTJkwAIDw8nOXLl+Pt7c3AgQM5f/48Hh4eese8+uqrvPXWW6xatYp69eoZ9RluVIPGmK4eIYQQ4n6RnBJCCPOjUqmYM2eO3jYfHx/d3/38/Fi0aJHe8x4eHnz33XdVeh+j5tAMGjSInJwcg+2pqan06tWrSm8ohBB1haoGHsI4klNCCFF1SsmpW/bQbN26Vbdu/+XLl/nXv/6Fra2t3j5XrlzBysqoTh4hhKhzZMiZaUlOCSFE9Sglp27ZQ9OzZ08sLS2xtLTU7mhhofv5xqNdu3a6m+MIIYS4mVKufZknySkhhKguZeTULS9bNWzYkPDwcEA7lu2pp56iXr1696xgQghR25nHx7xySU4JIUT1KCWnjOqHf/7550lPTyc6OpqysjLd9uLiYs6cOcOMGTNMVkAhhBDiTiSnhBCi7jKqQbNq1Sree+89ysrKUKlUaDQaQDvuzt/fX4JCCCEqoZSxybWB5JQQQlSdUnLKqFXO/vvf/zJjxgxOnjyJq6sru3fv5pdffqF9+/YMGjTI1GUUQohaSRkjk2sHySkhhKg6peSUUQ2atLQ0Ro8ejY2NDR07duTPP/+kdevWvP3226xZs8bUZRRCiNpJpar+QxhFckoIIe6CQnLKqAaNq6srWVlZALRs2ZKYmBgA3NzcSEtLM13phBBCCCNITgkhRN1lVINmxIgRvPHGG0RGRhIcHMy6devYunUrn3/+Od7e3qYuoxBC1EqqGvgjjCM5JYQQVaeUnDJqUYBZs2bh7OxMTk4OgwYNYty4ccydO5f69evrlswUQgihz0x64usEySkhhKg6peSUUQ0aKysrvRViXn75ZV5++WWTFUoIIZTAXK5c1QWSU0IIUXVKySmjhpwB7NmzhyeeeIKQkBAuX77MZ599xo8//mjKsgkhhBBGk5wSQoi6yagGzcaNG3n99dcJCgoiMzOT8vJyGjduzAcffMDy5ctNXEQhhBDi9iSnhBCi7jKqQbN06VLmzJnD888/j4WF9pCJEycSHh7Od999Z9ICCiFEbaVSqar9EMaRnBJCiKpTSk4ZNYfm0qVLdOrUyWB7+/btycjIqPFCCSGEEihlbHJtIDklhBBVp5ScMqqHxtfXl7179xpsX7duHW3btq3xQgkhhBBVITklhBB1l1E9NG+88QbTp0/n0KFDlJSUsHjxYs6fP09sbCxfffWVqcsohBC1kpn0xNcJklNCCFF1SsmpW/bQqNVq3d+DgoLYvn07vr6+hISEkJeXR1BQEFu3bqVnz573pKBCCFH7qGrgIW5FckoIIapLGTl1yx6agQMHsmnTJpo2bcpbb73F22+/zYsvvngvyyaEELWaUq58mSvJKSGEqB6l5NQtGzQWFhasW7eOwMBANmzYwMCBA3Fycqp03169epmsgEIIUVspZbKluZKcEkKI6lFKTt2yQfPmm2/y/vvvs2jRIlQqFTNnzqx0P5VKRUxMjMkKKIQQQlRGckoIIQTcpkEzZswYxowZA0C7du2IiIjA1dX1nhVMCCFqO1Nf+dJoNISFhREXF4eNjQ3z5s3Dy8tL9/yyZcvYsmULlpaWTJ8+ncGDB7NkyRL279+PSqUiLy+PjIwMDhw4YNJymorklBBCVI9SemiMWrZ5586dNGzY8I77DRgwgMuXL1e7UEIIoQgmnmu5Y8cOiouLWb16NbNmzSI8PFz3XH5+PitXrmTNmjUsW7aM999/H4Bp06axYsUKvvvuO5o0acKHH35Yk2d830hOCSHEXVDGmgDGLdvs4eFh1Ivl5uZSXl5erQIJIYRSmPrKV2RkJMHBwQD4+/sTHR2te87e3h4PDw8KCgooLCzEwkL/+tVvv/2Gi4sLvXv3NmkZ7xXJKSGEqDql9NAY1aARQghhftRqtd4keCsrK8rLy3WNF3d3d0aMGIFGo2HatGl6xy5ZsoRPP/30QeQdSwAAIABJREFUnpZXCCGEMAVp0AghhImYejlMR0dHCgoKdD//vTGzb98+MjIy2L17NxqNhqlTpxIQEICfnx8JCQm4uLjozbcRQghR9yhl2Waj5tAIIYSoOlUN/LmdgIAA9u7dC8CJEyfw9fXVPefs7IydnR3W1tbY2Njg5OREfn4+AAcPHtQNVRNCCFF3mTqn7hXpoRFCCFMx8aWvIUOGEBERwYQJEwAIDw9n+fLleHt7M3DgQA4dOsQjjzyChYUFgYGBuvkyFy5cUMzcGSGEENWgkC6aGm3QqBRSKUIIURuoVCrmzJmjt83Hx0f39xdeeIEXXnjB4Lh33nnH5GUzV5JTQgihPDXaoNFoNDX5ckIIUavJV2fzIzklhBAVlJJTRjVoNm7cyKhRowy2FxQUsGDBAt59910A3X0NzNmmdRtYtXwl6WlptGnry/OvvkjHzn6V7vtI6GhSklMqfe6pGc/wxPSpAKz9/kfWrf6J9LR0mrdowRPTnqLfoAF6+2/5eRM/rlhFSnIKHl4eTHn6SQYOHVSj51ZdfVv4M8S3Jw3snUjMTWXtyZ2cz7pyy/1bNvRgjN9APF3cUF8r5NDFU2yLO0j5374wDGwVxMDWgdS3cyIlP5OtsRGcuPKX3uv0bO7HoDbdaOzYgNwiNUcST/Nr7EHKNea1tOqDHYKZ0HUYjR3qE5+RyBcRaziTeu6W+w9q051JgaF4uLiRkpfJmqjf2Xxmv94+vbw7MznoAVo0bEre1QIizp9g6eENFJVc0+0zrG0vxnUZgodLYzILcvn9r8OsjNxKWXmZyc61qkZ2CObRgGE0dmjA2YxEFh346Y51MzloBJ4ubiTnZfJT1O9sPr1Pb5/eLTozJegBWjRsRu5VNRHno/jvHz/r1c3ffTZ6FgAvbVhQcydWTeYytrguUFJOAWxc+zM/LF9JWmoqbdr6MvO1l+nkX3lWjR0+ipQryZU+9/Sz03jyn0/rbUtNSWHyQ4+ycOmXtO3QTu+51d/9wPof15KRnk6rNq2Z9vw/6darR82cVA2Jj4jizI6jFGbn08DTjcCxA2nk06zSfTe8u4SCrNxKn+v8QB/8Qg2HXh76biup8UmMnqu/MmBWYirH1+8h40IyNva2NO/iS5fR/bCysa7+SdWQbp4d6NeyK852DiTnZbAlNoLEnNRK932t/2Tq2ztV+tzOs0fYlXDMYPvDfiH4NPTgo70rdNtUqBjUphuBHu2oZ23Hlbx0fjt7+LbfH+4HqZvKKSWnLMPCwsLutNOjjz7KiRMn6NGjBw4ODgDs2rWLadOmkZSUxJQpUwDtEqGWlpYmKWhB6dVqv8a2zVv5aG444yaOZ/zkR4k/G8/KZd8yePhQHJ0M/+F27RZA6KgHefChUbpHgbqAtNRUXnxjFi71Xfhu6XK+/GwRQ0YM56lnp+Hg6Mh/5i/Aw8uTlm1aAbDj1994/525DBs5giemTaW0tJQvPvmcdh3b4+XdvNrntfus4S9WVfVo3olJASPYlXCUnfFH8XRxY3jb3hxNOlPpF8hGDvV5bcBk0tRZrDm5kzR1FiM7BGNvZUtM2gUAhrftxUN+IRxJPMPmM/u5WnqN8V2Gkq7O5kpeBgC9vP2YEjSCPy5F82vsQbKK8hjRrjcu9o5EpyRU+7wy1NnVfg3QNipeHTiZdVE7WXNyB61cPZkYOIKdZ49QUFxksP/gNt2ZPWQqx5Ni+frgOi7npTO911g0GohOiQegq0db5j/4IkcvRfO/I5tIyEziYf/BdGzSip1njwAwvF1v3gh5gu2xh1hxbCtp+ZlMCXqAhvWcOXwp2uB9q6KmrlMPa9uL10KmsDZqJz9F/U7rRl5MChrBjrOHK68b3+68O/RpjifF8uXBdVzJS+efvcaiQcOp5Iq6+WjkSxy5dJqlhzeSkJHEOP/BdGraih1/HTF4zZEd+zG2cwgp+Zlsiz1U7XN6qvs/qv0aAAcvnkSlUlXr0aeFf42URenMIaeKyipvbFfVr5u2MH/O+4ybOIEJkx8j/q94VixbzuDQYXrLdN8Q0C2QB0aP5B9jR+seBWo1qSmpvPTmLFzq19ftm5mRwcvTZ5Kels6oh8fQqHEj3XPff7OCr/7zBZOemsKEKRPJyshk8acL6Rncm8Zujat1Tkcvnq7W8TecOxzN4R9+o+2AQNqHBJFzJZ3Tvx3GO7AdNvXsDPZ3b+NFy55+tO7dWfcoKbpGYXY+QQ8PwtbRXm//5JjzHN+wF1t7O9oNDNRtz0/P5rePv8fJrQFBD4fQwLMxMbuOUZCZi2fn1tU6p9IaujjVtVlbxnQayMGLUURcOEkTJ1cGtAok6spZrpYWG+x/Lusyxy/HcizpjO5hb21DfTtHfonZT+FN2d+mkReh7fpwtfQaBy+e1G0f03EAvbz9OHTxFHvPH8fKwoqRHYI5n3WFnKvqGjm36lJq3Qxu073ar6GUnDKqh2bTpk28++67PPjgg7z00kscPnyYnTt3MnXqVGbMmGHqMtaY/y1ewqiHx/D4tKcACOzRjYmjHuGnlauY+forBvu3buur93Ps6Rj27drDG2Fv4+XdnPLyclYtX8ng0GG89Kb26nBQj24UFRay+JPPGTR8CCqViu2/bMU/sCvPvTLz+vsGcSb6NBvX/Eyv4D4mPmvjjOwQzP7zf/Jr7EEAYtPOM2fodAa17s6akzsM9g/waIdKpeLrP9ZTWl5GbNoF6ts70r9lIOujd6MChvj24GjiaX6K+h2AuPSL2FrZMNYvhGNJMQAMbtODwxej2RC9R7ePpUrF6E4DWXdqFyVlpffk/O/kye7/YFP0XlZEbgEgMjGGFRP/zTj/ISw68KPB/o8FhBKdnMC/f18KwLGkGMrKy3iu73g2n9mH+lohj3QZyqnks3y0p+JqTkFxIf8aOp3m9ZtwKSeF8V2G8lvcHyz5Yz0Af16OxdLCkmm9HuKrQ+u4VskH8b32VI9/sDF6L98dq6ib7ye9xyP+Q1hYSd1MChjBqeR45v72XwCOJZ6htLyMF/qOZ9Npbd1M6Kqtmw93f6c7rqC4iLBhFXVzQyOH+szoNZZ0dY6Jz1SYM6XkFMDSxUsYPe4hnrw+CiCoZ3cmjHyYH1f8wEtvzDLYv81NWRVz+gx7d+7hrTmzad7CW7d9787dfPL+xxQXGza8NBoNP674gbETxvHYE5O179ujG8ePRrJxzc+079ihJk/xrp3ccpA2fbvgF9oLgCbtvNk8dymxuyMJejjEYP8Gnm56P2deTCEp6iw9Jg7D2b2h3nOl14o5vOp36tU3bDSe3HIQx0b16T99zPV5WN6Ul5UTt+e43nLp99PgNt05khjN7oRIAOIzE3ml30T6+vjzS8wBg/1T8jP1fvZwbkwH95asP7WbjEL9Xi1rSytGdxxA3k1fwh1s7Aj0bM/ec8fZEa+92JSQmYSznQOh7Xrz5aF1NXmKd03qRvmM+g308vLim2++ITg4mDlz5rBjxw6++uorXnrpJWxtbU1dxhqRdCmRlOQUevevWKrUysqKXsF9OBzxh1Gv8Z/5C+jg15HhI0cAkJ2VTYFaTffe+t3xnbv6k5mRSXzcWQCKi0t0VwxvcHFxIS+38m7we62xQwMa1nPhZPJZ3bZyjYZTKQl0bNKy0mOsLCwpKy/Xu7JUUHwVWysbLFUWONk6YG9tx5nU83rHJWQm4WLviKeLNmTOpJ7jj5t6GlLUWahU4FrPpaZOsVo8XBrj7tSQgxcqrrqUacr54+IpujfvWOkxnvXdOZZ4Rm/byeR4bK2s6dJM++XjdEqCriF3Q2J2KioVNHXWXjU9cima3/7S73FIzElBhYomTvphfD94uLjRxMmVgxeidNvKNOUcunCKHt6dKj2msro5deUstlbWdL1eN9HJ51h/arfePpdyUvTq5oZZAyax99xx4q73DIq6SQk5Bdez6koyfQboZ1Xvfn3544BxvY+fhn9Mx86dCP3HA7pt6nw1s199i34h/Zk9L8zgGJVKxedLFzNp6hS97VZWVpSUlNzdydSw/LRsCrJy8fBrpdtmYWmBR8dWJJ85f5sjKxxbsxPXFk1p2cPw8+nPDftwauRC8y76DUSNRsPlU/G06u2nt6iEb7+ujHx3qlk0ZlzruVDf3kk3QgK0OR6XdpE2jYwbCTKyQzCJOan8eSXO4LnQtr3IKsw1GDnRsJ4LKhWczbikt/1idjKeLm7YWdlU/WRqmNRN3WDUb+H58+eZOnUqO3bs4MUXXyQkJITnnnuOxYsXU1x8/68QGyPx4iVUKhWezT31tjfzbMblpKQ7ThTdv3svZ06d5rlZL+q2NWjYAGsbG1JvmmdzJUk7NjL5+pjmMePHcvTQYXb/vpMCtZqd237ncMQhhowYVhOnVm3uTg0BDWk3Dc/KKMihsUP9So85kniaco2G0Z0GUM/aDu8GTQlpHcSJK3GUacrJv1ZAaXkpDes56x3X6PrruTpoGyvrTu0iLv2i3j7+TdtQUlZKZoF5NPg867uj0cDl3DS97Vdy0/FwrnwYRro6C7ebGhzNru/bxMkVgJWRW9kdrz9csLePPxoNXMzW/pv68uBajifF6u3Tp4U/xWUlJOfpX0G6H7yu101Szk11k3fruklTZ+Hu6Kq3rZnL9bq53lhZEbnFoG76tOiCRgOXsit+34b49qC9Wwu+OPBTtc/FFKrbjS8rchlPCTkFcOnCjazSv+mph5FZtW+XNqteePUlve12dnas2rSWWW+/Tj17+0qPbdHSB9dG2t/BjPQMvvjkc64kXeYfY0dX44xqTl5aNipUODXWzyXHRi7kp+fcsW4So86SeSGZgIcGGjyXFp/EucPRdH/MMJcLMnMpuVaMnZMDB7/dwo+vfMZPr37O0Z92UFZqHnMZtdmqIfOm3oOsolxcb8rhyrR388GrvjtbYyMMnvNu0JQAj3asv+kCHEBukRpQGcw3aWDvrPff+0nq5vaUklNGDTkbOXIkQUFBbNq0iebNta3ZXbt28e9//5uNGzeyffv2O75GVlYWS5YswdbWlieeeIIGDRoAsGjRIp5//vlqnIJxCtTau2nXq1dPb3u9eg5oyjUUFRUZPPd3a1auxq+rPx38Kq7IW1hYMGjYYFZ/9wMt27QioFsgMadjWP3d9wBcLdLOHwge2J9hI0P512tvA9p/PA+O+Qdjxj9co+d4t25cJbh5+NLV0muoVCpsLa25VqZ/hS6jIIf1p3YxMSCUob49Ae0XzRvDjjTAscQYBrfpzpXcdOLSL+LdoClDro/3tLWs/MpEB3cfenn7sfPsUUrKzWO4mYO1NvwLS/TncRWWXEOlssDe2tZgntFvfx1mUmAop1MS2JtwHK/67jzTcwzlGg121pVfLW7l6snEgFD2nTtOSn5Gpft08+rI8Ha9WRO1g+Ky+3/V1MFGO2bdoG6Kr966buL+YHLQCE6lxOvqZlrPh7R1Y3XrupkUGMrehEiSr9dNfTtHZgZPYMGelagrmatjDszjY75uqImcAjPIqoJbZJWDcVn108pVdL4pqwCsrK3w9PK8xVH6ft20hfdmz0GlUjHq4TF07nr/x8cDlFzVfpZY2+nnh5WdDWg0lF4rMXju7+J2R9K4lQeNWjTV215WUsrhH7bjN6I3To0ML+JdVWs/XyLX7qRZx5b0/+dD5FxOJ2rTfjQaDd3HD6nuqVWbrZV2YYJrpfq5cK20BJVKhY2l9W0zo0+LzlzITibppgt3lhYWPNRpIDvjj5JdlGdwXN61As5nXWaYb09yr6q5kpdOa1cvgjzbA2Bjef9vdyh1c3tKySmjajMsLIyHH9b/8h0SEkL37t357LPPjHqj119/nSFDhlBaWsqkSZNYsmQJHh4eHDliOMHXNK5fubmpJam5vt1CdevOqksXLnEi8k/eW/CBwXMvvvEKV69eZfYrb6LRaHBr4s6T/3ya+WHzsLPTftmbN3suB3bvZcbLz9PBryMxp87wv6+W4uDkyLMvG94j4t7T1snNV7durHxRXsn08T4t/JkYEMr+c38SmRSDi70jIzv04/k+j/Dp/lWUa8r5Kep3bK2smd7rIUBFdmEev8TsZ3LgA5V+eLRt7M20HmNIyLzMxtN7a/4079KNqw+G9aNVXslVwZWRW2lo78SsAZN5beAU8q4W8Pn+1bw9eGql815aunrw8T9eJk2dxcd/m1Pzd1092jF3+D+JTklg6eEN1TupGnO9Fm6um+t1VlndrIjcSsN6zrw2cApvhDxO3tUCPtu3ineGPF1p3bRy9eSTUa+Qps7Sm2/0Ur/HOJUcz57rY6LNkblcuaoLaiKn4P5n1Y3PmZv/7dzYfvususifx47z/qfzq1UGv67+LF6+hNgzMfx30ddcvXqVdyoZpnb/3PR7dSPeLW79+5aXmkVqfCL9njZcCe/klgisbK1pP6hbpceWl2l7YVyaNqLnxOEANPFtjqasnD837qPziN7YOTlUeuy9UrFSVeW9VLfrvWpUzwWfhh58/+evBs8Nbt2d4rIS9p8/ccvjf4z6nfH+Q3i6u7Zu09TZ7Iw/ygPt+1BsBhcmpW5uTyk5ZVSD5u8hUV6uXUpXo9FgaWlJaGioUW9UXFzM+PHjAWjfvj3PPvssK1asuGf3BHBwdASgqLCQBg0b6LYXFRaislBhZ2+4OsoN+3fvpZ5DPXr1M5zA7+DoyNyP3ic/L5/srCw8m3tx8k/tfAInF2fSUlPZ8et2nn1lJhOmPAaAf0BX7OvZ82n4x4weN5ZmnpUvN3mvXC3VXvWys7bVu9Jta2WDRqOpdGL+sLY9OZUcz6oTFVc9L2Wn8K+h0+jRvCOHLp7iamkx/z28AXtrW5xtHUhTZ9GqkXYYxc2rXwV6tufxoAe4mJ3C4oNrKDOjJZvVxYUA1LOxI/dvk/7srW3RaMor/RJeVl7Gp/t+4MuDa3FzbMjlvHRcr4+nzbtaoLdvl2a+vBf6LJmFubyy8RPU1woNXm9g6yDeGvQkcWkXeWvLohpbFae6bvx/tLex01ux5U5188ne71kcscawbq7dVDcebXn/et28/Le66evThZ4t/Jjyw7+wUKlQcb3rGxUWKlWlDSmhbDWRU3D/s8rxelYVFhRUOav27dJmVe9+fatVBk8vTzy9PPEP6IKlhSWfzV/A9Bdm4NbEvVqvW13WdtoeXO3wr4peqtJrxaBS3Xb55MSTZ7G2taFZp1Z62zMvpRC7O5KhrzyKRqNBU67R/b++Mdnf2lbb69O0fQu9Y5u094YNGnKSM2lynxs0N1bqsrG0oYCKHnNbK2ttjt/my3MH95YUlxYTl6Y//LuZc2P6tPBnyeGfr3/GVnz5VaHSXRDOv1bI0iMbcbCxw87KlszCXLo2awtAUSULUNxrUjd1g1ENmmPHjhEWFkZCguEyulZWVpw6deqOr1FWVkZcXBxt27YlICCA6dOnM2PGDAoLDb+8mYJncy80Gg1Xki7TzNNDt/1K0hWae3vf5kg4cvAPevTphbW14YdlxJ79NHJrRNsO7XFy1o6TjI87i4WFBa19W3PpgvaX4Obu/85du1BeXs7F8+fve4MmTZ0FqGjkUJ+MgoqVoho51CclP6vSYxrYO3Pogv7/91R1FgXFRTR10o7B9mvamtwiNZdyUnTDjjxd3LQTLHPTdccF+3Tl0a5DOZN6nq8PrTeboWY3JOWkoVJpP8CS8yqGgjVzacylW6xh39WjLeUaDVFX/tKtyNW6kScaDcRnJOr2693Cn7Bh0zifdYXXNn1m8IUe4B8d+/NSv8c4lnia2b9+aRZDzW5IykmtvG6cb183Go2GE3p144VGA2fTKyZP9mnhz5zh0zmfdYVZmz7VawgGt+yKnZUtax437DXdNeNrXtzwEVFXzho8d+8p48pXbVATOQX3P6u8vCuyyuNvQ8QuJ13RW7GsMocPHqJn396VZtWdFBQUcGD3PgJ7dNNbytm3vfbLV0Z6xn1v0Di5NUCDBnVGjt7QMHVGrsGKZTdLPnOBZh1bYmmlv2T35VMJaMrK2fbRSoNjVs/8hJ6Th+Pl74sKFeWl+hfaysvK0aAxi99ybXaraFjPWW/4U0N7F9ILbr8CZJtGzYlLv2RwIbG9WwssLSyY0ctwePx7w//J2pO7+PNKHJ2btuZKbjoZhbkUFGsbDE2dG3G1pJicq/nVP7lqkrq5E3P4F1x9Ri0KMG/ePJo3b86SJUuwt7dn4cKFzJ49m/r16zN/vnFd27Nnz+a9994jI0P7pWfEiBE88sgjXLlyb24u5OXdHLcm7uzfVTGUqbSklEP7IwjqWXk38w1xZ2Lo2LnyFZvWrV7D8q+X6X4uKSnhl5830qlLZ5ycnWnm6YmFhQWnTpzUO+70yWhUKhVNPe5vYwa0XaDZhXm61bdAO6zBr0krYm+xclSqOotWjfTHYzd2aICDjb3uA2JAq0AeaF/Rq2WpsqBvC38SMpN0cy78m7Xh0a5DOZ4Uy+KDa8yuMQPaxQDS1Nn09emi22ZpYUlPbz8iry8/fbOQNt2YGTxBb9voTgNIU2eRkJkEQDu3FoQNm8aZ1PO8tOHjShszfX268FK/x9ibEMlbWxaZVWMGICk3jbT8bIJbdtVts7SwpFcLP4OVzG4Y1KY7L/Z7VG/bGL8BpKozdXXT3s2HOcOncyb1PDN//sigV2vZ4Y1MW/Mez/xU8Thx+S/i0i7yzE//Nriadr+oauAhjFMTOQXmk1X7bsqqg/sO0K3n7e85EXs6hk63yKo7sVBZ8P67/2bj2p/1th+OOISVldUdG1P3grNbA+rVdyYpKl63rbysjMunE2jS7vbly7qUYjB3BqBNX3+Gvz6Z0Nen6B4tAttj7+LI8Dcm4+HXGms7G1x9mpJ4Qv+m0JdPJWBpZUXD5vf/Rq2ZhbnkXlXT0d1Ht81CZUFbN2/d5+qteLo0JjHX8Cbihy+d5ouDa/ji4E+6x8nks+RfK2DRwTW6VcMGt+5OT++Km77aWdni37TNLb8/3GtSN7enlJwyqocmPj6ejz/+mFatWtGxY0esra2ZOHEirq6uLFmyhBEjRtzxNdq3b8+KFfpzA0aNGsXIkSPvruR3YeJTU/jPBwtwdHbCr0tn1q36ibzcXMZN1H7xvJJ0meysbL3GS8qVZAoLCm/5YT76kbG8M+tNVixbTodOnVjz/WoSLybyn/9+AWhXQhs17iGWf7UUNBo6dO5E3JlYln+9lAGDQ2jR0qfS173Xtv91iPH+QyksvkpCZhIDWwfhYGPPrvijgLa3xtGmHheytaG+NeYAT/cYzaSAUI4mnsHFzpEH2vcloyBHd8PHfeeOM73nQwxr24sLWVcIad0NN6eGfLpvFaBd+vmxrsPJKVKzJyGS5vX1w+ZyXprZ3Ifmh8hfmdnvUdTFRUQnx/NQ5xCc7RxZG6W9R09T50baZSGvL1O9+fQ+Qtv14bk+j3DwQhRDfHsS6NWBub8t0b3mawOnUFJWyveRv9KioX7DNjE7hWulJbwyYBKZBTn8fGo3vm76/wbPZV42i/vQfH/8V17s9yjqa4WcSo5nbOdBONs5suZvddPA3km3hPem0/sY0b4PL/Qdz4HzJxjatidBXh2Ys72ibl4P0dbNysit+NxUN5dyUklTZ13vWaygvlaIBg1n/9YDdr8pZWxybVATOQXmkVWTpz7Op+Ef4+jkROeunVn7gzarxk/SXgi4nJhETnaOXlYl3yGrbnbzEDr7evaMmzielf/7Fvt69vi2a8uxP46w6tvvefyZJ3F0cqy5E6yGjkO7c2zNTqzr2dK4pQd/7TnOtYKruptg5mfkcC2/kEY+FZ8b6uurlDlV0otj7+KIvYv+udk51cPS0pKGXhU9Ul1GBrPri7XsX7qR1n39yUpM5fRvh2k/uNttFyK4l/aei2Rk+34UlRRzMTuZ3t6dqWdtx4Hry+o3sHfG0caexNyK3vP6dk7YWNlUeh8vdXGhbsi1btu1QsrKy/R65A8nRjPUtyfpBdlkFeYxqHU3rCws2ZVQ/Zt+1xSpm1tTSk4Z1aCxt7fXrbPesmVLYmNj6d+/P507d+b8eePWfp88efIt17JfvXq1kcWtnjGPjKX4WjFrf/iRNStX07ptGxZ8+bmul2T518vY/suv7P2zYq3/7KxsVCoVjpXcnRmgX0h/Zs1+g9Xffs/KZd/S2rcNC778D538K1rkL705i0Zujdi0bgPffL2UJs2aMumpx5nw+ETTnnAV7Dv3J9YWVoS0DiKkTTeSclL5/MBq3TKHI9r1oad3J55dr73SefxyHF//sZ4R7frQvXlH8q8WcCbtPBui9+p6EaKunOWH49sY7NuD4W17kZSbxucHfuR81mUAfBo2w8lWOw76lf6GdRG+azmJtxi2dK9tPL0XGytrxnYexMP+g4hPT+TVTZ/qbr71eNCDDG3bi5AvpwPwV/ol/rX9K6Z2H82DHYNJykklbPvX7D/3J6BdKtunoXbo4/wHZxq837+2f0Xe1QLq22n/3X02+lWDfaavmWewvv39sCF6DzaW1jzsP4hx/oOJz0hk1saKunmi20iGte3FgMXTAPgr/SLvbvuKp3uM5sEO2rr517av2XfuOKBfNx8++KLB+7277SvdvgZk6kydVRM5BeaRVQ+Nf5jia8X89P1qflq5ijbtfPns60W6rPrm62Vs27yVA1GHdcdkZ2XdNqtuVtmXmGdffoGGrg3ZtHYDKckpNPNoxstvvcrocQ/VzInVAN9+XSkrLSNudyRxuyJp4OlGyPPjcHTV3gog+tdDnD98mscWVXxmXlMXokKFjf3d34/I3bc5A2eMJeqX/ez96mdsHevR+YE+dBza484H3yOHL53GysKKPt6d6dPCn+S8dP53dBM5RdqhTSGtgwjwaMvb277UHeNoaw9odHNp70bEhZNYW1rT3ycAO2tbLuWk8N8jGwyWSb6fpG6UT6UxYqbjzJkzKS8v55133uHQoUP87390qEFzAAAgAElEQVT/45tvvuGXX35h+fLl7N69+04vQVRUFLNnz+aLL77A0lJ/DKuHh8ctjqqQdlXuAn4r72758s471VExKefudxHMlkycv7X9zy+tkdf5z4FV1X6NF/s+euedRI3kFFQvqzKLDZduFVpf7DPPe0WZg5uXthfCWOGhz1X7NZSSU0bNoXnnnXcoKCjgt99+44EHHsDZ2Zk+ffrw4Ycf8uyzzxr1Rv7+/owaNYq4uDg8PDz0HkIIoUjapW+q9xBGqYmcAskqIUQdo5CcMmrIWePGjfnmm290P69YsYL4+HicnZ1xdzd+1ZOnn3666iUUQohaSmU20yWVr6ZyCiSrhBB1h1JyyujblJ49e5Zz585RXGw4CfleTpYUQgghKiM5JYQQdZNRDZpPP/2Ur7/+GicnJ2xtDSfVSVAIIYQhM+mJrxMkp4QQouqUklNGNWhWrVpFWFgYEyZMuPPOQgghAOV05dcGklNCCFF1SskpoxYFcHBwIDAw0NRlEUIIIe6K5JQQQtRdRvXQvP7668ydO5eZM2fStGlT3Vr/NzRrdv/vdi+EEKLukpwSQoi6y6gGTVlZGdHR0UyZMkVvu0ajQaVSERMTY5LCCSFEbaaUOzDXBpJTQghRdUrJKaMaNB988AFjx47lkUcewc7OztRlEkIIRVDK2OTaQHJKCCGqztQ5pdFoCAsLIy4uDhsbG+bNm4eXlxcAsbGxzJs3D5VKhUajISoqisWLF9O3b18Ajh49ymuvvcaePXvu+D5GNWiKi4t5/PHHdQUQQghhBGnP3DOSU0IIcRdMnFM7duyguLiY1atXExUVRXh4OIsXLwagXbt2rFixAoBt27bh7u6ua8ykpKTwzTffUFpaatT7GLUowNSpU1m8eDFFRUV3cy5CCFEnqWrgjzCO5JQQQlSdqXMqMjKS4OBgAPz9/YmOjjbYp6ioiIULFzJ79mxAe4EqLCyMsLAwo8/DqB6avXv3curUKTZv3kz9+vWxstI/zJiuICGEEMJUJKeEEML8qNVqnJycdD9bWVlRXl6ut3DL2rVrCQ0NpX79+gDMnTuXp556Cjc3N6Pfx6gGzbhx4xg3bpzRLyqEEEI5NyyrDSSnhBCi6kydU46OjhQUFOh+vrkxA7B582YWLlwIQFpaGpGRkVy6dAmNRkNOTg6zZs1iwYIFt30foxo0Y8aMqWr5hRCizpMhY/eO5JQQQlSdqXMqICCA3bt3M3z4cE6cOIGvr6/e82q1mpKSEtzd3QFwc3Pj119/1T3ft2/fOzZmwMgGjRBCiLshDRohhBDmzLQ5NWTIECIiIpgwYQIA4eHhLF++HG9vbwYOHMj58+fx8PCo9vtIg0YIIYQQQghR41QqFXPmzNHb5uPjo/u7n58fixYtuuXxBw4cMOp9pEEjhBAmInNohBBCmDOl5JQ0aIQQwkRkDo0QQghzppScMuo+NG+99RZqtdpgu1qt5q233qrxQgkhhBKoVNV/CONITgkhRNUpJaeMatAkJSVRXl5usL2srIykpKQaL5QQQghRFZJTQghRdxk15GzFihWVbndxcbnlc0IIIczk0lUdIDklhBB3Qxk5VaU5NNnZ2RQXFxtsv7F2tBBCiAoqc+mLr0Mkp4QQwnhKySmjGjS///477777Ljk5OXrbNRoNKpWKmJgYkxROCCFqM2XERO0gOSWEEFWnlJwyqkEzb948QkJCmDRpEra2tqYukxBCCFElklNCCFF3GdWgKSgo4Omnn9a7EY4QQojbU0pXfm0gOSWEEFWnlJwyapWzxx57jG+//ZaSkhJTl0cIIYSoMskpIYSou4zqoQkNDWXKlCmsX7+eRo0aGbTmdu7caZLCCSFEbaaUG5bVBpJTQghRdUrJKaMaNK+99hotW7bkwQcflLHJQghhJKV05dcGklNCCFF1Sskpoxo0iYmJbNq0iebNm5u6PEIIIUSVSU4JIUTdZdQcmpCQEA4cOGDqsgghhKKoauAhjCM5JYQQVaeUnDKqh8bd3Z0PPviADRs24OXlhaWlpd7zH374oUkKJ4QQtZpCuvJrA8kpIYS4CwrJKaMaNDk5OTzwwAOmLosQQiiKUiZb1gaSU0IIUXVKySmjGjTh4eGmLocQQghx1ySnhBCi7jKqQVNeXs5vv/1GfHw8ZWVlAGg0GoqLi4mJieGbb74xaSGFEKI2UkhPfq0gOSWEEFWnlJwyqkEzd+5c1q9fT4cOHTh58iRdu3bl0qVLZGRkMHHiRFOXUQghaiWldOXXBpJTQghRdUrJKaNWOdu2bRsff/wxq1evpnnz5oSFhbFnzx4eeOABioqKTF1GIYQQ4rYkp4QQou4yqkGjVqvx8/MDwNfXl6ioKCwtLZk+fTr79u0zaQGFEEKIO5GcEkKIusuoBk3z5s05ffo0AG3atOHkyZOAdsyyWq02XemEEKIWU6lU1X4I40hOCSFE1Sklp4yaQzN16lRmzZrF+++/z4gRIxgzZgwqlYoTJ04QGBho6jIKIUStpJSxybWB5JQQQlSdUnLKqAbN2LFjadGiBXZ2drRq1YovvviCNWvW4O/vzwsvvGDqMgohRK1kJheu6gTJKSGEqDql5JRRDZqnnnqKt99+m1atWgEQHBxMcHCwSQsmhBBCGEtySggh6i6jGjQxMTFYWRm1qxBCCB2FXPqqBSSnhBDibigjp4z69J8wYQIzZ85k/PjxeHh4YGNjo/d8r169TFI4IYSozZTSlV8bSE4JIUTVKSWnjGrQfPnll4D2xmU3U6lUxMTE1GyphBBCAZQy2bI2kJwSQoiqU0pOGdWgiY2NNXU5hBBCcZQSFLWB5JQQQlSdUnLK6AHHJSUlpKWlUV5eDoBGo6G4uJgzZ87wj3/8w2QFFEIIIYwhOSWEEHWTUQ2a3377jXfeeYe8vDyD59zd3SUohBCiMsq48FUrSE4JIcRdUEhOWRiz0yeffMKwYcPYsmULzs7OrF69mq+++goPDw9Z318IIW5BVQN/hHEkp4QQouqUklNG9dAkJSWxZMkSmjdvTqdOnUhPT2fw4MFYWlrywQcfMHbsWFOXUwghah2lrB5TG0hOCSFE1Sklp4zqoXF2dqaoqAgAHx8f3WoxPj4+JCUlma50QgghhBEkp4QQou4yqodm4MCBzJkzhzlz5tCjRw/mz59P//792b59O+7u7qYuIwCWFka1veqkguKi+10Es5VTlH+/i2C2rCzlJoSmZuqueI1GQ1hYGHFxcdjY2DBv3jy8vLx0zy9btowtW7ZgaWnJ9OnTGTx4sO65hIQExo8fz8GDBw3u2VIbmUNOXcxKuSfvI5TF3tr2fhfh/9u77/ia7v8P4K8bN3taSUiIURkkEUHslaIkNaK2RhWlqulAa1VRNVpa2pBv+VUbq2KUWkUlYhO1YmaTRJZEJLJk3c/vj3C5MlBubnK8no+HR91zPuecz/k07jvv8xmHXmNVZcjYy3quLGHWrFlo0qQJrl27hp49e8LFxQXDhg1DQEAApk+fru46EhFVTzLZy/+pQGBgIAoKChAQEICpU6di8eLFyn1ZWVnYuHEjtm3bhrVr12LRokXKfdnZ2fj++++hqyudX6QYp4iI/gM1x6nK8lyPaA0NDfHtt98qPy9btgzz5s2Dnp4e5HI+5SUiKou6v+bPnz+PLl26AABatmyJq1evKvfp6+vDysoKOTk5yM3NhdYTvdxff/01pkyZgo8++kjNNaw8jFNERC+uaqQjL6/Cb/ndu3fjn3/+gY6ODt588014enoq9xkZGam9ckREVL7s7GwYGxsrP8vlcigUCmXyYmFhAQ8PDwghMGHCBACAr68vunfvDjs7OwghNFLvV4lxioiIyh1ytmbNGsycORMPHjxAbm4upk+fjh9//LEy60ZEVK2pezlMIyMj5OTkKD8/mcwcO3YMaWlpCA4ORnBwMAIDA3H58mXs2bMH27dvh7e3N9LS0jBu3Di1toE6MU4REb0cyS/bvHXrVixcuBADBw4EUPLSspkzZ+Lzzz+HrIqMlyMiqsrU/VXp6uqK4OBg9OnTB5cuXYKtra1yn4mJCfT09KCtrQ0AMDY2RnZ2Nv755x9lGXd3d/z222/qraQaMU4REb0cqXxVlpvQJCcno0OHDsrP7u7uyMvLw507dyptxRgioupNvZGiV69eOHnyJIYPHw4AWLx4Mfz9/WFjY4MePXrg9OnTGDp0KLS0tNC6dWt07NhRtXYyWbUedsY4RUT0sqSR0ZSb0BQVFalMpJTL5dDV1UVBQUGlVIyIiComk8kwf/58lW2NGzdW/t3Hxwc+Pj7lHh8UFKS2ulUGxikiIgKec5UzIiJ6cRz2REREVZlU4lSFCc3evXthaGio/KxQKLB//37UqlVLpdzgwYPVUzsiompMGmGiamOcIiL676QSp8pNaOrXr49169apbKtduzYCAgJUtslkMgYKIqIySOXJV1XFOEVE9HKkEqfKTWgOHz5cmfUgIiJ6IYxTREQEVPAeGiIiIiIioqqOiwIQEalJVXnhGBERUVmkEqeY0BARqYlUxiYTEZE0SSVOccgZERERERFVW0xoiIiIiIio2uKQMyIiNZFKVz4REUmTVOIUExoiIjWRRpggIiKpUnecEkJg3rx5CA8Ph46ODhYuXIgGDRoAAMLCwrBw4ULIZDIIIRAaGgo/Pz/Y29tj2rRpKCoqQt26dbFkyRLo6upWeB0OOSMiUhOZTPbSf4iIiNRF3XEqMDAQBQUFCAgIwNSpU7F48WLlPnt7e2zYsAHr16/HqFGj8NZbb6Fz585Ys2YNBg0ahI0bN6Jp06alXpZcFvbQEBERERHRK3f+/Hl06dIFANCyZUtcvXq1VJm8vDz4+vpi06ZNAIBZs2YBABQKBZKSktC4ceNnXoc9NEREaiN7BX+IiIjURb1xKjs7G8bGxsrPcrkcCoVCpcz27dvRt29fmJmZKbcVFRWhX79+OHv2LFxdXZ95F0xoiIjUhOkMERFVZeqOU0ZGRsjJyVF+VigU0NJSTT/27NmDIUOGqGyTy+XYt28fvvnmG3z55ZfPvA8mNEREasI5NEREVJWpO065urri6NGjAIBLly7B1tZWZX92djYKCwthYWGh3DZ//nyEhIQAAAwMDEolQGXhHBoiIiIiInrlevXqhZMnT2L48OEAgMWLF8Pf3x82Njbo0aMHbt68CSsrK5VjvL29MXfuXPj5+UFLSwtz58595nWY0BARqYmMg8aIiKgKU3eckslkmD9/vsq2Jyf5Ozk5YeXKlSr7mzRpgg0bNrzQdZjQEBGpC/MZIiKqyiQSp5jQEBGpCXtoiIioKpNKnGJCQ0SkJpzTT0REVZlU4hRXOSMiIiIiomqLPTRERGoila58IiKSJqnEKSY0RERqI41AQUREUiWNOMWEhohITaQyNpmIiKRJKnGKc2iIiIiIiKjaYg8NEZGaSGVsMhERSZNU4hQTGiIiNZFKVz4REUmTVOIUExoiIrWRSKQgIiKJkkac4hwaIiIiIiKqtthDQ0SkJjKp9OUTEZEkSSVOMaEhIlITaYQJIiKSKqnEKSY0RERqIpXVY4iISJqkEqc4h4aIiIiIiKot9tAQEamLNB58ERGRVEkkTjGhISJSE6l05RMRkTRJJU4xoSEiUhOprB5DRETSJJU4xYSGiEhNpBEmiIhIqqQSp7goABERERERVVvsoSEiUheJdOUTEZFESSROMaEhIlITaYQJIiKSKqnEqdcuodm1fSf+8N+IOykpaGZni0+++ByOLZ3KLPtOnwFITkwqc9/4jybg/Q/HAwC2bgrA9j+2IvXOHdg0boT3J45Dtzd7qJTv2b478nJzVbbZt3DA2s3rXv6mXpHuTVvDw74TahmYIO5eMjZdPIDou7fLLd/exgn9m3eFhVEtpOZk4GD4KQRHn1cpY1vXBiNceqOBmQXSc+9jz/XjOH7zokqZ1lb2GOTsDgujWkjOuottl4MQmhihlnt8GYOc3DGmbT+YG9dC+J1YLDuyHleSosot38e+I8a3G4gGZpZIvJ+Kjef/xp+Xg1TKeDp0xvtu/WFtZoH4jGSsPfMXDoSfVilz0uc3GOjoqWy7nhyDUZu+enU395K8HLvDu40nLIxqITw1Fj8e3YSrydHlln/LrgPGPrzvpMxUbLp4ADuvBKuU6WvfCWPavg1rU3PEZ6Tgt7O78U/EmTLPZ2/eCOuGz0Ov1ZNxPz/nld7by5DK6jFU+YL2HMTegB1IT02DzRtN4D15HJq1sC+z7CfDxiEtJbXMfYPfH4lB7w0HAFw4dRY7N2xFwq04GJkYo3Wndhg23ht6BvplHrvgs9kAgDkrFr6CO3p1ok6G4nrgv8i9l4Wa1uZo/U4P1Glcv8yyf329BjnpmWXuc/bsBKe+HUttP73+b6RE3cbAbyaobE+PT8GFHUeQdisJOvq6aOhiC5eBXSHX0X75m3pF2DblY9uUTSpx6rVKaPbv3odl336HsZM+gEMLB2z7YyumTPoE67b/gXr165Uqv+SnpSgsKFTZtnndRpw5eRo9+/YGAKz7v9+xxvd/eGfEUHTt0RXXrlzD3C+/wuxv56LXwzKJtxOQl5uLrxfNRwObhspz6ZcTRDShU6OWGNPmbey8egQx6Qno3aw9vujujdn7/XA3t/Q/6g42Tviwwzs4E3sVf1w8AEvj2hju8hYMdPSx78YJAEB9kzr4otu7uJAQhj+vHIaT5RsY324A8gof4NztGwCA5haN8XHnYQiMPIvNFw+iYyNnfNZ5OBYErkVMekKltkFF3m7eBbN7jcMvp7bjWnIMRri+Bb93ZmLo+ulIup9Wqnxf+05Y5DkZB8JOY9mRDbCpWQ+fdxsFEz1D/H52NwCgl207fOvxEX4L2Y0zsZfRoZEzFr/tg/ziQgRHnQMAWJnWhYGOHmb/vQpx95KV588tfFA5N/4cPB06Y8ab72PN6R24nnITw116Y6XXlxi+cRaSs+6WKt/HrgMW9J2Ef8LP4Mejm9CwpiU+6zICJrqGWHduLwCgZzM3fNNnIvz/3YuQ2Ctob+OEhR4foaC4EEeeSpptatbD8gFTIJNxSiBJw7EDh/Hbcj+8M2Ykmti9gYM79mLJl/OwZO3PqGtpXqr81IVfobBQNVbt27IToWcvoMObXQEA1y5cxrLZC9G9b08MHfcu0lLuIOD/NiAlMQlfLplb6pxBuw/gxqUrcHAp+4GfpsSEXMXZgENw8uiE2g0tEX70Ag6v2g6Pme/BqLZpqfLdJgxEcVGxyrYbQf8i6fpN2LiWThCTbtxEzNlrMKqleq6s1HsIXBEA82YN0H2iF7LvZuDiX8dQVFCI9u/2ebU3+R+xbcrHtpG+1yqh+dVvDQYOGYT3J44DALRp74bh/QZjy4Y/8Nn0qaXKN7OzVfl849p1HA06gpnzv0IDm4ZQKBT44/cN6OXxFqbMnKY8Z15uLlYu+wk9+/SCTCZDVEQUtGpooXsvd+jq6qr/Rv+Dd5zccTjqHHZdOwoAuJYcg+89P0Ef+47YdGF/qfJvN++CyNR4/O/0dgDA1eRoFCuKMcq1L4KjziG38AHebt4FqTkZ+N/pP5VlTPQMMdCxuzKhGdiiO64mRSuvcTU5GnUNa6J/i65YcXxzZdz6c/mo0xBsDw3E/53ZCQAIib2CXeOW493WHlgavL5U+bHt+uNSQgRm7vMFAJyJvYIiRTG+6OGN7aFByMrPwXtt++FI1Dn4nggAAPwbfx1O9d7AMJfeyoSmWZ2GKFYoEBhxFgXFhaWuUxVM7DAIf14OwtqzuwAAZ+OuYseYpRjl2hc/HN1YqvyYtv0QmhiJ2fv9AAAhcVdRpCjG1G6jsOPKYWTl58K7tQeORl/AqpNbAQDnbt+Ao2VTDGnZUyWhGdCiGz7rOhIKoaiEO31xUlkOkyrX9t83oWf/vhg0ehgAwKm1C6Z4f4i/t+3Cez4flCpv80Zjlc/RYZH49/gZTPjCB/WsS55A79u6E3ZODpjwpY+ynIGhIX6a/z0SYuNhZdNAuT099S42r/ZHzTq11XF7L+XyvlNo1tkFTn07AAAs7W2w55tfERZ8Hm0Gu5cqX9NaNQG8G5uM26GRaDfqLZhY1FLZV5RfgJDNh2BgZlzmdY3qmKHbRK+H/65toChWIPzIBSgUCmhpaf6BCtumfGyb8kklTmm+JSvJ7bh4JCcmoVP3LsptcrkcHbt2xpkTpys48rHli5ehhbMj+vb3BADcS09HdnY22nVsr1LOuZUL7qalITK8ZNhUdEQkrKytq2wyY25UC7UNTXExIVy5TSEUCE2MgHO9N8o8xtK4dqkhReGpcdCuIYeDeSMAQAuLJriUGK5S5vztG2hgagFTPSNoa8nRrE4DXEgIe6pMGFpYNHkFd/ZqNDCzQD2TOjj6xC/SxUKB4zEX0KlRyzKPsalZD2diL6tsu5gQBl25Dto0cAAAzNjri6XBG1TKFBYXQbvG4+cMtnVtcDsjpcomM9amJW1zPObxMMJiocCJm5fQsZFzmcc0rGmJkNgrKtsuJYRDV66D1tYlbTN7v1+pZKhQUazSNs3qNMQXPbyx+eJB+J7Y8qpuiUijkm8nIi0lFa4d3ZTbashroFX7Nrh89nwFRz627uc1eMPBFl37PP5FrVkLe/Qe6KlSrl4DK0AIpCalqGxf+6Mf2nbtiCZ2ZX//a0rWnXvISc+ElVNT5TatGlqwatEUSddvPtc5zm0LQu1G9dCknWOpfRf/OgbjOqZo6KL6MFMIgYQrUWja0Unllz/brq3Q7+txVeKXUrZN+dg2r4fXpocm7lYcZDIZrBs2UNluZV0fCbdvQwhRYZZ67PBRXL9yDWs2/qbcVrNWLWjr6CA5KVmlbOLtkqFSSQlJsLW3Q1REFLS1tfHZRB9cvngJevr68BzQDxM/mQS5XPP/C+oZ1wYEkJKtOjzoTs49mBvVKvOY9Nz7qG2o2rVqblQTAFDHqCZ0amjDTN8YKVnpqufMvgfIShKirPxcaGlpISVbtUxqdjp0amijtoFpmcPdKptNzXoQAoi7pxr0b2fcgXVLizKPSc66C0vjOirbrE1LytY3qVtyfObj85nqGWGAYze4NXTEVw97LgCgWd2GKFQU4X/vzEQrazvkFeZj19Wj8D0egOIq0CthU9MSQgDxGU+1TeYdWJuWHhoDAClZ6WW0TUnZeiZ1lMc/YqpnhH7Nu8CtQXN8fXC1cntSVhoG/DYVd3Mz8XbzLqiKpPLkiypP0u1EQCaDpZXqMGjz+pZISUh+Zqw6d+IMom5E4Bu/pSrbvbyHlSp7/lQIIJOhvo21ctuJQ0cQExaJZev98MuSn17ybl6t+3fuQQYZjOuaqWw3qmOKrNSMZ7ZNfGgk7t5KQu9po0rtuxN1GzEhV+ExawwijlxQ2ZdzNxOF+QXQMzbEqXX7EB8aCZmWFhq7NYfroB6oIa/xam7wJbBtyse2qZhU4lSl/jZ95MgRyOVyuLm5YcmSJbh//z6mTJmC+vXLnpT1KuXklEwUNjAwUNluYGgIoRDIy8srte9JWzduhnOrlmju1EK5TUtLCz379ELAuk1o2uwNtHZrjRtXr+OPdSVPlh/k5QEAoiMjkZqSCq9h7+D9ieMQeuEifl+9FvczMzFzvuYndutrl/QcPSgsUNn+oDAfWpBBV66D/CLVfaduhaJf866ITIvDv/HXYWlcG0Na9oQQAro1tJXnzCvMVz1nUb7ymkWKYuV1npT38FqPzqFpRjolc51yC/NUtucWPICWTAv62rql7nPf9RMY324gQhMjEBgRApta9eDTZRgUQpS6L1dre6wd9jWEAI7HXEBQ5FnlPtu6DWFuVAtbLwVizZkdaGVljwkdBsFUzwjz/1mjpjt+foYP2yanQHVOT27BA8jKaZu/w05ibNv+CE2KwOHIf9GwZj1M7jS0zLZpZWWHNUNmQwjgxM1LOBz1r3Jfdn4ustV0X/R602SsysspWTzm6Yn6+gb6UAiB/LwH5U7iB4D923bDzskBbzjYllsGAGKjbmL3pj/h1rUDzOtZAgDuZ2Rive//YdyUj2BobPSSd/LqFT4o+S7R1tNR2S7X0wGEQFF+Yal9TwoPPo+6Ta1Qp5FqslhcWISQPw7CyaMjjOuYlTruQXbJd//57UGo36IJun04CBkJqQjdfRxCCLgN6/Wyt/bS2DblY9u8HiotoZk9ezby8/ORk5MDX19f9O/fHxYWFpgzZw7Wrl2r9usLIQCUzkQfbdeqYEJx3K1YXDx3AYuWf1dq3+czpuJB3gPM+vxLCCFgbmmBcZM+wOK530JPv2RlqtkL5sLA0ABNm5V037d0dYGWVg2s/tkPYyeNh4Wl5Su5x//sYZsIiDJ3P2qjJ+2+dgwmekYY27Y/xrkNQHZ+HjZc+BuT2r/zjOFRMuU5H62s8fR1H/0fUpRxXY2QPa6z6naUvR3A2pC/UNvQFHN6f4C5b01ARl42vjvsj0UeH+PBU8lh3L1kjA34BjY1LeHTZTj+N3gWxm/5BgAwZ///kFuYh6i0ktXmLiaEQyEU8OkyHL+c/hMpZUy6r0yycn52ZOW1GYDfz+5GbQNTzO45DnN6jUdmXjaWHtmABX0mlUqq4zNS8MG2hWhoZoHJnYZipdeXmLh9kZru5tWTxnOv10tVj1UyrfJ/qpLiE3Aj9Co+/2ZmhdeIjb6JRdO+Rm3zOhg/7WPldv+fVsPOyQHtunf6r9WvJE+1wcOvmYra5n5KOlKi4tF1/IBS+y7vOwm5rjYc3mxb5rGK4pKHb6b16qD9qJKJ3Ja2DSGKFbi46xicPTpCz9jwP9yHOrBtyse2KYtU4lSlJTS3bt3Cpk2bIISAp6cnRo0q6bpbt65yli02Mip52pSbk4OatWoqt+fl5kKmJVMmH2U5dvgoDAwN0LFr51L7DI2M8O0Pi5F1Pwvpd++igU1DhF64BAAwMTEBADi5lJ5L0L5TB/xvxefNJKAAAB1CSURBVEpER0RrPKHJe/h0XU+ui6z8x0tL62nrQgFRZoJSLBRYd24vAi4eRC0DU9zJToeZvjEgA7Lyc5W9Lnraqk899OQln3ML85UrdT39VP5RmbwqspJX9sM2MdDRx728LOV2A209KISiVIICAEWKYiwK/A3Lj26ChXFt3M5IQR1DM8hkQOYD1X6FtJwMpOVk4GJCGNJz72PFwGlwqW+LS4kRuJwUWercJ2+G4tOuI9CsTgONJzSP2sZQRw8ZT7SNvrYuRAVts+SwP1Yc2wxL41q4nXlH2TZPL7n8qG0uJYTjXu59/NB/ClrWb4bQxNLtUhVJpSv/daLpWGVgVPILTl5uHkzMHg/rfZD3AFoyGXT1yo9V/x4/Az0DfbTq0KbcMtcvXsGPXy2EWe1amPXDAhg97Ik5d+IMLp05h+/9V0JRXIyS/EkAQkBRXAytGpofHqOtVxIrSobxPB5RUZRfAMhkFS6DG385Etq6Oqjv2FRl+924ZIQFn0fvKSMghIBQCGXy+GjStrZuSUyq59BI5VhLBxvgL4GMpLuw1PAvpmyb8rFtKiaVOFVpCU1RURGOHz+Oe/fu4e7du4iOjoaRkRGKiooq5foNbBpACIHE2wmwavB4vHDC7UQ0bGRT4bEhp06jfeeO0NYu/UN/4sgx1KlbF/YtHGBsUrLCRVR4JLS0tNDUthlysrMRfOgwWrVxVblufn7JL/xmNUt3U1a25Ky7gKxkDkxqzj3ldnPDmkguY0liAHAwbwwhBMJSbyEpq6RMQzNLQABxGcnILy5ERl42zA1V5+CYG9UEBJCclYYHhQUQQqCuYU0Ajyfm1TWqhQdFBSrJgybF3UuGTFYyzyPhibkd1mbmiL1X9nuK2jZoDoUQOH/7Bm6lJwIA7OraQAgg/M4t1JBpoadtO4TduaVyjrA7NyGTAebGtWCoo49etu3wb/x1les+SvgyqkD7xGWUtI2VqTkSMh+/B8Pa1By3ymmbNtYOUAiBCwlhyjLN6jZ82DaxqCHTgnuztohIjXuqbWJL2qaceV1VkzQCxetE07HK0ro+IATuJCbDov7jh113EpNRr6FVhcde/vcCXNq1hryMWAUA506G4Od538O6cUPMXDofxqYmj/cdP4MHD/LxybDxpY57t+cgzFmxEA4tS0+IrkzG5jUhIJCdlqEyxCc7LbPUylNPS7p+C/VbNCk1byHhSjREsQIHlpZekTHgkx/R3rsPGrS0hQwyKIpU5y0qihUQEFXiXznbpnxsm2epOjV5GZWW0MybNw+rVq2Cg4MDvv76a3h7e8PMzAwLFiyolOs3sGkIc0sLHDt8FG07tAMAFBUW4dSxE+jcveIJxWHXbmD8RxPK3Ld98zbo6Ojge98fAACFhYXYs2MXnFycYWJqgvz8fCxb+D28hgzCp9OnKI8LPhQEE1MTNG3WtMzzVqaU7HSk595Ha2sHXEuJAQDUkGmhZX1bXHxqlbJH2ts44o3aDTD7wOMJ7G82c8Pd3EzlBPHrKTFoZWWH7Vcev0yytbUDbmfeUfYERabFo7W1A47GXHiijD1u3Hm+lUcqQ1xGMpKz7sK9WVuExF0FAMi1aqBLE1eVlc+e1Me+I5zqNcPQ9dOV24a26o3krDREpMYBAKb18MbpW5fx9YFflGU6NmoJIYCI1DgUFhdh5ptjsS00EMuOPF4auqddO2TmZSMyLU4dt/tC4jNSkJKVju5NW+Ns3DUAJW3TubELjsVcLPOY3nYd4FSvKUZsnK3cNsS5J5Kz0pT3NLXbuzgde0VlnlCHRk4QouRnhkhdNB2r6lnXR23zOjh34gyc2rgAKEmyLp45p7LyWVliwqMw+P2RZe6LuhGBn+d9jzea2+LLxV+XmoczeOxIvPXO2yrbNq76DQ/y8jB+2sclK6JpmIl5TRiYmeB2aBTq2TcCUDKsJ+FaNKycKl6RLT0uGc6epYfSNevcEtZPHXsj6F+kRMWj+4eDYFjbFNp6OqjduB7iL0XAsc/jVU0TrkSjhlyOWg01PGwcbJuKsG1eD5WW0Dg4OGDlypXKz56enhWUVg/vce9h+eJlMDI2hnMrZ2z/YyvuZ2Zi2LsjAAAJ8beRcS8DLZwfP4VKSkxCbk5uub04XkPfwewp07H+19/R3MkRWzduRlxsHHx/LflFX1dXF8NHj8Qfv2+AiakJnFycEXIqBFs2bsbnM6ZVOHygMu29fhzerT2QW/AAEWlx6G3bDka6+jj48K31dQ1rwkTPENF3S+ZyBEedQ9fGrTCqVR9cSAhHp0bOcLRsglWntinP+XfYSczvPRGfdB6G4OjzcLRsio42zvA9+XiJ3T3Xj2Nq11F4v20/nLt9Ax1tnNG0tjW+DVT/WPUX8VvIbsx4cwzuP8jBpcQIjGj1Fkz1jLDpfMn7c6xMzVFL3wRXkqMAANsvB2GAY3dM6z4aR6PPwbN5F7S3ccL0vT8rz/nrmb/wpft7SMlKx79x19DcsgkmdBiEPdeOKnt1NpzfhzFt++H+g2xcSoxAx0bOGOXaF98dXof8oqqxlLP/v3vwRY/RyMrPRWhiBIa59IapnhH+uHgAQMnLQWvqmyiX+d5x5TD6t+iKKd1G4Vj0BfR16IR2No6Y9ffj74e1Z3dhWndv3MlOx7n463CwaIzx7QZi7/XjyrapDqTx3Ov1UhViVf+Rg+H/82oYGBnCztEBB3fsRfb9LHgM7g8ASElMRlZGJt5obqc8JjX5Dh7k5qF+OYnH/y31hVxbjgGjhuD2LdWHIZYNrFDHwhx1LFRXJjQwMgRkMjS21fyDt0da9HbDuW1B0DbQRd0mVog4cgH5OQ9g36M1ACArLQP5Wbkqb4DPfrjalHEZT+P1TY2gb6q6AIKesQFq1KiBWg0er2Lp0q8LDq/ajuO/7sIbnVsiPT4F1/4JgUPPthVOKK9MbJvysW3KJ5U4VWkJjbe3d6k3GT8SEBBQKXUYNGwwCvILsHVTALZu3Ixm9rZYsXol6lmV/AD/vnotDuz5GydCQ5TH3EtPh0wmg5Fx6RcmAUC3N7vjizkzsHndRqz/dR2a2TXD8l9+Vpk3M9FnEkxNTbH7z7+wfq0/6tWvjy/nzES/QaUnmWlKUNS/0K4hR2/b9njLrj1iM5LxffB6pOVkAAAGOnZD50YueG/LPADArXtJ8D25Fe84u6N709ZIzrqLlSe3Kl+YCZQ8vf/x2CYMa9kLn3Yejru5mVgTslOlzOWkSPxy5k8MdOyOTo1aIinrLpYf/wMx6QmVev/Psi30EHTl2hjp2hfvtvZA+J1bmLR9ERLvlwyzmthhEN5u3hWuP5Y8Hb2RchPTdi/H5M5D8Y6zO2LvJeHLPSsQFPl4la4tl/7Bg6J8vNvaA95tPJGWk4G1IbvwW8guZZmVJ7YgMy8Lg5zfxNh2A5B4PxULD63FzqvBldsAFdh+OQg6NbQxotVbGNmqDyJSYzF5x3dIejhccXw7L3g6dIbbT6MBAGF3bmH63p8xqeNgeDn2QNy9ZMzY56t8mSgAbAsNxIPCAoxy7YN3XfsiLScDv5/dA/9/92jkHv8rqYxNfp1UhVjVa6AHCgsKsP/PPdi/fTcavdEYM5d9g7r1Sn5R2rkuAMf+CcYfwY+/K+7fywBkMhgYlV6dLDX5DuJvliQx302fX2r/Z/Onw61rxzLrUtV+hG27tkJxUTHCg88j/PB51LQ2h/vHQ5Rve7+6/zRuhlzDyJXTlMfkZ+dCBhl09P/7ypkWtg3RY9I7CN17HEd/2QldIwM4e3ZCi97tXvqeXhW2TfnYNuWTSpySibKWIVKD0NBQfPXVV1i1ahVqPDW50Mrq2V3Zdwvuq6tq1d5nfy7TdBWqrMsJEZquQpUlr6H5dyBVVec/Lz0u+r8ITXn5xQtaWjR7BTWh5/UysepCMr9vyrP36jFNV4FIcr7uWXrO24uSSpyqtN9oWrZsiQEDBiA8PBy9enHtbSJ6DUjkydfrhLGKiF4rEolTlfqIdvz4l88kiYiI1ImxioioeuGYEyIiNZFJZrolERFJkVTiFBMaIiI1kUhPPhERSZRU4hQTGiIiNZHKky8iIpImqcQpLU1XgIiIiIiI6L9iQkNERERERNUWh5wREamJVF5YRkRE0iSVOMWEhohITaQyNpmIiKRJKnGKQ86IiIiIiKjaYg8NEZGaSKQnn4iIJEoqcYo9NEREaiN7BX/KJ4TA3LlzMXz4cIwePRrx8fEq+9euXYtBgwZhyJAhCAwMVNl36NAhTJ069aXvkIiIqjP1xqnKwh4aIiI1Ufdky8DAQBQUFCAgIAChoaFYvHgx/Pz8AABZWVnYuHEjAgMDkZOTg4EDB6Jnz54AgIULF+LkyZNwcHBQa/2IiKhqk8qiAOyhISKqps6fP48uXboAAFq2bImrV68q9+nr68PKygo5OTnIzc2Fltbjr3tXV1fMmzevsqtLRESkFuyhISJSE3U/98rOzoaxsbHys1wuh0KhUCYvFhYW8PDwgBACEyZMUJbr27cvzp49q+baERFRVSeN/hn20BARqZF6xyYbGRkhJydH+fnJZObYsWNIS0tDcHAwgoODERgYiCtXrrzSuyMiouqOc2iIiKgC6h6a7OrqiuDgYPTp0weXLl2Cra2tcp+JiQn09PSgra0NADA2NkZWVpZ6K0RERNWKuuOUEALz5s1DeHg4dHR0sHDhQjRo0AAAEBYWhoULF0Imk0EIgdDQUPj5+aFp06aYNWsWioqKAAALFixAo0aNKrwOExoiIjVR9wvLevXqhZMnT2L48OEAgMWLF8Pf3x82Njbo0aMHTp8+jaFDh0JLSwutW7dGx44d1VofIiKqXtQdpypavMbe3h4bNmwAABw4cACWlpbo3LkzZsyYAW9vb7i7u+PEiRP44Ycf4OvrW+F1mNAQEVVTMpkM8+fPV9nWuHFj5d99fHzg4+NT5rFubm5wc3NTa/2IiOj1VtHiNY/k5eXB19cXmzZtAgDMmDFDOT+0qKgIurq6z7wOExoiIjWRynKYREQkTeqOU89avAYAtm/fjr59+8LMzAwAlP+NiYnB0qVLsWrVqmdeh4sCEBERERHRK1fR4jWP7NmzB0OGDFHZdubMGfj4+GDp0qXPnD8DMKEhIlIbmUz20n+IiIjURd1xytXVFUePHgWAUovXACU9OIWFhbCwsFBuO3PmDBYtWoRff/0VzZs3f6774JAzIiIiIiJ65Z61eM3NmzdhZWWlcszixYtRVFSE6dOnQwiBJk2alJov+jQmNEREasL+FSIiqsrUHaeetXiNk5MTVq5cqbJ/165dL3wdJjRERGqi7uUwiYiIXoZU4hQTGiIideEcGCIiqsokEqe4KAAREREREVVb7KEhIlITaTz3IiIiqZJKnGJCQ0SkJlx2mYiIqjKpxCkmNEREaiKNMEFERFIllTjFOTRERERERFRtsYeGiEhdJNKVT0REEiWROMWEhohITaSyvj8REUmTVOIUExoiIjWRRpggIiKpkkqcYkJDRKQmUlk9hoiIpEkqcYqLAhARERERUbXFhIaIiIiIiKotDjkjIlITqXTlExGRNEklTjGhISJSE6msHkNERNIklTjFIWdERERERFRtsYeGiEhNJNKTT0REEiWVOMWEhohIbSQSKYiISKKkEaeY0BARqYlUnnwREZE0SSVOcQ4NERERERFVW+yhISJSE6msHkNERNIklTjFhIaISE2kEiiIiEiapBKnmNAQEamLNOIEERFJlUTiFOfQEBERERFRtcUeGiIiNZFKVz4REUmTVOIUExoiIjWRynKYREQkTVKJUzIhhNB0JYiIiIiIiP4LzqEhIiIiIqJqiwkNERERERFVW0xoiIiIiIio2mJCQ0RERERE1RYTGiIiIiIiqraY0BARERERUbXF99C8gKKiIsyaNQsJCQkoLCzEhx9+CHd3d01Xq0rx8vKCsbExAMDa2hqLFi3ScI00r6ioCNOnT0dCQgLkcjkWLFiAxo0ba7paGhcaGoply5Zhw4YNym2LFy9GkyZNMGzYMA3WjKj6Ypx6NsapsjFWlY2xqnpgQvMCdu/ejZo1a+L7779HRkYGvLy8GCieUFBQAJlMhvXr12u6KlXK0aNHoVAoEBAQgFOnTmH58uX4+eefNV0tjfr111+xa9cuGBoaAgDS09Mxffp0xMbGokmTJhquHVH1xThVMcap8jFWlcZYVX1wyNkL6Nu3Lz799FMAgBACcjnzwSeFhYUhNzcX48aNw5gxYxAaGqrpKlUJjRo1QnFxMYQQyMrKgra2tqarpHE2NjZYtWqV8nNubi58fHzQv39/DdaKqPpjnKoY41T5GKtKY6yqPvhN9wL09fUBANnZ2fj000/x+eefa7hGVYuenh7GjRuHIUOG4NatW/jggw9w8OBBaGm93nmzoaEhbt++jT59+iAjIwOrV6/WdJU0rlevXkhISFB+tra2hrW1NY4dO6bBWhFVf4xTFWOcKh9jVWmMVdUH/wW/oKSkJLz33nvw8vKCh4eHpqtTpTRq1Ej51KJRo0YwMzNDamqqhmulef7+/ujSpQsOHjyI3bt3Y/r06SgoKNB0tYhIohinysc4VT7GKqrOmNC8gLS0NIwbNw5ffPEFvLy8NF2dKufPP//EkiVLAAApKSnIyclB3bp1NVwrzTM1NYWRkREAwNjYGEVFRVAoFBquVdUghNB0FYgkhXGqYoxT5WOsKh9jVdXHhOYFrF69Gvfv34efnx+8vb0xevRoPr14wuDBg5GVlYWRI0di6tSpWLRoEbvxAbz33nu4du0aRo0ahffffx9Tp06Fnp6epqtVJchkMk1XgUhSGKcqxjhVPsaq8jFWVX0ywbSTiIiIiIiqKT6WICIiIiKiaosJDRERERERVVtMaIiIiIiIqNpiQkNERERERNUWExoiIiIiIqq2mNAQEREREVG1xYTmNebu7g57e3vlH0dHR/Ts2RNr1qzRdNWqvZEjR2LlypWv5FxhYWE4d+4cAODs2bOwt7fny86I6LXAOKU+jFMkJUxoXnMzZ87EyZMncfLkSQQFBeHjjz/GTz/9hN27d2u6avTQ5MmTcevWLeVnvuCLiF4njFNVH+MUaRoTmtecoaEhateujdq1a8PCwgIDBw5Ehw4d8M8//2i6avQQ331LRK8zxqmqj3GKNI0JDZUil8uho6MDAMjJycHs2bPRsWNHODo6ok+fPipBxN7eHj/99BM6dOiAsWPHAgD+/PNPeHh4wNHREe3bt8e8efOUXc8zZ87Ed999hylTpsDFxQX9+vVDWFgYli9fjrZt26J79+44dOiQ8vze3t6YOXNmmfXcuXMnRo4cidWrV8PNzQ2dO3fG3r17sX//fvTo0QNubm5Yvny5snxqaio++eQTuLm5wcnJCV5eXsou8u3bt8PR0RE3b94EAMTHx6NVq1bYtWvXc7XZoUOH8NZbb6FVq1ZYuHBhqa72LVu2oGfPnmjVqhVGjRqFK1euKPe5u7vD398fAwcORKtWrfDBBx8gNTVVef+JiYmYM2eOsh2EENiyZQu6deuGVq1aYfr06SgoKHiuehIRSQHjFOMUkQpBr60ePXqIbdu2KT8XFhaKgwcPihYtWoi9e/cKIYSYPXu2GDFihAgLCxOxsbFizpw5ws3NTRQUFAghhLCzsxP9+/cXt27dElFRUeLcuXPC2dlZHDp0SCQmJoqDBw8KJycnsX//fiGEEDNmzBBOTk5i06ZNIjY2VgwbNky0bdtWzJ07V8TExIhZs2aJ9u3bK+uUmZkpsrKyyqz/jh07hKOjo5gxY4aIi4sTCxYsEC4uLuLdd98VERERYvPmzcLOzk5EREQIIYQYM2aMmDx5soiJiRFRUVFi0qRJwtPTU3m+9957T4wdO1ZZduLEic/VjpGRkaJFixZi3bp1IiYmRsyZM0fY2dkJX19fIYQQQUFBolOnTuLw4cMiNjZW/PLLL8LV1VWkpqYq/z+0adNG7N69W0RGRgpvb28xdOhQIYQQGRkZolu3bsLf319kZWWJkJAQYWdnJ0aPHi0iIyPFqVOnhIuLi9i4ceNz1ZWIqDphnGKcInoeTGheYz169BDOzs7CxcVFuLi4CAcHB+Hq6ip++OEHZZmdO3cqv2iFECI6OlrY29uL27dvCyFKAsWmTZuU+69evaoMMo8MGzZM+aU5Y8YMMWTIEOW+DRs2CCcnJ2XguX79urC3txfp6enPrP+OHTtEixYtRG5urhBCiPDwcGFvby/Onj2rLNOmTRtx4MABIYQQ69evF8nJycp9x44dE/b29srPsbGxomXLlmLq1KnCzc1N3Llz55l1EEKI7777Tnh7eys/FxYWik6dOinveeTIkcLf31/lGG9vb+Hn5yeEKPn/sGjRIuW++Ph4YWdnJ27cuKHc/yigh4SECHt7exEdHa0sP3nyZDFnzpznqisRUXXCOMU4RfQ85JruISLNmjx5Mvr27QsA0NHRgbm5ucpkvgEDBiAwMBBbtmzBzZs3cfXqVQBQ6aq2srJS/r1FixbQ09ODr68vIiMjERERgbi4OHTo0EFZpkGDBsq/6+rqok6dOtDW1lZ+BvDcXdNmZmbQ19cHAOjp6QEA6tWrp3L+R+caPnw49u3bh4sXLyImJgbXrl1T3ouWlhYaNmyIiRMn4qeffsLcuXNRt27d56pDdHQ07O3tlZ/lcrnK5+joaCxfvhwrVqxQbissLET9+vWVn11cXJR/t7a2hqmpKWJiYlTO86Qn29DY2Bj5+fnPVVciouqGcYpxiuhZmNC85mrVqqXypfO0L774ApcuXcKAAQMwYsQI1K1bF8OHD1cp82gcMwAcP34ckydPxsCBA9G1a1f4+Phg3rx5KuVr1Kih8vllVkORy0v/CGtplZ4aJoTA+++/j/v378PT0xPu7u4oLCyEj4+PSrkbN25ALpcjJCQEI0aMeO56iKcmRD5Zr+LiYsyYMQOdOnVSKWNgYFDufSgUigrb5ek2fPr6RERSwTjFOEX0LExoqFzZ2dnYt28ftmzZAmdnZwDA0aNHAZT/xbRt2zZ4eXlh/vz5AEq+JOPi4tC2bdvKqXQ5oqKicO7cOZw8eRK1a9cGAGzatAnA43s5fPgwjh07htWrV+PDDz/E4cOH4e7u/sxzN2vWTDlpEyj5ko+IiICjoyMAoHHjxkhKSlIJyHPnzkW7du3g4eEBoCRA9erVCwAQGxuLrKws5VMvLn9JRFQ2xinGKSKAq5xRBfT09GBgYICDBw8iISEBJ06cwIIFCwCU39VuZmaGS5cuITw8HJGRkZg+fTrS0tJeaHWTJ4NQZmYmsrOz/9OxTzIxMUGNGjWwd+9eJCYm4sCBA8oXihUUFCA7OxsLFizAhAkT0KlTJ4wbNw7z589HTk7OM685ZMgQ3LhxA35+frh58yYWLVqElJQU5f4xY8Zg/fr1+OuvvxAfH4+VK1di586daNq0qbLMxo0bERQUhLCwMOVqPY0bNwZQ8oQsJiYGmZmZz90ORESvA8YpxikigAnNa+1ZT1TkcjmWLl2KwMBAeHp6YsmSJZg0aRIsLCxw/fr1Ms/h4+Oj7O4fO3YsdHV1MWrUKNy4ceM/1evjjz/GwoULX/qeLCwsMG/ePPj7+8PT0xNr1qzBnDlzIJfLcf36daxYsQI6OjoYP348AGDSpEnQ1tbGDz/88Mxr2tjY4JdffsH+/fvh5eWFzMxMdOnSRbnfw8MD06ZNw6pVq/D2228jKCgIfn5+sLOzU5bx8vLCihUrMHLkSFhYWKiMY3733XexZcsWzJkz57nbgYhIChinGKeInodMcFAjkUa5u7vjo48+wuDBgzVdFSIiolIYp6iqYw8NERERERFVW1wUgKgCV65cwejRoyGTycoc92xqaoojR4681DU4mZKIiP4rxikiDjkjqlBhYSGSk5PL3a+lpaXyfgMiIqLKxDhFxISGiIiIiIiqMc6hISIiIiKiaosJDRERERERVVtMaIiIiIiIqNpiQkNERERERNUWExoiIiIiIqq2/h++yVJXWr/CVwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over max_depth and max_features \n",
"# using the best values of criterion, min_samples_leaf, and n_estimators\n",
"tmp = map_df[(map_df['criterion'] == 'gini') & \\\n",
" (map_df['min_samples_leaf'] == 3) & \\\n",
" (map_df['n_estimators'] == 200)]\n",
"\n",
"train_test_param_map(x_var_='max_depth', y_var_='max_features', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over max_depth and min_samples_leaf \n",
"# using the best values of criterion, max_features, and n_estimators\n",
"tmp = map_df[(map_df['criterion'] == 'gini') & \\\n",
" (map_df['max_features'] == 6) & \\\n",
" (map_df['n_estimators'] == 200)]\n",
"\n",
"train_test_param_map(x_var_='max_depth', y_var_='min_samples_leaf', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 77.407%\n",
"Best parameter(s): {'rf__criterion': 'gini', 'rf__max_depth': 11, 'rf__max_features': 6, 'rf__min_samples_leaf': 3, 'rf__n_estimators': 200}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(rf_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(rf_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **Random Forest Classifier** with above parameters, was trained with **unnormalized** data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.67$ unhealthy people as being healthy, and this model labeled $3.47$ healthy.\n",
"\n",
"While this classifier is average among the other classifiers we've seen so far, it did perform significantly better than singular Decision Trees, which demonstrates the power of using ensembles of classifiers."
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=rf_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\mattt\\Anaconda3\\envs\\py36\\lib\\site-packages\\ipykernel\\__main__.py:2: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
" from ipykernel import kernelapp as app\n"
]
},
{
"data": {
"text/plain": [
"RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
" max_depth=11, max_features=6, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=3, min_samples_split=2,\n",
" min_weight_fraction_leaf=0.0, n_estimators=200, n_jobs=1,\n",
" oob_score=False, random_state=None, verbose=0,\n",
" warm_start=False)"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rf_best = RandomForestClassifier(criterion='gini', max_depth=11, max_features=6, min_samples_leaf=3, n_estimators=200)\n",
"rf_best.fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Random Forest Feature Importances \n",
"\n",
"While the best Random Forest Classifier had slightly sub-par overall performance, it does allow us to see how significant features were in the predictions it generated. As the model was rather accurate (>80%), we can be confident that these features importances will be reasonably representative of the true feature importances. \n",
"\n",
"In making dummy variables, I had to drop one column per feature as a full set of columns would always have a redundant column (details: if 1 column had 3 unique values, it would require 1 new column for each unique variable. If, for any given observation, 2 of those columns both contained zeros, then we would know the last column contained a 1, or if either of the first 2 columns contained a 1, we would know the last column contained a 0. Essentially, one column would always be redundant and for linear algebra reasons, could distort results). Consequently, having all but one of the columns from a feature could indicate that the missing feature is the significant one. I suspect that may be the case with the thalium stress test features, as all two remaining thalium stress test features are important. \n",
"\n",
"We also see that oldpeak_eq_st_depression (the ST depression in an EKG reading observed after exercise) is significant, as well as the number of major blood vessels colored by fluoroscopy (an indicator of ischemic insufficiency), max heart rate, exercise induced angina, cholesterol level, and age are also fairly significant, with importance dwindling after this point. "
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"importances = pd.Series(data=rf_best.feature_importances_, index= X_train.columns)\n",
"importances_sorted = importances.sort_values()\n",
"ax = importances_sorted.plot(kind='barh', figsize=(12,8), fontsize=14)\n",
"ax.set_title('Random Forest: Features Importances', fontsize=14)\n",
"ax.set_xlabel('Feature Importance', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### AdaBoost Classifier \n",
"\n",
"Up to this point, all of the ensemble classifiers we've trained have generated a lot of models in parallel and polled the individual models to generate predictions. The **AdaBoost** classifier introduce the concept of **learner strength**. The previous classifiers are **strong learners** that quickly learn the bias of the data. The AdaBoost classifier, in contrast, generates an ensemble of **weak learners** that only perform slightly better than random (50/50), but the output from an AdaBoost classifier is then passed as input into the AdaBoost classifier, and this process repeats and ever iteration, the AdaBoost classifier adjusts the weighting for the ensemble elements that misclassified observations. After $n$ iterations, the classifier is well tuned and can perform comparably to other classifiers. \n",
"\n",
"Because AdaBoost classifiers require sequential improvement, they can't be parallelized in the way that strong learner classifiers can be parallelized. "
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 36 candidates, totalling 1080 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.3s\n",
"[Parallel(n_jobs=-1)]: Done 353 tasks | elapsed: 6.1s\n",
"[Parallel(n_jobs=-1)]: Done 1061 tasks | elapsed: 43.3s\n",
"[Parallel(n_jobs=-1)]: Done 1080 out of 1080 | elapsed: 45.0s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('ada', AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None,\n",
" learning_rate=1.0, n_estimators=50, random_state=None))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'ada__base_estimator': [DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=2,\n",
" min_we...00, 200, 300], 'ada__learning_rate': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6], 'ada__algorithm': ['SAMME.R']}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt = DecisionTreeClassifier()\n",
"bnb = BernoulliNB()\n",
"steps = [('ada', AdaBoostClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'ada__base_estimator':[dt, bnb], \n",
" 'ada__n_estimators': [100,200,300], \n",
" 'ada__learning_rate':[0.1, 0.2, 0.3, 0.4, 0.5, 0.6], \n",
" 'ada__algorithm': ['SAMME.R']}]\n",
"ada_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"ada_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'ada__algorithm': 'SAMME.R', 'ada__base_estimator': BernoulliNB(alpha=1.0, binarize=0.0, class_prior=None, fit_prior=True), 'ada__learning_rate': 0.1, 'ada__n_estimators': 300}\n",
"Average Accuracy of the best model: 0.7972222222222223\n"
]
}
],
"source": [
"print(\"Best CV params\", ada_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(ada_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the following hyperparameter values:\n",
"* Algorithm: SAMME.R\n",
"* Base Estimator: Naive Bayes (Bernoulli Implementation)\n",
"* Learning Rate: 0.1\n",
"* Number of Models: 30"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = ada_gs\n",
"ada_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'estimator': grid_clf.cv_results_['param_ada__base_estimator'], \n",
" 'n_estimators': grid_clf.cv_results_['param_ada__n_estimators'],\n",
" 'learning_rate': grid_clf.cv_results_['param_ada__learning_rate']} \n",
"\n",
"map_df = pd.DataFrame(ada_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over learning_rate and n_estimators with a Naive Bayes base_estimator\n",
"tmp = map_df[(map_df['estimator'] == bnb)]\n",
"\n",
"train_test_param_map(x_var_='n_estimators', y_var_='learning_rate', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over learning_rate and n_estimators with a Decision Tree base_estimator\n",
"tmp = map_df[(map_df['estimator'] == dt)]\n",
"\n",
"train_test_param_map(x_var_='n_estimators', y_var_='learning_rate', map_df_=tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When Decision Trees were used as the base estimator, we see that AdaBoost was able to tune the weights on the training set to adjust weights to completely fit the training data, but it did not generalize very well to the testing data. This is an extreme example of overfitting. "
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df[(map_df['estimator'] == bnb) & (map_df['n_estimators'] == 200)]['learning_rate']\n",
"ada_bnb = map_df[(map_df['estimator'] == bnb) & (map_df['n_estimators'] == 200)]\n",
"dt_bnb = map_df[(map_df['estimator'] == dt) & (map_df['n_estimators'] == 200)]\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.plot(x_var, ada_bnb['mean_train_score'], label='Ada NBayes Train', linewidth=3)\n",
"ax.plot(x_var, ada_bnb['mean_test_score'], label='Ada NBayes Test', linewidth=3)\n",
"ax.plot(x_var, dt_bnb['mean_train_score'], label='Ada DTree Train', linewidth=3)\n",
"ax.plot(x_var, dt_bnb['mean_test_score'], label='Ada DTree Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('AdaBoost Recall Score as a function of Base Estimator and Learning Rate)', fontsize=16)\n",
"ax.set_xlabel('Learning Rate', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 79.722%\n",
"Best parameter(s): {'ada__algorithm': 'SAMME.R', 'ada__base_estimator': BernoulliNB(alpha=1.0, binarize=0.0, class_prior=None, fit_prior=True), 'ada__learning_rate': 0.1, 'ada__n_estimators': 300}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(ada_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(ada_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **AdaBoost Classifier** with above parameters, was trained with **unnormalized** data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.03$ unhealthy people as being healthy, and this model labeled $2.97$ healthy as unhealthy.\n",
"\n",
"This is our best model up to this point."
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=ada_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## AdaBoost with Scaled Data \n",
"\n",
"The previous run was performed with base classifiers that do not do well with unscaled data. This time, I'll used the classifiers that reqire data to be scaled"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 36 candidates, totalling 1080 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 6.3s\n",
"[Parallel(n_jobs=-1)]: Done 82 tasks | elapsed: 21.6s\n",
"[Parallel(n_jobs=-1)]: Done 205 tasks | elapsed: 43.1s\n",
"[Parallel(n_jobs=-1)]: Done 376 tasks | elapsed: 1.1min\n",
"[Parallel(n_jobs=-1)]: Done 597 tasks | elapsed: 1.4min\n",
"[Parallel(n_jobs=-1)]: Done 1080 out of 1080 | elapsed: 1.5min finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('ada', AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None,\n",
" learning_rate=1.0, n_estimators=50, random_state=None))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'ada__base_estimator': [SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
" decision_function_shape='ovr', degree=3, gamma='auto', kernel='rbf',\n",
" max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
" tol=0.001, verbose=False), LogisticRegression(C=1.0, class_weigh...[100, 200, 300], 'ada__learning_rate': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6], 'ada__algorithm': ['SAMME']}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 180,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"svm = SVC()\n",
"logreg = LogisticRegression()\n",
"steps = [('scaler', StandardScaler()),\n",
" ('ada', AdaBoostClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'ada__base_estimator':[svm, logreg], \n",
" 'ada__n_estimators': [100,200,300], \n",
" 'ada__learning_rate':[0.1, 0.2, 0.3, 0.4, 0.5, 0.6], \n",
" 'ada__algorithm': ['SAMME']}]\n",
"ada_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"ada_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'ada__algorithm': 'SAMME', 'ada__base_estimator': LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False), 'ada__learning_rate': 0.1, 'ada__n_estimators': 100}\n",
"Average Accuracy of the best model: 0.812037037037037\n"
]
}
],
"source": [
"print(\"Best CV params\", ada_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(ada_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the following hyperparameter values:\n",
"* Algorithm: SAMME\n",
"* Base Estimator: Logistic Regression\n",
"* Learning Rate: 0.1\n",
"* Number of Models: 100"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = ada_gs\n",
"ada_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'estimator': grid_clf.cv_results_['param_ada__base_estimator'], \n",
" 'n_estimators': grid_clf.cv_results_['param_ada__n_estimators'],\n",
" 'learning_rate': grid_clf.cv_results_['param_ada__learning_rate']} \n",
"\n",
"map_df = pd.DataFrame(ada_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over learning_rate and n_estimators with a LogisticRegression base_estimator\n",
"tmp = map_df[(map_df['estimator'] == logreg)]\n",
"\n",
"train_test_param_map(x_var_='n_estimators', y_var_='learning_rate', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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mJoZdvnyZWVpasqNHjzLGGLt9+zYzNzdnR48eZc+ePWPe3t5MKBSyX375Raq61bdvX+bo6MhiYmK43wPS1qGSkhJ26dIlZm9vz4KCglhCQgLbvn07s7W1rXI4pVgsZs7OzmzNmjUsKSmJPX78mI0ZM4bNmTNHqm0NCgpilpaW7MyZMyw2NpbNmjWLCYXCaoeu9e3bl9nZ2bErV66wqKgoNn78eDZ+/Hip4vLy5UtmY2PDDhw4wBITE9nZs2eZra0tu3btGmOMsRkzZrAvv/ySJSYmskePHjEXFxf2888/s+LiYrZnzx7Wr18/lpmZycRiMRs/fjzbtm0bY0y2+puXl8dsbW3Zrl27WEpKCrt//z5zcXFhvr6+jDHGwsLCuCGt7969Y9evX2fm5ubszz//ZM+fP2e7d+9m5ubm7PHjx4yxyvUwPDz8ve1DlXzQ0DVZGRkZwcvLi3vdv39/uLi4oHnz5gCA8ePHY+bMmeU7XxKf//zzz9GzZ09u3v3791e7rvnz56Nr164AADc3N+6ov7+/P8zNzTFnzhwAwIIFCySO1NWGgYEBd8FXp06d4OvrC0tLSwDAzJkz4efnh/j4ePTo0QM6OjoQiUQwMjLCmzdvMHbsWHh5eUFXVxcAMGLECOzatUvqdTPG0L17dzDGwBjD27dv0bZtW/z000/Q19dHRkYGZs+ejalTpwIAWrVqBRcXF4SGhnLLEAgEmDVrFvT09AAAtra2+Pzzz9GxY0cAwJQpU+Dv749Xr16hdevWAEq/k7Jt7NSpE8zMzODs7Ayg9AhCfHw8gNIjG3p6emjVqhX09PTw/fffc0emZBlStHv3bsyYMQNOTk4AgFmzZuHmzZvw9/fHnDlzaqxTADB58mR88skn3GtDQ0MsX76c2/7ff/8djx49Qvv27Sutv1OnTpg2bRoAYNGiRfjzzz8RHR2NLl264NSpU/j111+5eKxatYo7+igNgUCAGTNmcGWTpQ4lJiYiICAAd+7c4U6Bb9iwAQMGDEBaWhoXjzI6OjpYt24d9121bNkSXbp0QWxsbI3bKhQKceHCBezbt4+7AcGcOXPg6+tb7baJRCKsXLkSHTp0QMeOHeHg4ICIiAh4enrWGJfdu3dj1apV6NGjBwBg5cqVCAoKwsWLF9GxY0eIRCI0a9YMLVu2xIgRI9CqVSs0adIE+vr60NTUhK6uLho2bIj8/Pwq9ynS1N8WLVpg/fr13P5n3Lhx2LZtG2JjY9G1a1c0aNCAG9Kal5eH06dP49dff0X37t0BgDu7c+3aNXTo0AGAZD1MSUmptn2Qurdnzx6MHTsWw4YNA1C6HwkNDcUff/yBb7/9FikpKXBxcUHLli3RqlUr7N69G8bGxtDS0oKuri40NTWrHQ7n5OQEd3d3AKXtZtSoUUhPT0dubi7u3r2LgIAAtG7dGp06dcLcuXOxfv36Wm9P2dDn169fQyQS4ZtvvsHIkSMBlOaCXr16ITY2FgKBoNJwPqFQCDs7Oy6fzpgxA7/88gvi4+OlHvK3evVqfPvttwBKz3zr6upi+vTpGDx4MACge/fu+OKLL7h97pQpU3D8+HFkZmaiSZMmAABPT0+0bdsWQOnNP9auXcud0WjVqhV+++03xMTEcO3X3Nwc48aNAwAMHToUP//8M7y9vaGhoQEvLy+cPHkS+fn5SE1NhZqaGlq2bImWLVtizpw5sLGxgaamJgDphxSdOnUKzZo1w/z58wEAJiYmmD9/Pn777Td4enqiZcuWWLduHbdP8PLywrZt2xATE8OdCXZycoKVlRWA0ptLAKW/UcrODg4bNkxiBEN5IpEIq1atgqmpKTp06IA+ffogIiICY8aMwaFDh+Dq6ooxY8YAAL799luJM4nS8PDw4PZd8fHxMtWh3bt3Y/bs2XB0dAQAzJ07Fzdv3sSxY8cq5efCwkJ4enpi4sSJ0NbW5ta9b98+qbbV398f7u7uXNtdt24d+vbt+95tGzlyJHezp6lTp2Lx4sVSxeTAgQOwt7fnfteamJggJiYG+/btg4ODA1JTU2FpaYkWLVrAxMQEO3bsgJqaGjQ0NNCgQQOoqalV24akrb9v377Fl19+iSlTpnDfxYABA/D06VMA/w6dLds/HThwAEOGDMGECRMAANOmTUNYWBh2796NH374AYBkPbxw4cJ724cqqZOOTtmP4zKenp44e/YsQkNDERcXx53KrO7uaSYmJty/9fX133uXs/I/ZMvPGx0dze2wy1hbWyM3N1e2jalCQUEBGjRoAKD0R1JwcDA2btzIbZtAIIBIJKr0OV1dXYwfPx4nT57Eo0ePEBcXhydPnsg0tlsgEODEiRNQU1ODQCCAgYEBt7MBgCZNmmD48OHYu3cvnj59itjYWERFRXGVGSjtiJZ1coDSnUtAQACOHDmC+Ph4PHr0CIDk91M+zjo6OmjVqpXE67LhSTNnzsTMmTPRu3dv9OzZEwMHDoSHh4fU21fm2bNn+Omnn7BlyxZuWnFxMVq2bAlAujpVsR62bt1aYgxrgwYNqq1bbdq04f5dNs6/pKQEcXFxKCkp4RISUFqvKv6wrkn5+MlSh+Li4sAY4xJJGTU1NcTHx1fq6Jibm0NHR4dLtNHR0UhMTETv3r1r3Nb4+HiIxWKYmZlx75ff7urI0n7LFBYW4uXLl1i2bJnE9OLiYjx//hzu7u5wdXXFzJkz0aZNGzg5OWHEiBFSXdMGSF9/e/TogfDwcPz444949uwZnj59iszMzCq/i+fPn4MxxnWggNLOtKmpKeLi4rgfC+XrobzaB5GPZ8+e4fLlyzh8+DA3raSkBJ999hkAYMmSJVi7di03fGbYsGFSX5tZsR2ULTs6OhqGhoYS9cLGxkYem4OCggIApfu2Ro0aQVtbGzt37uTaflxcHNf5qsjZ2Rk3b97Ehg0buNwkEAhkusvpwoULMXDgQAClQ6mbNWsmsc8dMWIELl26hEOHDknst8u3r/Jts2vXrtDR0cHWrVu5XJaUlCRxZ9LycdbR0UGTJk2goaHBvQZKh5g6OjrCysoK7u7uMDMzg5OTE0aPHi3z9S9xcXGIjIyU+M7EYjH316tXL4SFheGHH37g9iE5OTnvzU0CgUCm/WZ180ZFRWHixInce5qamjIPiSwff1NTU5nq0LNnz7Bp0yZs3ryZm1ZcXMx1XMtr0KABPD098ddff0n8HmratKlU2xobG4tJkyZx7zVq1Eii7FX5kNxUtl1Xr16t9J03a9YMQGm9X7JkCS5dugQ7OzsMGjRI6mvSpK2/TZs2hbu7O/bs2YPIyEiuPXTr1q3K5cbFxUnEBwC6deuGU6dOca/L10N5tY/6oE46OmW9c6D0DMTUqVORl5eHYcOGoX///iguLuaOhlSlYg+yuh+RAoGg0pdQNq+6unqlz8n6Y7Q60dHRGDFiBADgp59+gr+/P0aNGgUPDw/4+PhwZyEqKiwsxKhRo2BsbAxnZ2e4uroiLi4O//d//yfT+k1MTLjrcipKS0vDqFGjYG5uDnt7e4wdOxZBQUHc+FlA8vsBSseJhoWFwcPDA+PHj0fTpk0rHYFXV1eXeF3dRW/W1ta4cuUKrly5gqtXr2Ljxo04c+aMxFEaaYhEIqxYsQJ2dnYS0/X09KSqUwKBoNJ2VnVkoro6Ud28ZTug2tal8mWTpQ6VlJRAT09PYmdVpmKCAIDr16/jyy+/xPDhw9G3b1/Mnz8fPj4+EvPUFJfy/y7b/veRtv2WV/ZD56effqp0hq2sM7Np0yZMmzYNgYGB+Oeff3Do0CHs3LkTffr0qXH50tZff39/rFu3DmPHjoWLiwtWrFhRKVmUqS4BiEQiiR9u5b9rebUPIh8ikQgzZszA8OHDJaaXfbcTJ07EgAEDEBgYiCtXrmDOnDmYP38+Zs+eXeOyq2tXisxNUVFRMDExgba2Nh4/foyJEyfC2dkZ3bt3x7Rp07B79+5qP7t582acPHkSI0eOxIgRI/DNN99wZ02k1ahRI4kfbhUtXrwYjx49goeHB7y8vNCoUSPuiHOZ8u3l6tWrmD9/PkaMGAFHR0csWLAAq1atkpi/YtuuLjfq6upi//79uHfvHoKCgnDhwgUcPHgQhw4dqvKsfnVEIhF69+6N1atXV3pPTU0Nhw4dwqZNmzB27FgMHjwY3t7eGD9+vMR8Ve07ZNlvVtwPl82roaFR67pVPv6y1qGSkhKsXLkSvXr1kphe/sBqmYKCAowaNQpNmzZF//794e7ujujo6Er7wuq2taptqyk/fejZCZFIBA8Pj0rtvqyuDRw4EEFBQQgMDMS1a9fg7e2NW7duYc2aNTUuW9r6++LFC4wePRpdu3aFnZ0dxo0bh4CAAO7AdEVV1bGKuan8PPJqH/VBnXR0youNjcW9e/dw8+ZNbtjSgQMHAPxbSRVxp4gOHTpUuuj98ePH790JS+PWrVtITU3lTsUfOXIE33zzDdd7Lz8kqKKQkBCkpaXh7NmzXGW+fv263JIcAAQEBMDAwEBiONz+/furXUdBQQHOnj2LI0eOcEemy55H8iHl2rdvHzp27AhXV1e4urri/v37mDhxIrKysmS645GpqSlevHgh8X35+PigR48e6NixY411SlHatGkDDQ0NPH78mDsrEhERUas6LEsdMjU1xZs3byASidCuXTsAQEJCAjZs2IA1a9ZwR4DK+Pv7Y8SIEdxwEpFIhMTERG5YxfuYmppCXV0dERERXIdTlos3ZWFgYIDGjRvj1atX3NFasViMxYsXw9PTE82aNcPRo0exYsUKdO7cGfPmzcPUqVNx+fJl9OnTp1L8P/T7OHz4MObMmcMNs8jLy0NGRkaV9apt27ZQV1fHw4cP4eDgAADIzs5GQkICPv300yrLIa/2QeTD1NQUycnJEvuZn376Cc2bN8fIkSOxefNmzJw5ExMnTsTEiRPh5+eHc+fOYfbs2R9cxzp06IC8vDykpKRwR1Sr+7Eii6KiIvz9999wdXUFUDrEqmfPnti0aRM3z/PnzyXO0JZ35MgR+Pr6chc1R0ZGApDfPjUvLw/nz5/HX3/9xZ1lKLvQurp1HD16FGPGjOFuElBcXPzBz8d68OABQkJCMHv2bNja2mLJkiVwcXHB9evXZfohZ2pqiqtXr+KTTz7h6sC5c+dw+/ZtfPfddzhy5AjmzZvHDQfOyclBTk6OwnMTUFq3yl/8LxKJEBUVBWtr6w9anqx1qKq8/c0333BnOcq7ffs2srKycOHCBS6OV65ckTpOnTp1khjeV9amFMHU1BQRERES27V//37k5uZi/vz5+PHHHzF06FCMGTMGY8aMwYkTJ+Dr64s1a9bI7fftpUuX0KhRI4kbS/z+++8Sv6PLx659+/Z4+PChxBm+sLAwmJqaVrl8ebWP+kDhd12rqGHDhlBXV8eZM2eQmpqKCxcucHecKBsu8qE7gPd9bty4cXj06BF27dqF58+fY9euXbh3755Mla6kpAQZGRnIyMhAcnIyTp48iWXLlmHMmDHcsBQjIyNcuXIFSUlJuH//Pr766isIBAJu2xo0aIDU1FSkpaXByMgIb9++xYULF5CSkgJ/f38cPHhQprtS1cTIyAhpaWkIDg5GUlISfv31V1y+fLnadejo6EBPTw8XL15ESkoKbty4wR2F+JByvXz5EmvWrEFoaCiSkpJw+vRptGzZEsbGxhCLxcjIyJC4a0p1pkyZgv379+PkyZNISkqCn58fjh8/jvbt2yu0TtVET08PI0eOxLp16/Dw4UOEhYVh3bp1AD78x7Usdah9+/awt7fHsmXLEB4ejsjISCxfvhzZ2dncGPeKyw4LC0NUVBRiYmKwfPlyZGRkSPXd6uvrw8PDA2vXrsXDhw9x+/Zt/PLLLx+0jdKYMmUKtmzZgoCAACQmJsLHxwe3bt3ivvMjR47Az88PycnJuH37NqKiorihdHp6ekhMTOSunfvQ79/IyAi3b9/mhnD+5z//gUgkkvgu0tPTkZycDF1dXXh6esLX1xd37txBVFQUvvrqK7Ro0QL29vZVluN97YPUvSlTpuBhUPk3AAAgAElEQVTs2bPYv38/kpKScODAAezevRvt2rWDjo4O7t69C19fXzx79gyRkZG4ceOGRJ179eqV1D+uyupC+/bt0bt3b3h7eyMqKgo3btyQ+QGCjDFkZmYiIyMDaWlpePDgAWbNmgWRSMT9wDYyMkJUVBTCw8MRHx+PtWvX4unTpxJ1GSg9eFFUVCSxH7p37x68vb0l9kO1paOjA11dXS7XXLt2jdt3VrcOIyMjhIaGIjo6GtHR0Vi+fDmysrJkKlNZ3LW1teHn5wd/f3+kpKTg8uXLePXqFfd95ubmckP/3mf48OEoLCzEqlWrEBcXh+vXr2PNmjXcQTcjIyMEBwfj+fPniIiIqLQPeV8Za2vChAk4e/Ys/vrrL8THx8PX1xcvX76sVW6Spg49fvwYRUVFmDp1Kvbt24dTp04hKSkJW7ZswalTp7gDPxWXXVhYiEuXLiElJQVHjhzB4cOHpf5uvby8cO7cOfj7++PZs2dYtWqVTA9zl4WXlxfCw8OxZcsWJCQk4Ny5c/jxxx+5ofSxsbFYs2YNIiMjERcXh0uXLknsJ/Ly8pCQkFDlEOialNUNIyMjpKam4tatW0hKSsKuXbsQGBjI/Z4qO2sWGRmJN2/eYOrUqTh//jz+/PNPJCQkYM+ePbhy5YpEx6e86tpHbe8GqQx13tFp3rw5fHx8sHfvXgwbNgy//vorvv76a2hoaHBHh8s3Qlka5PvmbdWqFbZu3Yrjx4/D3d0doaGhGDhwoEynLsPDw+Hg4AAHBwdubOTMmTO5o+MAsH79ekRHR8PNzQ3e3t4YMmQIrKysuG3z8PBAQkIChg8fDmtra8ydOxdr166Fh4cHTpw4AR8fH+Tk5ODly5dSl+t9hgwZAg8PD/znP//B6NGjcefOHfz3v/9FfHx8lTsQDQ0NbNq0CQEBARg2bBg2bNiAOXPmoHnz5lV+P1W9Lm/hwoXo3r075s2bBzc3N8THx2PXrl0QCAR48eIFHBwcEBYWVuVnyy936NChWLp0KbZv3w5XV1cEBgZix44dMDMzk7lOVUcgEHDzlf93TWVbvnw5OnfujKlTp2LhwoVwc3MD8OGnxWWpQwDw/fffo127dpg+fTomT56Mli1bYvv27VUue/78+dxQxGnTpkFbWxsTJkzgLmCsaVu/+eYbfPbZZ5g+fTpWrlxZ7TAueZg+fTrGjx+PNWvWwMPDA7Gxsdi9ezeaNm2KJk2awM/PD//88w9cXV2xfPlyeHl5YdSoUQBKr9m6ceMGd1OI9+1T3vc9l90WdOTIkViwYAHMzMzg4uLCxcvFxQUCgQBubm7IysrCsmXL4ODggIULF3I3Gdm3bx83JKDiuhYtWlRt+yB1r1u3bti4cSMOHz6MYcOG4cCBA9i4cSM3HHLr1q3cRdOTJ0+Gqakp/vvf/wIABg8eDLFYDFdXV+Tm5taYx8pP27BhA3R1dTF27FisWbMGo0ePlmn/IRAIMHbsWDg4OGDAgAFYunQpTExMcPjwYe6azbIbcEydOhUTJ05Eeno65s6dy+1XhEIh+vTpA09PTwQHB2PDhg14/Pgx3NzcsHLlSri6uqJr165Sn8WtqQ5raWlh06ZNuHDhAlxdXbFp0ybMmzcPjRs35tpXxWUsXLgQxsbGGDduHL744gvo6+vD09NTpjPLZcs0NzfH2rVr8fvvv2Po0KHYvHkzVq1aBVtbWwClN4zYuHFjjcvT19fHb7/9hsTERIwYMQIrV67E2LFjsWDBAgClN6cpKCjA8OHDsXDhQlhYWMDZ2fm9uUle7d/W1harVq3Ctm3bMHLkSLx9+xZWVlZS162K5ZC2Do0fPx7BwcFwc3PDwoULsW3bNri6uuLatWvYuXMnd6OjimWdPXs2vvvuO3h4eODvv/+Gj48PsrKykJ6eXmNZe/XqhbVr12Lnzp0YM2YMTExMquxQVbdtsjAxMcGuXbtw/fp1uLm54YcffsDixYsxevRoAICvry+aNGmCzz//HKNHj4aamhq+//57AECfPn1gYmICd3d3xMTEyFyOsvnd3NwwbNgwLFq0CKNHj+YORjx79gzFxcVo3Lgx3N3dsWjRIhw/fhxWVlb4/vvvceDAAbi5ueHUqVPYtm0bN5qjYjmqax/SjP6obwRMxkMHQqEQe/bskbh4WRXExMSgpKSEu8sJUHrnrq5du2LevHlKLNn7nThxAj///DOCgoKUXRRSjYCAANjZ2XF3zgsPD8eECRMQFhZWabwtIaTuqEK+evPmDW7fvg1HR0duCPPZs2exdetWXLx4Ucmlq55IJIK5uTn++OMPlfzx8zEIDw9Hw4YNuWHNQOnBz7lz53IH5Ajhuw86o5OXlyeXu5XVpcTEREyZMgXBwcFITU2Fv78/bt++DRcXF2UXrVrZ2dl0q1kVsH37dvj6+iIxMRFPnjzBpk2b4OzsTJ0cQuqB+p6vtLS0sGLFCmzfvh3Jycl48OABduzYwV33WR8VFhbSg21VwP379zFr1iyEhYUhKSkJ27dvR0ZGRqWb+hDCZzKf0Sk7I9K9e/f3Ps+mPtq1axcOHz6MrKwsmJqaYuHChXBycsK6devg7+9f5WcEAgEmTJiAJUuW1HFpS4fFJCUloUWLFrhy5Uqdr59I59mzZ/D19UV4eDg0NTXh7OyMFStWoKioCAMGDKh0UWAZgUCAa9eucbea/ZjU1zZH+EVV8tW9e/ewceNGxMbGQl9fnxvm9OjRI0ydOrXafUijRo0knpReV/z8/ODn5wc1NTXs27ePzujUUyUlJdi4cSPOnz+PgoICdO7cGd7e3rC0tMTs2bNx586dKj8nEAjg7e3NPX/nYxIWFlYv2xz5cDJ3dPgoOzv7vRcdGhgYwMjIqA5LRPhALBbXeGFybe/6p6qozRFSs6KiIqSlpVX7vpqaWqVnsBAijfT0dLx9+7ba942NjT/Kg3DU5viHOjqEEEIIIYQQ3qnz5+h8qB+vH1B2EQghH4nFDhNqnkkKVps9a56pBg+XHpZDSUhdoDxFCKlL8shVfM9TdX57aUIIIYQQQghRNJU5o0MIIapGAHoeDiGEkPqL73mKOjqEEKIo/M4fhBBCVB3P8xR1dAghREH4fqSMEEKIauN7nqJrdAghhBBCCCG8Q2d0CCFEQQT8PlBGCCFExfE9T1FHhxBCFITvQwIIIYSoNr7nKeroEEKIovD9UBkhhBDVxvM8RdfoEEIIIYQQQniHzugQQoiC8Ps4GSGEEFXH9zxFHR1CCFEQvo99JoQQotr4nqeoo0MIIQrC86HPhBBCVBzf8xR1dAghRGF4nkEIIYSoOH7nKboZASGEEEIIIYR36IwOIYQoiIDvYwIIIYSoNL7nKeroEEKIgvA7fRBCCFF1fM9T1NEhhBAF4fuRMkIIIaqN73mKrtEhhBBCCCGE8A51dAghhBBCCCG8Q0PXCCFEQfj+IDZCCCGqje95ijo6NXh67QEeXgzG6+w8NDZpgd5jXdC8/SfVzp+V8go3D11AenwqtBvowtzJFtZD7CTmeRGdgNvHApCV/AoNjA1gPcQeQntriXniQyNx72QQ8tKzYNi8MbqPcEJby04K2cb6imKvPBR7+eD72GdSP1B7VR6KvfJQ7OWD73lK3cfHx0fZhZDGrcSIOl9ndPBDXNt/Bl2de6LrwF7ISk5D6Lkb6NDTAtp6OpXmf5P/GqfW74GekT56j3NBAyMD3DsVBE1tTTRvbwIAyE5Nx+lN+9C8/SfoMWoA1NTUEHI8EI1aN4Nxq6YAgJSn8bjodwSfdjdHN9e+eJv3GndPXoGJeXs0MG5YpzFQFoq98lDsgd5tLeWynN9DTtV6GdN7esihJKQuUJ6ifSXFvm5Q7EvJI1fxPU/RGZ33uHf6Kro42qKba18AwCedP8WRVdsRfvkO7DwHVZr/0T93IRaLMXieJ9Q1NdDGogNExSUIPXcTFs49oaamhrDzN9GwiTEGzBgJADAxb483+YV4cOYaPv2sMwDg/t/X8EmXT7l1mJi3R35mDkLP3cCgeePqaOuVi2KvPBR7+eH3cTJSH1B7VR6KvfJQ7OWH73mqzm5GUFRUVO1ffZSbloX8zBy0terITVNTV0Obrh2R/Ci2ys+kPo1H686mUNf8t//YzkaIt68LkR6fCgBIiYxHG8uOEp9rZ22GrORXKMwtQElxCdKeJaGttVmleZKfxoExJq9NrLco9spDsZczgaD2f6TOUJ76yNurDCj2ykOxlzOe56k6O6Pj5uaGzMxMGBoagjEGgUDA/T8wMLCuiiG13LRMCCBAw2aNJKYbNDVCXno2V/byctIy0UrYTmJaw6bG3PIafdIcr3PyYVhhmQ2bGoOBISctE7r6ehCLxWjYzLjCeo0hKipBQVYeDBobymkr6yeKvfJQ7OWL7xd58g3lqY+7vcqCYq88FHv54nueqrOOzqFDhzB9+nTs3bsXhob1vyIUvX0HANDS0ZaYrqWjDSZmKHlXDE0dLYn3it+8g6a25LSyeYrevkPx/5ZZ8XNlr4vfvIO6unrperS1q57nf8vgM4q98lDsyceM8hS1V2lR7JWHYk9kUWdD1xo1aoQlS5bgyZMndbXK2ik7A1mho8udmqziVB2rZnrpZEH1n2Xl5uFeVF0evt8dAwDFXpko9nLF8xEBvEN56uNurzKh2CsPxV6u+J6n6vRmBPb29nW5ulrR0i3tsRe/LYKuQQNuevG7IgjUBNDU1qzyMxV79MVvi/73nk65ZVaY510R93ltXR2Jz1U1D99R7JWHYi9ffB8SwEeUpz7e9ioLir3yUOzli+95qs7O6FTnypUryi5ClQybNwIDQ156tsT0/PQcGDZvXPVnmjVCXnqOxLSyzxu1aAxNbS3oGRpUWmZeejYEEMCwRWMYNDWGQCCoYr3Z0NTRgp6RQW03rd6j2CsPxV61MMawevVqeHp6YvLkyUhKSpJ4/+jRoxg1ahQ8PT0RFBQEAHjx4gUmTZqESZMmYd68eXj3joZb1ITyFLXXiij2ykOxVy3KzlNK6eiIxWLu3wkJCcooQo0MmzeGvrEhnodGcdNEJSIkRsSgdZdPq/xM686mSHkah5KiYm7a89BI6OjrobFJC26ehIcxEnfneB4aCePWzaBr0AAamhpo3t4Ez8OiJJb9PCwKLc3aquypUVlQ7JWHYi9fAoGg1n/vExAQgKKiIhw+fBhLlizB+vXrufcyMjLwxx9/4MiRI/jtt9/www8/oLi4GHv37sXQoUPxxx9/oH379jh27Jiiw6CSKE99fO1VFhR75aHYyxff81SdPTA0KSkJ3t7e2LhxI/7880/s2bMHwcHBmDhxIoyNjWv8vDIexKauoYEHZ65BVCKCqKQEt45cQm5aJpymeUBbTwd56dnIScuE/v8eEmXcsikiAkOQ8iQeOgZ6iLv7BKFnr8PWvR9adCx9IFXDpsYIPX8DmUkvoamrjSdX7iHyeijsJwzhHkilZ9gAD/6+htc5+RCoq+H+6atIehwHpykeH83DwCj2ykOxl98DQ/fe/bvWy5jS3a3a9/z9/dGjRw907NgRLVq0wMaNGzF16lQAwO3bt1FcXIz+/ftDS0sLt27dQrt27aCuro7MzEzY2toiMDAQTZs2hYWFRa3LyQeUp1SzvSoLxV55KPal5JGr+J6nBKyObvw9efJkLFmyBFZWVty0sLAwbNiwAYcPH67x8z9eP6DI4lUr/NJtRATewduCQjQxaYHeY13Q7NPWAIArv59CzK1wzPy/r7n50xNeIPjwBWQkvIBuQ32YO9nCalAfiWUmP36GO38FIudlBvQbGcJmmAM69ZasrDF3IvDg72soyMqFYfMm6DGqP9pYdFD8BtcjFHvl+dhjv9hhglyW47RjVq2XcWXurmrfW7VqFQYNGgQHBwcAQP/+/REQEAA1NTWcPn0aMTExWLJkCQBg+fLlGD58OABg2bJlMDIyQnFxMY4ePaoSdxirC5Sn/qVK7VWZKPbKQ7GXT67ie56qs46Op6dnlYmiuukVKSuBEEI+PvLq6PT/pfYJ5J851SeQDRs2wNraGoMHDwYA9OvXjxvj/M8//+D69etYvXo1AGDevHmYM2cOvv76ayxduhR9+vTB1atXcfDgQezaVf06PiaUpwghqkQeuYrvearO7rpmZmYGb29vODg4wMDAAK9fv8bVq1dhZmZW84cJIUQlKXbMdrdu3XDlyhUMHjwYYWFh6NSpE/eepaUltmzZgqKiIrx79w5xcXHo2LEjDA0Noa+vDwBo2rQp8vLyFFpGVUJ5ihDy8eF3nqqzjo6Pjw8CAgJw//59FBQUQF9fH05OThg4cGBdFYEQQnhl4MCBuHnzJjw9PQEA69evx969e9G2bVs4OTlh0qRJ8PLyAmMMixcvhpaWFlatWoXvvvuOu9i+7EgaoTxFCCHypuw8VWdD12qLhgQQQuqKvIauDdg5u9bLCJy9Uw4lIXWB8hQhpC7JI1fxPU/V6QNDCSHkY8L3B7ERQghRbXzPU9TRIYQQBeF7AiGEEKLa+J6nlPLAUEIIIYQQQghRJDqjQwghisLvA2WEEEJUHc/zFHV0CCFEQfg+JIAQQohq43ueoo4OIYQoiIDf+YMQQoiK43ueomt0CCGEEEIIIbxDZ3QIIURB+D4kgBBCiGrje56ijg4hhCgK38cEEEIIUW08z1PU0SGEEAXhd/oghBCi6viep6ijQwghCsL3IQGEEEJUG9/zFN2MgBBCCCGEEMI7dEaHEEIUhOdDnwkhhKg4vucp6ugQQojC8DyDEEIIUXH8zlPU0SGEEAUR8P1QGSGEEJXG9zxF1+gQQgghhBBCeIfO6BBCiILw+zgZIYQQVcf3PEUdHUIIURC+DwkghBCi2viep2joGiGEEEIIIYR3qKNDCCGEEEII4R0aukYIIQrC9ydOE0IIUW18z1PU0SGEEAXh+9hnQgghqo3veYo6OoQQoiD8Th+EEEJUHd/zFF2jQwghhBBCCOEdOqNDCCGKwvMhAYQQQlQcz/MUdXQIIURB+J0+CCGEqDq+5ynq6BBCiILw/SJPQgghqo3veYo6OoQQojD8TiCEEEJUHb/zFN2MgBBCCCGEEMI7dEaHEEIUhOcjAgghhKg4vucp6ugQQoiC8P2J04QQQlQb3/MUdXQIIURB+J5ACCGEqDa+5ym6RocQQgghhBDCO3RGhxBCFIXfB8oIIYSoOp7nKeroEEKIgvB9SAAhhBDVxvc8RR0dQghREL7fzYYQQohq43ueomt0CCGEEEIIIbxDZ3QIIURB+D4kgBBCiGrje56ijg4hhCgK38cEEEIIUW08z1PU0anB02sP8PBiMF5n56GxSQv0HuuC5u0/qXb+rJRXuHnoAtLjU6HdQBfmTrawHmInMc+L6ATcPhaArORXaGBsAOsh9hDaW0vMEx8aiXsng5CXngXD5o3RfYQT2lp2Usg21lcUe+Wh2MsHv9MHqS+ovSoPxV55KPbywfc8pe7j4+Oj7EJI41ZiRJ2vMzr4Ia7tP4Ouzj3RdWAvZCWnIfTcDXToaQFtPZ1K87/Jf41T6/dAz0gfvce5oIGRAe6dCoKmtiaatzcBAGSnpuP0pn1o3v4T9Bg1AGpqagg5HohGrZvBuFVTAEDK03hc9DuCT7ubo5trX7zNe427J6/AxLw9Ghg3rNMYKAvFXnko9kDvtpZyWc5fEf/UehmjLAfIoSSkLlCeon0lxb5uUOxLySNX8T1P0Rmd97h3+iq6ONqim2tfAMAnnT/FkVXbEX75Duw8B1Wa/9E/dyEWizF4nifUNTXQxqIDRMUlCD13ExbOPaGmpoaw8zfRsIkxBswYCQAwMW+PN/mFeHDmGj79rDMA4P7f1/BJl0+5dZiYt0d+Zg5Cz93AoHnj6mjrlYtirzwUe/nh+9hnonzUXpWHYq88FHv54XueqtO7rkVHRyMhIUFi2sOHD+uyCFLLTctCfmYO2lp15KapqauhTdeOSH4UW+VnUp/Go3VnU6hr/tt/bGcjxNvXhUiPTwUApETGo41lR4nPtbM2Q1byKxTmFqCkuARpz5LQ1tqs0jzJT+PAGJPXJtZbFHvlodjLl0BQ+z9StyhPfbztVRYUe+Wh2MsX3/NUnXV0tm/fjtWrV2Pp0qVYvXo1VyF++OGHuiqCTHLTMiGAAA2bNZKYbtDUCHnp2VVW6Jy0TBhWmL9hU2NuecXvivE6J7/KeRgYctIykZ+eDbFYjIbNjCus1xiiohIUZOXJY/PqNYq98lDs5U0ghz9SVyhPfeztVXoUe+Wh2Msbv/NUnXV0rl27hoMHD8Lf3x96enr49ttvAaDe9oCL3r4DAGjpaEtM19LRBhMzlLwrrvSZ4jfvoKmtJTFNU0eLW17x/5ZZNq3iPMVv3qHozf/Wq61d9Tz/WwafUeyVh2IvXwKBoNZ/pO5Qnvq426ssKPbKQ7GXL77nqTrr6DDGuGAsX74c+fn5+O233+pvgMryWoXicQmvinKzaqaXThZU/1lWbh7uRdXlqbfxkieKvfJQ7MlHjPIUtVepUeyVh2JPZFBnHZ2hQ4di9OjRyMnJAQCsX78et27dqrdjn7V0S3vsxW+LJKYXvyuCQE0ATW3NKj9TsUdf9nktXZ1yy6wwz7si7vPaujrVrrd8ufiMYq88FHv54veAAP6hPPVxt1dZUOyVh2IvX3zPU3XW0ZkyZQp++uknGBgYAAC0tLSwe/fuejv22bB5IzAw5KVnS0zPT8+BYfPGVX+mWSPkpedITCv7vFGLxtDU1oKeoUGlZealZ0MAAQxbNIZBU2MIBIIq1psNTR0t6BkZ1HbT6j2KvfJQ7OWL70MC+Iby1MfdXmVBsVceir188T1P1eld10xMTKCuri4xreLr+sKweWPoGxvieWgUN01UIkJiRAxad/m0ys+07myKlKdxKCn6d3zo89BI6OjrobFJC26ehIcxEmO+n4dGwrh1M+gaNICGpgaatzfB87AoiWU/D4tCS7O29b5CyQPFXnko9uRjR3mK2qs0KPbKQ7EnslDKA0PFYjFXIa5evQpra+saPqGcB7Gpa2jgwZlrEJWIICopwa0jl5CblgmnaR7Q1tNBXno2ctIyof+/h0QZt2yKiMAQpDyJh46BHuLuPkHo2euwde+HFh1LH0jVsKkxQs/fQGbSS2jqauPJlXuIvB4K+wlDuAdS6Rk2wIO/r+F1Tj4E6mq4f/oqkh7HwWmKx0fzMDCKvfJQ7OX3wNCTj4JqvYwRFk61LwiRGeUp1WmvykKxVx6KfSl55Cq+5ykBq6PbySQlJWH9+vV49OgRNDQ0IBaL0alTJ3h7e8PU1LTGz/94/UAdlLKy8Eu3ERF4B28LCtHEpAV6j3VBs09bAwCu/H4KMbfCMfP/vubmT094geDDF5CR8AK6DfVh7mQLq0F9JJaZ/PgZ7vwViJyXGdBvZAibYQ7o1FuyssbcicCDv6+hICsXhs2boMeo/mhj0UHxG1yPUOyV52OP/WKHCXJZzpTDPrVexl7P2i+DSIfy1L9Uqb0qE8VeeSj28slVfM9TddbRmTx5MpYsWQIrKytuWlhYGDZs2IDDhw/X+HllJRBCyMdHXh2dqUe+rfUy9oxbLYeSEGlQniKEqBJ55Cq+5ymNmmeRj6KiIonkAUCqoQCEEKKqaMS2aqE8RQj52PA9T9VZR8fMzAze3t5wcHCAgYEBXr9+jatXr8LMzKyuikAIIYRUi/IUIYTwS511dHx8fBAQEID79++joKAA+vr6cHJywsCBA+uqCIQQUrfoLjwqhfIUIeSjw/M8VWcdHYFAgIEDB1LCIIR8NPidPviH8hQh5GPD9zxVZx0dQgj52NBzFQghhNRnfM9TdfrAUEIIIYQQQgipC3RGhxBCFETA+0EBhBBCVBnf8xSd0SGEEBXFGMPq1avh6emJyZMnIykpSeL9o0ePYtSoUfD09ERQUJDEe3fv3kW/fv3qrrCEEEI+OsrOU3RGhxBCFETRY58DAgJQVFSEw4cP4+HDh1i/fj127NgBAMjIyMAff/yBEydO4O3btxg/fjzs7OygqamJly9fYs+ePSgpKVFo+QghhNRvfM9TdEaHEEIURCCHv/e5f/8+HBwcAABWVlZ49OgR9154eDg+++wzaGhoQF9fH+3atUNUVBSKiorg4+MDHx8f+W0oIYQQlcT3PEUdHUIIUVEFBQUwMDDgXmtoaEAsFlf5np6eHvLz8/Hdd99h2rRpaNasWZ2XlxBCyMdF2XmKhq4RQoiCKHpIgL6+Pl6/fs29FovFUFNT494rKCjg3nv9+jU0NTVx//59JCYmgjGGnJwcLFmyBD/88INCy0kIIaR+4nueoo4OIYQojGITSLdu3XDlyhUMHjwYYWFh6NSpE/eepaUltmzZgqKiIrx79w5xcXGwtLTE+fPnuXns7e2pk0MIIR81fucp6ugQQoiCKPo5bAMHDsTNmzfh6ekJAFi/fj327t2Ltm3bwsnJCZMmTYKXlxcYY1i8eDG0tLQUWyBCCCEqhe95SsAYY3JdooL8eP2AsotACPlILHaYIJflzDm+vtbL+GWktxxKQuoC5SlCSF2SR67ie56S+oxORkYG/P398fz5c3z11Ve4c+cOPv30UwiFQkWWjxBCVBbfH8RW31CeIoQQ2fA9T0l117WIiAgMGjQIt27dwtmzZ1FYWIiQkBCMHTsWN27cUHQZCSFEJSn6tp3kX5SnCCFEdnzPU1J1dDZs2ICZM2di//790NTUBAD4+Phg5syZdCErIYRURyCo/R+RCuUpQgj5ADzPU1J1dJ48eYIhQ4ZUmu7h4YG4uDi5F4oQQgiRBeUpQgghFUnV0WncuDGePXtWafr9+/fpoXOEEFINgRz+I9KhPEUIIbLje56S6mYEM2bMwNdff40ZM2aAMYabN2/ixYsX2L9/P5YuXaroMhJCiEqq52f0eYXyFCGEyI7veUqqjs64cePQtGlT7N69Gzo6OgiTLX4AACAASURBVPjhhx9gamqKtWvXYujQoYouIyGEqKT6fqSLTyhPEUKI7Piep6Tq6Ny9exd9+/ZF//79JaYXFRUhICAAzs7OCikcIYQQIg3KU4QQQip67zU6YrEYIpEIkydPRnZ2NsRiscRfZGQkFi9eXFdlJYQQ1cL3+3bWA5SnCCGkFniep6o9o3P48GH4+PhAIBCAMYa+fftWOZ+dnZ3CCkcIIaqM70MClI3yFCGE1A7f81S1HR1PT0+0b98eYrEYn3/+ObZu3QpDQ0PufYFAAD09PXTq1KlOCkoIIaqG7wlE2ShPEUJI7fA9T733Gp3u3bsDAAIDA9GqVSsI+H5rBkIIkSPaZSoe5SlCCPlwfN9lSnUzAiMjI/z++++IjY2FSCQCADDGUFRUhMjISFy8eFGhhSSEEELeh/IUIYSQiqR6YOiqVavw22+/oaioCGfPnoVYLMbz589x8eJFuLm5KbqMhBCionh+lWc9QnmKEEI+BL/zlFRndK5fv46tW7eiT58+iImJwZQpU2BhYYENGzYgOjpa0WUkhBCVRMOo6g7lKUIIkR3f85RUZ3SKiorQrl07AEDHjh0REREBoPRC0Hv37imscIQQosr4fZysfqE8RQghsuN7npKqo9OhQwfcvHkTQGkCKUsaeXl5KCoqUlzpCCGEEClQniKEEFKRVEPX5s+fjwULFkAsFsPDwwNDhw7FF198gZiYGDg4OCi6jIQQopp4PiSgPqE8RQghH4DneUqqjo6joyPOnz8PkUiEli1b4tChQzh16hR69OiBSZMmKbqMhBCikvidPuoXylOEECI7vucpqTo67u7u2Lx5M4RCIQBAKBRy/yaEEFI1vj+IrT6hPEUIIbLje56S6hqd3NxcqKurK7oshBBCyAehPEUIIaQiqc/oTJs2DW5ubmjdujW0tbUl3h89erRCCkcIIaqM77ftrE8oTxFCiOz4nqek6uicP38empqauHDhQqX3BAIBJRBCCCFKRXmKEEJIRVJ1dP755x+pFnbo0CG4ublBX1+/VoUihBA+4PuRsvqE8hQhhMiO73lKqmt0pLVp0yZkZ2fLc5GEEEKI3FCeIoSQj4dUZ3SkxRiT5+IIIUSl8fs4mWqiPEUIIf/ie56Sa0eHEELIv/g+JIAQQohq43ueoo4OIYQoDL8TCCGEEFXH7zxFHZ0aPL32AA8vBuN1dh4am7RA77EuaN7+k2rnz0p5hZuHLiA9PhXaDXRh7mQL6yF2EvO8iE7A7WMByEp+hQbGBrAeYg+hvbXEPPGhkbh3Mgh56VkwbN4Y3Uc4oa1lJ4VsY31FsVceir188Dt9kPqC2qvyUOyVh2IvH3zPU3K9GQHfRAc/xPU/z6JTb0sMnDsW2no6OLflAPIzc6qc/03+a5z98U+oqavBec5odHbshrsnryD80i1unuzUdJz7+SAaNjWGy5dj0daqE67uO424+0+5eVKexiNg5zG06mwKly/HofEnzXFp+1G8iktR+DbXFxR75aHYE6I6qL0qD8VeeSj2RFp0Ruc97p2+ii6Otujm2hcA8EnnT3Fk1XaEX74DO89BleZ/9M9diMViDJ7nCXVNDbSx6ABRcQlCz92EhXNPqKmpIez8TTRsYowBM0YCAEzM2+NNfiEenLmGTz/rDAC4//c1fNLlU24dJubtkZ+Zg9BzNzBo3rg62nrlotgrD8Vefvg+9pkoH7VX5aHYKw/FXn74nqfkekbHzs4Ourq6Us0bEhKCe/fuyXP1cpWbloX8zBy0terITVNTV0Obrh2R/Ci2ys+kPo1H686mUNf8t//YzkaIt68LkR6fCgBIiYxHG8uOEp9rZ22GrORXKMwtQElxCdKeJaGttVmleZKfxn0Udwyi2CsPxV6+BHL4I/JFeYraqzxQ7JWHYi9ffM9TUp3R8fPzq3K6QCCApqYmmjVrBgcHh2rnA4CgoCD4+PigYcOGGDRoEO7evQstLS2EhIRg7ty5H1Z6BcpNy4QAAjRs1khiukFTI+SlZ4MxVqkXnJOWiVbCdhLTGjY15pbX6JPmeJ2TD8MKy2zY1BgMDDlpmdDV14NYLEbDZsYV1msMUVEJCrLyYNDYUE5bWT9R7JWHYi9nPD9SVp9QnvoXtVfFo9grD8Vezniep6Tq6MTHx+PcuXNo0aIFLCwswBjD06dPkZqaim7duiE3Nxe+vr74//buPC7Kcm8D+DXswiAMqFiKGykqqChkcQwVE5fMrcy95bW30zGXTDMdlyLLrYVTp+T0djrHzDhqLpmW5ZbiVqa4oYIbLiCpKCDOqAww9/sHOjkIMcDMPDM319cPn4/zzLPc84vHq9882xdffIGIiIhy15GYmIgffvgBOTk5GD58OHbt2gVXV1eMGDHCIQPEcLsQAODh5Wk23cPLE8IoUFxYBHcvD7P3im4Vwt3TfNrdeQy3C1F0Z51ll7v7uuhWIVxdXUu34+lZ/jx31iEz1l45rD05K+bUH7i/2h5rrxzWnqrC4mt0hgwZgvj4eNN/aKPRiHnz5kGn0yEpKQmfffYZFixYgOXLl5e7vNFoRJ06ddCsWTNMmDABbm6lm3bYQ313h1Wm0TWNt5wOWFQwvXSyquJlxT3zmF6UPx7Zz6UEwNoribW3KpXDH9SXC3PqzmTur7bH2iuHtbcq2XPKomt0fv75Z4wZM8YUHgDg4uKC0aNHY+PGjQCAfv36IT09vcJ1DB48GAMHDoTRaMSoUaMAABMmTEBMTExNxm8zHnVKO/ai2waz6UWFBqhcVHD3dC93mbId/d3lPep43bPOMvMUGkzLe9bxqnC7945LZqy9clh761Kpav5DlmFO/YH7q+2x9sph7a1L9pyyqNGpV68efvvtt/um79u3D/7+/gCAq1evQq1WV7iOUaNG4auvvoKLyx+bnDx5MsaPH1/VMduFX1AABAQKcvLMpt/IyYdfUGD5yzQIQEGO+a0N7y7v3zAQ7p4e8PbzvW+dBTl5UEEFv4aB8K2vgUqlKme7eXD38oC3v29NP5rDY+2Vw9pbl8oKf8gyzKk/cH+1PdZeOay9dcmeUxY1OhMmTMA777yD119/HUuWLMGXX36JqVOnYs6cORg3bhzOnj2LN954A/369fvT9Wg05hdwNW/eHNu2bav+6G3ILygQao0fzh08YZpWUlyCC6mn0Khti3KXadSmOS6mZaDYUGSadu5gOrzU3ggMbmia5/zhU2anQpw7mA5Nowao4+sDN3c3BIUE49yhE2brPnfoBB4Ibeq0h0argrVXDmtPzoo5VYr7q32w9sph7akqXOPj4+Mrmyk0NBSdO3dGamoqdu7ciZMnTyIgIADx8fHo0aMHMjMzERQUhLFjx5p9E1YRo9Fo+oVITk6u8MLQe/1yIbXyT2Nlrm5uOPD9DpQUl6CkuBi/rNiE65evIXbMQHh6e6EgJw/5l69BrakLANA8UB+pW3/DxeNn4eXrjYx9x3Hwh52IGtAdDVsGAyi9g8fBH3fhWuYluNfxxPFt+5G+8yAeG9UXmgfrAwC8/XxwYP0O6PNvQOXqgpR1ycg8loHYFwbC5862ZMfaK4e1B6KbtrfKerafSanxOmJDoqwwEvkxp2rv/qoU1l45rH0pa2SV7DmlEna6yjIzMxPz58/H0aNH4ebmBqPRiFatWkGr1aJ58+aVLp+wM8kOo7zfkU2/InXrXtzW3US94IaIHtoLDVo0AgBs+893OPXLEfz1X7NN8+ec/x17lv+Eq+d/R526aoTFRqFD77+YrTPr2BnsXb0V+ZeuQh3gh479YtAq2vyX9dTeVBxYvwO63OvwC6qHzk/3QJPwh2z/gR0Ia6+c2l77yTGjrLKe+M2f13wdcX+1wkjIEsypPzjT/qok1l45rL11skr2nLKo0TEYDFizZg1SU1NRXFx83x1o3nvvvUo39Nxzz2HKlCno0KGDadqhQ4f+9A4491IqQIio9rFWo/P25n/VeB1vxb1khZHIjzlFRLWNNbJK9pyy6PbSs2bNwqZNmxATE/OnF3L+GYPBYBYeACw6FYCIiKgyzCkiIirLokYnOTkZCQkJ6NGjR7U3FBoaCq1Wi5iYGPj6+kKv1yM5ORmhoaHVXicRkSPjtan2w5wiIqo62XPKokbHy8sLwcHBNdpQfHw8tmzZgpSUFOh0OqjVasTGxiIuLq5G6yUiclySJ4gDYU4REVWH3DllUaMzbtw4zJs3DzNnzkRwcDDc3c0fxmTJHWxUKhXi4uIYGERUa8j+TZkjYU4REVWd7DllUaOzaNEiXLt2Df379y/3/bS0NKsOiohIBo7+IDWZMKeIiKpO9pyyqNF5//33bT0OIiKiamNOERFRWRY1Op07d7b1OIiIpCP7N2WOhDlFRFR1sudUhY1O9+7d8e2330Kj0aBbt26mJ0SXZ/v27bYYGxGRc5M7PxTHnCIiqiHJc6rCRufVV1+Fj48PAGDSpEl2GxARkSxk/6ZMacwpIqKakT2nKmx0Bg8eXO7fiYiIHAFzioiI/oxF1+jk5+fj3//+N1JTU1FcXAwhhNn7SUlJNhkcEZEzk/22nY6EOUVEVHWy55RFjY5Wq8WRI0fQv39/qNVqW4+JiEgKsp8S4EiYU0REVSd7TlnU6Ozbtw+fffYZoqKibD0eIiJ5yP5VmQNhThERVYPkOVX5o6IBBAQEwNPT09ZjISIiqhbmFBERlWXREZ3XX38db7/9NiZMmIDGjRvDw8PD7P3g4GCbDI6IyJnJ/T2ZY2FOERFVnew5ZVGjM3HiRADAyy+/DACmZxUIIaBSqZCWlmaj4REROS/Zz312JMwpIqKqkz2nLGp0Vq1aBY1GY+uxEBFJ5c8eYEnWxZwiIqo62XPKokZn3LhxSExMRFhYmK3HQ0REVGXMKSIiKsuiRsfT0xMGg8HWYyEioioQQiA+Ph4nTpyAh4cH5s6da3YtyjfffIMVK1bA3d0df/vb39C9e3fk5eXh9ddfR2FhIRo0aID58+dLcRE/c4qIyPEonVMWNToxMTEYM2YMunbtikaNGt23sVdffbVaGycikpmtTwnYsmULDAYDli9fjsOHD2P+/PlITEwEAFy9ehVLly7Ft99+i9u3b2PEiBHo0qULFi1ahP79+2PQoEH4/PPPsWzZMrzwwgs2Hac9MKeIiKpO9pyyqNE5efIkwsPDkZubi9zcXLP3ZD+3j4ioumz9r2NKSgpiYmIAAB06dMDRo0dN7x05cgSRkZFwc3ODWq1Gs2bNkJ6ejgMHDmDs2LEAgK5du+Kjjz6SotFhThERVZ3sOWVRo7N06dJqrZyIqDaz9f9g63Q6+Pr6ml67ubnBaDTCxcXlvvd8fHyg0+mg1+tN0318fHDjxg2bjtFemFNERFUne05Z1OgAQGpqKk6fPo2SkhIApefcGQwGpKWl4d133632AIiIqHrUajX0er3p9d3wuPueTqczvafT6VC3bl1TkAQEBJiFiQyYU0REjkXpnLKo0fnHP/6BxMRE1KtXD9euXUNQUBCuXr2KkpIS9OrVq9obJyKSm22/KevUqRO2bduGPn364NChQ2jVqpXpvfbt2+Ojjz6CwWBAYWEhMjIy0LJlS3Tq1AnJyckYPHgwduzYgaioKJuO0V6YU0RE1SF3TlnU6HzzzTd4++23MWzYMPTo0QNLliyBn58fXnvtNTRq1KjaGycikpmtz32Oi4vD7t27MXz4cADA/Pnz8eWXX6Jp06aIjY3Fs88+i5EjR0IIgcmTJ8PDwwNjx47FtGnTsHLlSmg0Gnz44Yc2HqV9MKeIiKpO9pxSCSFEZTOFh4dj06ZNePDBBzFu3Dj06tULAwcOxNGjRzFx4kT8/PPP1R6ApRJ2Jtl8G0READA5ZpRV1vPRrmU1Xsekx0ZYYSTyY04RUW1jjaySPadcLJmpYcOGyMzMBACEhITg+PHjAEovEMrLy7Pd6IiIiCzAnCIiorIsOnVt6NCheO211zB//nz07NkTzz//PAIDA/Hrr7+idevWth4jEZFT4k2N7Yc5RURUdbLnlEWNzl//+lc0bNgQXl5eaN++PWbMmIHly5fD398fc+fOtfUYiYicE5/fYjfMKSKiapA8pyy+vfSAAQMAAMXFxRgyZAieeeYZmw2KiEgGKum/K3MszCkioqqRPacsukYHAJKSkhAXF4eIiAhkZWVh9uzZSEhIgNFotOX4iIiILMKcIiKie1nU6CxevBhffPEFxo0bBze30oNAXbp0werVq/HRRx/ZdIBERM5Kpar5D1mGOUVEVHWy55RFjc7y5csxZ84cDBo0CKo7n6hPnz547733sHbtWpsOkIjIWams8Icsw5wiIqo62XPKokbn0qVLaNas2X3TGzZsiIKCAmuPiYiIqEqYU0REVJZFjU5ERARWr15tNs1oNOKLL75A+/btbTIwIiIiSzGniIioLIvuujZr1iy89NJL2L59OwwGA9566y2cO3cOBoMBX3zxha3HSETklFSOfvKyRJhTRERVJ3tOWdTotGzZEhs3bsS6deuQkZGBkpISxMXFYcCAAfDx8bH1GImInJKjn7ssE+YUEVHVyZ5TFj9Hx9PTk88kICKqCrnzw+Ewp4iIqkjynKqw0enWrZvFh7O2b99urfEQEUlD9m/KlMacIiKqGdlzqsJGZ9KkSfYcBxERUZUwp4iI6M9U2OgMHjzYnuMgIpKO5Nd4Ko45RURUM7LnlMXX6BARUdXIfkoAERE5N9lzio0OEZHNyB0gRETk7OTOKTY6lUjbcQCHN+6BPq8AgcENET20F4JCGlc4f+7FK9i97CfknM2Gp08dhMVGIaJvF7N5fj95Hr+u2oLcrCvw0fgiou9jaP1YhNk8Zw+mY//a7SjIyYVfUCAeHhyLpu1b2eQzOirWXjmsPZHz4P6qHNZeOaw9WcI1Pj4+XulBWOKXC6l23+bJPYex46vv0a7nI2gX9yhysy7j4IZdeOiRcHh6e903/60benw3fzG8/dWIHtYLPv6+2P/ddrh7uiMoJBgAkJedg3XvL0FQSGN0fvpxuLi44Lc1WxHQqAE0D9YHAFxMO4uNn65Ai4fD0OnJrrhdoMe+tdsQHBYCH01du9ZAKay9clh7ILppe6us50B2OlQq1OgnslEbq4yFbI85xX8rWXv7YO1LWSOrZM8pF0tm0mq10Ol0903X6XTQarXV2vCuXbuqtZw97V+XjLbdotDpya5oEv4Qeo8fDi+1N45s3lvu/Ed/3gej0Yg+44ejSfhD6NQvBhF9u+Dght0wGo0AgEM/7kbdeho8/tJTCA4LQfTQXmj5aHsc+H6HaT0p63egcdsW6DK8N4LDQhD74iAEhTTGwQ2OXzNrYe2Vw9pbj8oKf8gyzCnur/bG2iuHtbce2XPKokYnKyvL9Itwr5KSEmRlZVm0oRUrVpj9vPvuu6a/O6Lrl3Nx41o+mnZoaZrm4uqCJu1aIuvo6XKXyU47i0ZtmsPV/Y8zApt1bI3b+pvIOZsNALiYfhZN2rc0W65ZRChys67g5nUdiouKcflMJppGhN43T1ZaBoQQ1vqIDou1Vw5rb101/ZZM9rvhWBNzqhT3V/tg7ZXD2luX7DllUaOzdOlS1K17/yE5Pz8/LF261KINbdmyBWvWrEFOTg5ycnJgMBhMf3dE1y9fgwoq1G0QYDbdt74/CnLyyv2Fzr98DX5l5q9bX2NaX1FhEfT5N8qdR0Ag//I13MjJg9FoRN0GmjLb1aDEUAxdboE1Pp5DY+2Vw9qTs2JO/YH7q+2x9sph7akqqnQzgry8PBgMhvumBwUFVbrs559/jo8++gglJSWYOHEi9u7di/Hjx1dl83ZluF0IAPDw8jSb7uHlCWEUKC4sgruXh9l7RbcK4e5pPu3uPIbbhSi6s86yy919XXSrEK6urqXb8fQsf54765AZa68c1t7aHPyrLgkxp7i/2gNrrxzW3trkzimLGp3NmzfjzTffRH5+vtl0IQRUKhXS0tIqXYdKpcJrr72GjRs3YuLEieUGkUO5+4VAmf/+pm8KyjlWJyqYXjpZVfGy4p55TC/KH4/K0Y8RWgNrrxzW3qqcddzOiDl1z2Tur7bH2iuHtbcqZx23pSxqdObOnYsePXpg9OjR8CzTyVZV79690aJFC6xdu7ZG67E1jzqln7PotgF1fH1M04sKDVC5qODu6V7uMmU7+qLbhjvved2zzjLzFBpMy3vW8TJbrrx5ZMfaK4e1ty6548OxMKe4v9oTa68c1t66ZM8pi67R0ev1+N///V+0adMGLVq0uO+nqlq2bImpU6cCALZt21bl5e3BLygAAgIFOXlm02/k5MMvKLD8ZRoEoCDH/NvEu8v7NwyEu6cHvP1871tnQU4eVFDBr2EgfOtroFKpytluHty9PODt71vTj+bwWHvlsPbkrJhTf+D+anusvXJYe6oKixqdkSNHYsmSJSgqKrLKRu+9M8758+etsk5r8wsKhFrjh3MHT5imlRSX4ELqKTRqW35oNmrTHBfTMlBs+KNO5w6mw0vtjcDghqZ5zh8+ZXax3LmD6dA0aoA6vj5wc3dDUEgwzh06Ybbuc4dO4IHQptIfYgRYeyWx9talUqlq/EOWYU6V4v5qH6y9clh765I9pyx6YKhGo8F7772HxMRErFy5El999ZXZz/PPP1/phjIzM6HVarFw4UJ8/fXXWLx4Mfbs2YPRo0dDo9FUurwSD2JzdXPDge93oKS4BCXFxfhlxSZcv3wNsWMGwtPbCwU5eci/fA3qOw+J0jxQH6lbf8PF42fh5euNjH3HcfCHnYga0B0NW5Y+kKpufQ0O/rgL1zIvwb2OJ45v24/0nQfx2Ki+pgdSefv54MD6HdDn34DK1QUp65KReSwDsS8MrDUPA2PtlcPaW++BoYd+P1njdXR8MLTymYg5VYv3V6Ww9sph7UtZI6tkzymVsODG3/3794ePjw+efPLJcs99fuaZZyrd0HPPPYcpU6agQ4cOpmmHDh3CggULsHz58kqXT9iZVOk8tnBk069I3boXt3U3US+4IaKH9kKDFo0AANv+8x1O/XIEf/3XbNP8Oed/x57lP+Hq+d9Rp64aYbFR6ND7L2brzDp2BntXb0X+patQB/ihY78YtIo2/2U9tTcVB9bvgC73OvyC6qHz0z3QJPwh239gB8LaK6e2135yzCirrOfLlO9rvI4XIp+0wkjkx5yqvfurklh75bD21skq2XPKokYnIiIC69atQ5MmTaq9oeHDh5cbFBVNL0upACGi2sdajc6SAz/UeB3Pd+pnhZHIjzlFRLWNNbJK9pyy6K5rPXr0wK5duzBy5Mhqbyg0NBRarRYxMTHw9fWFXq9HcnIyQkMd93AXERE5B+YUERGVZVGjExQUhAULFmDt2rUIDg42PTTprvfee6/SdcTHx2PLli1ISUmBTqeDWq1GbGws4uLiqjdyIiIH59iXaMqFOUVEVHWy55RFjU5+fj769avZYSmVSoW4uDgGBhHVHg5+NxqZMKeIiKpB8pyyqNGZP3++rcdBRCQdlfTflTkO5hQRUdXJnlMWNTpGoxGbNm3C6dOnUVJSAgAQQsBgMCAtLQ2LFy+26SCJiIj+DHOKiIjKsqjRmTNnDtasWYO2bdviyJEj6NixIy5cuICrV69i1Cjr3J2IiEg2kp8R4FCYU0REVSd7TrlYMtNPP/2EDz74AMuXL0eTJk0QHx+P7du3o1+/frh165atx0hE5JRUVvhDlmFOERFVnew5ZVGjo9Pp0K5dOwBAq1atcPjwYbi6uuLll1/Gjh07bDpAIiKiyjCniIioLIsanSZNmuDYsWMAgJYtW+LIkSMASs+J1ul0thsdERGRBZhTRERUlkXX6Lz44ouYMmUK5s2bhyeeeAKDBw+GSqXCoUOHEBkZaesxEhE5JZXsJz87EOYUEVHVyZ5TFjU6Tz/9NJo1awYvLy+EhIRg0aJFWLlyJTp06IAJEybYeoxERE7J0c9dlglzioio6mTPKYsanTFjxmDmzJkICQkBAMTExCAmJsamAyMicnaSf1HmUJhTRERVJ3tOWXSNTlpaGtzcLOqJiIiI7I45RUREZVmUCsOHD8fEiRMxbNgwNGrUCB4eHmbvR0dH22RwRETOTfKvyhwIc4qIqDrkzimLGp1//vOfAEofyFaWSqVCWlqadUdFRCQB2U8JcCTMKSKiqpM9pyxqdNLT0209DiIi6ch+kacjYU4REVWd7Dll8QnNRUVFuHLlCoxGIwBACAGDwYDjx49jwIABNhsgEZGzkj1AHA1zioioamTPKYsanU2bNmH27NkoKCi4772goCAGCBERKYo5RUREZVl017WEhAT07t0bP/zwA+rWrYvly5fjs88+Q6NGjfh8AiKiiqis8EMWYU4REVWD5Dll0RGdrKwsfP7552jSpAnCw8ORk5ODnj17wtXVFQsWLMDTTz9t63ESETkd2U8JcCTMKSKiqpM9pyw6olO3bl3cunULANC8eXPT3WuaN2+OrKws242OiMiJqVQ1/yHLMKeIiKpO9pyyqNGJjY3F22+/jVOnTuGRRx7Bd999hyNHjuC///0vgoKCbD1GIiKiP8WcIiKisixqdGbMmIEWLVrg2LFj6NmzJyIiIjBs2DAsX74c06ZNs/UYiYicksoKf8gyzCkioqqTPadUQghRnQV1Oh28vLzg5mbxHaprJGFnkl22Q0Q0OWaUVdaz5vj2Gq/jqbbda7yO2oo5RUQys0ZWyZ5Tf/qv/7p167Bp0yZ4eHjg8ccfR79+/UzvqdVqmw+OiMiZOfb3XHJgThERVZ/sOVXhqWuff/45tFotbt++jZs3b2LatGlISEiw59iIiIgqxJwiIqI/U+ERnW+++QZz587FoEGDAJQ+jE2r1eK1116DytFvsUBE5AAc/dxlZ8ecIiKqGdlzqsIjOpcuXUJ0dLTpdY8ePXDr1i1cuXLFLgMjInJ2st+2U2nMKSKimpE9pyo8olNcktLOqwAAIABJREFUXGx2Aaebmxs8PT1hMBjsMjAiIufn4Ang5JhTREQ1JXdOWXR7aSIicg6FhYWYOHEiRo0ahZdffhl5eXn3zfPpp5/imWeewYgRI3DkyBGz99avX4/hw4fba7hERFQL2Sur/vSua99//z18fHxMr41GI3788UcEBASYzTdkyJBKN0REVNsocZ3IsmXL0KpVK4wfPx4bNmxAYmIiZs6caXr/+PHj2L9/P1auXInff/8dEyZMwKpVqwAAaWlpWL16td3HXBPMKSKi6lPqekZ7ZVWFjc6DDz6IJUuWmE0LDAzE8uXLzaapVCoGCBFROZSIj5SUFLz00ksAgK5duyIxMfG+97t06QIAeOCBB2A0GpGXlweVSoWEhATMnDkTs2fPtvu4q4M5RURUM0qduGavrKqw0fn5559rMn4iolrP1t+UrVq16r7/0a9Xr57p+TE+Pj7Q6XRm7+t0Omg0GtNrHx8f5Ofn44MPPoBWq4WHhweq+Rxpu2NOERHVjD2O6CiZVfZ5XDQREVndkCFD7jtSMWHCBOj1egCAXq+Hr6+v2ftqtdr0PlAaJjqdDhcuXEB8fDwKCwtx5swZzJ8/H1qt1vYfgoiIpKZkVvFmBEREEunUqROSk5MBAMnJyYiKirrv/V27dkEIgezsbAgh0K5dO6xfvx5fffUVEhIS8NBDD7HJISIim7FXVvGIDhGRjSjxILYRI0Zg2rRpGDlyJDw8PPDhhx8CAN5//3306dMH7dq1Q2RkJIYNGwYhBN588027j5GIiByDUg8MtVdWqYSTnIydsDNJ6SEQUS0xOWaUVdaz4eSeGq/jiVZ/scJIyB6YU0RkT9bIKtlziqeuERERERGRdNjoEBERERGRdHiNDhGRjSj1IDYiIiJLyJ5TbHSIiGxE7vggIiJnJ3tOsdEhIrIR2b8pIyIi5yZ7TvEaHSIiIiIikg6P6FQibccBHN64B/q8AgQGN0T00F4ICmlc4fy5F69g97KfkHM2G54+dRAWG4WIvl3M5vn95Hn8umoLcrOuwEfji4i+j6H1YxFm85w9mI79a7ejICcXfkGBeHhwLJq2b2WTz+ioWHvlsPbWIvc3ZeQYuL8qh7VXDmtvLXLnlGt8fHy80oOwxC8XUu2+zZN7DmPHV9+jXc9H0C7uUeRmXcbBDbvw0CPh8PT2um/+Wzf0+G7+Ynj7qxE9rBd8/H2x/7vtcPd0R1BIMAAgLzsH695fgqCQxuj89ONwcXHBb2u2IqBRA2gerA8AuJh2Fhs/XYEWD4eh05NdcbtAj31rtyE4LAQ+mrp2rYFSWHvlsPZAdNP2VllPRu5FqIAa/YQEVBzc5FiYU/y3krW3D9a+lDWySvacstsRHZ1OB7VaDQA4efIk0tPTERYWhpCQEHsNocr2r0tG225R6PRkVwBA4zYtsGLWIhzZvBddhve+b/6jP++D0WhEn/HD4eruhibhD6GkqBgHN+xGeM9H4OLigkM/7kbdeho8/tJTAIDgsBDcunETB77fgRaRbQAAKet3oHHbFqZtBIeF4Ma1fBzcsAu9xw+z06dXFmuvHNbeemQ/91k2zKnavb9WFWuvHNbeemTPKbtdo/PKK68AAFavXg2tVosTJ05g5syZWLFihb2GUCXXL+fixrV8NO3Q0jTNxdUFTdq1RNbR0+Uuk512Fo3aNIer+x/9Y7OOrXFbfxM5Z7MBABfTz6JJ+5ZmyzWLCEVu1hXcvK5DcVExLp/JRNOI0PvmyUrLgBDCWh/RYbH2ymHtqTZjTnF/tRRrrxzWnqrC7jcjWLVqFb766itMnToVS5cuxdq1a+09BItcv3wNKqhQt0GA2XTf+v4oyMkr9xc6//I1+JWZv259jWl9RYVF0OffKHceAYH8y9dwIycPRqMRdRtoymxXgxJDMXS5Bdb4eA6NtVcOa29dKiv8IftjTtXO/bUqWHvlsPbWJXtO2a3R0ev1yM/PR/369eHmVtpRu7m5oaioyF5DqBLD7UIAgIeXp9l0Dy9PCKNAceH94y66VQh3Tw+zae5eHqb1Fd1Z591pZecpulUIw6072/X0LH+eO+uQGWuvHNbeymp64rNj54d0mFO1fH+tAtZeOay9lUmeU3ZrdDp27IhXXnkFKSkpWLx4MfR6PQYNGoS+ffvaawhVc/cLgTL/AU3fFJRzTqOoYHrpZFXFy4p75jG9KH88sp9LCYC1VxJrb1Wyf1MmG+ZU7d5fq4S1Vw5rb1Wy55TdbkYwa9YsAKW/iDdv3kSdOnWQkJDgsBd5etQp7diLbhtQx9fHNL2o0ACViwrunu7lLlO2oy+6bbjzntc96ywzT6HBtLxnHS+z5cqbR3asvXJYe+ty0tyrtZhTtXt/rQrWXjmsvXXJnlN2v0ZHpVLBx8cHLi4uCAkJwbZt2+w9BIv4BQVAQKAgJ89s+o2cfPgFBZa/TIMAFOTkm027u7x/w0C4e3rA28/3vnUW5ORBBRX8GgbCt74GKpWqnO3mwd3LA97+vjX9aA6PtVcOa0/EnOL+WjnWXjmsPVWF3RsdADAajaa/nz9/XokhVMovKBBqjR/OHTxhmlZSXIILqafQqG2Lcpdp1KY5LqZloNjwx/mh5w6mw0vtjcDghqZ5zh8+ZXax3LmD6dA0aoA6vj5wc3dDUEgwzh06Ybbuc4dO4IHQpk57aLQqWHvlsPbWJfspATJjTtW+/bUqWHvlsPbWJXtO2e2BoZmZmdBqtVi4cCG+/vprLF68GHv27MHo0aOh0WgqXV6JB7G5urnhwPc7UFJcgpLiYvyyYhOuX76G2DED4enthYKcPORfvgb1nYdEaR6oj9Stv+Hi8bPw8vVGxr7jOPjDTkQN6I6GLUsfSFW3vgYHf9yFa5mX4F7HE8e37Uf6zoN4bFRf0wOpvP18cGD9Dujzb0Dl6oKUdcnIPJaB2BcG1pqHgbH2ymHtrffA0HP5l1DTqzybax6wyliocswp59xflcLaK4e1L2WNrJI9p1TCTjf+fu655zBlyhR06NDBNO3QoUNYsGABli9fXunyCTuTbDm8Ch3Z9CtSt+7Fbd1N1AtuiOihvdCgRSMAwLb/fIdTvxzBX/812zR/zvnfsWf5T7h6/nfUqatGWGwUOvT+i9k6s46dwd7VW5F/6SrUAX7o2C8GraLNf1lP7U3FgfU7oMu9Dr+geuj8dA80CX/I9h/YgbD2yqnttZ8cM8oq69l+7kCN19G9WScrjIQswZz6gzPtr0pi7ZXD2lsnq2TPKbs1OsOHDy83KCqaXpZSAUJEtQ8bndqJOUVEzoSNTuXsdte10NBQaLVaxMTEwNfXF3q9HsnJyQgNDa18YSIiJ+To5y6TOeYUEdU2sueU3Rqd+Ph4bNmyBSkpKdDpdFCr1YiNjUVcXJy9hkBEZFdOem1qrcWcIqLaRvacslujo1KpEBcXx8AgolpE8gSRDHOKiGofuXNKkdtLExERERER2ZLdjugQEdU2zvpcBSIiqh1kzyk2OkRENiJ3fBARkbOTPafY6BAR2Yjsd7MhIiLnJntO8RodIiIiIiKSDo/oEBHZitxflBERkbOTPKfY6BAR2YjspwQQEZFzkz2n2OgQEdmI7HezISIi5yZ7TrHRISKyEbnjg4iInJ3sOcWbERARERERkXR4RIeIyFYkPyWAiIicnOQ5xUaHiMhG5I4PIiJydrLnFBsdIiIbkf1uNkRE5Nxkzyleo0NERERERNLhER0iIhuR/badRETk3GTPKR7RISIiIiIi6fCIDhGRjcj+TRkRETk32XOKR3SIiIiIiEg6PKJDRGQjcn9PRkREzk72nGKjQ0RkI7KfEkBERM5N9pxio0NEZDNyBwgRETk7uXOK1+gQEREREZF0eESHiMhG5P6ejIiInJ3sOcVGh4jIRmQ/95mIiJyb7DnFRoeIyEbkjg8iInJ2sucUGx0iIluR/JsyIiJycpLnFG9GQERERERE0uERHSIiG1FJf1IAERE5M9lzio0OEZGNSH5GABEROTnZc4qNDhGRjcj+TRkRETk32XOK1+gQEREREZF02OgQEREREZF0eOoaEZGNyP4gNiIicm6y5xQbHSIiG5H93GciInJusucUT10jIiIiIiLp8IgOEZGNSH5GABEROTnZc4qNDhGRzUieIERE5OTkzik2OkRENqLERZ6FhYWYOnUqrl27BrVajQULFkCj0ZjN8+mnnyI5ORlubm7QarVo37490tPT8dZbb8HNzQ3NmjXD3Llz7T52IiKyL6VuRmCvrOI1OkREElm2bBlatWqFpKQkDBw4EImJiWbvHz9+HPv378fKlSuRkJCAOXPmACgNlPHjxyMpKQmFhYXYvn27AqMnIqLawF5ZxUaHiMhGVFb4qaqUlBR07doVANC1a1f88ssv973fpUsXAMADDzwAo9GIvLw8tG3bFnl5eRBCQK/Xw82NB/yJiGSnRE4B9ssqJlkl0nYcwOGNe6DPK0BgcENED+2FoJDGFc6fe/EKdi/7CTlns+HpUwdhsVGI6NvFbJ7fT57Hr6u2IDfrCnw0vojo+xhaPxZhNs/Zg+nYv3Y7CnJy4RcUiIcHx6Jp+1Y2+YyOirVXDmtvLbY9JWDVqlVYsmSJ2bR69epBrVYDAHx8fKDT6cze1+l0ZqcHeHt7Q6fToWnTppgzZw4+++wz+Pr6onPnzjYdO1kP91flsPbKYe2txfanrimZVTyi8ydO7jmMnV//gFbR7RH3ylB4enthw0dJuHEtv9z5b93Q44eEr+Hi6oKeY4egTbdO2Ld2G45s+qNLzcvOwYaP/4u69TXoNW4omnZoheQl65CRkmaa52LaWWz5bBUebNMcvcYNQ2DjIGxa9A2uZFy0+Wd2FKy9clh761Gpav7zZ4YMGYL169eb/ajVauj1egCAXq+Hr6+v2TL3vg8AN2/ehFqtxty5c/Hf//4XGzZswIABA7BgwQKr14Osj/urclh75bD21mPrnAKUzSq7Njp5eXkAgPPnz+Onn37C6dOn7bn5Ktu/Lhltu0Wh05Nd0ST8IfQePxxeam8c2by33PmP/rwPRqMRfcYPR5Pwh9CpXwwi+nbBwQ27YTQaAQCHftyNuvU0ePylpxAcFoLoob3Q8tH2OPD9DtN6UtbvQOO2LdBleG8Eh4Ug9sVBCAppjIMbdtnlczsC1l45rL31qKzwp6o6deqE5ORkAEBycjKioqLue3/Xrl0QQiA7OxtGoxEajQb+/v6mb9eCgoJQUFBQ8wI4IeZU7d1fq4q1Vw5rbz1K5BRgv6yyW6MzZ84crFmzBmvXrsWkSZOQkpKCGTNm4N///re9hlAl1y/n4sa1fDTt0NI0zcXVBU3atUTW0fKDLzvtLBq1aQ5X9z/OCGzWsTVu628i52w2AOBi+lk0ad/SbLlmEaHIzbqCm9d1KC4qxuUzmWgaEXrfPFlpGRBCWOsjOizWXjmsvfMbMWIETp06hZEjR2LlypUYP348AOD9999HamoqwsLCEBkZiWHDhuHVV1/FW2+9BQB45513MGnSJDz77LNYtmwZJk+erOTHUARzivurpVh75bD2crBXVtntGp3jx4/jzTffxKhRo5CUlARvb28UFxdj2LBhePHFF+01DItdv3wNKqhQt0GA2XTf+v4oyCm9CKrsLfnyL1/Dg62bmU2rW19jWl9A4yDo82/Ar8w669bXQEAg//I11FF7w2g0om4D81vs+dbXoMRQDF1uAXwD/az0KR0Ta68c1t66lLhtp5eXFz7++OP7pk+dOtX09/Hjx5tC5a7IyEgsW7bM5uNzZMyp2r2/VgVrrxzW3rqUur20vbLKbkd0hBDIz89HcHAwbt++DaD0QiNH7YANtwsBAB5enmbTPbw8IYwCxYVF9y1TdKsQ7p4eZtPcvTxM6yu6s86708rOU3SrEIZbd7br6Vn+PHfWITPWXjmsPdVmzCnur5Zi7ZXD2lNV2O2IziuvvIJnn30WrVq1woABA9CuXTucOnXKcU+PuJtrZRpdU+CV0wGLCqaXTlZVvKy4Zx7Ti/LHo1TnbVesvXJYe6ty1nHXVsyp2r2/VglrrxzW3qqcddyWsluj061bN0RFReHgwYPo3r07/P39ERYWhoCAgMoXVoBHndKOvei2AXV8fUzTiwoNULmo4O7pXu4yZTv6otuGO+953bPOMvMUGkzLe9bxMluuvHlkx9orh7Wn2ow5xf3VUqy9clh7qgq73nXNx8cHjz32GPr374+YmBgEBARg27Zt9hyCxfyCAiAgUJCTZzb9Rk4+/IICy1+mQQAKcsxvbXh3ef+GgXD39IC3n+996yzIyYMKKvg1DIRvfQ1UKlU5282Du5cHvP3Nb78nI9ZeOay9dSn1IDaqPuZU7d1fq4K1Vw5rb12y55Qiz9G5eys/oPQWno7ILygQao0fzh08YZpWUlyCC6mn0Khti3KXadSmOS6mZaDY8Mf5oecOpsNL7Y3A4Iamec4fPmV2zve5g+nQNGqAOr4+cHN3Q1BIMM4dOmG27nOHTuCB0KbSH2IEWHslsfbWpdRtO6nmmFO1b3+tCtZeOay9dcmeU67x8fHx9thQZmYmtFotFi5ciK+//hqLFy/Gnj17MHr0aLMnn1bklwupdhilOVc3Nxz4fgdKiktQUlyMX1ZswvXL1xA7ZiA8vb1QkJOH/MvXoNbUBQBoHqiP1K2/4eLxs/Dy9UbGvuM4+MNORA3ojoYtgwGU3sHj4I+7cC3zEtzreOL4tv1I33kQj43qC82D9QEA3n4+OLB+B/T5N6BydUHKumRkHstA7AsD4XNnW7Jj7ZXD2gPRTdtbZT35Bn2Nn8Sm8VRbZSxUOeaUc+6vSmHtlcPal7JGVsmeUyphp9vJPPfcc5gyZQo6dOhgmnbo0CEsWLAAy5cvr3T5hJ1JthxehY5s+hWpW/fitu4m6gU3RPTQXmjQohEAYNt/vsOpX47gr/+abZo/5/zv2LP8J1w9/zvq1FUjLDYKHXr/xWydWcfOYO/qrci/dBXqAD907BeDVtHmv6yn9qbiwPod0OVeh19QPXR+ugeahD9k+w/sQFh75dT22k+OGWWV9ZwtuFTjdTSv29AKIyFLMKf+4Ez7q5JYe+Ww9tbJKtlzym6NzvDhw8sNioqml6VUgBBR7WOtRuecFQKkmQMHiGyYU0TkTKyRVbLnlN3uuhYaGgqtVouYmBj4+vpCr9cjOTkZoaGhlS9MROSEnPWc7dqKOUVEtY3sOWW3Ric+Ph5btmxBSkoKdDod1Go1YmNjERcXZ68hEBHZldzxIR/mFBHVNrLnlN0aHZVKhbi4OAYGERE5JOYUEZFc7NboEBHVOpKfEkBERE5O8pxio0NEZCOO/nwBIiKq3WTPKTY6REQ2Ind8EBGRs5M9p9joEBHZiOx3syEiIucme065KD0AIiIiIiIia2OjQ0RERERE0uGpa0RENiL7KQFEROTcZM8pNjpERDYi+91siIjIucmeUzx1jYiIiIiIpMMjOkRENiL5GQFEROTkZM8pNjpERDYjeYIQEZGTkzun2OgQEdmI7N+UERGRc5M9p3iNDhERERERSYdHdIiIbET2u9kQEZFzkz2n2OgQEdmI7AFCRETOTfacYqNDRGQrcucHERE5O8lzitfoEBERERGRdHhEh4jIRmQ/JYCIiJyb7DnFRoeIyEZkv20nERE5N9lzSiWEEEoPgoiIiIiIyJp4jQ4REREREUmHjQ4REREREUmHjQ4REREREUmHjQ4REREREUmHjQ4REREREUmHjQ4REREREUmHz9GxosOHD+ODDz7A0qVLceHCBUyfPh0uLi5o2bIl3nrrLQDAp59+iuTkZLi5uUGr1aJ9+/YKj9q5FRcXY8aMGbh48SKKiorwt7/9DQ899BBrbwdGoxGzZs3C2bNn4ebmhnnz5kEIwdoTOThmlX0xp5TDnCIIsop//etf4sknnxTDhg0TQgjxt7/9Tezbt08IIcSbb74pNm/eLI4dOyaef/55IYQQ2dnZ4umnn1ZquNJYvXq1mDdvnhBCiPz8fNG9e3fW3k42b94sZsyYIYQQYu/evWLs2LGsPZGDY1bZH3NKOcwp4qlrVtK0aVMsWrTI9PrYsWOIiooCAHTt2hV79uxBSkoKunTpAgB44IEHYDQakZeXp8h4ZdG3b1+8+uqrAEq/uXF1dcXx48dZezvo2bMn3nnnHQBAdnY26tWrx9oTOThmlf0xp5TDnCI2OlYSFxcHV1dX02shhOnvPj4+uHHjBvR6PXx9fU3Tvb29odPp7DpO2dSpU8dUx1dffRWvvfYaa29HLi4umD59Ot5991307t2btSdycMwq+2NOKYs5Vbux0bERF5c/SqvX6+Hn5we1Wm2245Tdsah6fv/9dzz//PMYPHgw+vXrx9rb2YIFC7Bx40bMmjULhYWFpumsPZHj47+X9sGcUhZzqvZio2Mjbdu2xb59+wAAO3bsQGRkJDp27Ijdu3dDCIHs7GwIIeDv76/wSJ3b1atX8eKLL2Lq1KkYPHgwAKBNmzasvR189913+PzzzwEAnp6ecHFxQXh4OH777TcArD2RM2BW2R5zSjnMKeJd12xk2rRpmD17NoqKihASEoI+ffpApVIhMjISw4YNgxACb775ptLDdHr/93//h4KCAiQmJmLRokVQqVSYOXMm3n33Xdbexnr16gWtVovRo0ejuLgYs2bNQosWLTBr1izWnshJMKtsjzmlHOYUqcS9JysSERERERFJgKeuERERERGRdNjoEBERERGRdNjoEBERERGRdNjoEBERERGRdNjoEBERERGRdNjoEBERERGRdNjo1AI9evRA69atTT/h4eHo2bOn6SFaVLH09HTs378fAPDbb7+hTZs2MBqNVt9Obm4uNmzYYPX1EhE5A+ZU9TGniCrGRqeW0Gq12L17N3bv3o2tW7di/Pjx+Pjjj7Fu3Tqlh+bQxo0bh3PnzgEAOnXqhF27dsHFxfq7zfvvv4/t27dbfb1ERM6COVU9zCmiirHRqSV8fHwQGBiIwMBABAUFYdCgQYiOjsamTZuUHppDu/d5um5ubggMDFRwNERE8mJOVQ9ziqhibHRqMTc3N3h4eAAA9Ho9Zs6cib/85S8IDw9Hnz59zMKldevW+PjjjxEdHY0xY8YAAFavXo0nnngC4eHhePTRRxEfH286XK7VarFw4UJMnjwZERER6N+/P9LT0/H3v/8dDz/8MLp3747Nmzeb1v/ss89Cq9WWO85vv/0WI0eOxKJFixAdHY3HHnsM8+bNs/hzGgwGzJ07F9HR0XjkkUcwadIkXLt2zfR+UlISevbsifbt22PAgAGmb6yeffZZZGdnY/bs2dBqtfjtt9/QunVrGI1GXLx4Ea1bt8bPP/+MHj16oGPHjli4cCFOnjyJp556Ch07dsTYsWNx+/ZtAEBxcTEWLlyIbt26ITw8HD169MCyZcsAAJ9++im+/fZbrFu3Do8//jgAoKCgALNnz0aXLl0QGRmJ119/HdevXwdQempCt27d8M477yAqKgqffvopLl26hJdeegmRkZF45JFHoNVqcfPmTYtrRETkiJhTpZhTRNUkSHqxsbFi5cqVptdFRUVi48aNIiwsTHz//fdCCCFmzpwpRowYIdLT08X58+fF7NmzRefOnYXBYBBCCBEaGioGDBggzp07J06fPi32798v2rdvLzZv3iyys7PFxo0bRbt27cSPP/4ohBBi+vTpol27diIpKUmcP39eDBs2TDz88MPirbfeEhkZGWLGjBni0UcfNY3p+vXr4saNG+WOf82aNSIsLExMnjxZZGRkiFWrVok2bdqIHTt2WPT558+fL4YOHSqOHDkiTp06JSZOnCiGDBkihBDi2LFjIiwsTPz8888iOztb/POf/xQRERHixo0bIj8/X3Tr1k18+eWX4saNG2Lv3r2idevWoqSkRGRlZYnQ0FAxfPhwceLECbFu3ToRGhoq+vTpI3799Vexb98+ERkZKb7++mshhBCJiYmiT58+4vDhwyIzM1N88sknom3btuLKlStCr9eLSZMmiYkTJ4q8vDwhhBCjR48WzzzzjEhNTRWpqaniqaeeEi+//LIQQoi9e/eK0NBQMW3aNJGZmSmysrLE2LFjxdixY8X58+fFsWPHRN++fUVCQoLFvyNEREpiTjGniGyBjU4tEBsbK9q3by8iIiJERESEaNOmjejUqZP48MMPTfN8++234uTJk6bXZ86cEa1btxZZWVlCiNIASUpKMr1/9OhRU/jcNWzYMPHJJ58IIUoD5JlnnjG9t3TpUtGuXTtTIB0/fly0bt1a5ObmVjr+NWvWiDZt2gidTmeaNnjwYLFo0aJKl71165YIDw8XaWlpZtM6dOgg9u/fLzZv3izatWtnet9oNIrdu3eL27dvCyHMw7e8ALk3xDp37mz6/EIIMXbsWDFnzhwhhBBbtmwR+/fvN71XWFgoQkNDxd69e031mjp1qhBCiLS0NBEaGioyMjJM82dkZIjQ0FBx+vRp0zhOnz5ten/AgAHijTfeMNX39OnT4syZM5XWh4jIETCnmFNEtuCm9BElso9x48ahb9++AAAPDw80aNAAKpXK9P7AgQOxZcsWrFixAmfPnsXRo0cBwOzOLY0aNTL9PSwsDF5eXvjkk09w6tQpnDx5EhcuXEB0dLRpnuDgYNPfPT09Ua9ePbi7u5teA6WH6y2h0Wjg4+Njeu3j44Pi4uJKl8vMzERRURFGjhxpdh6zwWDAuXPn0K9fP0RGRmLQoEFo2bIlevTogSFDhpjGV5nGjRub/u7l5YUHH3zQ7PXdz/f4449jz549WLhwITIyMnDs2DGoVCqUlJTct86MjAyo1Wo0b97cNK158+bw8/PDmTNn4O/vDwBm25o4cSJee+01bNmyBV26dEHv3r3xxBNPWPQZiIgcAXOKOUVkbbxGp5YICAhAcHAwgoODERQUZBYeADB16lQsXLhBhhNpAAAD50lEQVQQfn5+GDFiRLm39Lx7njQA7Ny5E4MHD0ZOTg66du2KTz75BB07djSb39XV1ex12W1Wxd3gude9gVCRu/9AJyUlYd26daafjRs3onfv3vDy8sLixYuRlJSE7t27Y9OmTRg8eDBOnjxZ6bpVKhXc3My/K6joTjd///vf8frrr8PNzQ0DBw7EypUrKxx/ReFVUlJiFjj3zvf4448jOTkZ06dPBwDMmDEDM2bMqPQzEBE5CuYUc4rI2tjoEHQ6HX744QckJCRgwoQJ6NmzJ/Lz8wFU/I/0ypUrMXjwYMyZMwdDhgxBixYtcOHCBYv+Uben4OBguLm5ITc31xSgGo0G8+bNQ3Z2Ng4dOoTExERERkZiypQp2LBhAwIDA7Fjxw4ANQu9e61YsQKzZs3ClClT8MQTT0Cv11c4b4sWLaDX65GRkWGadvr0aej1erNvz+710Ucf4dKlS3jmmWfwj3/8A++88w5+/PFHq4ydiEhpzCnmFFF1sNEheHl5wdvbGxs3bsTFixexa9cuvPPOOwAqPmTv7++PQ4cO4cSJEzh16hSmTZuGq1evWnyIHzAPp+vXr0On09Xsg5TDx8cHQ4YMwZw5c/Drr7/izJkzeOONN3Dy5Ek0a9YMXl5eSExMxIoVK3Dx4kVs3boVly9fRnh4OADA29sbGRkZpjvJVDT+yvj7+2Pbtm3IzMxESkoK3njjDahUKlO9fHx8kJ2djcuXL6N58+bo1q0bpk+fjtTUVBw5cgTTp09HVFQUWrduXe76MzIyMGfOHKSlpSEjIwObNm0yfQYiImfHnGJOEVUHG51aoLJve9zc3PD+++9jy5Yt6NevHxYsWICxY8ciKCgIx48fL3cdEyZMQP369TF8+HCMGTMGnp6eGDVqFNLS0qo1rvHjx2Pu3LlW+0z30mq1iImJweTJkzF06FAUFRXhP//5Dzw8PNC6dWssWLAAS5YswRNPPIGFCxdi+vTpePTRRwEAo0ePxooVKzB79uxKx/BnY5o3bx5OnjyJ/v37Q6vVom/fvujQoYOpvgMHDsT58+cxaNAgAMDChQvRtGlT/M///A9eeukltGrVComJiRWuPz4+Hg0bNsQLL7yAp59+GiUlJfjggw8srhERkZKYU8wpIltQCUc7hktERERERFRDPKJDRERERETS4e2lyamNHz8eu3fvLvc9lUqFqVOnYsSIEXYeFRERUSnmFJFyeOoaObWrV6/i1q1bFb6v0WigVqvtOCIiIqI/MKeIlMNGh4iIiIiIpMNrdIiIiIiISDpsdIiIiIiISDpsdIiIiIiISDpsdIiIiIiISDpsdIiIiIiISDr/D4zmb+BRQYs6AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over learning_rate and n_estimators with a Decision Tree base_estimator\n",
"tmp = map_df[(map_df['estimator'] == svm)]\n",
"\n",
"train_test_param_map(x_var_='n_estimators', y_var_='learning_rate', map_df_=tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly something was misconfigured for the SVM classifier as that's garbage output."
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"19 0.1\n",
"22 0.2\n",
"25 0.3\n",
"28 0.4\n",
"31 0.5\n",
"34 0.6\n",
"Name: learning_rate, dtype: object"
]
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_df[(map_df['estimator'] == logreg) & (map_df['n_estimators'] == 200)]['learning_rate']"
]
},
{
"cell_type": "code",
"execution_count": 186,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x_var = map_df[(map_df['estimator'] == logreg) & (map_df['n_estimators'] == 200)]['learning_rate']\n",
"ada_logreg = map_df[(map_df['estimator'] == logreg) & (map_df['n_estimators'] == 200)]\n",
"ada_svm = map_df[(map_df['estimator'] == svm) & (map_df['n_estimators'] == 200)]\n",
"\n",
"fig, ax = plt.subplots(figsize=(12,8))\n",
"ax.plot(x_var, ada_logreg['mean_train_score'], label='Ada LogReg Train', linewidth=3)\n",
"ax.plot(x_var, ada_logreg['mean_test_score'], label='Ada LogReg Test', linewidth=3)\n",
"ax.legend(fontsize=14, loc='best')\n",
"ax.set_title('AdaBoost Recall Score as a function of Base Estimator and Learning Rate)', fontsize=16)\n",
"ax.set_xlabel('Learning Rate', fontsize=14)\n",
"ax.set_ylabel('Recall Score', fontsize=14)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 187,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 81.204%\n",
"Best parameter(s): {'ada__algorithm': 'SAMME', 'ada__base_estimator': LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False), 'ada__learning_rate': 0.1, 'ada__n_estimators': 100}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(ada_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(ada_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **AdaBoost Classifier** with above parameters, was trained with **normalized** data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.13$ unhealthy people as being healthy, and this model labeled $3.17$ healthy.\n",
"\n",
"This performed pretty well. Not best, but in the upper fifth."
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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vX4sWLXD27FkEBwejdevWwnP19fWF39P3799jzJgxGDx4MIDM7IqNjcWyZcuQnJyM0qVLC8cwNjbGzZs34ebmlmutRZUq5hF7lKSQmJiICxcuoH379oiPj0d8fDysrKygqakpfDC2bNkS5cqVE87chYaGIiwsDL/99huAzA+p5s2bC0EEAO3atUOJErm3VdXV1QFAOEOSn5CQENSvX18IIgAoWbIkHB0ds/2h3LRpU+HrqlWrAoDE0IKCMjY2RsmSJdG7d28sX74cwcHBcHBwkBj+8E1SUhKePHkihOE3397D7z/QDQ0NhSD6Vqu0sym1b98eDx48EIZlnT59Gs2bN0f58uUltqtatSp27NiB+vXr4/Xr17h8+TI2bdqET58+ISUlJc9jVKhQQQiinIhEIixatAivX7/GggULMGzYMGHYQk7ev3+P9PR0qf9I//5nraGhAT8/P9ja2iIiIgJBQUHYtm0bXrx4kefrUFdXF8IGyHw/xGJxnr8P3weySCRC5cqVhZ9LcHBwtoAzNjZG9erVc91fWFgYYmJiYGdnJ7Hc0dFR4vtVq1ahR48e+PDhA/755x/s2rULt2/fzvP12dvbw8/PD2lpaQgNDcXp06exZcsWiESibLPc6evrQywWIyIiItf9FT0iGT9IWTCb8sdsyllhZVNwcDBq1aqFGjVqID09Henp6ShVqhTMzc1x48YNAJnXaV27dg1Dhw7Fjh07EB4ejvHjx8Pc3DzPfX8vr9xKSUnBgwcPJIa9AcjWY5fV3bt3UbZsWYl8MzIykjghYGxsjJ07d0JbWxsvXrzAuXPn4OXlhdTU1Dx/JjNmzMCoUaMQHR2NkJAQ7Nu3DxcvXgSAbM/T19dXsgz6nurlERtKUjh58iSSk5Oxdu1aWFpawtLSEq1atcKXL19w5MgRpKWloUSJEujQoYMQRidPnkTNmjWF/8gxMTGoUKGCxH7V1NTyvBi1XLlyKFOmDCIjI3PdJjo6GmlpaQCAuLi4HC921NPTyzYjzvdnjb6dZf9+hpmCqlGjBrZv3w5DQ0Ps2rULQ4cOhb29Pc6dO5dt2/j4eIjF4hxrrVChgkStWc9uiUQiqeu0srJCuXLlhBpOnz6NTp065bjtvn37YGdnh44dO2LWrFn4999/UapUqXyPlfVnmpN69erByMgIYrEY9vb2eW4bHx8PkUgkcXYpL3p6ehLfnz9/Ho6OjmjXrh0mT56M69evQ1NTM8/XkXXojDS/D1nrU1NTE/5oyul3HUCeF+LGxcVBJBJl+0OhUqVKEt/fuXMHXbt2hb29PcaNG4czZ87k+/oyMjKwaNEiWFpaolevXli9erVwfULW5317XfnNIEVUFDCb8sdsyl1hZFNsbCxevHgBY2Nj4dG4cWNcunQJHz9+BAC4uLhg2rRpiImJwZIlS+Do6IihQ4dKDHHLT1659fnzZ2RkZGR7D/T09PJ83+Li4rJlEJA9hzZu3Ahra2v89ttvWLJkCd68eSPRaM7JixcvMHDgQNjY2MDZ2RkHDx4UnpO1Jk1NTWGYIikeh95J4ciRI2jatCkmT54s8Qv97NkzLFiwAOfPn0eHDh3w22+/Ye/evYiIiJAY2gAAlStXRnR0tMR+xWIxYmNj8zy2ra0tbt68KQReVp6ennj9+jVOnz6NcuXK5ThN58ePH2UyO1DWs4dZz/KZmppi48aN+Pr1K27cuAFfX19MmDBBOGvyjY6ODkQikfChmbXWnD6ofoSamhratm2LM2fOwM7ODs+fP8/WQwFkngGbPXs23N3dMWjQIOH4ffr0kUkdf//9N+7fv48GDRpg3rx5OHz4cK4fqrq6uhCLxT/0Ifn69WtMmDABPXv2hLu7OypXrgwAmDBhAl68ePFTr6EgKleujNDQ0GzLo6OjUadOnRyf8+11Z51x7vv/HwkJCXBzc4OFhQW8vb2FHqs///wzx+N9s2HDBuzfvx9//vkn7O3toampiS9fvuQ4TOZbA0oW/1/kRRWHOpB0mE2ZmE0/pjCySVtbG40aNcKiRYuyNQC+NW5EIhGcnJzg5OSE9+/f49y5c1i3bh1mzpyZbeKRH6Gnp4cSJUpk+72Ojo7O8xolXV3dbM8BMk8mfHP48GGsXbsW8+bNQ+fOnYWe2LymqheLxXBzc0OFChVw/PhxYZjs7t27ERQUlG37uLg4pcqg76liHrFHKR+RkZEICQlBt27dYGFhIZy1s7S0RP/+/aGnpyf8wWVpaYmqVavC19cXr1+/FoY2fFsXHByMxMREYdnly5eFM265cXJywsePHyVmVPnm5s2bCAoKEmYkMzc3x/PnzxEWFiZsk5KSgnPnzhWoSzsn2traEmd7kpOTJW4Gt2/fPrRr107oZm/dujXGjx+P9PR0YXjBN2XKlEGjRo2yXWB89epVxMfHw8zM7Kdq/V779u0REhKCvXv3onnz5jl++Ny/fx9qampwc3MTgigqKirbhf7fhpsURHR0NJYsWYI+ffpg/fr1CA8Pz/Fn+U2VKlWgpqaW7ULqb2fL8vLo0SOkpaXB2dlZaCQlJSXh9u3bBa77Z1haWuLZs2cSQweePn2abZan79WpUweVK1fONm3u5cuXha/DwsLw+fNnDB06VGgkZWRkICgoSCKQs75X9+/fR+PGjdG+fXvhLPCVK1cAZD+TFxUVBZFIpDTXJ1HxxWzKxGwqWtlkbm6Ot2/fQl9fX6JXaevWrULDdMSIEVi6dCmAzCFzgwcPRtu2bYUeSjU1tZ/qRVRTU4OpqakwY+I3OfUifs/Kygrx8fHCBBdA5jVJ32fXvXv3UK1aNfTt21doJD169AjR0dG55lB0dDTevHmDvn37StzHKq8c0tfXl/blUiFjQykfhw4dgpqaGtq3b59tnZqaGjp37owbN24I/8E7deqEvXv34pdffpH4DzFkyBCIRCKMGjUKly5dwoEDBzBz5kyIRKI8/wi2sLDAiBEj4OPjg/Hjx+PcuXO4fv061q5dC1dXV5iZmQmz8fTs2RPVqlXDqFGjcPToUVy8eBHOzs749OlTge/0nZW9vT0OHjyIw4cP48qVK3B1dZWo29LSUphWMygoCBcvXsSKFStQo0YN4QLc740dOxYPHjzAxIkTcfXqVezZsweTJ0+GmZlZvkMA8vP9h46NjQ20tLSwbdu2XMcnN2nSRBieFRwcjMOHDwuzQH0/5lxHRwf//vsvQkJCpD7+woULIRKJ4OHhgZo1a2LkyJHYsmUL/ve//+X43DJlysDExAT37t2TWF62bFlERUXh+vXriIuLy/G5RkZGUFNTw59//ol//vkHJ06cgJOTEz59+iT12HlZ6Nq1K/T19eHi4oIzZ87gxIkTGDNmDNTU1PL8XR83bhz+/vtvLF++HEFBQZg5c6bEXeTr1q0LLS0teHt74/r16zh//jycnZ3x9OlTiTHeWd+rJk2a4N69e9i1axdu3boFPz8/TJs2DWpqatnel3v37qFu3bqoUqWK7N+YQqKK07FS/phNmZhNRSubevXqhXLlymHYsGE4efIkbty4gfHjx+PUqVPC+21ubo7du3fDz88PwcHB2L17N06dOiX8Ln+7p9XFixclGtcFMXr0aAQHB2PWrFkICgrC+vXrhYkccutVsrW1hYWFBSZNmoQjR47gzJkzGDNmjMQwvyZNmiAyMhLe3t64desW/vrrL7i4uGTLEx0dHdy+fRsPHjyAnp4e9PX1sX37dly+fBlXr16Fh4eHcCIw620w7t+/L0zIpGxUMY/YUMrH0aNHYWZmluv1FV26dEFGRgYOHDgg8f33Z+yAzC5df39/iMVijB8/Hhs3bsT06dMhFotRpkyZPGuYPHkyVq1ahdjYWMyZMwfu7u44f/483N3d4evrK3SVa2lpYdeuXWjatCkWLFgADw8PlChRArt27cp3hqCsHxxZv582bRqsrKwwb948TJ8+HS1atED37t2F9bVr14aPjw+io6Mxfvx4TJ48GZUqVYKfn59wtuv7fbZp0wbe3t548+YN3N3dsX79enTp0gW+vr4S2/3IDce+f06JEiXQpk0bANknBvi2XYsWLeDp6YlLly5h1KhR8PHxQceOHTF69Gg8efJEuODf1dUVb968gbOzs3AmMqf6vi27dOkSTp48icmTJwsX1bq6ukJfXx8zZszI9YyZo6Njtu74fv36QU9PD66urjl21QOZP4Ply5fj6dOncHFxwcqVK9GkSRPMmTMHkZGRwj0+st7ILa/XkNP3uW3/bXmJEiXg5+eHatWqYerUqVi6dCmGDh2KKlWq5Pm73rt3b8yfP1/43f706ZPErD/a2tpYv3494uPjMXr0aCxcuBB6enpYu3YtMjIy8ODBgxzfKxcXF/To0QPe3t5wdXXF8ePHMWvWLNjY2GQL/aCgoBz/8CzKVDGYKH/MpkzMpqKVTdra2ti1axfq1q2LuXPnYvTo0Xj//j02bNggTNbj5uaGUaNGITAwECNHjoSvry+GDx8Od3d3AJmz3XXv3h1btmzBn3/+KdRekNyytrbG8uXLERISAjc3N1y7dk2Y+lxLSyvH1wcAPj4+wr2q5s2bh549e0r8jvbs2RMjR47Enj17MGrUKOzevRsjR45E7969cf/+fWG7cePG4ebNm3B2dkZGRga8vLxQpkwZTJgwAdOnT8fXr1+F2198f/+n0NBQREdHS0zDrkxUMY9E4p/p3ySp3bt3D8nJybC2thaWvXz5Ep06dYKPj4/wgUmUkJAABwcHrF27VuL3RVk8ffoUb9++hYODg7AsISEBNjY2mDp1qsT0skXJ48ePMXDgQJw/fz7bJBlFmePGnO8z8qPOuuY+/IZUD7OJpKVM2XT+/HnUrFlTmFYdAPbs2YP58+fj5s2bErM8FiULFy7E+/fv87zZc1GminnEyRzk5M2bN5g+fTo8PDzQpEkT/Pfff9i0aRPq1q2rtF2sVDi0tbUxcuRIbN26tciHUU7i4uIwevRouLi4wNbWFvHx8di2bRu0tbVzndmpKPD398eQIUOUqpEEoKjMoEpKitlE0lKmbLp48SKuXbsGDw8PVKtWDc+fP8fq1avRtWvXIttIiomJwbFjx7Bjxw5Fl/LjVDCP2KMkRzt27MCePXsQEREBLS0ttGzZEpMmTco29SRReno6+vfvj0mTJsHKykrR5RTYsWPHsHXrVrx8+RIaGhqwtLSEh4cHcpv1TtFCQ0Ph4eGBQ4cOZZt2tqhrv8ldpvs74+It0/1R0cdsImkpSzYlJydj5cqVOH/+PD59+oTKlSujS5cucHd3z/MeYYq0ZMkS6OjoCDddV0aqmEdsKBERKTFVDCYiIlI+isij+/fvY8WKFQgICMDjx4/h6uqK2rVrAwAGDBggMZLl69evmDx5Mj59+gRtbW0sXbo032n/i2azmoiIpKKK960gIiLlI+888vX1xZEjR4QJOh49eoThw4fj999/z3H7v/76Cw0bNsSYMWNw4sQJbNiwATNmzMjzGErfUGq6or+iSyAVdMJNOS+kJOVgoJXzTGWk3JhHVFgujPv5G7ES5URPo6yiS/hhtWrVgre3N6ZMmQIgs6H06tUrnDt3DrVq1cKMGTMkZu+8ffs2nJ2dAWTeWiCve4d9w+nBiYiUmCpOx0pERMpH3nnk6OgoccPlpk2bYsqUKdi5cydq1KgBLy8vie0TEhKEyTy0tLSQkJCQ7zHYUCIiUmYikWwfREREP0LBedSuXTsYGRkByGxEhYaGSqzX1tZGYmIiACAxMRE6Ojr57pMNJSIiIiIiUmojRozAw4cPAQA3btyAsbGxxHozMzNcvnwZAHD58mVYWFjku082lIiIlJhIxg8iIqIfoeg8mjt3LhYtWoShQ4fi7t27cHNzA5DZgEpLS8OAAQPw7NkzDBw4EPv27ZNqKnaln8yBiKg443VFRERUFCgijwwMDBAYGAgAMDIyEr7+np+fHwCgRIkSWLt2bYH2zx4lIiIiIiKiLNijRESkxDj/AhERFQWqmEdsKBERKTUVTCYiIlJCqpdHHHpHRERERESUBXuPS5yhAAAgAElEQVSUiIiUmEgVxzoQEZHSUcU8Yo8SERERERFRFuxRIiJSYqp3/o6IiJSRKuYRG0pEREpMFYc6EBGR8lHFPOLQOyIiIiIioizYUCIiIiIiIsqCQ++IiJSYSM6jwjdv3owLFy4gNTUVAwcOhKWlJTw9PaGmpoYGDRpgzpw5cq2HiIiKBnnnkTywR4mIiKQSHByMu3fvIjAwEAEBAYiMjMSSJUvwxx9/YOfOncjIyMC5c+cUXSYREZFMsKFERKTERCKRTB95uXbtGho2bIjRo0fDzc0NrVu3xuPHj2FhYQEAsLe3x40bN+TxsomIqIiRZx7JC4feERGRVGJiYvDu3Tts2rQJ4eHhcHNzQ0ZGhrBeS0sL8fHxCqyQiIhIdthQIiJSYvI856arq4t69eqhRIkSqFOnDkqVKoWoqChhfWJiIsqWLSvHioiIqKgoGn1AssWhd0REykwkku0jD+bm5rh69SoAICoqCsnJyWjRogWCg4MBAFeuXIG5uXmhv2QiIiqC5JhH8qKwHqWPHz9i3759ePXqFaZMmYKbN2+ibt26MDQ0VFRJRESUh9atWyMkJAS9e/eGWCzG3LlzYWBggJkzZyI1NRX16tVDx44dFV1mgTGPiIgoJwppKD18+BC///47jI2NcefOHYwZMwbBwcHw9PTEhg0b0LJlS0WURUSkdOR9zm3SpEnZlgUEBMi5CtlhHhERyUbR6AOSLYUMvVu6dClGjRqFHTt2oGTJkgCAuXPnYtSoUVi5cqUiSiIiUkqqOMuQPDGPiIhkQxXzSCENpcePH6NTp07Zlnfr1g1hYWEKqIiIiIoj5hEREeVGIQ0lPT09vHjxItvy27dvo3LlygqoiIhIWYlk/ChemEdERLKienmkkGuUnJ2dMWvWLDg7O0MsFiMoKAiRkZHYsWNHjuPfiYiICgPziIiIcqOQhlK/fv1QqVIl+Pn5QVNTEytXrkSdOnWwaNEidO7cWRElEREppSIyjFtpMY+IiGRDFfNIYdODOzg4wMHBQVGHJyJSCaIiMjxBmTGPiIh+nirmkUKuUUpKSsLq1auFC2WnTZuGZs2aYfDgwXj//r0iSiIiomKIeURERLlRSENpwYIFOHv2LMRiMY4fP44TJ05g/vz50NXVxbx58xRREhGRUhLJ+F9xwzwiIpINVcwjhQy9u3DhAvz9/VGvXj2sXbsWrVq1QteuXdG4cWP06tVLESURESmnopElSot5REQkIyqYRwrpUUpLS4O2tjZSU1MRFBQEOzs7AMDXr1+hoaGhiJKIiKgYYh4REVFuFNKjZGZmhqVLl0JHRwepqalo164dnjx5gvnz58PGxkYRJRERKaWiMjxBWTGPiIhkQxXzSGHXKInFYoSGhmL16tUoX748Tp8+jUqVKmHWrFmKKImISCmJRLJ9FDfMIyIi2VDFPFJIj1LVqlXh4+MjsWzChAmKKIWIiIox5hEREeVGIQ2ljIwMnDlzBs+fP0d6ejoAQCwWIyUlBU+ePIG/v78iyiIiUjqqONRBnphHRESyoYp5pJCG0vz583Hw4EEYGRnhwYMHMDU1xZs3b/Dx40cMGjRIESUREVExxDwiIqLcKOQapVOnTmHFihUIDAxEzZo1MXfuXFy6dAm//vorkpOTFVESEZFyUsVB4XLEPCIikhEVzCOFNJQSEhLQpEkTAEDDhg1x//59qKurw8XFBVeuXFFESURESkkk40dxwzwiIpINVcwjhTSUatasiUePHgEAGjRogAcPHgDIHCuekJCgiJKIiKgYYh4REVFuFHKN0ogRI+Dh4YHFixejc+fO6NGjB0QiEe7duwdzc3NFlEREpJRU8eJZeWIeERHJhirmkUIaSr169ULt2rWhqamJevXqwdvbG/v27UPTpk0xduxYRZRERKSUisgwbqXFPCIikg1VzCOFNJQAwNzcHBkZGQgPD4e1tTWsrKygoaGhqHKIiKiYYh4REVFOFHKNUmpqKpYtW4amTZuiQ4cOiIyMxOTJk+Hh4YGkpCRFlEREpKRU8fJZ+WEeERHJiurlkUIaSuvWrcO1a9ewdetWlCpVCgAwZMgQPH78GEuXLlVESUREVAwxj4iIKDcKaSgdP34cc+fOhaWlpbDMwsICixcvxtmzZxVREhGRUhKJRDJ9FDfMIyIi2VDFPFLINUoxMTHQ09PLtrx06dL48uWLAioiIlJORSNKlBfziIhINlQxjxTSo2RtbY0tW7ZALBYLy+Lj47Fq1Sq0aNFCESUREVExxDwiIqLcKKRHac6cOXB3d4e1tTW+fv0KFxcXREZGonr16ti4caMiSiIiUkpFZXiCsmIeERHJhirmkUIaSlWqVMH+/ftx48YNhIWFIS0tDXXq1EHLli2hpqaQTi4iIiqGmEdERJQbhd1HKSEhAWZmZrC2tsbTp09x5coVaGhocKgDERHJFfOIiIhyopDTZZcuXYKdnR1u376N8PBwDBo0CPv27YOrqysCAwMVURIRkVISyfhfccM8IiKSDVXMI4U0lFavXg0XFxdYW1tj//79qFixIk6dOoUVK1bAz89PESURESklVZyOVZ6YR0REsqGKeaSQhtLLly/RrVs3iEQiXLhwAe3atYNIJEKjRo3w4cMHRZRERETFEPOIiIhyo5CGUuXKlREaGorQ0FA8e/YMrVu3BgBcu3YNBgYGiiiJiEgpiWT8KG6YR0REsqGKeaSQyRyGDRuGsWPHQk1NDdbW1jA3N8eGDRuwYcMGLF26VBElERFRMcQ8IiKi3CikoTRo0CCYmpri3bt3aNmyJQDAxsYGDg4OMDQ0VERJRETKqYiM41ZWzCMiIhlRwTySW0MpIyNDuCdFRkYGDA0NhRDKyMiAiYlJtu2IiChvqhdLhY95REQke6qYR3JrKBkbG+PatWvQ09ODkZFRnrNZPHnyRF5lERFRMcM8IiIiacitobR9+3aUK1dO+LqoTPtHRKTM+FlacMwjIiLZU8XPUrk1lJo3by58bWVlhcTERCQmJkJLSwtaWlryKoOISKUUlZvyKRPmERGR7KliHsl1MoePHz9i48aNOHfuHKKiooTl1apVQ6dOnTBy5EiUL19eniUREVExxDwiIqL8yK2h9Pr1awwePBhlypRB3759Ub9+fejo6CAhIQGhoaE4evQojh49isDAQOjr68urLCIiKmaYR0REJA25NZSWL18OQ0NDeHt7Q0NDQ2Kdo6MjXFxc4OrqCm9vbyxatEheZRERUTHDPCIiImnIbd7TkJAQjB07NlsofaOhoYGxY8fixo0b8iqJiEjpiUQimT6KA+YREZHsqWIeya1HKT4+HlWqVMlzG319fXz48EFOFRERKb+iESXKhXlERCR7qphHcr3hbIkSeR9OXV0d6enpcqpIOZhXbwTffrNyXd9x81hExX8Svh9o1gk9m7RB7+1TpD5GFR097HdaDue9CxD64ZXEusHmndG3mSMqa5fHs//Csf7aHtx882+BXwcVfUGXr2LJzPk4dvVsjuv3BvyFcydOY/Nf2/Ldl1PPAXj7OlxiWQW9Cth35m/h+yvnL2L7pq149zYCNWrVxIgxLrCytf6p10AkDeaRbLSqZ47Fnd1h6zVcYnnHX6wxokV31NSthqj4T9h99xQC757Oe191zeBi0wu1K+gjKj4agXdPY8+9MxLbMI+Kn7TUNPj5bMHp4yfxOSYWRibGGOMxAb80+iXf5yYmJmJIzwEYN3kCWrdzkFh36ugJ7Ny6AxFv36J6jRoY6jwMjp3aF9bLICUm11nvIiIikJSUlOv66OhoOVajHB5HhWHILsmGUqkSGljRdSIeR4VJNJIc6ltiov1AvIp5J/X+9cqUg3fPqdDSKJ1tnZPlbxjbsj/WXQ1EaNRLdDZqCe9enhi6ezYeR4X9+IuiIuff+w+xdNaCXNdfPncRvl4bUbt+3Xz3lZKSgndvI+A6cQwaNzMRlpcs+X8fNyH/BGO+5xz0GtAHFi2a4+zxU5jtMR1eW33Q0Mjw515MMVNUhicoG+bRz2mq3xCLOrtnW97hF2ss/nUstt86iqBX22FVszGmOjgh4WsSjj2+muu+VnX3wPHH17Dm8m400W+AKQ5OEEOMvfcyT9wwj4qnNctW4syJUxg9cSwMqhtg765AjB3hioCDf6FK1aq5Pi8pKQlTx03Ch/dR2dZdOH0OC2bMxZARTrC0tkLw9X8wd+pMaGhooFXb1oX4alSfKuaRXBtK/fr1y3O9WCxWyTf5ZySnfsW/719ILJvcZijE4gxMO+4FAChdshRcbXpjiPmviPuSIPW+HepbwrPt79BQL5nj+sHmnRF49wx2hBwDAASHP4JFDSP0MmmLx2cZTKogNTUVB3bthf9GX5QuUxppqakS65MSE7F901Yc2L0X2mV1pNrnq+dhEGeI0bKNPaoZ5Dxj2I7N/rC2s4HbH2MBAJY2Voh8F4nd/gGY+ycvni8Yfmb+CObRjymhpo7B5p0x2rYPklK+oKS65J8R4+0HIvDuaay9+hcAICT8MfTLVkKLWk1ybSj9atQS7+M+YvYpHwCZWVNPrzr6NG0nNJSYR8VPYkICjh36G24Tx6B7n54AABOzZuhk1w6njp6Ek/OwHJ9399Zt/LlwGWJyOdmxe/tO2LVpBdfxmQ198+YWePTwEQ7u2c+G0k9Tvc9MuTWUzp8/L69DqbS6egbo16w9Fp3zQ9yXRABAjyYO6GRog2nHvWBbpykaVamT7360NUpjeZfxOPDgPK69vIe13Sdn22bU3oXCMb5JS0+DRj5DVkh5BAf9g8DtO+E2cQxiY2Kxf1egxPpjB//GpbMXMGvpfARduopXYS/z3eeLZy+gWVoz10bSl+QvePzwEf6YIfk7Z9vKDjv9tv3wayGSFvPox7Ws0wzDmnfFyks7Ub5MWQwx7yysa1SlDqrq6OHAA8n3d8ZJ7zz3qaFeEkmpXySWff4Sj3Ka2sL3zKPiR7N0aWzZ7Y9q303Rr66uDhFESE1JyfV5nhOmwMq2BQY4DcLIAb9nWz932UKoq0nOZVayZAl8/fJVZrWT6pDbJ4yBgYG8DqXSxrbsh9cxkTj08KKw7NLzEOy7fxap6WmwrdNUqv18SUtB960eePs5CubVG+W4zcvo/xvCV1FLF4PNO6O6bhXMO7P5514EFRmGxo2w6+h+aGlrYfumrdnW2zm0Qo/+vVGyZEkEXcr5bHBWYc+eQ1tHB3MmTced4BCIRGpo7egAN4+xKF26NCLC30KckQGDGtUlnletuj6+JH/Bx//+Q8VKlWTy+ooDdnoUHPPox/37/gU6bxmHxJRkuFj3kljXsFJNAEBJ9RLw7TcbTas1wKekz/C7eQT77ud87SMAHHxwAZ0MbTHAtAP+fnQFjavWQxfjVth//5ywDfOo+FFXV0eDXxoCyOzhjYx4B98NmyFSU0PHLp1zfd7GHVtQp15dRL6LzHF99e+y53NsLI4fOYaQm7cwa9E82b6AYkgReXT//n2sWLECAQEBePLkCRYuXAh1dXVoaGhg+fLlqFChgsT2PXr0gI5O5giZ6tWrY/HixXnun6dilIhBuUqwr2eOeaclg+Fd3H8F3ldaRjrefs4+djcnvxnZYUEnN4jFwIEH53E34n8FPh4VTXqVKua5PrdeobyEPXuB6I+f8ItxI/QZ3B/PQp/C38cXH95HYen6lUhKTIRIJELpMmUknlfm/3+flJAEsJ1EVCR9TIzNdV350mWRIc7Amu6TsPfeGWy8vh8O9S0xvd0wxCbH4ezTmzk+70HkM2wNPowpDk6Y4uAEALgWdg9rr/yVbVvmUfHkv9EXfj5bIBKJMNLdBdVr1sh12zr18r+WFgDuhtzBmOGuEIlEsLG3Ret2bWRVLsmJr68vjhw5Ai0tLQDA4sWLMXv2bPzyyy/Ys2cPNm/eDE9PT2H7lJQUiEQi7NixQ+pjsKGkRHo2aYu4Lwk48eSaXI97L+IphgfOQ6MqdeFu2weaJTUw66SPXGsg5eH2xxikpaXD0Dizp7JxMxOULVcWS2YtwJOHjyAWiwFkv+hTWK7GLpKCEKngmHBSTiXU1KGupob9989ha3DmDJch4Y9RXbcyXG1659pQcrfti+FW3eD7z2HceP0AtcvrY6xdPyz7bRymHFsrsS3zqHhq1a4NzJpb4E5wCLb6bEFaaipGurv81D5r1KoJb/9NePsmHBvXeuMP13FYv3WjjCounuSdR7Vq1YK3tzemTMmc6Xn16tWoWDHzBHBaWhpKlSolsX1oaCiSkpIwYsQIpKenY+LEiWjaNO+RWGwoKZE29c1x4VkI0jLkO2Xt289RePs5Cncj/ocMcQamtHGC19U9+JDAWaEou/r/f6jE9yxtWkAsFuPF0+do1MQYYrEYSYmSM44lJycDALS0tbM9n3LHZhIVFUmpXyEWA9dfPZBY/s+rh/ij9WCoi9SQLs6QWKcuUsMQi1+x994ZeAftBQDceRuK9/Ef4d3LExb3jRAS/ljYnnlUPNVrUB8A0MzcFImJidi1LQDDXEdCXV39h/dZsVJFVKxUEc3MTVG+QnlMHTcJD+7eh4mpdJcwUHbyziNHR0dEREQI339rJN25cwe7d+/Gzp07JbbX1NTEiBEj0KdPH7x69QrOzs44ffo01LJcs/a93NcUomnTpiEhIfvsbJ8/f8a4ceMUUFHRV0VHD3X0DHD+Wc5n5GStTElNdG5ki4pauhLLQ6MyL+avrF1eLnWQcklPS8Opv4/jxdPnEsu/fs28SLZceV3o1zCASCRC5HcfbgAQ+fYdymhpoYKe5HhiosLEPJKd8Nj3AJBtJrwS//+P2Yz/32v8Pd3SOihVoiQeRkp+ZnwbUldXz4B5VExFf/yE44ePIjkpWWJ5Q8NfkJqSis+xnwu8z7S0NJw7dQavX77Ktk+xWIz/oniTaWV34sQJzJs3D5s3b0b58pKfDbVr10bXrl2Fr3V1dfHff3lfviK3HqWQkBC8evUKAHD48GEYGhoKYwq/CQsLQ1BQkLxKUiqNq9aDWAw8jHyR/8YyIIYY8zq4wvfmYWy6cUBYblOnKdIy0vAqWvp7NVHxoV6iBPx9fNGoiTHmLl8oLL9y7iJKapREoyZGKF26NAwbGyHo0lV07PqrsE3Q5aswa26uiLKVG2dzKDDmUeG4Hf4EKempcGzYAvffPRWW29c1w6P3YRAje0MpJjkO8V+S0MzgF5x48n/vd5NqDQAAb2M/MI+Kqfj4eCyevQAikQidu/0mLL95/R+Ur1D+h06qlShRAuuWr0ZzmxaYuXCOxD5FIhHqNawvk9qLLQXn0ZEjR7B3714EBASgbNmy2dYfOHAAT58+xZw5cxAVFYXExERUymfyKLk1lLS1teHj4wOxWAyxWAx/f3+Jri6RSIQyZcoI4wxJUv2KNRCbHIf4r4n5b5yDOhX0oaFeEv/773WO67P+bienfsXuu6cwrHlXJKd+QWjUK1jVaoKhFr/C9+YhJKQk57gfKn5eh71CWloq6jXM/MNm4PCh8Fq2Cj6rvGBla43HDx9hp9829BnUX5jNbuCwIZjtMQ1rlqyAjX1LnD1xCk+f/A9eW3mtQUHxGqWCYx4VjqTUL/C7eRgu1r2QlJqMkPAn6GhoDdPqhnA/sFTY7vs8yhCL4XvzEMbZDUDi12QEvbqPWuWrwc2mNx68e47rr+4DAPOoGKpVpzbaOLaF14o1SElJgUF1A1w6dxFnjp/CjAWzAQAR4W8RGxMLY5PGUu/XyXkY1ixbhUqVK8PcygKhj55g2yY/dOr6K2rXzf/2KpQ7ReZRRkYGFi9eDH19fbi7u0MkEqF58+YYM2YMpk6diokTJ6J3797w9PTEwIEDoaamhsWLF+c57A6QY0PJ0NBQuHdFly5dsGvXrhxbe5SzCmXKZruHRG5yGN2AGe1GoFrZivjVd7zUz1lzeTc+JX5GzyYOqGZbCRFxH7D0wrZs98gg1ZHfDTZz+hBctXAZYqJjsONw5j2YuvXpAQ0NDRzYvRdH9x9G+YoV8LvrSPR3GiQ8x6ZVS0yZOwM7/bbh9NETqFG7FhauXoqGRoayfUFEOWAeyU7W6NjyzyHEf03CANMOGGrxG17HROKPI6vwz+uHwjZZ82hHyHEkfE3GYPNOGGjWCVEJn3Ds8VWJ3iPmUfE0a/FcbPXZgp1+2/Hx4yfUqVsHi1YtRau2mTPU+W/yw6mjJ3Dtfs6XJeSUab0G9EUpTU3sCfgLgQG7oFexIoaM/B1DRjgV6muhwmFgYIDAwMy/P27ezPn3YNmyZcLXK1euLND+RWJxTn8iFy57e3v4+PjA2Nj4p/fVdEV/GVREJOmE23pFl0AqzEAr72nZC2Ls4eUy2xcAeHUvXr0ozCNSBhfG8X5RVDj0NGR3kkgV80ghs95pamoiJY+7KhMRkXQ49O7nMI+IiGRDFfNIIQ0lOzs7DB8+HPb29jAwMMg2z/n48TkPDyMiIpIl5hEREeVGIQ2lp0+fonHjxoiOjkZ0tOS9D/K7RoKIiL7Dj8yfwjwiIpIRFfzIVEhDKSAgQBGHJSIiksA8IiKi3CikoQQADx8+xPPnz5Geng4AEIvFSElJwZMnT7Bw4cJ8nk1ERIBqjgmXN+YREdHPU8U8UkhDad26ddiwYQMqVqyIT58+oUqVKvj48SPS09PRvn17RZRERKSUVDGY5Il5REQkG6qYR3nfZamQ7N27F/PmzcO1a9dQrVo1BAQE4Pr167CxsYGBgYEiSiIiomKIeURERLlRSEMpNjYWdnZ2AIBGjRrhzp07KFu2LCZOnIhTp04poiQiIqUkEsn2Udwwj4iIZEMV80ghDaWqVasiPDwcAFCvXj08fvwYAKClpYWYmBhFlEREpKREMn4UL8wjIiJZUb08Usg1Sn379sXEiROxZMkStGvXDk5OTtDT08M///wDQ0NDRZRERETFEPOIiIhyo5CG0qhRo1C1alVoamrCxMQE06dPR2BgIHR1dbFo0SJFlEREpJR4r5+fwzwiIpINVcwjhU0P3rVrVwBAWloaevfujT59+iiqFCIiKsaYR0RElBOFXKMEALt27YKjoyOaNWuGt2/fYtasWVi1ahUyMjIUVRIRkdJRvRHh8sc8IiL6eaqYRwppKPn7+8PX1xfu7u4oUSKzU8vW1hYHDhzAmjVrFFESEZFyUsVphuSIeUREJCMqmEcKaSgFBgZi/vz56N69uzCesWPHjli+fDkOHz6siJKIiKgYYh4REVFuFHKN0vv371G7du1sy6tWrYq4uDj5F0REpKSKxjk35cU8IiKSDVXMI4X0KDVr1gwHDhyQWJaRkQFfX1+YmJgooiQiIqUkkvG/4oZ5REQkG6qYRwrpUZo5cyacnZ1x6dIlpKSkYM6cOXj16hVSUlLg6+uriJKIiKgYYh4REVFuFNJQatCgAU6fPo2///4bYWFhSE9Ph6OjI7p27QotLS1FlEREpJRU8b4V8sQ8IiKSDVXMI4XdR6lUqVK8VwURESkc84iIiHIit4bSkCFDpG5p7tixo5CrISKi4op5RERE0pBbQ8nc3DzbMl9fX/Tt2xdly5aVVxlERCpFFYc6FDbmERGR7KliHsmtoTRhwoRsy7Zv345hw4ahRo0a8iqDiIiKOeYRERFJQ2HXKBER0c9TvfN3RESkjFQxj9hQIiJSYqo41IGIiJSPKuaRQm44S0REREREVJTJrUcpPDw8x+WRkZHZlnGMOBGRtFTvDF5hYx4RERUG1csjuTWUHB0ds3XJicViDB06VFguFoshEonw5MkTeZVFRKTUVC+WCh/ziIhI9lQxj+TWUDp//ry8DkVERJQr5hEREUlDbg0lAwMDeR2KiKjYUMWLZwsb84iISPZUMY84mQMREREREVEWnB6ciEiJqd75OyIiUkaqmEdsKBERKTMVHOpARERKSAXzSKENpRcvXuDFixdIT09HnTp1YGhoqMhyiIhICp8+fUKvXr3g7++P5ORkuLq6onbt2gCAAQMGoFOnToot8Acwj4iIKCuFNJQ+f/6MqVOn4tKlSyhXrhzS09ORmJgICwsLbNiwATo6Ooooi4hI6YjkPNghLS0Nc+bMgaamJgDg0aNHGD58OH7//Xe51iErzCMiItmQdx7Jg0Imc1iwYAH+++8/nDx5Ejdv3kRISAiOHj2K5ORkLFmyRBElEREpJZFIto/8LFu2DAMGDEDlypUBZDaULl26hMGDB2PGjBlISkoq5FcsW8wjIiLZkHceyYNCGkoXL17EvHnzUKdOHWFZ/fr1MXv2bN7fgoioiDp48CD09PRga2sLsVgMsViMpk2bYsqUKdi5cydq1KgBLy8vRZdZIMwjIiLKjUKG3n0bspGVSCRCenq6nKshIlJe8hzqcPDgQYhEIgQFBSE0NBSenp7w8fGBnp4eAMDR0RELFy6UWz2ywDwiIpINDr2TEQcHB8yfPx8vX74UloWFhWHBggVo06aNIkoiIqJ87Ny5EwEBAQgICECjRo2wbNkyuLm54cGDBwCAGzduwNjYWMFVFgzziIiIcqOQHqXJkyfD3d0dnTp1gra2NgAgMTERrVq1wqxZsxRREhER/YB58+Zh3rx50NDQQKVKlTB//nxFl1QgzCMiIspNng0lf3//Au1s2LBhUm1XtmxZBAQEIDQ0FGFhYShVqhTq1q0rMUaciIjyJ1LQFa87duwQvg4MDJTLMQsjk5hHRESyoag8Kkx5NpSWLVsm8b1IJIJYLIa6ujrKly+PuLg4pKSkoGTJkihXrlyeoZSRkZFtWcOGDdGwYcNs26ipKWREIBERFWGyyiTmERERSSPPhlJoaKjw9bVr1+Dp6Yk5c+agbdu2Qnhcv34dM2bMwIQJE/I8kJGRkVQtTZFIhMePH0tTOxFRsaeKF8/mRlaZxDwiIpI9Vcwjqa9RWrBgASZOnAhHR0eJ5TY2NpgwYQLWrFmDbt265fr874dpZBUVFYU1a9YgInaWRTEAACAASURBVCICnTt3lrYkIqJiTwVHOkjlZzKJeUREJHuqmEdSN5Q+fPiAChUq5LiudOnSiIuLy/P5zZs3z7YsIyMDO3bswPr161GpUiX4+/vD2tpa2pKIiKiY+plMYh4REZE0pG4omZmZwcvLC0ZGRqhSpYqw/M2bN1izZg1sbGwKdOC7d+9i3rx5ePXqFVxdXTFixAiULFmyQPsgIiIVPIUnBVlmEvOIiEgWVC+PpG4ozZo1C4MHD0bbtm3RsGFDlC9fHtHR0Xj27BkMDAwwc+ZMqfYTGxuLP//8EwcPHkTr1q3h7e0NAwODH34BRETFmSoOdZCGLDKJeUREJDuqmEdSN5Rq166NU6dO4eDBg7h79y7i4uJQt25dDBgwAN27d4eGhka++9i3bx9WrlwJLS0trF+/Hm3btv2p4omIqHj62UxiHhERUX4KdMNZbW1tDB06FAMHDkRMTAx0dXWlHp7Qv39/3L9/H/r6+hg2bBhiYmKwf//+HLft3bt3QcoiIiq2VHGWIWn9aCYxj4iIZE8V86hADaV79+5hzZo1uH37NtLT07Fv3z5s27YN+vr6mDhxYp7P/fDhA6pVqwaxWIytW7fmup1IJGIwERFRvn40k5hHREQkDakbSjdu3ICzszMsLCwwceJELF++HADQoEEDrFmzBrq6unnecPbChQs/Xy0REUlQxTN40viZTGIeERHJnirmkdS3HF+xYgU6d+6Mbdu2YejQocLyUaNGwdXVFXv27CmUAomIKA8iGT+UBDOJiKiIUcE8krqh9OzZM3Tt2hUAst3R3MrKCu/evZNtZURERLlgJhERUWGTuqGkp6eH58+f57juxYsX0NPTk1lRREQkHZGM/ykLZhIRUdGiinkk9TVK3bt3x9q1a6GjowN7e3sAQHp6Oq5fv47169ejV69ehVYkERHlTBXvWyENZhIRUdGiinkkdUNpzJgxeP/+PWbMmCEMc+jfvz/EYjEcHR0xbty4QiuSiIjoe8wkIiIqbFI3lNTV1bFkyRI4OzsjODgYsbGx0NHRgbm5OQwNDQuzRiIiykVRGZ4gb8wkIqKiRRXzSOqG0vr169GnTx/UrVsXdevWlVgXEREBf39/zJw5U+YFEhERZcVMIiKiwpbnZA6xsbGIjY1FTEwMvL298eLFC2HZ94+goCDs3btXXjUTEdE3IpFsH0UYM4mIqAhTwTzKs0dp0qRJCAoKEr4fMWJErtu2bNlSdlUREZFUikaUyAcziYio6FLFPMqzobRo0SJcv34dYrEY06dPh5ubG2rWrCmxjZqaGsqWLQtra+tCLZSIiIo3ZhIREclTng2lKlWqoEePHgAyb+jXunVr6OrqCjMMff36Fenp6ShTpkzhV0pERNmo4sWzuWEmEREVXaqYR1LfcPbXX3/F2rVr0bdvX2HZ7du30aJFCyxfvhzp6emFUiAREeVOJBLJ9KEsmElEREWLKuaR1A2l1atX49ixY+jevbuwzNjYGJ6enjhw4AA2btxYKAUSERFlxUwiIqLCJnVD6cSJE5g2bRoGDRokLCtXrhwGDhwIDw8PHDhwoFAKJCIiyoqZREREhU3qhlJcXBwqVqyY47pq1arh06dPMiuKiIiko4pDHaTBTCIiKloUkUf3/1979x7fc/3/f/z23snYxliIGeaQMWFOI3KcauQUKqc+DvWlRFFyPs6xkE+ynEKiREj1cQqhFhUJYYzNaWrObHPY6f37w8+73rYxeW/vvV+7X7u8L5e9X6/X+/V+vNbb+77n6/l8PV/79tG9e3cATp06RZcuXejWrRvjxo1Lt+2tW7cYMGAAXbt2pU+fPly+fPm++89yQykwMJAvvvgCs9mcbt2KFSuoXLlyVnclIiLyUJRJIiJ524IFCxg5ciTJyckATJ48mUGDBrF06VLS0tLYvHmz1faff/45jz32GMuWLaNt27aEh4ff9z3uOevdP/Xv35/evXsTGhpK48aN8fHx4dKlS+zYsYNTp06xcOHCBzw8ERF5WI7TB2RbyiQRkdwlp/OoTJkyzJ49m3feeQeAgwcPUrt2bQAaNWrETz/9REhIiGX7PXv28Morr1jW27ShFBwczGeffcbcuXP59ttvuXr1Kp6engQFBTF58mSqV6/+QAcnIiLybymTRETythYtWhAbG2t5/s8RBh4eHsTHx1ttn5CQgKenp2V9QkLCfd8jyw0lgGrVqjF79uwHeUm22zpgnr1LEAMa8c2H9i5BDGxOh+E225cjXVdka7ktk5RHkl2GfT3L3iWIQc3rOMJm+7J3Hjk5/X1FUWJiIgULFrRa7+npSWJiomW9l5fXffd5z4bSpk2bqFevHgULFmTTpk333dlTTz11321ERMSW8k5DSZkkIpKb2TePqlSpwq+//kqdOnXYsWMH9erVs1pfs2ZNtm/fzuOPP8727dstw/Tu5Z4NpQEDBrBixQqqVavGgAED7rkjk8nE4cOHs3AYIiIiD06ZJCIimRkyZAijRo0iOTmZ8uXL88wzzwDQu3dv5s6dS+fOnRkyZAhdunTBzc2N6dOn33ef92wobdmyhaJFi1p+FhGR3CXv9Ccpk0REcjN75JGvry/Lly8HoGzZsnz66afptvn4448BcHFx4b///e8D7f+eDSVfX98MfxYRkdzB3mPCc5IySUQk9zJiHt2zodS3b98H2tmcOXMeqhgREZHMKJNERCQn3bOhdGdmiDv27t2Lk5MTNWrUoGjRoly5coXff/+d1NRUmjZtmq2FiohIesY7f5c5ZZKISO5lxDy6Z0Ppn+P85s+fT3x8PPPnz7eMEQe4evUqffv25dFHH82+KkVEJM9TJomISE5yuv8mty1cuJABAwZYBRJAoUKF+L//+z++/PJLmxcnIiL3YTLZ9uEglEkiIrmMAfMoyzecTUtL4+rVqxmu+/PPP3F1dbVZUSIikjUmQw52uD9lkohI7mLEPMpyQ6lFixa8++675M+fnyeffBIPDw8SEhLYtGkTM2bMoFOnTtlZp4iIiIUySUREsluWG0rDhw/n/PnzvPnmm5hMJlxcXEhJScFsNtOmTRveeuut7KxTREQykEtGJ+Q4ZZKISO5ixDzKckOpQIECzJ07l8jISPbu3cu1a9fw9vambt26+Pv7Z2eNIiKSCSMOdcgKZZKISO5ixDzKckPpjrJly3Lt2jXOnz9Pw4YNiY+Pz466RERE7kuZJCIi2eWBGkoLFy4kPDychIQEnJycWLlyJTNnziQxMZG5c+fi5eWVXXWKiIhYUSaJiEh2yvL04EuXLmX69On06tWLlStXkpaWBsBLL71ETEwMM2fOzLYiRURE/kmZJCIi2S3LDaVPPvmEfv368dprr1GlShXL8ieffJJBgwbx3XffZUuBIiKSOZPJZNOHo1AmiYjkLkbMoywPvYuLi6NGjRoZritVqhRXrlyxWVEiIpI1Rrx4NiuUSSIiuYsR8yjLPUplypRh69atGa7btWsXZcqUsVlRIiIi96JMEhGR7JblHqU+ffrw9ttvEx8fT+PGjTGZTBw4cIBNmzaxcOFCxo0bl511iohIRox3Ai9LlEkiIrmMAfMoyw2lZ599luTkZN5//33Wrl0LwNixY/H29mbo0KE899xz2VakiIhkzIhDHbJCmSQikrsYMY+y3FA6e/Ys7du3p127dsTExHDlyhW8vLwoV64czs7O2VmjiIiIFWWSiIhktyxfo9S1a1e+/vprTCYT5cqVo2bNmlSsWFGBJCJiRyaTbR+OQpkkIpK7GDGPstyjlJycTMGCBbOzFhEReUBGHOqQFcokEZHcxYh5lOWGUv/+/Rk7diw9evSgXLly+Pj4pNsmMDDQpsWJiIhkRJkkIiLZLcsNpTFjxgAwZcoUAKsbQZnNZkwmE4cPH7ZxeSIicm/GO4OXFcokEZHcxnh5lOWG0pIlS7KzDhERkSxTJomISHa7b0Np2bJlLFu2jLNnz1KqVCleeOEFunbtipNTlueBEBGRbJJbLnjNKcokEZHcyYh5dM9kWbZsGWFhYZjNZpo2bYqbmxuTJk3ivffey6n6RETkHkw2/i83UyaJiOReRsyje/YorVixgjZt2jB16lTL+O/p06ezdOlS3n77bU3DKiIiOUaZJCIiOemePUonT56kffv2VhfJdunShRs3bnD69OlsL05ERO7NiPetyIwySUQk9zJiHt2zR+nmzZt4eHhYLStatCgA169fz76qREQki3JJmuQAZZKISG5mvDx64Ktf75zJM5vNNi9GRETkQSiTREQku2R5evC7mXJLn5iISB6m7+Lb9HsQEbEvI34P37ehNHXqVLy8vNItnzRpEp6enpbnJpOJjz76KMtvvG3bNhYvXsypU6f49NNPWbFiBSVLluSFF17I8j5ERCRvyY5MUh6JiEhG7jn0rk6dOjg5OZGYmGj1qFOnDiaTyWpZQkJClt907dq1vPPOO9SuXZuLFy+SlpZGsWLFmDJlCosXL37YYxIRyTNMNn7kZtmRScojERHbMGIe3bNH6dNPP82WN12wYAHjxo0jNDSUjz/+GICuXbvi4+PDu+++S48ePbLlfUVEjMaIQx0ykx2ZpDwSEbENI+aRXW5lfurUKapWrZpueeXKlblw4YIdKhIRkbxIeSQiIpmxS0PpscceY/v27emWr1q1ikqVKtmhIhERyYuURyIikpl/PevdwxgyZAh9+vRh586dJCcnEx4eTkxMDJGRkcyZM8ceJYmIOCRTrhnJ7ZiURyIitmHEPLJLQ6l27dps2LCBzz77DGdnZ65du0bt2rWZMWMGJUuWtEdJIiKSBymPREQkM3ZpKMHtu6m/8cYbANy6dYsjR45kOOWriIhkzogXz+Y05ZGIyMMzYh7Z5RqlmJgYXnzxRX777TcSEhLo0KEDzz//PE2aNGH37t32KElERPIg5ZGIiGTGLg2lsLAwihUrRtmyZVm1ahWXLl1i+/bt9OrViylTptijJBERh2TE+1bkJOWRiIhtGDGP7NJQ+u233xg8eDBFihRhy5YtNG/enOLFi9OuXTuioqLsUZKIiGMymWz7yGOURyIiNmLAPLJLQ6lAgQJcu3aNS5cu8dtvv9G4cWMATpw4gbe3tz1KEhGRPEh5JCIimbHLZA4tWrRg4MCB5MuXj2LFitGoUSPWrVvHxIkT6dChgz1KEhFxSEacjjUnKY9ERGzDiHlkl4bSqFGjWLp0KbGxsXTr1g03NzeSkpJ49dVX6dq1qz1KEhFxSLlkdILDUh6JiNiGEfPILg0lFxcXevToYbWsXbt2ACQlJeHm5maHqkREJK9RHomISGbs0lA6d+4cc+bMISoqirS0NADMZjNJSUnExMSwZ88ee5QlIuJwjDjUIScpj0REbMOIeWSXyRyGDx9OREQEQUFB7Nu3j5o1a1K0aFEOHTrEwIED7VGSiIjkQcojERHJjF16lPbs2cPChQsJCgoiIiKCJk2aUKtWLebNm8f3339Pt27d7FGWiIjkMcojERHJjF16lMxmM8WLFwegQoUKHDp0CIDQ0FD++OMPe5QkIuKQTCaTTR95jfJIRMQ2jJhHdmkoBQYG8tVXXwFQuXJlfvzxRwBOnz5tj3JERCSPUh6JiEhm7DL07u2336Zv377kz5+fdu3asWDBAkJDQ4mLi6Nt27b2KElExCEZ8eLZnKQ8EhGxDSPmkV0aSkFBQWzdupUbN25QuHBhVq1axebNm/H29iY0NNQeJYmIOKRcMjrBYSmPRERsw4h5ZJehdwAeHh6cPHmSVatW4eHhQZ06dWjRogVOTnYrSURE8iDlkYiIZMQuPUoXL16kT58+HDt2jKSkJOrWrcv777/P0aNHWbhwIWXKlLFHWSIiDsiAp/BykPJIRMRWjJdHdjldFhYWhq+vL7t27SJfvnwAvPfee1SqVIkJEybYoyQREYdkMtn2kdcoj0REbMOIeWSXhtLOnTvp378/7u7ulmWenp689dZb/Pbbb/YoSURE8iDlkYiIZMYuQ++cnJy4ceNGuuXnz5+3nNETEZH7M+IsQzlJeSQiYhtGzCO79Cg9++yzTJgwgcjISEwmEwkJCURERDBmzBhatmxpj5JERCQPUh6JiEhm7NKjNHjwYGbMmEGnTp1ITk6mffv2ODs706lTJwYPHmyPkkREHFJOnsFLS0tj5MiRxMTE4OLiwqRJkzCbzQwdOhQnJycqVqzImDFjcqweW1AeiYjYhhF7lOzSUHJzc2Po0KG8+eabnD59mtTUVPz8/PDw8LBHOSIijisHc2nr1q2YTCY+//xzfvnlFyZPnozZbGbQoEHUrl2bMWPGsHnzZkJCQnKuqIekPBIRsRHjtZPsdx+liIgIEhMTqVixIocPH2bgwIF88MEHJCcn26skERG5h5CQEMLCwgA4e/YsjzzyCIcOHaJ27doANGrUiJ07d9qzxH9FeSQiIhmxS0Np3rx59OvXj9OnT7Nnzx5GjhxJsWLFWLduHVOnTrVHSSIiDslk4//ux8nJiaFDhzJhwgSefvppzGazZZ2Hhwfx8fHZebg2pzwSEbGNnM6jnGCXhtLy5cuZOXMmNWrUYO3atQQFBTFhwgTeffdd1q1bZ4+SREQckj3uWzFlyhQ2btzIyJEjuXXrlmV5YmIiBQsWzKYjzR7KIxER29B9lGzk4sWLVKpUCYBt27bRtGlTALy9vbl586Y9ShIRkftYu3Yt8+bNAyBfvnw4OTlRtWpVfvnlFwB27NhBrVq17FniA1MeiYhIZuwymUP58uVZvXo1Pj4+nDt3jubNm5OUlMSCBQuoXLmyPUoSEXFIOTk84amnnmLYsGF069aNlJQURo4cSbly5Rg5ciTJycmUL1+eZ555JsfqsQXlkYiIbeSW4XK2ZJeG0pAhQxgwYABXr16lT58+lC1blnHjxrF161bmzp1rj5IcTlpaGp8tXsrXq77i0oWL+FcoR983+lGrbu1MX3Pg932Ev/8hUUei8C7sTcs2rXjplZ64uNz+GDSoVjfT146cOJbQ1rqniNEUcHVnWuuB6ZbvjY1k/s9rcHFyplXlhtQqVZmC+Tw4l3CZjUd2sif28D33OyrkFUoUfMRqWcKt67zzv/9anlcv+RitqzSimEdh4hIusfbgNv7467htDiwvycHxCfnz52fmzJnpln/66ac5VoOtKY8eXkpyCh9/NJ+N/1vP1ctXqFItkNffepNKlSvd97WJiYl0f64zAwa/SZOQZpblyqO8rXqJivSq25Y31k6zLHNxcubZyk9Sq1RlCrnfzqP1R35iz5l751G1EhV5tvKTPOpVhMs34vn++G62Hd8DQJECBZkU+nqmr522/VOOXThtm4PKC3LLeDkbsktDKTg4mJ07dxIfH0+hQoUA6NevH8OHD8fV1dUeJTmcpQuXMH/2HP7v9VepXLUK365ey6C+A1jw+WIqVnos3faxp88wsM8AqtcKYvL7Uzl14iSz35/FjRs36DdoAADzly1K97pZ0/7LX2fPUr/hE9l+TJLzSnkXB8z894fl3Er5+1qThKQbAHQNCqVayYqsPbiduPiLVCtRkd7B7TD/bOa32MgM9+lkcqKYZ2HWHNhK1IVTluWpaWmWnysVLcP/Bbdn2/E9rPprC3VLB9K3fkembVvCict/Zs/BimRAefTwZk6dzqZ1G3htYH98S/myYtly+vfuy6erP6f4o49m+rrr168zZMDbnPsrLt065VHeVc7Hl15126Rb3q1mKNVLPsZXf2zjr/iLVC/5GK8Et8dszjyPyvn48mr9jvx86gCrDmyhnI8vL1R/CrMZtkfv4eqNBKZsXWz1GpMJetZpQ1JKMicunc2OQxQbWbNmDatXr8ZkMnHr1i0iIyOJiIjA09MTgAkTJrB3717L7R7Cw8Mt67IqxxpKO3fupE6dOri4uNx3+tj69evnUFWOa8M363i6VSjde/8HgJp1arFv7z6+Wf01g4a9nW77rZu2kGZOY9L7U8mXLx916gdz/vwFVi9faWkoVXk80Oo127ds48Dv+5j18Ud4F/bO/oOSHFeqUDGu3UzkyPkT6dZ5uOUnuMzjfLrnW3aePADAkfMnKepZmJCKwZkGU4mCj+Ds5MS+P49yLuFyhtu0qtyQQ3ExrNy/GYDD52LwKeDNMwFPMGfnKtscXB5hvPN32U95ZDuJCQl8u+ZrXh34Ou06PQdAtZo1CH0yhA3frOc/r/TM8HV7f93DexOmcvnSpQzXK4/yHmeTEyEV69ImsDG3UpJwdnK2rPN0y0+9MtX4ZPe37Dy5H7idR8U8C/PUY/UyzaN6pR/n0vWrLN79reU1JQsWpXG5ILZH7yHVnMaJy9aNoeYV6lAkf0HGb55PSlpqNh2tMeV0HrVv35727dsDMH78eDp27GjVEDp06BAff/wx3t7//jsjxxpKPXv2JCIiAh8fH3r2zPiLE8BkMnH48L27UQWSkpIo8I8bIjo5OeHp6cm1q1cz3D4lORkXFxfy5ctnWVawUEFuXL9BcnJyujOnycnJzHrvfUJCnyKods3sOQixO9+CRYm9ei7Dde4ubuyI/o3DcTFWy+PiL1G2dMlM91mqUDGSU1MybSS5ODlTzqcUX/y+yWr5vj+P0rpKowc8ApEHpzyyHff8+Zn/2SJKlPz7O8HZ2RkTJpKTkjJ93dA33yG4QT06/6crL3fucc/3UB7lDVUfrcDTleqzcv9mvPIVIKRisGVdPhc3th/fky6P/oq/SL3SJTLdp4uTM7dSrD+HCbdu4OGWP8PtPd3y07pKI76L+jnTDJPc58CBAxw7dozRo0dblpnNZk6ePMno0aM5f/48HTt2pEOHDg+87xxrKEVGRmb4s/w7HV7sxOK5H9OoWWMqB1bm26++4UR0DH3f7Jfh9k+1eoYvli4n/P1ZdOv1H86cPs3Kpctp3LxphsNLVn/xJRfOX6DfwP7ZfShiR76FipGclsrgxt3xK/woCbdu8P3xX/nu6M9cvH6V5b9vtNreBFR9tDx/xV+85z4Tk27ySnB7qhT3x2yG32IPs3LfZm6lJlPUozBOJqd0IXQh8Qpuzi4Uzl+QyzeuZcfhGpIRL57Nbsoj23F2drYM9zabzfwZe5YF4fMwOTnxzD2uI5qzZD7+5cvx59n7D7VVHuUNJy6fZfj62dxMSeLZyk9arbt4/Sqf/4s8+jHmd+qWDqRp+drsPLkf/yIleaLs4+yI3pvh9i0rNyDVnMr6yIiHPp68yF55NG/ePF5/3fpas+vXr9O9e3d69uxJSkoKL730Eo8//jiPPZb+8pR7scs1SqdPn+bYsWMkJibi5eVFxYoVKVky8zPUkt5zL3Rgzy+7eeOV2w0jk8nE//XvS4NGDTPc3tevFK+/NYCp4yaxbNHtC68rVQlgeNiodNuazWa+/GwFIc+0oGjxYtl3EGJ3JQo+wq2UZL7cv5nLN+Kp+mh52gU2xcXJJcOgaF2lMcW9irDqwJZM9+lbqBgF3T04fSWOrcd+pVSh4rQJbIRPAW/+++PnuLu6AWara6IAbibfPuuX3zUfl2/Y9DANzYDXzuYo5ZHtLJqzgI8/mo/JZOLlfn0oVdov0239y5fL0j6VR3nH1ZsJD7R9m8DGPOrlw4f7M8+j6EuxrI/8iRdqPMULNZ4C4I+/jrH6wNZ02+ZzdqVB2epsjvqFpNSUByteAPvkUXx8PDExMdStaz0BTP78+enevTv58uUjX7581KtXj8jIyNzdUNq5cyeTJ08mKirK6m7uJpOJwMBAhg4dSu3amc/aJn97s09/TsacYPCooZTxL8vuXb/wcfh8PL28eO6Fjum2/3rVV0wdN4l2zz9H86dbcOHceebPnstbr77JrAXhuLj+/VH4ZefP/Bl7lgnTp+TgEUlOMwGzI1Zw6cY1LiReASDqwincXdx4+rF6bDqyk1Tz3xMwPPVYPZ4JeILvju665+x0qw9sxdXJ2TIpw/GLZ0i4dZ3ewW0p71OKNLMZMGG+63V3vmD/+d0gkl2UR7bXOKQpNevW5rdfdrPwo/mkJCfzcr8+D7VP5ZFk5OlK9QkNaMCmozvvmUdtAxvzTKUnWB8ZwaG4aIp7+dAusAkvB7dn/s9rrLatW7oqrs6ufH9sT3aXLzb066+/ZngtaUxMDIMGDeKrr74iJSWFPXv28Nxzzz3w/nOsofTjjz/Sp08fWrVqxejRo6lQoQJeXl4kJCQQGRnJqlWr6NmzJ0uWLCEoKCinynJI+/fuY//efUycMcUynWpQ7ZqkpKQQPmMWLds8i3t+d6vXLF24hAaNGzJ45FDLskpVAujS9nk2/m89rdq1tiz/Yet2fP1KZWlqV3FcZuDoP2alu+NgXDRPlguimGcR/oy/AEDHas1pVqEu247vZs0f399zvxld83Qw7jhgolShYhw9f/s93V3crLbJ9/+f30jWTT4fjLqUHpTyKHuUr1gBgBq1gkhMTGTZ4k/p2fdlnJ2d7/PKzCmP5G6dqoXQvGJdvj+2m9UHMs8jJ5OJFhWD2XZ8D2sPbgcg6sJpLl2/xoCGL7I9eo8ljwBqlHyMo+dPkpB0PduPwbhyPo9iYmLw8/u793rx4sWUKVOGpk2b0qZNGzp16oSrqyvt27enfPnyD7z/HGsozZ49mx49ejB48GCr5YUKFSI4OJjg4GAKFSrERx99ZLnzu2Qs7q+422c9H69qtbxazRosW/Qpf549m25Yw7m/4mjZ9lmrZWX8y1LIuxAnoq0vjtwVsZNmTzXPltol9yjo7kG1Ryuy9+wREpP+Huvm6nz7a+FOWPSo3Zq6pQNZHxnBN4d23HOfJkwEl67KmatxnPlHg8nV+fZ1cPG3rnM+8TJms5lHPLw5cv6kZZtHPLy5lZLElQccfpHXmTT27oEpj2zn0oWL7PzxJ5o9FUL+An9fIP9YQCWSk5K5euUqRXyK/Ov9K4/kn3rVaUPd0oGsO/wjX98njzzdCuDi7ELMpVir5Xfu9wbEdQAAIABJREFUi1TCq6iloeRscqJS0TKs+P8zscq/Y4886t27t9XzHj16WK27e/2DcnqoVz+AyMhIyxR+menUqROHDh3KoYocV+kypTGbzezfu89q+cF9B3B2dqZYBuO4/cqU5sBd2585dZqrV65SspSvZdnVK1f4M/YsgdUez57iJddwdXKhS81QgktbN7hr+gYQF3+J+FvX6VQthLqlA/ly/5b7NpIAzJhpXeXJdBfi1vQNIDUtlehLsaSkpRJ98QzVS1qPE65e4jGrs3si2UV5ZDvx8fFMGh3G999ZXyfy80+7KFyk8EM1kpRH8k/PV7+dRyv2bb5vIwlun5i7kXyTCo9YXytXzuf23zwXr1+xLPMtVAwXZ2eiL1o3qkRyrEfp5s2blpv5ZaZw4cJcvJj57CVyW6UqATzRqAHTJk7l6tWrlC3nz2+/7GbZok95vltnPDw9iT19hiuXrxBY7fYfwT37vszowcOZPHYCLUKf5uL5Cyycs4CSpXx55tm/ZyaKjro91reMfxm7HJvknIvXr7L79EFaV2mE2Wzmr/gL1CpVmRolK/HRzpX4FSpO0wq1ORwXQ/TFWMoW/vsC9zRzGqeu/AXAo14+uDg5W3qQ1kf+RJeaz9CpWgj7/zxG2SIlaBXQkK3HfuXKjXgANhz5iX4NnqdLUCi/nz1CXb9A/IuUZPr2T3P+F+Hg1J/04JRHtlPGvyxNWzRn1rSZJCUl4VvKl22bv2fT/zYwIuz2VL1351FWKY/kjtLej9KsQh0OxcUQcykW/yL/zCMzJ///NbG388iFM1fjMGNm3eEInnu8KTeSb3Ew7jjFPX1oU6URMZdira5t8i10+wRz3D1m0JP7M2Ie5VhDyWw24+R07w4sDSHJuokzpjJv1kcsmb+Ia9eu4Vfaj0HDB9O24+2zpIvmfsyGb9bx476fAWj2VHOcnafyybyFbPx2A0V8ilC3fjB93+hnNVzi8qXLmEwmPL287HJckrOW7PkfLQMa0qxCHQq5e/Jn/AXm7lrFH38dp1Xl2zMoVi7uT+Xi/lavu5WSzMCvpwPQucYzFPEoyKgNHwHw44nfSU5LIaRiMA39a3DtZiLfHv6BTUd3WV5/MC6aRb9+TavKT1KvdFX+SrjIRzu/tEwAIZKdlEe2NWrSWBZ+NJ+lH3/ChQsX8S/nz8QZU2jcvCmQPo/ultnvWnkkd1QrURGAKsX9qZJBHr2xdhoAXYOeoUiBQozYEA7Ad1E/cyPlFiEV6tK8Yh0uX49n16kDfHPoB6t9eOUrQGpaGslpmu1OrJnMOTTFVEBAAMOGDcPjHzdJvVtCQgJTp059oBv8XUzS/VbE9kZ886G9SxADm9NhuM329e2RH222L4BnK2V8iwEjUR6Joxn29Sx7lyAGNa/jCJvty4h5lGM9SiVLluSTTz6573YlSmR+h2UREZGHpTwSEZGsyLGG0tat6W/uJSIiktOURyIikhU5esNZERGxLZMhL58VERFHY8Q8UkNJRMSBadIBERHJDYyYRzl2HyURERERERFHoYaSiIiIiIjIXezSUGrevDlXrlxJtzwuLo769evboSIREcmLlEciIpKZHLtGad26dWzbtg2A2NhYxowZQ758+ay2OXv2LC4uumxKRCSrjDgmPLspj0REbM+IeZRjPUr16tXD2dkZZ2fn22/s5GR5fucREBBAeHh4TpUkIuLwTDZ+5AXKIxER2zNiHuXY6bIiRYowefJkAKKjo5k4cSIFChTIqbcXEREBlEciIpI1drlGKSYmhjNnztjjrUVEDMVkMtn0kdcoj0REbMOIeWSXhlJAQAC7d++2x1uLiBiMEQc75BzlkYiIrRgvj+xypaqHhwdhYWHMmjULX1/fdBfRLlu2zB5liYhIHqM8EhGRzNiloRQYGEhgYKA93lpExFByxzk3x6U8EhGxDSPmkV0aSq+//ro93lZExHByyzhuR6U8EhGxDSPmkV0aSomJiSxfvpxjx46RmpoKgNlsJikpicjISDZu3GiPskREJI9RHomISGbsMpnDyJEjWbBgAUlJSfzvf/8jLS2NEydOsHHjRlq3bm2PkkREHJLJxv/lNcojERHbMGIe2aVH6YcffuCDDz7giSeeICoqih49elC1alWmTJnC0aNH7VGSiIjkQcojERHJjF16lJKSkihbtiwAFStW5MCBAwC8+OKLmqZVRORBGG821hylPBIRsRED5pFdGkoVKlQgIiICuB1Md8Lo2rVrJCUl2aMkERGHZMShDjlJeSQiYhtGzCO7DL3r378/AwYMIC0tjbZt29KyZUtefvlloqKiePLJJ+1RkoiI5EHKIxERyYxdGkpNmzZl/fr1pKamUqJECT7//HPWrl1L3bp16d69uz1KEhFxSAacjTVHKY9ERGzDiHlkl4YSQKlSpYiLi2PXrl3UqFGD3r1788gjj9irHBERh5Rbhic4MuWRiMjDM2Ie2eUapcTERAYMGEDjxo3p1asX58+fZ9SoUbz44otcvHjRHiWJiEgepDwSEZHM2KWhNHXqVC5fvsyWLVvIly8fAEOHDgVgwoQJ9ihJRMRBGXCaoRykPBIRsRXj5ZFdGkpbt25l2LBh+Pr6WpaVKVOGsWPHWmYfEhERyW7KIxERyYxdrlG6efMmrq6u6ZYnJSVhNpvtUJGIiGMy4sWzOUl5JCJiG0bMI7v0KDVv3pzp06dz7do1y7ITJ04QFhZGkyZN7FGSiIhDMuJ9K3KS8khExDaMmEd2aSiNGjUKV1dXgoODuXHjBm3btiU0NBRvb29GjBhhj5JERCQPUh6JiEhm7DL0ztPTk1mzZnHq1Cmio6NJSUnB39+f8uXL26McERGHZcShDjlJeSQiYhtGzCO73UcJoHTp0pQuXdqeJYiIODgDJpMdKI9ERB6W8fIoxxpKAQEBmLLY1Dx8+HA2VyMiInmV8khERLIixxpKixYtsnpuNpt59dVXGTduHMWLF8+pMkREDCWrf/DL35RHIiK2Z8Q8yrGGUv369dMtc3JyolatWvj5+eVUGSIihmK8WMp+yiMREdszYh7ZZdY7ERERERGR3MyukzmIiMjDyS33mhARkbzNiHmkHiUREREREZG75FiP0pdffpluWVpaGuvXr6dIkSJWyzt27JhTZYmIODbjncDLdsojEZFsYMA8yrGGUnh4eLplPj4+LF++3GqZyWRSMImIZJERhzpkN+WRiIjtGTGPcqyhtHXr1px6KxERkUwpj0REJCs0mYOIiAMz4n0rRETE8Rgxj9RQEhFxYMaLJRERcURGzCPNeiciIiIiInIX9SiJiDgyAw51EBERB2TAPFKPkoiIiIiIyF3UoyQi4sCMd/5OREQckRHzSA0lEREHZsT7VoiIiOMxYh5p6J2IiIiIiMhd1KMkIuLAjHjfChERcTxGzCP1KImIiIiIiNxFDSUREREREZG7aOidiIgDM+JQBxERcTxGzCP1KImIiIiIiNxFPUoiIg7MeOfvRETEERkxj9RQEhFxYEYc6iAiIo7HiHmkoXciIiIiIiJ3UY+SiIhDM94ZPBERcUTGyyM1lEREHJjxYklERByREfNIQ+9ERERERETuoh4lEREHZsSLZ0VExPEYMY/UUBIRcWDGiyUREXFERswjDb0TERERERG5i3qUREQcmQGHOoiIiAPK4Txq3749Xl5eAJQqVYpJkyZZ1q1YsYIvvvgCV1dX+vbtS5MmTf7Ve6ihJCIiIiIiDiMpKQmTycSSJUvSrbtw4QKffvopa9as4ebNm3Tu3JkGDRrg6ur6wO+joXciIg7MZOP/RERE/o2czKPIyEiuX79O79696dGjB/v27bOs279/P7Vq1cLFxQVPT0/Kli3LkSNH/tUxqUdJRMSBaeSdiIjkBjmZR+7u7vTu3ZtOnTpx4sQJXnnlFTZu3IiTkxMJCQmWIXkABQoUID4+/l+9jxpKIiIiIiLiMMqWLUuZMmUsP3t7e3P+/HmKFy+Op6cnCQkJlm0TExMpWLDgv3ofDb0TEXFgGnonIiK5QU7m0apVq5gyZQoAcXFxJCYmUrRoUQCqVavGnj17SEpKIj4+nujoaCpWrPivjkk9SiIiIiIi4jA6duzIsGHD6NKlC05OTkyaNIklS5ZQpkwZmjZtSvfu3enSpQtms5lBgwbh5ub2r95HDSUREREREXEYrq6uTJs2zWpZjRo1LD936tSJTp06PfT7mMxms/mh9yIiInZx8EKMTfcX+Ii/TfcnIiJ5gxHzSNcoiYiIiIiI3EVD70REHJgmYBARkdzAiHmkhpKIiAPTfZRERCQ3MGIeaeidiIiIiIjIXdSjJCLi0Ax4Ck9ERByQ8fJIDSUREQdmMuJYBxERcThGzCMNvctAs2bNePHFF9Mt/+WXXwgICCAtLe2B9xkbG0tAQACnT59Ot27mzJl07979X9WaFZGRkezevfuedd15VKlSheDgYPr168fJkyct2/3yyy9Urlz5Xx27/DvNmjXjyy+/TLd8586dBAQEZNv7Xrp0iXXr1t2zrjufl8qVKxMUFETnzp358ccfrbYLCAhg586d2VanSF6hTFIm2ZvySPIqNZQysW/fPlauXJlu+cO0lu/12uxshffr148TJ07c871XrFhBREQE33//PfPnzycpKYlu3bpx4cIFAGrWrMmPP/6Ik5M+MrlBdn5e3nvvPbZt23bPbYYNG0ZERAQ7duxg5cqV1KxZkz59+lgFUUREBHXq1Mm2OuU2k40fWbFv3z7LH9KHDh2iUaNGvPTSS7z00kusX7/eRkcm/6RMUiblVsojucMeeZTd9A2TiZIlSzJ9+nSuXLli71IeWlbuKVy4cGF8fHwoXrw41apVY/bs2RQoUIA5c+YA4OLigo+PT3aXKg7Cw8MDHx8fihYtSoUKFRg8eDCtWrVi8uTJlm18fHxwcdHo3uyXs9G0YMECRo4cSXJyMgAHDx6kV69eLFmyhCVLlhAaGmrTo5PblEnKJMmY8ig3MV5TSQ2lTPTs2RMPDw/ee++9TLe5du0ao0aNokGDBtSqVYu3336bq1evPvR7R0VF8Z///Ifq1avz9NNPs2jRIqv18+bNIyQkhKpVq9KwYUM++OADy7ru3bsTFhbGU089RaNGjWjdujVnz55l1KhRDBs2LMs1uLm50bZtWzZv3gzAzz//bDXEY9myZYSEhFCtWjXatm1rdcYnLi6O1157jaCgIJo1a8b06dMtf1QBrFq1ipYtW1K1alXq1avH2LFjLfv966+/eOWVV6hVqxbBwcEMGzaM69evW177xRdfEBISQlBQEF27duXAgQNZ/8UaVEJCAkOGDKF27do0bNiQ0aNHk5iYaFn//fff89xzz1GtWjVq167NwIEDLes//PBDXn31VV566SXq1q3LCy+8wJo1a/j6669p3rz5A9Xx/PPPExUVZRnK88+hDj///DPPPfcc1atXp1mzZsybN8/yuqSkJCZOnEj9+vUJDg7mzTff5OLFi5b1e/fupWvXrtSoUYOgoCBefvllzp07B0BKSgpjxozhiSeeoEaNGvTq1YuYmL/vDL579246depE9erVad26NWvXrn3A367crUyZMsyePdvy/ODBg2zbto1u3boxYsQIq3+vYjvKJGWSI1AeKY+MRg2lTLi7uzN8+HBWr17N3r17M9ymX79+HDlyhLlz5/LJJ58QExPDkCFDHup9b926xSuvvEJQUBDffvstI0eOZMmSJSxbtgyAr7/+msWLFzNx4kQ2bdpE//79CQ8Pt/pyXr16NVOnTuWjjz5i2bJlPProowwdOpQRI0Y8UC0VKlQgLi6OxMRETCaTpXv90KFDTJ48mREjRrBx40ZCQ0MZOHAgCQkJlt9L4cKFWbNmjaXbfMaMGQDs2bOH8ePHM2jQIL777jvGjx/P6tWr2bRpEwDjxo3D1dWVNWvWsGjRIvbt28fcuXMB2Lp1K7NmzWLEiBGsXbuWRo0a0aNHD8tQjLzi7rOxw4YN4+rVq3z++efMmzePmJgYyx8gZ86cYcCAAXTu3JkNGzbwwQcfsGvXLpYvX255/bZt23jmmWdYunQpixYtIjQ0lKeffppVq1Y9UF0VKlTAbDZz7Ngxq+VpaWkMGDCA5s2bs2HDBkaPHk14eDgREREAzJgxg/379zNv3jyWLVuG2WymT58+ACQmJtK3b18aNGjAunXrWLhwIadPn7acVV66dCk7d+5k/vz5fPPNN3h6elqO/fz58/Tp04e2bdvy7bff8tprrzFx4sT7DuNwNCaTbR/306JFC5ydnS3Pq1evzjvvvMPSpUvx8/Nj1qxZ2Xi0eZcySZmUGymPlEf/lNN5lBPUD3kPzZs3p0mTJowbN47Vq1dbrYuMjOTXX39l/fr1+Pv7AzBt2jRCQ0M5fvw45cuXT7c/s9lMmzZt0i1PTk6mZs2awO3Q8fb25s033wTAz8+PN954g9mzZ9O1a1eKFy/O5MmTCQ4OBuCFF15g1qxZHDt2jMcffxyARo0aERQUZNm/k5MTHh4eeHp6PtDxe3l5AVidDQI4e/YsTk5OlChRghIlStCnTx+qVauGq6srO3fu5MyZM6xcuRKTyUTZsmUZPXo0vXr1YvDgwbi7uzNp0iRCQkIAKFGiBFWqVLF8mZ09e5aAgABKlCiBq6srs2bNsoThxx9/zCuvvELTpk0B6NOnDxEREaxcuZJXX331gY7NUYSFhTFx4kSrZf+8ePnUqVNs3ryZn3/+mYIFCwIwZcoUmjdvTlxcHKmpqYwcOZJOnToBt4fvPPHEE1bh4e3tTZcuXSzP3d3dSU1Nxdvb+4FqzezzEh8fz9WrV/Hx8bF8ZhYvXoyfnx83b95k2bJlrFy50nJB8NSpU6lXrx579uyhTJky9O3bl549e1rqf/rppy1/KMbGxpIvXz5KlChBkSJFGDt2rOXah88++4x69erRrVs34Pa/pePHj7N48WKaNGnyQMcmmQsJCbH8v2/RogUTJkywc0XGpUxSJtmT8kh5lBepoXQfI0eOpFWrVixZsoQqVapYlkdHR+Pp6WkJJAB/f38KFSqUaSgBzJ07lxIlSlgtW7RokeWLIjo6mqioKKtQMZvNpKSkkJKSQnBwMPv372fGjBkcP36cw4cPc/HiRVJTUy3b+/r62uTY75yN8/DwsFresGFDatWqRbt27ahYsSLNmjWjY8eO5MuXj+joaK5du2YJ2TtSU1OJjY0lMDAQd3d3Zs2aRVRUFEePHuXUqVPUr18fgAEDBjBw4EA2b95MgwYNePrpp2nVqhUAx48f5/3332fmzJmW/SYnJ6f7fRpJv3790l3zsWfPHstZqujoaMxmM40bN7baxsnJiZiYGOrVq4ebmxtz5swhKiqKqKgojh8/bvmdgu0/L3cC6o5ChQrRp08fxo4dS3h4OE2aNKFt27b4+PgQFRVFcnIyXbp0sTozmZSUxIkTJyyfs8WLF3P48GGOHTvGkSNHqF69OgDdunVjy5YtNGrUiJo1a9K8eXM6dOgA3P68bN++3erfUlpamuGuazDZeRx37969GTVqFI8//jg7d+4kMDDQrvUYnTJJmWQvyiPl0f3YO4+ygxpK9+Hr60vfvn358MMPGTNmjGV5vnz5Mtw+NTXVKiD+yWQyUaJECfz8/KyW3znzcuf1wcHBjBs3Lt3rnZ2dWblyJZMmTeL555/nqaeeYujQoemmcc2stgcVGRlJiRIl0oWSu7s7ixYtYs+ePWzbto1Nmzbx2WefsWzZMlJSUihbtqxlaMI/lShRgh9++IF+/frRrl07GjVqRP/+/Rk7dqxlm+bNm7N9+3Y2b97MDz/8wPDhw/nxxx+ZPHkyqampDB06lAYNGljtt0CBAjY53tyoSJEi6T4vZ86csfyckpJCgQIFMhzrXLRoUSIjI+ncuTPNmjWjdu3a9OzZk8WLF1ttZ8vPi8lkomLFiunWDRw4kPbt27Nlyxa+//57XnrpJSZMmEDlypWB29cX3H12uXDhwsTFxdGhQwcCAwNp2LAhzz//PNu2beO3334Dbl8vs2HDBnbs2MH27duZO3cuK1euZNWqVaSmptK6dWtee+01q/0abZYse9+3YuzYsYwfPx43NzeKFi3K+PHj7VqP0SmTlEn2ojxSHt2PvfMoOxjr/1A26d27N0WLFrU6a1SuXDkSExOJjo62LDt27BiJiYlWZ/QelL+/PydOnMDX1xc/Pz/8/Pw4ePAg8+bNw2QysXz5cl599VWGDRtG27ZtKVSoEBcuXLjnLEL/5oOblJTEN998k+EMVr///jvh4eHUqlWLt956i3Xr1lGkSBF27NiBv78/f/75J97e3pb64+LimDZtGmlpaaxcuZL27dszfvx4OnbsSLly5Th16pSl/pkzZ/LXX3/RqVMnPvjgA8LCwizTDd/Z9539+vn58fHHH/Pzzz8/8PEZhb+/Pzdu3CA1NdXyO0lLS2PSpEkkJCSwdu1aatWqxfTp0+ncuTNVq1bl5MmTWZp16kGtWrWKwMBASpYsabX8woULjBs3jpIlS9K7d2+WLl1K+/btWb9+PX5+fjg7O3Pp0iVL/YULF2bSpEmcPXuWzZs34+Xlxdy5c+nevTu1atWy+rx89dVXbN68mZCQEMLCwlizZo3lLJ+/vz8xMTFWn5cdO3awYsUKmx97XuPr62u5rqBKlSosX76cJUuWMH369HR/xIrtKZOsKZNyB+WR8siI1FDKAldXV0aPHk1sbKxlmb+/P40bN2bo0KEcOHCA/fv3M3ToUGrXrp3pzdey8mXQpk0bkpKSGDFiBMePHyciIoKwsDAKFy4M3B6/u2vXLmJiYvjjjz8YOHAgqampJCUlZbrPAgUKEB0dnensR2azmUuXLnHhwgXi4uLYu3cvffv25ebNm7z88svptnd3dyc8PJwvvviC2NhYtmzZQlxcnGXGo1KlSvHWW28RGRnJ3r17GTVqFC4uLri5ueHt7c3vv//OkSNHiIqKYsiQIVy4cMFSf3R0NOPHj+fw4cNER0ezadMmqlatCkCPHj1YsmQJX331FadPn+bDDz9k9erVlCtX7r6/V6MqX748DRs2ZPDgwezfv5/IyEiGDBnC5cuXeeSRRyhcuDBRUVHs37+fEydOMGXKFA4cOHDPz4uHhwdnz54lLi4u020SEhK4cOEC58+f5+jRo0ycOJH169czdOjQdNsWKlSI7777jgkTJnDq1Cn279/P7t27qVq1Kh4eHnTq1Inx48eza9cujh8/zjvvvMPRo0cpW7Ys3t7exMXF8dNPP3H69GnmzZvHd999Z6k/ISGBiRMnEhERQWxsLF9++SUeHh74+/vTpUsXIiMjmTFjBidPnmTDhg1MmzYtXXCKOBplkjVlUu6gPFIeGZGG3mUgo7Nd9evXp1WrVlY3U3z33XcJCwujZ8+eODs707x583tOd5qVs2geHh4sWLCASZMm0aFDBwoWLEiHDh0sF9KOGDGCESNG8Nxzz1G4cGGeeeYZPD09OXz4cKbv0a1bN959913OnDljNW3rP+u6c9d3Z2dnihUrRv369ZkwYYIlDP8pICCAKVOmEB4ezqRJkyhWrBhDhw6lXr16AMyZM4cJEybQuXNn3N3dadGiheULq3///gwbNowXX3wRT09PGjVqRNeuXS31jx07lrCwMHr06EFSUhL16tVj2rRpALRs2ZLLly8ze/Zszp07R7ly5QgPD8/Wu4LbU1bPur733ntMnDiR3r17YzKZaNCgASNHjgRuT817+PBhevXqhZubG7Vr1+b111/nm2++yXR/bdu2ZePGjbRr1y7TO5lPnTqVqVOnArfvT1GlShWWLFliNf76Tv2urq7MnTuXSZMm0a5dO9zd3WnZsqXlYudhw4bx3nvvMWjQIG7dukXNmjVZuHAhbm5uhIaGsnv3bgYOHAhA1apVGT58OO+//z5JSUl07dqVc+fOMXz4cK5cuULFihWZO3cuXl5eeHl5MWfOHKZPn87ixYt55JFHeOONN3jhhRey9Ht1FEYc6iDWlEnKJHtTHimPssKIeWQyZ0efp4iI5IjjV8/adH/lC+kMp4iIPDgj5pF6lEREHJjxzt+JiIgjMmIe6RolERERERGRu6hHSUTEgRnxvhUiIuJ4jJhHaiiJiDgyA148KyIiDsiAeaShdyIiIiIiIndRj5KIiAMz3vk7ERFxREbMIzWUREQcmBHvWyEiIo7HiHmkhpIY1rBhw1izZk2m600mE/369eP111/PwapERCSvUR6JOCbdcFYM6/Tp01y+fNnyfPDgwfj7+/Paa69ZlhUvXpzixYvbozwRmzgVH2fT/ZX20r8HEVtTHkleYMQ8Uo+SGJafnx9+fn6W5/nz56dw4cJUq1bNjlWJiEheozwScUya9U7ytNjYWAICAliyZAnNmjWjYcOG/P7773Tv3p2+fftabbt48WICAgKsln377be0bt2aatWq0aJFC5YuXZqT5Yvcno7Vlg8RsQvlkTg8A+aRepREgA8++ICwsDCSkpKoUqVKhtuYTCarCxXXrFnDsGHD6NatG8OGDeP3339n8uTJJCUl0atXr5wqXfI4I97gTyQvUx6JozJiHqmhJAK0a9eO0NDQLG9vNpt5//33adu2LSNHjgTgiSeeACA8PJwuXbrg7u6eLbWKiIhxKY9Ecg8NvRMBypcv/0DbR0dHc+7cORo3bkxqaqrl8eSTT5KQkMD+/fuzqVIRayYbP0TEvpRH4qiMmEfqURIBfHx8Hmj7q1evAvDWW28xaNAgq3Umk4nz58/brDaRezHifStE8jLlkTgqI+aRGkoiGTCZTNw9c/7169ctP3t5eQEwZswYHn/88XSvL1WqVPYWKCIieYLySMR+NPROJAOenp6cO3fOatnu3bstP5crVw5vb2/+/PNPAgMDLY9Lly4xc+ZM4uPjc7pkERExIOWRiP2oR0kkA40aNWLcuHF8+OGH1KlTh42nutj9AAABoElEQVQbN3Lw4EHLemdnZ/r378+UKVMAqFevHmfOnGHGjBn4+/vrDJ7kGCMOdRCRvymPxFEYMY/UUJI84+7pVP+5/G6dOnXixIkTLFu2jEWLFhESEsKIESN45513LNt07dqV/Pnzs2jRIhYtWoS3tzctW7bkzTffzNbjEBERx6Y8EnEMJvPdA19FRMRh/Hn9kk33V6JAEZvuT0RE8gYj5pGuURIREREREbmLht6JiDgwAw4JFxERB2TEPFJDSUTEoRkwmURExAEZL4809E5EREREROQu6lESEXFgRhzqICIijseIeaSGkoiIAzMZcKiDiIg4HiPmkYbeiYiIiIiI3EU9SiIiDsyIZ/BERMTxGDGP1KMkIiIiIiJyF/UoiYg4MuOdwBMREUdkwDxSQ0lExIEZcaiDiIg4HiPmkYbeiYiIiIiI3EU9SiIiDsyI960QERHHY8Q8MpnNZrO9ixAREREREclNNPRORERERETkLmooiYiIiIiI3EUNJRERERERkbuooSQiIiIiInIXNZRERERERETuooaSiIiIiIjIXf4fg0XAyJKvdQoAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=ada_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_ = y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Stochastic Gradient Boosting \n",
"\n",
"**Gradient Boosting** is similar to AdaBoost in that it uses an ensemble of weak learners that improve through iterative adjustment. At each iteration in the process, the constituent estimators adjust feature weights to minimize some differentiable cost/loss function, and they determine how to adjust these feature weights by calculating the gradient of the training data and then trying to fit to the negative gradient. \n",
"\n",
"It's a fairly sophisticated mathematical process and it's best to understand it in 3 dimensions first before jumping up to higher dimensions (each feature gets its own dimension). Imagine you're standing on the side of a hill and you're facing uphill. Behind you, the ground slopes down, in front of you, the ground slopes up, and to your left and right, the ground stays at the same height. Let's say the loss function is your gravitational potential energy (which is basically how high up you are). Some equation describes the shape of the hill you're standing on (for the hill below, it would be $z = 20 - (x^2 + y^2)$), and some function describes your gravitational potential energy ($F(x,y,z) = mgz = mg(20 - (x^2 + y^2))$). The gradient of $F(x,y,z) = \\nabla F(x,y,z) = \\big( \\frac{\\partial x}{\\partial F}, \\frac{\\partial y}{\\partial F}, \\frac{\\partial z}{\\partial F} \\big)$ is vector showing the direction that minimizes $F$, and the negative of the gradient is the vector showing the direction that minimizes $F$. For this hill, the negative gradient would be $2mg\\big< x, y, 0 \\big>$, so if you were on the hill at coordinates $(1,1,18)$ and wanted to minimize your gravitational potential energy, you would move in the direction $\\big<1,1,0\\big>$. Stated in plain english, you would move in the direction that was steepest downward. \n",
"\n",
"Gradient Boosting works by using the training data to define the surface and then tries to fit the negative gradient of that surface, and **Stochastic Gradient Boosting** extends this by only using a subset of the training data to generate this surface.\n",
"\n",
"You can read more about this in Jerome H. Friedman's [whitepaper on Stochastic Gradient Boosting](https://statweb.stanford.edu/~jhf/ftp/stobst.pdf)."
]
},
{
"cell_type": "code",
"execution_count": 374,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12,8))\n",
"def f(x, y):\n",
" return 20 - (x ** 2 + y ** 2) \n",
"X, Y = np.meshgrid(np.linspace(-3, 3, 30), np.linspace(-3, 3, 30))\n",
"ax = plt.axes(projection='3d')\n",
"ax.plot_wireframe(X, Y, f(X, Y))\n",
"ax.set_xlabel('x')\n",
"ax.set_ylabel('y')\n",
"ax.set_zlabel('z');"
]
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 432 candidates, totalling 12960 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.5s\n",
"[Parallel(n_jobs=-1)]: Done 82 tasks | elapsed: 8.6s\n",
"[Parallel(n_jobs=-1)]: Done 205 tasks | elapsed: 13.4s\n",
"[Parallel(n_jobs=-1)]: Done 376 tasks | elapsed: 21.8s\n",
"[Parallel(n_jobs=-1)]: Done 597 tasks | elapsed: 35.5s\n",
"[Parallel(n_jobs=-1)]: Done 866 tasks | elapsed: 53.7s\n",
"[Parallel(n_jobs=-1)]: Done 1185 tasks | elapsed: 1.2min\n",
"[Parallel(n_jobs=-1)]: Done 1552 tasks | elapsed: 1.4min\n",
"[Parallel(n_jobs=-1)]: Done 1969 tasks | elapsed: 1.6min\n",
"[Parallel(n_jobs=-1)]: Done 2434 tasks | elapsed: 1.9min\n",
"[Parallel(n_jobs=-1)]: Done 2949 tasks | elapsed: 2.1min\n",
"[Parallel(n_jobs=-1)]: Done 3512 tasks | elapsed: 2.4min\n",
"[Parallel(n_jobs=-1)]: Done 4125 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=-1)]: Done 4786 tasks | elapsed: 3.0min\n",
"[Parallel(n_jobs=-1)]: Done 5497 tasks | elapsed: 3.2min\n",
"[Parallel(n_jobs=-1)]: Done 6256 tasks | elapsed: 3.5min\n",
"[Parallel(n_jobs=-1)]: Done 7065 tasks | elapsed: 4.1min\n",
"[Parallel(n_jobs=-1)]: Done 7922 tasks | elapsed: 4.8min\n",
"[Parallel(n_jobs=-1)]: Done 8829 tasks | elapsed: 5.3min\n",
"[Parallel(n_jobs=-1)]: Done 9784 tasks | elapsed: 5.7min\n",
"[Parallel(n_jobs=-1)]: Done 10789 tasks | elapsed: 6.0min\n",
"[Parallel(n_jobs=-1)]: Done 11842 tasks | elapsed: 6.4min\n",
"[Parallel(n_jobs=-1)]: Done 12945 tasks | elapsed: 6.8min\n",
"[Parallel(n_jobs=-1)]: Done 12960 out of 12960 | elapsed: 6.8min finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('sgb', GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
" learning_rate=0.1, loss='deviance', max_depth=3,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decreas... presort='auto', random_state=None, subsample=1.0, verbose=0,\n",
" warm_start=False))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'sgb__n_estimators': [200], 'sgb__learning_rate': [0.1, 0.2, 0.3, 0.4, 0.5, 0.6], 'sgb__subsample': [0.5, 0.7, 0.9], 'sgb__criterion': ['friedman_mse', 'mse'], 'sgb__max_depth': [5, 8, 11, 14], 'sgb__max_features': [4, 8, 12], 'sgb__random_state': [1234]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 189,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('sgb', GradientBoostingClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'sgb__n_estimators': [200], \n",
" 'sgb__learning_rate':[0.1, 0.2, 0.3, 0.4, 0.5, 0.6], \n",
" 'sgb__subsample': [0.5, 0.7, 0.9],\n",
" 'sgb__criterion': ['friedman_mse', 'mse'],\n",
" 'sgb__max_depth':[5,8,11,14], \n",
" 'sgb__max_features':[4,8,12], \n",
" 'sgb__random_state':[nb_seed]}]\n",
"sgb_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"sgb_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'sgb__criterion': 'mse', 'sgb__learning_rate': 0.1, 'sgb__max_depth': 8, 'sgb__max_features': 4, 'sgb__n_estimators': 200, 'sgb__random_state': 1234, 'sgb__subsample': 0.7}\n",
"Average Accuracy of the best model: 0.812037037037037\n"
]
}
],
"source": [
"print(\"Best CV params\", sgb_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(sgb_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the following hyperparameter values:\n",
"* Criterion: Mean Squared Error\n",
"* Learning Rate: 0.1\n",
"* Subsample: 0.7\n",
"* Max Depth: 8\n",
"* Max Features: 4\n",
"* Number of Models: 200"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = sgb_gs\n",
"sgb_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'subsample': grid_clf.cv_results_['param_sgb__subsample'], \n",
" 'n_estimators': grid_clf.cv_results_['param_sgb__n_estimators'],\n",
" 'learning_rate': grid_clf.cv_results_['param_sgb__learning_rate'],\n",
" 'criterion': grid_clf.cv_results_['param_sgb__criterion'], \n",
" 'max_depth': grid_clf.cv_results_['param_sgb__max_depth'], \n",
" 'max_features': grid_clf.cv_results_['param_sgb__max_features']} \n",
"\n",
"map_df = pd.DataFrame(sgb_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over subsample and learning_rate \n",
"# with criterion, max_depth, and max_features set to best values\n",
"tmp = map_df[(map_df['criterion'] == 'mse') & \\\n",
" (map_df['max_depth'] == 8) & \\\n",
" (map_df['max_features'] == 4)]\n",
"\n",
"train_test_param_map(x_var_='subsample', y_var_='learning_rate', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over criterion and learning_rate \n",
"# with subsample, max_depth, and max_features set to best values\n",
"tmp = map_df[(map_df['subsample'] == 0.7) & \\\n",
" (map_df['max_depth'] == 8) & \\\n",
" (map_df['max_features'] == 4)]\n",
"\n",
"train_test_param_map(x_var_='criterion', y_var_='learning_rate', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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i/OcIxYShoaFw8eLFXNMvXrwoyOXyXNNXr14ttGzZUmHajh07hGfPnomfz549Ky4bGxsrGBoaCo8ePRK3t3PnToVlu3TpIgiCIFy6dEmQy+VCRkaGuNzp06fFtIsWLRJ++uknQRAEYenSpYKtra1CPgYOHChMmzatUPu9evVqwd7ePs95U6ZMEYYOHSoIgiD4+/sLISEh4rwPHz4IhoaGwqVLlwRBEIRp06YJU6dOFQRBEN69eyds2rRJePfunZje09NT6NSpk/j5wIEDQocOHfLc7qVLlwRDQ0PBxMREMDY2Fho3biwYGhoKXbt2FYKCggRBEISXL18KW7ZsUVhu6dKlgoODg7h+uVwuJCcni/N9fHyEyMhI8XNUVJQgl8uF2NhYQRCyvpM9e/aI8/v166dwHOfPny/8/PPPgiAIwujRo4XBgweL64+NjRVu376d5/58rEmTJsKyZcuEjIwMQRAE4datW8Ljx48FQRAEBwcHYcWKFWLaT503wcHBQoMGDYS3b98KW7duFdq0aSPExMQIgiAISUlJQmBgoJCRkSE8ePBA8PT0VMjHpEmTxP1bvXq10KZNG3HeqVOnBLlcLuYrISFBMDQ0FG7cuCHmY/v27WL6oKAgoX79+kJCQoLC+Xvx4kWhRYsWQmZmpkKeGzZsKO5/TpcuXVI41wVBENq0aSMcOHBAPD5jx44V54WHhwtyuVx4+vSpEBkZKcjlcuHJkyfifFdXV8HMzCyvr0FYvHhxrnN/3bp1QkRERJ7nT87v5uPzt0OHDsKJEyfEz5mZmULnzp2Fv/76Szxeu3btEufnXH779u1Chw4dhPT0dHH+nj17hFatWgmCkPXdtG7dWuEYNm/eXPD19c1zv0j6PjdeTZo0SXB1dVWYNnXqVGH27NmCIAiCsbGxsHLlSvEcu3Xrlvg7Wr58ueDo6Cgu1759e8HHx0cQBEGws7MTJk6cKM67deuWIJfLhRcvXgh3795VuL4KgiDs3LlTaNCgQaH28eHDhwrXoJyyY+urV6+E6OhoYe/evQrzx40bJ8yYMSPPY3LixAnhypUr4ufk5GTB0NBQjG/p6emCoaGhEBwcnGe+2rdvLxgZGQnGxsaCsbGxUK9ePcHU1FRYtmyZmGb//v3CvXv3xM/Z16Znz56J6/fy8hLnh4WFCYcPH1bYjrW1tbB27VpBELJicc44v3XrVsHY2FhIS0sTl5fL5UJiYqLw999/C0ZGRkJERIQgCIKQkZEhXLhwQfjw4UOe+5PT77//LlhaWgrx8fGCIAhCXFyceKz27t2b61pqZ2cnrF69WszjgAEDxHkZGRlCp06dBE9PT+HVq1eCoaGhwvcUGhoqvHr1ShCErGvg8+fPxXkBAQFC/fr1BUHIOg8+Pt+bNGkirFu3Tvw8cuRIYcGCBWI+rKyscuUjO27mPH/btGkjBAQE5Er78XchCILw4sULYevWrQrTFi9eLAwePFg8Pg0aNFC47+ndu7ewYcMGQRAEoW/fvsL69evFeXfu3BEMDQ2F0NDQXNu6c+dOrnP/9OnTgo+PT57nT87v5uPzd+nSpQoxUxAEYcWKFcKwYcPE4zVw4EBxXs7l4+PjBblcrnDs4+PjBSMjI+H8+fPid3Pu3Dlx/rx588T7RhKEYtUn53NVr15d4bOtrS0OHz6Mq1evIjo6Grdu3QKQfxvJmjVriv/W0tIqsAlPjRo18kwbGRmJRo0aKaQ1NjZWeOL+byUlJYkdTDt37oyLFy9i8eLF4r7JZDJkZGTkWq506dKws7ODr68vbt68iejoaNy+ffuz2nLLZDL4+PhARUUFMpkM2traCh3hKlasiL59+2Lbtm24c+cO7t27h4iICDRu3FhMo6urizJlyoifLS0t4e/vDy8vL9y/f1+sSs/5/eQ8zpqamqhWrZrC5+wnPCNHjsTIkSPRqlUrtGjRAubm5rC0tCzUvk2ePBnz5s2Dl5cX2rdvj549e35Wv6ec33f9+vWRnp6OBw8eoE+fPvD19YW5uTkaNWoEMzMz2NjYQEVFBfr6+lBXV8f69etx9+5d3L17F1FRUejZs2e++w5A3P/szzmfcBkbG4v/btiwITIyMnD//n2FvEZHRyMxMRGmpqYK0zMyMvD48WOF3wAANG/eHGFhYVi2bBmioqJw584dvHr1SuE8+/7778V/Z/dFSEtLQ1RUFLS0tPDdd98pHKucTRJzioqKytV0ZtSoUQCAW7du5Tp/8vPu3Ts8e/YMU6dOVZielpam0GTt4+tFtujoaNSvXx+lSpUSp5mYmOD169fi08fq1asrPEUtW7bsZ41+SP9tUVFROHHihELNbXp6Opo0aQIg65q0YMEC7Nmz57OvSR/Hsex1R0ZGQkdHR+G8z692+3MlJSUByPodlC9fHhoaGuK1LTIyEtHR0ejTp0+ey3bp0gUXLlyAq6urGJtkMtln9WUYP348zM3NAWQ1n65cubLC77Nfv344fvw49uzZo3AvkPM6ljO2NGrUCJqamli1apUYy2JiYhQGJ8l5nDU1NVGxYkWoqqqKn4Gs63OHDh3QuHFj9OnTB4aGhujUqRNsbGwK1QfQ0dERAQEBaNeuHZo0aYLOnTvDysqq0MclZ2xSUVGBXC5HVFQUBg4ciGHDhmHWrFlwd3dHx44d0bdvX7HvmJ2dHQ4dOoRr164hOjoaN2/eVPg+ZDJZrviU8zqvoaGhEJtynmfZ+fh4tLG3b98iLi4OEydOVJiempqaK44BQKVKldCnTx9s3boV4eHh4veUM7aVL18epUuXFj9raWmJLUXu3bsHQ0NDcZ5cLhe/v49FRUVBR0dH4RzJbt6cfQ7lnFeQqKgonDlzRuGYZGZmonLlyuLn/GJT9nEwMjISp+np6UFfXx9RUVHiOfk597L/NSW6kKOhoSH+WxAEDBkyBImJiejZsyfMzMyQlpaGsWPH5rt89khNOdeRF5lMlusClZ22VKlSuZbLbz2fKzIyEv369QMALF++HN7e3rC2toalpSXmzJmj0IQnp3fv3sHa2hp6enro0qULevXqhejoaPz555+ftf2aNWvmO8Lc8+fPYW1tjQYNGqBt27YYMGAATp8+rTAcY87vB8hqJnbt2jVYWlrCzs4OlSpVgq2trUKanDeaQP7V88bGxggICEBAQADOnDmDxYsX49ChQ9i+ffsn98vOzk5sQ3369Gn88ssvGDVqFMaMGZNre3kVInOmyf6u1dTUUL58eRw4cACBgYE4ffo09u7di927d2P//v149eoV7OzsYGZmhqZNm2LIkCHYtm1bgfv+KTkv0NkB6eP8p6eno1atWgpV+tlyBqls3t7eWLhwIQYMGICuXbti2rRpcHR0VEjz8e8mp4/P/fyCyKfWA+Q+f/KT/R0tX748V1V/zgE28rvJyGs72ccz+/955fVr/c5J+jIyMjBixAhxhLRs2eekg4MDOnfujJMnTyIgIACjR4/G2LFjxUJ/QfI7N5UZmyIiIlCzZk1oaGjg1q1bcHBwQJcuXdCsWTMMHTpUoVnPx/744w/4+vrCysoK/fr1w+zZs8WRqQqrfPnyuR7Q5DRp0iTcvHkTlpaWsLe3R/ny5TFo0CCFNDl/92fOnMHYsWPRr18/dOjQAePGjcPMmTMV0n98fc4vNpYuXRo7duxASEgITp8+jaNHj2L37t3Ys2dPruvTx2rXro1jx47h7NmzOH36NNatWwdvb2/s378/z1j4cXz6OE1mZqZ4fkydOhXW1tY4deoUAgIC4ODggIULF6J3795wcnJCSkoKevTogc6dOyMlJQUTJkz4V/sP5L7uZ2Zm5hmbgKx+rLVr11aYl3OQmWxPnz6FjY0NGjVqhDZt2mDgwIHw9/dX6HdU0HVaJpPlOv/zi7mfik3A58UnS0vLXL/lnMfvc2ITkHU8cxZCC3sv+19Uogs5Od27dw8hISG4cOGCODJFdt+YnCf51/bDDz/k6uB+69atAi/AhREYGIgnT56ge/fuAAAvLy/Mnj1bHDkmuy13XoKDg/H8+XMcPnxY/CGdO3fuq574/v7+0NbWVrh53rFjR77bSEpKwuHDh+Hl5SU+lcjusP5v8rV9+3b8+OOP6NWrF3r16oXQ0FA4ODggPj6+wJGNUlNT4ebmhmHDhmHQoEEYNGgQ1q1bh0OHDmHMmDFQU1MTn1ICWR37Pj5vctbeXb9+Herq6vj+++9x5swZxMbGYtCgQWjTpg2mTJmCVq1aISQkBGFhYWjSpIlCX5iHDx+iVq1an73v2e7cuSM+7b1x4wbU1NRQp04d3L59W0xTu3ZtPH36VGFEvZCQEHh4eMDNzS3XOj09PTF69GiMHDkSAJCYmIi4uLhCfUc//vgjkpOT8eDBA3G/sp+g5kVfXx9hYWEK07L7lxVUOAIUf8va2tqoUKECXrx4IT55zczMxKRJk2Bra4uWLVsWuC4DAwMcO3YMGRkZYtC7cuUKdHR0vuooWfTfVbt2bcTGxirEheXLl6NKlSqwsrLCH3/8gZEjR8LBwQEODg5wd3fHkSNHMGrUqH8dt3744QckJibi8ePH4pPinDeE/1ZqaioOHjyIXr16AQD++usvtGjRQuF68uDBA4Wn5jl5eXlh/vz56NatG4CsQReAr3djlpiYiL///hv79+8Xa4qz+9bkt429e/eif//+Yn+mtLS0z3oXUE5XrlxBcHAwRo0ahaZNm2Ly5Mno2rUrzp0798lCjo+PDzQ1NWFhYYEuXbpg9OjR6Ny5M+7duwc1NTWFwWUEQcDjx48Vlo+MjBT/nZ6ejjt37qBbt2548eIF1q9fj+nTp2P48OEYPnw4XFxccPToURgaGuLq1asICgqCrq4ugKxY/iXu3Lkj/jsjIwPh4eG5CrJ6enrQ0dHBy5cv0b59ezHtpEmT4ODggGbNmimkP378OMqXL6/Q73fLli2FPm9++OEH3LhxQ3w4HBUVpdBnMyd9fX0kJCTg6dOn4sNALy8vHD9+/JODznz8e61duzZu3Lih8NvfsWMHEhISCnwIn50PFRUVhIWFoVWrVgCyBkR49OiRWDAsTq+LKI5K9MADOZUrVw6lSpXCoUOH8OTJExw9elQcdSS7GvXfXkQLWm7gwIG4efMmNmzYIHaCCwkJ+awTLz09HXFxcYiLi0NsbCx8fX0xdepU9O/fHz/88AOArKZfAQEBiImJQWhoKH799VfIZDJx38qWLYsnT57g+fPn0NXVxfv373H06FE8fvwY3t7e2L17d56d+f4tXV1dPH/+HBcvXkRMTAw2btyIEydO5LsNTU1NlClTBseOHcPjx49x/vx5zJs3DwD+Vb6ePXuGefPm4erVq4iJiYGfnx++++476OnpITMzE3FxcQoDGmRTV1dHaGgo5s2bh6ioKERERODs2bPiyEWNGjXCwYMHERYWhps3b8Ld3T3Xd7ly5UoEBgbi+vXrWLBgAQYOHIjSpUsjMzMTbm5u4j76+fkhNTUV9erVg56eHu7evYuwsDA8ePAArq6uuHHjxhd9J+7u7ggODsb169excOFC9O3bN9f7i9q2bYuaNWti8uTJCA8Px9WrVzFr1iyoqqrm+fRIV1cXQUFBYnPCiRMnIiMjo8B8Zv8+DAwM0KJFC0yfPh3h4eHw9/dXaJ7zMTs7O1y/fh1//vknHj16hO3bt+Pq1avixbwgZcqUwdu3b/HgwQNkZGRg8ODBWLFiBfz9/fHo0SPMmTMHgYGBn7ypAIBevXohIyMDs2fPRlRUFE6ePAl3d/dCvdeDqDAGDx6Mw4cPY8eOHYiJicGuXbuwefNm1KpVC5qamrh8+TLmz5+PqKgohIeH4/z58+I1qUyZMnjx4kWuG9r85Pw9tmrVCi4uLoiIiMD58+cVRuIq7LpevXqFuLg4PH/+HFeuXMHPP/+MjIwMDB06FEDWNSMiIgJhYWG4f/8+FixYgDt37ijEJgC4ffs2UlNTFWJZSEgIXFxcFGLZl9LU1ETp0qXF6/DZs2excOFCAPnHGl1dXVy9ehWRkZGIjIzE//73P8THx39WnrKPu4YVuChLAAAgAElEQVSGBtzd3eHt7Y3Hjx/jxIkTePHihfh9JiQkKDxIyykhIQELFixAYGAgHj9+jAMHDkBbWxv6+vpo1KgREhISsGXLFsTExGDRokW51hMSEoKNGzciKioKc+fOBZD1TjBdXV0cO3YMCxYswKNHj3D9+nVcuXIFDRs2zHXvdOTIEaxZs0bheH3uvVNwcDC2bduG+/fvY968eUhPTxcf2OY0ZMgQLF++HKdOncKjR48we/ZsXLp0Kc/3y+jq6uLJkycIDAxETEwMNmzYgJMnT+YZ5/Pi4OCAHTt24Pjx44iIiMCcOXPyrY0yNDRE8+bNMX36dERERODy5ctYv3492rVr98ntqKioQENDA5GRkUhKSoK9vT3CwsKwYsUKPHz4UBxoIa+WFB/T0tJC//79MXfuXFy+fBnh4eGYOnUqatasidatWwNgrc2nSKaQU6VKFcyZMwfbtm1Dz549sXHjRvFmLvvJds6b1c8phBSUtlq1ali1ahUOHDiAPn364OrVqzA3Ny9UdWe2sLAwtGvXDu3atRPbnI4cOVJhdJNFixYhMjISvXv3houLCywsLNC4cWNx3ywtLfHw4UP07dsXxsbGcHZ2xoIFC2BpaQkfHx/MmTMHb968EYce/FIWFhawtLTExIkTYWNjg0uXLmH69Om4f/9+noFBVVUVbm5u8Pf3R8+ePeHq6orRo0ejSpUqeX4/eX3Oafz48WjWrBnGjBmD3r174/79+9iwYQNkMhmePn2Kdu3aKQzfnNPKlSuRmpoKW1tbODg44PvvvxebJgwZMgRNmjSBk5MTJk+ejFGjRilcCGUyGYYNG4aZM2diyJAhMDU1FfuCdOrUCRMmTMCSJUtgYWGB7du3Y/ny5ahVqxYcHR1hamqKoUOHwt7eHk+ePMGYMWPEp5iFIZPJcrU7d3FxwfDhw8WR6j6moqKCdevWoVSpUrCzs4OzszOaNWsmFjA/NmPGDKSkpMDKygrjxo2DoaEhunbtKj6Zy+s7yTlt5cqVqFixIuzs7LBy5cpcTd1yqlGjBtzd3eHn54fevXvD19cXa9euVWj7nd92WrZsidq1a8PS0hIREREYNmwY7OzsMG/ePFhaWuLevXvYvHkzKlWqlG++s5UpUwabNm3Co0ePxFELBw8ejHHjxuW7DJ+e0ecwNTXF4sWL4enpiZ49e2LXrl1YvHixeKOyatUqvHv3Dra2tnByckLt2rUxffp0AED37t2RmZmJXr16ISEh4ZNxLOc0V1dXlC5dGgMGDMC8efNgY2PzWbFJJpNhwIABaNeuHTp37owpU6agZs2a8PT0FPto/vTTTzAyMsKQIUPg4OCAly9fwtnZWbyuy+VytG7dGra2trh48SJcXV1x69Yt9O7dGzNmzECvXr3QqFEjhRroT+WpIOrq6nBzc8PRo0fRq1cvuLm5YcyYMahQoUK+17Hx48dDT08PAwcOxPDhw6GlpQVbW9tC5ynnOhs0aIAFCxZgy5Yt6NGjB/744w/MnDkTTZs2BQCMHj0619DG2ZycnNC3b19MmzYNPXr0wNmzZ7FhwwaULVsWderUwZQpU7BlyxZYWVlBJpOJtWHZrK2tERwcDCsrK9y5cwcbN24U3+Gybt06REREwNLSEqNHj0bHjh3x888/o1q1apg1axY2bdqEXr16YfPmzfjtt99QqlSpAq/7+e0/AJiZmSEoKAj9+vXD3bt3sXXrVvEBXM50I0eORP/+/TFnzhxYWlriwYMH2LJlS57vienduzd69uyJCRMmwMbGRiwgR0VF5VvQybktKysr/PLLL5g7dy6cnJzQpUsXsS9VXpYuXSqeB5MmTUK/fv0wePDgQh2PwYMHw83NDevXr0fNmjWxYcMGnDt3Dr1798bSpUsxadIk2NjY5Lt8zvVPmzYNrVq1wtixYzFo0CBoaWlhy5Yt4u+YsahgMqGYFAPlcjm2bt1aqKe4xcndu3eRnp6OevXqidN+/vlnNGrUCGPGjPmGOSuYj48PVq5cidOnT3/rrNC/UFJ/L0RSUBJ+fykpKQgKCkKHDh3EBzWHDx/GqlWrcOzYsW+cu/xlZGSgQYMG8PDwyNVkiYq/qVOnQlVVVXylA9G3VKxqchITE7/KqGRF6dGjRxg8eDAuXryIJ0+ewNvbG0FBQejateu3zlq+Xr9+zZdFERF9geIer9TV1TFt2jSsWbMGsbGxuHLlCtauXZtns6Hi4t27d+LLHYmIvlSxGXhAJpNhwoQJaNas2Rd3eitKnTt3xtChQzFjxgzEx8ejdu3aWLFiBerWrYuFCxfm+8IpmUyGQYMGYfLkyUWc46x+RDExMahatWqRb5u+DlZRE307JSFelSpVCmvWrMHixYuxZcsWaGlpoW/fvhg7diyuXbuGIUOG5DniFJA1elnOF2EWlS1btsDd3b3AkbuIiAqr2DRXk6LXr1/n28EQyBoVKns0EyIioqKQmpqK58+f5ztfRUUl33d3EBGVFCzkEBERERGRpBSb5mqfsuzc7m+dBSL6j5jU7usMH934D9tPJ/qE61PyH4abipe5/pu+dRaoBGpdp/G3zgKVQF3qfJ2BOaQcp9jwlYiIiIiIJKXE1OQQEZU0MnCACCIiKr6kHKdYyCEiUhbpxg4iIpICCccpFnKIiJREyk/IiIio5JNynGKfHCIiIiIikhTW5BARKQnf2UpERMWZlOMUCzlEREoi5WYARERU8kk5TrGQQ0SkLFJ+REZERCWfhOMU++QQEREREZGksCaHiEhJpPt8jIiIpEDKcYqFHCIiJZFyW2ciIir5pBynWMghIlISCTd1JiIiCZBynGKfHCIiIiIikhTW5BARKY2EH5EREZEESDdOsZBDRKQkMim3AyAiohJPynGKhRwiIiWRbuggIiIpkHKcYiGHiEhJpPyEjIiISj4pxykOPEBERERERJLCQg4REREREUkKm6sRESmJlF+yRkREJZ+U4xQLOURESiLlts5ERFTySTlOsbkaERERERFJCmtyiIiURLrPx4iISAqkHKdYyCEiUhYJNwMgIiIJkHCcYiGHiEhJpNyhk4iISj4pxyn2ySEiIiIiIklhTQ4RkZJIuBUAERFJgJTjFAs5RERKIuVmAEREVPJJOU6xuRoRUQl3/fp1ODo65pp+6tQp2NjYwNbWFt7e3gCApKQkjBgxAg4ODhg6dChevXpV1NklIiJSOhZyiIhKsE2bNmHmzJlIS0tTmJ6eng5XV1ds27YNHh4e8PLywqtXr3DgwAEYGhpi586dsLCwwKZNm75RzomIiJSHhRwiIiWRyWRf/Pcp+vr6WLNmTa7pUVFR0NfXh5aWFtTU1NC0aVOEhISgbt26SEpKApBVq6OmpvbV95uIiEqGoohT3wr75BARKUlRtHU2NzfH48ePc01PSkqCtra2+LlMmTJ4+/Yt9PX1ceHCBfTs2RMJCQnYvXu30vNIRETFE/vkEBHRZ5PJvvzv39LS0hJrbAAgOTkZ5cqVw5o1azBixAgcPnwYmzdvxpgxY77CnhIRUUn0LeOUsrGQQ0QkAYIgKHw2MDDAw4cPkZiYiNTUVISEhMDY2Bg6OjrQ0tICAJQvXx7JycnfIrtERERKxeZqRERKU3SPuLLbRR86dAgpKSno378/XFxcMHToUAiCABsbG1SuXBnjxo3DzJkzsXv3bqSnp2P+/PlFlkciIipuinFVzBdiIYeISEmKqhq/evXq8PT0BAD06tVLnN6xY0d07NhRIW3lypWxcePGoskYEREVa8W5udmXYiGHiEhJpNyhk4iISj4pxykWcoiIlETKwYOIiEo+KccpDjxARERERESSwpocIiJlke4DMiIikgIJxykWcoiIlETKzQCIiKjkk3KcYiGHiEhJpDxqDRERlXxSjlPsk0NERERERJLCmhwiIiWRcjMAIiIq+aQcp1jIISJSFim3AyAiopJPwnGKhRwiIiWRbuggIiIpkHKcYp8cIiIiIiKSFNbkFBMPrkXg1KYDGOruUmC6+McvcGHPUby8/xgaZUujQadmMLZoo5DmaeRDBO07gfjYFyirpw1ji7aQtzVRSHP/ajhCfAOQ+DIeOlUqoFk/M+gb1f3q+0XKxfOmeJNyW2f677h34Tpu+1/Gu9dvoVejMppYd0LF2tXyTOs7eyOS4xPynGfUsw0aWbTGrjFu+W6rlWMP1GnRAABw51QI7p69incJydCtVhGNe7fFd/JaX7w/VDQu/B0A//2H8TouHjXq6MN6xCDUrvdDnmlnD56I+Bdxec7r6WAFC/t+uabvWLoB926EY+625eK0zIxMHNl1AEH+55CcmIQaBvro81N//GhU7+vslARJOU6xkFMMPLsXg4DNPp9Ml/I2GYeXeaB8jSroMro/4h4+xWXfU1AppQKjrq0AAK+fvMSRlbtQy1iOppadEHsrCme2+0G9tCbqNMn6kT++cx/+671Rv1MztBzQFfeCbuD4Gi9Y/m8oKteprtR9pa+H503xJ+GmzvQfEX3pJoI9T6BRjzao8H1VRJy5glNr9qGHy0/QqqCTK32HkX2RkZ6hMO3Oyct4evs+9P//WtJtikOu5a4cOI3k+ARUa1AbAHD7RDCuHzyHxn3aoXzNKnhw+Q5Or92PrpMHoYJ+VSXsKX1Nl/zPwdN9K3o4WOH7H2vjjN9xrJm1BC5rFqJClYq50o+cPQHpaekK004eOILbIWEwbd8yV/o7oTcQfPI8yn+0Lk/3rbjkfw7mA3rjh4aGuB0SBveZSzB24f/wQ0P5191JiZBynGIh5xvKSM/AjRNBCPkrAGqa6rkCw8dungpGZmYmuo+xRSk1VXzf8AdkpKXj6pHzaNilBVRUVHDt7wsoV1EPnUdYAQBqNjBAyttkXDl0RrxZDT14BjXqG6CNbXcxzdtXb3D1yDl0G2Or3J2mL8bzpiSRcPSg/4SwwxfxY1tjNLLIeiBSVa6Pg3M3ITwgFE1tzHKl16tRWeHzq4fPEHv9LloM6oZylfUAABVrfaeQJub6XcRFP0bn8QOhqVUGgiAgPCAEdduboH6X5lnbNdTH87uPcO/CdRZySoDDOw+gbc/OsLDrCwCQmzTE3OFTEeDzN2xGOeZKX6OOvsLnh5HRuH4xBIPGD0eVGorny4f377Fn9RboViyvMP3tm0QEHj+DrgN6o5ejtbjdhPjX8Nm0B1NX/P41d1FCpBuniqxPTlJSkvjvyMhI+Pn5ISoqqqg2XyzF3LiLa0cvoOWArmjQqfkn0z+5cx/V69VBKbV/yqa1TOR4n/wOL+8/AQA8Do/G90Y/KixXy1iO+NgXeJeQhPS0dDyPioG+cd2P0hgi9k40BEH4CntGysTzhkg5GKcUvX3xGsnxCajeyECcplJKBdUbGODp7fuFWkeI90lUqPUd6rRomOf8jPQMXNkfAP2mclT5sSYAQCaTofO4gahvrnh9UylV6pMPdejbe/HkGeJfxKFRi3+aO5cqVQoNmhvjdmhYodbhvd4DtQwN0KJLu1zzfLd4oeJ3lWHcppnC9LinLyBAgNy0kcJ0gwZ18fBuNN4lJf+LvaEvJQgCfvvtN9ja2sLJyQkxMTHivPDwcDg6OsLJyQmOjo4wMjLC+fPnERsbCwcHBzg4OODXX3/Fhw8fAADz58+HtbU1nJyc4OTkpHDNzkuRFXKcnZ0BAPv374eLiwsiIiIwY8YMeHl5FVUWip1KtavD3nU8Gpo1L1RB+s3zV9D5/ydh2cpVyvqc8PwV0j6kIfnNW+hULp8rjQABb56/wtuXr5GZmYlyH6XRrqSHjNR0JMUnftlOkdLxvCk5ZDLZF/9R0WGcUpT44jVkkEG7kq7CdK2KOnj78s0nH27EXL+LVw+ewtSqU75p7p67hncJSTDp20Fhuk7VCiitowUASElIwhWf00iKe4MfWhv9y72hovIi9hkgAyp9V0VhesWqlfHy6YtPnjfXA0PxIOIerEYMyjXv3s0IXPI/B/txw3LN06tUHhCA1y8V+/bEPX0JAHj1PO8+P/91yo5T/v7+SE1NhaenJyZPnoxFixaJ8+RyOTw8PLBjxw4MGjQI3bp1Q9u2bbFkyRLY29tj586daNasGbZu3QoAuH37NjZv3owdO3Zgx44d0NLSKnDbRd5cbd++fdixYwfKli2LtLQ0ODk5YeDAgUWdjWKhrK72Z6VPS/kANQ0NhWlqmuoAgNT3H5D2/sP/T8s7TVrKB5QqVQoAoJ7PerLXQcUXz5uSg0WUkolxKss/1wZ1hemqmuqAICD9Q1queTlFBISikkH1XM3TsgmCgIjTV1CriRxl8rmuRV+6iUCPvyGDDD+0MUIlA/b/K+7ev0sBAGiW0VSYrllGE4KQiQ/vP0CztGZeiwIAAnyPwqC+IWoZGihMT0tNw+6Vm9DDvh8qflc513K6FcvjR6N68NvmDd2K5VHToBbCr95E0ImzALLiHeWm7DgVGhqKdu2yauQaN26Mmzdv5kqTkpKC1atXY/fu3QCAqKgocRlTU1O4urpCEAQ8fPgQs2fPxsuXL2FjYwNra+sCt11kNTnJycl48+YNKlWqBFXVrLKVqqoq0tLSiioLJZ4A5Hs2ymSyf56OfJxGyJEGn05D0sLz5tthTU7JwjiVn4/Ow+zfvUr+52fi83g8vxcDeacm+aZ5Fv4Aya8SYFhAmkp1qsN8gh1MrTvhfsgdBHr8/Vk5p28hu6ZG8fzIjjUqBVzXnsc+xb0b4ejUt1uueYd37odGaU10tu6R7/I/TR2NStWqYJXLIkwd8DMO7zwAi0FZI7Opa+RfIP8vU3acSkpKgrb2Pw8xVFVVkZmZqZBm3759sLCwgI5O1mAm9erVw8mTJwEAp06dQkpKClJSUuDo6Ag3Nzds2rQJu3fvRmRkZIHbLrJCjomJCZydnREaGoqtW7ciOTkZffv2hYWFRVFlocRTL62BtPepCtOyP6uX1oB6aQ2FaWKaD/+k0fj/pycFpSFp4XlDVDiMU4qya3ezf+fZ0j+kAjIZVNXV8l02Juwu1DTUUa2hQQFp7kGrki7K16ySbxrtSnqo/EMNyDs1gXHvdngQfBvvXr/9zD2hoqRZpgwA4EPKe4XpH1I+QCZTgbpm/vEiLDAUGqU10bC54usLHt29jwDfY7D9ZTCETAEZGRkQhKwb5cyMf26YdSvoYbzrdCzatQaz/3TDzPWuKFM2Kz9ltAtu2kTKoaWlheTkf/pDZWZmQkVFsfhx8OBB9O/fX/z8v//9D6dOncKIESOgoqICPT09lC5dGo6OjtDQ0EDZsmXRsmVLhIeHF7jtImuuNnPmTABZJfl3796hdOnSWLZsGQwM8r8AkiKdyhWQ+PK1wrTsz7pVK0JNQx1ldLTzTCODDDpVK0BNUwMymQyJL1+jer3aYpq3L19DTVM93yYDVHLxvCEqHMYpRdqVs/rlJcW9gXbFf/rlJMUloFyV8gUsCTy9/QDVGtRBKdVSBaS5j+9NDHNNT3ufitiwe6hq+L3YLwcA9GpmNVF6l5CEMnq85hRXlatXBQQg7tkLhWZlcc9e5Bop7WO3Q8PQoGljqKop3p7eCL6KjIx0uE2ck2uZcX1+guPEkWjRpR1CTgei5g+1UKXGd9DWLQcAiL3/CGXKls1z6GpSPlNTUwQEBKB79+64du0a6tZVHMAoKSkJaWlpqFLln4cdFy5cwJgxY1C3bl1s3boVrVu3RnR0NCZNmgRfX1+kp6cjNDQUVlZWBW67yGpysslkMpQtWxYqKiowMDBAQEBAUWehxKperzYe34lGeuo/TSceXL0DTa0yqFCzqpjm4fVIhY59D66GQ696ZZTWLgtVNVVUMaiJB9cUS78PrkXgO8NabB4jQTxvvh3ZV/iPih7jVJZylfVQRrccYq/fE6dlZmTg8a0oVJXrF7AkEP/oWb59cQDgQ1IKkl4l5PlSUZkMCNp1FHfPX1eY/vTOA8hKqXyygEXfVuXqVaFbqTyuB4aK0zLS03Er+Brkxg0KXPbR3fuoJc/9wtC2Fmb4deVc/Lrqn78mHVpBp7wu/rdyHhq1MAWQ1aTt3CF/cbl3b5MRejoQDZsbf6W9kx5lxylzc3Ooq6vD1tYWrq6ucHFxwbZt28Tr6v3791G9umJfuzp16sDFxQX29va4f/8+BgwYAAMDA/Tp0wf9+/eHk5MT+vXr98kHUN/kPTk5q6oePnz4LbJQIiS+fI2Ut8moUqcGAKBBp2a4eSoYR1bsQuPurfHq0TNc+/sCWlh3gUqprOPZuGtrHFjwJ06s84a8vSke34rCvUs30GXUP9WAJj3a4uiqPTi74yBqmdbDvaAbeB4dC8tfh3yT/aSvi+dN8cHCX8nFOJWlQdfmCPE+CbUyGqhUpzoiT1/Bh+T3Yl+bt3Fv8OHtO4XCStKrBKR9SIV2AYWRN0+zRrrKq8CiqqEOww6muH0iGGoa6tCrWRnPwh/izqkQNOzWks1jS4Cu/XvDe90OlClbBnXq18Vpv+NIfpuETv2y3rMW9/QF3iYkonaOAs2r53H4kPI+z9oenfK60CmvOMqftm45lFJTRc0faonT2vXsAr/te1G5xneo+F1lHNnlg7TUNHS376ucHZUAZccpmUyG339XfEdR7dr/tAhp1KgR3N3dFeYbGRlh//79udY1bNgwDBuWe2S9/BRZIScmJgaLFi3CzZs3xU5HdevWhYuLS1Flodj7+EQLPXgWdwOvY+SfswEAZXS00GuyEy56HoX/em+ULqeF5ladxbfWA0CFmlVgMdYOl/b748RaL2iV10HHoZbiCx0B4PtGP6LT8H64cvAM7gaFQadKRXQbY8u31pdQPG+KLxZxShbGqdzqtjdBRnoGIgJCEXEqFHo1KsNsTH9oVcjqIHzz70Dcv3QL9u5TxGU+JL2DDLICCyPv3xacxqRvB2iWK4N7F8OQHJ+IshV00LR/Z/zYtvHX3UFSiva9uiA9LQ0BvsdwyvcoatTRx5gF/0OFKpUAAH/v8cGlk+fhfthDXCbpTQIgA0prlfnX2+3UtxtS33/ACe9DSEl+h9r1fsCEJTNQuRpfIJsfKccpmVBEb/FzcnLC5MmT0bjxPxeoa9euwdXVFZ6enp9cftm53crMHhGRaFI7+6+ynn5bJ3/xOnyGLP0KOaHC+NI4Ndd/kzKzRxLVug4LbvT5utRp9ulEhSDlOFVkNTmpqakKgQMAjI3ZRpKIJIzN1UoUxiki+s+RcJwqskKOoaEhXFxc0K5dO2hrayM5ORlnzpyBoWHukVWIiKRAuqFDmhiniOi/RspxqsgKOXPmzIG/vz9CQ0ORlJQELS0tdOrUCebm5kWVBSKiIsWBB0oWxiki+q+RcpwqskKOTCaDubk5gwURERVLjFNERNLxTYaQJiL6b5DuEzIiIpIC6cYpFnKIiJREwq0AiIhIAqQcp1jIISJSkk+9CZqIiOhbknKcUvnWGSAiIiIiIvqaWJNDRKQkUn5CRkREJZ+U4xQLOUREyiLd2EFERFIg4TjFQg4RkZJI+QkZERGVfFKOUyzkEBEpiZRHrSEiopJPynGKAw8QEREREZGksCaHiEhJpNwMgIiISj4pxykWcoiIlEXK7QCIiKjkk3CcYiGHiEhJpBs6iIhICqQcp9gnh4iIiIiIJIU1OURESiLlts5ERFTySTlOsZBDRKQkEm7qTEREEiDlOMVCDhGR0kg4ehARkQRIN06xTw4REREREUkKa3KIiJREJuV2AEREVOJJOU6xkENEpCTSDR1ERCQFUo5TLOQQESmJlJ+QERFRySflOMU+OUREREREJCks5BARERERkaSwuRoRkZJI+SVrRERU8kk5TrGQQ0SkJFJu60xERCWflOMUCzlEREoi3dBBRERSIOU4xT45REREREQkKazJISJSFgk3AyAiIgmQcJxiIYeISEmkGzqIiEgKpBynWMghIlISKXfoJCKikk/KcYp9coiIiIiISFJYk0NEpCRSfv8AERGVfFKOU6zJISIq4a5fvw5HR8dc00+dOgUbGxvY2trC29tbYV5UVBSaNm2K1NTUosomERFRkWFNDhGRkhRFW+dNmzbhr7/+QtmyZRWmp6enw9XVFQcOHICGhgbs7OxgZmaGChUqICkpCUuWLIGGhobS80dERMUX++QQEVGxpK+vjzVr1uSaHhUVBX19fWhpaUFNTQ1NmjRBSEgIAGD27NmYNGkSNDU1izq7RERERYKFHCIiJZF9hb9PMTc3R6lSpXJNT0pKgra2tvi5bNmyePv2Ldzd3dGxY0cYGhpCEIQv2DsiIirpiiJOfSss5BARKYlMJvviv39LS0sLSUlJ4ufk5GSUK1cOBw8exL59++Do6Ii4uDgMGzbsa+wqERGVQN8yTikb++QQESlN0V38P66VMTAwwMOHD5GYmAhNTU1cvnwZw4YNw7Fjx8Q0ZmZm2LJlS5HlkYiIipviW0j5UizkEBFJQPbTtEOHDiElJQX9+/eHi4sLhg4dCkEQ0L9/f1SuXDnXMmyyRkREUsRCDhGRkhRVLX716tXh6ekJAOjVq5c4vWPHjujYsWO+y508eVLZWSMiomKsGLc2+2Is5BARKYmUX7JGREQln5TjFAs5RERKIt3QQUREUiDlOMVCDhGRski5HQAREZV8Eo5THEKaiIiIiIgkhTU5RERKIuW2zkREVPJJOU6xkENEpCQSbgVAREQSIOU4xUIOEZGSSPkJGRERlXxSjlOFLuR8+PABx44dw4MHD+Dk5ITw8HAYGBigUqVKyswfERFRoTBOUUk0+cDSb50FKoGuT/H81lko9gpVyHn48CGGDBkCFRUVPHv2DP369YOnpycCAwOxefNmNGzYUNn5JCIqeaT7gKzYYZwiIvoXJBynCjW62vz582FmZoYTJ05ATU0NALBs2TJ069YNCxcuVGoGiYhKKtlX+I8Kh3GKiOjzSTlOFaom5+rVq5g+fTpkOXonqaioYPjw4bC0tFRa5lypaWAAACAASURBVIiISrLifPGXGsYpIqLPp+w4JQgC5syZg4iICKirq2PBggWoWbMmACA8PBwLFiyATCaDIAi4fv061q5dCwMDA/z6668AAB0dHSxduhQaGho4deoU1q5dC1VVVVhbW6N///4FbrtQNTllypTBy5cvc02PjIxEuXLlPnd/iYiIvirGKSKi4sff3x+pqanw9PTE5MmTsWjRInGeXC6Hh4cHduzYgUGDBqFbt25o27Yttm3bhh49esDDwwMGBgbYt28f0tPT4erqim3btsHDwwNeXl549epVgdsuVCHH1tYWs2fPhr+/PwAgKioKe/fuxezZs2FjY/MFu05EJF0y2Zf/UeEwThERfT5lx6nQ0FC0a9cOANC4cWPcvHkzV5qUlBSsXr0aM2fOBADUq1cPCQkJAIDk5GSoqqoiKioK+vr60NLSgpqaGpo0aYKQkJACt12o5mrOzs7Q1tbG/PnzkZKSglGjRqFChQoYMmQIhg0bVphVEBH9B7GUUlQYp4iI/g3lxqmkpCRoa2uLn1VVVZGZmQkVlX/qWfbt2wcLCwvo6OgAAKpUqYI//vgDhw4dQlpaGsaOHYt79+4prKds2bJ4+/Ztgdsu9BDSjo6OcHR0xLt375CRkaGwISIiyk3GqpgixThFRPR5lB2ntLS0kJycLH7+uIADAAcPHsTq1avFz25ubliyZAlat26NM2fO4Ndff8XkyZORlJQkpklOTv5kU+R8Czn79u0r9A6wKQARERU1xikiouLN1NQUAQEB6N69O65du4a6desqzE9KSkJaWhqqVKkiTtPR0YGWlhYAoFKlSkhMTESdOnXw8OFDJCYmQlNTE5cvX/5kLX2+hZy1a9cWKvMymYzBg4goD6zHUS7GKSKiL6PsOGVubo4LFy7A1tYWALBo0SJs27YN+vr66NSpE+7fv4/q1asrLDNz5kzMnTsXmZmZAIDffvsNqqqqcHFxwdChQyEIAvr374/KlSsXuO18CzmnTp360v0iIvpvY3M1pWKcIiL6QkqOUzKZDL///rvCtNq1a4v/btSoEdzd3RXmGxgYYPv27bnW1bFjR3Ts2LHQ2y50n5z4+HgcOnQIUVFRUFFRgVwuR48ePdjmmYgoHyziFC3GKSKizyPlOFWoIaRDQ0Nhbm6OHTt24PXr13jx4gU2bNiAbt26ISIiQtl5JCIqkaT8JunihnGKiOjzSTlOFaomZ/78+bCxscG0adPEURgyMzOxYMEC/P7779i9e7dSM0lERFQQxikiIsqpUDU50dHRsLW1VRhmTkVFBQ4ODrh9+7bSMkdEVJLJZLIv/qPCYZwiIvp8Uo5ThSrktGnTBr6+vrmmBwQEoFWrVl89U0RERJ+DcYqIiHIqVHO1qlWrYvPmzThz5gxMTExQqlQphIeHIzQ0FB06dMCvv/4qpl2yZInSMktEVJIU5ydcUsM4RUT0+aQcpwpVyElJSUHv3r0BAO/fvwcA1KxZEzVr1lRezoiIiAqJcYqIiHIqVCFn0aJFys4HEZHkSPf5WPHDOEVE9PmkHKcKVch5//499u/fj+joaKSmpuaaP+//2LvzsCrK/g3g97Avh80FVARUFHFBcNcUBZRyLc1IxNBeTetts2wx3CLN0DLLn0pmri+ZmLgvmZKKuQcJKgJuiIIbKiKbHJb5/UGePLJ4kDNwznh/vLguzpxnZp7RA7ffeZ6ZmT1b6x0jItJ3cp4GoGuYU0RE1SfnnNKoyPnwww/x119/oVu3bjAzM5O6T0REMiHf8NA1zCkioqch35zSqMg5duwYfvrpJ3Tp0kXq/hAREVUbc4qIiB6lUZHTvHlzlJSUSN0XIiJZke/5Md3DnCIiqj4555RGRc7cuXMxadIkDB48GE2aNIGBgfrjdYYNGyZJ54iI9Jmc5zrrGuYUEVH1yTmnNCpyNm/ejNTUVERERJSb6ywIAsODiKgC8o0O3cOcIiKqPjnnlEZFTmRkJL755hvVMwiIiIh0CXOKiIgepVGRY2dnh9atW0vdFyIieZHxNABdw5wiInoKMs4pjYqc6dOn4/PPP8fbb7+Npk2bwshIfTU+UZqIqDxB1hMBdAtzioio+uScUxoVOW+//TYAYMKECQD+vUhJFEUIgoCkpCSJukdEpL9kfIJM5zCniIiqT845pVGR88cff0jdDyIi2ZHzGTJdw5wiIqo+OeeURkWOo6Oj6vvS0lIAZWfHlEolzp49q/Y+ERFRbWNOERHRozQqcmJjYxEaGoqLFy+W34CREU6fPq31jhEREWmKOUVERI8yeHITYM6cOXB2dsayZctgbm6ORYsWYfr06bC1tcW8efOk7iMRkV4SBKHGX6QZ5hQRUfXJOac0Gsm5cOEC5s+fD1dXV7Rr1w7GxsYYPXo06tevj2XLlmHQoEFS95OISO/Iea6zrmFOERFVn5xzSqORHHNzcxgYlDVt0aIFkpOTAQAdOnRAamqqdL0jIiLSAHOKiIgepVGR06NHD3z77be4efMmOnbsiJ07d+LOnTvYu3cvbG1tpe4jEZFeEoSaf5FmmFNERNUn55zSqMiZMWMG8vLysGfPHgwePBjW1tbo1asXvv76a9WzCYiI6HGCFr5IE8wpIqKnId+c0uianIYNG2LVqlWq1xEREbhw4QKsra3h4OAgWeeIiPSZLp/hkhvmFBFR9ck5pzQayQGAw4cP486dOwCALVu24JtvvsH69etRVFQkWeeIiIg0xZwiIqKHNCpyli1bhnfeeQdXr15FXFwcpk+fDnt7e+zatYu35iQiqoSghT+kGeYUEVH1yTmnNCpyIiMj8f3338PLywtbt25Fx44d8eWXX+Lrr7/Grl27pO4jEZFeknN46BrmFBFR9ck5pzQqcu7cuYPWrVsDAA4cOABfX18AgK2tLR48eCBd74iI9Jl8r+fUOcwpIqKnIOOc0ujGA66urti0aRPq16+PW7duoV+/flAqlVi+fDnatGkjdR+JiIiqxJwiIqJHaVTkTJkyBe+//z6ys7Px5ptvolmzZvjiiy+wb98+/Pjjj1L3kYhIL+nyML7cMKeIiKpPzjmlUZHTvXt3HD16FDk5ObCxsQEAvPPOO5g6dSqMjY0l7SARkb6S8605dQ1zioio+uScUxoVOQCQl5eHHTt24NKlSzA2NoarqyuGDh3K8CAiqoScz5DpIuYUEVH1yDmnNLrxwKlTp+Dj44PVq1cjMzMT6enp+OGHH+Dv74/k5GSp+0hEpJ8EoeZfpBHmFBHRU5BxTmk0kjNt2jS8+uqr+PTTTyH8czAlJSWYPXs2pk+fjqioKEk7SUREVBXmFBERPUqjkZy0tDS8+uqrquAAAENDQ4wZMwbnz5+XrHNERPpMxnfm1DnMKSKi6pNzTmk0ktO3b1/s2LED7733ntry33//Hd27d5ekY8+ay/Ep2Ld8E8YtDqmy3d2MWzi8bjcyUzNgammOdr5d4TWwl1qb6+fScCxqL+6m34KlnRW8BvaGe++Oam1STyYjdst+3M+8CxuH+ug63A8uHdy0flwkLX5udJuc5zrrGuaUdC4cTsDZ6L+Qn5UDu6b26DzCFw2aN6mw7ZaZy5B3N7vC9zoM7gWPgc9h7bvfVLqvnsGD0KJ7OwBA0r5YnD94EvnZebBt0gCeQ3ujsXuzGh8P1Y6XPfzwetehsLeqh5RbaZh/4H84ff1Cpe09m7jhgz5BcGvojKyCHGxPjMHyY1tQIpaWa+tgVR9RY7/GhF9nI/nWZbX3hrbrg9c6D4KzbSNk5mZhZ9IhrDi+BcWlJdo+RFmQc05VWuR8+umnqu9LSkqwZMkSHDhwAB4eHjAwMMC5c+dw8uRJDB8+vFY6Kmc3LlzF/hWbn9iuICcPOxdEoF5TB/T/bwBup13HX1v2wcDQAB2e7wkAyLqWiV0L16KZlzu6vOSL9MSLiFmzDSbmZmjRuexZERlJqYheugFtfbuix6vP48Kx09izZD1emjIO9i0cJT1W0h5+bnSfoMNzleWAOSW9S8fP4ETkXngM6oX6zo2QEvM39i2JwqCQsVDUtynXvu/EYSgpVv/PZNIff+H62VS4/PO75IWPXyu33t+bDiDvbjaatGsOADi79wQStv8Jzxe9Uc/JAZf/SsKB8I14/qPRqO/SSIIjJW0a0tYb0/zHY+mRKCTeuIRRnV5A+IgQvPq/Kbh+/3a59o429vjhlRDEpSdh8tYFaFavCT7sGwRzYzN8f/AXtbb1LWyw5OUpsDQxL7edF9v1RegLb2LNX9vx7eUItGrojHd6v4p6FtYI+2OVZMerz+ScU5UWOYaGhqrvbWxsVCFRWFgIAHBycoKTkxNKSjSrjA8dOoTevXvXpK+yU1JcgtN7jyF2634Ym5mUC4bHndl3AqWlpRjwbiAMjY3g3L4lSoqKcXLXIbTv3x0GBgaI/+0wrBvYod+ElwEATu1cUZCTh793xKj+sxq3PQZN27qiV+AAVZucO/dwctefeOHdQGkPmmqMnxuiMswp6Z3aeQStenvBY2DZCZFG7i7YPms5kvfHocsrfuXa2zW1V3t9J+0G0hPOo/voF2BtbwcAaNCssVqbqwnncftSBvpNGgkzhQVEUUTy/li49emItv27le23tQtunr+CC4cTWOTogbd7BSAqIRo/HSs7EXc87TS2jv8Or3UehG/2/69c++db94CBIOCjrd9BWVKE41fOoKHCDiO9nlcrcvxadsVn/V6HiWHFd0wc23UIdpz9Ewv/XAcAOHE1EYYGhpjUZxS+i1mLB8VK7R8s6axKi5ywsDCt7ujtt9/G888/j+nTp8PW1lar29ZXV0+fR/zuw+jx6vN4kJOPU3uPVtn+WlIqHNu0gKHxv/9szTq64++dB5GZeg0Ork2RkXwJrXp0UFuvmZc7Lhw7jfzsXJhYmOHmxavoFTTwsTat8dfW/RBFUdZVvRzwc0OPS0hIwPz58xEREaG2fN++fQgPD4eRkRFGjBiBgIAAFBYW4pNPPsGdO3egUCgwd+5c2NnZ1VHPa4Y5Ja2cW1nIu5sNRw9X1TIDQwM4tnPF9bOpGm0jdsMfqN+sMVp0b1/h+yXFJfh74364dHGHQysnAGVnlvu9PxIm5qZqbQ0MDZ94UofqnpOtAxpbN0DMxTjVshKxFH9e+hu9mnmiosmKxgZGKCopgbKkSLXs/oNcWJiYwcjAEMWlJVCYmOProZOw8dQfOJQaj4XDPim3ncOpCTiUGq+2LO3uNQgQ0Ni6AVLvXtPacZLu0+ianIULF1b5/qRJk564DU9PT/Tv3x+jR4/GwIEDERAQAAcHB816KVMNmzsiaO4kmJibInbbgSe2v3fzDpo8Nh/ZumHZf06yb95BvaYOyLuXAxv7euXaiBBx7+YdmCssUFpaCuvH2lg1tEOJshi5d+/DqoIpCKQ7+LnRH7VR+C1fvhxbt26FpaWl2vLi4mLMnTsXmzZtgqmpKUaNGgU/Pz9s374dbm5uePfdd7Fr1y6Eh4dj2rRpkvdTaswp7bt/KwsCBFg1VC/4FA1skJN574knN64mnMedy9fx/MejK21z/s945GfnouOwvmrLbRrVV31fkJ2LpH2xyL19D92DXnjKo6Ha4mLXGKIIXMm6qbY8/d4tNPWs+OdpZ9IhjO48EJO8R2HliW1wtnNAUKeB+OP8CdW1NA+KlRi28iOkZ99E56ZtKtzOgpifyy3r27IzlCVKXLufWcMjkyc5n6DUqMiJjY1Ve11SUoL09HTcv38fgwYN0mhHgiBgwIAB6Nu3L6KiovDee++hqKgIjo6OWLx4cfV7LgOWtlbVal9UUAhjU/UzW8ZmJgAA5YNCFD0o/GdZxW2KCgpV0ztMKtnOw22Q7uLnRn/URnS4uLhgyZIlatenAMDFixfh4uIChUIBAOjSpQv++usvxMXFYcKECQCAPn36IDw8vBZ6KT3mlPb9+7vBRG25kZkJIIooLiwq996jUvbHoaGrY7npaQ+JooiUA3+jWWd3WFTye+3S8TM4GvEbBAho2asDGrry+j9dp/jnWpn8ogK15fnKBzAQDGBubIqCIvXMyMi+he9i1mLG8xPwerehAICzN1Px+e6lqjbFpSVIz1YvnJ7kuWYd8GK7vvg5bhcKi4uevMIzSL4ljoZFzuNTIB6aN28eiouLNdqRKIoAAHNzcwQHByM4OBi5ublITdVsyJsAEaj00ygIgurvuFwb8ZE2eHIbkhd+buTN398fGRkZ5Zbn5ubCyurf/zhaWFggJycHeXl5qsLH0tISubm5tdZXKTGnpPTYz/fDn3uDyn/u79+8i5sXrqLPGy9V2uZG8mXk3clG6zderLRNwxaO8P9gFO5evYmEHYdQXFSM58ZoVrRSHfknD1TZolqOipcDGO7hi5nPT8CGhGjsSTmGhpZ2eLtXAJa8/Bkmbvjyqe6M1s2pHea/+CESrp3D4kPrq70+6T+NnpNTmaCgIGze/OS7OwGocDqEQqGAh4dHTbrwTDExN0XRA/WL5h6+NjE3Vc1fLtem8N82puZmT2xD8sLPTd0RBKHGX09LoVCoFTB5eXmwsbGBQqFAXl6eatmjhZAcMaee3sPR3Yc/5w8VFyoBQYCRScUXfwPA1VPnYWxqgibtXatocwGKhrao51T5lECrhnawb9kU7r6d4TXUG5dPnEV+Vk41j4RqU25hPgDA4rG7n1kYm6FULK3w4v//dHsRBy/+ja+iVyL26ln8lnwY726ah45NW2NQm+rfDOSF1j2x6OUpSLmVhvc3f8PbR1ehLnNKajUqcnbv3g0zMzON2rq7u1e4fP/+/TXpwjPFxr4+7mdmqS17+Nq2UQMYm5rAwsaqwjYCBNg0qg+rhnYQBKFcm5zMLBibmVQ6ZYD0Fz83dan2HrP2+NlRV1dXpKWl4f79+1AqlYiNjYWXlxc6duyImJgYAEBMTAy6dOlSoyPUdcypp2dlX3ZdXu7te2rLc29nw9qhXiVrlbl+9jKatGsBQyPDKtqkwsmzVbnlRQ+USD1xFgXZ6qOMdk5ld27Lz5bH6KNcXcm6AUEAmtqo32mvqa090rKuV7hOI6v65Z6hk5Z1HfcKctGifvWmKAZ49kfY4PcQm34Wb0XNQZ6y4MkrPdPk+zhQjR8G+nillpeXh9zcXEyZMqXaOy0tLYWBQVl9lZaWVu31n1WObZoj6WAcipVFqjNol08mwUxhgfpOjVRt0hLOoeswX9W/2eWTybBztIe5VdmFyQ6uTrgcn4w2fTqptn05PgWNWzfT6Yqcng4/N3WnNv9WHv4b7NixAwUFBQgICEBISAjGjRsHURTxyiuvwN7eHqNGjcKUKVMQFBQEExMTfPvtt7XYS+kwp7TP2t4OFrbWSE+4oHoIZ2lJCTISL8LRo2WV6969cgMdBveq9P3C3ALk3smu8KGiggAcW7sb7Z7vrraN60mXIRgaPLHAorp15d4N3Mi5A79WXXH8yhkAgJGBIbxbdFK749qj0rKuw8uxtdoyJ1sH2JorkJF9S+N9+7bsgpB+4xB97jhCdi6q8EGipE7O6a1RkfPBBx+ovRYEAcbGxvDw8ICzs7NGO7p69SrCwsJw5swZGBkZobS0FG5ubggJqfpJ7c+y+5lZKMjJg0OLpgCAdr5dcWbfCez6fi08BzyHO1duIP63w+g+oj8MDMvC2PP557Bpzk/Y+8MGuPfphIzEi7hw/DT6vxWg2m7HQb2x+//W4eD/tqNZpza4cOw0bl5Kx0uf/qdOjpO0i5+bZ4+joyMiIyMBAEOGDFEt9/HxgY+Pj1pbMzOzJ96JTB8xp6TR7vluiN3wB4wtTNGwhSPOHfgbhXkP4O7bGQCQc/seCnPy1YqV3DvZKCpUwqqKYuTe9bIHQlZUsBiZmqB13044u/cEjE1NYOdkjxvJaUjaF4v2L/Tg9Fg9sPL4NnzW73Xcf5CH+GvnMKrjC7AxU2Bt3G8Ayh7+Wc/cGqdvlI3e/Hh0E74eMgkzn5+A3UlH0EBhi7d6voL0e7ew4+yfFe7j8XNrxoZGmO7/BjJzs7Du5O9o69BC7f3zt6/wOTnPGI2KnMefFq1UKpGcnFytZytMmzYNH330ETw9PVXL4uPjERISogrnZ93jZyHjth/E+aMJmPjTTACAhY0CQz4agyORuxG9dAPMrRXo9nI/1VPrAaC+kwMGvjcKxzdGY2/4eijq2cBn3EuqBzoCgLNHK/i+MRx/b4/B+WOnYOPQAC+8G8in1uspfm50F0e4ag9zShpufTqipLgEKfvjkLIvDnZN7eH3bgAU/9wy/sxvR5F6PBFBiz9WrVOYmw8BQpXFyIOcqtt0HNYXZtYWuHDkFPLu3odlfRt0CeiHVr09K2xPumVDwl6YGhkjqNNAvNZ5EFJuXcZ/o75S3cb5zZ4vY0jbPui0IAgAEH3uOD7atgATegzH4DbeuJOfjaOXT2HRochyd2J76PH7F3Ro3Ap25tYAgBUjZ5ZrH/TzVCTfuqy9g5QJOeeUIFZ0m4vHpKamIiQkBJ9++inc3NwQGBiICxcuwNLSEj/++KNGc7oDAwMrDInKlj9uwZ+/PLENEZE2TPYO0sp2Fh5aV+NtTOo9Sgs9kT9dyKlZ0cufqu/0bNsYH13XXSA9lPCxdk68yDmnNBrJmT17Nuzt7dGsWTNs3LgRd+/eRUxMDKKiojB37lxERUU9cRutW7dGSEgIvL29YWVlhby8PMTExKB169ZPXJeISC/J+AyZrmFOERE9BRnnlEZFzt9//43t27ejXr16+OOPP9CvXz84ODhg2LBhWLZsmUY7Cg0NRXR0NOLi4pCbmwuFQgFfX1/4+/vX6ACIiHSVIOtLOnULc4qIqPrknFMaFTkWFha4f/8+7t69i7///htjxowBAFy+fBm2trYa7UgQBPj7+zMsiIhI65hTRET0KI2KHH9/f3z44YcwNTWFvb09+vTpg127dmHOnDkYMWKE1H0kItJLMp4FoHOYU0RE1SfnnNKoyJkxYwZ+/vlnZGRk4LXXXoOJiQmUSiX++9//YvTo0VL3kYhIL8l5GoCuYU4REVWfnHNKoyLHyMgIr7/+utqyYcOGSdEfIiKiamNOERHpHlEUERoaipSUFJiYmGDOnDlwcnICACQnJ2POnDkQBAGiKCIhIQHh4eHo3LkzQkNDkZGRgaKiIkyfPh0eHh5YvXo1oqKiUK9e2fO1Zs2ahWbNmlW6b42KHCIiIiIiouqIjo6GUqlEZGQkEhISEBYWhvDwcACAu7s7IiIiAAC7d+9Go0aN0Lt3byxevBhubm6YN28eUlJSkJKSAg8PDyQmJuLrr79G27ZtNdo3ixwiIonI+SFrRESk/6TOqbi4OHh7ewMAPD09cebMmXJtCgoKsGjRIvzyS9kzMQ8dOoRBgwZh/PjxsLKywsyZZQ93TUxMxI8//ojMzEz4+Phg4sSJVe7bQMvHQkRE/xC08IeIiEgqUudUbm4urKysVK+NjIxQWlqq1iYqKgoDBw6EjY0NACArKwv379/HihUr4OPjg3nz5gEABg8ejC+++AL/+9//EBcXh5iYmCr3zSKHiEgqgha+iIiIpCJxTikUCuTl5alel5aWwsBAvfzYvn07AgICVK9tbW3h5+cHAPDz80NiYiIAYOzYsbC1tYWRkRH69u2Ls2fPVrlvjYqckJAQ5Obmlluem5uLkJAQTTZBREQkGeYUEZHu6dSpk2rEJT4+Hm5ubmrv5+bmoqioCA4ODqplnTt3Vq1z4sQJtGzZErm5uRgyZAgKCgogiiKOHTuGdu3aVblvja7JSU9PLze0BAAlJSVIT0/XZBNERM8cTjerPcwpIqLqkzqn/P39cfjwYQQGBgIAwsLCsHr1ari4uMDX1xepqalwdHRUW+fNN9/E9OnTERgYCGNjY8ybNw8KhQKTJ09GcHAwTE1N0bNnT/Tp06fKfQuiKIqSHZkWLfjzl7ruAhE9IyZ7B2llO0uPb6zxNt7qzgdZ6otZ0cvrugukhzbGR9d1F0gPJXwcqZXtyDmnqnV3taysLCiVynLLHx1iIiKiMhzJqX3MKSIizck5pzQqcvbu3YuZM2fi3r17astFUYQgCEhKSpKkc0RERJpgThER0aM0KnLmzJkDPz8/vPbaazA1NZW6T0REMiHfM2S6hjlFRPQ05JtTGhU5eXl5eOONN9C8eXOp+0NEJBt8FmjtYU4REVWfnHNKo1tIBwUFYc2aNSgqKpK6P0REssGHgdYe5hQRUfXJOac0GskZOHAgxowZg02bNqFBgwYQHiv7/vjjD0k6R0Skz+R8hkzXMKeIiKpPzjmlUZHzySefoEWLFhgyZAjnOhMRkc5hThER0aM0KnKuXr2Kbdu2wdnZWer+EBHJiIxPkekY5hQR0dOQb05pdE2On58fDh06JHVfiIhkRRCEGn+RZphTRETVJ+ec0mgkx8HBAXPnzsWWLVvg5OQEQ0NDtfe//vprSTpHRKTPdPdXv/wwp4iIqk/OOaVRkXPv3j0MHjxY6r4QERE9FeYUERE9SqMiJywsTOp+EBHJji4P48sNc4qIqPrknFMaFTmlpaXYs2cPLly4gJKSEgCAKIpQKpVISkrCqlWrJO0kERFRVZhTRET0KI2KnFmzZmHTpk1o27YtTp06hY4dO+LKlSu4ffs2Ro8eLXUfiYj0ki4/JE1umFNERNUn55zS6O5qu3fvxvz58xEZGQlnZ2eEhobiwIEDGDx4MAoKCqTuIxERUZWYU0RE9CiNipzc3Fx4eHgAANzc3JCQkABDQ0O8+eabOHjwoKQdJCLSV3K+NaeuYU4REVWfnHNKoyLH2dkZiYmJAIBWrVrh1KlTAMrmQOfm5krXOyIiPSZo4Ys0w5wiIqo+OeeURtfkjB8/Hh999BG++uorDBo0CMOHD4cgCIiPj0fnzp2l7iMRkX7S4TNccsOcIiJ6CjLOKY2KnBEjRqBZs2YwMzODq6srlixZgg0bNsDT0xPvvfeelbRgHgAAIABJREFU1H0kIiKqEnOKiIgepVGRM27cOEybNg2urq4AAG9vb3h7e0vaMSIifSfnu9boGuYUEVH1yTmnNCpykpKSYGSkUVMiIvqHjGcB6BzmFBFR9ck5pzRKhMDAQLz//vsYOXIkHB0dYWJiovZ+z549JekcEZE+k/MZMl3DnCIiqj4555RGRc4PP/wAoOxha48TBAFJSUna7RUREVE1MKeIiOhRGhU5ycnJUveDiIjoqTGniIjoURpPYC4qKsKtW7dQWloKABBFEUqlEmfPnsWLL74oWQeJiPSVLj8kTY6YU0RE1SPnnNKoyNmzZw9mzJiB+/fvl3vPwcGB4UFEVAE5z3XWNcwpIqLqk3NOGWjSaMGCBXjhhRewc+dOWFtbIzIyEkuXLoWjoyOfP0BEVAlBqPkXaYY5RURUfXLOKY1GctLT07Fs2TI4Ozujffv2yMzMRP/+/WFoaIi5c+dixIgRUveTiIioUswpIiJ6lEYjOdbW1igoKAAANG/eXHWXmubNmyM9PV263hER6TVBC1+kCeYUEdHTkG9OaVTk+Pr64osvvsD58+fRvXt3bN26FadOncIvv/wCBwcHqftIRKSX5DwNQNcwp4iIqk/OOaVRkTN16lS0aNECiYmJ6N+/P7y8vDBy5EhERkZiypQpUveRiEgvCVr4Q5phThERVZ+cc0oQRVF8mhVzc3NhZmYGIyON70JdIwv+/KVW9kNENNk7SCvb+fV0dI238apHfy305NlU2zk1K3p5reyH5GVjfM1/T9CzJ+HjSK1sR845VeVv/m3btmHPnj0wMTFBv379MHjwYNV7CoVC8s4REekzXT7DJRfMKSKipyfnnKp0utqyZcsQEhKCBw8eID8/H1OmTMGCBQtqs29ERPpNvtdz6gTmFBFRDck4pyodyfn1118xZ84cDBs2DEDZg9ZCQkLw4YcfyvrpqERE2iLnM2S6gDlFRFQzcs6pSkdybty4gZ49e6pe+/n5oaCgALdu3aqVjhEREVWFOUVERJWpdCSnuLhY7WJNIyMjmJqaQqlU1krHiIj0HQcTpMWcIiKqGTnnVO3ccoaI6Bkk52kAVF5AR/+67gLpoXf6vFrXXaBnmJxzqsoiZ8eOHbC0tFS9Li0txW+//YZ69eqptXvllVek6R0RkT6T8ykyHcGcIiKqARnnVKVFTpMmTbBmzRq1ZfXr10dkpPp9uQVBYHgQEVVAvtGhG5hTREQ1I+ecqrTI2bdvX232g4iIqFqYU0REVBlek0NEJBE5z3UmIiL9J+ecYpFDRCQRGU91JiIiGZBzTrHIISKSjIzTg4iIZEC+OcUih4hIT4miiNDQUKSkpMDExARz5syBk5OT6v1ly5Zh165dsLKywvjx4+Hj44OCggKEhoYiIyMDRUVFmD59Ojw8POrwKIiIiLSPRQ4RkUQEiecBREdHQ6lUIjIyEgkJCQgLC0N4eDgA4Ny5c9i1axc2bNgAURQRGBiInj17YsWKFXBzc8O8efOQkpKClJQUFjlERM8oqXOqLhnUdQeIiORK0MJXVeLi4uDt7Q0A8PT0xJkzZ1TvXbx4Ed26dYOxsTFMTEzg4uKC5ORkHDp0CEZGRhg/fjx++OEH9O7dW4tHTERE+kTqnKpLLHKIiCQiCEKNv6qSm5sLKysr1WsjIyOUlpYCANzc3BAbG4v8/HxkZWUhPj4eBQUFyMrKQk5ODlasWAEfHx/MmzdP0r8DIiLSXVLnVF3idDUiIj2lUCiQl5enel1aWgoDg7JzV66urggKCsKECRPg7OyMDh06wNbWFnZ2dvDz8wMA+Pn5Yfny5XXSdyIiIilxJIeISE916tQJMTExAID4+Hi4ubmp3rt79y6ysrKwdu1aTJs2DTdu3EDr1q3RsWNH1TonTpxAy5Yt66TvREREUuJIDhGRRKR+yJq/vz8OHz6MwMBAAEBYWBhWr14NFxcX+Pr64urVq3jllVdgYmKCTz75BIIg4K233sL06dMRGBgIY2NjTlcjInqG8WGgRERUbVLPVRYEAV988YXasubNm6u+nzVrVrl1bGxssGjRIkn7RURE+kGXr6mpKU5XIyIiIiIiWWGRQ0REREREssLpakREEpHzNAAiItJ/cs4pFjlERBKRb3QQEZEcSJ1ToigiNDQUKSkpMDExwZw5c+Dk5AQASE5Oxpw5cyAIAkRRREJCAsLDw+Hh4YEXXnhBdcdQf39/BAcH49dff8X69ethbGyMt956Cz4+PlXum0UOEZFE5HyGjIiI9J/UORUdHQ2lUonIyEgkJCQgLCwM4eHhAAB3d3dEREQAAHbv3g0HBwf07t0bR48exZAhQzB9+nTVdm7fvo2IiAhs3rwZDx48wKhRo9CrVy8YGxtXum9ek0NERERERFoXFxcHb29vAICnpyfOnDlTrk1BQQEWLVqEGTNmAADOnDmDxMREBAcH44MPPkBmZiZOnTqFzp07w8jICAqFAs2aNUNKSkqV++ZIDhGRZDiSQ0REukzanMrNzYWVlZXqtZGREUpLS2Fg8O84S1RUFAYOHAgbGxsAgKurK9q3b4+ePXti+/btmD17Nvz9/dW2Y2FhgZycnCr3zZEcIiKJCFr4IiIikorUOaVQKJCXl6d6/XiBAwDbt29HQECA6nX37t3RvXt3AGXX4yQlJUGhUCA3N1fVJi8vD9bW1lXum0UOEZFEBEGo8RcREZFUpM6pTp06ISYmBgAQHx+vupnAQ7m5uSgqKoKDg4Nq2fTp0/H7778DAI4cOYL27dvDw8MDcXFxUCqVyMnJwaVLl9CqVasq983pakREREREpHX+/v44fPgwAgMDAQBhYWFYvXo1XFxc4Ovri9TUVDg6Oqqt8/HHHyMkJATr1q2DhYUFvvzySzRo0ADBwcEICgqCKIqYPHkyTExMqty3IIqiKNmRadGCP3+p6y4Q0TNisneQVrYTffGvGm+jv2tXLfSEakPSnbS67gLpIXsru7ruAumh+iZVT9XSlJxziiM5RERS4WwzIiLSZTLOKRY5REQSEeScHkREpPfknFO88QAREREREckKR3KIiCTCm6MREZEuk3NOscghIpKInKcBEBGR/pNzTrHIISKSjHzDg4iI5EC+OcVrcoiIiIiISFY4kkNEJBE5z3UmIiL9J+ecYpFDRCQROc91JiIi/SfnnGKRQ0QkETmfISMiIv0n55xikUNEJBkZpwcREcmAfHOKNx4gIiIiIiJZ4UgOEZFEBDnPAyAiIr0n55xikUNEJBH5RgcREcmBnHOKRQ4RkUTkfNcaIiLSf3LOKV6TQ0REREREssKRHCIiqcj3BBkREcmBjHOKRQ4RkUTkPA2AiIj0n5xzikUOEZFE5HzXGiIi0n9yzilek0NERERERLLCkRwiIonI9/wYERHJgZxzikUOEZFUZDwNgIiIZEDGOcUih4hIIvKNDiIikgM55xSLHB1xOT4F+5ZvwrjFIVW2u5txC4fX7UZmagZMLc3RzrcrvAb2Umtz/VwajkXtxd30W7C0s4LXwN5w791RrU3qyWTEbtmP+5l3YeNQH12H+8Glg5vWj4ukxc8NEUltz9Zd2PLLBty+dRvNW7li3PtvonX7NhW2nTgiGJk3blX4XuAbwRj5n9cAAAd2R2PTz7/iRsZ1NG7aBK+MCYS3v69a++gdu7Ft3UbcunkLjRwbI2BsEHr59dHuwZFktkZtxi+rf8atmzfRqrUb3v/kQ7T39Kiw7YgBL+HGtesVvvfG2xPxn7feAAAcjvkTq5etROrFVNjY2qC3jzfefP9tWFhYqNrv2LwN6/63Fjev3YCjkyPGThgHvxf6a/8ASeexyNEBNy5cxf4Vm5/YriAnDzsXRKBeUwf0/28Abqddx19b9sHA0AAdnu8JAMi6loldC9eimZc7urzki/TEi4hZsw0m5mZo0bkslDKSUhG9dAPa+nZFj1efx4Vjp7FnyXq8NGUc7Fs4SnqspD383Og+Od+ak54N+3/bi6Xz/w+B44LRso0bdm7Yii8mT8X3a5bCvrFDufYhc0NRVFSktmzruo04eewvePcvK2IO7zuIhbO/wcvBI+HVtRPiT8RhQehcGJuYoEffspMvf+7djyVh3+GlUSPQqUdXxB4+jvkz5sDUzAxdnusm/YFTjfy2bSfmfzkP4/47AW3atcGGX37F5P++jzVRv6Bxk8bl2s9d+A2KlOqfm3Vrfsaxw0fRf+DzAIC4E7GY8v7HGDx8KCa++xZuXL+BpQvDkXE1A/OXfAcA2PvbHoR9/iVGjR2NHr2fw+GYQ5jxyVSYmZvjuT69yu2X5J1TtVrkFBYWIiUlBfn5+bCzs4Obm5usb133JCXFJTi99xhit+6HsZkJSopLqmx/Zt8JlJaWYsC7gTA0NoJz+5YoKSrGyV2H0L5/dxgYGCD+t8OwbmCHfhNeBgA4tXNFQU4e/t4Ro/rPatz2GDRt64pegQNUbXLu3MPJXX/ihXcDpT1oqjF+bvTHs/z7TV8xp9StW/4/DBg2BK/+ZzQAwLNLJ7wdOA7b1m/CGx/8t1z75q1c1V5fSDqH4zGH8U7Ih2jiVHYyZMsvG9DNuyeC3xoHAPDo7IVzicn4bdN2VZGzf3c02np54PV3JwIAOnTpiHNnk/H7lh0scvTA8vBlGBbwMv7z5ngAQJce3RA49BWsj/gFH0z5qFz7Vq3VZwQkJZ5FzB8HEPLFdDi5OAMA1q1Ziw4dPRESOl3VzlKhwMxPpuLypcto1qIZdm/bCa/OHfHuR5PK9tu9K86ePoMtGzayyKmEnH+/1dotpA8cOIBRo0Zh1apV+OyzzxAeHo7AwEDExsbWVhd0ztXT5xG/+zB6vPo82vk++Zf2taRUOLZpAUPjf2vTZh3d8SAvH5mp1wAAGcmX4Nyhldp6zbzccTf9FvKzc1FcVIybF6/CxcvtsTatkZ50CaIoauHISEr83BBJgzml7np6BjJv3ELXXj1UywyNDNHluW44eewvjbbx03fhaNXOHb4D/VXLJoeGYNykt9TaGRkbo/iREaAiZREsLC3U2ljZWCP3fs7THArVovQrV3Hj2nX08vFWLTMyMsJzfXrj2KGjGm3ju7D5aNehPQa+OFi1rL2nB0YEBqi1c2nmAlEUcT0jAwCgLFLCUmGp1sbG1gb3s+8/7eGQHqu1ImfFihWIjIzEd999h82bN8PCwgIrVqzAggULaqsLOqdhc0cEzZ2E9n7dNLry697NO7Cxt1NbZt2w7HX2zTsoKixC3r0c2NjXK9dGhIh7N+8gJzMLpaWlsH6sjVVDO5Qoi5F7l78IdB0/N/pDEIQaf1HtYU6py7iSAUEQ0KhpE7XlDo6NcSPj+hNPbhw/eATnzybjP+9NVFveuGkTODRuBAC4n30fW36JwqnYk3hh2BBVm4EvD0X8iTgc2XcQ+Xl5OBR9ACePxZa7bod0z5XLVyAIApo6O6ktd2zaBBnp6U/83BzcF4OzpxPx3scfqC1/feI49Bvgr7bszwMHIQgCXJo3AwC8PDIAJ44cx749fyAvNxfRu/fg2KGj8B/0Qo2PS67knFO1Nl0tJydH9RdhamqKK1euQKFQQKlU1lYXdI6lrVW12hcVFMLY1FRtmbGZCQBA+aAQRQ8K/1lWcZuigkIYGhoCAEwq2c7DbZDu4ueGSBrMKXUFeXkAAHMLc7Xl5hbmEEURDwoelHvvUdt/3Yw2HdrBra17he8nnjyF6e9+AkEQ0Pm5bujp8+90ou59noPPgP74ZsYcAGX/Ees/dAAGjXixpodFEsv753Pz6M0AAMDC0hJiqYiCgoJy7z3q15/XoUNHT7T1aFflfs6nnMPPK9bAp78fmjQtmwrZx68vBgwdhBkfl92MRxAEDH35pXIjQPRsqLUiZ9CgQQgICEC3bt0QGxuLoKAg/PTTT2jbtm1tdUHviUClZ+4FQfj37MjjbcRH2uDJbUhe+LmpO/xb0S/MKXViZT/f/yw3MKj8E55xJR2JJ09hylczKm3T2MkRXy6Zj+vpGfh56SqEfjgVc5bMBwD83+xvcPzPIxj7zhto1dYd58+mIHJlBCwUlnj9nQk1Oi6S1sNMefxz83C5gVD5JKIrl9NwMvZvfPXdvCr3cSHlPD6Y+B7sGzng05n/3l109rRQ/LkvBu9Mfg9tPdrj7JlErAz/CQorBd6Z/P7THpKsyTmnaq3ImThxInx8fHDx4kWMHDkSrq6uuHv3LurVq/fklQkAYGJuiqIH6mcUH742MTeFibmp2jJVm8J/25iamz2xDckLPzd1h8WffmFOqbP459qGgvwC2NjZqpYXFBRAEASYmplVuu7xg0dgbmGOzs91r7RNvQb1Ua9BfbTz8oCNnS3CpoQi6VQiGjayx8G9+/H6uxPw0qhXAADtvDxgbmGGH79djIHDh8Chgjt0kW5QKBQAgPy8PNjV+3eqdEF+PgQDAWbmlX9uDu6LgYWlBZ7r07vSNn//FYeQSZ+gfsMGWPjTEljbWAMAbt24ib27fse7H03CqLFlN8rw6twRFuYW+ParrzH81RGqER/6l5xzqtauyQEANzc3DBw4EK6uZXdfqVevHvbv31+bXdBrNvb1cT8zS23Zw9e2jRrA2NQEFjZWFbYRIMCmUX1YNbSDIAjl2uRkZsHYzAQW1ZwKRbqPn5u6JGjhi2oTc+pfTZwcIYoibj72/JKbGdfh6Ny0ynVPHo9Fpx5dYWxsrLa8pLgEh6IPICPtqtryFm4tIYoi7mTexp1btwEAbu3Un8XTpkN7iKUirl5WX5d0i5OLE0RRxLX0DLXlGenX4NzMpcp1jx85ih69nyv3uXnoz/0xmPzfSXB0aoof1ixDQ/uGqvdu3Sx7PlO7Du3V1unQyROlpaW4fOnyUxzNs0C+OVWrRc5DpaWlqu/T0tLqogt6ybFNc2QkXULxI/eSv3wyCWYKC9R3aqRqk5ZwTu3Cvssnk2HnaA9zK0sYGRvBwdUJl+OT1bZ9OT4FjVs3k3VF/6zi54ao+phTZUVOA/uGOH7wiGpZcXExYo+cQIeunapc92LyObhV8MBQQyNDrPi/pdgYsV5t+cnjsRAEAc1cm6ORY2MIBgKSTiWqtUlJTIIgCHBo0qgGR0VSc3Jxhn0jBxzcF6NaVlxUjCMHD6Frj6rvCJqcmIT2jxUpD509nYgZn0xDO492WLxqKWxsbdXed3RqCgMDA5w6maC2PPHUGQiCgCaP3UCD5K/WpqtdvXoVYWFhOHPmDIyMjFBaWgo3NzeEhFT9pPZn2f3MLBTk5MGhRdkZs3a+XXFm3wns+n4tPAc8hztXbiD+t8PoPqI/DAzL6lXP55/Dpjk/Ye8PG+DepxMyEi/iwvHT6P/WvxfddRzUG7v/bx0O/m87mnVqgwvHTuPmpXS89Ol/6uQ4Sbv4udEdLP30C3OqvJeDR+Kn75bAUmEJ9w7tsDNqK3Lu38fQkcMBADcyruP+vXtqoy63rt9EQX5BpaM9AWODsPz7cNRvWB8enb1wIfk8fl29Fr4D/dG0WdkzUQYMH4r1KyMAUYRb+za4mHwO61f+jJ6+3nD6pw3pruDxY/Fd2HworKzQoWMHRP3yK+5nZ2Pka6MAABlX03Ev657aqMv1a9eRn5df6WjP3NA5MDY2QvAbryP1wiW195xcnGFXzw7DXx2BlUt/giiKaN+hPZLPJmPl0p/g6++HZi2aS3fAekzOOSWItfSAizFjxuCjjz6Cp6enall8fDzmzp2LyMjIJ66/4M9fpOxenYvddgCn9x7DfxZ9plq2f+VWnD+agIk/zVQty0y7jiORu3E77RrMrRVo59sVni88p7at9MSLOL4xGvdu3Iaing06DvaGW09PtTbnj5/G39tjkHs3GzYODdBtRD84t28p7UGS1vFzI43J3kFa2U78zfM13oaXQ6snNyKtqGlOJd2R54jPtsiN2P7rFuRkZ6N5K1f85/03VXdM+78v5+PA7mhsOrRb1f782RRMmTgJX/2wAO4eFd+04Y8dv2Pb+k24nn4NdvXrof/QARgRPBIGBmUnXkRRxMaISOzdthtZd+7CvrEDfAf0x7CgABgaGUp/0LXI3sruyY30UOT/fsGvayORnXUPrdzd8P4nH6rumPbl9C+we/suHEo4rmp/9kwiJo4ehx/W/AQPrw5q27p+7ToCBg6rdF9ffhsGn/5+EEUREStWY9vGrbhz+zYaN2mCAUMHIej112BkVGvn9WtFfRNrrWxHzjlVa0VOYGBghSFR2fLHyb3IISLdoa0iJ0EL4eGpo+EhRzXNKbkWOSQtuRY5JC1tFTlyzqlaK2tbt26NkJAQeHt7w8rKCnl5eYiJiUHr1q1rqwtERESVYk4REclHrRU5oaGhiI6ORlxcHHJzc6FQKODr6wt/f/8nr0xEpI94Qwa9wpwiomeOjHOq1oocQRDg7+/PsCCiZ4Yg60s65Yc5RUTPGjnnlLyuwiIi0iEyPkFGREQyIOecqpPn5BAREREREUmFIzlERBKR8zQAIiLSf3LOKY7kEBERERGRrHAkh4hIIoKcJzsTEZHek3NOscghIpKInKcBEBGR/pNzTnG6GhERERERyQpHcoiIJCLjWQBERCQDcs4pFjlERJKRcXoQEZEMyDenWOQQEUlE6gs6RVFEaGgoUlJSYGJigjlz5sDJyUn1/rJly7Br1y5YWVlh/Pjx8PHxwfXr1zF16lQUFxcDAGbPno1mzZpJ2k8iItJNcr7xAK/JISLSU9HR0VAqlYiMjMRHH32EsLAw1Xvnzp3Drl27sGHDBqxYsQL/93//h8LCQixcuBDBwcGIiIjAm2++iW+//bYOj4CIiEgaHMkhIpKI1OfH4uLi4O3tDQDw9PTEmTNnVO9dvHgR3bp1g7GxMQDAxcUFKSkp+Oyzz2BlZQUAKC4uhqmpqcS9JCIiXSXfcRyO5BARSUjQwlflcnNzVQULABgZGaG0tBQA4ObmhtjYWOTn5yMrKwsnT55Efn4+bG1tYWhoiEuXLuGbb77Bu+++q9UjJiIifSJtTtUljuQQEUlE6qnOCoUCeXl5qtelpaUwMCg7d+Xq6oqgoCBMmDABzs7O8PT0hJ2dHQDg2LFjmD17Nr755htej0NE9AyT8SU5HMkhItJXnTp1QkxMDAAgPj4ebm5uqvfu3r2LrKwsrF27FtOmTcONGzfg5uaGY8eO4auvvsLy5cvRtm3buuo6ERGRpDiSQ0QkEamfJO3v74/Dhw8jMDAQABAWFobVq1fDxcUFvr6+uHr1Kl555RWYmJjg008/hSAICAsLQ3FxMaZMmQJRFNGiRQt88cUXkvaTiIh0k9Q5VZcEURTFuu6EJhb8+Utdd4GInhGTvYO0sp0L9zJqvI2Wto5a6AnVhqQ7aXXdBdJD9lZ2dd0F0kP1Tay1sh2pc6qqRx0kJydjzpw5EAQBoigiISEB4eHhcHd3x8cff4zi4mI0bNgQc+fOhampKVavXo2oqCjUq1cPADBr1qwqp1xzJIeIiIiIiLTu0UcdJCQkICwsDOHh4QAAd3d3REREAAB2796NRo0aoXfv3vjqq6/w8ssv48UXX8TixYsRGRmJsWPHIjExEV9//bXGU61Z5BARERERkdZV9aiDhwoKCrBo0SKsXbsWADB16lQAZTfTuX79Opo3bw4ASExMxI8//ojMzEz4+Phg4sSJVe6bRQ4RkUTk/CRpIiLSf1LnVGWPOnh4J1AAiIqKwsCBA2Fra6taVlxcjJdeeglKpVL1qIPBgwdj9OjRUCgUeOeddxATE4O+fftWum/eXY2ISCLyffoAERHJgdQ5VdWjDh7avn07AgIC1JYZGRlh586dmDVrFj799FMAwNixY2FrawsjIyP07dsXZ8+erXLfLHKIiCQiaOEPERGRVKTOqaoedQCUjfQUFRXBwcFBteyLL77A8ePHAQAWFhYwMDBAbm4uhgwZgoKCAoiiiGPHjqFdu3ZV7pvT1YiIpMLpakREpMskzqknPeogNTUVjo7qd2cLDg7G559/jvDwcBgYGODzzz+HQqHA5MmTERwcDFNTU/Ts2RN9+vSpct+8hTQR0WO0dQvp1Ps3aryN5taNtNATqg28hTQ9Dd5Cmp6Gtm4hLeec4kgOEZFEOI5DRES6TM45xSKHiEgivLsaERHpMjnnFIscIiKJyDc6iIhIDuScU7y7GhERERERyQpHcoiIpCLjaQBERCQDMs4pFjlERBLhc26IiEiXyTmnWOQQEUlEvtFBRERyIOec4jU5REREREQkKxzJISKSiJxvzUlERPpPzjnFkRwiIiIiIpIVjuQQEUlEzmfIiIhI/8k5pziSQ0REREREssKRHCIiicj51pxERKT/5JxTLHKIiCQi41kAREQkA3LOKRY5RESSkXF6EBGRDMg3p1jkEBFJRM5nyIiISP/JOad44wEiIiIiIpIVjuQQEUlEzhd0EhGR/pNzTrHIISKSiJzDg4iI9J+cc4pFDhGRVOSbHUREJAcyzilek0NERERERLLCkRwiIonIeRoAERHpPznnFIscIiKJyPnWnEREpP/knFOCKIpiXXeCiIiIiIhIW3hNDhERERERyQqLHCIiIiIikhUWOUREREREJCsscoiIiIiISFZY5BARERERkaywyCEiIiIiIllhkUNERERERLLCIkcLSktLMX78eIwePRo5OTkAgNu3b2PWrFkara9UKuHn5ydlF4mI6BnGnCKiZ41RXXdADm7duoV79+5h48aNqmUNGjTAzJkzNVpfFEUIcn7kLNW6zZs3Y//+/Xjw4AFu376N4OBg/PHHHzh//jw+/fRTREdH48qVK1AqlRg3bhwGDhyIEydO4Pvvv4ehoSGcnZ0xa9YsGBoa1vWhEJEWMKdI1zCnSGoscrRg5syZSEtLw8yZM5GRkYH8/Hx8+eWXmDp1KtavX1/hD2VhYSE+/vhj5OTkwMnJSbWt4OBguLu74/z587CwsECXLl1w6NAlgcRiAAALrklEQVQh5OTkYOXKlRAEAdOnT0dOTg6ysrLw6quvIjAwEMHBwWjTpg3Onz+PvLw8LFy4EI0bN66wv4sXL0ZaWhqysrKQnZ2NoKAg/P7770hLS8O8efPg7u6OSZMmITc3F4WFhfjkk0/QtWtX/Pbbb1izZg0MDQ3RuXNnTJ48ubb+iukp5OXlYcWKFdi1axfWrFmj+iyGh4fjypUrqv/sHDlyBAAwY8YMrFu3DvXq1cPChQuxadMmBAQE1OUhEJGWMKdIFzGnSEqcrqYFn3/+OVxdXWFvbw9XV1esW7cOZmZmqrNeM2bMwOLFixEREQF7e3ts2rQJmzdvhpubGyIiIhAYGKi2PS8vL6xevRpKpRLm5uZYuXIlXF1dceLECVy5cgVDhgzBihUrsHTpUqxatUq1nqenJ1atWoWePXtix44dVfbZ3Nwcy5cvh7+/Pw4ePIilS5diwoQJ2LlzJ65cuYI7d+5g6dKlmD9/PgoKCpCdnY3FixdjzZo1WLt2LW7cuIGjR49q/y+TtKZt27YAACsrK7Ro0QIAYG1tDWNjY8ycORMzZszA5MmToVQqcffuXWRmZuKDDz7AmDFjcOTIEVy/fr0uu09EWsScIl3EnCIpcSRHy5o3b672+tEfSlEUoVQq0atXL2RlZcHb2xsA0KFDBxgZ/ftP0aZNGwBlP+gtW7ZUfV9YWIgGDRpgzZo12LNnDywtLVFcXFxuvcaNG+P27dtV9vPhLxZra2u4urqq7aNly5YICgrC5MmTUVxcjDFjxiAtLQ13797FhAkTIIoi8vPzcfXqVfTs2bMmf10kocqmlpSWluLMmTNYvHgxlEolfHx8MHToUDRu3Bjh4eFQKBTYt28fLC0ta7nHRFQbmFOkK5hTJCUWOVpmYKA+OGZnZ1fhD+W5c+dw8uRJ+Pn54ezZs2ohUNW855UrV6Jjx44IDAzE8ePHERMTo9F6j6uq7cOpBD/++CMyMzMxatQobNiwAY0bN8aqVatgaGiIzZs3q8KK9IsgCLh9+zaGDx8OS0tLjB8/HkZGRpg6dSomTpyI0tJSWFlZYd68eXXdVSKSAHOKdB1zirSBRY6WVPbLWBCECn8ou3TpgpCQEIwePRrNmzeHqalpue1U9L2fnx8+//xzbN++HTY2NjA2NoZSqdTqBaEuLi5YtGgRtmzZAhMTE0yaNAl2dnZ4/fXXMXr0aJSWlqJp06YYNGiQ1vZJ2jV8+HDV997e3qqzse7u7li+fHmF6/Tq1Qu9evWqlf4RUe1jTpEuYU6R1ARRFMW67gQREREREZG2cCRHxt577z1kZ2erXouiCGtrayxZsqQOe0VERFSGOUVEUuFIDhERERERyQpvIU1ERERERLLCIoeIiIiIiGSFRQ4REREREckKixyqkp+fH9zd3VVf7du3R//+/bFs2bK67pokgoODsXDhQgBAUVER1q9f/9Tb2rx5M3x8fLTUMyIiqghzijlFVBHeeICq5Ofnh7Fjx2LIkCEAgOLiYhw9ehTTpk1DWFgYXnzxxTruoXbdv38fxsbGMDc3x5YtW/D999/jwIEDT7UtpVKJvLw82NnZabeTRESkwpxiThFVhCM59ESWlpaoX78+6tevDwcHBwwbNgw9e/bEnj176rprWmdtbQ1zc3MAQGlpaY22ZWJiwuAgIqoFzKmnw5wiOWORQ0/FyMgIJiYmAIC8vDxMmzYNzz33HNq3b48BAwaoBYu7uzsWLlyInj17Yty4cQCAjRs3YtCgQWjfvj169OiB0NBQ1S/rkJAQzJs3D5MnT4aXlxeGDh2K5ORkfPfdd+jatSt8fHywd+9e1faDg4MREhJSaV+PHDmCESNGqLa1f/9+AGXD9CNHjsT777+Prl27IioqSjUN4MSJE5g6dSpu3LiBNm3a4Nq1awCA8PBw9OnTB126dMGECROQlpZW6XFu3rwZffv2Vb1/8eJFvPHGG+jcuTP69OmDxYsXq95bvHgxJk+ejNmzZ6NLly7w8/OT7VQLIqLawJxiTtGzjUUOVUtxcTH27NmDQ4cOoV+/fgCAsLAwpKamYtWqVdi1axe6deuGGTNmoKioSLXevn37EBkZiWnTpiEuLg6zZs3C5MmTsXfvXsyaNQubNm1SC5y1a9eiS5cu2LZtGywtLTFmzBhkZ2fj119/Ra9evTBz5kxV2yVLlmDatGkV9vfixYuYOHEi+vXrh23btiEgIAAffPAB0tPTAQAJCQlo3rw5oqKi4Ovrq1qvU6dOmDp1Kuzt7XH48GE0atQIERER2LZtG+bPn48NGzbAxcUFr7/+OgoLCys8TgAQBAEAkJWVhdGjR6NRo0bYsGEDQkNDsXbtWqxcuVK17p49e2BsbIyoqCiMHDkS3333HS5evPjU/1ZERM8i5hRziggAIBJVwdfXV+zQoYPo5eUlenl5iW3atBE7deokfvvtt6o2mzdvFs+dO6d6ffHiRdHd3V1MT08XRVEUW7duLa5du1b1/pkzZ8QdO3ao7WfkyJHiokWLRFEUxc8++0wMCAhQvRcRESF6eHiISqVSFEVRPHv2rOj+/+3dTyj7fxwH8OevL9G0rDEOJslFVsqBzMEOTgsNJ8NhcSF/Dmq5aRpFDhRxwGEnLbVGOSxzEOXGyJ+GoU8pSf5kXNje34N8fpvfmO/3+6vfr3k+Lj57vz/77P2W3s9e+7w3hYXi5uYm7vhHRkZEU1NTVNv09LTw+/3C5XKJwsJC8fj4KPe1tLSI8fFxIYQQLpdLGAwGuc9gMIiVlRX5cTgcFlVVVWJxcTHmPCOf73A4hMFgEC8vL3L//Py80Ov1QgghJiYmREVFhQiHw3J/WVmZcLvdcedIRPSdMacMch9ziuhvSf91kUX/f52dnTAajQBe9+9mZWXJ7/wAgMlkgtfrhdPpxNnZGfb29gBE7xXOycmRj3U6HVJTUzExMYHj42McHR1BkiTo9Xr5nNzcXPk4JSUFmZmZSE5Olh8Drx+YjCcQCECn00W1tbe3AwD29/ehUqmgUCjiXufp6QmXl5ewWq1R7c/Pz1FbASLnGen09BRFRUX48eOH3FZSUoLb21vc3d3Jz438vaalpeHl5SXu2IiIvjvmFHOK6D0WORSXWq2OWszfs1qt8Pl8MJlMMJvN0Gg0aGxsjDrnbV80AKyvr6OzsxN1dXWorKxEd3c3bDZb1PmRiyyAqEX1V7wFzkfegiieUCgEABgbG0NBQUFUn1KplI8j5xnvdd7C9e1nrLEKfvkhEVFczCnmFNF7LHLojwSDQSwvL8PpdKK4uBgAsLa2BuDjhW9hYQH19fUYGBgA8LowS5KE0tLSf318eXl52N3djWprbW2F0WhEUtLnf/6RgaVUKpGRkYGrqyv5fwqEw2H09vaisbER5eXln16roKAAHo8HoVBIDsatrS2kp6dDrVb/xsyIiOgrmFPMKfqe+MUD9EdSU1OhUCjg8XhwcXGBjY0N2O12AB/fplepVPD5fPD7/Tg+PkZfXx+ur6+/dFv/TWQw3d/fIxgMxjzPbDZjZ2cHMzMzkCQJDocD29vbUVsOPqJQKPDw8IDz83OEQiFYLBaMj4/D6/VCkiTYbDZsbm7+4x2zWGpqahAKhdDf349AIIDV1VVMTk6iqanpy3MmIqJfx5xiTtH3xCKHPhXv9ntSUhJGR0fh9XpRXV2N4eFhdHR0IDs7GwcHBzGv0d3dLW8VaG1tRUpKCpqbm3F4ePhb4+rq6sLQ0FDM87RaLSYnJ7G0tITa2lq43W5MTU1Bq9XGvW55eTny8/NhMpng9/vR1tYGs9kMu90Ok8mEk5MTzM3NQaPRxJxnJIVCgdnZWUiShIaGBgwODsJisaCnp+dLcyQiotiYU8wpolj+EtxMSURERERECYR3coiIiIiIKKGwyCEiIiIiooTCIoeIiIiIiBIKixwiIiIiIkooLHKIiIiIiCihsMghIiIiIqKEwiKHiIiIiIgSCoscIiIiIiJKKCxyiIiIiIgoofwEjMHEDQEl9gUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over criterion and subsample \n",
"# with learning_rate, max_depth, and max_features set to best values\n",
"tmp = map_df[(map_df['learning_rate'] == 0.1) & \\\n",
" (map_df['max_depth'] == 8) & \\\n",
" (map_df['max_features'] == 4)]\n",
"\n",
"train_test_param_map(x_var_='criterion', y_var_='subsample', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over max_depth and subsample \n",
"# with learning_rate, criterion, and max_features set to best values\n",
"tmp = map_df[(map_df['learning_rate'] == 0.1) & \\\n",
" (map_df['criterion'] == 'mse') & \\\n",
" (map_df['max_features'] == 4)]\n",
"\n",
"train_test_param_map(x_var_='max_depth', y_var_='subsample', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gd3d3IiJasmQJaWpq0pkzZyg6OprGjh1LBgYG9Pvvv1NkZCQtX76c+vXrR0REz58/Jw0NDbp37x4lJCTQrl27SFdXlwQCARERffjwgfv3586dO0caGhq0cuVKiomJIRcXF9LV1SV7e3sKDQ2lEydOkJqaGkVERBARcdfoqKgoCg8PJ0dHR7KwsOC2Z2dnx5UR9vb2NHv27ErPu1AopMTERFJTUyN3d3cSCASUmJhIurq6dPLkSYqJiSE3NzfS19cnLy8vIqIyz6m6ujqlpaVRZmYmzZ07lxYuXEjv378v8/yeO3eOjI2NiajoN6SmpkZOTk4UExNDCQkJdOfOHerfvz/du3ePoqOjaffu3aSvr8/lKQMDA/rzzz8pISGB7t69S1paWuTj41Nm3IYMGUKrV6+m2NhYevXqFY0dO5ZmzZrF7VtdXZ0cHBwoLCyM3N3dSUtLi86dO0dERPfu3ePK++L05vP5dPXq1TLT0tDQkAYMGEA+Pj4UFBREBgYG1KtXL7pw4QKFhobSqFGjRO47K8qDjx49ou7du9Pz58/J19eX1NXV6dWrV5WeTyKiefPmkbW1Nb1+/Zq8vLxErgNCoZBGjRpFzs7OFBUVRf7+/mRqasrd4547d44rY8PDw7nphw8fUn5+Ph0+fJgGDhxIaWlpJBQKacKECaSpqUmXLl2imJgYWrhwIfXv379Kx1lffJMKTe/evUXmHTt2jBITE7lpLy8vbt3im4CSFZoTJ06IrDtkyBAiKrtCc+/ePS7s+vXr6ccffyQioi1btpCNjY3IcYwfP75WKjRLliwhBwcHIiLy8PCggIAAbllubi6pqanR48ePiajoAr506VIiKrpZPnDgAGVlZXHhz5w5Q4MGDeKmK6vQqKmpka6uLuno6JC2tjapqamRiYkJ+fr6EhFRSkoKHTp0SGS9LVu2kJ2dHbd9Pp9PmZmZ3PJLly5RaGgoNx0REUF8Pp/i4uKIqOicnD59mltuZWUlko5r1qwhR0dHIiKaNWsWTZ48mdt+XFwcBQcHlxmfz9nZ2dGCBQu46Q0bNoikjbu7O+no6BAR0du3b+nMmTMi6y9atEjkuP78808yMjKiiRMnimy3Mp+fAyMjI+7iRVR0oRk8eDBduXKlSue05G+oKhWa0aNHc8tiYmKIz+dzlQqif38ziYmJdPjwYerXrx/FxsYSEZFAICAfHx8qLCwsFa+XL1/S9evXReaNHz+edu7cye27uMJIRPTp0ydSU1Mjf39/+vTpE3Xv3p38/f255SdOnKiwQsPn87kCXiAQkJqamsgNj4WFBR08eJCIKs+D79+/p379+tGiRYtIU1OT3rx5U+Z+P3fixAnu+lHM2tqayydLly6ltWvXiixfvnw5rVixgoiKzs1PP/3ELRMIBKSrq0seHh7c8uJzV3xeim8miIjWrVvHXSuYulfd8mrRokXcw5hiS5cupVWrVhERkY6ODm3fvp2EQiEREb169YoSEhKIiGjr1q1kb2/Prfd5hab4hqh4PT6fT8nJyRQWFiaSt4mK8mltVGiKy9a0tDSKjIzkbviKzZs3j8vbn6eJu7s7BQYGctOZmZmkpqbGlW9VqdBoaWmRjo4O6ejoULdu3UhPT4/++OMPLsyFCxcoPDycmw4NDSU+n0+JiYnc9s+ePcstDwoKIjc3N5H9jB49mvbs2UNERWVxyXL+8OHDpKOjwz00CwoKIj6fTx8/fqSbN2+SlpYWhYSEEFHRA7aHDx9Sbm5umfEpqfhmsfghVnBwMPH5fHry5AkXRkdHhysnjh49SklJSdwyT09P6t69Ozdd/MBt8eLF1LNnT0pNTa30GIhKn4MtW7ZwD7eKbdu2jbvmVHZOlyxZwl0Lq1Kh4fP5FBUVxS0fP368yP0aEZGtrS3t27ePe5hXMg8+efKEqyCXJBAI6MCBA1z6EhX9JoYOHSqy78jISG75zJkzydnZmYiIZs+eTStXruSWpaWlkbq6eoUVmq1bt3LTxfctxQ4cOECWlpZEVHkeJCoqM8aMGUMmJiYi+b0i79+/p27duomcnyNHjnDXgeIKTvG1pzgdtLW1iajo3GhpaXEPy4mIFi9eTPPmzeOWF587oqJr0uLFi7nply9fcteK70WtvENTXa1btxaZtrGxgZubG54+fYrIyEiuSbK80cratGnD/VteXr7CprsffvihzLChoaHQ1NQUCaujo1Mr3T8EAgH38ufgwYPx6NEjbNy4kYsbj8fjmgVLkpWVxYQJE3D58mW8fPkSkZGRCA4Orlbfax6Ph0uXLkFMTAw8Hg8KCgpc/3AAaNq0KUaNGoUjR47g9evXCA8PR0hICLS1tbkwioqKkJOT46YtLS3h4eGBs2fPIioqCi9fvgQgen5KprOMjAxatWolMp2XlwcAmDFjBmbMmIE+ffqgV69eGDp0KCwtLascv5LnXlpaWiQvSUtLc03M7dq1g5SUFPbu3YuwsDCEhYUhIiICpqamXPhp06bh2rVrCA4OFul2UB1ZWVlITEzE0qVLRebn5+fj7du3tXJOP1cyzhERESCiUt3UxMTEEBUVBQsLC1y+fBlDhw6FpqYmjI2NMWbMmDIHzlBXV4eMjAx27tyJsLAwhIaGIiYmBn369OHCtG3blvt38fsHBQUFiIqKglAohJqaGre8uKtNRYrzjYyMDACgZcuW3LKS+aayPNikSRP8/PPP+PnnnzFt2jSR46hIREQEunbtKjJPQ0OD229ERATCwsK4pnqgqOtLyd+Lrq4u9+9GjRqhffv2iIiIKPd9tZJ5WEFBoVQXN6b+iIiIgLu7O86cOcPNKygoQI8ePQAAixcvxtq1a7muLqamplV+d/Lzcqx426GhoWjSpInI77xkHqsJgUAAoCifKisrQ1pamrtGhoaGIjIyEhYWFmWuO2TIEDx8+BAbNmzgrmM8Hq9ao4rOnz8fQ4cOBVDUBbp58+Yi7+lYWVnhzp07OH36tMi9QMnysmTZoqmpCRkZGezYsYMry2JjY0VGAi2ZzjIyMmjatCkkJCS4aQDIy8uDkZERtLW1YWFhATU1NQwaNAhjxozhusNVpmnTppCWlgYA7v8lj1VaWpq7rkyYMAHXr1/Hs2fPEBkZiZcvX4qkY4cOHTB9+nTs2rULq1ev/uJ3gyMiInD//n2R/CMUCtG8eXMAtXNOP1cyzhEREdi0aRM2b97MzcvPz0f79u2hrKyMqVOnwtnZGbt27cLAgQMxatSoMt9ja9SoEWxsbHDhwgWRcrRZs2Yi4cq7NwwPD4e9vT23TFlZWeQ4y/L5PU3JMrtk2VSVPLh8+XKYmJigcePGmDNnToX7LRYVFQUiKrdMjYyMREZGBvT09ETWy8vLw7t37wAU3QcpKiqKrH/hwoVy91myfC9+X/t7Kp++SYWm+McOFPUpnzJlCj5+/AhTU1MYGxsjPz8fc+fOLXd9SUlJkWkq5+UmHo9X6mJUHFZcXLzUeuVtp7pCQ0NhZWUFANi6dSvXF9PS0hIuLi4YNGhQmetlZWVh9OjRUFJSwpAhQ2BmZobIyEj89ddf1dp/mzZtyh3pLSkpCaNHj4a6ujr69++PcePG4d69eyLvnpQ8P0BRP+Rnz57B0tISEyZMQLNmzWBjYyMSRlxcXGS6vJdJdXR04OnpyY0UtnHjRly/fh1Hjx6tUtyqup83b95gwoQJMDY2hr6+PqZMmYIjR46IhElPT0dycjLy8vIQFBRU4Qg95SkuaLdu3YpOnTqJLFNQUKj2OS0rPp9Xfkuen4KCAsjJyeHKlSul1mvWrBlkZGRw8eJF+Pj44N69ezh37hxOnTqFCxculCoMHjx4gNmzZ2PUqFEwNDTE3Llz4eLiIhLm898eIPq7Kfnv4puGinweprx8W5U8+Pr1a0hISJT7DlZ5Pv/dS0pKcoVVYWEhHBwcMHr0aJEwJa8rn8dBKBSWGw8ej1cqD9fWdYepfYWFhZg+fTo3Ulmx4vNvZ2eHwYMH4+7du/D09MSsWbMwd+5czJw5s9Jtl/dbqsuyKSQkBG3atIG0tDRevXoFOzs7DBkyBAYGBnBwcMDBgwfLXXfz5s24fPkyrK2tYWVlhVWrVmHIkCHV2r+ysrLITefnFi1ahJcvX8LS0hK2trZQVlbGxIkTRcKUvP7dv38fc+fOhZWVFYyMjDBv3jysXLlSJPznv7fyfpuysrI4duwYAgICcO/ePdy6dQunTp3C6dOnS13by/L5foCyr+dCoRCTJk1CdnY2Ro4cicGDByM7OxsLFiwQCVd8PfP19cXYsWMr3X9ZCgsLYWlpWSo/FqdBdc5pVcomQPTaWFBQgBUrVqB3794iYYofmC5duhSjR4/G33//DU9PT9jZ2WHdunWlHnIKBAKMHj0azZo1g7GxMSwsLBAaGlrqvuHza3F5ZVNZYT9X1bKpKnkwLi4OWVlZyM7ORnR0dLVGNC153CWvGYWFhejUqVOZ74oWl+1llU0VDfRRVhy/p/Lpm1RoSgoPD0dAQAAePnzIPYU4efIkgH8Tsi6GOu3cuXOpG59Xr15VeLGtCh8fHyQkJHDDHJ49exarVq3iRnCp6Hsjfn5+SEpKgpubG5exHjx4UKsZysPDAwoKCti3bx8379ixY+XuQyAQwM3NDWfPnoWWlhYAcN/V+JLjOnr0KLp06QIzMzOYmZnhyZMnsLOzQ3p6eq2OMHTlyhX06NEDW7Zs4eZFR0ejffv23PTvv/8OLS0t9OjRAy4uLrhx40a1h7lUUFCAiooKkpOTuScyQqEQixYtgo2NDXJycqp1TiUlJUVe6AeKLoa9evUqM3yHDh2QnZ2NwsJCLm7R0dHYsGEDVq9ejcePHyMuLg4TJ05Ev379sGTJEvTp0wcBAQHc8KnFXF1dYWVlhd9++w1A0QUzJiYGBgYGlaZDhw4dIC4ujhcvXqBfv34AgODg4ErXq4qq5MHg4GAcP34cu3btwvLly3H8+HGRJ3Ll6dKlCzw9PUUqIcHBwWjXrh0Xr9jYWJHrwo4dO6CsrMwNKlHyRc1Pnz4hOjqaGwGPDdP8fevQoQPi4uJEzv/WrVuhqqoKa2trbN68GTNmzICdnR3s7Oywa9cu3LhxAzNnzvzic9+5c2d8/PgR8fHxXCtNcYtkTeTl5eHatWswMzMDUHSN7NWrFzZt2sSFefv2bbmtm2fPnsWaNWswbNgwAEUPjYDau+H5+PEjbt68iQsXLnADIBS3nJe3j3PnzmHs2LHcC/D5+flf/J2nwMBA+Pn5YebMmdDX18fixYthYmKCBw8eVKlCU1WhoaF4+vQpfH19uafnx44dEwlz584dPHr0CPv27YOjoyMsLCy+6IFbhw4d8OLFC5H8e+zYMXz48AFz586t9JyWzMNiYmIQExPjWvkAcAMXVLT/d+/eiex/1apV6NevH3R1dbF371788ssvmDZtGqZNmwYnJyfcunWrVIXG19cX6enpuHXrFndMnp6eVc57Xbt2xYsXL7jp4t9XbagsDwqFQjg7O2Ps2LHIzs7GihUrcPbs2Uq327FjR65MLa4QlhxQoUOHDkhISICSkhLXwuvn54dTp05xLWLR0dHIzs7m7mtevnzJ/b4bYtn01Uc5+1zjxo0hLi6O69evIyEhAbdu3eI+7lP8lPRLL5gVrTd+/Hi8fPkS+/btw9u3b7Fv3z4EBARU6yQXFBQgNTUVqampiIuLw+XLl7F06VKMHTuWq4ErKirC09MTsbGxePLkCX7++WfweDwubo0aNUJCQgKSkpKgqKiInJwc3Lp1C/Hx8XB1dcWpU6e4sLVBUVERSUlJePToEWJjY7F//364u7uXuw8ZGRnIycnh9u3biI+Ph7e3N1avXg0AX3RciYmJWL16NZ4+fYrY2FhcvXoVLVu2hJKSEoRCIVJTU0VGJvlSSkpKCAsLQ1BQEN6+fYsNGzbgxYsX3DF7eHjAy8sLv/76K6ZNmwZJSUmRyk91TJ48Gdu2bYOHhwdiYmLg4uICHx8fdOrUqUrnVE5ODuHh4RAIBNDU1IRAIMBff/2F2NhYbNy4ER8uq3AeAAAgAElEQVQ/fix33506dUL//v2xdOlSBAUF4c2bN1i2bBkyMjLQtGlTCIVCbNq0iTt/V69eRV5eHrp161ZqW4qKinj27BlCQkIQFhaGZcuWITU1tUrnWV5eHpaWlli7di2eP38OX19fbpSbmpKRkYGsrGy5eVAoFGLlypWwtLTEwIEDsXjxYmzduhWJiYmVbtvU1BS5ublYvXo1oqKisH//fpFR4CZPnozbt2/jyJEjiImJwenTp7F//36RpvkbN27g8uXLiIiIwIoVK9CyZUuum56cnBxiYmKQnp4O4Pt62sUUnX83NzccO3YMsbGxOHnyJA4ePIj27dtDRkYG/v7+WLNmDSIiIvDmzRt4e3tz3ULk5OSQnJxc5Run4rzRqVMn9OnTB05OTggJCYG3t3e1P3hHREhLS0NqaiqSkpIQGBgIR0dHrsURKPq9h4SEICgoCFFRUVi7di1ev34tUjYBRRX8vLw8kbIsICAATk5OImVZTX3+O/fy8sK6desAlF/WKCoq4unTpwgNDUVoaCiWLVuG9PT0ah1TcbpLS0tj165dcHV1RXx8PNzd3ZGcnMydzw8fPojczFd1u5/7/J7nxo0b2L17NxdPgUCANWvWYNasWejXrx+mTJkCFxeXL/pIpq2tLYKCgrBt2zZER0fjxo0b+OOPP7iuvZWdUzk5OcTHx3OjoGpqauLQoUOIjo7G3bt3cfXq1Qr3P2XKFBw9ehRXrlxBbGwstm3bhitXrnBl4+3bt7F27VrExMTg+fPnCAwMLLOrsqKiIrKysnDnzh3Ex8fj7NmzOHPmTJXPs62tLW7cuAFXV1dERERg5cqV1foAekUqy4OHDx9GUlISFi1ahCVLliAyMhLHjx+vdLuNGzeGmZkZ1q5di6CgIPj4+Ig8iDY0NETLli2xZMkShISEIDAwEM7OzpCSkuJaZjIzM/Hrr78iMjISZ86cgbu7O9fiKScnh48fPyI6OrrMljbg+yuvvnmFRlVVFS4uLjhy5AhMTU2xf/9+ODs7Q0JCgnvCW7KSUZ0KR0VhW7VqhR07duDixYuwsLDA06dPMXTo0DK7AZQnKCgIAwYMwIABA2BhYYHDhw9jxowZ3BNuAFi/fj1CQ0Nhbm4OJycnjBgxAtra2lzcLC0tER0dzQ0b+9NPP2Ht2rWwtLTEpUuX4OLigvfv31fp5qwqRowYAUtLSyxcuBBjxozB48eP8csvvyAqKqrMi4OEhAQ2bdoEDw8PmJqaYsOGDZg1axZUVVXLPD9lTZc0f/58GBgYYM6cOTA3N0dUVBT27dsHHo+Hd+/eYcCAAeUOK1ydc29vbw89PT04ODjA1tYWCQkJmDNnDt68eQOBQIDVq1dj6tSpaNu2LaSkpLBy5UqcPn0aQUFBVd5HsalTp2LChAlYvXo1LC0tER4ejoMHD6JZs2bQ0dHB7NmzKzynkydPxpYtW7B79260bdsWy5Ytw9GjR2FlZYWCgoJKv8+wadMmtG/fHlOnTsWkSZPQsmVLroAcNGgQFixYgP/9738YMWIEjh49iq1bt4q0VBWbO3cu15XLwcEB0tLSmDhxYqmhIksqeU5WrVqFHj16YOrUqVixYkWVWkjK21bJaQkJCWzevLncPHj06FHEx8dzH0kcO3YsunbtWqq7XFkaN26MgwcP4tWrV7CysoK/v7/I00FtbW1s2rQJrq6uMDMzw7Fjx7hhTouZmZnB1dUVY8aMQU5ODg4ePMh1P7GxsYG3tzc3xGxDfCrWkOnp6WHjxo04c+YMTE1NcfLkSWzcuBF9+/YFUNRal5WVBRsbG0yaNAkdOnTAL7/8AgAYPnw4hEIhzMzM8OHDh0rLsZLzNmzYAFlZWYwbNw6rV6/GmDFjqlU28Xg8jBs3DgMGDMDgwYOxZMkStGnTBmfOnOHeqfzxxx+hpaWFKVOmwM7ODikpKfjpp5+46zqfz0ffvn1hY2ODR48eYcOGDXj16hXMzc2xYsUKmJmZQVNTs8otsZXlfSkpKWzatAm3bt2CmZkZNm3ahDlz5kBFRYW7Bn2+jfnz50NJSQnjx4/HtGnTIC8vDxsbm2q1DhdvU11dHWvXrsWhQ4cwcuRIbN68GStXroS+vj4AYNasWdi4cWO1t/v5dKtWreDs7IwDBw7AzMwMBw8exK+//gpxcXG8fv0amzdvRqNGjTBlyhQAwE8//QQej4c//vij2vtt06YN9u3bhwcPHsDc3BxbtmzBokWLMGbMGABF+Sw4OLjcc2ptbY3IyEhYW1sDAJydnZGZmQlzc3McOnQI8+fPr/BYzM3NMX/+fOzcuRNmZmbw8vLC3r170blzZ0hJSeHPP/9ESEgILC0tMWvWLAwcOBCOjo6ltqOvr4+ZM2fi999/h6WlJa5duwYXFxekp6cjJSWl0jTp3bs31q5di71792Ls2LFo06YNOnbsWKU0rExFeTAuLg67du3C0qVLuW8wzZ8/H9u2bavSPd1vv/0GLS0tODg4wNnZmRv+Hyjq4lj80NDGxgZz5sxBnz598Pvvv3NhWrVqhWbNmmH06NE4cuQItm7dCh0dHQBA37590aZNG1hYWCAsLKzSa9L3gEc1rILx+XwcPnxY5MXh70FYWBgKCgpEnlQ7OjpCU1Ozyi9tfQuXLl3C9u3bce/evW99KAzzn2dvbw99ff1KC3amfvgeyqvs7Gz4+vrCyMiI6wbp5uaGHTt24Pbt29/46MpXWFgIdXV1HD9+vErdVBmGqTvF38L60gGPvke10kLz8ePH7+7jcDExMZg8eTIePXqEhIQEuLq6wtfXFyYmJt/60MqVkZFRYfcjhmEYpmL1vbySkpLC8uXLsXv3bsTFxSEwMBB79uzh3susj7KysrgPJDMMw3wLNR4UgMfjYcGCBTAwMCj1Ylt9NnjwYDg4OGDFihVIT09Hhw4dsG3bNnTt2hXr1q0TGaa1JB6Ph4kTJ2Lx4sVf+YiL3vuJjY1FixYtvvq+/yvq67lnqi89PR2DBw8Gj8crsy8wj8eDl5cX90Lll/jemuT/676H8kpcXBy7d+/Gxo0bcejQIcjLy2PUqFGYO3cunj17hilTppSbp5WVlb/JE9lDhw5h165d5Y4ExdRcfT33zJeZOXMmHj9+XOYyHo8HJyenLx7d7r+qxl3OGqKMjIwKX/5TUFAQGdubaTjYuW84hEJhpS9k13RUQ4b5mvLy8pCUlFTucjExsVLfeWMaBnbuG5aUlBTk5OSUu7zk6GVM1bAKDcMwDMMwDMMw361v/h2aqvrjwalvfQgMw/xHLBpgWyvb0d5sU3mgSjxfcqbyQEy9cOTJ9W99CPXWVs8T3/oQ6q1lQ6d860Oot5TkGn/rQ6jXRnSp+QAnDaWcYh1eGYZhGIZhGIb5bn03LTQMwzDfGx7YoAEMwzBM/dVQyilWoWEYhqkrDaOcYBiGYRqqBlJOsQoNwzBMHWkoT74YhmGYhqmhlFPsHRqGYRiGYRiGYb5brIWGYRimjrDvbjIMwzD1WUMpp1iFhmEYpo40lKZ8hmEYpmFqKOUUq9AwDMPUlYby6IthGIZpmOq4nCIiuLi4ICQkBFJSUli7di3atGnDLT948CDc3NwgLi4OR0dHDBkyBLm5uVi6dCnS0tIgLy+PDRs2QElJqcL9sHdoGIZhGIZhGIapdR4eHsjLy8OZM2ewePFirF+/nlv26dMnnDhxAq6urjh48CDWrVsHADh9+jS6du2KkydPwtLSEnv27Kl0P6xCwzAMU0d4tfDHMAzDMHWlrsupJ0+eYMCAAQAAbW1tvHz5klsmKyuL1q1bIzMzE1lZWRATE+PWMTQ0BAAYGhrCx8en0niwLmcMwzB1pKH0TWYYhmEaproupwQCARQUFLhpCQkJCIVCrvKiqqqKkSNHgogwY8YMbh15eXkAQKNGjSAQCCrdD6vQMAzD1BH2Cg3DMAxTn9V1OSUvL4/MzExuumRlxsvLC6mpqfD09AQRYerUqdDV1YWCggK3TmZmpkiFqDysyxnDMEydYZ3OGIZhmPqsbsspPT093L9/HwDw7NkzdO3alVvWuHFjyMjIQFJSElJSUlBQUIBAIBBZ5/79+9DX1680FqyFhmEYhmEYhmGYWjd06FA8fPgQNjY2AID169fjyJEjaNeuHQYNGgQfHx+MGzcOYmJi6NGjB/r27Qs9PT0sW7YMtra2kJKSwpYtWyrdD6vQMAzD1BEe63PGMAzD1GN1XU7xeDz89ttvIvM6dOjA/Xvu3LmYO3euyHIZGRls3769WvthFRqGYZg6wqozDMMwTH3WUMopVqFhGIapI6yFhmEYhqnPGko5xQYFYBiGYRiGYRjmu8UqNAzDMAzDMAzDfLdYlzOGYZg6wj6syTAMw9RnDaWcYhUahmGYOtJQ+iYzDMMwDVNDKadYlzOGYRiGYRiGYb5brIWGYRimjjSM514MwzBMQ9VQyilWoWEYhqkrDaQpn2EYhmmgGkg5xSo0DMMwdaShvGzJMAzDNEwNpZxi79AwDMMwDMMwDPPdYi00DMMwdaSBtOQzDMMwDVRDKadYhYZhGKaONJSmfIZhGKZhaijlFOtyxjAM8517/vw57O3tS83/+++/MWbMGNjY2MDV1RUAIBAIMH36dNjZ2cHBwQFpaWlf+3AZhmEYplaxCg3DMEwd4fF4Nf6rzIEDB7By5Urk5+eLzC8oKMCGDRtw5MgRHD9+HGfPnkVaWhouXrwINTU1nDhxAiNGjMCBAwfqKvoMwzBMPfc1yqmvgVVoGIZhvmPt2rXD7t27S82PiIhAu3btIC8vD0lJSejr6yMgIABdu3aFQCAAUNRaIykp+bUPmWEYhmFqFXuHhmEYpo58jb7JQ4cORXx8fKn5AoEACgoK3LScnBw+ffqEdu3a4eHDhzA1NcWHDx9w6tSpOj9GhmEYpn5i79AwDMMwFeLxav73peTl5bmWGADIzMxE48aNsXv3bkyfPh1ubm44ePAg5syZUwsxZRiGYb5H37Kcqk2sQsMwDFNneLXwVzVEJDLdqVMnREdH4+PHj8jLy0NAQAB0dHTQpEkTyMvLAwCUlZWRmZlZoxgyDMMw37OvV07VJdbljGEYpgEofjHz+vXryM7OxtixY+Hk5AQHBwcQEcaMGYPmzZtj3rx5WLlyJU6dOoWCggKsWbPmGx85wzAMw9QMq9AwDMPUka/VFN+6dWucOXMGAGBmZsbNHzhwIAYOHCgStnnz5ti/f//XOTCGYRimXqsvXcZqilVoGIZh6khDedmSYRiGaZgaSjnFKjQMwzB1pKEUFAzDMEzD1FDKKTYoAMMwDMMwDMMw3y3WQsMwDFNXGsaDL4ZhGKahaiDlFKvQMAzD1JGG0pTPMAzDNEwNpZxiFRqGYZg60lBGj2EYhmEapoZSTrF3aBiGYRiGYRiG+W6xFhqGYZg60lCa8hmGYZiGqaGUU6xCwzAMU1caSls+wzAM0zA1kHKKVWgYhmHqSMMoJhiGYZiGqqGUU6xCwzAMU0caSlM+wzAM0zA1lHLqP12hefssBH8fuAiHXU4VhkuPT8bD07eQEhUP6UayUB9kAJ0R/UTCvAuNhu95d6THJaORkgJ0RvQHv7+uSJiop28QcNkTH1PS0URVBQZWxmin1bXW41UbWNqUj6VN+VjaMEztePa3L3yve+JT+geotmuFwXaWaN2lXZlh98xfiw+pGWUuGzB6GPpbDy01//re04h5HYmftq/g5gmFQnhfuIMXXv7IFmRBtV0rGI0fibbdOtVOpGqJtaYxJhuYo7mCMkKSo7H53jG8eBdebnjtVl2xwNAWXZu1RUb2J1x7dR8HfC+jkISlwqoqqOD8j//D9HOr8Sb5rcgyc3VD2PUYibaKLZAiyIDba28cfHwZBcLC2o7iF3vi8QiPrt3Fx7T3aNG+NYZNssIPXTuUGXb7bBe8LyffDBw7AkZjhpeaf3n3CUQHh2P+bheR+e+iYuF+/Ariwt5CRk4W3XppY8hEC0hKS9U4TrXF59Y9/H3xJt6nZaB1h7YYNc0G7fmdywz7+9QlyEhOK3PZcNtRGDbBEgAQ4PkId8/fQGpiMpq2bI6hY82gZ9RbJLzvHS/cu3wbGSlpUGnRDCbjzaHTv2ftRo6BuIuLi8u3Poiq8Il5UavbSwyPhfuf5wAAuiMHlBsu+1Mmrqw/BDlFBfQZPwyNFBUQcMUTktJSUO3UBgCQkZCCq5uOQLVTG/QcPRhiYmLwu3gXyq1VodSqGQAg/nUUbu86g44G6tAzM0LOxyz4X/4bbdQ7o5FS41qNW02xtCkfS5vyNaS06dNOs0brFzv19CZ4PNTob6LeiFo5FqbuPXsXWivbeeEVgJsHXGEwfAAMRhohJeYdfK7eRfc+upBpJFsqfNvunaFlaACdQb24v7zsbHxKe48hP46CnEIjkfCRQSH4+9R1yMrJwmCEITf/1oHzCHR/iB7D+qOPhTEK8gvgfvQy2nbrhCZNlWoUJ9+3QTVav5hZ9wFYNWwGTgXexIknN9C1eVtM7TUKt948giA3q1T41k2a46jtb4jOeIdNnscQk5GIWf3GoJGULHyjRe8rVOSa4M8xTlBVUMGFoLtIzXzPLbNQN8Jvw2bi+isv/OV7Ce8+pWJ6Hys0baQI76hnNYpT/066lQeqguf3/XBt/xn0HjkQfcwGIjk6AQ8ue0CjX48y80179S7QHdQLeoP7cH+5Wdn4mJqBEVNGl8o3Ec9fw/3EVcg0kkPvkQO5+emJKTi0ciuUWzbD8MnWUG3XGj7XPZGRnAa+Qc2upbKS0jVav5jf3Yc4t+sIjCxMMHCUCd69jYW763XoGfWGbCO5UuE7a/LRc8gA9DYx4v6ys7LxPiUdox0nolFjeTzz9sPxzfvQa6ghhtlYgMcTw5WDZ9CqQxuotmkFAAi874tT2w7AYHBfmNhYoLBAiKuHzqJtlw5o1rpFjePVRaVNjbfRUMqp/1wLTWFBIV64+xbdQMlIobCg4icrL//2g1AoxPA5NhCXlEBbjc4ozC/A0xve0BjSC2JiYnh28yEaN1XC4OnWAIA26p2Q/SkTgdfvo2OPbgCAJ9fu44fundDPZjgX5lPaezy98QDD5tjUbaSriKVN+VjalI+lTUUaRlM+83U9uHAbuoP7oJ9VUctKB40u2Ld4I/xuemHopFGlwqu2ayUy/S4yFiH+LzFy+jiotGwmsiwvJxe3Dp5HY+UmIvOzPgrw/L4f+lgYw/CfJ/PtNbpCkPERf5+6hh9/n1+bUfxiP/Ubi/PPPfCX7yUAwOPoF7gydSvseozEJs9jpcKbqPWGGI+HxVe2Iq8wH49jXqKZvBLG65hgm9cpLpxxZwMsHzwZUuKSZe73RwMzXA9+gO0PTgMA/GJfQVxMHPMNJ2Dr/ZPIKcir/chW071zN6A/tB8MRw8DAHTUVMOuBWvg6+aJ4ZNHlwrfon1rkemEiBi89guCxcwJUGnVXGRZXk4uru8/i8bKiqW2c9/1JpRUVWDz83TweDxAExAKC+F30wtCoRBiYt/+CyG3Tl1C3xGDYGJjAQDoqqOOdY7Lce/ybVjPmFgqfOuObUWmY8Ki8MLnCcbPdeAqIn9fvAWNXrow+3EMAKCLVjfEhEbi4Y2/odWnBwDA/+9H6KjeFZYORWVSV+3uiAmNwMObnuhuoF1n8a2ehlFOfftc9pXFvgjDs1sP0XucCdQHVd7kl/A6Cq27dYS45L91v/a6fORkZiElKgEAEP8mEm21uois116Hj/S4ZGR9EKAgvwBJEbFop9P1szBqiHsdCSKqhZjVHEub8rG0KR9Lm/LxeLwa/zH/LemJqfiQmoEuet25eWLi4uik2w2Rz99UaRvuRy+hVee20DTUL7XM87QblJqrQK2nlsj8jKQ0gAgdNEV/Uz+odcC7iFjkZGZ/QWxqVxtFVbRs3BT3I55w8wpJiAeRgejXvuybQ0kxCeQXFiKvMJ+b9zFHADkpGUiIiQMA5KVk8T/z+fAMD4DzrT/L3M7DqOe4HvxAZF50egJ44KFl46Y1jVqNpSem4H1qBrr20ODmiYmLo4uuOsKfva7SNm4ePo8furSDtlHp67jHyatQatEU3XqJpjMRISTgJXSN+4hcrwxMBmD21hX1ojKTkpCEjOQ0qPfU4eaJi4uju4E23gRWrffPxX0n0a5rJ/Qc/G/X6ElLZ2LU9Aki4cQlxFGQX8BNF+TnQ0ZOtHVMTkEeWYLML4lKnWgo5dS3z2lfWbMOrWG7YT40jHtWqVL6PikNTZqLNrU3blY0/SEpDfm5+ch8/wlNmiuXCkMgvE9Kw6eUDAiFQjT+LIxCMyUU5hVAkP6xZpGqJSxtysfSpnwsbRim9qS/SwEPgFIL0ZtkxeYqeJ+cVmllPTTgJRLCYzB4okWpZbFvIvHyQQCGTxtballjFUUQgI9p70Xmv//nPYIPKenVi0gdaKfUEkRATEaSyPy498n4QVG1zHXcXntDSELMHzABCtKNoN6iI2z1RuBumB/37ktOQR5GHVqM9XcPIysvp8zt/HH/BPxiXorMM+rcA3mFeUj4mFILsauZtIRk8AAof5ZvlFRVkJGUWmm+eeMfhPiwaJhMsiq1LOZNBJ7f94P5jNIt3+9T0pGbk4tGTRRwaddxrJ+0FBsmL8ONQ+dRWFBQKvy3kBKfCPCAZq1E84hKi2ZIfZdSadq88A1EdGgELKeKxr9py+ZQUS1qAc38KIDnxZsIff4afUcM4sL0NzVGyNOXeObtj5ysbAR6PcabwBfo8dl7NkzN/ee6nDVSVKhW+PzsXEhKi/bhlJQpesktLycX+Tm5/8wrO0x+di7ExYueAkmVs53ibXxrLG3Kx9KmfCxtylc/nlsx35O87KIbaqnP8r+0jDRISMjPzSu1rCT/W174Qa0DWnUW7TJTkF+AG3+dQ3/roVBSVSm1noJyE7Tr1gn3z96AgnITtGj/A6JehiLovj8AID/323epkpcqetKdlS/aWpSVlwMxnhhkJaWRnS/624//kIyt90/C2WQ6Jvc0BwAEJ0Xh11t7uTAFwkLEfRCtJFWmb3stWKgb4cSTG8gtyK98hTqW+0++kZaVEZkvJStTpXzz+MY9tOV3ROvOogNPFOTn4+re0zAaMxxKqqVborI+CgAAt45cQBfd7rD5eTqSY97h7ulrIKEQptPG1TRqNZaTVZRfPk8bGVkZEAmRl5NballJ96/cQcfuXdFOrWOZyyNehmCX0waAB3TX14Z23x7cMs3ePWBg3A9HN+4pmsEDepsYob/p4BrGqvY0lHLqm7TQpKWVPXJEfURAuWebx+P9W7P/PAyVCIPKw3yPWNqUj6VN+f5LadNQmvL/q75FWVWctz8/9+XNLyntXQpiXkeKvOhf7MH5W5CSkUZP04Hlrm8+2xZKqk1xeu1ebJ2+Eg/O30Z/axMAgIR02e+WfFX/xL3UE/V/kqSsJ+1WmoPw67AZuBB0F9PPrcEvbrvRWLoRdlsv57qcVVfPNurYbLEQzxNCscv77Bdto7ZxUS91TaxCvklIxtvgCPQqI2/cO3cTUjLS6GNuXOa6xe9MNv+hJSxm2qKDRlf0GmmEgeNGIvDuI2R++FTdqNQ6Lmk+SwKqQnmRHJ+IiJchMLIwKTdM01aqmLN+OcbPmYKY0Ej86byZW3Zy6194ct8X5lPGYc765bCYPA6B931x9VD9yDdAwymnvkoLTVRUlMj0smXLsHHjRgBAhw5lDydYX0jJSiM/R/TJVPG0lKw0pGSlReZxYXL/DVNc868ozPeIpU35WNqUj6UNU1/Vh7JKWraoFSI3OxdyjeW5+Xk5eeCJ8SocBjcs4AWkZaTRWbebyPx3kbHwv/UAdqtmg4hAQiFIWHQ3V/KlbQWlJrBdOQtZHwXIycqBcoumeOEVAABljgT1tRWPYiYnJYuM7H9vlOUkZSAkYZkv5k/paQGviECs8zjEzQtOisRlhy0Y2a0/rr66X61jGKbWB78Pn4XgpEjMu7Sp3gzZLCNXdE3My85Fo8b/tprn5eRWmm/e+AdBWkYaXfXUReYnRMbA98Y9TPlt/r/5hkTzTXGrTydtvsi6nbTU4HGCkBz7Dh2aVK8Vv7bJ/vMOS052DuSb/DsCZm5ODng8sQpbrl74BEJaVqbCF/ibKCuiibIiOmmoQUGxMQ6s2Y7I4DAoN1dB4H1fWDiMxyCrooE2OmmoQUpWBhf+PI5+I42h0qJZudtlquerVGimTJkCGRkZNG/eHESEqKgorFq1CjweD8eOlR6VpD5p0lwFH1NEx2kvnlZs0RSS0lKQa6JQZhgeeGjSQgWSMtLg8Xj4mJKB1t3+LRQ/pWRAUkYKctXsslNfsLQpH0ub8rG0Yeqr+lBWKbdoCkLRuyslu4a9T06Dcsvm5a+IouGYO2rzIS4hWrSHPw2GsKAQR1ftKLXO/+x/hqmjDTQN9RH86ClUO/wAlZbNuMpUckwCpBvJokkz5VLrfm0xGYng8YAfmjRH/Idkbv4Pis0RnfGuzHVaKKjg6kvRSkt0xju8zxago0rrMtcpz1jtIXAa7ACf6CAsurKlXnQ1K6bcshkIRYM7lOwalpGUBpVWZb9fVCzi+Rt01u1eKt+EPnkFYUEhDqz4o9Q6ayYshOVPE9GtlzZ4QKnRLQsLC0GoH63lzVqpAgSkJaagaYt/f0NpiSloXsnQyW8CX6BbD01ISIqmTWFhIZ4/DEDrjm2h+kNLbn7rju0AAj6kZUBMrCju7dREv+PUsXtXEBGSYhNYhaYWfZUuZxcuXEDnzp3h6OiI48ePg8/n4/jx4/W+MgMArbt1QPzrSBTk/Xvhevv0NWTk5aDSpgUXJvp5qEhz99unb6DUujlkFRpBQlICqp3a4O0z0RFq3j4LQUu19vXiB/8lWNqUj6VN+f5LacOrhf+Yr6c+lFXKLZuhsYoiQgP+fQG9sKAQEU9fo71GlwrWBBIj49CqjI9v6g7ug8lrFkjTNyYAACAASURBVGBKib/ufXSgoNQYk9cuQOd/RlR7cOE2At0fcutlC7IQ/OgpOut2L7XNbyHmfSISP6XBuIsBN09CTBwDOuqV+qZMseiMd9BprSYyr42iKhRl5UUqRZUZ1FkfToMd4BH6GPMu/q9eVWYAQKVlczRRUcQb/3+/91NYUIiwp6/QUbPijw0nRMTghzLyjf7Qfpi+fglmlPjT7KcHBaXGmL5hCbr20ICUjDR+6Noerx+Lfosn9MkrSEhKoGXHmn8npaaatW4BxabKeOETyM0rLChAsP9zdNWpOG/Hhr9FO37pD8uKi4vj8oHTuHveTWT+m8AXAA9o1f4HNG3ZHDweD1HBYSJhokPCAR6gXE8qMw2lnPoqH9aUk5ODiYkJTp48ieDgYMTGxsLa2rpa26jtD2sCQELIWyRFxIl8BPBjSgbeJ6VB/p8P8ym1bIYXdx8jPjgSMgpyiPR/haduD6BvMRAtuhS9dNm4mTKe3vRGWmwSJGWlEezpjzcPAtF/4kjuI4ByTeQReM0Lme8/gicujidX7yP2VQQGTbasdx9IBFjaVISlTfkaStrU1oc1zz67U+O+yTa6w2rlWJjK1bSsqq0Pa0pISODhJXcUFhSiML8AHsevID0xBWYzJ0CmkSwyktKQnpgi8k2QDynp8L1+DwbD+pe6UZKSkYa8UmORv7iQKGQkpmLQBDNIShW9HyMUCvH4uidkG8khW5CJWwddkfnhE8x/mghZ+Zp1OautD2vmFRRgRh9rSIpJQEpCEksHTUI7pZZYdWsvPuVmoXWT5miv1BLJgqJR2TKyP8GhpyVUFZSRnZcL7dZd8avJDHzKzcJaj4Oluoy1atwMlhpGIh/WlBSXwP5xKyHIzcI2r1NQkWsCVXll7u9jjqBGXc9q68Oa4pIS8LpwG4UFBSjIL8DtY5eQlpCCUT9NhEwjOWQkpSLtXTIaq/ybb96npOPh1bvoNcKo1DeLpGSkoaDUROQv+nUk0hNTMWSiBZdvlFSbwue6J5KiEyDbSA7Bvs/gdeE2+pobo0sNK8O19WFNCSlJ3DlzFQX/pM3lv04jOSERtgunQU6+EVITk5EcnwjFpv+2RKYnp+LvCzdhaD601AhpACAhKYG/z99AwT+juT3z9ofbsfPQM+qDPsOMICUjDcGHj7h/5Q544mIQFgrx/FEA3I5dgEYvXfQfWfZ7SdVRGx/WbCjl1Fcb5UxCQgIrVqzAxYsX6803IoDSzaFPrnkhzOc5Zvy1CkDRTZPZ4kl4dOYWPPa6QraxPHpaD4aWSR9uHZU2qhgxdwIeX/CA+56zkFdugoEOltwHAAGgrWYXDJpmhcBr9xHmG4Qmqk0xbI4NmnesXpP318TSpnwsbcrH0uZf9eO5FVMd9aGs0hvaFwX5+Qi49QD+N72g2q4VbJY7QvGfbl8PL7nj5YMALD/578vHmR8F4AGQliv9RfiqMhg+APm5efC99jdysrLRukt7THT+qdRQwN+S63N3SEtIwlZvBOx6jERI8lvMOr+OGzrZsY81zLobQu8PWwCAR+hjLL76B6b3toJptwFIy/oAn7dB2Ol9ptSIaMU+P+1aLbtASbboIcnB8atKhbc98Qve/J+9Ow+Lqnz7AP497PsiAioCAooiICruYiru+56oaSWZVmaZlVlm6Ju5lFY/zcosTVMxV9TcN1TcF1wBFVdQAVlk3+f9gxwbh4FB5sDM4fvxmutynnnOnOcchrm5z7OcxLuaO8iX1LpnJxTmF+L07nCc+ucI6jSoj7Ez34WNQ8nQxaOb9+JS+BnM2vCjfJuspxkQAJiYv/znpoF3I4yeMQmHQ//B+oXLYW5lgS4j+iBgcI/KHpLGBPQNRGF+AcK370N42D44ubvgnTmfyJdd3he6HWcPReD77Svl22SmpQOC6vljnfp3h5GxMY6E7cWRbXthZWuN7iP6odvwfvI6Qye+Bqtatji55wj2rg9DLYfa6D6iH7oO7SPuAVeAVOKUINOm7KIMi4+tK78SEZEGfNRptEbeZ8jKaZV+j61vLtJAS6gqrDq/s7qboLW+P/xXdTdBa03v8WZ1N0Fr2Zpp30gEbdKnUfvyK5VDKnGqxt2HhoioymjJXB4iIqJSSSROMaEhIhKJNMIEERFJlVTiFBMaIiKRaMtqa0RERKWRSpxiQkNEJBppBAoiIpIqacSpKrkPDRERERERkRjYQ0NEJBKJ9OQTEZFESSVOMaEhIhKJttxBmYiIqDRSiVNMaIiIRCKVQEFERNIklTjFOTRERERERKSz2ENDRCQWaVz4IiIiqZJInGJCQ0QkEql05RMRkTRJJU4xoSEiEolUVo8hIiJpkkqc4hwaIiIiIiLSWeyhISISiVS68omISJqkEqeY0BARiUUqfflERCRNEolTTGiIiEQijTBBRERSJZU4xTk0RERERESks9hDQ0QkEqmMTSYiImmSSpxiQkNEJBKJDE0mIiKJkkqcYkJDRCQaiUQKIiKSKGnEKSY0REQiEaRy6YuIiCRJKnGKCQ0REREREWmcTCZDSEgIYmJiYGRkhLlz58LZ2RkAEB0djblz50IQBMhkMly6dAnLli2Dh4cHPv30UwCAtbU1Fi1aBGNj4zL3w1XOiIhEImjgQUREJBax49SBAweQn5+P0NBQTJs2DfPmzZO/1qRJE6xZswarV6/GmDFj0KtXLwQEBGDVqlXo27cv1qxZAw8PD2zatKnc42APDRGRSKTSlU9ERNIkdpw6f/48OnXqBADw8/PD1atXlerk5ORgyZIlWLduHQDAy8sLjx8/BgBkZWXBwKD8dIU9NEREREREpHGZmZmwtLSUPzcwMEBxcbFCnU2bNqFPnz6wtrYGADg6OuKvv/5C//79cezYMfTu3bvc/TChISIiIiIijbOwsEBWVpb8eXFxMfT0FNOPHTt2YMSIEfLn3377LRYuXIidO3fi888/l8+nKQsTGiIikQga+EdERCQWseNUy5YtER4eDgCIjIyEp6enwuuZmZkoKCiAo6OjvMza2hoWFhYAAHt7e6Snp5d7HJxDQ0QkEs6hISIibSZ2nOrRowciIiIQFBQEAJg3bx5WrVoFV1dXdO3aFXfu3IGTk5PCNjNnzsScOXPkQ9O++uqrcvfDhIaISCRMZ4iISJuJHacEQcDs2bMVytzc3OT/9/X1xdKlSxVe9/DwwJ9//lmh/XDIGRERERER6Sz20BARiYVDzoiISJtJJE4xoSEiEok0wgQREUmVVOIUExoiIpFwUQAiItJmUolTnENDREREREQ6iz00REQi4X1kiIhIm0klTrGHhohIx126dAljx45VKj906BCGDx+OoKAgbNy4UeG12NhYtGrVCvn5+VXVTCIiIlGwh4aISCRVMTZ5xYoVCAsLg7m5uUJ5YWEh5s+fjy1btsDY2BijRo1CYGAg7OzskJmZiYULF8LY2Fj09hERkfbiHBoiIiqToIFHeVxdXfHTTz8plcfGxsLV1RUWFhYwNDSEv78/zp07BwCYNWsWPvroI5iYmFTyCImISJdVRZyqCkxoiIh0WI8ePaCvr69UnpmZCUtLS/lzc3NzZGRkYOnSpejSpQsaN24MmUxWlU0lIiISBRMaIiKRCIJQ6cfLsrCwQGZmpvx5VlYWrKyssGPHDmzatAljx47FkydPEBwcrIlDJSIiHVSdcUqTOIeGiEg0VfdF/2Jvi4eHB+7du4f09HSYmJjg7NmzCA4Oxt69e+V1AgMD8ccff1RZG4mISNtoR0JSWWonNBEREWjSpAns7OywdetW7N69Gz4+PnjnnXdgaGgoZhuJiHRSVV64enaVbOfOncjJycGIESMwY8YMjB8/HjKZDCNGjICDg4PSNlIadsY4RURUMVrSwVJpaiU0y5cvx7Jly7Bq1SrcvXsXM2fOxJAhQ7Br1y6kp6dj5syZYreTiIhUcHJyQmhoKACgf//+8vIuXbqgS5cuKrc7ePCg2E2rMoxTREQ1l1pzaEJDQ/HDDz+gefPmCAsLQ4sWLfD1119j4cKF2LVrl9htJCLSSYIG/pF6GKeIiCpOKnFKrYQmOTkZjRs3BgAcOXIEXbt2BQDY2NggNzdXvNYREekwqSyHqQsYp4iIKk4qcUqtIWceHh7YsmUL7OzskJiYiG7duiE/Px8rVqyAl5eX2G0kItJNUhmcrAMYp4iIXoJE4pRaCc306dMxZcoUPH36FBMnTkSDBg0we/ZsHDp0CL/++qvYbSQiIioT4xQRUc2lVkLTtm1bnDx5EhkZGbC2tgYAvPfee/j888+5cgwRkQraMra4JmCcIiKqOKnEKbVvrJmSkoJ169bhs88+Q3JyMs6cOYPbt2+L2TYiIp0mCJV/kPoYp4iIKkYqcUqthObKlSvo1asXTp48iZ07dyI7OxtnzpzBiBEjcPz4cbHbSESkk6SyeowuYJwiIqo4qcQptYaczZ8/H2+//TYmTpyIFi1aAABCQkJQu3ZtLFq0CAEBAaI2koiIqCzaEKcuxEWJvg9dtTH42+pugtZKyEip7iZorQepj6u7CaQj1OqhuX79Ovr06aNUPmjQIHbnExGpIpX1MHUA4xQR0UuQSJxSK6Gxs7NDbGysUvn58+fh4OCg8UYREUmBVLrydQHjFBFRxUklTqk15GzChAn48ssvMWHCBMhkMkRERODRo0dYvXo1Pv74Y7HbSESkk7Tli74mYJwiIqo4qcQptRKakSNHwt7eHr///jtMTEywaNEiuLm5Ye7cuejbt6/YbSQi0knasvpLTcA4RURUcVKJU2olNEuXLsXQoUOxdu1asdtDRERUYYxTREQ1l1pzaFatWoWioiKx20JEJDESmW2pAxiniIhehjTilFoJzaBBg/DTTz8hNjYWOTk5KC4uVngQEZEyQRAq/SD1ME4REVWcVOKUWkPODhw4gISEBISFhZX6elQU194nInqRdnzN1wyMU0REFSeVOKVWQvPtt7whFhERaS/GKSKimkuthKZNmzZit4OISHq0pCu+JmCcIiJ6CRKJU2olNJ07dy5zjNyRI0c01R4iIsmQRpjQDYxTREQVJ5U4pVZC8+GHHyo8LywsxIMHD7B161al14iIqIRUblimCxiniIgqTipxSq2EZsiQIaWWt2jRAsuXL8ewYcM02igiIqKKYJwiIqq51EpoVHF3d8e1a9c01RYiIknRluUsazLGKSIi1aQSp9RKaE6ePKlUlpWVhZUrV6JRo0YabxQREVFFME4REdVcaiU0b775plKZoaEhfH198fXXX2u8UUREUiCVK1+6gHGKiKjipBKn1EpooqOjxW4HERHRS2OcIiKqufTUqdStWzekpaUplSckJKB9+/YabxQRkRQIGniQehiniIgqTipxSmUPza5du+Tr9sfHx+Orr76CsbGxQp2HDx/CwKBS6woQEUmWVLrytRXjFBFR5UglTqnsoWnXrh309fWhr69fUlFPT/782aNJkyZYtmxZlTWWiEi3SOXal3ZinCIiqixpxCmVl61q1aqFefPmAQCcnJwwfvx4mJmZVVnDiIh0nXZ8zUsX4xQRUeVIJU6p1Q8/efJkJCUl4erVqygqKpKX5+fn4/r163jnnXdEayAREVF5GKeIiGoutRKa9evX4+uvv0ZRUREEQYBMJgNQMu7Oz8+PgYKIqBRSGZusCxiniIgqTipxSq1Vzn777Te88847uHz5Muzs7HD48GHs3LkTXl5e6Natm9htJCLSSdIYmawbGKeIiCpOKnFKrYQmMTERgwcPhpGREby9vXHx4kU0bNgQX3zxBTZu3Ch2G4mIdJMgVP5BamGcIiJ6CRKJU2olNHZ2dkhJSQEAuLu7IyoqCgDg4OCAxMRE8VpHRESkBsYpIqKaS62Epm/fvpg+fTrOnz+PTp06YfPmzdi1axf+97//wdXVVew2EhHpJEED/0g9jFNERBUnlTil1qIA06ZNg5WVFdLS0tCtWzeMGDECc+bMgY2NjXzJTCIiUqQlPfE1AuMUEVHFSSVOqZXQGBgYKKwQM3XqVEydOlW0RhERSYG2XLmqCRiniIgqTipxSq0hZwBw5MgRvPHGGwgMDER8fDx++OEHbNiwQcy2ERERqY1xioioZlIroQkLC8Onn36KVq1aITk5GcXFxbC3t8f8+fOxatUqkZtIRERUNsYpIqKaS62EZsWKFZg9ezYmT54MPb2STcaMGYN58+Zh9erVojaQiEhXCYJQ6Qeph3GKiKjipBKn1JpDc//+ffj4+CiVe3l54cmTJxpvFBGRFEhlbLIuYJwiIqo4qcQptXpoPD09ER4erlS+efNmNG7cWOONIiIiqgjGKSKimkutHprp06dj4sSJOHnyJAoKCrBs2TLcuXMH0dHR+OWXX8RuIxGRTtKSnvgagXGKiKjipBKnVPbQZGZmyv/fqlUr7N27F56enggMDER6ejpatWqFXbt2oV27dlXSUCIi3SNo4EGqME4REVWWNOKUyh6arl27Yvv27ahbty5mzJiBL774Ah988EFVto2ISKdJ5cqXtmKcIiKqHKnEKZUJjZ6eHjZv3gx/f39s27YNXbt2haWlZal127dvL1oDiYh0lVQmW2orxikiosqRSpxSmdB89tln+Oabb7B06VIIgoApU6aUWk8QBERFRYnWQCIiotIwThEREVBGQjNkyBAMGTIEANCkSRNERETAzs6uyhpGRKTrpHLlS1sxThERVY5U4pRayzYfPHgQtWrVKrdely5dEB8fX+lGERFJgjTmWuoExikiopcgkTil1rLNTk5Oar3Z06dPUVxcXKkGERFJhVSufOkCxikiooqTSpxSq4eGiIiIiIhIG6nVQ0NERBUnleUwiYhImsSOUzKZDCEhIYiJiYGRkRHmzp0LZ2dnAEB0dDTmzp0LQRAgk8lw6dIlLFu2DP7+/ggJCUF8fDwKCgowc+ZM+Pr6lrkfJjRERCKRSlc+ERFJk9hx6sCBA8jPz0doaCguXbqEefPmYdmyZQBKFnNZs2YNAGDPnj2oU6cOAgICsHTpUnh6emLBggWIiYlBTEwMExoiomrDLhoiItJmIsep8+fPo1OnTgAAPz8/XL16ValOTk4OlixZgnXr1gEAjh8/jr59+yI4OBiWlpaYNWtWufvR6BwagcGbiIi0GOMUEVHVyczMVLjhsYGBgdLCLJs2bUKfPn1gbW0NAEhNTUV6ejp+//13dOnSBQsWLCh3PxpNaGQymSbfjohIp0lkNUxJYZwiInpO7DhlYWGBrKws+fPi4mLo6SmmHzt27MCIESPkz21sbBAYGAgACAwMxLVr18o9DrWGnIWFhWHQoEFK5VlZWVi0aJG8K2j16tWoU6eOOm+pFe5GxuDQii0Yv3RGmfVS4hMRsX4Pku7Ew9jcFN5dW6N5n44KdR7duIdTm/YjJS4R5raWaN4nAE0CWijUuXMxGue2HUZ6UgqsHe3QekggXJt5avy4NIHnRjWeG9V4bhRxDk3VkVqcau/aDN0atoaNiSXi0xOx9eph3E19VGrdr7pPgK2Zdamv7Y6OwN4bJ/HDwI9V7mvthV04G3cdANDF3R8Bbi1gbWKOR+lPsDP6OG4k3av8AWnQ3m3/YMvav/Ek8QncPT0Q/MEkNPFpWmrd4CGvIelxQqmvjZ7wOoLGvwYAOHP8FP5e+Rfu37kPS2srtO3UHmMnjYepmanSdreib+Lj4MlYs2sjLK2tNHdgGnB01wHs/XsHUp8kw9mjAV6dOA4eTUv/Tvxs7HtITnhS6msDx43AgNeGAwBOHjiKPRvCkPQoAfb16qDfqCFo01Xx+zpi3xEc2PwPEh8+ho1dLbTtFoC+o4bAwEB7ZjacP3ACJ3YcRHpyGuo0cEKvcUNQ39Ot1Lo/vheCtCeppb7WZUQfdB7eW6l8209/4d71W/jgpxCF8kd3HmD/mjDE3bwLEzNTeLX1Q/cxA2FobFTpY9IEseNUy5YtcfjwYfTu3RuRkZHw9FT8PGZmZqKgoACOjo7yMn9/f4SHh6Np06Y4c+YMGjZsWO5+9ENCQkLKqzRq1ChERkaibdu2MDc3BwAcOnQIb7/9NuLi4jBu3DgAgKOjI/T19StynGo7ef+KRt/v8a0H2P/z3wCAFn07qayXk5GFsHl/wMzGEu1H9oK5jSXOhR2GobERHD1KVmlIfZiE7d+ugqOHM9oM6wY9PT2c2XIQtZwcYVvPHgAQH3UHe5eGwr21N1r274zc9Gyc3XYIzt4NYW6rXV+IPDeq8dyoJqVz09617MmH6jpx7zIEQajUo2MDP420Req0IU7tjjmhkfdp7eyNIL9eCL99Hkdun0M9K3v08GyH83HRyC3MU6p/88kDnL5/FSfvXZY/TA2NYWtqhc1XDiK7IBfXE24rvH7y3mU4WtSCIAgIux6OgqJCBDZsjQFNX8HBm2dwOPYcrEzMMci7M64n3kZ6blYpLVVfG1efSm3/zKFd+7B0/vcY+OpQDBo1DHdv3camP9fjlR6BMLe0UKrfzN8P3fv1Qs+BfeWPrMwsPElIxMSP3oOltRUun4/E7I8+R8t2rfDa22/ArZEHdmzYgqir19GlVzeF94u79wBfTf0Mudk5GPraqzA2Ma70MWXl51T6PQDgxP5wrP5+OboP7Ysew/oj7vY97ArdhrZdO8LMwlypfmM/b3To1RWd+nSTP3KyspGa+ASj3hsPCytLnAs/iRXzlyCgd1f0f20Y9PT08Pcvq+Hs7oq6LiX3forYewSrFv+M9j06o/+YYajlWBv/rNuC9JQ0NGvbslLHlJ6bWantn7kUfgY7loeiXd8uaN+/CxLvPcSxbQfg09EfJubKSWsD70Zo0bUtWnZrL3/kZecg/Ukq+rw5DGaWiucz9lIU9v+1HSbmZmjXt4u8POVxEv6Y+T1q1bVH7zeGwtHVCSd3HkZqYjKatK58nPGtU/4f+uURO065u7vj2LFj+PXXX3H8+HGEhIQgLCwMqampcHNzQ0xMDG7cuIG+ffvKt/Hx8cGGDRuwevVqXLlyBSEhIQrD1kqjVuq8fft2zJo1C/3798eHH36I06dP4+DBgwgODsY777yj5inTDkWFRbiy/1TJH1AmRigqLCqz/tVDZ1BcXIzek4Ogb2gAF5+GKCooxMVdx+HTvS309PQQuTsCVrVt0W3CUACAs7cHcjKycGFnONz9vQAA53eEo35TD3QM6i2vk5Gchou7jqHX5CBxD1pNPDeq8dyoxnND2kBKcapv4w6IuBuJfTdOAQBiku5hZre30NXDH1uuHlaq/zA9SeG5s40jmtVthPWRe5GUlQYAuJ/2WKGOb52GcLdzwpKIDfI/qLt6tMKxOxdxKPYsAODmk/toVNsFHVz9sCFtn8aP82Ws/W01+gwZgJH/9qw0b+2PSSPfQFjoZkyY+q5SfbdGHgrPb0bF4FR4BN7//CPUc6kPANi6biO8/Hzw/ufT5PXMLcyxcObXeHD3PpwbuEAmk2H/jj34Y8mvSsNltMX21X+jc/8e6D9mGADAq6UvZr75IfZv/gdB776hVN/Zo4HC87sxsbgYcQavfzQJjvXrAgD2btqB5h1aYWjwaABAk+Y+uBN9E4e370OLjm3kddp3ewXD3xpTst8WPiguKsLmFeswfMJrGkn6KuvI37vQqkdHvDKsFwDA3bcxln74NU79cxi93ximVL9OA8Ub9T6MvY+oM5cxcNIo2NVzUHgtPzcPO5dvgFUtG6X3Cd+4G7aOdgj6dELJ/D1foLi4CGd2Hy116JUUCYKA2bNnK5S5uT3vGfP19cXSpUsVXre2tsaSJUsqtB+1zqSzszNWrlyJTp06Yfbs2Thw4AB++eUXfPjhhzA2rv4PakU8uHITkXsi0O7VnvDu2qbc+g+j7sDJyx36hs9zvwYtmiA3KxtJdx4CAOKjb8OlWSOF7Ro0b4KUuERkP81EYUEhEmIfwLW55wt1GiMu6rbWjOnmuVGN50Y1npvqd+nSJYwdO1ap/NChQxg+fDiCgoKwceNGAEBeXh6mTJmCMWPGYOLEiUhNLX1Yha6RSpyqbW4DWzNrXH0cKy8rlslwLSEWXg6lD4950XDfbriX+ghnH5Q+7lxf0MMQn644HxeN2OQ4efnSiA04cPOMQt2i4iIY6InTo1VRDx/EI+lxAtoEtJOX6Rvoo1WHtjh/6qxa77F88U/w9G6CwL495WVNfJqi37CBCvWcXOpDJpMh4WFJInj31m0sX/wTBr46BK+/+5YGjkazEuIfIznhCfza+cvL9PX14du2Ba6ei1TrPdYvWwn3Jo3QoUdnedmEGVMwctLrCvX0DQxQWFAAoGROmk8rP7Tv/opCHcf69SCDDMkJisl2dUh5nIS0J6nw9H/eS6inr49GLbxxKzJKrffYvXIT6jdyhV9n5Rh3YO122NapDa+2ir0UMpkMMeeuokVge4XFSFr37IT3vv+iRiQzVUmts3nnzh0EBwfjwIED+OCDDxAYGIj33nsPy5YtQ35+vtht1Ch7NyeMnv8BfALbqDXjNi0hGdYOtgplVvYlz58mJKMgrwBZaRmwdqilVEcGGdISkpGRlIri4mJYvVDH0t4WRfmFyExJr9xBaQjPjWo8N6rx3KhW2W58dVbkWrFiBWbOnImCf//AeKawsBDz58/HqlWrsGbNGmzYsAHJyclYv349PD09sXbtWgwaNEh+PwBdJ5U45WBuC0CGJ//2rDyTnPUUtc2VrwC/yLdOQ7ja1sXWUnpynglwaw5rEwtsvx6uUJ6QmYKMvJKhZVbG5hjYtDPszG1w8t7lih+ICB4+iIMgCKhbX/HqeR2nungc97DcCxmnjkbgxrVoBE+ZpFA+8s0x6NS9i0LZ6WMnIQgC6jcoGQZrX8cRv21ejdETXteqeSHPJMQ9BATAwUlxfph9XUckPUwo99xcPHEWt6NvYsTEcQrlDvXqoHadkh6JzPQM7N24A9EXr6Jz/x4ASr7jXp04Dl4tUFCwBQAAIABJREFUFYdPXTp5DoZGRvJtq1Pyw0QIAGrVqa1Qbutoh9SEJ+Wem+izlxF/8x56jhui9Nr96FhcCj+DAW8rjwpIS0pBXm4ezK0tsXXpGswb9wnmvzEdu/7YhKLCwkodkyZVRZyqCmr9Vg4YMACtWrXC9u3b4eLiAqDkyt///d//ISwsDHv37q3wjvPz81FcXAwTE5MKb1sZ5jZlj8F7UUFOHgxfuLpnaFIykSs/Nw8FuXn/lpVepyAnTz5e20jF+zx7j+rGc6Maz41qPDeqVcXXvKurK3766Sd8+umnCuWxsbFwdXWFhUXJvIJWrVrh7NmzOH/+PCZMmAAAeOWVVyST0EglTpkYlnymcwsVk7DcwnwIggAjfUPkFxWUtimAkkn9t5PjlYaY/dcrbi1xIT4aT1XMT2jt7I0xLfoAkOHE3cu4nRJf8QMRQXZWNgAoTdQ3NTODTCZDbk5uqZP4n9keugVefj7w9G5S5n7u3IzF5jWhaN81AHXqlQy9sihlfo42yc0uGTZoYqp4/CampiiWFSMvNw8mpqo/xwe27EIj7yZwb1L6nIwbl6/j249nAwLQrE1LtAxoq/K9rp6NxIl94eg+rB+MtGDie15OLgDA+IXjNzI1gaxYhoK8fBiVMSzu9K4jcGniDqeGrgrlhQUF2P7LenQe3hu2jrWVtstOL/n92rNqMxq1aIqgTycg8f4jHFy/A7LiYvR769XKHppGaEc6Unlq9dCEhIRg1apV8iABlCyjtmPHDvnNcspz584dTJkyBdOmTUNkZCQGDBiAfv36YdeuXS/X8ioiA1T+tAVBeJ7Zv1hH9p86KL+OLuK5UY3nRrWadG6q4spXjx49Sp3k/uLa/2ZmZsjIyEBWVpY8yTE3N0dmpmYm3VY36cUpxavGgrxU9dVke3NbeNR2xpHb51XWaWLfAHbm1ggvo86d5Hj87/h6bL16GK3qe/2b3FS/Z98NL/5eyMv1VP++xN+Pw9WLlzFo5NAy93Hn5m3MmjIdtR3sMXn61Eq2uOqUe27K+C55HPcQNy5fR/eh/VTWcXCqi08WheD1qRNxJ+YWfvj8m1LrRV28ip//bzE8mnpiyBvaMZdR3gGjFC/KPzfJDxNx93os2vbrovTakb93w8jEGO0HBJa67bP5pA7162LgpNFw8/FE276d0eXVvrhw8ASynmZU9FBEIZUeGrUSmuHDh8v/X1xcjOLiYhQVFUFfXx99+qj3Rffll18iKCgIPXv2xMSJE7F69Wrs2LEDf/7558u1vIoYmRqjIFfxStmz50amxjAyNVYok9fJe17n2VWBsuroIp4b1XhuVOO5qRoWFhYKyUpWVhasra0V7gmQlZVV7soxukIqcSq3oKR30dhA8cq2sYERZDIZCopUD1VpVrcR8grzce0/829e5Fu3IZ5kpSHuaaLKOk+y03A7JR7hty9gR9QxtHZuChuT6u+hMP93pa6c7GyF8tycHAiCUGZP2qnwCJiamaJVR9U9C1fOR2LGux/B0toK/7dkISysdOd3w9TcDEDJufivvNxc6Al6ZU7MvxhxFiamJmWuSGZjZwtPXy8E9A7E6x9Nwo0r13HzarRCnTNHTuB/M+fBxaMB3v+/6TAw1I6heSZmJZ+L/BzFnvv83DwIekKZyydHn70MYxNjeLb0Vih/ePs+Tu06gn5vvQqZTIbioiJ58vjsppHPen08/BR7BD2aNYasWIbEB6Uvw04vR61P27lz5xASEoLYWOUvSQMDA1y5Uv6SyoWFhejQoQNkMhkWL14sX29aG8ei/pe1gx3SkxQnzT57blOnNgyNjWBmbVlqHQECrOvYwdDEGIIgID0pFU5ezyd1ZiSlwtDECGYVHLKjLXhuVOO5Ua1mnZuqu3L14jhwDw8P3Lt3D+np6TAxMcG5c+cQHByM+Ph4hIeHw9fXF+Hh4WjVqlWVtVFMUolTSVmpAATYmdsgOfupvNzO3BoJmSllbtvEoQGuJ9xGkaxYZR0vBzdcfBijVG5sYAjfOg1xI+k+0vOeL9H8LPGxMrFAmoaW0H1Z9eo7QSaT4XH8I9Rxqicvfxz/CE6uzmVue+H0Ofi3bwNDQ8NSXz999AQWfvk1XNwaYPaP82BlXfp9fbSVo1NdQIaSe8XUfX4/j6RHCXB0rlfGlsC1c5fg06aFUgJSVFSE88dOw8WjAer85z1cGroBMiAt+fnn8ciOfVi79Hd4+/vh3a8+1oqhZs/UqmsPGYDUhGSFoWGpCcmwq+eoekMAsZei0bBFU+i/8B1w4/w1FBcWYcUXi5W2+XrUVAx6dwy82vpBAJRW/iwqKoIM2jOSQCqDztTqoZk7dy5cXFywfPlymJqaYsmSJZg5cyZsbGywYMECtXbk5OSEqVOn4oMPPoC5uTm+//57/Pbbb7C3t6/UAYjNycsN8VG3UZj/fMzy3YtRMLEwg51zHXmde5duKPxBcfdiNGydHGBqaQ4DQwM4ejjjbqTi1Yy7kTGo27iBFn2oK4bnRjWeG9Vq0rkR+w7MCvv695h37tyJjRs3wsDAADNmzMD48eMxatQoDB8+HA4ODhg1ahRu3ryJ0aNHY+PGjZg8ebJmDraaSSVOJWWlIS0nHc3+c38JPUEP3o4e5d7g0sWmDu6puPkmAJgZmqCWmTXupjxUek0mA0Y3740OL9xPwsuhAYqKi5FYTjJVFeq51EdtR3ucOvr8fj+FhYU4d+I0mrcu+34nt6Ji0NjHq9TXblyLxsIvv4Zn0yb4ZtkinUtmAMCxfl3Y2tvhYsTz1d4KCwtx5fRFNG1R9v1O7t2IhbtXI6VyfX19bPj5T+wK3aZQfu1cJCAATg1KhndejDiDtUt/h3+ndnj//6ZrVTIDAHZ1HWBtZ4Pos88XtygqLMLNi9fg7lv2jZgfxt5H/UauSuWtenTEhHkf4+3/PHw7toSlrRUmzP8Ynv4+MDIxRn3PBog6rbjK3I3z12BgaIC67mUn4VWlKuOUmNS67HTr1i1899138PDwgLe3NwwNDTFmzBjY2dlh+fLlCjfDUWXBggUIDw9HgwYNYG5ujlWrVsHExATffFP6OMzqkp6UipyMLDi6l6xP7921Na4eOoNdP6yFX+8OSL7/GJG7I9B2WHfo6Zfkg349O2DL3N+w/+eNaPJKS8Rfi8Wt01fQfdII+fu26BuAPf9bj6Ord6BBSy/cOnUFCbfjMOjTN6vlOF8Gz41qPDeq1eRzU1WJlZOTE0JDQwEA/fv3l5d36dIFXbp0UahrYmKCH3/8sUraVZWkFKcO3DyDYb7dkFOQh9sp8XjFvSXMjExwJLZk3oudmTUsjM0UkhdbUysYGxiV2YtTz6rk6nRpyUl+UQHCb19A94ZtkFeYj7iniWhs74pAj1bYd+OU0iIF1WX42CD8ungpzC3M4dXMBzs3bkPG03QM/HduzOP4h3ia+lQheUl8lICc7Bw4uZT+B+SSeYthYGCAEa+Pwv3bdxVec3KprzNDz/oEDcb6pX/AzMIcDb0b4+C2PchMz0D3oSWf/aRHCchIS1dIXpITkpCbk4s69Uvvxek3eghCl62Cbe1aaNLcB3dvxGLn2s3o0KMz6rnWR0F+Adb8+Bts7GohcFBv3LtxW2F7JzcXrbgPTcfB3bH7j80wMTeFc2N3nNlzFNkZ2fKbYKYmPEFWeibqN2og3+bZKmWl9eJY2FjBwkbxBs5mVpbQNzBAXbfnn7PAoP74a+4ybFz8B/y7d8SjOw9wfNt+dBgQqLRIQXXRlguAlaVWQmNqaipfL9vd3R3R0dHo3LkzmjVrhjt37qi3IwMDdOv2/I67n3322Us0V/Ne/EGe33EUN09ewtu/zQIAmFlboP+0cTgRugcHftkIUysLtBnaDc16tpdvY+fsiD7vj8LpzQewf9kGWNSyRpfxg+Q3AAQAF99G6PrWEFzYEY6bpy7D2rE2ek0OgoO74vKT2oTnRjWeG9V4bqg6SClOHb8bCQM9fXT28EcXD3/EPU3EshMbkZJTshx5r8bt0cbZGx9uXyTfxtLYDIAMOQWqV/izKKfO9uvhyMjLRgfXZrA1s0JK9lNsunIQJ7Rk2WYA6DtsIPLz87Fjw1Zs37AFbo08MOfHBXCsV9K7G/rHWhzevR9hJ57fCDQtNRWCIJS6UlniowR5EjP7oy+UXp8+90t06KreohLVreuAnijIz8fBrbtxYMs/cPZogKnzZ8qXTt7x12acPBCO3/ZukG+TnvYUEACzf+cnvShwUG8YGRtj/5Z/sH/zTljXskXfoMHoEzQYAHA76iYynpZ8Lr/9OERp+5lL58G1kbuGj7TiWvfshML8QpzeHY5T/xxBnQb1MXbmu7BxsAMAHN28F5fCz2DWhucXe7KeZkAAYGKueuW88jTwboTRMybhcOg/WL9wOcytLNBlRB8EDO5R2UOiFwgyNe5AN2XKFBQXF+PLL7/EyZMn8ccff2DlypXYuXMnVq1ahcOHVa93rymLj60TfR9ERADwUafRGnmfH4+vr/R7fBAwSgMtkT5tiFNTwr4VfR+6avIr2rHilTZKyKj+4Xza6kGq6uXHCRjt16vS7yGVOKXWHJovv/wSWVlZ2LdvH/r16wcrKyt07NgRCxcuxLvvvit2G4mIdJMgVP5BamGcIiJ6CRKJU2oNObO3t8fKlSvlz9esWYNbt27ByspKvgoMEREpErRmuqT0MU4REVWcVOKU2mtR3rx5E7dv30Z+vvLEwAEDBmi0UURERBXFOEVEVDOpldB8//33+PXXX2FpaQljY+XVKhgoiIiUaUlPfI3AOEVEVHFSiVNqJTTr169HSEgIgoI4qY+ISF1S6crXBYxTREQVJ5U4pdaiAObm5vD39xe7LURERC+FcYqIqOZSq4fm008/xZw5czBlyhTUrVtXvtb/M/XqlX5DJiIioqrAOEVEVHOpldAUFRXh6tWrGDdunEK5TCaDIAiIiooSpXFERLpMKndg1gWMU0REFSeVOKVWQjN//nwMGzYMr776KkxMTMRuExGRJEhlbLIuYJwiIqo4qcQptRKa/Px8vP7663B2dha7PURE0iGNOKETGKeIiF6CROKUWosCBAcHY9myZcjJyRG7PUREkiFo4B+ph3GKiKjipBKn1OqhCQ8Px5UrV7Bjxw7Y2NjAwEBxsyNHjojRNiIiIrUwThER1VxqJTQjRozAiBEjxG4LEZGkSGSupU5gnCIiqjipxCm1EpohQ4aI3Q4iIsnRlq74moBxioio4qQSp9RKaIiI6GVII1AQEZFUSSNOqbUoABERERERkTZiDw0RkUikMjaZiIikSSpxigkNEZFIpDI2mYiIpEkqcUqtIWczZsxAZmamUnlmZiZmzJih8UYREUmBIFT+QephnCIiqjipxCm1Epq4uDgUFxcrlRcVFSEuLk7jjSIiIqoIxikioppLrSFna9asKbXc2tpa5WtERKQll65qAMYpIqKXIY04VaE5NKmpqcjPz1cqd3R01FiDiIikQtCWvvgahHGKiEh9UolTaiU0+/fvx6xZs5CWlqZQLpPJIAgCoqKiRGkcEZEuk0aY0A2MU0REFSeVOKVWQjN37lwEBgbitddeg7GxsdhtIiIiqhDGKSKimkuthCYrKwtvvfUW3NzcxG4PEZFkSKUrXxcwThERVZxU4pRaq5yNHj0af/75JwoKCsRuDxERUYUxThER1Vxq9dD06dMH48aNw5YtW1C7dm2lbO7gwYOiNI6ISJdJ5YZluoBxioio4qQSp9RKaD755BO4u7ujf//+HJtMRKQmqXTl6wLGKSKiipNKnFIroXnw4AG2b98OFxcXsdtDRERUYYxTREQ1l1pzaAIDA3H8+HGx20JEJCmCBh6kHsYpIqKKk0qcUquHxtHREfPnz8e2bdvg7OwMfX19hdcXLlwoSuOIiHSaRLrydQHjFBHRS5BInFIroUlLS0O/fv3EbgsRkaRIZbKlLmCcIiKqOKnEKbUSmnnz5ondDiIiopfGOEVEVHOpldAUFxdj3759uHXrFoqKigAAMpkM+fn5iIqKwsqVK0VtJBGRLpJIT75OYJwiIqo4qcQptRKaOXPmYMuWLWjatCkuX76MFi1a4P79+3jy5AnGjBkjdhuJiHSSVLrydQHjFBFRxUklTqm1ytmePXvw3XffITQ0FC4uLggJCcGRI0fQr18/5OTkiN1GIiKiMjFOERHVXGolNJmZmfD19QUAeHp64tKlS9DX18fEiRNx9OhRURtIRERUHsYpIqKaS62ExsXFBdeuXQMANGrUCJcvXwZQMmY5MzNTvNYREekwQRAq/SD1ME4REVWcVOKUWnNogoODMW3aNHzzzTfo27cvhgwZAkEQEBkZCX9/f7HbSESkk6QyNlkXME4REVWcVOKUWgnNsGHD0KBBA5iYmMDDwwM//fQTNm7cCD8/P7z//vtit5GISCdpyYWrGoFxioio4qQSp9RKaMaPH48vvvgCHh4eAIBOnTqhU6dOojaMiIhIXYxTREQ1l1oJTVRUFAwM1KpKRERyErn0pQMYp4iIXoY04pRa3/5BQUGYMmUKRo4cCScnJxgZGSm83r59e1EaR0Sky6TSla8LGKeIiCpOKnFKrYTm559/BlBy47IXCYKAqKgozbaKiEgCpDLZUhcwThERVZxU4pRaCU10dLTY7SAikhypBApdwDhFRFRxUolTag84LigoQGJiIoqLiwEAMpkM+fn5uH79OgYOHChaA4mIiNTBOEVEVDOpldDs27cPX375JdLT05Vec3R0ZKAgIiqNNC586QTGKSKilyCROKWnTqXFixejV69e+Oeff2BlZYXQ0FD88ssvcHJy4vr+REQqCBr4R+phnCIiqjipxCm1emji4uKwfPlyuLi4wMfHB0lJSejevTv09fUxf/58DBs2TOx2EhHpHKmsHqMLGKeIiCpOKnFKrR4aKysr5OTkAADc3Nzkq8W4ubkhLi5OvNYRERGpgXGKiKjmUquHpmvXrpg9ezZmz56Ntm3bYsGCBejcuTP27t0LR0dHsdtIRKSTtKUrvibQhjjlZO1QJfvRReZGptXdBK2VmZdd3U3QWr28eP8osUklTqnVQ/P555/D3d0d165dQ/fu3dG8eXOMHDkSoaGhmD59uthtJCLSTYJQ+QephXGKiOglSCROCTKZTPYyG2ZmZsLExAQGBmqv/Fwpi4+tq5L9EBF91Gm0Rt5n6/UjlX6PIU27VPo9aqqqjlMLjvxZJfvRRa+17lfdTdBalx/erO4maK02rt7V3QStZmdkVen3kEqcKvNbfvv27di3bx+MjIzQrVs39Ov3/AvJwsJC9MYRERGVhXGKiIhUDjlbvnw5ZsyYgdzcXGRnZ2P69OlYvHhxVbaNiEinSWU5TG3FOEVEVDlSiVMqe2j+/vtvzJ07F4MHDwZQctOyGTNmYOrUqRC0ZLwcEZE241eluBiniIgqR+yvSplMhpCQEMTExMDIyAhz586Fs7MzACA6Ohpz586FIAiQyWS4dOkSli1bhoCAAADA2bNn8cknn+DIkSPl7kdlQvP48WO0b/98dYnAwEDk5OQgMTGRK5sREamFf1SLiXGKiKiyxI1TBw4cQH5+PkJDQ3Hp0iXMmzcPy5YtAwA0adIEa9asAQDs2bMHjo6O8mTm8ePHWLlyJQoLC9Xaj8ohZ4WFhQoTKQ0MDGBsbIz8/PyXPigiItIcmUyGr776CkFBQRg3bhwePHig8Pry5csxePBgjB07Vn6FKycnB9OnT8drr72GkSNH4sqVK9XQcs1gnCIi0m7nz59Hp06dAAB+fn64evWqUp2cnBwsWbIEM2fOBADk5+cjJCQEISEhau+napZ+ISKqgcQe9lTWla8bN25g165d2LhxI2QyGYKCgtC+fXv8/vvv8PT0xIIFCxATE4OYmBj4+vqK2k4iItJOYsepzMxMWFpayp8bGBiguLgYenrP+1Q2bdqEPn36wMbGBgAwZ84cjB8/Hg4O6t/bq8yEZufOnTA3N5c/Ly4uxu7du1GrVi2FesOHD1d7h0RENYXYA87KuvIVGxuLNm3awNDQEADg6uqK6OhoHD9+HH369EFwcDAsLS0xa9YskVspLsYpIqKXJ3acsrCwQFZWlvz5i8kMAOzYsQNLliwBACQmJuL8+fO4f/8+ZDIZ0tLSMG3aNCxatKjM/ahMaOrVq4c//1RcU9/Ozg6hoaEKZYIgMFAQEZWiOq98eXp64rfffkN2djby8vIQGRmJnJwcpKamIiMjA7///ju2bduGBQsWYMGCBaK2UyyMU0RElSN2nGrZsiUOHz6M3r17IzIyEp6engqvZ2ZmoqCgQD7v0cHBAbt375a/HhAQUG4yA5SR0Bw6dOhl205ERFWgrCtfHh4eGD16NCZMmAAXFxc0a9YMNjY2sLW1RWBgIICSSfQrVqyolrZrAuMUEZF269GjByIiIhAUFAQAmDdvHlatWgVXV1d07doVd+7cgZOTU6X3wzk0REQ6qqwrXykpKUhNTcXatWuRmZmJ4OBgNG7cGC1atEB4eDiaNm2KM2fOoGHDhtV4BEREJGWCIGD27NkKZW5ubvL/+/r6YunSpSq3P378uFr7YUJDRCQSsW84Vt6VrwcPHmD48OEwMjLCJ598AkEQMGnSJMycORNBQUEwNDTU2eFmRERUedpyY8zKYkJDRCQSsccml3fla86cOUrbWFtbyydfEhFRzSaVmxCrvA8NERERERGRtmNCQ0REREREOotDzoiIRCKVrnwiIpImqcQpJjRERCKRRpggIiKpkkqcYkJDRCQSqVz5IiIiaZJKnOIcGiIiIiIi0lnsoSEiEo00rnwREZFUSSNOMaEhIhKJNMIEERFJlVTiFBMaIiKRSGVsMhERSZNU4hTn0BARERERkc5iDw0RkUgEyXTmExGRFEklTjGhISISizTiBBERSZVE4hQTGiIikUjlyhcREUmTVOIUExoiIpFIZK4lERFJlFTiFBcFICIiIiIincUeGiIikUilK5+IiKRJKnGKCQ0RkWikESiIiEiqpBGnmNAQEYlEKmOTiYhImqQSpziHhoiIiIiIdBZ7aIiIRCKVsclERCRNUolTTGiIiEQila58IiKSJqnEKSY0RESikUikICIiiZJGnOIcGiIiIiIi0lnsoSEiEokglb58IiKSJKnEKSY0REQikUaYICIiqZJKnGJCQ0QkEqmsHkNERNIklTjFOTRERERERKSz2ENDRCQWaVz4IiIiqZJInGJCQ0QkEql05RMRkTRJJU4xoSEiEolUVo8hIiJpkkqcYkJDRCQSaYQJIiKSKqnEKS4KQEREREREOos9NEREYpFIVz4REUmUROIUExoiIpFII0wQEZFUSSVO1eiE5m5kDA6t2ILxS2eUWS8lPhER6/cg6U48jM1N4d21NZr36ahQ59GNezi1aT9S4hJhbmuJ5n0C0CSghUKdOxejcW7bYaQnpcDa0Q6thwTCtZmnxo9LE3huVOO5UY3nRpFUVo+hqhdz7CKu7DuNrNR02Dk7os2I7nBwdyq17t+f/4TMlKelvtZywCto3i8AAJDxJA2n/z6ARzF3oW9oACdvd7QZ3g2mluby+vciY3Bh+1GkJ6bC2rEW/Ad3gbNvQ80fYCXs3LIdf69eh6TERHh4NsK7H72Pps18Sq07uv9wJDx6XOprb0wKxtgJbyqUJT5OQPCr47Do1//B06uxwms3o2/gl++XIurKNZhbWuCVbl0w4f13YGJqopkD04CTe47g0JbdSEtOhZObCwa/FYQGTUr/+c0J/hipicmlvtZ79GD0GjUIAHDu8Akc3LQLTx4nonZdB/QY0R8tO7dTqH9q31Ec2bYXqUnJsKtjj54jB6B5QBvNHlwlhW3ainWr/kJiQgIaNfbElE+mwsfPt9S6w3oPwuOHj0p97a1338abk95SKEt4/Bhjh47CkhU/o3HTJqVud/3KNUwcF4w9xw7A3MKicgejQVKJU/ohISEh1d0IdZy8f0Wj7/f41gPs//lvAECLvp1U1svJyELYvD9gZmOJ9iN7wdzGEufCDsPQ2AiOHs4AgNSHSdj+7So4ejijzbBu0NPTw5ktB1HLyRG29ewBAPFRd7B3aSjcW3ujZf/OyE3Pxtlth+Ds3RDmtlYaPbbK4rlRjedGNSmdm/aupQe5iorPSKr0ezhZ2WugJVQVIu5e0sj73Dx5BRF/7YJ3YGv4dG+DlPhEXN5zAu6tvWFkpvzHcx1PV3h28EPjgObyR0FOHrJSMtBuZA+YWJghLzsX27/5A3oG+mgf1BN1PF1x4/glPIq5h0btmwEAHkbfxYGfNsGtVVO06B+A3IxsXAgLh1NTd5jbWlbqmJo5aeZCw76du7Ho64UYOnoEho8eidu3YrHujzUI7NUDFpbKfyQ2b9UCvQb2Q98hA+SPrMxMJCUk4r1PPoS1jbW8bsqTZEyf/BGeJCah39CBsLOvLX8t/kEc3n9zIpxc6mPyxx/Cw7MRNv0ViscPH6FjF9Xfd+pIyEip1PbPnDkYgb+XrkLngT3RZXBPPLr7APs37kTLzu1gam6mVL+hbxO06d4J7Xp2lj9ysnOQlpSCYRPHwNzKApHHz2DNd7+ibY9X0CtoIARBD2G/h6KemzMcnesBAC6En8K6H1agdbcO6Bk0EEWFxdj+xwa4NHKDvVOdSh2Tk41DpbZ/Zvf2f7Bg9jcYMSYIQWNH49aNW1jz+yp079MLlpbKn+2Wrf3Rb/AADBw2WP7IysxEwuMEfPjZNFjb2MjrJj95gqkTpyApMQmDhg9B7f98bp65e/sOpr37AXKyczA2+HUYGRlp5LjM9I0r/R5SiVM1roemqLAIV/afKvkDysQIRYVFZda/eugMiouL0XtyEPQNDeDi0xBFBYW4uOs4fLq3hZ6eHiJ3R8Cqti26TRgKAHD29kBORhYu7AyHu78XAOD8jnDUb+qBjkG95XUyktNwcdfSObTvAAAgAElEQVQx9JocJO5Bq4nnRjWeG9V4blSTynKYVLUu7jiKJq+0lPes1PNyw+ZZv+DqgTNoN7KHUn07Z0eF50/uPsK9yBh0HNsP1o52AICr+08DAHp/OAoGRoYAAEMTI5wK3Yec9CyYWpkj8p/jcGrqJt+HU1N3ZCan4dLuE+j+7nDRjrciVv3yOwYMG4Sxb70BAPBv2wrjho7CprWhmPzJh0r1PTwbKTyPuR6F44eP4uNZn8HZ1UVefuxQOJYs/B75+fml7vfPX/9AXad6+Pr7BRAEAS0BFBUVYev6jSgqKoK+vr7GjvFl7Vm3FR36dEXPoIEAAM/m3vhm4mc4sm0vhr49Rqm+k7uLwvP7N+/gysnzGPn+eHkicmjLHvi0bYH+r5f8/Bs188L9G7cRsesQmrX3BwCcPXQC7t6eGDS+5HvX068p7t+IRcTuw2ja2k+0462IFcuWY/CIoXhzYjAAoFW7NggaMBwb1qzDh9OnKdVv1FgxAY+6dh3hB49gxuyZcGngKi8PP3gYi7/5Dvn5eaXuVyaTIWzTVvy0+H8wMNDOP7mlEqdq3CpnD67cROSeCLR7tSe8u5bfHfow6g6cvNyhb/j8g9igRRPkZmUj6c5DAEB89G24NFP80mzQvAlS4hKR/TQThQWFSIh9ANfmni/UaYy4qNuQyWQaOLLK47lRjedGNZ4bIs1JT0xBZspTOP/n86+nrwdn34aIvxar1nuc2rAP9m710Kj9857G+5E34N7aW57MAIBLs0Z49Zv3YGpljsKCQiTGxsHFT/H3zsXPEw+j72jF71T8/TgkPHqMDq8EyMv0DQzQLqADzp48rdZ7LFn4A7x8mqJn/z7yssyMTMz57Et07NIJn82eqbSNTCbDyaPH0XfwAIU//gaNGIJVW9ZpRTKT9DABqYnJ8G7TXF6mr6+Ppq39EH1BvREuW35dC1dPD7Tp9nz477hPJmHwhFEK9fQN9FFYUCh/XlhQABMzU4U6ZpYWyM7MeplD0bi4+w+UetIMDAzQ4ZUAnDp+Uq33+H7ed/Bu5oM+A/vJyzIzMjHz4xl4JbAzZs4NKXW7mOvRWPLtDxg1bgwmvv9upY6DylbjEhp7NyeMnv8BfALbqDUTKi0hGdYOtgplVvYlz58mJKMgrwBZaRmwdqilVEcGGdISkpGRlIri4mJYvVDH0t4WRfmFyExJr9xBaQjPjWo8N6rx3KgmCEKlH1SzPE1IgQABVi/8jljWtkF6Ulq5icW9yBtIuvMQbYZ3l5cVFxUh7XEyLOyscWrDPvw1dTFWv/8tjvwehrzsXAB4/jtl/8J+7W1QlF+IrNTq/516cP8+BEFAPWfFuUR1nerhYVx8uecm4sgxRF+9jkkfva9QbmJiglWb1+GDz6bB9IU/zAHg8cNHyM7Khk0tW8z78v/QL6A7BrzSC/9bsBgFBQWVPzANSIp/DAiAfT3F3jq7OvZ48iip3HNz5dQF3LsRi0HBir3btes6wM6xZDhRVnomDm/ZjRuXotChT1d5nYB+gYi5eBWRx88iNzsHF46eRvSFK/B/YZ5Ndbl/t+RzU9/FWaHcqX49xMfFlXtujh4Kx/Ur1/D+x4o9gCYmJli/fROmffEpzEyVPzcAUK++Ezbu2orx70yAvkH1J76lkUqcqrL+r5SUFCxfvhzGxsZ44403YGtb8qW5dOlSTJ48uaqaAXObio0DLsjJg6Gx4hhFQ5OSsY/5uXkoyM37t6z0OgU5efKrN0Yq3ufZe1Q3nhvVeG5U47khKanuWCX//BsrjrE3NDECZDIU5hXIP+eluXbwDBwb1oe9Wz15WV5WLmSyYlzafQL2Deqi69tDkJ2agbNbDiH89zD0fH8kCnLzIUBQ/r0zfv57V92ys7IBAGbm5grlZuZmkBXLkJuTA1Mz5bkiz2xetwE+zZvBy6epQrmBoQGcnOur3C4tNQ0A8NO3P6BtQHt8/f0C3Ll1GyuW/gpZsQwfzFAeslTVcrNzAADGLyxQYGJqApmsGPm5eUqv/Vd42D64N/WEa2P3Ul+PvRqDpTPmAwLQtJUf/Dr4y1/zbeeP1oEd8eeCZSUFAtCuZ2cE9OtWyaPSjKyskp4isxc+G2bm5pAVy5CTk6P02n/9/dd6NGvhh6a+3grlBoYGqF/G5wYArKy1a66rlFVZD82nn34KNzc3ODg44LXXXkN8fDwA4MyZM1XVhJciA1RedRYE4Xlm/2Id2X/qoPw6uojnRjWeG9Vq0rkRNPCgqlXdsUp+sfiFH768WE/1p+JpQjIe37yPpt0Uh34WFxUDAIxMjdFt0nA4ebmhUYdm6DC6N+Kv3caTu4+e71jFfrXhXhXPvhtebMrzctV/0jy4dx+Xzkdi2OhXK7zfosKS4VUNPNzw8awZaNHaH0NHjcAbk4Kxc2sYUlNSK/yemib/fCidm2flqn9+ifGPEXs1Bp0H9lRZp3Y9R0ye9xlGTn4T92/cxs9ffid/be33v+F8+CkMePNVTJ73GQa+8SouhJ/C9j82vOzhaNTzz4dQarleGZ+b+3fv4eK5Cxg5dpTKOrpOKnGqynpo8vPzMXLkSACAl5cX3n33XaxZs0YrxuWWxcjUGAW5ipMEnz03MjWGkamxQpm8Tt7zOs+uipRVRxfx3KjGc6NaTTo32pJYkfqqO1b99/P/3+WUC3PzAUFQmAPzonuRN2BobKy0zLKhSck29Zo0UEiI6nm5QQYZUuITYe9WDzLIlH6nCuW/U9W/NLG5Rcn5yM7Kho3t86FxOdk5EPSEMpdPjjh8DGbmZmjXqUOF9/tsGFqr9m0Vyv3btsbyH5fhbuxt2NbyL23TKvOsjbk5ubD4T69AXm4uBEEPRiaqvxOvnLwAY1OTMifwW9eygXUtG3j4NIaljRVWfP0jbl+/iVoOdrgQfgoDx49E1yElC7R4+DSGkakJNv+8Bh37BsKuTvWugGXx7xLJ2VlZsK31389Ndrmfm6OHwmFmbqYwb0tqpBKnqqyHpqioCDExMQCAli1bYuLEiXjnnXeQmZlZVU14KdYOdkhPUrz68uy5TZ3aMDQ2gpm1Zal1BAiwrmMHS3tbCIKgVCcjKRWGJkYwq+CQHW3Bc6Maz41qNevcSOXaV81R3bHKyqEWZJAh40maQnnGkzRY16mlYqsS8dduo76Pu9JYfSNTE5hYmCmtQFhcVPJc0BPkv1NK+01Kg4GxEcxsqv++GfVdnCGTyfAo/qFC+aP4hworlpXm7MnTaNOhHQwNVSeEqtSr7wRBEFD4wnyZosJCyGQyrfiD0L6eIyADkh8rLsGb/DgJDuUsnRx94Qq8/H1hYKh4jbuoqAgXjp5GQpzi/Vic3F0BGfA0ORVpT0qWnHZt7KFQx72pJ2QyGRIeKP6sqoOza8nn5mFcvEJ5fNxDhRXLSnP6xEm0C+jwUp+b/2/vzqOiuPI9gH+b3QXBBXFBcXlKG0HBpySOGoXRFwWj4pGIKGpE4zjIvDNhMoDKU0OUZHwGV4465g1RGWXc4i4qRBCMRhNhVPYdQVziiuRIt9z3B7G0RRaVtruL7+ccjlRXdfftsq2vv7pV9xoOeeTUWytolixZgi+++AK3b98GAHh4eOCjjz5CWZnuv+z16dqvJ0oz8qGuenYgK7yUAYvWLdG+Wydpm6K0bI0zeIWXMtG2a0e0sGwFE1MT2PbuhsLUTI3XLkzNQmeHHnpxMHwd3Dd1476pG/cN6TNdZ5WVbTu0atsGxanZ0mPVT56g5HIuuih71vvc20Xl6Njz5ZNvdunXE9eu5GmMTlVyORcKKNCxlx1MTE3QsZedxvsCQHFaNjo7dNeLf1N23bvBxrYjkr9Pkh5Tq9Q4l3wWg1wH1/vc7IxM9HvhHojGatGyJfo59UdSfKLG4z+cOQszc7NaE3Dqgk3XTrDu0A6Xf/hZeuyJWo30C2no6/xOPc8ESnILYa/sXetxY2NjfLd1J+L3HNF4PPPny4AC6NLDDh06d4RCoUBBeo7GNkVZuYACaKfj3hkA6GbfHR072SIp4dnfn1qlxtmkZAx5r/6ROTOvZsCxjklbSb+8tYk1bWxsMHnyZI0br5RKJfz9/Rt1oGzqiTUBoCyrEDfyrmlMAvjg1l3cu/ELWv82MV/bzja4HH8epen5sLBsifwLV3HpyBkMnjAKnfrUnBFqY9MOl44l45eSGzBtYY707y8g88zPGD7dQ5oEsKVVa/x8KAmP7j2AwtgYPx1MRMnVPLjNnqh3EyQC3Df14b6pm1z2TVNNrFle8csbn/fq3Lp9k7SFGudNsqqpJtY0NjVG6pFkVKuf4In6CX7cfQoPbtzBiNnjYd7SAg9u3cX9m3c0vucVv9zH5RM/4B33IbVGCAQA6y4dkHH6J1zPLESLNq1QllmIC3sT0MPFAQ4jXAAALaxaI/VwMirvPYSRkREuHU5GaXoBRswarzcTa5qamWH71mioVCqoVFWIWr0O14pKEPL5ErS2tETZtVJcKyqBje2zCRnLy8oR+20MJk/zrjXS1YtuXC9H3KGjGD95osbEml3sumDPjl3Iy8mFZRtLJJ06je1bo+E9YxreHTb0jT5TU02saWJmihO7DkKtVkOtUuO7v+/EzbJy+P55Llq2boXb5Tdxs7Qc1h2efT/u3LyNhL3H8P6HY2qNkAbU3PiesOco1L/dR5SafAFHtu3BoJFDMfSDkTCzMEfF/QdIPHACCmMjVD+pRtrZiziybS8c33XBcA/3N/pMTTWxppmZGaI3fwNVlQqqqiqs+1skSoqKseSLpbBsY4nSkmsoKSpGx+e+N9fLriPmH9vhPX1qgz2A5WXXcfTA4Ton1gSA7IwspCSe0buJNeWSU2/tHho/P786hzfctWvX22pGLS8G1E+HkpDzQxo++fv/AKj5T9P4oJk4u+s4Tm3ajRZtWsN18u8x4L+eHcDad7PFuMBpOL/3FE5GxaJ1OyuMmjNRmgAQALo79YHbXC/8fCgROef+DSvbDvhgoQ869nr52TR9wH1TN+6bunHfPKMPZ7Xp1ehDVvUb+Z94onqC9IQLuJpwAe3sbPHBf0+DZYea2cnTjqQg99xlfLwpVHrOrw8fQQEFzOu4f8y6Uwd4BM3AhX0JSNiyD6bmZug7bCAGe42Stunm2Bvvz5mA1MNnkHvuCqw6tcfoBVM0RkzTtYneXqh6/Bj7du7G3n/+C//h0Ad/i4pEpy6dAQDb/x6Nk0eO49TFM9Jz7t29C4VCgdatG1eUvezfrfPgQYhY97/4v6gtWPLnYFhZW2PW/Dnw/divaT5YExju4Q51lQqJB08g8cAJdO3VHQs+/0wadvnEroO4kJCCyIP/kJ5Tce8BoABatHr5KF8jxo+Gmbk5Th+Iw+nv4tCmrRVGe3vi91Oezccyef4MtGnXFj8cP424nQfQrmMHjPb2hNvkcS99TV2YPHUKqh5X4V8xu/CvHTvRR9kXazZvQOeuNd/tf2z+BscPHUVy2rP5jO7euVPzvbF8/e+NITDUdr9IId7SnY5paWlYsmQJNm7cWGsSqq5dG/4PyNdn/qmtphERafh0hG+TvE7ajZyGN2rAQNs+DW9ETeZNsuqr099qs2kGbcYQz4Y3aqb+Xfbmxwm5crV/vcsEm4v2Zm9+pYZccuqt9dAMHDgQEydORFZWFsaMGfO23paISHdkcuarOWFWEVGzIpOcemsFDQDMnTv3bb4dERHRK2NWEREZlrda0BARNScKPRnOkoiI6GXkklMsaIiItEQmPflERCRTcskpFjRERFoilzNfREQkT3LJqbc2sSYREREREVFTY0FDREREREQGi5ecERFpiVwmLCMiInmSS06xoCEi0hK5XJtMRETyJJec4iVnRERERERksNhDQ0SkJTLpySciIpmSS06xoCEi0hqZJAUREcmUPHKKBQ0RkZZo+2ZLIQSWLVuGrKwsmJmZYcWKFejWrZu0fsuWLTh69CgsLS3h7++PUaNG4fr161i0aBHUajUAIDw8HD169NBqO4mISD/JZVAA3kNDRGSgTp06haqqKuzatQtBQUGIiIiQ1mVnZ+Po0aPYvXs3vvnmG6xbtw6PHz/G2rVr4efnh+3bt2P+/PlYvXq1Dj8BERHRm2MPDRGRlmj7vNdPP/2EESNGAAAGDhyIK1euSOvy8vLg6uoKU1NTAIC9vT2ysrIQEhICS0tLAIBarYa5ubmWW0lERPpKHv0z7KEhItIiRRP81K2iokIqTgDAxMQE1dXVAIC+ffvi4sWLqKysxN27d3Hp0iVUVlbC2toaxsbGyM/Px6pVq7Bw4cIm/cRERGRItJtTbwt7aIiItETblya3bt0ajx49kparq6thZFRznqp3797w9fXFvHnz0L17dwwcOBBt27YFAJw7dw7h4eFYtWoV758hImrGZHILDQsaIiJt0faEZYMGDcL333+PsWPHIjU1FX379pXW3blzB3fv3kVMTAwqKirg7++Pvn374ty5c1i5ciW2bt2Kzp07a7V9RESk37SdU/UNXpOZmYkVK1ZAoVBACIG0tDRERUWhd+/erzx4DQsaIiIDNWbMGKSkpMDHxwcAEBERgejoaNjb28PNzQ0lJSWYMmUKzMzM8Ne//hUKhQIRERFQq9UIDg6GEAK9evXC8uXLdfxJiIhIjp4fvCYtLQ0RERGIiooCACiVSmzfvh0AcPz4cXTq1AnDhw9HSEgI/Pz84O7ujuTkZKxevRrr16+v931Y0BARaYm2h8NUKBS1ipGePXtKv3/++ee1nnPgwAGttomIiAyHtnOqvsFrnvr111+xfv16xMTEAMBrDV7DgoaIiIiIiJpcXYPXPL3fEwD27NmDcePGwdraGgCkP58OXrNx48YG34ejnBERaYlCoXjjHyIiIm3Rdk7VN3jNU4cOHYK3t7fGY+fOnUNgYGCjB69hQUNERERERE1u0KBBSExMBIBag9cANT04KpUKtra20mPPD17zzjvvNOp9eMkZEZGWsH+FiIj0mbZzqqHBawoKCtC1a1eN57zO4DUsaIiItETbw2ESERG9CW3nVEOD1zg5OWHDhg0a619n8BoWNERE2sJ7YIiISJ/JJKd4Dw0RERERERks9tAQEWmJPM57ERGRXMklp1jQEBFpCYddJiIifSaXnGJBQ0SkJfKICSIikiu55BTvoSEiIiIiIoPFHhoiIm2RSVc+ERHJlExyigUNEZGWcB4aIiLSZ3LJKRY0RERaIo+YICIiuZJLTrGgISLSErmMHkNERPIkl5zioABERERERGSwWNAQEREREZHB4iVnRERaIpeufCIikie55BQLGiIiLZHL6DFERCRPcskpXnJGREREREQGiz00RERaIpOefCIikim55BQLGiIirZFJUhARkUzJI6dY0BARaYlcznwREZE8ySWneA8NEREREREZLPbQEBFpiVxGjyEiInmSS06xoCEi0hK5BAUREcmTXHKKBQ0RkbbIIyeIiEiuZJJTvIeGiIiIiIgMFntoiIi0RC5d+UREJE9yySkWNEREWiKX4TCJiEie5JJTCiGE0HUjiIiIiIiIXgfvoSEiIiIiIoPFgoaIiIiIiAwWCxoiIiIiIjJYLGiIiIiIiMhgsaAhIiIiIiKDxYKGiIiIiIgMFgua1+Dl5YWZM2di5syZWLRoka6boxfUajWCgoLg4+ODGTNmoKCgQNdN0gtpaWnw8/PTeCwiIgKxsbE6apH+eNm+OXToEHx8fHTUIiL5YE69HLOqNuZU/ZhVhoETa76iqqoqKBQKbNu2TddN0SuJiYmorq7Grl27cPbsWURGRmLdunW6bpZObd26FQcOHECrVq0AAHfu3EFwcDCKiorQq1cvHbdOt17cNwCQkZGBvXv36rBVRPLAnKobs0oTc6p+zCrDwR6aV5SZmYnKykr4+/tj9uzZSEtL03WT9EKPHj3w5MkTCCHw8OFDmJqa6rpJOmdvb4+NGzdKy5WVlQgMDMSECRN02Cr98OK+uXv3Lr7++mssXrxYh60ikgfmVN2YVZqYU/VjVhkO9tC8IgsLC/j7+8Pb2xuFhYWYN28e4uLiYGTUvGvDVq1a4dq1axg7dizu3buHzZs367pJOjdmzBiUlpZKy3Z2drCzs0NSUpIOW6Ufnt831dXVWLJkCUJDQ2FmZgYhhI5bR2TYmFN1Y1ZpYk7Vj1llOHh0e0U9evSQzlz06NED1tbWuHXrlo5bpXvR0dEYMWIE4uLicPDgQQQHB6OqqkrXzSIDcPXqVRQXF2PZsmUICgpCXl4eIiIidN0sIoPFnKobs4peF7NKv7GH5hXt3bsX2dnZWLp0KW7cuIFHjx7BxsZG183SOSsrK5iY1HydLC0toVarUV1dreNW6QeexambEAJOTk44dOgQAKC0tBRBQUEIDQ3VccuIDBdzqm7MqpdjTtWPWaX/WNC8oilTpiA0NBS+vr4wMjLCypUr2Y0PYNasWVi0aBGmT58ujSJjYWGh62bpBYVCoesm6C3uG6Kmx5yqG7Pq5Xgsrh/3j/5TCJblRERERERkoHjKhoiIiIiIDBYLGiIiIiIiMlgsaIiIiIiIyGCxoCEiIiIiIoPFgoaIiIiIiAwWCxoiIiIiIjJYLGiaMXd3dyiVSunH0dERo0ePxpYtW3TdNIPn6+uLDRs2NMlrZWZm4uLFiwCAH3/8EUqlkhPBEVGzwJzSHuYUyQkLmmYuNDQUKSkpSElJQXx8PBYuXIi1a9fi4MGDum4a/SYgIACFhYXSMif4IqLmhDml/5hTpGssaJq5Vq1aoX379mjfvj1sbW0xadIkDB06FCdOnNB10+g3nPuWiJoz5pT+Y06RrrGgoVpMTExgZmYGAHj06BEWL16M3/3ud3B0dMTYsWM1QkSpVGLt2rUYOnQo5syZAwDYu3cvPDw84OjoiPfeew/Lli2Tup5DQ0Px1Vdf4dNPP4WzszM+/PBDZGZmIjIyEkOGDMGoUaNw8uRJ6fX9/PwQGhr60nbu378fvr6+2Lx5M1xdXTF8+HAcPnwYx44dg5ubG1xdXREZGSltf+vWLfzpT3+Cq6srnJyc4OXlJXWR79mzB46OjigoKAAAlJSUwMXFBQcOHGjUPjt58iQ++OADuLi4YMWKFbW62mNjYzF69Gi4uLhg+vTpuHz5srTO3d0d0dHRmDRpElxcXDBv3jzcunVL+vxlZWUICwuT9oMQArGxsRg5ciRcXFwQHByMqqqqRrWTiEgOmFPMKSINgpotNzc3sXv3bmlZpVKJuLg40b9/f3H48GEhhBCLFy8W06ZNE5mZmaKoqEiEhYUJV1dXUVVVJYQQwsHBQUyYMEEUFhaK3NxccfHiRTFgwABx8uRJUVZWJuLi4oSTk5M4duyYEEKIkJAQ4eTkJGJiYkRRUZGYOnWqGDJkiFi6dKnIz88XixYtEu+9957Upvv374uHDx++tP379u0Tjo6OIiQkRBQXF4vw8HDh7OwsZsyYIbKzs8XOnTuFg4ODyM7OFkIIMXv2bBEQECDy8/NFbm6uWLBggfD09JReb9asWWLOnDnStvPnz2/UfszJyRH9+/cX3377rcjPzxdhYWHCwcFBrF+/XgghRHx8vBg2bJhISEgQRUVFYtOmTWLQoEHi1q1b0t/D4MGDxcGDB0VOTo7w8/MTH330kRBCiHv37omRI0eK6Oho8fDhQ3H+/Hnh4OAgZs6cKXJycsTZs2eFs7Oz2LFjR6PaSkRkSJhTzCmixmBB04y5ubmJAQMGCGdnZ+Hs7Cz69esnBg0aJFavXi1ts3//fulAK4QQeXl5QqlUimvXrgkhaoIiJiZGWn/lyhUpZJ6aOnWqdNAMCQkR3t7e0rrt27cLJycnKXjS09OFUqkUd+7cabD9+/btE/379xeVlZVCCCGysrKEUqkUP/74o7TN4MGDxfHjx4UQQmzbtk2Ul5dL65KSkoRSqZSWi4qKxMCBA0VQUJBwdXUVN2/ebLANQgjx1VdfCT8/P2lZpVKJYcOGSZ/Z19dXREdHazzHz89PREVFCSFq/h5WrlwprSspKREODg4iIyNDWv800M+fPy+USqXIy8uTtg8ICBBhYWGNaisRkSFhTjGniBrDRNc9RKRbAQEBGDduHADAzMwMHTt21LiZb+LEiTh16hRiY2NRUFCAK1euAIBGV3XXrl2l3/v37w8LCwusX78eOTk5yM7ORnFxMYYOHSpt061bN+l3c3NzdOjQAaamptIygEZ3TVtbW6NFixYAAAsLCwBA586dNV7/6Wv5+PjgyJEjuHTpEvLz83H16lXpsxgZGaF79+6YP38+1q5di6VLl8LGxqZRbcjLy4NSqZSWTUxMNJbz8vIQGRmJNWvWSI+pVCp06dJFWnZ2dpZ+t7Ozg5WVFfLz8zVe53nP70NLS0s8fvy4UW0lIjI0zCnmFFFDWNA0c+3atdM46Lzos88+Q2pqKiZOnIhp06bBxsYGPj4+Gts8vY4ZAM6cOYOAgABMmjQJ77//PgIDA7Fs2TKN7Y2NjTWW32Q0FBOT2l9hI6Pat4YJIfDxxx/jwYMH8PT0hLu7O1QqFQIDAzW2y8jIgImJCc6fP49p06Y1uh3ihRsin2/XkydPEBISgmHDhmls07Jlyzo/R3V1db375cV9+OL7ExHJBXOKOUXUEBY0VKeKigocOXIEsbGxGDBgAAAgMTERQN0Hpt27d8PLywvLly8HUHOQLC4uxpAhQ95Oo+uQm5uLixcvIiUlBe3btwcAxMTEAHj2WRISEpCUlITNmzfjD3/4AxISEuDu7t7ga/fp00e6aROoOchnZ2fD0dERANCzZ09cv35dI5CXLl2Kd999Fx4eHgBqAmrMmDEAgKKiIjx8+FA668XhL4mIXo45xZwiAjjKGdXDwsICLVu2RFxcHEpLS5GcnIzw8HAAdXe1W1tbIzU1FVlZWcjJyUFwcDBu3779SqObPB9C9+/fR0VFxWs993lt2rSBsbExDh8+jLKyMnveoywAAAH8SURBVBw/flyaUKyqqgoVFRUIDw/HJ598gmHDhsHf3x/Lly/Ho0ePGnxPb29vZGRkICoqCgUFBVi5ciVu3LghrZ89eza2bduG7777DiUlJdiwYQP279+P3r17S9vs2LED8fHxyMzMlEbr6dmzJ4CaM2T5+fm4f/9+o/cDEVFzwJxiThEBLGiatYbOqJiYmGDVqlU4deoUPD098eWXX2LBggWwtbVFenr6S18jMDBQ6u6fM2cOzM3NMX36dGRkZLxWuxYuXIgVK1a88WeytbXFsmXLEB0dDU9PT2zZsgVhYWEwMTFBeno61qxZAzMzM8ydOxcAsGDBApiammL16tUNvqe9vT02bdqEY8eOwcvLC/fv38eIESOk9R4eHvjLX/6CjRs3Yvz48YiPj0dUVBQcHBykbby8vLBmzRr4+vrC1tZW4zrmGTNmIDY2FmFhYY3eD0REcsCcYk4RNYZC8KJGIp1yd3fHH//4R0yZMkXXTSEiIqqFOUX6jj00RERERERksDgoAFE9Ll++jJkzZ0KhULz0umcrKyucPn36jd6DN1MSEdHrYk4R8ZIzonqpVCqUl5fXud7IyEhjfgMiIqK3iTlFxIKGiIiIiIgMGO+hISIiIiIig8WChoiIiIiIDBYLGiIiIiIiMlgsaIiIiIiIyGCxoCEiIiIiIoP1/9qovJoY4XxVAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over max_depth and max_features\n",
"# with learning_rate, criterion, and max_features set to best values\n",
"tmp = map_df[(map_df['learning_rate'] == 0.1) & \\\n",
" (map_df['criterion'] == 'mse') & \\\n",
" (map_df['subsample'] == 0.7)]\n",
"\n",
"train_test_param_map(x_var_='max_depth', y_var_='max_features', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 81.204%\n",
"Best parameter(s): {'ada__algorithm': 'SAMME', 'ada__base_estimator': LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
" intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
" penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
" verbose=0, warm_start=False), 'ada__learning_rate': 0.1, 'ada__n_estimators': 100}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(ada_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(ada_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **Stochastic Gradient Boosting Classifier** with above parameters, was trained with **unnormalized** data, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.83$ unhealthy people as being healthy, and this model labeled $3.50$ healthy people as unhealthy.\n",
"\n",
"Worse than average overall."
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=sgb_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_=y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multilayer Perceptron (a Neural Network) \n",
"\n",
"**Neural Networks** are yet another distinct class of classifier. Neural Networks mimic the biological neural networks that constitute our brains by building rich networks of neurons that can be activated by input data. Neural networks consist of many hidden layers of neurons and if the signal isn't strong enough at specific nodes, then they don't transmit any signal at all. This allows neural networks to produce complex, non-linear models for observed phenomena, and update these models through a backpropagation process. \n",
"\n",
"Neural networks are among the most powerful kinds of classifiers, and the Tensorflow, Keras, and Theano packages provide far more support for neural networks than sklearn."
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 432 candidates, totalling 12960 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.2s\n",
"[Parallel(n_jobs=-1)]: Done 82 tasks | elapsed: 7.4s\n",
"[Parallel(n_jobs=-1)]: Done 437 tasks | elapsed: 15.7s\n",
"[Parallel(n_jobs=-1)]: Done 791 tasks | elapsed: 24.8s\n",
"[Parallel(n_jobs=-1)]: Done 1233 tasks | elapsed: 35.6s\n",
"[Parallel(n_jobs=-1)]: Done 1771 tasks | elapsed: 49.1s\n",
"[Parallel(n_jobs=-1)]: Done 2409 tasks | elapsed: 1.1min\n",
"[Parallel(n_jobs=-1)]: Done 3143 tasks | elapsed: 1.4min\n",
"[Parallel(n_jobs=-1)]: Done 4022 tasks | elapsed: 1.8min\n",
"[Parallel(n_jobs=-1)]: Done 4893 tasks | elapsed: 2.3min\n",
"[Parallel(n_jobs=-1)]: Done 5982 tasks | elapsed: 2.8min\n",
"[Parallel(n_jobs=-1)]: Done 7108 tasks | elapsed: 3.4min\n",
"[Parallel(n_jobs=-1)]: Done 8198 tasks | elapsed: 4.0min\n",
"[Parallel(n_jobs=-1)]: Done 9520 tasks | elapsed: 4.7min\n",
"[Parallel(n_jobs=-1)]: Done 10942 tasks | elapsed: 5.4min\n",
"[Parallel(n_jobs=-1)]: Done 12020 tasks | elapsed: 6.0min\n",
"[Parallel(n_jobs=-1)]: Done 12945 out of 12960 | elapsed: 6.6min remaining: 0.4s\n",
"[Parallel(n_jobs=-1)]: Done 12960 out of 12960 | elapsed: 6.6min finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('nn', MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n",
" beta_2=0.999, early_stopping=False, epsilon=1e-08,\n",
" hidden_layer_sizes=(100,), learning_rate='constant',\n",
" learning_rate...=True, solver='adam', tol=0.0001, validation_fraction=0.1,\n",
" verbose=False, warm_start=False))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'nn__hidden_layer_sizes': [(10,), (20,), (40,)], 'nn__activation': ['identity', 'logistic', 'tanh', 'relu'], 'nn__solver': ['lbfgs', 'sgd', 'adam'], 'nn__alpha': [1e-05, 0.0001, 0.001, 0.01], 'nn__learning_rate': ['constant', 'invscaling', 'adaptive'], 'nn__random_state': [1234]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 202,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('nn', MLPClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'nn__hidden_layer_sizes': [(10,),(20,),(40,)], \n",
" 'nn__activation':['identity', 'logistic', 'tanh', 'relu'], \n",
" 'nn__solver': ['lbfgs', 'sgd','adam'],\n",
" 'nn__alpha': [0.00001, 0.0001, 0.001, 0.01],\n",
" 'nn__learning_rate':['constant','invscaling','adaptive'], \n",
" 'nn__random_state':[nb_seed]}]\n",
"nn_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"nn_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'nn__activation': 'logistic', 'nn__alpha': 1e-05, 'nn__hidden_layer_sizes': (20,), 'nn__learning_rate': 'invscaling', 'nn__random_state': 1234, 'nn__solver': 'sgd'}\n",
"Average Accuracy of the best model: 1.0\n"
]
}
],
"source": [
"print(\"Best CV params\", nn_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(nn_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the following hyperparameter values:\n",
"* Hidden Layer Sizes: (20,)\n",
"* Solver: Stochastic Gradient Descent\n",
"* Activation Function: Logistic\n",
"* Learning Rate: Inverse Scaling\n",
"* Alpha: 0.00001"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = nn_gs\n",
"nn_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'hidden_layer_sizes': grid_clf.cv_results_['param_nn__hidden_layer_sizes'], \n",
" 'activation': grid_clf.cv_results_['param_nn__activation'],\n",
" 'solver': grid_clf.cv_results_['param_nn__solver'],\n",
" 'alpha': grid_clf.cv_results_['param_nn__alpha'], \n",
" 'learning_rate': grid_clf.cv_results_['param_nn__learning_rate']} \n",
"\n",
"map_df = pd.DataFrame(nn_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Solver and Activation Function \n",
"# with hidden_layer_sizes, alpha, and learning_rate set to best values\n",
"tmp = map_df[(map_df['hidden_layer_sizes'] == (20,)) & \\\n",
" (map_df['alpha'] == 0.00001) & \\\n",
" (map_df['learning_rate'] == 'invscaling')]\n",
"\n",
"train_test_param_map(x_var_='solver', y_var_='activation', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Learning Rate and Activation Function \n",
"# with hidden_layer_sizes, alpha, and solver set to best values\n",
"tmp = map_df[(map_df['hidden_layer_sizes'] == (20,)) & \\\n",
" (map_df['alpha'] == 0.00001) & \\\n",
" (map_df['solver'] == 'sgd')]\n",
"\n",
"train_test_param_map(x_var_='learning_rate', y_var_='activation', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 100.000%\n",
"Best parameter(s): {'nn__activation': 'logistic', 'nn__alpha': 1e-05, 'nn__hidden_layer_sizes': (20,), 'nn__learning_rate': 'invscaling', 'nn__random_state': 1234, 'nn__solver': 'sgd'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(nn_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(nn_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The best recall score is 100%, that's pretty incredible! However, looking at the confusion matrices, we see what happened. Recall is defined as $\\frac{TP}{TP + FN}$, and the neural network chose a very simple rule to achieve this; always predict heart disease. While this doesn't make any of the costly error, it's if a doctor simply diagnosed every single patient as having heart disease, that doctor would quickly lose credibility. \n",
"\n",
"I'll run this again, but this time, I'll use a different scoring metric."
]
},
{
"cell_type": "code",
"execution_count": 208,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=nn_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_=y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multilayer Perceptron (a Neural Network) "
]
},
{
"cell_type": "code",
"execution_count": 220,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 216 candidates, totalling 6480 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.3s\n",
"[Parallel(n_jobs=-1)]: Done 82 tasks | elapsed: 7.3s\n",
"[Parallel(n_jobs=-1)]: Done 463 tasks | elapsed: 16.2s\n",
"[Parallel(n_jobs=-1)]: Done 929 tasks | elapsed: 28.6s\n",
"[Parallel(n_jobs=-1)]: Done 1371 tasks | elapsed: 40.7s\n",
"[Parallel(n_jobs=-1)]: Done 1909 tasks | elapsed: 55.6s\n",
"[Parallel(n_jobs=-1)]: Done 2544 tasks | elapsed: 1.3min\n",
"[Parallel(n_jobs=-1)]: Done 3277 tasks | elapsed: 1.8min\n",
"[Parallel(n_jobs=-1)]: Done 4111 tasks | elapsed: 2.2min\n",
"[Parallel(n_jobs=-1)]: Done 4867 tasks | elapsed: 2.7min\n",
"[Parallel(n_jobs=-1)]: Done 5772 tasks | elapsed: 3.2min\n",
"[Parallel(n_jobs=-1)]: Done 6480 out of 6480 | elapsed: 3.6min finished\n",
"C:\\Users\\mattt\\Anaconda3\\envs\\py36\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n",
" % self.max_iter, ConvergenceWarning)\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('nn', MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n",
" beta_2=0.999, early_stopping=False, epsilon=1e-08,\n",
" hidden_layer_sizes=(100,), learning_rate='constant',\n",
" learning_rate...=True, solver='adam', tol=0.0001, validation_fraction=0.1,\n",
" verbose=False, warm_start=False))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'nn__hidden_layer_sizes': [(20,), (40,), (60,)], 'nn__activation': ['identity', 'logistic', 'tanh', 'relu'], 'nn__solver': ['lbfgs', 'sgd', 'adam'], 'nn__alpha': [0.001, 0.01], 'nn__learning_rate': ['constant', 'invscaling', 'adaptive'], 'nn__random_state': [1234]}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='f1', verbose=4)"
]
},
"execution_count": 220,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('nn', MLPClassifier())]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'nn__hidden_layer_sizes': [(20,),(40,),(60,)], \n",
" 'nn__activation':['identity', 'logistic', 'tanh', 'relu'], \n",
" 'nn__solver': ['lbfgs', 'sgd','adam'],\n",
" 'nn__alpha': [0.001, 0.01],\n",
" 'nn__learning_rate':['constant','invscaling','adaptive'], \n",
" 'nn__random_state':[nb_seed]}]\n",
"nn_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='f1', n_jobs=-1, verbose=4)\n",
"nn_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'nn__activation': 'logistic', 'nn__alpha': 0.001, 'nn__hidden_layer_sizes': (40,), 'nn__learning_rate': 'constant', 'nn__random_state': 1234, 'nn__solver': 'adam'}\n",
"Average Accuracy of the best model: 0.8067724867724867\n"
]
}
],
"source": [
"print(\"Best CV params\", nn_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(nn_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the best model uses the following hyperparameter values:\n",
"* Hidden Layer Sizes: (40,)\n",
"* Solver: Adam\n",
"* Activation Function: logistic\n",
"* Learning Rate: constant\n",
"* Alpha: 0.00001"
]
},
{
"cell_type": "code",
"execution_count": 222,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = nn_gs\n",
"nn_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'hidden_layer_sizes': grid_clf.cv_results_['param_nn__hidden_layer_sizes'], \n",
" 'activation': grid_clf.cv_results_['param_nn__activation'],\n",
" 'solver': grid_clf.cv_results_['param_nn__solver'],\n",
" 'alpha': grid_clf.cv_results_['param_nn__alpha'], \n",
" 'learning_rate': grid_clf.cv_results_['param_nn__learning_rate']} \n",
"\n",
"map_df = pd.DataFrame(nn_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 225,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Solver and Activation Function \n",
"# with hidden_layer_sizes, alpha, and learning_rate set to best values\n",
"tmp = map_df[(map_df['hidden_layer_sizes'] == (40,)) & \\\n",
" (map_df['alpha'] == 0.001) & \\\n",
" (map_df['learning_rate'] == 'constant')]\n",
"\n",
"train_test_param_map(x_var_='solver', y_var_='activation', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 226,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Learning Rate and Activation Function \n",
"# with hidden_layer_sizes, alpha, and solver set to best values\n",
"tmp = map_df[(map_df['hidden_layer_sizes'] == (40,)) & \\\n",
" (map_df['alpha'] == 0.001) & \\\n",
" (map_df['solver'] == 'adam')]\n",
"\n",
"train_test_param_map(x_var_='learning_rate', y_var_='activation', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 227,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Learning Rate and hidden_layer_sizes \n",
"# with hidden_layer_sizes, alpha, and solver set to best values\n",
"tmp = map_df[(map_df['activation'] == 'logistic') & \\\n",
" (map_df['alpha'] == 0.001) & \\\n",
" (map_df['solver'] == 'adam')]\n",
"\n",
"train_test_param_map(x_var_='learning_rate', y_var_='hidden_layer_sizes', map_df_=tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ok, we see no variance across different numbers of hidden layers or learning rates, given best other parameters."
]
},
{
"cell_type": "code",
"execution_count": 228,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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evZvCw8Npzpw5pKmpSX/88QcREe3evZuMjY3Jz8+Pnj59So6OjiQWi+nOnTtElHct4ezsTA8fPqSQkBCaMGECOTk5EVHe/q+pqUmOjo708OFD4bhcuXJlkeX+WMHv6ujRo9SpUye6desWxcbG0p49e0hTU1M431tYWAj1IyJavXo1ubm5ERHR9u3bqXfv3nTr1i0KDw8nT09PMjc3p4yMjCL35U8ZM2YM/fjjjxQVFUWPHj2iHj160OrVqwuVOTk5WYhPz58/p65du9Lvv/9ORHkxyNTUlC5dukSRkZG0fv16MjIyEo7xdu3a0R9//EFxcXHk4+NDurq65O/vX6rtVpGVe0PHxMREYtquXbvo5cuXwmc/Pz9h2fyL0oINnfyLrfxlLS0tiajohs6lS5eEtIsXL6Zhw4YRUd5FoLOzs0Q5nJycvkpDZ/r06TRy5EgiIrpw4QIFBAQI8zIyMkhTU5Nu3rxJRHkn9RkzZhARUXp6Om3ZsoXS09OF9Pv37ydzc3Ph86caOpqammRgYED6+vqkp6dHmpqa1KNHD7px4wYRESUkJNC2bdsklluxYgUNHjxYyF8sFlNaWpow/9ixYxQcHCx8DgsLI7FYTDExMUSU953s27dPmG9vby+xHRcuXCgc+OPGjaPhw4cL+cfExAgnjE8pTTkKNnS8vLyEtNHR0aSpqUlPnz4V9g0/Pz9hvpeXl/CdPXr0iP7++2+JdTs5OdHatWs/u1zF7bO7d+8W/s7Xr1+/Ehs6jo6Owud3796RpqYm3b17V6h3fkOnQ4cOEhcVvr6+wsVPcHAwicViiouLE+YvWbJEaOgcPHiQbG1tC9Uzv6xr166ljh07Um5urjC/ffv25O3tXWS5P1bwuyrp+Cci6tq1Kx09epSI8i5E9PX16f3793T9+nUyNjaWKMOtW7dIW1ubcnJyityXS/LkyRMSi8V0+fJlYdqNGzeERlZR57oXL15Qhw4dhP0//wIzv+FJ9O857OXLl7R9+3bq1KkTRUdHExFRamoq+fv7U05OTqnKyL5cWWPW1KlThcZzvhkzZtDcuXOJiEhfX59Wr14t7IePHz8WjquCF3ZEhRs6+R0e+cuJxWJ69eoVhYSESJxDiPLOFV+joZN/fCUlJVF4eDgdPHhQYv7EiRNpzpw5RW6T8+fPC+caIqK0tDTS1NQUYlxpGjq6urqkr69P+vr61Lp1azI0NBQuwoiIjhw5InHRl3+uevnypZD/gQMHhPmBgYFCx0c+BwcH2rBhAxHlxeOCsX779u2kr68vdKgFBgaSWCymlJQUOn36NOnq6lJQUBAR5XW+Xbt2jTIyMoqsT0GlKUfBho6pqalEp56zs7PQ2TZw4ECaNm2aMO/Ro0fCd5aamkpbtmyhDx8+CPN3795N3bt3/+xy5XcCEhG9efOGNDU16d69e/TmzRtq3bq1xHe+Y8eOEhs6YrGYIiMjhWlubm7k6ekp1Dv/ePDy8qIRI0YI6TIyMqhjx45CQ8fOzo42btwozH/69ClpamrSnTt3KDU1lbS0tCTiblpaGuno6ND9+/eFhs6VK1eE+QsWLBBi/KcU/K78/f0lYgIRkYmJCR0/fpyIiJYvX07Dhw8X5vXq1Yv++usvIiLq1KkT+fr6CvNycnLI3NycTp48WeS+/ClWVlbk4eEhdKKGhoYKHXEFy1yQu7s7DR48WDg/OTk5SVyPEBG5uLjQpk2bKCkpiTQ1NSXOCXfu3PlkJ2Fl8MXP6JRVgwYNJD47Ozvj5MmTuHfvHsLDw4XbaMUNFWrUqJHwt6qqaolvOWvYsGGRaYODg6GjoyORVl9fX2L40udKTU0VHjjt1q0brl+/jqVLlwp1E4lEyMnJKbSciooKBg4cCG9vbzx69Ajh4eF48uRJmcZ1i0QiHDt2DHJychCJRFBTU5N4gLp27dqws7PDjh078PTpU4SGhiIoKAh6enpCGg0NDVStWlX4bGtriwsXLuDAgQOIiIjAo0ePAEh+PwW3s7KyMurXry/xOTMzEwDg6uoKV1dXdOjQAcbGxujevTtsbW1LVbfSlKMgfX19ifJVr14d4eHhQl0L7kdqamrCkDEtLS0oKytj7dq1CAkJQXBwMKKiotChQ4fPLldx+2xYWBhatWolkZ+2trawvYrycV4ACg13S05ORnJyssQbcAreug4LC4Oqqirq1asnTNPR0RGG3IWHhyMkJAQGBgbCfCJCdna2UPYGDRpIDCWoVq1amd44mK+k419OTg59+vTB6dOnYW9vj9OnT8PCwgLKysoIDw9HSkoKDA0NJfLLyclBbGwsgML7cklat24Na2truLq6onHjxjA3N4e9vX2xz8VlZWVh4sSJ6NixI5ydnQHkbTciKvRAtpycHCIiImBjYwNvb290794dOjo6sLCwQP/+/cvtBSqs7MLCwnD+/Hns379fmJadnY22bdsCAKZNm4ZFixZh37596Ny5M6ysrEr9fGZRx3J2djaCg4NRvXp1iVhZ8Fj8EqmpqQDyjteaNWtCSUkJGzduFM514eHhsLGxKXJZS0tLXLt2DUuWLBHik0gkKtObTidNmoTu3bsDyBtO/d1330mcR+zt7XHu3Dns27dP4nxQMGYWjC86OjpQVlbGmjVrhHgWHR0t8XbSgttZWVkZtWvXhoKCgvAZyBsK1aVLF+jp6cHGxgaampowNzdH//79hWF1JSlNOQrS1tYWypD/ueDws8aNGwt/55+DMjIyULNmTTg7O+PIkSMS1wl16tT57HIVtx9GRESAiKCpqSlRzk8pLrYWFBoaKpGvoqKiRCz8eL5YLBa2V3R0NLKzs+Hk5CQxNDC/zPnXTGW5ViyOiYkJ7t+/jxUrViAsLAxPnz7FmzdvhH3e2toa27dvR3JyMuLj4/Hy5UtYWFjg3bt3SExMxJQpUyTyy8zMxPPnz4XPBfflT5k8eTKmTp2Kc+fOoVOnTujZs2eJz7Vt374dd+/ehbe3t3CMhYWFYdmyZVi+fLmQLisrC02bNkXNmjUxatQo/PLLL1i3bh26du0KOzu7r/rc4rdS7g0dJSUl4W8iwogRI5CSkgIrKytYWFggKysL7u7uxS5fpUoVic9UzMOPIpGo0AkqP628vHyh5YrLp6yCg4Nhb28PAFi5ciUOHToEBwcH2NrawtPTE+bm5kUul56eDgcHB9SoUQOWlpawtrZGeHg4/ve//5Vp/Y0aNSr2wik+Ph4ODg7Q0tKCqakpBgwYgEuXLkm8srHg9wPkjf28f/8+bG1tMXDgQNSpU0e4sMsnLy8v8bm4B1j19fXh6+sLX19fXL58GUuXLsXff/+NnTt3frJepSlHQQWDCJB34VywXB+XOf/7v3LlCn788UfY2dmhc+fOcHd3h6en5xeVq6R99uP9rkqVKiU2dD4ud1F5FDX94+3x8TIF5+fk5MDY2Bjz5s0rdv0f16mkchSnNMd/37594ejoiJSUFJw9exZz584FkBfUmjZtik2bNhXKN78B9/G+/CnLli3DyJEj4ePjg4sXL2Lfvn3YuHEjOnbsWCitl5cXUlNTsWDBAmFadnY2qlatKjHGPV+dOnWgrKyMo0ePwt/fH5cuXcLBgwexd+9eHDlypNgLFfZt5eTkYMyYMcKb0/Llx5bBgwejW7du8PHxga+vL8aNGwd3d3eMHTv2k3kXdwxJMz4FBQWhUaNGUFJSwuPHjzF48GBYWlqiXbt2GDlyJLZu3VrsssuXL4e3tzf69esHe3t7zJ07F5aWlmVaf82aNSUuQD82depUPHr0CLa2tnBxcUHNmjUxaNAgiTQFj+vLly/D3d0d9vb26NKlCyZOnIiff/5ZIv3H58zi4qOKigp27dqFgIAAXLp0CWfOnMHevXuxb98+NG/evMR6laYcBX0qPhVVRiJCamoqHBwcUKdOHVhYWMDGxgbBwcHFxtDSlOtT5/KCfxeV9mMfx//S7rsFt4lIJCq0XP73mN9g2bdvX6GOrBo1aiA5ORkikajU14ol2bdvH5YtW4YBAwagV69e8PDwwMCBA4X5mpqaaNasGS5cuIDY2Fh07doVVatWFZ7bWb16NZo1ayaRZ/6LUICyxShLS0tcunQJPj4+8PPzg4eHB/z9/SViUL6AgACsXLkSmzdvRu3atYXp2dnZmDNnDkxMTCTS52/HGTNmwMHBARcvXoSvry8GDx4MLy+vUndIV1Tl3tApKDQ0FAEBAbh27ZrwJpY9e/YA+HenlMYrb1u0aFHooffHjx+XeAIuDX9/f8TFxaFXr14AgAMHDmDu3LlCqzs0NLTYZW/duoX4+HicPHlSOMlduXLlqwU4ALhw4QLU1NQkLg537dpV7DpSU1Nx8uRJHDhwALq6ugDyTpzA5500du7ciZYtW8La2hrW1ta4c+cOBg8ejOTk5BJ7DT6nHE+fPhV6DiMjI5Gamirc4Shpnzp06BDs7e2Fi/ycnBxERUWhXbt2X6VcBbVs2RK+vr7C3QsAePLkCZo0afLJZUtSs2ZN1K5dGw8fPkTr1q2FfAuuNy0tDc+fP0fTpk0BQOKBxPwTd4MGDYRynTlzBteuXSvypPq5SnP8i8ViNGnSBNu2bUNaWhpMTU2FMr548ULibYQBAQH4888/sWzZsjKXJTw8HAcPHsSsWbPQunVrTJgwASNGjMD58+cLNXSOHz8Ob29vHDp0SOItQs2aNcP79++Rk5MjbNfIyEgsWbIECxYswM2bNxETE4NBgwahU6dOmD59Ojp06ICAgADhlbusYmnWrBliYmIkYsPKlStRt25d9OvXD8uXL4erqysGDx6MwYMHY926dTh16hTGjh372bGrRYsWSElJQWxsrHBXJ/9O8ZfIzMzEX3/9BWtrawB5+7GxsbHE8fL8+XOJnvSCDhw4gIULF6Jnz54A8l7EAHy9RlhKSgpOnz6NI0eOCC9eyH9RQHHrOHjwIBwdHYWXBGRlZX32b6TdvXsXt27dwtixY2FkZIRp06ahR48euHLlyicbOmUtR1BQkMTnR48eFdmh8rEbN24gOTkZZ86cEfYvX19fqWyfH374AXJycnj48KFwYVwwTnyJVq1a4eHDh8LnnJwcBAcHC3dKW7RogYcPHwodw2FhYcKdoSZNmkBeXh6vX78W9tWUlBT89NNPmDFjRqkaY6V14MABTJgwASNHjgQAvHnzBm/evJHY3lZWVrh48SJevnyJCRMmAMhrcFWvXh0JCQno3LmzUMepU6di8ODBhUYilMbvv/+OPn36wNHREY6Ojjh27BgWLlxYKCYnJCRg8uTJGDt2bKEGTX7cLHg+mzt3Ljp16gQDAwNs3LgRs2fPxujRozF69Gh4eHjgzJkzlb6h803HTKirq0NeXh5///034uLicObMGeGNFvm92p97Ei1pOScnJzx69AibNm3C8+fPsWnTJgQEBJQpMGVnZyMxMRGJiYmIiYmBt7c3ZsyYAUdHR7Ro0QJA3tAZX19fREdH486dO/jpp58gEomEulWrVg1xcXGIj4+HhoYGPnz4gDNnziA2NhaHDh3C3r17S+zdLysNDQ3Ex8fj+vXriI6OxubNm3H+/Pli16GsrIyqVavi7NmziI2NxdWrV4WD6nPK9fLlSyxYsAD37t1DdHQ0Tpw4gXr16qFGjRrIzc1FYmJike/Z/5xy7N69Gz4+Pnj27BnmzJmDDh06CD0rJe0bGhoauH//PoKCghASEoKZM2ciMTGxyPV86faxsrJCRkYGFixYgIiICGzevPmrvYXLxcUFa9euxfXr1xEYGIilS5cK85o3bw5jY2PMnj0bz549w4ULFySG5tjY2CAzMxNz5sxBWFiY0MD52q/HLc3xDwB9+vTB9u3b0bNnT6HXz9TUFI0aNcK0adPw7Nkz3Lt3D7/88gsUFBRKNdSkqLIcOHAA69atQ0xMDG7cuIGgoKBCQzWCgoLg6emJmTNnombNmsI5IDk5Gc2bN4epqSlmzJiBwMBAPHv2DDNnzsTr169Ru3Zt5ObmYtmyZcL+cuLECWRmZgqNUVbxDB8+HCdPnsSuXbsQHR1lhcK3AAAgAElEQVSNPXv2YOvWrWjatCmUlZVx+/ZtLFy4EGFhYXj27BmuXr0q7DNVq1bFq1evhKGUn5J/XmrevDk6dOgADw8PBAUF4erVq2X+AUkiQlJSEhITExEfH4+7d+/Czc0NOTk5wkWbhoYGgoKCEBgYiIiICCxatAhPnz6ViE9AXidJZmamRDwLCAiAh4eHRDz7UsrKylBRURGODz8/P3h5eQEo/nyqoaGBe/fuITg4GMHBwZg5cyaSk5PLVKb87a6kpIR169bh0KFDiI2Nxfnz5/Hq1Svh+3z79q0w9O9LyxEdHY1ly5YhIiIC69evR1BQEPr37//JMmpoaCA9PR3nzp1DbGwsDhw4gP3790tl+6irq6Nv375YtGgRAgMD4e/vX+Qd9M8xYMAABAYGYtOmTcK+l/8GViDvTumuXbtw7tw54Zyb3+mmpqaGfv364ddff8XNmzcRFhaGn376CWFhYcKQv6/V+NbQ0MD169fx/PlzPHz4EFOmTEFOTo7E9rO2toa/vz9evHghMWx5xIgRWLlyJS5evIioqCjMnTsXN2/exA8//PBZZQkNDcWCBQvw7NkzhIeH49y5c4XiU05ODiZPnoyWLVvC2dlZiE+JiYnIzs7GiBEjsHPnThw/fhzR0dFYtWoVjh8/jubNm0NDQwNnz57FokWLEBUVhQcPHuDu3bulGq5Y0X3Thk7dunXh6emJHTt2wMrKCps3bxYuVvJ7oAs2PsrSECkpbf369bFmzRocPXoUNjY2uHfvHrp3716mnoDAwECYmZnBzMwMNjY22L59O1xdXSWG+yxevBjBwcHo27cvPDw80Lt3b+jp6Ql1s7W1RWRkpPB64fHjx2PRokWwtbXFsWPH4OnpiTdv3uDly5elLldJevfuDVtbW0yZMgX9+/fHzZs3MXv2bERERBR54lNQUMCyZctw4cIFWFlZYcmSJRg3bhzq1q1b5PdT1OeCJk2ahHbt2mHChAno27cvIiIisGnTJohEIrx48QJmZmZFXuiXthwfj/VetWoVXFxcULduXaxatapUZXR3dxeGn40cORJKSkoYNGhQka/V/JztU5C6ujq2bt2Kx48fw97eHrdv3y5zz0nBehdc17hx49CvXz9MmTIF48ePh5OTk8Ryq1evRu3atTFw4ECsXr1a4rWf1apVw5YtWxAbGwsHBwd4eHjAwcEBkydPLrEcZSkzULrjH/i3QWhlZSVMk5OTwx9//AF5eXkMHDgQ48ePR7t27T77jlPt2rWxbt06XLx4EdbW1pg5cyZcXFzg4OAgUebz58/jw4cPmDdvHjp16iScAxwdHQEAv/32G5o2bYpRo0Zh6NChqFevHtavXw8AMDc3x+TJk/Hbb7+hd+/e2LlzJ1auXCnc/WEVj6GhIZYuXYr9+/fDysoKe/bswdKlS4Xe9zVr1iA9PR3Ozs4YOnQomjVrJrxqvFevXsjNzYW1tTXevn37yVhWcNqSJUugoqKCAQMGYMGCBejfv3+Z4pNIJMKAAQNgZmaGbt26Yfr06WjUqBH2798vPLc5bNgw6OrqYsSIERg8eDASEhIwfvx44dgTi8XCM2jXr1/HkiVL8PjxY/Tt2xdz5syBtbU1dHR0JI7VT5WpJIqKili2bBnOnDkDa2trLFu2DBMmTECtWrWE8+/HeUyaNAk1atSAk5MTRo8eDVVVVTg7O5e6TAXz1NLSwqJFi7Bt2zb06dMHy5cvx88//wwjIyMAeefUgh1GX1IOPT09JCcnw87ODhcuXMCWLVuEu3cl7RtGRkYYO3Ys5s+fD1tbW/z111/w9PREcnIyEhISvrhcH6/f09MTurq6GDlyJH755RcMHTq02OXKolmzZtiwYQP++usv2NvbIz09XeI52H79+uHHH3/E/PnzMXToUFhaWgrPUwHA7Nmz0bFjR0yePBkDBgwAEWHbtm3CMfK1RgL9/PPPSE1NhZ2dHSZNmgRtbW1YWlpKbL+GDRtCU1MT3bp1kzhGXV1d4ejoCE9PT9ja2uL58+fYtm2bMHqhrGVcuHAhateujWHDhgnPdv72228SaWJjY3Hnzh3cuHFDiE+mpqYwMzNDYGAg+vbti0mTJmHt2rWwtraGn58fNm7ciBYtWkBRURF//PEHgoKCYGtri3HjxqFr165wc3P7gi1YMYjoC5q+YrEY27dvL/ZB7YoqJCQE2dnZEj2pbm5u0NHREW49VkTHjh3D6tWrcenSpW9dlArNwsIC48ePL7GHjFUet2/fxrRp03D58mWpDGVl/x2VIWa9f/8eN27cQJcuXYRe7JMnT2LNmjU4e/bsNy5d8XJycqClpYU///yzyKG+LM+qVatw9+5d7Nq161sXhX0lFhYWWLRoUYU+r/yXffEdnZSUlK/ytrLyFBUVheHDh+P69euIi4vDoUOHcOPGDfTo0eNbF61Yr1+//uwfvGKsMkpKSsKZM2fw22+/oX///tzIYV9FRY9ZioqKmDVrFtavX4+YmBjcvXsXGzZsEJ79rIjS09Mlhh4x9l9w+fJleHl5QUFBgRs5FdgXvYxAJBJh8uTJaNeuXaXqnejWrRtGjhyJOXPmIDk5Gc2aNcOqVavQqlUreHl54dChQ0UuJxKJMGjQIEybNq2cS5z3XFF0dDS+//77cl93ZcMXxN9Ov379EBERUeQ8kUiElStXFnr9cnFSU1Mxe/Zs6OjoYPTo0RWmXKzyqgwxS15eHuvXr8fSpUuxbds2qKqqws7ODu7u7rh//z5GjBhR5FupgLwXkeQ/wF+etm3bhnXr1vGr0lmFtmXLFmEo8cdEIhG6d+9e7PDEomzduhURERFYuXJlhSoXk/RFQ9dk0evXr4t94BDIexBOQ0OjHEvEWOXx8uXLIl8okS//NcvlraKWi7GyyMzMRHx8fLHz5eTkCv1WHWMsz7t37/DmzZti51etWlV4hqY8VdRyyQpu6DDGGGOMMcZkzjf9HZ2y8I/58t8RYGXX6rvGn07EpMJijeu3LsJ/1oPp+z+dqBT0lhf/o7al9bXKwqTP43TRw0+Y9J16fOVbF+E/6eLEzd+6CP9ZtRTVP52oFGQ9TvGAWsYYY4wxxpjMqTR3dBhjrLIRgV+MwRhjrOKS9TjFDR3GGJMW2Y4fjDHGKjsZj1Pc0GGMMSmR9Z4yxhhjlZusxyl+RocxxhhjjDEmc/iODmOMSQn/di1jjLGKTNbjFDd0GGNMSmR9SABjjLHKTdbjFDd0GGNMWmS9q4wxxljlJuNxip/RYYwxxhhjjMkcvqPDGGNSItv9ZIwxxio7WY9T3NBhjDEpkfWxz4wxxio3WY9T3NBhjDEpkfGhz4wxxio5WY9T3NBhjDGpkfEIwhhjrJKT7TjFLyNgjDHGGGOMyRy+o8MYY1IikvUxAYwxxio1WY9T3NBhjDEpke3wwRhjrLKT9TjFDR3GGJMSWe8pY4wxVrnJepziZ3QYY4wxxhhjMocbOowxxhhjjDGZw0PXGGNMSmT9h9gYY4xVbrIep7ihwxhjUiLrY58ZY4xVbrIep7ihwxhjlRQRwdPTE0FBQVBUVMSiRYvQqFEjYf7WrVtx8uRJyMvLw83NDZaWlnj//j2mTZuGt2/fomrVqvjtt99Qo0YNDBkyBCKRCESEiIgI9OvXD1OnToW9vT3U1NQAAA0bNoSXl9e3qi5jjDFWJtzQYYwxKZF2P9mFCxeQmZmJ/fv348GDB1i8eDE2bNgAAHj37h12796NCxcuIC0tDXZ2drC0tMTBgwehra2N8ePH49ixY9iwYQPmzJmDP//8EwAQHR2NKVOmYPz48cjMzIRIJMKuXbukXBPGGGPfgmzfz+GGDmOMSY+UhwTcuXMHZmZmAAA9PT08evRImKeiooIGDRogLS0N6enpkJPLe/fMsGHDQEQAgLi4ONSpU0ciTy8vL8yYMQPKysoIDAxEeno6Ro0ahZycHEyZMgV6enpSrRNjjLFyxEPXGGOMfQ5pP+SZmpoqDCsDAAUFBeTm5gqNmrp166JPnz4gIri6uv5bLpEIw4YNQ0hICLZt2yZMDwoKQlpaGoyNjQEAysrKGDVqFBwdHfH8+XOMGTMGZ8+eFfJnjDFWufHLCBhjjFVIqqqqSEtLEz4XbOT4+fkhMTERvr6+ICKMGjUKhoaG0NHRAQDs3LkT4eHhcHNzw/nz5wEAJ06cwIABA4T8mjZtiiZNmgh/a2hoICEhAXXr1i2vKjLGGGOfjbvlGGNMSkSiL/9XEkNDQ1y+fBkAcP/+fbRq1UqYp66uDmVlZVSpUgWKiopQU1PDu3fvsHnzZhw/fhxA3vA2eXl5YRl/f39hKBwAHDlyBEuWLAEAxMfHIy0trdBQN8YYY5WXtOPUt8Z3dBhjTEqkPSSge/fuuHbtGpydnQEAixcvxo4dO9CkSROYm5vD398fAwYMgJycHNq2bYuOHTtCU1MTM2fOxOHDh0FEWLx4sZBfUlISqlevLnzu378/PDw84OLiAjk5OXh5efGwNcYYkyE8dI0xxliFJBKJMG/ePIlpzZo1E/52d3eHu7u7xPxatWphy5YtReaXf3coX5UqVbB8+fKvVFrGGGOsfHFDhzHGpETWf4iNMcZY5SbrcYrHIDDGGGOMMcZkDt/RYYwxKZH1sc+MMcYqN1mPU9zQYYwxKZHxEQGMMcYqOVmPU9zQYYwxqZHxCMIYY6ySk+04xc/oMMYYY4wxxmQO39FhjDEpkfUhAYwxxio3WY9T3NBhjDEpkfWHPBljjFVush6nuKHDGGNSIusBhDHGWOUm63GKn9FhjDHGGGOMyRy+o8MYY9Ii2x1ljDHGKjsZj1Pc0GGMMSmR9SEBjDHGKjdZj1Pc0GGMMSmR9bfZMMYYq9xkPU7xMzqMMcYYY4wxmcN3dBhjTEpkfUgAY4yxyk3W4xQ3dBhjTFpkfUwAY4yxyk3G4xQ3dBhjTEpkO3wwxhir7GQ9TnFDhzHGpETWhwQwxhir3GQ9TvHLCBhjjDHGGGMyh+/oMMaYlMj40GfGGGOVnKzHKW7oMMaY1Mh4BGGMMVbJSTdOERE8PT0RFBQERUVFLFq0CI0aNRLmb926FSdPnoS8vDzc3NxgaWmJjIwMzJgxA0lJSVBVVcWSJUtQo0YNYZm5c+dCQ0MDU6dO/eT6eegaY4xJiUgk+uJ/jDHGmLRIO05duHABmZmZ2L9/P6ZNm4bFixcL8969e4fdu3fj0KFD2Lp1K7y8vAAA+/btQ6tWrbBnzx7Y2tpiw4YNwjL79+9HcHBwqevHDR3GGGOMMcbYV3fnzh2YmZkBAPT09PDo0SNhnoqKCho0aIC0tDSkp6dDTk5OWKZz584AgM6dO8Pf3x8AcP/+fQQGBsLZ2bnU6+eha4wxJiV8P4YxxlhFJu04lZqaCjU1NeGzgoICcnNzhUZN3bp10adPHxARXF1dhWVUVVUBANWqVUNqaioSEhKwdu1abNiwAadOnSr1+rmhwxhjUsJDzxhjjFVk0o5TqqqqSEtLEz4XbOT4+fkhMTERvr6+ICKMGjUKBgYGUFNTE5ZJS0uDmpoazp49izdv3mDMmDFISEhARkYGfvjhB9jZ2ZW4fm7oMMYYY4wxxr46Q0ND+Pr6olevXrh//z5atWolzFNXV4eysjKqVKkCAFBTU0NqaioMDQ1x+fJl6Ojo4PLlyzAyMsLgwYMxePBgAMCxY8cQERHxyUYOwA0dxhhjjDHGmBR0794d165dE56rWbx4MXbs2IEmTZrA3Nwc/v7+GDBgAOTk5NC2bVt07NgRhoaGmDlzJlxcXKCoqIgVK1Z89vq5ocMYY1Ii6784zRhjrHKTdpwSiUSYN2+exLRmzZoJf7u7u8Pd3V1ivrKyMlavXl1snvb29qVePzd0GGNMSvgZHcYYYxWZrMcpbugwxpiUyHb4YIwxVtnJepzi39FhjDHGGGOMyRy+o8MYY9Ii40MCGGOMVXIyHqe4ocMYY1Ii2+GDMcZYZSfrcYobOowxJiWy/pAnY4yxyk3W4xQ3dBhjTGpkO4Awxhir7GQ7TvHLCBhjjDHGGGMyh+/oMMaYlMj4iADGGGOVnKzHKW7oMMaYlEj7F6cZY4yxLyHrcYobOowxJiWyHkAYY4xVbrIep/gZHcYYY4wxxpjM4Ts6jDEmLbLdUcYYY6yyk/E4xQ0dxhiTElkfEsAYY6xyk/U4xQ0dxhiTEll/mw1jjLHKTdbjFD+jwxhjjDHGGJM55XZHJzMzs9h5ioqK5VUMxhgrN7I+JEDWcJxijP3XyHqcKreGTt++fZGUlITq1auDiCASiYT/fXx8yqsYjDFWfmR9TICM4TjFGPvPkfE4VW4NnX379mHUqFHYsWMHqlevXl6r/WKXTp7H6QPH8ToxCY2bN4PzuOFo0aZVselDHj/Doc27ERX+HGrV1WHaoyusBzlAXl5eSHPfPwAn9hxGXGQMVNXVYNDBCA6jXKCsoiKk8Tvtg7OH/0JSfALq1P8efQc5oH2XjlKta0Vz/PAx7N2xG6/i49FSsxUmzpgCbT2dYtM/vP8AG1auQ0hQCDRqaKCPjRWGjhkBBYV/d/Nrl69gx+ZtiAiLQHWN6jDtaga3ieNRtWpVIU3Q0yCsW7EKjwMfQVVNDV0tLTB+8gQoqyhLtb4VST8dCwxv1xffqdVE0KtILL+0Cw9fhBabXq9+K0zu7IJWdRrj9ft3+OvxZWy54Y0cyhXSWLU2xYj2NmioURfRb15i6w1vnAnyF+bLiUQY27E/bLS6QENFFc/in2Pt1QO4E/NUqnWVJtkOH7Knssapdg3boPMPBlBXroYXKYk4+ewaot/EF5u+scb36KXZAfXUayMt8z3uxj7DpbA7yCUS0jStUQ+9xR3xvWotpGSk4VLYHdyJfSaRT5vvmsGyZXvUqlYdiWlvcS74BoISIqVWz4pIGudKgwZiTO0yCC3rNMKrd6+x9ZY3jj+6DACop14bp8asKTb/kfvn495H35OsKss1gkMvW7yMe1HkvNHjXTFi7GgAwME9+3F470EkvHqFJs2aYoTbKHTpZi6R/rLPJWxZvwkx0dFo3KQxXCeOR6fOpl+1buVJ1uOUvKenp2d5rEhFRQUNGzZEUlISGjVqVOblY1JeSaFUJbt27hJ2/L4RPRys0cOhL6IjIvH33qMwsTBFVdVqhdK/insJr0lzULdRfbiMH4G6DevDe9dBfEh7D20jPQDA03sP8ftsL+i0M0C/4c5o9EMTnD96CqGPg9GhmxkA4MbFq9jy2zp07NEFNkMckZudjQObdqGZZnN837B+uW6DWtW+TbA/feIkls7zguMgZzgPcUFocCj+3LoDlr17Qk1NrVD62OgYjB06Bo2aNMbkn6agcZPG2PrH/5Celo72HYwBAHduBWDa+Mkw7mQC1x/d0EKzJQ7uPoBHDx6ih1UvAEBMdAzcBo/My2fmNLTQbIn9u/biRWwczMy7lOs22Hnzr3JdXz7rNmaY29MVe++exu47p9Dqu8YYZWyHM8+uIzUjvVD6BtW/w06XeYh8/QLLfHch6vVLjOvUH9UUVXAj8iEAoHsrYyy2dof3w0v4342jyCXCdPOhCE6IxPPkOADAz93HwFm/B/bfO4ttt05ASUERs7oNR0D0U7x8l1iemwDjOvb/KvkceXjxi/Nw0O32FUrCSuNL45RP6G0plKpkBvU1Ya9tjuuRD3DteSC+V6uFrs3b4kFcCD5kFx6KV0NFHeM69ENi2hv8/fQqktLewLJFeygpKCI0KQYAUKdaDbga2yP6TTzOBt9ATm4uemp2QPy7JCSkvQYA/FCzAYa27YOHL8PgGxYAVUUVdG9ljJDEKKRkpJXrNgCAkISocl+nNM6VzWrWxzbnX/EgLgRrruxHDuViUueBCE2MQkRyHD5kZeBK+D0ce+gr/PN+eAltG7VG/LskbPQ/gtwCjSZpG2bct9zWVVBZrxEM27WFlV1f2DjYCf/SUlMR/zIeUzymo7pGdez833Zs+H0telj1wpjxrqimqoqVi5ejQeNGaN6yOQAg4OZtzJw4Dd16dccIt9F4nfwam9f+AeNOHVCn7nflug2qyit9lXxkPU6V61vXTE0rV4v32M4DMO/bAzaD8y56tNrqYtYwd5w9/DcG/TiyUPrbl/2RS4QJnjOgqKgIrbZ6eJOUDJ/jZ+DkNhQAcObQX2ilLcbIaeOE5apWq4YNC39HXFQM6jduiOvnL6GVbhs4uw0DALQx0EHYsxD4/nUOesZty6Hm396WDZth59gPI9xGAQCMTNrDuW9/HPhzLybPnFYo/cVzPsilXHitXAolJSW062CMhIREHN1/CD9OnQgA2LdzD3QN9ODh+bOwXDVVVcydMRvPw5+j6Q9NsXXDZtRv2ABL16yASCSCEYCcnBwc2nMAOTk5EnfmZNX4To44/OAC/nfjGADgZuRDHB+1EoPb9sEy312F0vfQNIGcSIRpx1ciMycLN6MeoY5qDTjp98Aqv70AgGHt+uJSaADWXt0PALgd/QQ69VrASb8HfEMDUENFDXY6XbHt5nH8cf0wAODWP/lM7TIIQ/b+Uk61/7pkfeyzLKpsccqyZXvcin4E37A7AIDQpGhM7TwIps308PfTq4XS69RrDhFE2HPvDLJzcxCWFAN1pWowaaIj3GHt+oMhXr9PwYEH5wEAIYnRUFVSgUWLdngcHw4A6NaiHUISo4V1hCRGQ6OqGro2b4vdd0+XR9W/OWmcK0ca2yL27SvMPrUOAOAfGYiaVdXh2sEBPiG3kZ2bg0cvwyTyHWTYG3XVamHAzpnIysmWcq0rhrJeI7TUlByJ8/TxE1z2uQSPeT+jUZPGyM3Nxd7tf6J7n56Y6jFdyPN9ejrWLV8Ny17dIRKJsH3jFrTvYCKsw7ijCV7ExmHn/7Zj6ZrlUq61dMh6nCq3t65lZGRgx44dGDt2LAYNGoSxY8diy5Yt+PDhQ3kVoUziY18gKT4B+h2MhGny8vLQM2mLh7fvFblMdnY25OXlJR5araamhoz3H5CdlQUAaK7VCt1se0ks932j+gAREl/k3bXKysqGSlUViTSq6mpIe5f6VepW0cVEReNl3At06momTFNQUEDHzqa4cdW/yGWys7KgoKAAJaV/ezjUq6vjffp7ZP2z7bX1dODg7CixXJOmTUBEeBEbCyLC1Ut+sOlnC1GBMav9nPpj34lD/4lGTiONuqinXhuX/7loAoAcysWV8Lvo1FSvyGWqyCkgKycHmTlZwrSUD6moqqgMBbm8bTbr77VY5vunxHJZOdmoIp/X19JQoy5EEME/MlAizb3YZ9D6vjnUlKqiMhKJvvwfKz+VLU7VqlodGipqePrquTAtlwhBryLRsnbjIpdREMkjh3KRnZsjTEvPyoCifBXIi/IuCZrXbohnBfIEgCfxEfherSZUFatCQU4ejWt8L7FeAHgaH4EWtcp+J6wykta50rixNvzC70os5xt6Gy1rN0atqoVHWGioqGFsx/74M+Akot68/BpVq/A+5xrhYysXL4eWrjZ621gBAF4nJyM1NRXGHU0k0uka6CMpMREhQcHIyMjAw/uBMOvaWSKNmXkXBNy4BSow9LMykfU4VW4NHQ8PD2RmZmLy5MlYsmQJJk+ejNzcXEybVrjlXRG8jIkDRCLUbVBPYnqdenWREBdf5A7doZsZ5OTkcPB/fyLtXSrCn4Xi/LGTaGtmDIUqVQAANoP6o33XThLL3fO/DYhEqNe4AQDAwqYnHgU8wO3L/niflo6bvtfw8PZ9mFiYFVqnLIp6HgWRSISGjSUDZoOG9REbE1Pktu9h1QtycvLYsHItUt6m4Mmjxzi0ez+6dDNHlX+2/XDXkejWq7vEclcu+UEkEqFJs6Z4ERuH9LR01KhZE/Nn/wpL4y7o0dEcv3stExpLsq5JjXogAqJeS47vj3nzCg016ha5zMmnV5FLuZhkNhBqStWg9f0PcDHsDZ+QW8LFVMzbeMSlJAAAqiurYqiRFdo31sahBxcAAPHvkiASAfXUakvk3bB63jrrq9f5qvUsP6Kv8I+Vl8oWp2pX0wBASEp/KzE9+f1b1KqqXuQy9+KCQUTo2coEygpKaFj9O3RqqovH8eHIoVxUkVOAmlK1wnmmpwAQoXa16qhZVR1yIrki01SRl0d1ZdWvWc0KSRrnSmUFRdRRrYHoIvIUiYAmNesVynO0sT2yc3Ow9ab316tcBfc51wgF+V28jCcPH8N9+mRhWo2aNVFFUREvX0g2FuNiYgEAL2JfIC4mFjk5OWjYuKFEmvoNGyAjIwPxL4t/Lq5ik+04VW5D1169eoXff/9dYppYLIaLi0t5FaFM3qe9BwCJFwTkfVZGLhEyPnwoNO+7+t/DyW0odvy+EacPHAcANG31A0bN+LHY9USFPcepfcdgZGaMOvXyTo5tO7VHpx5dsGHBirxEIhG69O5W6E6QrEpLyxvfXfAFAUDeED/KJbx//77QvAaNGmLCtIlYOs8Le7bn3TnQbCPG7AXFD3kKCQrG7q070dXSAvUbNsCTh48BAKuWrkAHs05YunYFwkJCsWn1BuTm5mL6zzO/ZjUrJFXFvH06Peu9xPT0zA+QE8lBpYoS3mdlSMyLffsKKy/vwS89xmB4+7zx2k/iI/DrmY2F8jdsKMZWp7kgAq6E34VPyC0AwKvU1wiIfgJ3M2fEpybjaXwETJrowFY777kolSpfZyxyeRNV9K4uJqGyxSklhbxOnIxsyY6YjOwsiEQiKMpXkbh7AACv36fgVNB12Gt1RecfDAEAcW9fCeP0lRQUi84zJ+95H2UFReHB+YyPngHK+GddygqKkGwCyR5pnCur/ZNn2kd5pmV++GedknFPpYoS7HS6YvedU0U+jyWrPucaoaCDu/dB10APbXS0hGlycnKw7NUd+3fuQfOWLdC2fVs8ffQEe3fuBgB8eP8eaalpwnoKqlYtb11pqZVz1I2sx6lyu6OjpKQEb29vJCUlIUf4OvMAACAASURBVDMzE8nJyTh27FiJO+O39U+PwMfff/5kUeFNd/nkBWxf8Qe6WnfHT8s94eoxCWnv0vC7xyJkZxceNxsd9hzLf5qPmnVqY/iUscL0/y1dhxs+VzHAdQhm/T4fA8YMwY2LV3BgU+Exv7Iovzfm44Mvf7pcEdv+xBFvLP51IWz622Ht1j/w6+L5eJfyDtPGTUZ2VuFtHxoUgsmu7vju+7r4aa4HAAjfUbPmP8Bj3s9o294IAwY5Y9SPrjh+5BiSk5K/aj0rpH+2eaEesX++iqJ6yux1zPFrT1ccCfTBmIMLMfvkeqgrVcP6frOE4Rj5ol6/xMj98zH/3GZo12uBPxw8hHmzT65H9JuX2Oz4M65M2IrxnRyx6foRAPhPBXH27VS2OPXv2Pqie7CLOl6NGrZGP21z3I5+jC23vHHwwXmoVFHGcCNryInkhGEo9FGe+esifLr/9uNlZZIUzpWiYvLM/04+fslAn9amUFZQxIF7Z79ChSqPz7lGyBf1PBL3Au7CacjAQvOmzJqGdh2MMXvKT+jR0QKL5i7AyLGjQURQVlH+93v56AAQ1itXbpfUrAzK7Y7O8uXLsX79euzatQtpaWmoVq0aDA0NsXTp0vIqQpmo/NNC/5D+Huoa/46L/fDhA+REIigpF+5hPnXgGPRM2mLoJFdhWtNWP2D2iEnwv+AHs14WwvSn9x9h7a+/QaNmDcxY9iuqqeXd6k9OSMKNi1fg5DYUvRxtAACaum2grKKMP9f8DxY2PYU7P7JKVTVvW6SnpaFGzRrC9Pfp6RDJiYp8zfPubbvQqYspZvw8S5im2UYMF9sBOHvyNKzs/n0zzN3bd+AxaQZq1amN1f9bD/XqeUM88p+LMu4kOUa3vYkxNuSuRURYOGrWqvn1KloB5b8pqKqiCl6/fydMr1pFGbmUW2SDY0R7G/iF3YXXhW3CtCfx4fAeuQJ9WpvixOPLwvTEtDdITHuDe7HPkJyeglV206FfvxXuxwUjIe01xhxciBoqalBVqoroN/GwbpM3XPPth0raU/atC8DKpLLFqfzjUVFeEWn49zkiJYUqICJk5Rbu5OnygyGevXqO40/8hGmxKQmYYuYC/fqt8PBl6D95SP5AqqJ83t2jD1kZBdZbRSKNkpBG9jsmpHGuPB98A8C/d3YK5llwnfm6tmiLgOgnEuv/L/ica4R8fhcvo2q1quhYxOugq6mqYuGKxXiX8g7JSUlo1KQxHty9DwBQV1eHqlr+eiW/h/T09xLlqmxkPU6VW0OnRo0amDlzJp49e4bU1FSoq6ujZcuWFfbXpus2qAcQIeFFPL6r/70wPeFFfN7LA4qQ9CoJnXpKvm+9XqMGUFVXQ1xkjDDt3vXb2LDgdzRo2gjTl/wC1er/vgoxOSEJANC8teQbQlrpiEFEiIuKkfmGTqMmjfLqGhOL/7N353E21Y8fx1/3zr4vlsEYw2DshhnrSCEqo59oQVQqovrGt1JfaUPFlKL6VkjWLNlaVEoZa6T6pox9FzP2wTBzZ5jl3t8fw+UymGHumDneT4/7qHvuWT5njPO+n/P5nM8nNOx8X9j9yQeoUjU8322OHDpM3D13OywLr1aVgMAA/tm9x77sl2UreO3FV4ioHsH7n/6XgMBA+2ehYZUxmUxkX9QClJOTY5800Oj2nTiEyQSVA8qz/+T5Id0rB5Zn74n85yCo4FeGbzeucFi298RBUjPTiSgTitlkokNkC7Ye+cdhH1uP7MFkgvJ+eZXHu2q1ZMvZdc4Fd63y4aSdsXDwVPEOL11UbobfGSMpbTmVYkkFTAR7+3Mi85R9ebBXAEctqfluE+Dpe8l8OCmWVDKyT1PeN4js3BzSzlgI9nJ8xifY2x+wkZKRypmcbGw2G8He/uw+vt9hnayc7BsyvHRxc8a1MjP7DCnpqYQGOA5TXDmwPDYbDvt1NbvQNKweo5c7DvJyM7iW7wjn/P7rGlrcEmt/dvdCq5avpGy5ctSuVwc//7zvZTu37cBsNlM9siYenh6Yzea853aaN7VvdyB5P17eXpQtXzqfJTV6ThVbO9vy5cu59957mTBhAgsWLGDcuHF06dKFhISE4ipCoVSoXIngcmX4a/Uf9mU5OTkk/raWutENL7NNRXZudAyQw/sPkn4qjXKV8ionu7fuYOybY4ioU5OXxgx3qOQAlK8UgslkYsdF+9m5eTuYTJSrYOxKDkBYeBXKVwhh5dLzgZCTncOvK1fRtEWzy26z4e9Eh2XJ+5I4mXqSSpXzBnnYvGETr734CvUa1OPjKeMdKjmQ19+3XsP6LF/sOKb86pWrcPdwp1bd2kVxeiXavtRDHEo7Rrua5y/irmYXWkdE2+d5uNjeEwdpFFrLYVlYYAiBXr7sP3nk7Jw5D9On+T0O68RWjcJmg+1n5794qtUDdGt0frAIPw8f7qode8kIRCLOUtpy6ljGSU6eTqdeSDX7MrPJTK3y4ew6lpzvNimWVKoGOj7UXsY7AG83z7MDDsCuY8nUKV/VYZ16IREcTjuOJes0OdZc9qUeol5IhMM6dUKqsfvsvFhG54xrJcDv+zZyW3XHaSTa1WjGzpQkh5abmuWq4O7ixvoDO4rqlEqNa/mOcM7WTVuo37B+vp/N/2Iek8dPtL/Pzs7mu68W0KBRQ/wD/PHw8KB+VEOH40LeDdTGTWIMX2EorYptwtCXXnqJzz//nC5dutC+fXvi4uLo3Lkzr776Kt27d7/q9jdiwlA3dze+nT6fnJwccrKy+WLcFA4lH6Dv4AH4+Ppw5MAhDiUfILhcGQD8AgJYOPsbjh89hoeXJzs2bWPqmPF4+/rQ+9/9cHVzZcyQEZzOPE2vfz3O6YxMTqQcs788PD3wC/Dn1MlT/PzV95jNZqxWK3/+8htfTp5F49gmtOtcvAMS3KgJQ93d3Zn66SSys7LJzsriv6PeJ2nvPl59ayh+/n7sT0omae8+yp+doCswKIgZk6dx+PBhvLy82LBuPe8MH4mvnx8vvvoSbm5uDHr6WTIyLDz70gtkWDI4eviI/eXp6YmHpwehYZWZ/flMdm7bgb+/H8sWL2Xqp5N48JGHaNk6tlh/BjdqwtCsnBz6tbwXN7Mr7q5uvNj2EcKDKvL6ovGknckgNKA8VYMqciQ975mlE5lpPN7sHkL8gsnMOkNUaCRD7+hH2pkMRiRMIseaS1ZONo8164yb2RUT0KFWCwbe+iA/blnNNxuXA+BiMvNos86cPG0h0MuX1+/oR1mfQF754RNOnS7eO8RFNWHouXO7Hl3rt736SlIkrjenbsSEoTnWHNpVb4qL2QVXswt317mFsj6BzNuwhNM5WQR5+VPOJ9DeymLJPs1t1aMJ8PQlKyeb8KCK3Fu/Laezs/hm8wqsNivHM07RpnoMlfzLciYni+ZV6tM0rC7fbl5pnzA07UwGt9dsir+HL1abldtrNCWyXBXmb1hy00wY6oxrZVLqYfo270Lt8lVJP5NJt0YduLfh7cQvmcyeCyqRsVWjaFOjCaNXTCfXWnwThF7sRk0YWtjvCAAHDxxk5pTpPNCrO2Hhlw6/7uXtzbQJk3F1cyU7O4eP3n2fzRs38/rI4YScvclcpmwwU8ZP5OiRo7i6ujBp3Gf88etvvPrW0FI7YajRc6rYuq5lZ2fj6enYb9LDw6NE14Dbdb6L7Kxsfv5qIT9/uZAqNary4qjXKVch75f52xnzWb14BVMWzwOg6W0tecblBb6b+SVrElbiHxRA/SZR3N+nFx5enqQcPkLyP0kAjHl55CXH+9frg2jSugUPPdOHoDLBLF+4mAXT51I2pDydHuxKx273XLKNUd3b/X6yzmQxd+Zs5s74gpq1I/ng04+pGJrXbXDKp5NY9N0PrEr8HYB2d9yOi8s7TJswmZ++X0RwmWCatWzOk//+F17eXhw8cJDdO/MmWXvh6WcvOd5bo+Np074d0U1jGD32Az79aDz/GTiIwKAgHn/qCR7p+2ixnfuNNi9xMR6ubvSM7shDMXFsO/IPT80faR8eun/Le7m77q1Ej8kbiSph++8M+nYMT7ToSqc6rTmWcZI1/6zno1Wz7aMOzVn3M6dzzvBQTBwPN+lEiiWVSb8vYPLvC+zHnfnXj3i5efBYs874eXiz/uAO+sx5g6TU0jpkp/MnYrPZbAwbNoxt27bh7u7OiBEjCAs7P+TqpEmTWLhwIS4uLvTv35/27duTmZnJoEGDOHnyJN7e3owaNYqgoCAWL17MqFGjqFgx727/wIEDiYmJueL+jaY05tTv+zbhanalVXhDWlWN4uCpo0z+37eknr37365GE6JDa/HKonEAbDy0i5l/LaJtjSY0rlSL9DMZ7EhJ4qftv9knmzyUdoxpf37PXbVi6RV9F6mZ6cxfv8Q+WSjA9pR9zE1MoF2NpjQOjSTFksr0tT+QfLL4b0reKM64Vu5I2ceAr0fx7K09GXPP8xw6lcLri8axZIdjJTrI248ca84lo+PdLAr7HQHy5soxmUz4+vnlu8/bbm/Di6+9xBfTZvD5xGnUrFWT98f/lwaNzvfiadm6Fa+PHM7k8RNZ9P0PVKkazjv/fc9hBLfSxugThppsxTTD0dy5c5k+fToxMTH4+fmRnp7O2rVrefjhh3nggQeuuv2a5I3FUEq5WGT5/CedE+dr999+V19JnCLxhdlFsp/H5gy/7n1M6T70sp8tXryYpUuXEh8fT2JiIp9++iljx44FIC0tjc6dO5OQkIDFYqFLly4sXbqUadOmYbFYePrpp/n666/ZsmULL7/8Mh988AH16tWjQ4cOBdq/EV1vTg358ZNiKKXk54dNv9zoItyUlg6ccKOLcNMq457/XFmF5eycutGKrUWnW7dutGvXjvXr15Oeno6vry//+te/KFu27NU3FhEphZx9n2zt2rW0bp03Ml1UVBQbN56/IeTl5UVoaCgWi4WMjAz70Ke9e/e2D4d64MAB+zV406ZNbN26lalTp9KwYUNeeOGFK+7fiJRTInKzMXZ7TjFWdADKli1Lu3btHJYtW7aMtm1Lbt8+EZGSKj09Hb8LumG4urpitVrtlZqQkBDi4uKw2Wz063e+hdBkMtG7d2927NjB5Ml5Q922atWK9u3bU7lyZYYOHcrs2bOxWCxX3L8RKadERIzjhqSV9YIH5/bu3XsjiiAi4nwm0/W/rsDX19c+SzjgUAlZuXIlKSkpLFu2jGXLlpGQkMCGDedHg5o2bRozZsxgwIABANx3331Urpw3VGu7du3YvHnzFfdvdMopEbkpODmnbrRia9FJSkoiPj6ejRs32u8KRkZGMmTIkKtvLCJSCjn78h8dHc2yZcu46667WLduHZGR5+ff8vf3x9PT0z5fhJ+fH2lpaUyYMIGQkBDuuecevLy8cHFxAaBz587Mnj2bkJAQfvvtN+rXr0/ZsmVZunRpvvs3IuWUiNxsSnY15foVW0XnlVdeYdCgQURFRdmXrVu3jiFDhjB7dtE8+CsiUpI4e7SuDh06sHr1anr06AFAfHw8U6dOJTw8nLZt27JmzRq6deuG2WwmJiaG2NhYatWqxeDBg5k/fz42m423334bgBEjRvDMM8/g6elJjRo17NutWrXKYf9GppwSkZtNSR5VsigUW0UnKyvLITwAGjVqVFyHFxExHJPJxPDhjiPmVKt2fvLIAQMG2LumnVOmTBkmTpzIxWJjY4mNvXSuqIv3b2TKKRERYym2ik6tWrUYMmQIrVu3xs/PD4vFwooVK6hVq9bVNxYRKYWMPj+B0SinRORmY/ScKraKzrBhw0hISGDt2rX2YTvbtm3rMGeDiIjIjaKcEhExlmKr6JhMJjp06KDAEJGbhtH7PhuNckpEbjZGz6linUdHRORmYuz4EBGR0s7oOXVzTIggIiIiIiI3FbXoiIg4idG7BIiISOlm9JxSRUdExGmMHSAiIlLaGTunVNEREXESg98oExGRUs7oOaVndERERERExHDUoiMi4iRGn4hNRERKN6PnlCo6IiJOYuz4EBGR0s7oOaWKjoiIsxi987OIiJRuBs8pPaMjIiIiIiKGoxYdEREnMXrfZxERKd2MnlNq0RERcRKT6fpfIiIizuLsnLLZbAwdOpQePXrwyCOPkJSU5PD5pEmTuPfee3nggQdISEgA4MyZMwwcOJBevXrRv39/Tpw4YV8/MzOTBx98kD179hTo/FTRERFxElMR/BEREXEWZ+dUQkICWVlZzJ49m0GDBhEfH2//LC0tjRkzZjBv3jwmTZrEyJEjAfjiiy+IjIxk5syZ3HPPPYwdOxaAjRs38tBDD11SWboSVXRERERERKTIrV27ltatWwMQFRXFxo0b7Z95eXkRGhqKxWIhIyMDs9ls3+bWW28F4NZbb2XNmjUAZGdnM3bsWCIiIgp8fD2jIyLiLGqQERGRkszJOZWeno6fn5/9vaurK1ar1V6pCQkJIS4uDpvNRr9+/ezb+Pr6AuDj40N6ejoAjRs3BvK6wxWUKjoiIk6irmciIlKSOTunfH19sVgs9vcXVnJWrlxJSkoKy5Ytw2az0adPHxo3boyfn599G4vF4lBRKix1XRMRcRI9oyMiIiWZs3MqOjqaFStWALBu3ToiIyPtn/n7++Pp6Ymbmxvu7u74+fmRnp7usM2KFSto0qTJNZ+fWnRERJxEo6aJiEhJ5uyc6tChA6tXr6ZHjx4AxMfHM3XqVMLDw2nbti1r1qyhW7dumM1mYmJiiI2NJTo6msGDB9OzZ0/c3d0ZPXr0RWUueKFV0RERERERkSJnMpkYPny4w7Jq1arZ/3/AgAEMGDDA4XNPT08+/PDDy+7z888/L/DxVdEREXEaNemIiEhJZuycUkVHRMRJCtO8LiIiUtyMnlOq6IiIOImx40NEREo7o+eURl0TERERERHDUYuOiIizGLxLgIiIlHIGzylVdEREnMTY8SEiIqWd0XNKFR0RESfRhJ8iIlKSGT2n9IyOiIiIiIgYjlp0REScxOjDdoqISOlm9JxSi46IiIiIiBjOdVd0Dh06VBTlEBExHJPJdN0vuX7KKRGR/Bk9pwrUdW3Xrl2MGjWKHTt2YLVaAbDZbGRlZZGamsqWLVucWkgREZErUU6JiMjFCtSi89prr3Hy5En69+/PiRMneOKJJ+jUqROZmZnEx8c7u4wiIqWSqQheUjDKKRGRwjN6ThWoRWfjxo3MmTOHOnXq8M033xAREUGvXr2oVq0ac+fOpUuXLs4up4hIqVPSm/SNRDklIlJ4Rs+pArXouLq64ufnB0BERIS9C0BsbCzbt293XulEREo1o98rKzmUUyIi18LYOVWgik5MTAyTJk0iMzOT+vXrk5CQgNVqJTExEQ8PD2eXUUSkVDJ2fJQsyikRkcIzek4VqKLz0ksv8euvvzJr1izuueceTpw4QZMmTXjhhRfo2bOns8soIiJyRcopERG5WIGe0alevTo//fQTmZmZeHl58eWXX/LHH38QGBhIo0aNnF1GEZFSyeh9n0sS5ZSISOEZPacKVNE5Jy0tjZSUFCAvVACSkpIICwsr+pKJiJRyxo6Pkkk5JSJScEbPqQJVdFatWsXgwYM5fvw4kDc3gclksv9X8xOIiOTD4HfKShLllIjINTB4ThWoovPmm2/SsmVL+vbtax/VRkREpKRQTomIyMUKVNE5ePAgEydOVNO/iEghmAzfKaDkUE6JiBSe0XOqQKOutWjRgv/973/OLouIiKGYTNf/koJRTomIFJ7Rc+qyLToffvih/f/LlSvH0KFD+eWXX6hSpQpms2P96N///rfzSigiUkoZ/U7ZjaacEhG5PkbPqctWdP7880+H940aNSIlJcU+ms05Rh+WTkRESibllIiIXMllKzrTp08vznKIiIgUinJKRESupMDz6OzYsYP58+eza9cuzGYztWvX5oEHHtCDnyIil6GWhOKlnBIRKRyj51SBBiNISEigS5cubN68mZo1a1K1alX+/PNP7r77bv744w9nl1FEpFQyFcEfKRjllIhI4Rk9pwrUovPee+/x3HPP0bdvX4fl48ePZ+TIkXzzzTdOKZyIiEhBKKdERORiBWrROXToEO3atbtk+Z133sk///xT1GUSETEEow/bWZIop0RECs/oOVWgik6nTp347LPPyM7Odlg+Z84cOnXq5JSCiYiUfqYieElBKKdERK6FsXOqQF3X0tLSWLp0Kb/88gt169bFxcWF7du3c+DAAerXr0+vXr3s686cOdNphRURKU1K+p0uI1FOiYgUntFzqkAVncjISCIjIx2W1atXzykFEhExipL+kKaRKKdERArP6DlVoIrOM8884+xyiIiIXDPllIiIXOyyFZ3//Oc/Bd7JqFGjiqQwIiJGYvQ7ZTeackpE5PoYPacuW9FxcXEpznKIiBiPsfPjhlNOiYhcJ4Pn1GUrOvHx8cVZDhERw3H2nTKbzcawYcPYtm0b7u7ujBgxgrCwMPvnkyZNYuHChbi4uNC/f3/at29PZmYmgwYN4uTJk3h7ezNq1CiCgoJYs2YNH374IW5ubgQHBzNq1Cg8PDx46qmnOHnyJK6urnh6ejJhwgSnnlNhKKdERK7PTduicyGr1crPP//Mzp07yc3NBfICNisriy1btjBlyhSnFlJERC6VkJBAVlYWs2fPJjExkfj4eMaOHQvkjUI2Y8YMEhISsFgsdOnShfbt2zN37lzq16/P008/zddff824ceN4+eWXeeONN5g5cybBwcGMGTOGefPm8dBDD7Fv3z4WLlx4g8/06pRTIiJysQJVdN544w2++uor6taty/r162ncuDH79u0jJSXFYchOERE5z9nDdq5du5bWrVsDEBUVxcaNG+2feXl5ERoaisViISMjA7M5b9q03r17Y7PZADhw4ABly5YFYPr06QQHBwOQk5ODh4cHx44d49SpUzz55JOkpaXxxBNP0KZNG+ee1DVSTomIFJ6GlwYWLVrEe++9xx133MFdd93FsGHDiIiIYPDgwWRmZjq7jCIipZKzuwSkp6fj5+dnf+/q6orVarVXakJCQoiLi8Nms9GvX7/z5TKZ6N27Nzt27GDy5MkA9grP4sWL+eOPP3j22Wc5fvw4ffr04ZFHHiE1NZUHH3yQhg0b2itEJYlySkSk8Izedc1ckJXS09Np0KABkDdXQWJior3P98qVK51aQBGRUstkuv7XFfj6+mKxWOzvL6zkrFy5kpSUFJYtW8ayZctISEhgw4YN9nWnTZvGjBkzGDBggH3Z1KlTmTJlCpMmTcLd3Z2yZcvSvXt3zGYzwcHB1KlThz179hTxD6loKKdERK6Bk3PqRitQRadKlSps2rQJgJo1a7J+/XogL1TT09OdVzoREbms6OhoVqxYAcC6descJsz09/fH09MTNzc33N3d8fPzIy0tjQkTJrBgwQIgr3vbuZHLxo0bx19//cXUqVMJCAgA4Ndff+XZZ58FwGKxsHPnTqpXr16cp1hgyikREblYgbqu9enTh0GDBjFy5Eji4uLo2rUrJpOJdevWERMT4+wyioiUSs6+z9WhQwdWr15Njx49gLxRyKZOnUp4eDht27ZlzZo1dOvWDbPZTExMDLGxsdSqVYvBgwczf/58bDYbb7/9NseOHeOTTz6hfv369OnTB5PJRFxcHD169GD16tX2Vp3nn3+ewMBAJ5/VtVFOiYgUXsluj7l+Jtu5p1KvYu3atXh6elKvXj1++eUX5s2bR2BgIAMGDKBcuXLOLidrkjdefSUpcpHlq9zoIty02v2339VXEqdIfGF2kexn1PLPr3sf/2nzSBGU5OZwo3NqyI+fOP0Ykr8fNv1yo4twU1o6sOQMN3+zKePuXyT7MXpOFahFB3C4I9a6dWv7SD8iIpI/Uwnvu2w0yikRkcIxek4V6BkdERERERGR0kQVHRERERERMZwCd10TEZHCMXqXABERKd2MnlOq6IiIOImx40NEREo7o+dUgbquDRkyJN95CNLT0xkyZEiRF0pExAhMJtN1v6RglFMiIoVn9JwqUItOcnIyVqv1kuW5ubkkJycXeaHyk2PNLZbjiJQUZpMeoRMpqJKQUyIiUrIUqKIzffr0fJcHBARc9jMRESnZd7qMRDklInItnJtTNpuNYcOGsW3bNtzd3RkxYgRhYWEAbN26lREjRmAymbDZbCQmJjJ27FiqVq3KSy+9BEClSpV488038fDwYNKkSSxcuBAXFxf69+9P+/btr3r8Qj2jc+LECbKysi5ZHhISUpjdiIjcFFTNKX7KKRGRgnN2TiUkJJCVlcXs2bNJTEwkPj6esWPHAlC7dm37jahFixZRoUIFbrnlFgYOHEjPnj2Ji4tj3rx5TJkyhV69ejFjxgwSEhKwWCx06dKl6Co6ixcv5vXXXyc1NdVhuc1mw2QysWXLlsKet4iI4ZX0vstGopwSESk8Z+fU2rVr7ZM3R0VFsXHjxkvWyczM5KOPPmLWrFkA7Nq1y75NdHQ0b7/9Nn379iU0NBSLxUJGRgZmc8G69xeoojNixAjatWvHQw89hIeHR4F2LCIiUlyUUyIiJU96ejp+fn72966urlitVoeKyvz58+nYsSMBAQEA1KlThyVLltClSxeWLl1KZmYmkNcyHxcXh81mo1+/fgU6foEqOhaLhb59+1KtWrUCn5iIyM1O7TnFRzklIlJ4zs4pX19fLBaL/f3FlRyA7777jo8++sj+fvDgwbz55pssXLiQli1bEhQUxMqVK0lJSWHZsmXYbDb69OlDdHQ0DRo0uOLxC9Tu07NnT6ZNm0Z2dnZhzk1E5OZmMl3/SwpEOSUicg2cnFPR0dGsWLECgHXr1hEZGenweXp6OtnZ2Q7PUa5evZpnnnmGzz77DJPJRGxsLP7+/nh6euLm5oa7uzt+fn6kpaVd9fQK1KLTsWNHHnnkEb766ivKli17SX++JUuWFGQ3IiI3FZPadIqNckpEpPCctz8ErQAAIABJREFUnVMdOnRg9erV9OjRA4D4+HimTp1KeHg4bdu2Zc+ePYSGhjpsExERwZAhQ/Dw8KBGjRoMHToUFxcX1qxZQ7du3TCbzcTExBAbG3vV4xeoovPiiy8SERHB3Xffrb7PIiJS4iinRERKHpPJxPDhwx2WXdjFuEGDBnz88ccOnzds2JAvv/zykn0NGDCAAQMGFOr4BaroJCUl8e2331KlSpVC7VxE5GamnmfFRzklIlJ4Rs+pAj2j065dO1atWuXssoiIGIqpCP5IwSinREQKz+g5VaAWnZCQEN5++22++eYbwsLCcHFxcfh81KhRTimciIhIQSinRETkYgWq6KSmptKpUydnl0VEROSaKKdERORiBaroxMfHO7scIiKG4+wZp+U85ZSISOEZPacKVNGxWq38/PPP7Ny5k9zcXABsNhtZWVls2bKFKVOmOLWQIiKlUUnvu2wkyikRkcIzek4VqKLzxhtv8NVXX1G3bl3Wr19P48aN2bdvHykpKfTq1cvZZRQRKZ2MnR8linJKROQaGDynCjTq2qJFi3jvvfeYPXs2VapUYdiwYSxfvpxOnTqRmZnp7DKKiJRKRh/NpiRRTomIFJ7Rc6pAFZ309HQaNGgAQGRkJImJibi4uNC/f39Wrlzp1AKKiIhcjXJKREQuVqCKTpUqVdi0aRMANWvWZP369UBen+j09HTnlU5EpBQzma7/JQWjnBIRKTyj51SBntHp06cPgwYNYuTIkcTFxdG1a1dMJhPr1q0jJibG2WUUESmVSnqTvpEop0RECs/oOVWgis59991H1apV8fT0pHr16nzyySfMmzePqKgoBgwY4OwyioiUUsYOkJJEOSUici2MnVMFqug8/vjjvPLKK1SvXh2A1q1b07p1a6cWTEREpKCUUyIicrECVXS2bNmCq2uBVhURkbNKet9lI1FOiYgUntFzqkCp0KNHDwYOHEj37t0JDQ3F3d3d4fOWLVs6pXAiIqWZ0fs+lyTKKRGRwjN6ThWoojNu3Dggb0K2i5lMJrZs2VK0pRIRMQCj3ykrSZRTIiKFZ/ScKlBFZ+vWrc4uh4iIyDVTTomIyMUK3KE5OzubI0eOYLVaAbDZbGRlZbF582Y6d+7stAKKiJReBr9VVsIop0RECsvYOVWgis7PP//Ma6+9xqlTpy75LCQkRAEiIpIPk9H7BJQgyikRkcIzek6ZC7LSmDFjuPPOO1m4cCH+/v7Mnj2b8ePHExoaqvkJREQuw1QELykY5ZSISOEZPacK1KKTnJzMhAkTqFKlCvXr1+fo0aO0b98eFxcX3n77be677z5nl1NEROSylFMiInKxArXo+Pv7k5mZCUC1atXso9dUq1aN5ORk55VORKQUM5lM1/2SglFOiYgUntFzqkAVnbZt2zJ8+HB27NhB8+bNWbBgAevXr2fWrFmEhIQ4u4wiIiJXpJwSEZGLFaii8/LLLxMREcGmTZto3749jRo1onv37syePZvBgwc7u4wiIqWSqQj+SMEop0RECs/oOVWgZ3R8fHx466237O/fe+89hg0bhqenJ66uBR6hWkTkplLSm/SNRDklIlJ4Rs+pK179v/32W37++Wfc3d25/fbb6dSpk/0zX19fpxdORETkSpRTIiJyOZftujZhwgSGDBnC6dOnycjIYPDgwYwZM6Y4yyYiUqoZfdjOG005JSJyfYyeU5dt0Zk7dy4jRoygS5cuQN5kbEOGDOG5554zfDOXiEiR0LXSqZRTIiLXyeDXysu26Bw6dIiWLVva37dr147MzEyOHDlSLAUTESntjP6Q542mnBIRuT5Gz6nLVnRycnIcHuB0dXXFw8ODrKysYimYiIjIlSinRETkSjQUjYiIkxi8R4CIiJRyRs+pK1Z0vv/+e3x8fOzvrVYrP/74I8HBwQ7r3X///c4pnYhIKVbSm/SNQDklInLtjJ5Tl63oVKpUiWnTpjksK1OmDLNnz3ZYZjKZFCAiIlLslFMiInIll63oLF26tDjLISIiUijKKRERuRI9oyMi4iQa4lhEREoyo+eUKjoiIk5i9L7PIiJSuhk9p1TRERFxEoPfKBMRkVLO6Dl12Xl0RERERERESiu16IiIOI3Bb5WJiEgpZ+ycUkVHRMRJjN4lQERESjej55QqOiIiTmL0hzxFRKR0M3pOqaIjIuIkRg8QEREp3YyeU6roiIiUUjabjWHDhrFt2zbc3d0ZMWIEYWFh9s8nTZrEwoULcXFxoX///rRv357MzEwGDRrEyZMn8fb2ZtSoUQQFBbFu3TpGjhyJq6srsbGxPPPMM1fdv4iISEmmUddERJzFVASvK0hISCArK4vZs2czaNAg4uPj7Z+lpaUxY8YM5s2bx6RJkxg5ciQAc+fOpX79+sycOZO4uDjGjRsHwLBhwxgzZgyzZs1i/fr1bNmy5Yr7FxERA3ByTt1oatEREXESZ3cJWLt2La1btwYgKiqKjRs32j/z8vIiNDQUi8VCRkYGZnPefa3evXtjs9kAOHDgAGXLliU9PZ3s7GwqV64MwC233MKvv/7K0aNHL7t/EREp/dR1TUREromzR7NJT0/Hz8/P/t7V1RWr1Wqv1ISEhBAXF4fNZqNfv34XlMtE79692bFjB5MnT8ZiseDr62v/3MfHh6SkJCwWyxX3LyIipZvRR11TWomIlFK+vr5YLBb7+wsrIStXriQlJYVly5axbNkyEhIS2LBhg33dadOmMWPGDAYMGICvry/p6en2zywWCwEBAVfcv4iISEmnxBIRcRJTEfy5kujoaFasWAHAunXriIyMtH/m7++Pp6cnbm5uuLu74+fnR1paGhMmTGDBggVAXvc2FxcXfHx8cHd3JykpCZvNxqpVq4iJiaFx48aX3b+IiJR+zs6pG01d10REnMXJfQI6dOjA6tWr6dGjBwDx8fFMnTqV8PBw2rZty5o1a+jWrRtms5mYmBhiY2OpVasWgwcPZv78+dhsNt5++20gbzCCF154AavVSqtWrWjYsCENGjS4ZP8iImIgBu+7poqOiIiTODs+TCYTw4cPd1hWrVo1+/8PGDCAAQMGOHxepkwZJk6ceMm+oqKimDNnzlX3LyIixmHsao66romIiIiIiAGpRUdExElKet9lERG5uTk7p6408fTWrVsZMWIEJpMJm81GYmIiY8eOpWrVqrz00ksAVKpUiTfffBMPDw/eeust/v77b3x8fAAYO3asw4ih+VFFR0TESQze9VlEREo5Z+fUhRNPJyYmEh8fz9ixYwGoXbs206dPB2DRokVUqFCBW265hYEDB9KzZ0/i4uKYN28eU6ZM4cknn2Tz5s1MmjSJwMDAAh9fXddERJzG4FNOi4hIKefcnLrSxNbnZGZm8tFHH/Hqq68CsGvXLvs20dHRrF27FpvNxt69e3n99dd58MEH+fLLLwt0dqroiIiIiIhIkbvcxNYXmj9/Ph07diQgIACAOnXqsGTJEgCWLl1KZmYmmZmZPPzww7z77rtMnDiRWbNmsX379qseXxUdEREnMZlM1/0SERFxFmfnVEEmnv7uu+944IEH7O8HDx7M0qVLeeKJJzCbzQQFBeHl5cXDDz+Mh4cHPj4+tGjRgq1bt171/FTRERFxEnVcExGRkszZOXWlia0hr8UnOzubkJAQ+7LVq1fzzDPP8Nlnn2E2m4mNjWX37t307NkTm81GdnY2a9eupV69elc9Pw1GICLiJGqRERGRkszZOXW1ia337NlDaGiowzYREREMGTIEDw8PatSowdChQ3FxcaFz58488MADuLm50bVrV6pXr37V46uiIyIiIiIiRe5qE1s3aNCAjz/+2OHzhg0b5jvYQJ8+fejTp0+hjq+uayIiIiIiYjhq0RERcRJNGCoiIiWZ0XNKFR0RESfRMzoiIlKSGT2n1HVNREREREQMRxUdERERERExHHVdExFxEqN3CRARkdLN6Dmlio6IiJMYOz5ERKS0M3pOqaIjIuIkRr9TJiIipZvRc0rP6IiIiIiIiOGoRecqVv6QwE9zv+NEyjHCqlelW/9HqF438rLr79y0jS8nziRp9178AvyJ7XAbcT274uLiYl8n8be1LJz5FQf2JePr70tUiyZ0ffxBPL08AbDmWvl2+jx+/Xk56WnpVKlela6PPUitqLpOP9+SZMH8r5k1dQZHDh+mZq1IBr74HPWjGlx2/Q3rEhn7/sfs2LaDwKBA4jp34pEnHsPV9fyv+eoVvzB1wmT27NpDQGAAt7RpTf+BT+Pt7W1fZ9uWbXw8+gM2rd+Ir58fbdq34+lnn7H//dwMujZoS+8md1PeL5jtR/cyevkMNhzcedn1oyrVZGDrB4ksV4UTmWl8v2klk35fQK7Nal8nrk4rHm36f1QODCEp9TCTf1/AT9vWOOznnvq38VBMHBX9y5KcepiJvy8gYfvvTjtP5zP2nTIpGZpWrsutEY3x9/Th4KkUFm5dTVLq4cuuXyWwAnfVaklF/7JYsjL5a/9Wlu9ai9Vms69TNagiHWvHUsG3DKfOWFi+ay1r92912E/d8tVoX7MZZXwCSLGc5Oftv7Ht6F6nnWdJdG+Ddjza9P8o7xfMtiN7eW/551e5Vkby7K097dfK7zatYOJv3zhcKxuH1ub523pRs1wYR9JOMOmPb1iwcQUAFf3L8sMT/73s/h+f/QZ/X/T3ZFSF+Y5w3133cOjAwXw/6/t0Px57si8Ac2fOZv6suRw9coTwalV5rH8fbru9rcP6K5YsZ+Inn5KclESV8Cr0G/g0rW69pUjPrXgZO6dchg0bNqw4DjRmzBjWrFmT76tly5ZX3X7fyctftJ3l18Ur+Pz9CbS/N44O991N8u69/DD7G5q3bYW3r88l6x89eJi3n32NkMoV6fFUb0JCK/Lt9HmczsikXkxDALau28iHr8RTv0kUXR7tTuWIqiR8/SO7N2+nebu8fyjTP5zAsu9+ot09HYnr3oXsrCy++GQKkQ3rUiakXLH+DMr5BhXr8c758duFvDN8JA/06kGPh3uyc/tOpk+aSvuOd+Ln53fJ+vuTknnykScIC6/Cs/95jirhVZg07jMyLBk0a9kcgLV//Mmgp5+leasW9PtXf2rUqsncGXPYmLiBOzrdBUByUjL9H3o8bz+DB1GjVk1mfz6Lg/sP0LrtbcX6M/j8j++L9Xjn3F23Na/d0Zcv/lrEzL9+pGa5KvRpdg+Ltq4hPSvjkvVDA8oz5cFh7DtxiNHLZ7Av9RBPxt6Hj4cXv+/dCED7yOaM7PQvFmxcwWe/fY3NZmVQ24fYfnQf/xw/AMCdtVryRscn+X7zKj777WvczK4836YXmw/tZl/qoWL9GTwZe1+R7Gf38f2Y4Lpe1YMrF0lZ5OquN6eW7PxfMZTSUeNKtehavy2/7k1k9T/rqeBXhjbVY0g8sIPTOVmXrB/k5c9TLe8lxZLK91tWccySSvsazfBwdWfnsWQAyvkE0a95V5JSD/PT9t/ItVq5s1ZLDqcd46jlBAARwaE8EhPHhkO7WLbrT3zdvegQ2ZwdKfs4dcZSrD8DgB1H9xX7Me+u25rX7+zHrL9+ZMbaH4gsX4U+zbuwaOuvpJ/J/1o5redw9p44yLvLPmffiUM81ep+fNy9+G3vBgCqBVdico+hJB7YwX9/mU2uzcq/b32QnSn72HP8AKezz/DL7r/5esMy++ubDcuJCavD4bRjjF/zJdYLKk3O1rv5/xXbsS5U2O8I0U1j6NTl/+h8Xxf7y5KezuFDh3luyAsEBAYw7bMpjB3zEXd0uosnnu6Hj68v78e/R2iVMKrXrA7An7//j8EDB3H7XR14rH9fThw/wYSPxtG8VUvKhZQv1p+Bt4tHkezH6DlVbC06wcHBfPHFFzz11FPYLrhrVJJ9+/lcbru7A3f3yvvSUye6Aa8+9iyLv1xIj6cfvWT9P1eswWaz8fTQQbi5u1M3uiGpx06w7NufeOCJhwD4ef731KxXm97PP2nfzsvHm09HvM/Bffvx9fdj1aJldOzRhXt6d7MfN/XYCeZPmMHLH41w/omXABPHTqDLA/fyWP8+ADRp0Ywe/3c/c6bP4tnBgy5Zf+nPS7DarIx8/x08PDxo2rI5R4+m8NXsefzr+YEAfDFtJg0bRzFk2Kv27Xx8fXn9xZf5Z/c/VI2oyqSxE6hUOZR3/jsak8lEEyA3N5d5M+eQm5vr0DJnVE/G3sf8xCVM/P0bAH7fu5GvHx9Nr5iOvLd8+iXrd4hsjtlk4oVvPyArN5vf922knE8Q3Rt14MOVXwDwSJNOLN+5lo9XzQHgz6TN1K9Yg25R7Vm+808g70vDX8lb+WDlLAD+l7SZ+hWrc3/U7azas644Tr3IGb3vs9GUxpxqX7MZfyRtZNmutQDsPJbE87f24pZqUXy/ZdUl6zeoWB0TJmb+vYgcay67jiXj7+FDi/AGLDrbwtomIpoTmaeYk7gYgB0pSfh6eNGuRlM2Hd4NwO01mrIjJcl+jB0pSQR6+9Gmegwz/vqxOE79hnu61QPMT0zgs9++BuD3vRtY0Od9HoqJ491ln1+y/h21WmA2mRi04P3z10rfILo3usN+3Xu8+T3sP3mEl3/4GIA1e9cT7O1Pv5b3sWTH/8ix5rLx0C6H/faK7kiIXxm6TRtMdm6Ok8+6ZCjsd4SatRx74mzZtJkVS5YzZPirhIVXwWq1MmvKdDrE3cnzQ16w7zMzI4OP3/uQ9nd1wGQyMWX8RJq1bGE/RvPYFhzcf4Bpn03hnf++5+Szdg6j51SxVXQeffRRNm3aRPny5YmNjS2uw16zw/sPcexwClEtYuzLXFxcaNC8MRv/zP9LV05ODi4uLri5u9uX+fj5cibzNDnZObi6uRJRJ5KQyhUctqsQVglskHLoCBnpFmw2m70F6Jya9WvzvxW/kpFuybc1yUiS9yVx6MBBWrVpbV/m6upK7K238NuqNTD40m1ysrNxdXXFw+P8HQ7/AH8yMzLJzs7Gzc2N+lENCKsS5rBdeNVwbDYbB/fvJ7xaOKuWr+TJgU87/MO/t/v93Nv9/qI/0RIoLDCEiv5lWbnrL/uyXJuVVbv/JrZaFORT0XFzcSUnN5es3Gz7slOn0/Fy98TV7EKONZeXF37s0DUDIDs3B09Xd4f9WLIyHdY5eTodf0/fojo9kSsqbTlVxjuAQC8/thz5x77MarOx7cheapatku82riYXcm1Wcqy59mUZ2Wdwd3HDxWQm12aletnK/L1/m8N2mw/voVGlSHzdvTmdc4YqQRX4bvMvDutsObyH9jWbF90JlmDnrpUrzlYwIe9a+cvuv2hVNYp389nGzexKdj7XSu8LrpXNq9Tn+4t+rst2/o+4OrdQxjuAYxknHT4L9PLjydj7mf7nwmJv+b5RruU7wsXej3+Peg3r07FzJwBOHD9Oeno6zWNbOKzXsHEjZkz+nB3bthNerSob1q3n+SEvOqzTuu1tTPzkU2w2m+ErDaVRsQ5G8NZbb1G/fv3iPOQ1O5x8AExQPtSxUlKuYghHDxzO925fi9tbYzabmT9xJpa0dPZs28mSr38g+pZmuLrl1Snv7nUvTW9zDNB1v/4JJqgQFkpw+bIAHDuS4rDO0YN5XfdSDh0tsnMsqfb9sw+TyUTliyoloZUrsT85Od+f/R2d7sJsdmHs+x9x6uQpNm/cxLwZs7nt9ra4ubkB8Gi/x7n9rg4O2/2yfCUmk4nwalU5uP8AGZYMgoKDeePlobRvfht3xLZlzMh3yc7OvuSYRhQeVBGbDZIuCszkk0eoHJB/s/wPW1aTa7MysHUP/Dx8qBsSwYPRd7H07N3Hc9sfPJX3Ox3g6cvDMXE0q1KP+esT7PuZl7iYFuENaF+zGT7uXtxRqwWxVaP4cctqJ52t85mK4I8Ur9KUU2V9AgHbJV9+j2eepIy3f77b/H1gOzabjTsjW+Dp6kHlgPK0qtqQTYd3k2uz4mZ2xc/D59J9ZpwCTJT1CSDY2x+zyZzvOm4uLgTcBDcnzl0r951w7FafnHqEyoEh+W6zcMsqrDYr/279IH4ePtSrEEHP6I4s2fEHOdZcPF3dKecbRFI++zSZIDy44iX77Nu8KznWXCadbYG/GVzLd4QLrVy6gs0bNjHghWfty4KCg3Fzd+fQQcfsO5C8H4CD+w9yIHk/ubm5VK7i2E2rUuVQzpw5w+FDxf+IRVEwek4V62AEZrOZffv2kZaWhr+/PzVr1sT9gtaPkuR0Rt6dZU8vL4flnl5eWG1Wzpw+c8nD6eUqhvBAv4f4/P0J/DT3WwDCa0bw6AtPX/Y4Sbv+4cc53xBzS3PKVcz7Ilkrqi5fT/6CoHJlCK9Rjc1/rWf1T8sBOHP6dFGdYollseT1775wgAAAbx8fbFYbmZmZl3wWGlaZZwYN5J3hI5k5Ja/VoVbd2rz85muXPc6ObduZMWkabdq3o1LlUDZv2ATAB++MpmXrVrzz0Wh27djJpx+OxWq18sKrBbhNVMr5uOf9vluyHH/PMrJOYzaZ8XLzIDP7jMNn+08e4YOVs3i1Q196N70byLuzO+ynTy/Zf3RobT7r/io2G6za8zdLdpx/pmHZzj/5fvMq3vm/vK6GNht8vWEZ8xITLtlPqVGyr/+Sj9KUUx6ueTdxzuQ43og5k5ONyWTC3cXNofUA4ETmKX7Y9itd67Xh1ohoAA6cPMKXG5ae3ad7/vvMzXvex9PV3d46e+aiZ4DOnD2Wp6s7jlUg4/E9e63MyHZshb7atfL9FTN57Y4neLRZ3rMtmw/vYeii8cAF19+L9nnueuzr7ph7Xm4edGnQhhlrf8j3eSyjupbvCBeaO+MLGjaOom6DevZlZrOZ9nd1YPa0mVSvWYOYZjFs2biZWdNmAHA6MxNLusV+nAv5+OQdy5Kefv0ndyMYPKeKraKzfPlyRo8eTdWqVfH29sZisbB7926ef/552rdvX1zFKLBzdwQuboa83HKAlT8sYfoHE7jt7g40ua0lJ4+d4Jtpc/jwlXgGjXrNYfQvgKTdexnz0giCy5Xh4Wf72Zf3HTyAie98xOj/vAFAxSqV+b+H72fO+Gl4eBbNw2cl2dV+9mbTpQ2R3375De8MH0mXbvdy+50dSDlylM8++ZRBTz3LRxPH2lvUztm5bQfP9htA+Qoh/Of1IUBe10OAatUjGDI87zmemGZNyMnJYdwHH/P4U08QXCa4aE+2hDn/I7fluzy/O2VdG7Th1Q59mZ+4hJ+3/UY53yCeir2fj+/9D/3njXToIrMv9RB957xJlaAKPHNLd8be9xJPzH0LgDfueoq2NZrwwcov2HhwJ/UrVKd/7H2kZ2XYn/UpbUr6nS5xVNpy6vzvV/53sPP799qkch261m/LH/s2sv7QTvw9fOhQszmPNrmbiX8sOP9v/eJrwNlj2bj696KLtzWksz+oS37GV7xWtuX1O55gXmJC3rXSJ4inWz3AJ/e+RL95b9kz7+Jtz/2dXDzIQFydW/B0dWfO3z8VwQmVHtfyHeGcff/s5e8//2Lk++9c8tlzLw3idOZpXn7uP9hsNspXCKHPU08QP/QtPL08z/+9XPQPwH5cc+mcscXoOVVsFZ3x48fzxRdf4Ot7vkk7LS2NRx99tEQGiNfZGvrpzEz8As93AThzOu9uTX4VjkVzFtCweTQPDexrXxZeM4LX+jzH70tW0erONvblWxM3MXbYewQEBzLondfw8Tv/cwksG8wL7w4lLfUUGZYMQkIr8OvivKElL1zPqM79jmRYLAQFnx/1LTMjA5PZlO8wzzMmf06r227hxVdfsi+rVbc2Pe/pxk8Lf6RTl/Mjw/z1v7UM+feLlClXlg8/+wT/gLy/Xy/vvLtpzVs59tFt1qI5Y60fsWfXbsNXdNLP5N1J9Hb34kRmmn25l5snVps137uGjzbtzC+7/yZ+yRT7si2H9/DVY+/SsU4rvtu00r48xZJKiiWVv/dv43jGKd6/ZxBRlSI5eCqFjnVieX/FLGas/QGAv/dvIyP7NC/d/hjz1iVw4FTp67ap7tqlS2nLqXP/Ht1d3LFwvhXWw9UNm81GtvXSB9Nvi4hm65F/WLD5/L/L/aeO8lzrnjSqFMmGQzvP7sOxFcvdJa/16HT2mQuO6+awjod9HeO3LpwbVe3ia6X3Fa6VjzXrzMpdfzEyYbJ92ebDu/nm8dHE1bmFxdt/A8637Fy4zwuPeU6bGjH8mbTZ4fg3g2v5jnDOyqUr8PbxJjaf4aB9fH15a3Q8aafSOH7sGGHhVUj8K++ZbH9/f3z9zh3X8e8h42wPoAuvG6WJ0XOq2Kqf2dnZeHo6/vJ5eHiU2Ae3QkIrgu38szHnHD14mJCwSvluc/zoMarVrumwrEJYJXz8fTmwL9m+bN2vf/LhyyMpVzGEwe+/QWBZxy/PfyxbzaHkA/gF+hNy9hmhpF178fbxKfbhpW+EsPAwbDabvW/sOfuTD1Clani+2xw5dJi6DRz71YdXq0pAYAD/7N5jX/bLshU8/9S/CQ2rzLhpEyhX/vzPMzSsMiaTiexsxy8HOTk5N81DhvtOHMJk4pLncSoHlGfvifznIAjxC75k3oi9Jw5yMjOdiDKhmE0m7qjVgvAgx/7lW4/8g8kE5X2DCPHL+zdw8X7+3r8Ns8lERJnQ6z01kasqbTmVYkkFTARf9DxOsFcARy2p+W4T4OlL0kXTNaRYUsnIPk153yCyc3NIO2Mh2OuifXr7AzZSMlI5nnEKm8126XG9/cnKyb4hw0sXt8teKwMvf62s4Fcm32tl6tlrZWb2GVLSUwnNZ582Gw77dTW70DSsHkt2/FFEZ1R6XMt3hHN+/3UNLW6JtT+7e6FVy1eyddMW/Pz9CK9WFbPZzM5tOzCbzVSPrEmlyqGYzeZLjnsgeT9e3l6ULW/872elUbFVdLp3707Xrl0ZNmwYo0ePZvjw4dx///107969uIpQKCGVKxJUrgx/rz7/DEFOTg53rSt5AAAgAElEQVQbfv+buo3zn5AqpHJFdm5yHKnm8P5DWE6lU65C3oVr99adfDrifarVrsmLo4fh63/peO8LPp/L8m9/tr+3pKXzx7LVNGwRXRSnVuKFhVehfIUQVi5dYV+Wk53DrytX0bRFs8tus+HvRIdlyfuSOJl6kkqV874kb96widdefIV6Derx8ZTxBAQGOqzv7e1NvYb1Wb54qcPy1StX4e7hTq26tYvi9Eq0famHOJx2jDY1mtiXuZpduCWisX1OnIvtPXGIRpVqOSwLCwwhwMuX/alHsNpsvNDmYR5r1tlhndiqDbHZ8oalTU49jNVmo1Go4xCgDSvWxGbL69teGhn9IU+jKW05dSzjJCdPp1MvpJp9mdlkplb5cHYdS853mxRLKlUDHW86lPEOwNvN8+yAA7DrWDJ1yld1WKdeSASH045jyTpNjjWXfamHqBcS4bBOnZBq7D47L5bR7Us9xKG0Y7Sr2dS+zNXsQuuIaPucOBfbe+IgjUIvvVYGevnar3G/79vIbdVjHNZpV6MZO1OSHFpuapargruLG+sP7CiqUyo1ruU7wjlbN22hfsP8BxuZ/8U8Jo+faH+fnZ3Nd18toEGjhvgH+OPh4UH9qIYOx4W8G6iNm8SU2BsiV2P0nCq2CUPr1avHHXfcgaenJ35+ftSsWZN+/frRtGnTq2/MjZkw1NXdje9nfElOTg452dnMGfc5h5MP8PiLT+Pt68PRg4c5nHyQoHJlAPAL8OfHOd9w4ugxPDw92bV5G9Pfn4CXrzcPD3wCVzdXPnwlnjMZmTz49GOczsjkRMpx+8vd0wN3D3esVis/zf0Wbz9fLKfSmP7BBE6eSKXv4IH4+hdv0+iNmjDU3d2dqZ9OIjsrm+ysLP476n2S9u7j1beG4ufvx/6kZJL27qP82Qm6AoOCmDF5GocPH8bLy4sN69bzzvCR+Pr58eKrL+Hm5sagp58lI8PCsy+9QIYlg6OHj9hfnp6eeHh6EBpWmdmfz2Tnth34+/uxbPFSpn46iQcfeYiWrYt3uNkbNWFoVm4OT7TsipuLK+4ubrzQ5mGqBlXk9Z/Gk34mg9CA8oQHVeBIet7EgakZp3isWWdC/ILJzD5NVKVIXuvQl7QzGYxMmEKONZczudk82uz/cHPJ6y3boVZzBrTuwY9bf2XBxuWczski2NufXjEdybVacTGbub1mM55p3Z0Vu9cyP3FJsf4MimrC0H9SD3F907CZqBZ06UhL4hzXm1M3YsLQHGsO7ao3xcXsgqvZhbvr3EJZn0DmbVjC6Zwsgrz8KecTaG9lsWSf5rbq0QR4+pKVk014UEXurd+W09lZfLN5BVableMZp2hTPYZK/mU5k5NF8yr1aRpWl283r7RPGJp2JoPbazbF38MXq83K7TWaElmuCvM3LLlpJgzNysmhX8t7cTO74u7qxottHyE8qCKvLxpP2tlrZdWgihxJPw7Aicw0Hm92T961MusMUaGRDL2jH2lnMhiRMIkcay5JqYfp27wLtctXJf1MJt0adeDehrcTv2Qyey6oRMZWjaJNjSaMXjGdXGvxTRB6sRs1YWhhvyMAHDxwkJlTpvNAr+6EhV86/LqXtzfTJkzG1c2V7OwcPnr3fTZv3MzrI4cTUiFvJL0yZYOZMn4iR48cxdXVhUnjPuOPX3/j1beGltoJQ42eUybbDZ4VbdmyZbRt2/aq6/2yL/Gq6zjDz19+z5KvfyT95CnCqlel25O9iahdA4DJ745lTcIKPvtpjn39v1f/wfczv+LA3iT8gwKpF9OQro8/iF+AP8cOH+WlR5657LGefPV5Ylo3x2azsXDW1/zy4xIy0i1UrxvJfX17ERZx5SZZZ6hbodrVV3KS2Z/PYu7M2Zw8kUrN2pEMfPE5+ygpb706nEXf/cCqxN/t669YspxpEyaz++yzNM1aNufJf/+LwKBADh44yAMdu1z2WG+NjqdN+3YA/PnbH3z60Xh2bt9OYFAQXbvdxyN9H3Xquean/UdPXn0lJ+kV3ZGe0XcR6OXHtqN7Gb18BpvOTlI37M7+3F23NU3ef8i+fpsaTXiieRciylTmeMZJ1uzdwMer5pB6wR3IzvVuo1dMR8ICQ0ixpPLNhuVM+eNbhweXH2/WmS4N2lLWJ5CDp47y/eZf+Px/Cy+Zg8fZ/h40q0j2s/yfv66+0lW0qXpztOSWZAXNqSE/flIMpblUq6pRtApviLe7FwdPHWXh1tUkn20huK9BO6JDa/HKonH29euWr0bbGk0I8Q0m/UwGO1KS+Gn7b2Rkn3/Op0aZytxVK5ZyvoGkZqazfNef/H1gu8NxoyrWpF2NpgR6+ZJiSeWnbb+xPaX4KxwAP2z65eorOcFDMXH0jO5IkJcf2478w3vLp9sn9Hzjrif5//buPyrKMv//+GsQwQwKRVfLTNNVwUTUMIVAovS0KiWWmYL6TT1a5o9NkXSWNNRELTON5OuqlZ/MFX/hZlloqGGS227soqGlZZhZR1NJDeQ4IPfnDz/cp1l//xiGuXk+zvHEzHXf91xz0ZkX7/u67nti23ZTp3nx5vYxfwzTiK591TKwqU6cOaWdB3crbUeG02dl12Yher5bvJrXv1NHTh/X0i/+fsF36/y/zrEa/UB/3T9/SNW80UvYOm6x2177Wv9G2FuwRyMThun//88ShXRof9Fjvr92vVb+z3s6fuyEWrVppZFjR6ljmPNn8OaNWXp70VIdPXJEdzdvplF/Hq2ukVX/vVuBPhe/hfy1snpOuaXQqaioMO9OsWzZMj399NNX3MddhU5N585Cp6ZzZ6FT01Ho4Hpyyl2FDtxX6NR07ix0ajoKnatTZXdd+/HHHzVr1iwVFBTI29tbFRUVat26tex2e1V1AQCqVHVfuwxn5BSAmsbqOVVlhU5ycrISExMVGhpqPpefny+73a6MjIyq6gYAVBkPvTa1xiKnANQ0Vs+pKit0HA6HU3hIUocOHarq5QHADSyeIBZDTgGoeaydU1VW6LRp00Z2u11RUVHy9/dXSUmJcnJy1KZNmyvvDACAi5FTAGAtVVbopKSkKDs7W3l5eSouLpafn59iYmLUo0ePquoCAFQpT/1ehZqKnAJQ01g9p6qs0LHZbOrRoweBAaDGsHZ8WA85BaCmsXpOVVmhAwA1jdXvZgMA8GxWzykvd3cAAAAAAG42ZnQAwFWsfaIMAODpLJ5TFDoA4CJWXxIAAPBsVs8pCh0AcBGr380GAODZrJ5TFDoA4CLWjg8AgKezek5xMwIAAAAAlsOMDgC4isWXBAAAPJzFc4pCBwBcxNrxAQDwdFbPKQodAHARq9/NBgDg2ayeU1yjAwAAAMBymNEBABex+m07AQCezeo5xYwOAAAAAMthRgcAXMTqZ8oAAJ7N6jnFjA4AAAAAy2FGBwBcxNrnyQAAns7qOUWhAwAuYvUlAQAAz2b1nKLQAQCXsXaAAAA8nbVzimt0AAAAAFgOMzoA4CLWPk8GAPB0Vs8pCh0AcBFXr302DEMpKSnat2+ffHx8NHPmTDVt2tRsf+utt7Rx40bVqlVLzzzzjLp3767i4mJNnDhRJSUlKisrk91uV2hoqAYPHiybzSbDMFRYWKjHH39cEyZMUN++feXv7y9Juuuuu5SamurS9wQAqDpcowMAuC6ujo/s7Gw5HA5lZGRo165dmjVrltLT0yVJv/32m9577z1lZ2erpKREcXFx6t69u9555x1FRERoyJAhKiwsVGJiojIzM7V8+XJJ0o8//qjx48frueeek8PhkM1m07vvvuvidwIAcAdrlzkUOgDgOi4+U5aXl6eoqChJUmhoqAoKCsy2W265RU2aNFFJSYnOnDkjL6/zl2QOHTpUPj4+kqTy8nL5+vo6HTM1NVVJSUmqU6eOdu/erTNnzmj48OE6d+6cxo8fr9DQUJe+JwBAFWJGBwBQHRUXF5vLyiTJ29tbFRUVZlHTqFEj9erVS4ZhaOTIkZIkPz8/SdKxY8f0wgsvKDk52dx/3759KikpUZcuXSRJderU0fDhw/Xkk0/q4MGDGjFihDZt2mQeHwCAy7ncEutvvvlGM2fONJdN79q1S+np6WrevLkmT54sSbrzzjs1Y8YM+fr6atmyZfroo49ks9nUrVs3jR49+oqvT6EDAC5ic/GiAD8/P5WUlJiPf1/kbN++XcePH9e2bdtkGIaGDx+uTp06KSQkRPv27dPEiRM1adIkhYWFmftv2LBB/fv3Nx83b95czZo1M38OCAjQsWPH1KhRI5e+LwBA1XB1Tl1uiXVQUJC5bDorK0uNGzdWZGSkxo0bp/j4ePXq1Utr167V22+/rdjYWH344Ydau3atDMNQfHy8evToodatW1/29TktBwAuYrPd+L/L6dSpk3JyciRJ+fn5Th/4t912m+rUqaPatWvLx8dH/v7++u233/Tdd9/p+eef19y5cxUZGel0vJ07d5pL4SRp3bp1mj17tiTp6NGjKikpUcOGDW/S6AAA3M3VOXW5JdaVSktLlZaWphdffFGSdODAAXOfjh076t///rfuvPNOLV269P/6bLvo0uuLYUYHAFzE1WfKevToodzcXA0YMECSNGvWLC1btkzNmjVTTEyMdu7cqf79+8vLy0thYWGKiIgwbzIwc+ZMGYah2267TQsXLpQknThxQrfffrt5/H79+slutys+Pl5eXl5KTU1l2RoAWIirc+pKS6wlae3aterZs6eZP8HBwdqyZYvi4uK0detWlZaWqlatWgoICJAkzZkzR23btjVXHFwOhQ4AeCibzaZp06Y5PXfPPfeYP48dO1Zjx451aq9cMnAxlbNDlWrXrq25c+fehJ4CAGqiyy2xrvTBBx8oLS3NfDxp0iTNmDFDGzduVNeuXVWvXj1JksPhkN1ul7+/v1JSUq7q9Tk1BwAAAOCmu9wSa+n8jE9ZWZnTtZ+5ubkaM2aMlixZIi8vL0VEREiSRo0apeDgYKWkpFz19/8wowMALmL1L2IDAHg2V+fUlZZYFxYWqkmTJk77tGjRQna7Xb6+vvrjH/+ol156SdnZ2fryyy9VVlamnJwc2Ww2JSYmXvErDyh0AMBFXL32GQCAG+HqnLrSEuuQkBC9+eabTu3t27fXunXrnJ7r3r27du3adc2vz9I1AAAAAJbDjA4AuAgr1wAA1ZnVc4pCBwBcxuIJAgDwcNbOKQodAHARbkYAAKjOrJ5TXKMDAAAAwHKY0QEAF7H2eTIAgKezek5R6ACAy1g9QgAAns3aOUWhAwAuYvGlzwAAD2f1nKLQAQAX4QtDAQDVmdVzipsRAAAAALAcZnQAwEWsfttOAIBns3pOMaMDAAAAwHKY0QEAF7H6mTIAgGezek4xowMAAADAcpjRAQAXsfZ5MgCAp7N6TlHoAICLWP22nQAAz2b1nKLQAQBXsfjaZwCAh7N4TnGNDgAAAADLYUYHAFzE2ufJAACezuo5RaEDAC5i9dt2AgA8m9VzikIHAFzE2vEBAPB0Vs8prtEBAAAAYDnM6ACAq1h8SQAAwMNZPKcodADARaz+/QQAAM9m9Zyi0AEAF7F2fAAAPJ3Vc4pCBwBcxOp3swEAeDar5xQ3IwAAAABgORQ6AAAAACyHpWsA4CJWXxIAAPBsVs8pCh0AcBGr380GAODZrJ5TLF0DAAAAYDnM6ACAi1h8RQAAwMNZPacodADAZSyeIAAAD2ftnKLQAQAXsfqZMgCAZ7N6TnGNDgAAAADLYUYHAFzE6nezAQB4NqvnFIUOALiI1QMEAODZrJ5TFDoA4CrWzg8AgKezeE5xjQ4AAAAAy2FGBwBcxOpLAgAAns3qOUWhAwAuYvXbdgIAPJvVc8pmGIbh7k4AAAAAwM3ENToAAAAALIdCBwAAAIDlUOgAAAAAsBwKHQAAAACWQ6EDAAAAwHIodAAAAABYDoXOTXDy5ElNnTpVGzduVP/+/TVw4EClpKRIkgzD0EsvvaQBAwZoyJAh+vHHHy/Yf/LkyXI4HFXca2uoHPtKU6dO1bx58yQx9q5UOe5fffWVEhISlJCQoD//+c9yOByMO1ANkVPuQ065BzkFiULnppg/f74SEhK0YMECvffee1q5cqV+++03bdu2TdnZ2XI4HMrIyFBiYqJmzZp1wf6PPvqoFi9e7Iaee7758+dr0KBBkqSMjAzt37/fbGPsXafy//kpU6Zo9uzZWrFihaKiovTzzz8z7kA1RE65DznlHuQUJAqdG1ZcXKyCggK1adNGGRkZ8vHxkSSVl5fL19dXeXl5ioqKkiSFhoaqoKDggmOEh4crKyurSvttBZVj37p1a+Xn52v37t0aMGCA2c7Yu0bluPv4+CggIEDLli3T4MGDderUKTVv3pxxB6oZcsp9yCn3IKdQiULnBu3atUv33HOPJKl+/fqSpOXLl6u0tFQREREqLi6Wv7+/ub23t7cqKiqcjuHl5aXAwECnszy4ssqxP3bsmNLS0vTSSy/JMAyznbF3jcpx//XXX/Wf//xHCQkJeuedd/T5559r586djDtQzZBT7kNOuQc5hUre7u6Ap/v111/VoEEDSefX2r7yyiv64Ycf9Oabb0qS/Pz8VFJSYm5fUVEhL68L68sGDRro5MmTVdNpi6gc+6ysLJ08eVIjRozQsWPHdPbsWbVo0UL+/v6MvQtUjntAQICaNWumFi1aSJKioqK0Z88exh2oZsgp9yGn3IOcQiVmdG5QYGCgTp8+LUmaMmWKysrKlJ6ebi4N6NSpk3JyciRJ+fn5at269UWPc/r0aQUGBlZNpy2icuwHDx6sdevW6d1339XIkSMVGxuruLg4dezYkbF3gcpxb9q0qc6cOWNexJmXl6dWrVox7kA1Q065DznlHuQUKjGjc4NCQ0M1d+5c7d27V5mZmbrvvvs0ePBg2Ww2DRkyRD169FBubq65JrfygrfFixerbdu2ioyMlGEYOnr0qFq2bOnOt+JxKsf+Uhh716gc99q1a+vll1/WhAkTJEkdO3ZUdHS0DMNg3IFqhJxyH3LKPcgpVKLQuUF169ZVSEiIvLy8tHfv3otuM23atAuea9WqlWrXri1J2r59u3r16uXSflpR5dh//fXXCg4OliT17dvXbLfZbIy9C/x+3Lt27ao1a9Y4tTPuQPVCTrkPOeUe5BQqsXTtJhg3bpz+9re/XdM+wcHB6tKliyRp48aNevrpp13QM+sbN26cVq5ceU37MPY3jnEHPAs55T58XroH4w5Jshm/v/0HAAAAAFgAMzoAAAAALIdCBwAAAIDlUOgAAAAAsBwKHQAAAACWQ6FTDT300EMKCgoy/7Vr107du3fX4sWL3d21q7J+/XpFR0dfst1ut+uFF164ZHt0dLT+/ve/X7Tt0KFDCgoK0s8//3zD/bySwYMHa8GCBS5/nZvJE/sMwPOQU+TU9fLEPsNz8T061ZTdbldsbKwkqby8XDt37lRycrIaN26sxx57zM29uzKbzXbJtuTkZJcdu6ZbuHCh+R0AAOBK5NT1HbumI6dQlZjRqaZuvfVWBQYGKjAwUI0aNVJcXJzCw8O1efNmd3fthvn5+cnPz8/d3bCk2267Tbfccou7uwGgBiCncD3IKVQlCh0P4u3tLR8fH0lSSUmJkpOTFRERoXbt2ulPf/qTU7gEBQVpwYIFCg8P17BhwyRJ69atU69evdSuXTt17dpVKSkpqqiokHT+zNycOXM0YcIEdejQQY8++qi++eYbvf766+rcubMefPBBffLJJ+bxBw8eLLvdfsm+Goah9PR0hYeHq3PnzpozZ47Z9t9LAjIyMvTggw+qc+fOFyx7KC8v1/Tp09W5c2fFxMTos88+c2ovLi7WpEmTFBYWpsjISE2dOlUlJSWSpH/+85+Kjo7W6tWrFR0drS5duuiFF16Qw+G4pnGv7MecOXMUHR2tdu3a6aGHHjK/iOyjjz7S/fffr/LycnP77du3q0uXLjp37pwcDodmzpyp8PBwdenSRc8//7xOnDghSfrpp58UFBSk9PR03X///Vd1FnH//v0aNGiQOnbsqMjISM2ZM8f8Pf5+SUBQUJCCg4Od/tu9e3fzOOnp6erWrZvCwsI0YsQI/fDDD2ZbVlaWevfurfbt2+uRRx5RZmbmNY8ZgJqHnCKnJHIK1QeFjgcoLy/X5s2btWPHDj388MOSpFmzZqmwsFDvvPOO+QE2ZcoUlZWVmftt3bpVGRkZSk5OVl5enqZPn64JEybok08+0fTp05WZmekUOitWrFBYWJg2bNigW2+9VUOGDNGpU6e0evVqPfDAA5o6daq57cKFCy/7YXf06FF99913WrlypaZNm6Zly5YpJyfngu0+++wzpaamKjExURkZGcrPz9cvv/xitr/xxhvKycnRokWLNH/+fC1fvtxpf7vdrlOnTmnlypVavHixCgsLnYLtxIkT+vjjj7V06VLNmjVLmzdvvq4PwyVLlujTTz9VWlqasrKy9Pjjj+vll1/WsWPH9NBDD+ncuXPKzc01t8/KylLPnj1Vq1YtzZs3T7t379bixYu1YsUKGYahZ555xun4eXl5WrdunUaOHHnFviQlJalFixb68MMPNX/+fG3YsEFr1669YLvc3Fzt2LFDubm5yszM1O23327+MbF8+XJt2LBBc+fO1Zo1a9SsWTMNHTpUZ8+eVVFRkSZOnKihQ4dq06ZNevbZZzVlyhQVFhZe87gBqBnIKXLq98gpVBsGqp2YmBijffv2RocOHYwOHToYwcHBRqdOnYzXXnvN3Gb9+vXG/v37zccHDhwwgoKCjMOHDxuGYRht2rQxVqxYYbYXFBQYH374odPrPPXUU0ZaWpphGIYxefJk48knnzTbli9fboSEhBgOh8MwDMPYu3evERQUZBQVFV2x/5mZmca9995rlJSUmM/FxcUZixYtMl8rKSnJMAzDGDdunDF58mRzu6KiIiMkJMRYv369YRiGER4ebv5sGIaxbds2IygoyPjpp5+MQ4cOGUFBQcapU6fM9sOHDxtt2rQxjhw5YnzxxRdGUFCQ8e2335rtY8aMMf7yl79c8T0YhmEMGjTImD9/vmEYhpGdnW18+eWXZtvZs2eNNm3aGF988YVhGIYxceJE8304HA6jc+fOxr/+9S+jtLTUaNeunfH111+b+5aWlhqhoaHGl19+afb3008/vao+GYZh3Hfffca8efOMc+fOGYZhGHv27DF++umnC/pcqby83Bg4cKAxfvx487no6Gjjk08+MR9XVFQYDz/8sPH++++bv+ucnByz/R//+Idx+vTpq+4jAGsjp8ipyyGnUF1wM4JqavTo0erZs6ckycfHR3/4wx+cLm7s06ePsrOztWrVKhUWFqqgoECSzKlhSWrSpIn587333qs6deooLS1N3377rfbv369Dhw4pPDzc3KZp06bmz76+vmrQoIF5waCvr68kXfV0er169VS3bl3zsZ+fn86ePXvBdgcOHNCTTz7ptF9lv4uKilRUVKSgoCCzvV27dk77GoZxwZ1zvLy8VFhYKC8vrwvel5+fn9PU/dV6+OGH9fnnn2vOnDn6/vvvtWfPHtlsNp07d06SFBsbq6SkJJWXl2vHjh265ZZbFBYWpm+//VZlZWWKj4+XYRjm8RwOhw4ePKjGjRtLcv5dXUliYqJmzJihVatWqVu3burdu7fatm17ye1feeUVFRUVaenSpZKkM2fO6MiRI0pKSnLarqysTAcPHtRjjz2m2NhYjRw5UnfffbdiYmLUt29f+fv7X3UfAVgfOUVOXQo5heqCQqeaql+/vtMH339LSkpSfn6++vTpo4EDB6phw4YaMGCA0zaV66Sl81Pvo0ePVlxcnLp166axY8cqJSXFaftatWo5Pb6Ru8b897EkOX2AXu55b2/vS7b/vq28vFx169bV+++/f8ExGzZsqN27d0vSBXd3uVQ/Luf111/XmjVr9MQTT6hPnz5KSUlRTEyM2R4ZGSlvb2/l5uZq06ZN6tWrlySZAbNixYoLLmytV6+eTp06JZvNZgb01Rg4cKBiYmK0ZcsWffrppxo9erSeffZZjRkz5oJtP/74Y61evVqrV682A72yT6+//rpatmzptH1lSLz66qsaNmyYtmzZoq1bt2rlypVatGiRIiIirrqfAKyNnLp4OzlFTqH64BodD1RcXKyNGzdq3rx5Gjt2rLp3766TJ09KuvSH45o1a9S3b19Nnz5d/fr1U4sWLXTo0KHr+jC9mVq1aqWvvvrKfFxcXKzDhw9LOh+iDRo0cGrfu3ev+fM999yj0tJSnTt3Tk2bNlXTpk1VUVGh1NRUFRcX39R+rlq1Si+++KISExPVq1cv80LSSrVq1dIjjzyiLVu2aMeOHerdu7ek82fpvL29VVRUZPaxXr16Sk1Nva7vWKi8YFSSEhIStGTJEo0ePVoff/zxBdseOHBAycnJmjJlilq1amU+7+/vr8DAQP3yyy9mn5o0aaLXXntN33zzjb7//nvNnj1bwcHBGjNmjDIzM3Xfffc5XeQLAJdDTp1HTpFTcC9mdDxQnTp1VLduXW3atEmBgYEqLCzUjBkzJF16yj4gIED5+fnat2+fvLy89Ne//lXHjx+/pju7/D5sTp06pVq1at3w7TcTEhI0dOhQrVq1Sp07d9Ybb7zh1Kf4+HilpaXprrvukp+fn9NdcVq2bKnIyEglJSVpypQp8vHxMc/+NWjQQN9///0N9e33AgICtG3bNoWEhOiXX37RzJkzZbPZnPrau3dvDR8+XI0bNzaXLtx6663q16+fpk+frmnTpqlhw4Z67bXXtH//fjVv3lzHjh27phD38fFRXl6efv75Z02YMEHl5eXavn2701IJ6fy0f+UfFzExMTp+/LjZVr9+fT399NOaP3++6tevr9atW2vp0qXmd2DYbDatWrVKfn5+iouL0+HDh7Vv3z7z+zIA4ErIqfPIKXIK7sWMTjV0pal4b29vvV5o/+UAAAIDSURBVPrqq8rOzlbv3r01e/ZsjRo1So0aNTLPJP33McaOHWsuGxg2bJh8fX2VkJCgr7/++rr6NWbMGPOMzdXue7H3FRYWptmzZ2vJkiXq16+f7rjjDrVu3dpsHzVqlB5//HGNHz9ezz33nJ566imn/V999VU1b95cw4cP15AhQ3THHXdo4cKFV92vK/W5Umpqqvbv369HH31UdrtdPXv2VGhoqNOZu7CwMNWrV++CD1q73a6oqChNmDBB/fv3V1lZmd5++21zyca1Lr1YsGCBHA6HBgwYoEGDBunuu+/Wiy++6HSsgoICFRYW6oMPPlBERISioqIUGRmpqKgoHTlyRMOHD9fAgQM1Y8YM9enTR999953eeustNWzYUA0aNNCbb76prVu3KjY2VpMmTVJ8fLyeeOKJ6xpHANZDTpFTl0NOobqwGe6eEwYsorS0VA888IDWrl2rFi1auLs7AAA4IadQ07B0DbgJsrKytHXrVgUHBxMeAIBqh5xCTcSMDmqk1NRUrVmz5qJtNptNCQkJSkxMvOrjPfLII6qoqFB6errTBZXu7hcAwDORU8CNo9BBjfTrr79e9o43/v7+CggIqMIenVdd+wUAqFrVNQ+qa7+Ai6HQAQAAAGA53HUNAAAAgOVQ6AAAAACwHAodAAAAAJZDoQMAAADAcih0AAAAAFjO/wIvmM1y2XgqRAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Alpha and hidden_layer_sizes \n",
"# with hidden_layer_sizes, alpha, and solver set to best values\n",
"tmp = map_df[(map_df['activation'] == 'logistic') & \\\n",
" (map_df['learning_rate'] == 'constant') & \\\n",
" (map_df['solver'] == 'adam')]\n",
"\n",
"train_test_param_map(x_var_='hidden_layer_sizes', y_var_='alpha', map_df_=tmp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also see no variance across different numbers of hidden layers or alpha, given best other parameters."
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at variation over Alpha and solver \n",
"# with hidden_layer_sizes, alpha, and solver set to best values\n",
"tmp = map_df[(map_df['activation'] == 'logistic') & \\\n",
" (map_df['learning_rate'] == 'constant') & \\\n",
" (map_df['hidden_layer_sizes'] == (40,))]\n",
"\n",
"train_test_param_map(x_var_='solver', y_var_='alpha', map_df_=tmp)"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best accuracy: 80.677%\n",
"Best parameter(s): {'nn__activation': 'logistic', 'nn__alpha': 0.001, 'nn__hidden_layer_sizes': (40,), 'nn__learning_rate': 'constant', 'nn__random_state': 1234, 'nn__solver': 'adam'}\n"
]
}
],
"source": [
"print('Best accuracy: {:0.3f}%'.format(nn_gs.best_score_ * 100))\n",
"print('Best parameter(s): {}'.format(nn_gs.best_params_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We're using a differnt measure now, **f1**, which is the harmonic average of the **recall score** and **precision score**, so we can't directly compare it to prior runs, but we can still compare the confusion matrices values. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.40$ unhealthy people as being healthy, and this model labeled $2.97$ healthy. \n",
"\n",
"This is above average."
]
},
{
"cell_type": "code",
"execution_count": 234,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%capture --no-display\n",
"cross_validated_cm_generator(clf_=nn_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_=y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Voting Classifier \n",
"\n",
"As you can see from the summary table below, the best classifier so far has been a simple Logistic Regression classifier. None of the classifiers have achieved a recall score above 85%.\n",
"\n",
"Each of these different machine learning algorithms has a slightly different bias and may make different misclassifications. To smooth out this effect, the final classifier I'll explore is the **Voting Classifier** which trains a number of different kinds of classifiers, uses those different classifiers to make predictions about data, and treats those predictions as votes.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Performance Summary of Prior Classifiers "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"| Base Classifier | Best Parameters | Scaling | Recall Score | False Negative Avg | False Positive Avg |\n",
"| --------------- | --------------- | ------- | ------------ | ------------------ | ------------------ |\n",
"| Logistic Regression | C: 0.0001, penalty: L2 | yes | 0.7982 | 3.17 | 4.00 |\n",
"| SVC | C: 100, gamma: 0.01, kernel: rbf | yes | 0.7954 | 3.97 | 4.17 |\n",
"| Decision Tree | Criterion: Gini, max_depth: 5, min_samples_leaf: 1 | no | 0.7333 | 5.10 | 4.50 |\n",
"| K Nearest Neighbors | n_neighbors: 9, weights: uniform, metric: Manhattan | yes | 0.8222 | 3.23 | 3.37 |\n",
"| Naive Bayes | alpha: <= 1 | yes | 0.7963 | 3.17 | 3.93 |\n",
"| Naive Bayes | alpha: 10 | no | 0.7963 | 3.30 | 3.60 |\n",
"| Random Forest | Criterion: Gini, max_depth: 11, min_samples_leaf: 3, max_features: 6 | no | 0.7741 | 3.67 | 3.47 |\n",
"| AdaBoost | Algorithm: SAMME.R, base estimator: Naive Bayes, learning_rate: 0.1 | no | 0.7972 | 3.03 | 2.97 |\n",
"| AdaBoost | Algorithm: SAMME, base estimator: Logistic Regression, learining_rate: 0.1 | yes | 0.8120 | 3.13 | 3.17 |\n",
"| Stochastic Gradient Boosting | Criterion: MSE, learning_rate: 0.1, subsample: 0.7, max_depth: 8, max_features: 4 | yes | 0.8120 | 3.83 | 3.50 |\n",
"| Neural Network | activation: logistic, alpha: 0.001, hidden_layer_sizes: (40,), learning_rate: constant, solver: adam | yes | 0.8068 | 3.40 | 2.97 |"
]
},
{
"cell_type": "code",
"execution_count": 235,
"metadata": {},
"outputs": [],
"source": [
"logreg = LogisticRegression(C=0.0001, penalty='l2')\n",
"svm = SVC(C=100, gamma=0.01, kernel='rbf', probability=True)\n",
"dt = DecisionTreeClassifier(criterion='gini', max_depth=5, min_samples_leaf=1)\n",
"knn = KNeighborsClassifier(n_neighbors=9, weights='uniform', metric='manhattan')\n",
"bnb_s = BernoulliNB(alpha=1)\n",
"bnb = BernoulliNB(alpha=10)\n",
"rf = RandomForestClassifier(criterion='gini',max_depth=11, min_samples_leaf=3, max_features=6)\n",
"ada = AdaBoostClassifier(algorithm='SAMME.R',base_estimator=BernoulliNB(), learning_rate=0.1)\n",
"ada_s = AdaBoostClassifier(algorithm='SAMME', base_estimator=LogisticRegression(), learning_rate=0.1)\n",
"sgb = GradientBoostingClassifier(criterion='mse', learning_rate=0.1, subsample=0.7, max_depth=8, max_features=4)\n",
"nn = MLPClassifier(activation='logistic', hidden_layer_sizes=(40,), learning_rate='constant', solver='adam', alpha=0.001)"
]
},
{
"cell_type": "code",
"execution_count": 236,
"metadata": {},
"outputs": [],
"source": [
"clfs_w_scaling = [('logreg', logreg), \n",
" ('svm', svm), \n",
" ('knn', knn), \n",
" ('bnb_s', bnb_s),\n",
" ('ada_s', ada_s), \n",
" ('sgb', sgb), \n",
" ('nn', nn)]\n",
"clfs_w_o = [('dt', dt), \n",
" ('bnb', bnb), \n",
" ('rf', rf), \n",
" ('ada', ada)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Voting Classifier with Unscaled Data "
]
},
{
"cell_type": "code",
"execution_count": 237,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 2 candidates, totalling 60 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.4s\n",
"[Parallel(n_jobs=-1)]: Done 60 out of 60 | elapsed: 6.7s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('vc', VotingClassifier(estimators=[('dt', DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=5,\n",
" max_features=None, max_leaf_nodes=None,\n",
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
" min_samples_leaf=1, min_samples_split=2,\n",
" ...=50, random_state=None))],\n",
" flatten_transform=None, n_jobs=1, voting='hard', weights=None))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'vc__voting': ['hard', 'soft']}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 237,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('vc', VotingClassifier(estimators=clfs_w_o))]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'vc__voting':['hard','soft']}]\n",
"vc_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"vc_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'vc__voting': 'soft'}\n",
"Average Accuracy of the best model: 0.7740740740740739\n"
]
}
],
"source": [
"print(\"Best CV params\", vc_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(vc_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the voting classifier model uses soft voting, which takes predicted probabilities into account rather than just using hard voting."
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = vc_gs\n",
"vc_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'voting': grid_clf.cv_results_['param_vc__voting']} \n",
"\n",
"map_df = pd.DataFrame(vc_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 240,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
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"
mean_train_score
\n",
"
mean_test_score
\n",
"
voting
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
0.808625
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0.746296
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hard
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1
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0.867288
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0.774074
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soft
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"
],
"text/plain": [
" mean_train_score mean_test_score voting\n",
"0 0.808625 0.746296 hard\n",
"1 0.867288 0.774074 soft"
]
},
"execution_count": 240,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **Voting Classifier** consisting of all prior classifiers that used **unnormalized** data, used **soft voting**, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.70$ unhealthy people as being healthy, and this model labeled $3.47$ healthy.\n",
"\n",
"This is a rather underwhelming classifier."
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=vc_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_=y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Voting Classifier with Scaled Data "
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 2 candidates, totalling 60 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 6.2s\n",
"[Parallel(n_jobs=-1)]: Done 60 out of 60 | elapsed: 13.8s finished\n",
"C:\\Users\\mattt\\Anaconda3\\envs\\py36\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n",
" % self.max_iter, ConvergenceWarning)\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('vc', VotingClassifier(estimators=[('logreg', LogisticRegression(C=0.0001, class_weight=None, dual=False,\n",
" fit_intercept=True, intercept_scaling=1, max_iter=100,\n",
" multi_class='ovr', n_jobs=1, penalty='l2'...alse, warm_start=False))],\n",
" flatten_transform=None, n_jobs=1, voting='hard', weights=None))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'vc__voting': ['hard', 'soft']}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 242,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('vc', VotingClassifier(estimators=clfs_w_scaling))]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'vc__voting':['hard','soft']}]\n",
"vc_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"vc_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'vc__voting': 'hard'}\n",
"Average Accuracy of the best model: 0.812037037037037\n"
]
}
],
"source": [
"print(\"Best CV params\", vc_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(vc_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the voting classifier model uses hard voting, which simply tallies votes even if the predicted probability is just barely over 50%."
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = vc_gs\n",
"vc_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'voting': grid_clf.cv_results_['param_vc__voting']} \n",
"\n",
"map_df = pd.DataFrame(vc_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
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" \n",
"
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"
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"
mean_train_score
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"
mean_test_score
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"
voting
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"
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" \n",
" \n",
"
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0
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"
0.820258
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0.812037
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hard
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1
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0.873687
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0.798148
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],
"text/plain": [
" mean_train_score mean_test_score voting\n",
"0 0.820258 0.812037 hard\n",
"1 0.873687 0.798148 soft"
]
},
"execution_count": 245,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **Voting Classifier** consisting of all prior classifiers that used **normalized** data, used **soft voting**, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.10$ unhealthy people as being healthy, and this model labeled $3.50$ healthy.\n",
"\n",
"Regarding false negatives, this is the 2nd best classifier to this point. "
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%capture --no-display\n",
"cross_validated_cm_generator(clf_=vc_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_=y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Voting Classifier with Scaled Data (3 Best Classifiers) "
]
},
{
"cell_type": "code",
"execution_count": 248,
"metadata": {},
"outputs": [],
"source": [
"best_clfs = [('logreg', logreg),\n",
" ('bnb', bnb),\n",
" ('ada_s', ada_s)]"
]
},
{
"cell_type": "code",
"execution_count": 250,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting 30 folds for each of 2 candidates, totalling 60 fits\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 5.2s\n",
"[Parallel(n_jobs=-1)]: Done 60 out of 60 | elapsed: 6.2s finished\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=30, error_score='raise',\n",
" estimator=Pipeline(memory=None,\n",
" steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('vc', VotingClassifier(estimators=[('logreg', LogisticRegression(C=0.0001, class_weight=None, dual=False,\n",
" fit_intercept=True, intercept_scaling=1, max_iter=100,\n",
" multi_class='ovr', n_jobs=1, penalty='l2'...=50, random_state=None))],\n",
" flatten_transform=None, n_jobs=1, voting='hard', weights=None))]),\n",
" fit_params=None, iid=True, n_jobs=-1,\n",
" param_grid=[{'vc__voting': ['hard', 'soft']}],\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n",
" scoring='recall', verbose=4)"
]
},
"execution_count": 250,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"steps = [('scaler', StandardScaler()),\n",
" ('vc', VotingClassifier(estimators=best_clfs))]\n",
"pipeline = Pipeline(steps)\n",
"parameters = [{'vc__voting':['hard','soft']}]\n",
"vc_gs = GridSearchCV(pipeline, parameters, cv=30, return_train_score=True, scoring='recall', n_jobs=-1, verbose=4)\n",
"vc_gs.fit(X_train, y_train.values.reshape((y_train.size,)))"
]
},
{
"cell_type": "code",
"execution_count": 252,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best CV params {'vc__voting': 'hard'}\n",
"Average Accuracy of the best model: 0.812037037037037\n"
]
}
],
"source": [
"print(\"Best CV params\", vc_gs.best_params_)\n",
"print('Average Accuracy of the best model: {}'.format(vc_gs.best_score_))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the printout, we can see that the voting classifier model uses hard voting"
]
},
{
"cell_type": "code",
"execution_count": 253,
"metadata": {},
"outputs": [],
"source": [
"grid_clf = vc_gs\n",
"vc_grid_dict = {'mean_train_score': grid_clf.cv_results_['mean_train_score'],\n",
" 'mean_test_score': grid_clf.cv_results_['mean_test_score'], \n",
" 'voting': grid_clf.cv_results_['param_vc__voting']} \n",
"\n",
"map_df = pd.DataFrame(vc_grid_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hyperparameter Performance"
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
mean_train_score
\n",
"
mean_test_score
\n",
"
voting
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
0.811200
\n",
"
0.812037
\n",
"
hard
\n",
"
\n",
"
\n",
"
1
\n",
"
0.808603
\n",
"
0.796296
\n",
"
soft
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean_train_score mean_test_score voting\n",
"0 0.811200 0.812037 hard\n",
"1 0.808603 0.796296 soft"
]
},
"execution_count": 254,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The confusion matrices below are for the **Voting Classifier** consisting of the 3 best prior classifiers that used **normalized** data, used **hard voting**, and used parameters that were selected by the **recall** scoring measure rather than simple accuracy. Over the 30 runs and over a sample of 35 people, this model labeled (on average) $3.07$ unhealthy people as being healthy, and this model labeled $3.90$ healthy.\n",
"\n",
"Regarding false negatives, this is the 2nd best classifier to this point (beating the earlier voting classifier that took 2nd), but it produced more false positives than most other classifiers. Pretty excellent!"
]
},
{
"cell_type": "code",
"execution_count": 255,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_validated_cm_generator(clf_=vc_gs.best_estimator_, \n",
" X_train_=X_train,\n",
" y_train_=y_train.values.reshape((len(y_train),)), \n",
" class_labels=['No Heart Disease', 'Heart Disease'], \n",
" n_splits_=5, \n",
" n_reps_=6, \n",
" labels=[0,1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Final Observations \n",
"\n",
"After all of those classifiers, we found the best performance was observed AdaBoost classifier. We can reliably catch approximately 79% of all cases of Heart Disease based only on data, which is far better than random. I chose a fairly small data set for this notebook so that I could quickly prototype through a large number of classifiers and showcase the robust set of tools in the sklearn toolbox.\n",
"\n",
"In this notebook, we've:\n",
"* Visually explored the raw data\n",
"* Preprocessed the data into a format suitable for machine learning\n",
"* Built pipelines to ensure data used for model validation isn't used in training\n",
"* Produced simple classifiers, \n",
" * diagnosed problems with those classifiers, \n",
" * improved classifier performance by adjusting preprocessing steps, hyperparameters, and scoring metrics\n",
"* Interpreted classifier outputs and visually presented interpretable features"
]
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