{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Explainable Machine learning\n",
"The purpose of this notebook is to take a deep dive into methods for explaining black box models. You see a fair amount of machine learning models implemented online, but little attention is given to the explainability of such models to the users and stakeholders. In industry, more attention needs to be given to the output as users often want to know the reason for a specific prediction. For example, if you were to predict my salary based on features such as job title, work experience, location, etc. then I would like to know how they contributed to the final result. Is work experience more important than the job I apply for? Do you see the same relationship if you were make the prediction for someone else? In other words, which features are important in general and which are important specific to my prediction? \n",
" \n",
"Several methods will be discussed in detail, but a focus will be on Partial Dependency Plots and SHAP values as those are commonly used (relatively) simple to implement in businesses. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Table of Contents \n",
"\n",
"1. [Functions](#functions) \n",
" \n",
"2. [Preprocess Data](#preprocess) \n",
"\n",
" 2.1 [Load Data](#load)\n",
" \n",
" 2.2 [NaN Values (i.e., \" ?\")](#nan)\n",
" \n",
" 2.3 [Preprocessing Steps](#preprocessing)\n",
"3. [EDA](#eda) \n",
"\n",
" 3.1 [Categorical Variables](#categorical)\n",
" \n",
" 3.2 [Target Variable](#target)\n",
"4. [Modeling](#Modeling) \n",
"\n",
" 4.1 [Accuracy](#accuracy)\n",
" \n",
" 4.2 [F1-score](#f1)\n",
" \n",
" 4.3 [Balanced Accuracy](#balanced)\n",
"5. [Partial Dependency Plots (PDP)](#dpd) \n",
"\n",
" 5.1 [Assumptions](#accuracy)\n",
" \n",
" 5.2 [Correlation Matrix](#correlation)\n",
" \n",
" 5.3 [Correlation Matrix - One-hot encoding](#correlation-one)\n",
"\n",
" 5.4 [PDP - Single feature](#pdp-single)\n",
" \n",
" 5.5 [PDP - One-hot encoding](#pdp-one)\n",
" \n",
" 5.6 [PDP - Interaction](#pdp-interaction)\n",
"6. [Local Interpretable Model-agnostic Explanations (LIME)](#lime) \n",
" \n",
"6. [SHAP](#shap) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Functions \n",
"[Back to Table of Contents](#table)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Data Handling\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"# Interpretable ML\n",
"import shap\n",
"from pdpbox import pdp, get_dataset, info_plots\n",
"from lime.lime_tabular import LimeTabularExplainer\n",
"\n",
"# Models\n",
"from sklearn.model_selection import train_test_split, cross_val_score\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from xgboost import XGBClassifier\n",
"from lightgbm import LGBMClassifier\n",
"\n",
"# Visualization\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"\n",
"def load_data(path):\n",
" # Load in data\n",
" column_names = ['Age', 'Workclass', 'fnlwgt', 'Education', 'Education_num', \n",
" 'Marital_status', 'Occupation', 'Relationship', 'Race', 'Gender', \n",
" 'Capital_gain', 'Capital_loss', 'Hours/Week', 'Native_country', \n",
" 'Income_bracket']\n",
" raw_df = pd.read_csv(path, header=None, names=column_names)\n",
" return raw_df\n",
"\n",
"def preprocess_data(raw_df):\n",
" column_names = raw_df.columns\n",
" df = raw_df.copy() \n",
" \n",
" # Remove NaN (i.e., ?) values\n",
" for i in df.columns:\n",
" if ' ?' in df[i].unique():\n",
" df[i].replace(' ?', np.nan, inplace=True)\n",
" df.dropna(inplace=True)\n",
" \n",
" # Merge primary school values\n",
" primary = [' 1st-4th', ' 5th-6th', ' 7th-8th', ' 9th', ' 10th', ' 11th', ' 12th']\n",
" df['Education'] = df.apply(lambda row: \"Primary\" if row.Education in primary else row.Education, 1)\n",
"\n",
" # Get one-hot encoding of non-float/int columns\n",
" one_hot_encoded_columns = pd.get_dummies(raw_df[column_names[:-1]])\n",
" df = df.drop(column_names[:-1],axis = 1)\n",
" df = df.join(one_hot_encoded_columns)\n",
"\n",
" # Label income bracket and remove fnlwgt column\n",
" df.Income_bracket = df.Income_bracket.map({' <=50K':0, ' >50K': 1})\n",
" df = df.drop('fnlwgt', axis=1)\n",
" \n",
" # Rename occupation columns\n",
" columns_to_change = [i for i in df.columns if 'Occupation' in i]\n",
" columns_to_change_into = [\"O_\"+i.split(\"_\")[1] for i in df.columns if 'Occupation' in i]\n",
" columns_dict = {i: j for i, j in zip(columns_to_change, columns_to_change_into)}\n",
" df.rename(columns_dict, axis = 1, inplace=True)\n",
" \n",
" return df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Preprocess Data \n",
"[Back to Table of Contents](#table)\n",
"\n",
"I do some data preprocessing to make sure that it is all in the right format for making the predictions. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.1 Load Data \n",
"[Back to Table of Contents](#table)\n",
"\n",
"The raw data is loaded in with the right naming of the columns. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"raw_df = load_data(\"data.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 2.2 NaN Values (i.e., \" ?\") \n",
"[Back to Table of Contents](#table)\n",
"\n",
"However, some columns have a \"?\" in them which seems to be actually missing values. Thus, we need to replace those with NaNs and then drop them. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Workclass\n",
"Occupation\n",
"Native_country\n"
]
}
],
"source": [
"for i in raw_df.columns:\n",
" if ' ?' in raw_df[i].unique():\n",
" print(i)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4262 missing values in the data.\n"
]
}
],
"source": [
"raw_df.replace(\" ?\", np.nan, inplace=True)\n",
"print(\"{} missing values in the data.\".format(sum(raw_df.isnull().sum())))"
]
},
{
"cell_type": "markdown",
"metadata": {
"hide_input": true
},
"source": [
"#### 2.3 Preprocessing Steps \n",
"[Back to Table of Contents](#table)\n",
"\n",
"* Merge primary school values together (1st-4th, 5th-6th, 7th-8th, 9th, 10th, 11th, 12th)\n",
"* Some values have a \" ?\" which should be replaced by NaN\n",
"* Drop rows with NaN\n",
"* Apply one hot encoding\n",
"* Target (0 = <=50k, 1 = >50k)\n",
"* Drop fnlwgt"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
"df = preprocess_data(raw_df)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"# df.drop([\"Capital_gain\", 'Capital_loss', 'Marital_status_ Married-civ-spouse'], 1, inplace=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. EDA \n",
"[Back to Table of Contents](#table)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3.1 Categorical Features \n",
"[Back to Table of Contents](#table)\n",
"\n",
"Note that there are many categorical variables with each many categories. \n",
"I typically like to use one-hot encoding to make sure the data can be read correctly without assuming some sort of distance between categories. Fortunately, this is a small dataset which allows for the creation of many features. \n",
"If the data were bigger than I would cluster/chunk some categorical values together as those that happen infrequently are likely not too carry much predictive power. "
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" Income_bracket Age Education_num Hours/Week Workclass_ Federal-gov \\\n",
"0 0 39 13 40 0 \n",
"1 0 50 13 13 0 \n",
"2 0 38 9 40 0 \n",
"3 0 53 7 40 0 \n",
"4 0 28 13 40 0 \n",
"\n",
" Workclass_ Local-gov Workclass_ Never-worked Workclass_ Private \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 1 \n",
"3 0 0 1 \n",
"4 0 0 1 \n",
"\n",
" Workclass_ Self-emp-inc Workclass_ Self-emp-not-inc ... \\\n",
"0 0 0 ... \n",
"1 0 1 ... \n",
"2 0 0 ... \n",
"3 0 0 ... \n",
"4 0 0 ... \n",
"\n",
" Native_country_ Portugal Native_country_ Puerto-Rico \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" Native_country_ Scotland Native_country_ South Native_country_ Taiwan \\\n",
"0 0 0 0 \n",
"1 0 0 0 \n",
"2 0 0 0 \n",
"3 0 0 0 \n",
"4 0 0 0 \n",
"\n",
" Native_country_ Thailand Native_country_ Trinadad&Tobago \\\n",
"0 0 0 \n",
"1 0 0 \n",
"2 0 0 \n",
"3 0 0 \n",
"4 0 0 \n",
"\n",
" Native_country_ United-States Native_country_ Vietnam \\\n",
"0 1 0 \n",
"1 1 0 \n",
"2 1 0 \n",
"3 1 0 \n",
"4 0 0 \n",
"\n",
" Native_country_ Yugoslavia \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 \n",
"\n",
"[5 rows x 102 columns]"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 3.2 Target Variable \n",
"[Back to Table of Contents](#table)"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 22654\n",
"1 7508\n",
"Name: Income_bracket, dtype: int64"
]
},
"execution_count": 96,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Income_bracket.value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There is some inbalance with respect to the target variable. Thus, we need to be careful interpreting a simple accuracy measure as it does not take the inbalance into account. Instead, we can use F1-score or even balanced accuracy (macro-average recall). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Modeling \n",
"[Back to Table of Contents](#table)"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [],
"source": [
"# The join moved the target column (Income_bracket) to the beginning\n",
"X = df[df.columns[1:]]\n",
"y = df[df.columns[0]]\n",
"\n",
"# Train model\n",
"clf = LGBMClassifier(random_state=0, n_estimators=100)\n",
"fitted_clf = clf.fit(X, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 4.1 Accuracy \n",
"[Back to Table of Contents](#table)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.8701683441984965"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scores = cross_val_score(clf, X, y, cv=10); np.mean(scores)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 4.2 F1-score \n",
"[Back to Table of Contents](#table)\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.717601583598631"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scores = cross_val_score(clf, X, y, cv=10, scoring=\"f1\"); np.mean(scores)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 4.3 Balanced Accuracy \n",
"[Back to Table of Contents](#table)\n",
"\n",
"This basically balances the class weights to have equal impact when calculating the accuracy. \n",
"You can see it as the average of recall obtained on each class. "
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.8008365156368829"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"scores = cross_val_score(clf, X, y, cv=10, scoring=\"balanced_accuracy\"); np.mean(scores)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can clearly see the differences between scoring measures. \n",
"It is important to understand to spend sufficient time on validating the performance of your model. \n",
"You do not want to be surprised by poor results after you put the model into production (API, Flask application, Docker, etc.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Dependency Plot \n",
"[Back to Table of Contents](#table)\n",
"\n",
"Partial Dependency Plots (DPD) show the effect a feature has on the outcome of a predictive based model. \n",
"It marginalizes the model output over the distribution of features in order to extract the importance of the feature of interest. \n",
"This importance calculation is based on an important assumption, namely that the feature of interest is not correlated with all other features (except for the target). The reason for this is that it will show data points that are likely to be impossible. For example, weight and height are correlated but the PDP might show the effect of a large weight and very small height on the target while that combination is highly unlikely. This can be partially resolved by showing a rug at the bottom of your PDP. \n",
"\n",
"#### 5.1 Assumptions \n",
"[Back to Table of Contents](#table)\n",
"* The assumption of independence is the biggest issue with PD plots. It is assumed that the feature(s) for which the partial dependence is computed are not correlated with other features.\n",
"* When the features are correlated, we create new data points in areas of the feature distribution where the actual probability is very low (for example it is unlikely that someone is 2 meters tall but weighs less than 50 kg)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 5.2 Correlation Matrix \n",
"[Back to Table of Contents](#table) \n",
"Below the correlation matrix is shown between features to give an indication of whether the assumption of independence is violated or not. From these features one can conclude that there seems to be no violation seeing as features are not highly correlated. "
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# calculate the correlation matrix\n",
"corr = raw_df.corr()\n",
"\n",
"# plot the heatmap\n",
"sns.heatmap(corr, \n",
" xticklabels=corr.columns,\n",
" yticklabels=corr.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 5.3 Correlation - One-hot Encoding \n",
"[Back to Table of Contents](#table)\n",
"\n",
"However, the results might differ when we look into the one-hot encoded features. Since we isolate certain characteristics of a single feature by encoding it, new relationships might be discovered. Therefore, it would be worthwhile to at least check the correlations between encoded features. "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# calculate the correlation matrix\n",
"corr = df.corr()\n",
"\n",
"# plot the heatmap\n",
"sns.heatmap(corr, \n",
" xticklabels=corr.columns,\n",
" yticklabels=corr.columns)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clearly, showing the correlation matrix between these many does not work if there are only a few correlated features. Thus, instead I simply extract the features that have the highest absolute correlation by unstacking the correlation matrix and quicksorting it. "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
feature1
\n",
"
feature2
\n",
"
r
\n",
"
\n",
" \n",
" \n",
"
\n",
"
10709
\n",
"
Marital_status_ Married-civ-spouse
\n",
"
Relationship_ Husband
\n",
"
0.896502
\n",
"
\n",
"
\n",
"
10708
\n",
"
Relationship_ Husband
\n",
"
Marital_status_ Married-civ-spouse
\n",
"
0.896502
\n",
"
\n",
"
\n",
"
10707
\n",
"
Race_ White
\n",
"
Race_ Black
\n",
"
0.794808
\n",
"
\n",
"
\n",
"
10706
\n",
"
Race_ Black
\n",
"
Race_ White
\n",
"
0.794808
\n",
"
\n",
"
\n",
"
10705
\n",
"
Marital_status_ Never-married
\n",
"
Marital_status_ Married-civ-spouse
\n",
"
0.644862
\n",
"
\n",
"
\n",
"
10704
\n",
"
Marital_status_ Married-civ-spouse
\n",
"
Marital_status_ Never-married
\n",
"
0.644862
\n",
"
\n",
"
\n",
"
10702
\n",
"
Gender_ Male
\n",
"
Relationship_ Husband
\n",
"
0.581221
\n",
"
\n",
"
\n",
"
10700
\n",
"
Relationship_ Husband
\n",
"
Gender_ Female
\n",
"
0.581221
\n",
"
\n",
"
\n",
"
10701
\n",
"
Relationship_ Husband
\n",
"
Gender_ Male
\n",
"
0.581221
\n",
"
\n",
"
\n",
"
10703
\n",
"
Gender_ Female
\n",
"
Relationship_ Husband
\n",
"
0.581221
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" feature1 feature2 \\\n",
"10709 Marital_status_ Married-civ-spouse Relationship_ Husband \n",
"10708 Relationship_ Husband Marital_status_ Married-civ-spouse \n",
"10707 Race_ White Race_ Black \n",
"10706 Race_ Black Race_ White \n",
"10705 Marital_status_ Never-married Marital_status_ Married-civ-spouse \n",
"10704 Marital_status_ Married-civ-spouse Marital_status_ Never-married \n",
"10702 Gender_ Male Relationship_ Husband \n",
"10700 Relationship_ Husband Gender_ Female \n",
"10701 Relationship_ Husband Gender_ Male \n",
"10703 Gender_ Female Relationship_ Husband \n",
"\n",
" r \n",
"10709 0.896502 \n",
"10708 0.896502 \n",
"10707 0.794808 \n",
"10706 0.794808 \n",
"10705 0.644862 \n",
"10704 0.644862 \n",
"10702 0.581221 \n",
"10700 0.581221 \n",
"10701 0.581221 \n",
"10703 0.581221 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c = df.corr().abs()\n",
"s = c.unstack()\n",
"so = s.sort_values(kind=\"quicksort\")\n",
"df_corr = pd.DataFrame(so).reset_index().dropna()\n",
"df_corr.columns = ['feature1', 'feature2', 'r']\n",
"df_corr = df_corr[df_corr.r < 1].sort_values('r', ascending=False)\n",
"df_corr.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see some obvious correlated features such as Race_White and Race_Black. The encoding of features results in the creation of features that are almost by definition correlated simply because those categorical values can only take 1 value. Thus, if your Race isn't White, then you obviously are more likely to be Black. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 5.4 PDP - Single feature \n",
"[Back to Table of Contents](#table)\n",
"\n",
"The PDP plot for the feature \"Age\" shows that until the age of 50 there is a higher chance of earning more as a persons age increases. However, after the age of 50 we see this trend going the other direction, namely that age has a negative effect on the likelihood of earning more. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
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AwKaL9S6OQRA8LCkn6a8kbW/4UCj/wrhu6Qv3csOPF1b5Eo0vrFPR56blB60r62+SrpU/iiP5o3rLSev0F+71x+xc5etLzZ/LrCRFA5KWfO7sMr++fjroao+blvTXDc/vqZKeLmlsydeuLHmMpYPISr8Xjb9muWF26deoS0VfY+nvZUr+dNulNxqZjwZ56YnPV5IUBMG4pCsk/Vr02B/J5/NvarKm1Twkf4pr3XnyR9EAAACATRf7bfaja7M+Kek/N7z7hPxAoXw+f56k557hw98QPcYBSc+Xv6apIOmF0SmLyufzL5E/KtXT5LEKkn48n88/Kfp1PyZ/OtyXmvy6xudyqaLT79YiOsL0efkhVtH1dFdGHx6XlIkeU/LXc9V9StKr8/n8nujnb4zWv9S/SvrpfD7fH/389XriELrU7ZIui9YinX5K6XJ+MVr7U+VvyPHvkm6V9B8bTit9s6TbgyAoL/8QT1BRNBjn8/mXyj+3LwRB8Db5o41Xr/FxlvOP8qe9Kp/P75P0Ivlr8AAAAIBNF/uAFnmzTr+W6c8k7cnn8/dIukXSZ8/wcbvz+fxd8qfJ/acgCO6NTs27UdLf5PP5b0r6Xfkbi6x0tEiSFP26N8lfr/Zt+ZtfvCwIgokma/g9+YHw25J+R37AWY/XSvqJaK2/I+lYtJ4J+ZtmfDKfz39F0ZG46GOflvRHkj6Tz+fvlr/pxSsajtLVP++zkv6nojsVSuqXv/HHioIgOBE93oei39vzm6z/WdHnvV/SzwVBMCbpfZL+TdKX8/n89+SP8P1809+JRd+VNJfP578sP9x/R9K3o+fwTEl5yd+yP5/Pv3Edjyv5m8Bszefz34nW+JYgCH6wzscAAAAAzogLw2YHTGBJNOj9ShAEn9uAx3q6pGcGQfDfo5/fJOkZQRD83Nk+dvR4oaQdQRCc3IjHAwAAAFpdXLfZhw33SvqNfD5/o/ypjQ8pOr0PAAAAwLnHETQAAAAAMMLKNWgAAAAA0PYY0AAAAADACAY0AAAAADCCAQ0AAAAAjGBAAwAAAAAjGNAAAAAAwAgGNAAAAAAwggENAAAAAIxgQAMAAAAAIxjQAAAAAMAIBjQAAAAAMIIBDQAAAACMYEADAAAAACMY0AAAAADACAY0AAAAADCCAQ0AAAAAjGBAAwAAAAAjGNAAAAAAwAgGNAAAAAAwggENAAAAAIxgQAMAAAAAIxjQAAAAAMAIBjQAAAAAMIIBDQAAAACMYEADAAAAACMY0AAAAADACAY0AAAAADCCAQ0AAAAAjGBAAwAAAAAjGNAAAAAAwAgGNAAAAAAwggENAAAAAIxgQAMAAAAAIxjQAAAAAMAIBjQAAAAAMIIBDQAAAACMYEADAAAAACMY0AAAAADACAY0AAAAADCCAQ0AAAAAjGBAAwAAAAAjGNAAAAAAwAgGNAAAAAAwggENAAAAAIxgQAMAAAAAIxjQAAAAAMAIBjQAAAAAMIIBDQAAAACMYEADAAAAACMY0AAAAADACAY0AAAAADCCAQ0AAAAAjGBAAwAAAAAjGNAAAAAAwAgGNAAAAAAwggENAAAAAIxgQAMAAAAAIxjQAAAAAMAIBjQAAAAAMIIBDQAAAACMYEADAAAAACMY0AAAAADACAY0AAAAADCCAQ0AAAAAjGBAAwAAAAAjGNAMcM4Nx70GrI5GttHHNvrYRh/7aGQbfWxLYh8GNBv64l4AmqKRbfSxjT620cc+GtlGH9sS14cBzYaRuBeApmhkG31so49t9LGPRrbRx7bE9WFAs2FP3AtAUzSyjT620cc2+thHI9voY1vi+jCg2XAy7gWgKRrZRh/b6GMbfeyjkW30sS1xfRjQbOiOewFoika20cc2+thGH/toZBt9bEtcHwY0G7bGvQA0RSPb6GMbfWyjj300so0+tiWujwvDMO41tD3nXHcYhnNxrwMro5Ft9LGNPrbRxz4a2UYf25LYhyNoNhyMewFoika20cc2+thGH/toZBt9bEtcHwY0GxI11bcpGtlGH9voYxt97KORbfSxLXF9OtbySdls9hmS/qhQKPzokve/TNJbJVUkvb9QKPzPDV9hexiPewFoika20cc2+thGH/toZBt9bEtcn6ZH0LLZ7K9L+kstuQNKNpvtlPQnkl4o6bmSbsxms7s3Y5FtgN83+2hkG31so49t9LGPRrbRx7bE9VnLKY4/kPSKZd5/iaT7CoXCWKFQmJf0eUnXb+Ti2siJuBeApmhkG31so49t9LGPRrbRx7bE9Wl6imOhUPhYNps9tMyH+iRNNPz8lKT+5R7jlltuuVHSjZI0Pj7+oZtuuukTko5KGpaUkfSg/AV8k/KnSw5JOiJpl/wQeUTSfi0eohyQ9LCkvZJqko5HPx6NnlNfw2POSxqR30X8pPyRwK0NH5+LHne3fMAtknobPj4jaVrSDknHoq/d3fDxqegxtp/FczrPObejxZ5Tq3Xqdc51tthzaqVOir6HWuk5tVKnS51zx1vsObVSp0udc19rsefUap12Rn/GtdJzaqVOP+Kcu7fFnlMrdTrgnPuStecUhuE9WsGabrMfDWh/UygUrm1431Mk/WGhUHhJ9PM/kXRHoVD4u6YPiNM45w6vFgnxo5Ft9LGNPrbRxz4a2UYf25LYZ003CVnB9yRdlM1mh+Sn1edI+uMNWVX7eTDuBaApGtlGH9voYxt97KORbfSxLXF91n2b/Ww2+5psNntjoVBYkHSTpE9J+qL8XRyPbPQC20Ti9mdoQzSyjT620cc2+thHI9voY1vi+qzpFEdsLufc/jAMH457HVgZjWyjj230sY0+9tHINvrYlsQ+bFRtw3TcC0BTNLKNPrbRxzb62Ecj2+hjW+L6MKDZsCPuBaApGtlGH9voYxt97KORbfSxLXF9GNBsOBb3AtAUjWyjj230sY0+9tHINvrYlrg+DGg2DMS9ADRFI9voYxt9bKOPfTSyjT62Ja4PA5oN3XEvAE3RyDb62EYf2+hjH41so49tievDXRwNcM51h2E4F/c6sDIa2UYf2+hjG33so5Ft9LEtiX04gmZD4vZnaEM0so0+ttHHNvrYRyPb6GNb4vowoNkwFfcC0BSNbKOPbfSxjT720cg2+tiWuD4MaDYk6rBrm6KRbfSxjT620cc+GtlGH9sS14cBzYbtcS8ATdHINvrYRh/b6GMfjWyjj22J68OAZsPRuBeApmhkG31so49t9LGPRrbRx7bE9WFAs2E47gWgKRrZRh/b6GMbfeyjkW30sS1xfRjQbMjEvQA0RSPb6GMbfWyjj300so0+tiWuD/ugGZDE/RnaDY1so49t9LGNPvbRyDb62JbEPhxBsyFx+zO0IRrZRh/b6GMbfeyjkW30sS1xfRjQbJiMewFoika20cc2+thGH/toZBt9bEtcHwY0GypxLwBN0cg2+thGH9voYx+NbKOPbYnrw4Bmw1DcC0BTNLKNPrbRxzb62Ecj2+hjW+L6MKDZcCTuBaApGtlGH9voYxt97KORbfSxLXF9GNBs2BX3AtAUjWyjj230sY0+9tHINvrYlrg+DGg20ME+GtlGH9voYxt97KORbfSxLXF92AfNAOdcbxiGM3GvAyujkW30sY0+ttHHPhrZRh/bktgncRNli9of9wLQFI1so49t9LGNPvbRyDb62Ja4PgxoNozHvQA0RSPb6GMbfWyjj300so0+tiWuDwMaAAAAABjBgGbDQNwLQFM0so0+ttHHNvrYRyPb6GNb4vpwkxADknjxYruhkW30sY0+ttHHPhrZRh/bktiHI2g27I17AWiKRrbRxzb62EYf+2hkG31sS1wfBjQbanEvAE3RyDb62EYf2+hjH41so49tievDgGbD8bgXgKZoZBt9bKOPbfSxj0a20ce2xPVhQLMhcYde2xCNbKOPbfSxjT720cg2+tiWuD4MaDaMxr0ANEUj2+hjG31so499NLKNPrYlrg8Dmg0dcS8ATdHINvrYRh/b6GMfjWyjj22J68OAZkNf3AtAUzSyjT620cc2+thHI9voY1vi+rAPmgHOue4wDOfiXgdWRiPb6GMbfWyjj300so0+tiWxD0fQbDgY9wLQFI1so49t9LGNPvbRyDb62Ja4PgxoNszHvQA0RSPb6GMbfWyjj300so0+tiWuDwOaDSNxLwBN0cg2+thGH9voYx+NbKOPbYnrw4Bmw564F4CmaGQbfWyjj230sY9GttHHtsT1YUCz4WTcC0BTNLKNPrbRxzb62Ecj2+hjW+L6MKDZ0B33AtAUjWyjj230sY0+9tHINvrYlrg+DGg2bI17AWiKRrbRxzb62EYf+2hkG31sS1wf9kEzIIn7M7QbGtlGH9voYxt97KORbfSxLYl9OIJmQ+L2Z2hDNLKNPrbRxzb62Ecj2+hjW+L6MKDZkKipvk3RyDb62EYf2+hjH41so49tievDgGbDeNwLQFM0so0+ttHHNvrYRyPb6GNb4vowoNmwO+4FoCka2UYf2+hjG33so5Ft9LEtcX06mn1CNptNSXqPpCsklSW9oVAo3Nfw8V+T9GpJNUn/rVAofHyT1trKTsS9ADRFI9voYxt9bKOPfTSyjT62Ja7PWo6g/ZSk7kKhcJ2k35T0jvoHstnsgKQ3S7pO0gsl/elmLLINbIl7AWiKRrbRxzb62EYf+2hkG31sS1yftQxoz5Z0qyQVCoU7JT294WPTkh6Uf+Jb5I+iYf16414AmqKRbfSxjT620cc+GtlGH9sS16fpKY6S+iRNNPy8ms1mOwqFQiX6+cOSvispLekPlnuAW2655UZJN0rS+Pj4h2666aZPSDoqaVhSRn7IOyhpUlJF0pCkI5J2yQ+RRyTt1+JFfgPR190rPxQej348Gj2nvobHnJc0ImmPpJPyu4lvbfj4XPS4u+UPgW6RD1n/+Iz8ILpD0rHoa3c3fHwqeoztZ/GcZp1zh1vsObVap1nn3K4We06t1Omx6HuolZ5TK3VKOecuarHn1EqdMs65rS32nFqt03T0Z1wrPadW6pRxzu1psefUUp2cc93WnlMYhvdoBU03qs5ms++UdGehUPho9PNHCoXCvujHL5f0XyS9OPr0T0l6S6FQ+PKqD4rTOOcOrxYJ8aORbfSxjT620cc+GtlGH9uS2GctpzjeIeklkpTNZq+V9K2Gj41JmpVULhQK9elwYKMX2QZm4l4AmqKRbfSxjT620cc+GtlGH9sS12ctpzh+XNILstnsFyQ5Sa/LZrM3SbqvUCj8Uzabfb6kO7PZbE3S5yV9ZvOW27Km414AmqKRbfSxjT620cc+GtlGH9sS16fpKY7YfEk89NpuaGQbfWyjj230sY9GttHHtiT2YaNqG47FvQA0RSPb6GMbfWyjj300so0+tiWuDwOaDVy3Zx+NbKOPbfSxjT720cg2+tiWuD4MaDZ0x70ANEUj2+hjG31so499NLKNPrYlrg/XoBngnOsOw3Au7nVgZTSyjT620cc2+thHI9voY1sS+3AEzYaDcS8ATdHINvrYRh/b6GMfjWyjj22J68OAZsNU3AtAUzSyjT620cc2+thHI9voY1vi+jCg2ZCow65tika20cc2+thGH/toZBt9bEtcHwY0G7bHvQA0RSPb6GMbfWyjj300so0+tiWuDwOaDUfjXgCaopFt9LGNPrbRxz4a2UYf2xLXhwHNhuG4F4CmaGQbfWyjj230sY9GttHHtsT1YUCzIRP3AtAUjWyjj230sY0+9tHINvrYlrg+7INmQBL3Z2g3NLKNPrbRxzb62Ecj2+hjWxL7cATNhsTtz9CGaGQbfWyjj230sY9GttHHtsT1YUCzYTLuBaApGtlGH9voYxt97KORbfSxLXF9GNBsqMS9ADRFI9voYxt9bKOPfTSyjT62Ja4PA5oNQ3EvAE3RyDb62EYf2+hjH41so49tievDgGbDkbgXgKZoZBt9bKOPbfSxj0a20ce2xPVhQLNhV9wLQFM0so0+ttHHNvrYRyPb6GNb4vowoNlAB/toZBt9bKOPbfSxj0a20ce2xPVhHzQDnHO9YRjOxL0OrIxGttHHNvrYRh/7aGQbfWxLYp/ETZQtan/cC0BTNLKNPrbRxzb62Ecj2+hjW+L6MKDZMB73AtAUjfYa3EcAACAASURBVGyjj230sY0+9tHINvrYlrg+DGgAAAAAYAQDmg0DcS8ATdHINvrYRh/b6GMfjWyjj22J68NNQgxI4sWL7YZGttHHNvrYRh/7aGQbfWxLYh+OoNmwN+4FoCka2UYf2+hjG33so5Ft9LEtcX0Y0Gyoxb0ANEUj2+hjG31so499NLKNPrYlrg8Dmg3H414AmqKRbfSxjT620cc+GtlGH9sS14cBzYbEHXptQzSyjT620cc2+thHI9voY1vi+jCg2TAa9wLQFI1so49t9LGNPvbRyDb62Ja4PgxoNnTEvQA0RSPb6GMbfWyjj300so0+tiWuDwOaDX1xLwBN0cg2+thGH9voYx+NbKOPbYnrwz5oBjjnusMwnIt7HVgZjWyjj230sY0+9tHINvrYlsQ+HEGz4WDcC0BTNLKNPrbRxzb62Ecj2+hjW+L6MKDZMB/3AtAUjWyjj230sY0+9tHINvrYlrg+DGg2jMS9ADRFI9voYxt9bKOPfTSyjT62Ja4PA5oNe+JeAJqikW30sY0+ttHHPhrZRh/bEteHAc2Gk3EvAE3RyDb62EYf2+hjH41so49tievDgGZDd9wLQFM0so0+ttHHNvrYRyPb6GNb4vowoNmwNe4FoCka2UYf2+hjG33so5Ft9LEtcX3YB82AJO7P0G5oZBt9bKOPbfSxj0a20ce2JPbhCJoNidufoQ3RyDb62EYf2+hjH41so49tievDgGZDoqb6NkUj2+hjG31so499NLKNPrYlrg8Dmg3jcS8ATdHINvrYRh/b6GMfjWyjj22J68OAZsPuuBeApmhkG31so49t9LGPRrbRx7bE9WFAs+FE3AtAUzSyjT620cc2+thHI9voY1vi+jCg2bAl7gWgKRrZRh/b6GMbfeyjkW30sS1xfTqafUI2m01Jeo+kKySVJb2hUCjc1/DxF0sKop/eJemXC4UC9+5fn964F4CmaGQbfWyjj230sY9GttHHtsT1WcsRtJ+S1F0oFK6T9JuS3lH/QDab3Sbp/5f00kKhcK2kByRt34R1troH414AmqKRbfSxjT620cc+GtlGH9sS12ctA9qzJd0qSYVC4U5JT2/42DMlfUvSO7LZbFHS8UKhkLjzPA1I3P4MbYhGttHHNvrYRh/7aGQbfWxLXJ+mpzhK6pM00fDzajab7SgUChX5o2XPk3SlpClJxWw2+8VCoXBv4wPccsstN0q6UZLGx8c/dNNNN31C0lFJw5Iy8pPtQUmTkiqShiQdkbRLfog8Imm/Fm+TOSDpYUl7JdUkHY9+PBo9p76Gx5yXNCJpj6STkrolbW34+Fz0uLvlLyLcIn8otP7xGUnTknZIOhZ97e6Gj09Fj7H9LJ5Tr3PucIs9p1br1Ouc29Viz6mVOtWi76FWek6t1GmHc67WYs+plTrtds612nNqtU7d0Z9xrfScWqnTbudcqz2nVuq02zln7jmFYXiPVuDCcPXLxbLZ7Dsl3VkoFD4a/fyRQqGwL/rxi+SvOXtZ9PN3Sbqj/rlYG+fcUBiGo3GvAyujkW30sY0+ttHHPhrZRh/bkthnLac43iHpJZKUzWavlT+lse5rki7PZrPbs9lsh6RrJX13w1fZ+nbEvQA0RSPb6GMbfWyjj300so0+tiWuz1qOoNXv4vgUSU7S6+QHtvsKhcI/ZbPZV0l6S/TpHy0UCn+0iettSc65/jAMJ5p/JuJCI9voYxt9bKOPfTSyjT62JbFP0wENm885dzAMw8TdYaad0Mg2+thGH9voYx+NbKOPbUnsw0bVNnTHvQA0RSPb6GMbfWyjj300so0+tiWuD0fQDHDOdYdhOBf3OrAyGtlGH9voYxt97KORbfSxLYl9OIJmQ+L2Z2hDNLKNPrbRxzb62Ecj2+hjW+L6MKDZMBX3AtAUjWyjj230sY0+9tHINvrYlrg+DGg2JOqwa5uikW30sY0+ttHHPhrZRh/bEteHAc2G7XEvAE3RyDb62EYf2+hjH41so49tievDgGbD0bgXgKZoZBt9bKOPbfSxj0a20ce2xPVhQLNhOO4FoCka2UYf2+hjG33so5Ft9LEtcX0Y0GzIxL0ANEUj2+hjG31so499NLKNPrYlrg/7oBmQxP0Z2g2NbKOPbfSxjT720cg2+tiWxD4cQbMhcfsztCEa2UYf2+hjG33so5Ft9LEtcX0Y0GyYjHsBaIpGttHHNvrYRh/7aGQbfWxLXB8GNBsqcS8ATdHINvrYRh/b6GMfjWyjj22J68OAZsNQ3AtAUzSyjT620cc2+thHI9voY1vi+jCg2XAk7gWgKRrZRh/b6GMbfeyjkW30sS1xfTriXgAkSbskTcW9CKyKRrbRZ5PliqW0pE75vzfq/01Jqq7wVrn5+ovrtwmmj230sY9GttHHtsT1YUCzgSOZ9tHINvqcgVyx1DhsNf63R1J3w3+7dQa/x7liqSpp4bo3/9bOXLE0IGlB0vyS/6424NXO5vlhzfj+sY9GttHHtsT1YR80A5xzvWEYzsS9DqyMRrbRx8sVS05PHLY65DfpXDp0dUlyKzxUZclbVdKZ/GXhJKXHH7q/Z+DAkxa0eNQtJSm9ytevC/XEga7xv/NaZcCTVGs4iocV8P1jH41so49tSezDgGaAc+5wGIb3xL0OrIxGtrVyn1yxlNLyQ1eXTh+6uuQHseWGnlCnD1v1H58TX//rvzh41WtvfPAMf3laiwNd/b/1H6/lX0UXtPKAV9bKA97S0zRbVit//7QKGtlGH9uS2IdTHG0Yj3sBaIpGtiWqT3Q913JD19LTCrujjy2nptOHrhlJpzZ14Weof9+Bs1lXfVhaOMNf33jErlPSNp0+7DUKtWTArZ+mqcUjdo1DXlmLv/9JPk0zUd8/bYpGttHHtsT1YUADgA0UnWbYqcUjWl2StkZvvfJD19LBoK7xCFdVfuBKwgt8y2paHGbPhNPiQNctaYtOH/AaB7rlBryK/Cap9bdZSXOSyu1wdA4AsH4MaDYMSDoe9yKwKhrZdk77RDfXaBzAtsgPYPX/Ln3RXtHiqXbjOrPruRJr4pGHtkkajXsdZ6je70yl5P8/2SvpUOPj5oqlU5Imorc5RcNbDEfd+PPNPhrZRh/bEteHa9AMSOLFi+2GRrZtdJ/ouq8uLQ5hPVo8CrZV/ghZ4x+ejQPYgtpsAGtm9Iff7x46/6K5uNdhjJP/f6s+5NffV5M/XXVSfnCbUTS83Xz9xZty3SB/vtlHI9voY1sS+3AEzYa9kr4f9yKwKhrZtq4+0WmI9RfGGflT1xoHsK6GT3fypxvOyw9ik+K0w3V5+Iu37xg6/6KH416HMaH8NWxlPfHawU5Jg/J799RvhOJyxdKcFge3KfnBbe7m6y8un+Va+PPNPhrZRh/bEteHAc0GXuzZRyPbntAnVyzVrwOrD2H14WuL/LVgKZ1+pKt+E4hZGb3ZRlK5jjRHFNenfiR2qQ75/38H1fD3d3Qjk/rgNqlocJMf3tbye8+fb/bRyDb62Ja4PpziaIBzbmsYhona4bzd0Mie6DqwjKSu73/mnwcuesHLJH+Hvi1avJFDo4oW7753pncExBk4cc93enYcvmw27nW0sPp1bl06/a6fofyRtkn5ax/rNyiZu/n6i6v1T+LPN/toZBt9bEtiH46g2bBXUqL2Z2hDNDrHotMQu5a8bdPiUbD6nl9hZW5un6QH1cY34rDskS/fsXPH4cvOdB80NFfT4lGzpTKShuX/DHtcrliaVXTU7eCzs7tyxdJ35Ac3/vHCJv4Oso0+tiWuDwOaDUm9u1k7odE5kCuWeiT1Sdopf/1NhxYHrVCLR8Cm5V9cSpJ6BoYqSuA+J+1i8NAFE3GvoY3VT91d+q/HHfLfa9uf8nM3DEvql6RcsTSvxS0BTmnxqNs82wLEir+DbKOPbYnrw4BmAx3so9EmiK4T65P/F/7d8teG1W+eMKE1njdemZulj2H0Mam+yfn09GPH0pJORu9Py9+1dED+z736lhGVhm0Bll7nlrjrOxKI7yHb6GNb4vokbsEtqk/S0bgXgVXRaANEt6/fJv/ib7f8zQ7q+0xNR2/rdurYo1u0+AITxtDHtiV9qvJHzZZeM1g/5XiPpANaHNzCXLFUv85tQqdf57Yp2wK0Kf4Oso0+tiWuDzcJMcA51x2GIXsEGUajMxNdR9YrP5Ttlj91MSV/ZGxay18zs24TjzyU6d93YH4jHgsbjz62bUCfxv3cGjdpL8ufejyhxe/3uZuvv5j/F9aJv4Nso49tSezDETQbDiphFy+2IRqtUa5Yqt/MY7v8UNYtf5RsTv488A3/V6H7b7t1z1WvvZGbUBhFH9s2oE/T69zUcFfVXLFU309wXP46t/rpkmWuc1sRfwfZRh/bEteHAc0G/jXRPhqtIFcspeUHskH505/6og/Ny/+r+abvKdbZ28ud5wyjj22b2Ofx69yWvL++LcABnf46pBadLjmhJ54u2e7XufF3kG30sS1xfRjQbBiJewFoikaR6LTFLfKD2G75fx1PyV+7Mi3pxLle047Dl3GXQMPoY1sMfVbaFsDJD247Je3T4mbyYa5YmtHidW4zioa3NrrOjb+DbKOPbYnrw4Bmwx413DIcJrV1o1yx1C0/kO2Qv/19Rv5F1qw26bTF9Xj061/Zvuvyq87oBiPYfPSxzVCf+h1cy8t8rFP+KP0u+cHNyQ9uZS0OblPyQ99sC17n1tZ/ByUAfWxLXB8GNBu4u5l9bdUoVyzVrx0Zkj9KtlWL+5BNyR8tM2P4oovZA80w+tiWkD71TeiX6pA/oj+oxdc0LrrOrb4lwNJtAZJ4nVtb/R2UQPSxLXF9GNBs6I57AWiqpRtFt7/fKj+U7ZEfzKQYT1tcj7mx0Uzca8DK6GNbwvvUr3ObWfL++nVueyUdanh/fVuAcfnBrfE6N1P/8LRES/8d1ALoY1vi+jCg2bA17gWgqZZrlCuWeuQHsl3y13x0yJ+2OKOE/WvT9MnHeuNeA1ZGH9tatM9K17lJi9e57W98Z65YmpUf2sbk/xysD24WbnLTcn8HtRj62Ja4PuyDZkAS92doN0lvFN3Yo0f+D6kh+aGsJ/rwrPyLkcTeJY19tmyjj230eVyH/F5uXfLbAtRfIM1r8VTJxtMl58/V6ZJJ/zuo1dHHtiT24QiaDYnbn6ENJapRdMriFvmBbIf8nRbrpzGV5QeypXsWJRb7bNlGH9vo87iVtgVIy/+D1oD8zUokP7xVc8XSKS1e6zYn/w9e5U3YFiBRfwe1IfrYlrg+DGg2JGqqb1OmG0U39ahfQ7ZD0rCiu5zJD2Tmbuyxkbq29S131zcYQR/b6NNUVX7wml3yfid/tG2P/J5uLnqr7+dWv7tk/Tq32bO4zs3030Ggj3GJ68OAZkMS7qDV7kw1yhVLXfID2YD8tRT1zaFD+aNjsd/6/lwaPP/Cljka2IroYxt9zlio1a9zG5Z0nvzQJum069wm5I/U1a9za3aKqam/g/AE9LEtcX0Y0GzYLf+HNeyKrdEy14/t1OL1YxX5f51N1E09Ntqxu+8a3nPF03mRaRR9bKPPppjX4rYkjepbmGyXP3VSkhRtCzAp/0LylBYHv3J0nRuvE2yjj22J68OAZoPpW5hD0jls1HDL+8brx+rfq/PyR8gsbCprxvbDl47FvQasjD620eecWuk6t/q2AAd0+muzMFcsnXrB7/2ZcsXSeTp9P7fE3tipBfE6zrbE9WFAs2GL/ClpsGvTGuWKpU6dfv3YkE6/fuyUWvj6sY0w/djRHvl/fYZB9LGNPiastC2Ak5SpVRb2StqmxdMlw1yxNKPlT5esnJslowGv42xLXB8GNBtacQ+aVrNhjXLFUreWv36svgdZW10/thFmx8YStwllO6GPbfQxLZRUnjzycFXSyJKPdUoalN82pX66ZJgrlspaHNymFN2kZA3XueHM8TrOtsT1YR80A5K4P0O7OdNG0fVjvfID2bD8QFZ/MbSg6JbMG7XOdsU+TrbRxzb62LfORh3yp0tmoh/Xj7otaPn93ObO1X5urYrXcbYlsU/TI2jZbDYl6T2SrpB/IfmGQqFw3zKf86+S/rFQKLx3Mxba4hK3P0MbWlOjXLGU1uL+Yzt1+vVj9f3HTm3SGtsW+zjZRh/b6GPfOhvVr3ObWfL++nVueyUdanh/uGQ/t/q2AHNnsS1Au+F1nG2J67OWUxx/SlJ3oVC4LpvNXivpHZJ+csnn/J78dTM4M0v/EIU9qzbKFUs98rdTPl/++6p+++UJ+VMXsYl6BgcT9S9j7YY+ttHHvg1qtNJ1bpLfz22npP2N74y2BRiX/7tsRouD28IGrKeV8DrOtsT1WcuA9mxJt0pSoVC4M5vNPr3xg9ls9mfkv+k/ufHLaxvckc++ZRvliqU++btu7ZP/PhgXN/Q457bs3LN0A1kYQh/b6GPfOWhU1uJNqRp1aPE6t1T9nbliaV6L17k1bgsw36anS/I6zrbE9VnLgNan0/cOqGaz2Y5CoVDJZrOXS3qNpJ+R9NaVHuCWW265UdKNkjQ+Pv6hm2666ROSjspfk5OR9KD84cdJ+cPyQ5KOaPEPhCPy/6pT32huQNLD8ofpa5KORz8e1eIeI/XHnJe/sHaP/F5R9Rs01D8+Fz3ubvnbcG6Rv2ao/vH6Lc13SDoWfe3uho9PRY+x/Sye0wXOuZEWe06t1mnYOfcDSQPdg0MP77r0isvOe+q1e/df+xz36F139vUO7zxSmZ1Jnzr26L4nPe9FR++/7dY9nb29CzsOXzbx6Ne/sn34oovH58ZGM9MnH+utf7xrW1958PwLp47dfdfw9sOXjk0/drRndmysu/7xnsHBuS0798yevOe7g7uf8tSRsR/et7V8arKr/vEt23fOdA8OzY98vzRw3lVXnzxxz3f6F2ZmOusf37b7vOmO7p7K2AM/6N93zbMeO/rNrwyHlarbf91zTjz4+dt29e87cEqSJh55aNvBZz/v+MNfvH2H60iHe664euSRL9+xc/DQBROVudmOU8ce3WL9Oc1NjHefvOe7g630nFqp072f/IeLR++752grPadW6vT9z/zLJd39g99opefUap2OfvNre07e893JGJ9TZ+Nz6h3e3tl33v7usQd/cPmuy66cnHj4ga3lqVOZ/c+4/tFr3/T+renOzuNhrTby0J23927ZsevBH37uU1sXZmc6W/h1xDXOuW+22HNqpU6HnXOfs/acwjBc8bTLpjcJyWaz75R0Z6FQ+Gj080cKhcK+6Mdvl/Rc+fOVD0ULfHOhULh11QfFaZxz/WEYJmoDvXbjnOu/8fbvTct/w18k/83FfmRGHP3mV7ey0a5d9LGNPvYlqJGTP10yI3+XyZT8Kf+h/Avn+lG3WS3eXTLxZ53wOs62JPZZyxG0OyS9TNJHo2vQvlX/QKFQ+PX6j7PZ7NskHWM4OyMDStgO5+0kVyx1XfkLN14u/y8infJ/wSRu08NWNvbD+5Ly4qUt0cc2+tiXoEb166+Xu84tI3804zz5Qc5J0gr7uc0m7Do3XsfZlrg+axnQPi7pBdls9gvy30yvy2azN0m6r1Ao/NOmrq59sAeNQbliaav84e4D2/bs3SvpO/KHxWFM+dRkV9xrwMroYxt97GuRRvPR29JBs3662HYt7uemXLG0oMU7SzZe51Y2eJ0br+NsS1wf9kEzIIn7M7SqaN+yAfm7Me6UH8jGJx55qJN9guxiHyfb6GMbfexr00Zp+aNuXTr9gEJNfsgb0xP3c4vlrsm8jrMtiX1SzT8F58DBuBfQ7nLFUjpXLO2U9ExJz5C0Tf40xjFJ4f233bonzvVhdfSxjT620ce+Nm1Ulb9ObVz+xgv1tzH5M7r2SLpc0tWSrpf0/Fyx9OxcsfSUXLF0IFcsbc8VS1tzxdJazhY7W7yOsy1xfc7F/7RoLgnnlbekXLGUkb+rzpMk9WiF68u2bN+ZuD002gl9bKOPbfSxj0anCbW4LcBSnfLbAuzW4g1KlCuWylpmW4Cbr794o45K8jrOtsT1YUCzIVGHXVtBrljqld+77JD8v8TV/9BeVvfgULudWpIo9LGNPrbRxz4ardlC9LbcdW5b5Ie3Dvm/98NcsVSRH9zqb3PyR+3We50br+NsS1wfBjQbtsvvn4BNliuW+uUPde+Vv75sTP589lWNfL80cODa5yTqDkDthD620cc2+thHo7NWid6WHolMyV/ntlf+tUH97pK1XLF0Sos3KZnV4lG35bYF4HWcbYnrw4Bmw9G4F9DKcsVSSn5Dwgvk//WsLOmx9TzGeVddfXITloYNQh/b6GMbfeyj0aapaeVtAbrkbxa2v/Gd0bYAE9HbjKS5PVdew9Y7tiXudTYDmg3D8v9Cgw0UXRi8U9KF8rvQT+sM9y87cc93+nddfhWbUhtFH9voYxt97KNRLOrXuS29/KF+ndsuRTfbu+Tlr9yVK5Ye1uLgNqXFwW/e4LYA7SZxr7MZ0GzIxL2AVpIrlrrlN8K8QP42vRM6y42lF2ZmOjdgadgk9LGNPrbRxz4amVK/zu1xp44e2SL/j8C9WrzOra7acLrkhE7fFoDB7dxI3Ots9kEzIIn7M1iUK5a2KdpYWv60hXH52/SetTbdgyYx6GMbfWyjj300sq1JHyd/umRGpw8KofyRtvrdJWe0+nVuOENJfJ3NPmg2JG5/BityxZLLFUtDuWLpaZKeJb8vykn5i0E37A+4Nt2DJjHoYxt9bKOPfTSyrUmfUH7wmtTp+7mNRB8blnSJTt/P7Tm5YunKXLF0fq5Y2pkrlrbliiWOop65xL3O5hRHGxJ1XqwFuWIpLX9XngvlN5We1VmexriabbvP49x/w+hjG31so499NLLtLPrMR2/LbQvQJ/86Jx29zzXs5zapxf3cZsV1bs0k7nU2A5oNlbgXkBTRxtJ75AezjFbYWHqjdXT30Mgw+thGH9voYx+NbNuEPvVtAZYOfmlJPZIGdPpr+FquWKqfKlnfz61+umTTrYTaQOK+fxjQbBjSORgykixXLPXIH6I+IH8+97jO4Tfc2AM/6D90fXb8XH09rA99bKOPbfSxj0a2ncM+VfkjZrNL3l+/zm2PFl8nSX4z7idsCyA/uCVuaDkLiXudzYBmw5G4F2BZrljaKuka+X85WtPG0htt3zXPWte+aTi36GMbfWyjj300ss1An/p1bsvdCKNTfkDZo8XBTQ2nS46rYVuAm6+/uBVvRpO419kMaDbs0hPPP4YevzPjNfLnaE/EtY6j3/zK8I7Dlz0S19fH6uhjG31so499NLLNeJ/6tgDLXee2RX5bgE75IU+5YqmixevcGrcFKCf4OrfEvc5mQLOBu2kuI1cs9ckPZ2X5w/KxCStV1/yzEBf62EYf2+hjH41sS2if+nVuS19fpeSv8d8rf2lJSn54C5fZz21WybjOLXGvs9kHzQDnXG8YhrEOINbkiqV++eFsuXOtz7nRH36/e+j8ixK1h0Y7oY9t9LGNPvbRyLY26eO0uJdbV8P7QvmbmSzdz23WynVuSXydzRE0G/ZLuifuRVjRMJzVv8lj9+Dnb9s1dP5FD8a9DiyPPrbRxzb62Ecj29qkTyh/RlNZ/hb/jTrlT5XcpcWjVS5XLNX3f5vQ6de5lc/Jihcl7nU2A5oN3JkpkiuWBuSHs2kZGc4kqX/fgaV/GMEQ+thGH9voYx+NbKPP49e5LZXW4nVuj88cuWKpqsXBbem2AJtxal/iXmczoMGMXLE0KOlqGRvOAAAAsG5V+bOhlp5eWN8WYK+kQw3vD3PF0pQW7y45q8XBrbrpqzWEAc2GAUnH415EnHLF0pD8cHZK/vC5KROPPLRN0mjc68Dy6GMbfWyjj300so0+67batgAZScOSztPiDUqUK5ZmtfzpkssduVsqca+zuUmIAUm8eHEj5YqlYfnhbFIGhzOpbS4ATiz62EYf2+hjH41so8850SF/1C0jf+pk/QYl81rcFuCUFo+6zddPl0zi6+zE3XayRe2NewFxyRVL2+WvOZuQ0eFMkh7+4u074l4DVkYf2+hjG33so5Ft9DknKvKXwIxJOinpRPTfaUk9kg5IukLStZKeJ+n5uWLpGbli6eILX/DSK+JZ8pljQLPB+v4RmyJXLO2QP3I2Lv8vIGa5jjSHmg2jj230sY0+9tHINvrEqip/1GxcfmCrD29j8kfd9uy75tmHc8VSomYerkGzIVHnxW6EXLG0U9LT5L+B1nL+cKz2XHH1SNxrwMroYxt9bKOPfTSyjT4mPX6d285LnjIW92LWK1HTZAtrq1Mcc8XSLvnhbFQJGM4k6ZEv37Ez7jVgZfSxjT620cc+GtlGH9uOfvOr2+New3pxBM2GtrnzT65Y2iPpSvnnbGKH+bUYPHTBRNxrwMroYxt9bKOPfTSyjT62Dew/lLh96jiCZkNbDMq5Yuk8SVcpYcOZJFXmZtuiUVLRxzb62EYf+2hkG31sq5Tn0nGvYb0Y0Gzoi3sBmy0azq6UNKKEDWeSdOrYo1viXgNWRh/b6GMbfeyjkW30sW3qsWO9ca9hvZj4bXgw7gVsplyxtE/SU5TQ4UySnvS8Fx2New1YGX1so49t9LGPRrbRx7YD1z4ncTfj4wiaDQfjXsBmyRVLB+SHs5NK6HAmSfffduueuNeAldHHNvrYRh/7aGQbfWx76M7bd8W9hvXiCJoNpvcAO1O5YumgpMvkh7NqzMs5K529vYm422S7oo9t9LGNPvbRyDb62NbZk7w+DGg2tNz+Gbli6ZCkS+U3C0z8Rtw7Dl/GHZoMo49t9LGNPvbRyDb62Db0pIu4iyPOSEsdGs8VS+erhYYzSXr0619J3B4a7YQ+59b87Ez6tve995c/+a4//sBt73vvL8/Pzqx6hyz62EYf+2hkG31sO/6dbw7FvYb14giaDSfjXsBGyBVLTtL5ki5WCw1nkjR80cXjjS9W4QAAIABJREFUca8BK6PPxpoaHekaP/botunR0f65qVN987OzfQvlcl9lvtxfrVS2zZ2afFZ1YeEiSenpsdFLCn/x7md0b9n6VZdOl10qVU6lUuVUOj3vUulyuqOjvFBzHXf9yz/sSXd0lNOdmfmOrky5M9NdzvT0lDO9vfM92/rmevoH5ju7ulrmz4wk4fvHPhrZRh/bhs6/MHFHOBnQbOiOewFnKxrOLpD0ZEmPSQrjXdHGmhsbzcS9BqyMPk9UXVhwY48+snXyxGP9M5MTffMzM33zs7N9lflyX3Vhoa9aqfTVKpX+WrW6rVat9oe1al+tVusLa7U+SV2rPHRN/vu7ftQsXV1YODw9PnbBar9u/MSJtSy7IufKzrl551xZzpWd3LxLRT92ruxcat6lXNm5VNmlUvMulZpzKTefStWHw/R8Kp0up9Lpcqqjo5zq6JhPd3SUOzoz5XSmc76zq7vc2dVdzvT0zHdt3Vru2dZX7t66bSGV3thtcuZnZ9J3fPiDb5ybmrq6e+vWrzzrNb/43kxPr8lrcfn+sY9GttHHtrnJ8cT1YUCzYWvcCzgb0XB2oaSL1ILDmSRNn3wscXtotJNW7jM9NpoZO3qkb3psrG9u6lTf/MxM/0K5vK26MN9fWViIhqzKtlq12l+r1vrCWrUvrNX6wjDcJsmt+MDOzTmXmkilUpMunZpMd2Ye6uxIT6TSHafSnZ0THZ2dkx2ZrsnOnp7J7i1bJnv6Bib7du6cHNi1Z/r2D77vTdNjo6+W/8eluS2DQx9+3uvf+J5atarZyYnM7KlTmfL0VPf87GxmoTyXOX731w71n//k0erCfFe1UumqVSpd1WolE1arXbVqtatWq2Vq1WpXWKt1hbVaJgxrXWEt9D8Pw0wY1rrDMMzUqrU+hdVu/76wSwq7wjDsUhh26exO2Q8llaOhcN5Fw6D/ccr/OBX9OBoOU6loUPSD4XwqlZ5LpVPzqXRHOZVOlyceO/b8+ZmZ50jKTI+NXnTHhz+o573+je8+izVumlb+/mkVNLKNPrbNjJzsiXsN6+XCsOVeSyeOc647DMO5uNdxJqLh7MnyR89acjiTpIlHHsr07zvQknfbbAXW+8xNTaW/8L8/+ObyzPTVnZmu0uDeff9WmZ/fslAu91cX5utHs/pq1WpfrVbtC6vVvlqt1h/Watu0+hH2mnOpSZfyb6l0ajKV7phMpdOT6Y6OyXRn50RHJnOqs6t7ItPbO9m9ddvk1qHhyYE950329g+c8V2toqNDubmpqWu6t2798rNe84s3r3Z06Fz0mZ+dSU+Pj3eVp6cy5enp7oW5uUxlvpyplMvdlYWFTLWy4AfDSqWrVq1GA2G1q1atZsJaravmh8OuMKxlwlrYFQ2JmTCsdSsaCKNhsPHHXZI617pGl0qNplLpkVRHeiTV0XGyo7NzpCPTNdrZ3T3StWXryS0DgyOD5+0dGd5/cHKjj+itxvr3D2hkHX1smz5xfM+WHbs+cfP1FyfmNHoGNAOcc4fDMLwn7nWsVzScHZa/7uyEWnQ4k6Sv//VfHLzqtTe29IbiSXau+8xMjHeOPPTg4NToyMDs1KmB+ZmZwUp5bqAyPz9YrVQGqpWFgVq1OhBWq4O1Wm0grNWGtLajWadcOjWRSqUnU+n0ZKo+ZHV2nurIdE109vRMdvVumeztXzyale7sNP9918rfP9WFBTd7ajIzOznRVZ6ZzszPzHQvlMuZh+/+xi/MTU+9SFJGUqUjk/l2R1f3D2uVheFqpToU1qrba9XqsJYf8CoulR5Jpf0wl+7oHOno7DzZkekazfT0jHRt3TaydWjo5PCBgyMDu/bMnu1zaOU+rYJGttHHtu/9899eecnLfvaWJA1onOJoQ+KOnkXD2SXym2w/FvNyNl3Xtr5y3GvAys6mT3VhwY0eeXjbxPHjAzMTY4Pl6emBhbnZwYX5+YHqwoIftirVgVq1OhjWqgO1Wm1QYbjS6Syhc6kJl06Np1LpcX/aYMfd5empZ4e12o76J6U6Ou6/8JrrfmMjjmYlQSt//6Q7O8OtQ8PlrUPDpz3H85/69N+/48MfPLnaUcZatarRRx7aNvrokeGZsbHtc9NTQwtzs8OV+fnh6sLC9mplYbhWqeyslMuXzPkh/4mncTo3l0qlTvphrmMk3dE5ku7sHOns6h7J9PaO9GzrG9m2fcfIjkPnj6z0/1kr92kVNLKNPrZ1bd2WuKObDGg2JOruP7liKSV/p8a2GM4kafD8C6fiXgNW1thnemw0M/LwQ4NTYyMDc6dODc7PzgwszJUHqgvzA9XKwkC1UhmsVesDV20grNX6tXjDi9P5F7/jLpUaS6XT46lM5sF0R8d4urNzvCPTNdbZ3T3etWXLWE9f/3j/zl3jQ/sOTC53J8Lb3vfeX268ZqtnW9/nnvzM63+4Wb8f1rTj90+mp7f6vNe/8T2S3rPS56TSaW0/eP6p7QfPPyXpgdUeb6FcTp144P6BiePHhmcnJ4bL09PDC3Nzw5X58rAf5KrDlfn5Qwuzs08Lw7B/ucdwzp1y6fRIKp0+ma4Pc5nMqAtrU1/7548f6e3rH+nftXtkx/kXjHFHTVva8XsoSehjW//+Q4nrw4Bmw25JibgFaDScXSLpgNpkOJOkY3ffNbzniqcn7hs8iZbe/e7ws5/74emx0f6ZiYmB+Znpgfm52YHK/PxAdX5+sFqtDNQqlcFqubzz658tbKnVagMKw5UuBq65VGrCpVLjqXR6rCOTeSCV7hhPd3aOdXR2jnd2dY919vSM92zbNr5lcHh8aO++8W3bd2zI0e1nveYX33vHhz8YNh5N2YjHTQq+f85eZ1dX7bzDl4yed/iSUUnfX+1zZybGO08++MDQqZMnhmZPTQ7Pz0xvXyiX/ZG5ysJQrVLdvjA3d2m5NjNcPxo8efK03V5Cl0qNnXa9XEfnaEdX10jj9XIDu/eMbj94/sS5vF6uXfE9ZBt9bHvse98aGr7w4riXsS4MaDas6f7TcYuGs0sl7VcbDWeStP3wpWNxr6GVzUyMdz7w9a9eMH7s2EUTx4/+bHVh4WJJqemx0cvv+uePv27ZX+TcbCqVGnOp9Hiqo2M03dV1TzrdMZ7OZMY6MpnxTHfPeKZ3y3hvf/94/85dY4N795+K66jAWo6mtDK+f86t3v6BhQNPufK4pOPNPnfysePdP7yzeNB1b+mamzo1PD87M1wpl7dXFhaGouvlhqsLs4fK1ak1Xi/XMZLuzIx0ZrpGGq+XG9p3YLR/564Zhrkzw/eQbfSxbfiCJyfiIEgjBjQbtkgajXsRq8kVS2lJl0naqzYbziRp+rGjPZIm415HKzh6b2nw6L2lJ0+Njjy5PD395Ep57qJqpXJIi38e1dRwrY1LpY8O79//7kxP73j3tm1jWweHx4f27R9vvOan9C9/u+vil/5s0xejiAffP3b17dw115UKxy9+4YtX/f6pXy83dvTR4emx0eG5qanhhuvlhhuvlwtrp9Z6vdxourPzZOP1cluHt4/sOHhodMvgUOKuGdlMfA/ZRh/bpk+eWG1vT5MY0GwwvX9GNJxdLmmP2nA4k6TZsbHEbyZ+rs3PzqQf+PrXDoweeeTJs5MTF83PzhyuzM9fFNZq2+uf41Lp4x1dme939/Xd3ts/cO/wvoP3Pvztb7x8emzsVYqu1+rt7//ktT/7mltX+1r0sY0+tq2lz3qvlzv54A/7J44fG56ZGN/++PVyC/ND1YWF7bVKZX3Xy6U7RtOdnSPpTGaks6v7ZNf/ae/O4+M4yzyB/6oPqXVL3TosS5ZvW3Z8JzZWYjtkK0AYkpBZJjMMhJAQiAIMN7sLDMcwA7O7w7E7yUwGB8hJwrkESEhCmJcQK44dx45zW75PWZasbt2tvmv/qJLd7uhoyS3V063f9/Pxx1J3dfVb/rmlfrrqed+iIn9haZm/tLomUDVvfrfUBcAzia8h2ZiPbKHe7MuH0+wLIHkdNKs4WwmzTy4rLsWcClzjZGxdJ44Xt7352uL+rrNLQoMDi6Oh0NJ4NLoAwPCnVjGn233Yne85mF9UdKDYV3mgrnH5weoFi95y2cFE19gCmI90zEc2O/MZ6u9zdR076u072+lL6pfzWv1yvkQsXpmIx3yJRMILwygaYRep/XJ+l8vtT+6XKywrD1TUzvZnc78cX0OyMR/ZsnEdNJ5Bk2EuAHHroDW3tLoArAJQhRlcnAHAkWeequUaJ+aU9Mdfeamu68TxxcHeniWRYHBxLBJemojHa4e30RyOHpc770B+efEvC0pLD1TU1h2Yu2bdsYKS0lg6zzGZfi3mIxvzkc3OfApKSmNzVq7uRBpXZ/R1dni6Th73Dfj9vnP9cpGILxaJ+FL65bww159LldwvF3C6XF1v6Zer8Pq9cxr80vrl+BqSjfnIdmLntppl191o9zAmhAWaDEG7B5DKKs5WA/AB6Bpn85xXUFEh8gznVOrvOus5/vJLi3o7OxaHBvqXREOhxbFoZHHSp9gJh8t1wp3veS2vqOj/FVd4D9QsWnxg9tLlXdP9xmYm5pNNmI9s2ZJPaXVNqLS6pg1A21jbJeJxBNpOFXefPlV5vl8u5I1FwpVJ/XJVsXC4Ma1+ueFLLJP75YpLAsWVVV3T1S+XLRnNVMxHNk9Z9uUzboGm67oD5ifZqwGEAXxUKXUo6f7PAXi/9e0TSqlvTsVAc9yg3QNIZhVnawB4AfhtHo4IRdW1Q3aPYaok4nG07XujquPIoSWDAf+SSDC4JBoJL07EYg0YfuOiaYMud97BgpLS33tKSg6UVc86OHf12sOZmob+YuVyPrmA+ciWa/k4nE5UNswdqGyYO4CJ9ssFB73m+nLmYuGJWMwXj0YaoqHQWsNIlI+0j6R+Ob/T6fJf0C9XWBgoKCvzl1XP8l9Mv1yuZZRrmI9sRZVVWbeQeDpn0G4A4FFKNem6vhHA9wC8FwB0XV8A4IMA3gbAANCi6/qjSqlXp2rAOaoKQmZxbG5pdcMszirA4uycrv1vVszZsCnrZ2jqOHKo7NWnn/x0dCh4qeZw9GiaYygejS5OfuPhcDpPu/LyD+SVlT9dWFZ+oHLuvINzV6097XS7xTas5ko+uYr5yDaT83Hn5ydqlzR21y5p7AZwaKxt39ovF/RFwyFfcr9cNBxuDA8FfeP0ywUcLmfXW/rlCov8heUV/pH65WZyRtmA+cjmP3ygrHr5aruHMSHpFGibADwFAEqpnbquX5Z030kA1yil4gCg67obgIhP1LPMGbsHAJwrztYCKAOLswvMWrUuK/49IkNB5+nWfdXd7W11Q7099eFgsC4WDtfFotG6RCxWd8EnwPF4PTRHl6e46M+eouKDJVXV++svWXnIV9+QdYttZks+MxXzkY35pOci+uW8kaGhylgkfK5fLhGP+6JDQ3Ot9eXG6JdzBBwul18Dep+5d+sZd16+313gCXiKS7qKK3wi++VmIr6GZKtetlLESZCJSKdAKwWQPNNaXNd1l1IqppSKAujSdV0D8B0Ae5VSB1J3cN99990O4HYA6Onpefjzn//8EwDaYfY35QE4DnOijD4AMZiX1rUBqIF5iVUbzMWRe6xdlsMsDutgrpnUYX0dsI6pNGmfEZjFRi3MXioPgOKk+0PWfodnKSyCOe398P1BmJcgVsEspMqtfQzfP2Dto/Iijqle07QBO4+pqHpWyXV3PeRte3H7Qqc7v91T4S3zH2wtn712fdfZ/W+URYNB94Krrmk/8sxTtSWzZg+6PAWx7mOHy+o3XNHZ/sqLPiMW1+Y0bTl7/LlnasrqG/oBoPfUiZK5m67qOLljW5Xmchq1q9f7T+3aXl0xb2FvLDTk6j9zumh4n+7CwmjV0kt6T+99sdK3uLEn1B3IG+zqLBy+P7+kNFwxf9HAmVdf8lUuXd492NleMNTd7Rm+v6CiIlRUXTvUtf/Nilmr1vm7jx4qDvf35Q/fX1RZHfRUeCOTPaahHn/BUKCrU8Ix+Vas6z++a/uqhMNVEU8kqiJDwXlwOCvi0Wi9YRjVAJJ/U8c1DWed7ryTLpfjhWg0can1fxUA4HBoXb7C/IfmXrGp4+SObVVtz58tT6xeH8+2nOKxqOPMqy/5cvH/Xi4c0/4nHl3U+cYr/lw6plzK6eizTy90eQrezKVjkpJT75svu0orKjqK6heax7Ru4wXHdPhPT9a6iku1GLTi/o72Oc7iUme4r7cuHov5NHd+fiw0VBuPx2clEokVkaGhUozULweENIfWoxnodebnn0EsNuRwOrrzS0pPxQcH4oUV3lNut6svMTgQWXz1X5xgTpk/ptbHfrl0sPPM8Vw6plzKqb/91KLTe3fl33NwX0Oa78uBaag1DMMYdYLAcafZ13X9+wB2KqV+YX1/SilVn3S/B8C9APoBfGL4bBqlT9O0pWOFNNWaW1rzAKyD+Z+p265xSLb3oXvmTtcMTeHBAVdb65s1PWfa64Z6e+siQ8G6aDhcH49GrLNgRmny9prm6HG4XG0ut7vNlZ/fll9Y2FZQVn6qoraubXbjss7knodnfvyDTw52B/4W1hpjRRXeR6wZE7PadOZDE8d8ZGM+8u196J65K/76wyeT+uV84aC1vtz5fjlvIh7zJeIJ3yT65fz5hYX+TPTLzUR8Dcm277Ffrll23Y335do0+9sBXAfgF1YP2mvDd1hnzn4L4E9Kqf89NUOcEWx7UTe3tOYDuBRAAVicjWrBVde0Z3J/Z48dKe08crhuIOCvCw0O1EdDobp4JFIXj0XrEvH4LFx4FizmcLpOO92utryCwjfcHs8pT3FJW4mvsq164aLTE7kk8YoP3PyD7Y88aCSvMZbJ47JLpvOhzGI+sjEf+RZcdU37pPrlus56h/p6Ky/sl4v5ErGYL41+uR5rfblz/XLOvLxAnqfAXCx8lH65mYivIdkaNm7psHsME5XOGbThWRxXAdAA3ArgL2D+cHAC+CmAnUkP+bJSaseUjDZH2XUGrbmltQRmcebAhZexUorxPh2zFle+IzQwsN5TXPzi+hv+6kedRw9X9ZxprxvqO3cWrC4ejdZbZ8FKkh+vORzdTperzel2n3Lle9ryCwvbCsvK2ypm17fNblze6c7Pz5pPfezATy9lYz6yMR/5pjKj/q6znq4Tx70D/i5z8hOrXy4eiXjjsZgvEY9VJuJxXyIeH6NfzhEw15dz+c+vL5cXcBcU+GdCvxxfQ7Ll5Bk0pVQCwB0pN7cmfe3J6IhmpmmflKG5pbUSZnEWhHl5Ko2hqLJ61LXqBgL+/B0/+8nXw8HBqwE4B7sDl/z5vntugfmBxrCow+Vqc7rcbXkFha/mFRS0eYpL2koqq07VLFpyuqJ2tri18LLJWPmQ/ZiPbMxHvqnMqKSyKlRSWXUawOmxtkvE4+hubysOnDrlG+wO+MKDA77I0JDPWl/Oa52Zq7TWl6vAhVeCDAs5rEssHcOXWLrdfnd+vj+voNBfUFLqn8715TKFryHZCn2VWbcMAheqlmHaZr5sbmnVADQAuARmo2N0up47m3mSflEk4nEc3Ll9QeeRQ03B3p6maCi0FkB+0uaa5nB0Vsyuv7uovLzNWzenbXbj8rOSp6nPdp4s+kU+EzEf2ZiPfBIycjid8NU3DFiX1Y95tigejWpnjx8t6zlzujLY85Z+OV8668tB0wYcTmdXNvTLSciHRucpLc+6fFigyVCJaZjWvrml1QmgEeaMMmdhzkpDaWh/8/X69lOn1/d3nW0KB4MbjUS8BgAcLtexwrLyX8eiEV8kGLwSZqEWKiwrf/zy99/0uL2jnjn8B1vLGzZu4WW6QjEf2ZiPfNmWkdPtNmYtWtIza9GSHozTLxceHHB1Hj1S0Xe205fUL+eNRSO+eDRWmdQv54VhFI+wi7f0yzld7oArL8+f2i/nmzO3byo+LM22fGaawNFDZTUr1to9jAlhgSbDlDeXWpOBrIa5AHXWNUtOt8hQ0Nna8ucVgVMnm0ID/RtjkchyBHoc0LSBvIKCF4oqvD+sX75y59zVa88Mb7/9kQebc23yjWwxe+36LrvHQKNjPrIxH/lyOaP8ouLYnBWrzsL84HhMqf1y0dCQLxoO++LDk5/EY5Xjry+X2i/nDpjry53vl6uoqw+Uz6odTLdfLpfzyQU1l6zOyXXQaOr5YK7LMCVSJgPhD5FRHHv5pVltb77eNNgTaIoMDW2wPqlLuPLy3sjPz/tFzdJLnm7cfOUbI11KkVdQGLemq8/6Keuz0dn9b5TVrFg7aPc4aGTMRzbmIx8zMl1Uv1xoyBcLh33xaNSX1C+31EgkvEirX87ld7rzLuyX81X6K+fOCzAf2QJHDpZ4FyyxexgTwgJNhpE+5cmI5pbWKgBrAQyBk4FcoK+zw3Ng5/ZL+zrONIUGBzYmYrF5AKA5nB2e4uL/LKms2rng0g27quYt6Nv70D1zV73z3ZyhSahoMOi2eww0OuYjG/ORjxlNzEX2y3mtfrnKpH65OdFwaK2RGKVfDgie+L//0pnULxdw5uV1JffLlVZV+6vnL7S9X24mig5l3+tn3Gn2aeppmuYxDCOjE4VYk4HMA7AMnAwEgPmJ2v7t2xafPXqkaaivtykaDq0B4AYQdns8LxWWle+oWbh4x6K3XX409bKG3lMn8srqG7KuyXSmYD6yMR/ZmI98zEiGC/rl+vt8EWvyk2goVJ1IJCoS8Zj33JIE6fTLOV0Bp9vtv6Bfrqw8UF4721/ZMK+Xk4tlxuDZjtqiqponcmqafZoWcwFkbB00azKQZQDmYIZPBnLm0IHyY3t3b+z3d22MBIMbjUSiEgCcLtehwvKKn5fPqt255PLNe4u9vvBY+znyzFO1XONELuYjG/ORjfnIx4xkGK1fbqR10JL75UID/b7IUDC1X84XjQ41hAcHfLhwJuhhF/bLOV1+Z57bn9wvV1TuDXjr5/gn0i83E53Yua1m2XU32j2MCWGBJkPG+s+aW1o9MCcDKQPQman9Zovw4ICrteXPKwOnTzWF+vub4tFoIwBN07TevILCF4q8vh1zVqzaaf2ATVvJrNm8tlww5iMb85GN+cjHjGQbKZ/J9MsFewLe0MCALxIaqkzql/Oe65cbSKtfLuB0W4uFW/1ynpISf4mvyl85d15gvA+kc1Fx9aysW6eOBZoMsUzspLmltRTAOpgv3imftl+KI7tfqD+9f9/GYE93UyQUWg/DKAQQd+Xlv1ZSWbXVN2fujqWbrtznzs+f9JlEl6cgIxnR1GA+sjEf2ZiPfMxItovJZzL9cr1n2n2DvT2+8OCAL6VfzhuPRuqj4dCaUfvlzq8vF0haX67Lne/x5xUWBgpLS/2l1TVdudQv58r3ZN1xsECTwYs0ppcdS3NLazXMyUAGkeOTgXS3ny489MLzl/V1djSFBweaEvF4PQA4nM7TBcUlT5ZUVe9YuGHjbuuHXWae89jhsnmb9Z5M7Y8yi/nIxnxkYz7yMSPZpiuflPXlDo+17XC/XH9Xpy/Yd75fLhaN+BLRmC8ej/mikfCS8FBw/H654cssk/rl8oqKAkVl5f5s6JfrOXmspHbNeruHMSEs0GRom+wDkyYDaQTQjRybDMRaX+yOUH/fZs3p7DUMA/FIZDUAFzQt5PZ4dpeWlf901uLGHQsu23Biqq7Brt9wxYy7XDSbMB/ZmI9szEc+ZiSbxHwmsr7cQMCf33X8mLfff9YX6u+vPNcvF41449FYZSIe80VDQ3PS6JcLOJyuLqcrpV+uqNhfVOHz29UvV7v6sqxbYooFmgw1ACZ8tqe5pdUFczKQepjrm+XUZCCJeBx/vu+eb0eCQR2AhlgM0DR/UUXFw+W1dTuWXrHllcKy8mkpSNtfedFXtfSSU9PxXDRxzEc25iMb85GPGcmW7fkUe33hYq+vHUD7WNsl4nH0nGkvCpw66Rvs9vtS+uW8w4uFxyJp9csFrPXlkvvlAp6Skq5M98t17nu1orxhfiZ2NW1YoMngmOgDrMlA1gAoRY5NBhKPRrU9j/36Kv/JE7fFo9Glyfc5Xe72q277+F3TPSYjFtem+zkpfcxHNuYjG/ORjxnJNlPycTid8NbVD3rr6gcBnBhr23g0qnWdOFbW0346tV/Ol7S+XDr9cv6k9eWsfrn8QF5hkX+8frlzV2H19V554LU3ltR9F19v++2DWdHPyQJNhgld4mhNBnIpAA05NBlINBx27Pndr6/ubjt5WzwWW+hwuk64PQUt0dDQegAeACFPcfEuO8Y2p2nLRfUI0tRiPrIxH9mYj3zMSDbm81ZOt9uoWbi4p2bh4rT65c4eP1re19lRea5fLhz2xq3JT9Lvl3P4HU7XuX65yFCwMRYOD695+xkABoC/z/zRZh4LNBnmIM110FImAxmaykFNl8hQ0LnnsUff2X267bZELDbP4XIdrZw776uXXv++p41EXNv+yIPNoYGBDZ7i4l1XfODmrXaM8fhzz9R45y/mGjRCMR/ZmI9szEc+ZiQb87k4+UXFsfrlK7uwfOW4vWIj9Mt5rX45X1K/XH14cKASF/bLFQLQwQKNJmDcmX+syUDmw5wMxI8MTc1vp/DggGvPY795d097222JeLze6XIfrJq/4EuXXf8+lTwb0FW33XE3gLttHCrK6htyembMbMd8ZGM+sjEf+ZiRbMxn+kykX+7P9279bLC350aYhVoQgJqOMWYCC7QskDQZyByYs/Fk9WQgwd4e997f/+7a3o72WxPx+Gyn291aM2/BF9dde8OzkqdpJSIiIiL5HE4nNt10y13bH3kwEh7o3xKLRn8B4Bt2jytdLNBkKAfQMdIdzS2tBQBWw5wMZMRtssVgdyBv7xO/e29vR8ctRiJe48rLe716waJ/WXftDc9N95SrE9V76kQJgIDd46CRMR/ZmI9szEc+ZiQb85Epr6AwftVtd9y977FfPr/suhvv27q5MWtOcLBNPVrMAAAgAElEQVRAk+HkSDc2t7SWAViHLJ8MpL/rrOflJx/7y76znR82EolKV17+y9ULlv7Tmndft1N6YTZs7qarsro4znXMRzbmIxvzkY8ZycZ8ZKu7rCnrJnGZ8PTuNCXqUm9obmmtAdAEc+Hp3mkfUQb0dLQXbHvwxx/a9uCPf9fbceYLTrf7WP3ylXe885Of/ei6a2/ImuIMAE7u2FZl9xhodMxHNuYjG/ORjxnJxnxka9+7y2f3GCaKZ9BkOHfKNRcmAwm0nSp67Y9P/vWA3/9Bw0iUuz2enbMWL/3R6ne952W7xzZZmsvJ3jjBmI9szEc25iMfM5KN+cimObMvHxZoMnQA5yYDWQ7zjFonzPUaskbX8aMlr//pj+8fDPg/YBhGibug4LnZS5f9aOXV17xu99guVu3q9Vl7ielMwHxkYz6yMR/5mJFszEe26mWruu0ew0TxEkcZ6qzJQNYDmIUsK846jxwqe+berR/f+aufPTbg72p2ewr2zL90w03v+uTnPpsLxRkAnNq1vdruMdDomI9szEc25iMfM5KN+cjW/sruSrvHMFE8gyZA47U3RmH2mxnIoslA2g+0VrS2PHPTYE/PjTCMgrzCItWwcvWPGje//ZDdY8u0inkLs7IPcKZgPrIxH9mYj3zMSDbmI1v5nHlZt04dCzSbNbe0zpr/9ne+DcAJACG7x5OOtn1vVO5/7tkPBXt73gcgL7+o+Om5q9f+eMnlm4/aPbapEgsN8bUiGPORjfnIxnzkY0ayMR/ZYuFQ9sxKZ+F/KJtYk4EsBLAkcPhAbM6GTeKLs5OvvVJ9YMdzHx7q6/1LAM784uIn56257L7FGy8/bvfYplr/mdNFALrsHgeNjPnIxnxkYz7yMSPZmI9sA51nCu0ew0SxQLOBNRnIJQBmA+ict/lqt81DGtOxvXtqD+/acctQf9/1ADRPScnjCy7dcP+Cy952yu6xTZcFV13TbvcYaHTMRzbmIxvzkY8ZycZ8ZGvYuCXr1qnjJCHTzJoMZAOAGliTgRx55qlae0c1siO7X6j/zx/c9bXX1R8eHervu76gtPS3K66+5oarmz/1rZlUnAGA1IzIxHxkYz6yMR/5mJFszEe2Ezu31dg9honiGbRp1NzSWg7gUpjrnp2bDMRdWBi1bVAjOLjz+bnHXt79kfDAwDUAYgVlZb9asnHTg3NWru60e2x2kZYRXYj5yMZ8ZGM+8jEj2ZiPbO6C7MuHBdo0aW5prQWwBkAfUiYDqVp6iYjZf/Zv37bgxKt7PxIeHHwXNC1cWF7x08ZNVz40u3F51swsOVWkZEQjYz6yMR/ZmI98zEg25iObd8FizuJIF2puaXUAWABgCcyzZrHUbU7vfbGyZsXawekeW2Qo6Nz+yIN3DPX3bYZhuBLx+DxoWrCowvtA4+a3P1y7pDHrFvabKnZlROlhPrIxH9mYj3zMSDbmI1vHG694vQuW2D2MCWGBNoWaW1rdMCcDqcUYi0/7Fjf2TOe4AHNGxjefVV+JhkKXw+pFdOXlvbzu2hu+UL1gET8JSmFHRpQ+5iMb85GN+cjHjGRjPrJ552ff+1oWaFOkuaW1EMBaAEUwi7NRhboDeVM9nsHuQN7+7dvW9pxpbwoP9DfFY7GFqdsYBlwszkY2HRnR5DEf2ZiPbMxHPmYkG/ORLdTXk3X5sECbAkmTgcSRNBnIaAa7OjO+PkMiHsfhF1+Ye+bQ/qZgT09TNDR0KQAPgKg73/NSkdf3WCQYnBsa6H+3dXvIU1y8K9PjyBVTkRFlDvORjfnIxnzkY0ayMR/Zgv6uArvHMFEs0DKsuaV1NoDVGGEykNFkav2MQNuposO7dqzv6+xoCgcHmxLx+GwAcLhcxwvKyn5TVlO7Y8nGK/aUVteEgHM9aN2hgYENnuLiXVd84OatmRhHLuIaJ7IxH9mYj2zMRz5mJBvzkS0b10FjgZYh1mQgCwEsxiiTgYzmyDNP1a790O3HJ/qc8WhU27/92aVnjx1tGurva4qFw6sAuKBpwTxPwa6iiooHZjdesmP+ustOj/T4vILC+FW33XE3gLsn+twzzWQzounBfGRjPrIxH/mYkWzMR7YTO7fVLLvuRruHMSEs0DIg3clARpNfUhpOd9v2A60Vx17es3HA72+KDAU3GomEFwCcbndrUYX3oYrZ9TuWbtryakFJadoFIo1vIhnR9GM+sjEf2ZiPfMxINuYjW35xScTuMUwUC7SLlDQZSCHGmQxkNBXzFw2Mdl94cMDV+tyzKwJtJy8P9fc3xaPRZQCgORw9eQWFO4p9vh1zV6/bOXvpssCkDoDSMlZGZD/mIxvzkY35yMeMZGM+spXNmZd1+bBAuwjNLa0VMCcDiQGYdIF05tWXfLWrLzv3n+fY3j21bftebxrs7m6KhIbWwzCKAcRdefmvllRW3V05d/7zjZuu3O90uyd0po4mLzUjkoX5yMZ8ZGM+8jEj2ZiPbJ37XvP6FjXaPYwJYYE2SZOZDGQ0JQ3zg3t+9+vLezvONIUGB5oSsdg8AHA4nWc8xSVPl1ZVP79ww8bdvvoGvvhtUrl0ORftFoz5yMZ8ZGM+8jEj2ZiPbL6FS7JuCSkWaBNkTQayGOaEIBOaDGRYIh7HwZ3bF3QeOdQU7O1pioZClwJwAwi7PZ49Jb6qX81avGTnwvUbjzmczsweAE3KYGd7AcxinARiPrIxH9mYj3zMSDbmI9tg19l8u8cwUSzQJsCaDGQlgBpMcDKQruNHS47s3rWhr6uzKTwYbDIS8RoAcLhcR9wu15NVi5Y8veTyzXuLvT42mgo01N3tsXsMNDrmIxvzkY35yMeMZGM+soV6sy8fzTDYxpSOpMlACgCMeyo7Gg479j/37LKuE8eaQv19TbFIZCUABzRtIK+gYGdxhXdn/SWrdjSsWtPRe+pEXll9Q9bNMDOTMCPZmI9szEc25iMfM5KN+cg2eLajtqiq5omtmxsTdo8lXQ67B5ANrMlALod5xnHU4qxt3xuVO37+k2v/+B//+u2n/+37fzy2d/cDA/6uZsOAq9jru7dh1dqPvPMTn9Hf+YnPfunyv735Nw2r1nQA5voZ03QoNEnMSDbmIxvzkY35yMeMZGM+sp3Yua3G7jFMFC9xHEdzS2sdgFUYYTKQYG+Pe//2bat72tuaQgMDTfFodAkAaA5HV35RcUuxr3LH/HWXvVCzcHHPWM9RUFFxUZOM0NRjRrIxH9mYj2zMRz5mJBvzkc1Tln35sEAbxWiTgRzZ/UL96f37moI93U2RUGg9DKMAQMyVn/9yaVX1XVXzFz6/9IotBycyuUdRde3QVBwDZQ4zko35yMZ8ZGM+8jEj2ZiPbEWVVVk3vwMLtBE0t7TmAVgBoLq340z/wR3PNfV2djSFBwcuT8Tj9QDgcDpPFZSUPl5WXfP8oqYrdpfXTP7F2bX/zYo5GzZx9h/BmJFszEc25iMb85GPGcnGfGTzHz5QVr18td3DmJBxCzRd1x0A7oa55lcYwEeVUoeS7v8YgGaYZ5i+pZR6fIrGOi1u+cOeouOv7P2rrmNHN/V1da6JhcNrALigaUNuj2d3aXnFw7VLGncsXL/xVKaec9aqdf5M7YumBjOSjfnIxnxkYz7yMSPZmI9s1ctWBuwew0SlcwbtBgAepVSTrusbAXwPwHsBQNf1WQA+DeAyAB4Az+m6/kelVNacSqx7780uAN8BcC00LaJp2iwjkfACgNPlPlhUUfFweW3djqVXbHmlsKw8OhVj6D56qJgr0MvGjGRjPrIxH9mYj3zMSDbmI1vvyWPFvkWNdg9jQtIp0DYBeAoAlFI7dV2/LOm+DQC2WwVZWNf1QzAn1Hgx4yOdOv8I4FMAnDAMOJyuo2Wz6+9sWLV6Z/3ylV3TMYBwf1/WLaA30zAj2ZiPbMxHNuYjHzOSjfnIFh7oz7N7DBOVToFWCqA36fu4rusupVRshPv6AZSl7uC+++67HcDtANDT0/Pw5z//+ScAtAPwAcgDcBzAXJgzJcYAeAG0wVwQ2mF9PQfA8GyI5QBOAqgDkADQYX0dsI6pNGmfEZiTfNQC6IJ5pq94+P7a9/ztNZrT5bzd6UezMwAA89H55j883un+9OkXfrv29v7D/3P4OI4XV93/Re+6X/3kxNMP5cOoAIBBh/vQ3112U/M3dv/sS/MSQ+8Y3vb+DTdeX/lKS9O14TNfHr6t1dvwnS/nzd/+6JlnfzN8W7erYOftdVf+0yf/rfkH1YnIueL3E+/64uYP/uneD14RDdwxfNtLdZf8t1/3Gt3fGnjzR8O3nckv/f3nGq76t62Hfv/vpUZsAQBE4Aj83ZUf/6+f3v7gJ1bE+v96eNs/Ltl067GTpyo/NnTsO1N9TJ9edv3Xv/fGo/+cK8fkd+bv+uwzT301l44p53K6c0fuHVOO5LQ7Vr3rm3feujuXjinncvpJW+4dU67ldOeO3DumHMlpTd/Bt/3lnbf+v1w6plzKaU+e9/EP3/bTR+45uK8BNtQaMGeB7wEwC8BZAEUACg3D2I9RjLtQta7r3wewUyn1C+v7U0qpeuvr6wFco5T6hPX9owC+rZTaPeoOhal7783/DOAzAAoBBDVN+9f3fOHL34UZXC3Mf0TA/McNAohnegx7H7pn7toP3X480/ulzGFGsjEf2ZiPbMxHPmYkG/ORbd9jv1yz7Lob78umharTOYO2HcB1AH5h9aC9lnTfLgDf1nXdAyAfwDIAr2d8lFPr6wAMADoAZRjGN7ZubozBrJAPNbe0emBWydUwq2w3zEo6CCAj06oWVVYHM7EfmjrMSDbmM+WcALQR/nYkbZP6ad+578sa5mkwP01MNepjRvl+tNvs3me624jE1498zEg25iNboa8y65ZBSKdAexTAO3Rdfx7mL+RbdV3/PIBDSqnf6bp+J4AWmL+o/14plVWLwbX99sEYgL+3/rzF1s2NIZhnzzqbW1rfgPkmowzmaUofzOOOARiEeYpzwjwV3kk9jqYPM5KN+VwgtZByjPInXQkAUZg/52JJX0dx/ooCbay/NU2L4fzl8FrS/aN9j5TbUr+/mH1oo9w/0XGku4/Ux4/ESHO7YQnrMcl/hj8ZNpLuH29bAHz9ZANmJBvzkc1TWp51+YxboCmlEgDuSLm5Nen+HwL4YYbHJdLWzY0GzD67fgCnmltah69BHb4ccrj/bkKXQ/oPtpY3bNzSO/6WZBdmJFuW55NaOI12tipdyYVUdIyvEzB/Ro35t/Vz76JoW5YtHeta+1zX3NI6XKg5cL5oc4xx23hfO3G++E4uwp0jfO+A+bs+9bZzRfrg2Y56ABe7dMxkCsXUojFrzjpOtyz/GZfzmI9sgaOHympWrLV7GBPChaovQtKlkBd1OeTsteunZbZImjxmJFuG8kl+05r8hjj1DfJIb5iHDZ8JSf17NAYuPDsVxlvPUg1/PW5BtXVzY8Z7ZDOk3e4B2Mkqct9y5spuVuHoaH38l6XLrrtxEBMvFFP/Ti4akz9gGK2IHOm+iXwYkY6LKRSTt7UVfwfJxnxkq7lkdU6ug0ZpmuzlkGf3v1FWs2Lt4PSPmNLFjKadE+YHHGO9QTxXHPWfOV1Ts2LtGYz/5m60wim52IlZX8dxYQE00vfD2ya/sRvr7wQuLKhEvWGfQj6YM2eRIFbhGL9n32vlWzc3dts9HuCCs42TPbuYettYxeBoheRIt2faeIVickGf8B8+4KtZsTY8wjYkAN8jyBY4crDEu2CJ3cOYEBZoU2SMyyErYF4OWWVtGoqHw1w/Q7hoMOi2eww5wjXCn2QazDclEZhnnYf7nJKLo9QCyji67Y/zF139nkN4azE0buE0g4okO2XdGjQzjJh8ks42AlMwa/JkjXOZ6mQuXx2vaLzgktR4ODQ8GVvqpaqTMfwhVapxC8UxthF5lni68D2CbNGh7Mtn3Gn2aWokXw450Hmmvrh6FpDh2SEpc3pPncgrq2/IuibTaTRe4QWYv7wjOP9/fMj6Opr6Z6J9T5qmeQzDyKoJimYS5iMb85FvtIyGL1NFZorG5DOG412mOtrXU3WZ6mj9jeMVitPS38j3CLINnu2oLaqqeSKbPpDlGTSbJF8O6XSvjH70T6+dRoZnh6TMOfLMU7UzdI2T1KJrpF++Bsz/y0MwZ+obLr6Si64IgFgmJpwYxVwAM3YSiizAfGRjPvKNmNHwZarTP5yxNbe0XmyhOFJ/42iF4ki35eGthWM6Rju7OJJzxV/bnufry+obTmBys6vSFDuxc1vNsututHsYE8ICTYBELNa3dXNjWpdDYooWy6axlcyanSvXlidfXpNaeKUaLryCAHowcuEVxdQWXulif5NszEc25iNfVmUk8UzFKP2NF9PneK74S0SjQwD8GLuPcbQCM9MyugxHLiiunpV169SxQJMhlvxNyuyQh0eYHdIF80XEyyGnictTEBt/q7SMN+HFmJNhJBlrlsCxbhvu34rhfME1BLMQu+CMl/X/MFtk01hnIuYjG/ORjxldpKnsb9S2/HPf9n/99tnJPHaE/saLnRwno8twJB8mJn/Gz9ZlOFz5nqw7scECTQYvgFFf2NOxWDaNrfvY4bJ5m/Ue61snzNeOG6P3WyUbLo5Sp0Ufa2ZAAyNMhoHxJ78Y9TYBZ7mm0pivIbId85GN+cjHjGSbdD6Cl+HIxCyq6S7DMdqlq+Mtw5FW0dhz8mhx7Zr1E/43sBMnCRFA07RiwzAGJvNY63LIEpxfLLvYuouXQ05OctHlhvUpUs+Jo57yhvkhnF+3aniCiyGYhXHy2acRp13P8QLJVhfzGqKpx3xkYz7yMSPZmM/0mOwyHK/94oGC5+/6n222DHqSWKAJoGnaQsMwDmdiXymXQ1bDLDJ4OeTYZ72GP4FJ/ncKWn/CACK/+9SH6q+/66H9MGcYFPUpF2X2NUSZx3xkYz7yMSPZmI9s2ZgPCzQBNE1bbBjGwUzv1/qkIflySC9y73JIDRdOdnHurFeK4XW1Us96RXB+avfoqE8yRRlRZjAf2ZiPbMxHPmYkG/ORLRvzYYEmgKZphYZhTPkMM2NcDjlqYZJBmVgXZbSZBpOLrtQJLyLIwFmv6cqIJof5yMZ8ZGM+8jEj2ZiPbNmYDws0ATRNW2oYxrSvQZN0OWTxeNtietbqGO85hs92nft7umYatCsjSg/zkY35yMZ85GNGsjEf2bIxH87iKEPP+JtkXvLskHY8f5axJSNKG/ORjfnIxnzkY0ayMR/Zsi6fqVggj4iIiIiIiCaBBZoM5XYPgMbFjGRjPrIxH9mYj3zMSDbmI1vW5cMeNAGysXlxpmFGsjEf2ZiPbMxHPmYkG/ORLRvz4Rk0GersHgCNixnJxnxkYz6yMR/5mJFszEe2rMuHBZoMXPhYPmYkG/ORjfnIxnzkY0ayMR/Zsi4fFmgydNg9ABoXM5KN+cjGfGRjPvIxI9mYj2xZlw8LNBmy7tTrDMSMZGM+sjEf2ZiPfMxINuYjW9blwwJNhoDdA6BxMSPZmI9szEc25iMfM5KN+ciWdfmwQJOBC4bLx4xkYz6yMR/ZmI98zEg25iNb1uXDAk2GUrsHQONiRrIxH9mYj2zMRz5mJBvzkS3r8uE6aAJomuYxDCNk9zhodMxINuYjG/ORjfnIx4xkYz6yZWM+PIMmw1y7B0DjYkayMR/ZmI9szEc+ZiQb85Et6/JhgSZDxO4B0LiYkWzMRzbmIxvzkY8ZycZ8ZMu6fFigyeC3ewA0LmYkG/ORjfnIxnzkY0ayMR/Zsi4fFmgy1No9ABoXM5KN+cjGfGRjPvIxI9mYj2xZlw8LNAHuvffeK+0eA42NGcnGfGRjPrIxH/mYkWzMR7ZszIcFmgy32z0AGhczko35yMZ8ZGM+8jEj2ZiPbFmXDws0IiIiIiIiIVigERERERERCcECTYZ77B4AjYsZycZ8ZGM+sjEf+ZiRbMxHtqzLRzMMw+4xEBEREREREXgGjYiIiIiISAyX3QOYaXRddwO4F8A8APkAvgXgTQD3AzAAvA7gk0qphE1DnNF0XXcC+CGApQDiAG4FoIH5iKLrejWAPQDeASAG5iOKrut7AfRa3x4FsBXAv8LM6mml1DftGhsBuq5/GcD1APIA3A3gWfA1JIau67cAuMX61gNgDYC3g68hEaz3cQ/AfB8XB/Ax8PeQGLqu5wO4D8ACAH0APgnAhyx7/fAM2vS7CYBfKbUZwLsB/BuA7wP4qnWbBuC9No5vprsOAJRSVwD4OsxsmI8g1i/HrQCGrJuYjyC6rnsAQCn1duvPrQB+AOADADYBeJuu6+vsHONMpuv62wFcDuAKAFcCmAO+hkRRSt0//PqB+UHUp8HXkCR/AcCllLocwD8C+Db4GpLkYwAGlFIbAXwK5vvsrHv9sECbfr8E8LWk72MALoX5CSYAPAng6ukeFJmUUr/B+fUy5gLoAPOR5rswf9ietr5nPrKsBlCo6/rTuq7/Sdf1LQDylVKHlVIGgD8A0O0d4oz2LgCvAXgUwGMAHgdfQyLpun4ZgEsA/Ax8DUlyAIBL13UHgFIAUfA1JMlymBlAKbUfwHpk4euHBdo0U0oNKKX6dV0vAfArAF8FoFn/aQCgH0CZbQMkKKViuq4/AOAumBkxHyGsS3/OKqX+kHQz85ElCLOIfheAO2BeahJMup8Z2asSwGUAboSZz8MAHHwNifQVAN+EWQT0Jd3OjOw1APPyxlaYLRF3gr+HJHkZwLW6rmu6rm+EmcVA0v1ZkQ8LNBvouj4HwDMAHlJKPQIg+TrlEgA9tgyMzlFKfRjAEpg/fAuS7mI+9voIgHfouv5nmH0ZDwKoTrqf+djvAICfKKUMpdQBmL1o3qT7mZG9/AD+oJSKWJ8uh3DhmxXmI4Cu6+UAGpVSz8AszkqS7mZG9voczNfQEphXDDwAs59zGPOx170wXzPPwGxbeQVAUdL9WZEPC7Rpput6DYCnAfwPpdS91s17rb4AwOxLa7FjbATouv4hq4EeMD/1TwDYzXxkUEptUUpdafVmvAzgZgBPMh9RPgLgewCg6/psAIUABnVdX6jrugbzzBozss9zAK6xPl2eDfONi+JrSJwtAP4TAJRSfQAifA2J0Y3zkyAFALjB93GSrAfwnPU+4VGYHxpm3euHszhOv68AqADwNV3Xh3vRPgPgTl3X8wDsg3lZHdnj1wDu03V9G8wfup+FmckPmY9YXwDzkeTHAO7Xdf05mDOafQTmBx0PA3DCnEHrBRvHN6MppR63+gJ3wfyQ9pMwZ9rka0iWpQCOJH0/fDkqX0P2+z8A7tV1vQXmmbOvANgNvoakOAjgn3Rd/yLMM2W3AWhAlr1+uFA1ERERERGRELzEkYiIiIiISAgWaEREREREREKwQCMiIiIiIhKCBRoREREREZEQLNCIiIiIiIiEYIFGREREREQkBAs0IiIiIiIiIVigERERERERCcECjYiIiIiISAgWaEREREREREKwQCMiIiIiIhKCBRoREREREZEQLNCIiIiIiIiEYIFGREREREQkBAs0IiIiIiIiIVigERERERERCcECjYiIRqXrukfX9WPW1/9X1/WGMbb76Ai3z9J1/W7r62O6rnvSfN6Vuq5vsb7+ma7reZM+iNGf4xO6rr+s6/rfjHL/uWMfYx+367runoKxjfpvbd2/Rdf1VZl+XiIisp/L7gEQEVF2UEp9doy7ZwH4KIAfpTzmDIBPTOLp3gfgDIBtSqn3T+Lx6fivAD6klHrtIvbxFQAPAohmZkimcf6tAeAjAH4G4NVMPi8REdlPMwzD7jEQEZEguq4XA3gYQAWAQwD+i1Jqnq7rfwZwBwAfgO/BLEq6AXwQwPcB/A2A78K8OuNyAMUAbgNwn1Jqo3U26lkA8wB0APiw9ZhGpdSXrLNrrQCuALAdQATATQB+AaARZhH4YwBuAAaATyulXtF1/aC1/VJrv+9TSsWTjmde6uMAvA3AvwA4AOBvlFJHxzn2KwF8w9plIYCbAWwG8O8AnoJZUG4FMMf693lSKfW1lH/XNwG0ALgEQADA31rHeC+AhQCcAL6vlPp50r/1+wHMB1ANYC6AzwHoAvB7AJ0ArgXwj9bjPQC+q5T6+VtCJSKirMFLHImIKNUtAF5XSm2BWXSkugHArwFcCbO4qADwbQBvKqX+0dpmn1LqcgBDKY/9D6XUlQCOAfjYSE+ulGoDcD/MYmVX0l3fBXCnNa7PwCy6AGABgK8ppZoAVAFYn7LLtzxOKXUPgJcB3DxcnI1z7JcAuEkp9V8A/A7AjUqpH8M8y/d+mIXZTqXUuwBsAvDxEQ6tEMDDSqlNMAvRZutPl/VvdTWAb+m6XpnyuLBS6t3W2D+nlNoDsyj87zAL5Ktgng18N8wij4iIshgLNCIiSnUJgF0AoJR6AW+9fO+fYZ7RUQD+aoT7AWD/CLdFlFI7ra+fh3nGK5k2zriWAdhmjetlmEURYBY4J62vT8I8k5TO40Yy2rG3AbhT1/X7YRZEqX1nAQDrdV1/GMD/AZA/wr6jSqlt1tfDx588tn4Ab8I8G5Zs72jHZj3m7wDcA+DnozwvERFlERZoRESUqhVAEwDour4Wby1GPgjgfqXUVQDeAHA7gAQu/J2SGGG/ebqur7G+3gzgdQAhALXWbetSHp/6O2qf9ThY+zlj3T7etfqjPW4kox37jwDcqpS6BcBpnC8mh8d5C4AepdQHYV7+WajremrB6dZ1fbX19RUw/+2Sx1YCYCWAoymPG+n4EgAcuq7XArhUKfWXAN4D4F90XWd/ORFRFuMPcSIiSvXvAO7Tdf05mAVLOOX+FwE8oOv6AMweqtth9kPl6br+v/HWyxqHhQF8Stf1xQCOA/gSgCIAH7eeaw+APmvbPQC+o+v6vqTHfxHAD3Vd/yLMwum2NI9nIo8b7dgfAvCCruvdMPvcZlu3twB4AsAnAfxM1/XNAAYBHLS2aU1CeyYAAAPeSURBVEvZ//+wZmc8AeCrMIuvH1rPVwDgm0qpTl3XxzumFwD8L5g9fLN0Xd8LYABmD1psvAcTEZFcnCSEiIhoGliTpDQqpUJ2j4WIiOTiJY5ERERERERC8AwaERERERGREDyDRkREREREJAQLNCIiIiIiIiFYoBEREREREQnBAs1S996b027GS3fbTG83k/fJ45l5+8y145mKfeba8UzFPnk8M2+fuXY8U7HPXDueqdingOMZaS3JkbZLa1bYCT73sTS3+4d095np557gPrNuwg0WaEREREREsqQudD+a/Cl47rlpbvcNG587p7FAIyIiIiIiEoIFGhERERERkRAs0IiIiIiIiIRggUZERERERCQECzQiIiIiIiIhWKAREREREREJwQKNiIiIiIhICBZoREREREREQrBAIyIiIiIiEoIFGhERERERkRAs0IiIiIiIiIRggUZERERERCQECzQiIiIiIiIhWKAREREREREJwQKNiIiIiIhICBZoREREREREQrBAIyIiIiIiEoIFGhERERERkRAs0IiIiIiIZDHS3C48Bc99PM3tvmnjc+c0zTDSzZ+IiIiIiIimEs+gERERERERCcECjYiIiIiISAgWaEREREREREKwQCMiIiIiIhKCBRoREREREZEQLNCIiCgnaZq2QtM0Q9O099k9FiIionRxmn0iIspJmqZ9H0A9gHLDMN5p93iIiIjSwQKNiIhyjqZpbgCnAGwG8DyAtxmGcVjTtLcDuAtADMAOAMsNw3i7pmmLAPwHAB+AIIBPGYax15bBExHRjMZLHImIKBe9B8BxwzAOAPgNgNutou0hAB80DGMtgGjS9g8A+O+GYawDcDuAn033gImIiAAWaERElJtuBfBT6+ufW9+vBdBpGMar1u33AoCmacUA1gO4T9O0lwE8AqBY0zTf9A6ZiIgIcNk9ACIiokzSNK0awLsBXKpp2mcAaAAqrNtG+mDSCSBkGMaapH3UAwhMw3CJiIguwDNoRESUaz4EQBmGUW8YxjzDMOYC+DaAdwGo0DRtpbXdBwAYhmH0AjioadpNAKBp2jsAbLNj4ERERJwkhIiIcoqmaa8B+IphGI8l3VYF4DiAd8KcJCQBYD/MGR7/QtO0RgA/AOAFEAHwccMwXpz2wRMR0YzHAo2IiGYETdMcAP4XgG8ahjGoadrnAdQZhvEFm4dGRER0DnvQiIhoRjAMI6FpWgDAi5qmRQAcA3CbvaMiIiK6EM+gERERERERCcFJQoiIiIiIiIRggUZERERERCQECzQiIiIiIiIhWKAREREREREJwQKNiIiIiIhIiP8PHDfpM5/u7+AAAAAASUVORK5CYII=\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pdp_fare = pdp.pdp_isolate(\n",
" model=clf, dataset=df[df.columns[1:]], model_features=df.columns[1:], feature='Capital_gain'\n",
")\n",
"fig, axes = pdp.pdp_plot(pdp_fare, 'Capital_gain', plot_pts_dist=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 5.5 PDP - One-hot encoding \n",
"[Back to Table of Contents](#table)\n",
"\n",
"The next step is to check what would happen if we would look at categorical values that were one-hot encoded. To demonstrate this effect we take of the features that represent \"Relationship\" and plot those in the PDP. The results show that especially when somebody is in the Other-relative relationship there is a decreased chance of earning more. You could do the same for "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pdp_race = pdp.pdp_isolate(\n",
" model=clf, dataset=df[df.columns[1:]], model_features=df.columns[1:], \n",
" feature=[i for i in df.columns if 'O_' in i if i not in ['O_ Adm-clerical', 'O_ Armed-Forces', 'O_ Armed-Forces', \n",
" 'O_ Protective-serv', 'O_ Sales', 'O_ Handlers-cleaners']]\n",
")\n",
"fig, axes = pdp.pdp_plot(pdp_race, 'Occupation', center=True, plot_lines=True, frac_to_plot=100, plot_pts_dist=True,\n",
" plot_params = {'xticks_rotation': 111120})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 5.6 PDP - Interaction \n",
"[Back to Table of Contents](#table)\n",
"\n",
"Lastly, I decided to show the interaction between Age and Hours/Week. As you can see younger people are more likely to make less money. With age comes a higher chance of making more money. However, Age does seem to interact with Hours/Week seeing as there is a \"sweet spot\" when it comes to an increased chance of earning more than 50K. Specifically, this seems to be when Age is around 49 and that person works between 48 and 52 Hours/Week. Finally, the model seemed to have learnt that any age over (roughly) 65 results in basically the same kind of prediction. In practice, there might be some nuances to that seeing as it is based on the quantiles of the features. There is likely to be few instances of people over 56 in the dataset. "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3% of the data is of people over the age of 65\n"
]
}
],
"source": [
"print(\"{}% of the data is of people over the age of 65\".format(round(len(df[df.Age>65])/len(df)*100)))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0AGE4jtMJmAWcY9v2E0nTrwT62LY9op7KmQ2cYNv2D/Wxvs2U1QT/xz1ygBts236zjus7BjjYtu1L6iO++uA4zk3AdNu2n60xvSWwzLZtU0/lPA68bNt2zZ91Tl6mM3CXbdvD6ljWc8Adtm1PCj63BOYBT9u2fUFd1h2yfAM8DUy0bfuuYFoU/yfCh+Af03fZtv1IiHXNpsb+7jjOAcADtm33qffgNxzDXcBK/J90b2XbdjyY/hL+j920tG17bTDtIWCtbdvX1LKs2WzB8e04zsHAXUmTMoDurP8p9r/Ytn1ebWIREZEd0w6ROAfiwN2O43xt23ZBQwdTD3YFWtu2vXN9rMy27XeBd+tjXfXFtu0bt1E554RYrCOQX5dyHMf5E7A6kTQHzgbeAU51HOd627ZX1KWMzZTfE3gQ2BOYmDTrL/gJXR+gMTDGcZyfbNset7ViqUcWsDdwOdAX+MVxnBTgQOAL/JOB14JlDwK2WaIanIjtmvjsOM7rwJu2bf8YfE5xHOco27bf31YxiYhIw9qREudS/F61Fx3HGWzbdkXyTMdxngYmJfXCVX8OeppexP/D2wz4F/4f6wFAJXCMbdsLg1X91XGcfkAj4G7btp8M1nc08A8gDSgBrrRte4zjOP8EBgN5wHjbtofXiGsoYOMPi1mL37O2GngSaOs4zi/AYNu2S5O+8wV+r9/rNT87jlMG3A4cCrQB/mXb9sOO44zA7007ynGc3sDjQBbwK/6v710LzA7aJDtYb6can88GLgxiLQIusm17as0N4TjOtfgJ41pgNDDUtu1OQZs3B7oC7wOtk7bB8cCtQdt9X3OdSeuuCup3eBD/3xO98Y7j3ACcAlQBhUF8ixPtA/wAuMCH+MllM+Bq/BOKx4P2HgUcCdyPvw9UAjOBs2zbXhf0Xv+wkR5bBzgxKdYIftJ6IZCNn9TdHsyLAncCx+Bv77FAL9u2D3AcpynwH2AXIDWI+SrbtquCXvqNnXT8NajH3BrTjwNG2rZdBax0HOdlYDhQp8TZcZxU4B785DYW1OFy27bX1uy9TXwGlgNfAVPw9zsL+DsbbuvewAzbtkscx/kEOAD4BdgHmAC8it9+rzmO0xZ/f/o2KG+D+6rjOGn4P9G+PxAFfgYusW17TVK9svH3kTG2bV/jOM75wMBNnYA5jjM8qM/JSZNHAg/j7+siIvIHsKONcb4VWAf8Xy2+m27b9iDgRvw/eP+xbbsf/mX2EUnLldq2vRtwCHCb4zi9HcfpFpR5hG3b/fETpDcdx8kKvtMR6L+BpLkH8AgwLCjrRvzeyUXAOfhJw67JSXMIjYDltm3vhZ+o3Os4TnqNZV4CHrdtuy9+D+Uem1up4zj7A2cC+wZ1/Bfw1gaWOwy/vXbHP/FoXGORTNu2eydfTnccpzX+icIw27YHAHM2EUoUKAmW+xPwpOM4rRzHOQs/md49qNck/CELNXUBRtm2vQf+ycK/bduOsb69D8M/0TkA6BeUMxO/txPbts/ZUNLsOE4fIKNGb/MQIBP4L/AMcFHQW0pQ3gD8XuDB+CcTCfcCPwZl9wda4p9QYdv2jRvrqbdt+yLbtl/cwKz2+Ptxwnyg3YbWsQEvOI7zS+KFn5gn/AP/hLBf8IrgnwxsTjvgZtu2u+MnmwewgbYGhuIfD+APWzogeH80fjL6IXB4cBJi4W/Xqs3sq9fin1gNCI65hQQnM4GmwCjgg8Q+atv2I5tJmtPwj//LgpMTgu99B3QNhgGJiMgfwA6VOAfjH4cDZzmOc8gWfv2N4N8ZwGLbtscnfW6etNyjQVkLgU/w/2Afgt+76wbJxQv4Q0cSwyy+S/6DmuQgwLVte2awzs+ApfgJVV0kko2f8BPpRAKfGHPbG3g2KPMr/N67zTkSvz7fBnX8F9DMcZzmNZY7AnjNtu1Vtm17+Il5sq83sO598Mfk/hp8fnQzsTwQxD4Bf0jCfvhJ81O2bRcHy/wHsIKkJlklfsIFfvvUjJ9gnTFgrOM4NwNv2Lb97WZi6gFMrzHtAuCFYNu/i59EJ3qkjwCetW27LLg6klzno4C/BO38I/6JzS6bKX9TIoCX9Nng1y+M04KTt11t294VP+FPOBx4xLbtyuDYuz+YtjlVwJjg/aba+kjgg+D9x8A+QS/+0cD7tm0vwr9KMhD/WPog6Xsb21ePAo4Ffg7mDQV6JcX2HP6Jxn0h6pFwAjDTtu0N7duzqOMQIBER2XHsUIkzgG3b8/Avjz+D31OX4OEnDAk1E6rypPeVmygiOeGIBMtG8RPg5ARjEH6vJ/i94BsS5X8TmsQ6UzdRPmy+LqUAQeJKjWVLN/D9xLCWTa03CjyXVL/d8BOWlTXKrqqxjpoJ2sbaIvk7GzrJqFlGQiQoo2ZbRvCHGtW8wbAicYMZv60vALZtr8LvQb0yWPcrjuNcuJmYPJKOF8dxOuInxycHwxQKgnguT6rDxtopCpyY1NZ7AhdtpvxNmYvfM5yQh9/rXFcbavPEvrupfak8cSK5sbZ2HCcP/8rCimC5ZfhJ6PFAVeJkEz9Z3gd/6MXHSXFtbF+NApcmzdsDP/FNuAV/yMm/tqAdTgKe2si8SsKfpIiIyA5uh0ucAYKxvx8BlyVNXkZwt3vwR3n/Wq5+RLCODsDB+ONPXeDQYOgFjuMcgd+Lm7GZdbnAYY7jdAm+dxB+b9fYzXwvuS69WH9pe7OCHtmv8U8uCMZrJ25wWgWkBesEf7xwwijgFMdx2gSfzw/ir+kDYFgwThf8sc41Tw5qGg30DmKB/x0asyFnBLHvht/T+yV+0vTnpOExlwCjbdsu3/AqfqOKIOlzHOco/Lp9a9v2P/F753ffzPcL+N/hFn8BvrZtu61t251s2+6EfyVhN8dx9sJvp+GO4zQKhm+MYH07jQIudxzHOI7TCL+3ui6J8zv4bZPiOE4O/jjct+uwvoSPgQscx0kNeoL/CnwazEveRw/AvyLzG5to62P57c2sHwE38L9jht8HTse/SrQsmLapfXUU/pCZtCDmx4DbktY3Dv9KwYmO4xy6uQYInmKyHxs4FoJ5HfH3DRER+QPYIRPnwCX871jZ+4E2juMU4PcOfVbL9aY7jvMT/uX+i23bLgyGGJwHvOw4znjgZvwbCjfWuwpA8L0L8cdDT8Ifa3m0bdurNxPDLfiJ+iTgJvzEc0ucDhwZxHoTsDiIZzX+zXIfOY7zPUHPdTDvE/ybqj51HGcCcCpwfFKvdmK5z/CTkTGO4/yAP2a0ZFPBBAnPqfjjaX8CNjcmdO9guSeBk2zbXgk8gT+WeJzjOFPwexlP22xLrPcrUOY4zjj8BG0yMCmow174N/7hOM7jwc1iNeswCSh1HKdnMDzkbGr0Wtq2PQ1/fPnl+OOvx+LfnPYtfq9/op0uwR9eMxH/BGxiYl2O49yUuEFwCzyMP+RoPP6Nl0/Ytv1lHdaXcAv+vvML/s1+qcClwbxrgEuD4RCn4w852ZCNtfXGEue+/G/i/AOQy/rhN5vbV2/GH97xM/42N8DfkguxbXs5/nH5pOM4zRzHOT+4KXRDWgLZtm1vqAd/IP64+Zo3a4qIyO+U8bzNdRbKji5IwC+ybfuLeljXQGAv27bvCz5fAexp2/ZJdV13sD4P/3m+y+tjffXJcZxTgX1s297csA6C3sydbNt+Pvj8H6DMruUziGsruLH1bNu2r92W5f4ROP5TZF6zbfuDzS0rIiK/Dztyj7M0jEJgX8dxJjmOMxH/5skrGjimbSJ4okVzx3HC3Mg3GTjTcZwJjuNMBlpRu6fB1FU+W3YjnITgOM4AwFPSLCLyx6IeZxERERGRENTjLCIiIiISghJnEREREZEQlDiLiIiIiISgxFlEREREJAQlziIiIiIiIShxFhEREREJQYmziIiIiEgISpxFREREREJQ4iwiIiIiEoISZxERERGREJQ4i4iIiIiEoMRZRERERCQEJc4iIiIiIiEocRYRERERCUGJs4iIiIhICEqcRURERERCUOIsIiIiIhKCEmcRERERkRCUOIuIiIiIhKDEWUREREQkBCXOIiIiIiIhKHEWEREREQlBibOIiIiISAhKnEVEREREQlDiLCIiIiISghJnEREREZEQlDiLiIiIiISgxFlEREREJAQlziIiIiIiIShxFhEREREJQYmziIiIiEgISpxFREREREJQ4iwiIiIiEoISZxERERGREJQ4i4iIiIiEoMRZRERERCQEJc4iIiIiIiEocRYRERERCUGJs4iIiIhICEqcRURERERCUOIsIiIiIhKCEmcRERERkRCUOIuIiIiIhKDEWUREREQkBCXOIiLbIWNMqjFmkTHmo4aORUREfEqcRUS2T8cDvwADjTE9GzoYERFR4iwisr26AHgHeAW4NDHRGHOtMWaaMeYnY8y/jTGzg+lpxph7g+njjTFPG2OaNEzoIiK/T0qcRUS2M8aYXsBg4DXgGeAMY0wLY8xhwAhgd2AA0Djpa9cCVcAAz/P6AQuB27dl3CIiv3cpDR2AiIj8xgXA+57nFQFFxphZwHlALvCa53mrAIwxDwJW8J2jgBzgEGMMQBqwdFsHLiLye6bEWURkO2KMyQJOB8oTwzCAJsBFwMuASVo8lvQ+Clzqed5HwXqygfStHrCIyB+IhmqIiGxfTgOKgDzP8zp5ntcJ6AJkAz8Cw4wxTYNlzwa84P0o4KJgrHMEeAy4bZtGLiLyO6fEWURk+3IBcI/nedW9ycHQjPuAy/ET4jHGmB+ApkBJsNjNwGzgZ+BX/J7pv227sEVEfv+M53mbX0pERBqcMWYgsJfnefcFn68A9vQ876SGjUxE5I9BibOIyA4ieLzcE0BP/CEac4HzPM9b0KCBiYj8QShxFhEREREJQWOcRURERERC0OPoRGrBsqwn8Z+bu9R13T7BtFeA/GCRHGCV67q7buU42gPP4j/fNw6MdF33P5Zl3QwcG0xbCoxwXXdhA8WyTdvFsqx0YDTQCP//uNdd17Uty7oIuAzoCrRyXXf51oohRCxPA/sDq4NFR7iu+0sDxHEQcBf+M59/BM52Xbdqa8WRFE8U+AFY4LruUUnT7wfOcl03e2vHsLFYGrBNZgNr8R8xWOW67sBg+sX4jyKsAj5wXffqrRzHpcC5+DeXPua67r8ty2qO/wuWnfBvQP2T67ort2YcItsr9TiL1M7TwJDkCa7rnuS67q5BUvgG8OY2iKMK+Jvruj2BQcBfLcvqBdzpum7fIJb3gRsbKpYGaJdy4CDXdfsBuwJDLMsaBHwDHAzM2crlh4kF4KpEu2zNpHkTceyF/6uEJwcnf3OAM7dyHAmXAlOSJ1iWNRD/xGpbq47FsqwIDdcmAAcG+0MiaT4Q/wS4r+u6vfET+q3Gsqw++EnzHkA/4CjLsrrh/yql67puN8ANPov8ISlxFqkF13VHAys2NM+yLAP8CXhpG8SxyHXdn4L3a/ETgLau665JWiyL9c/63eaxJOZvq3ZxXddzXXdd8DE1eHmu6/7suu7srVl22Fi2ZQybiCMGlLuuWxhM/xQYtrVjsSyrHXAk8HjStChwJ7BVe1NDxNKCBmiTTbgAuN113XIA13W39i9B9gS+c123JOhl/xI4Dj95fyZY5hlg6FaOQ2S7pcRZpP7tCyxxXXfatizUsqxOQH9gbPD5Vsuy5uH/oMa26HHeaCyBbdYulmVFLcv6BX+Yyqeu647d3HcaIJZbLcuaYFnWvZZlNdrWcQDjgNSgpxfgBKD91o4D+Dd+ghxPmnYR8K7ruou2QfmbimU5DdMm4J9QfWJZ1o+WZZ0XTOsO7GtZ1ljLsr60LGv3rRzDJGA/y7JaWJaVCRyBX//WiW0T/LvTVo5DZLulxFmk/p3CNuhtTmZZVjb+MIjLEr3Nrute77pue+AF/MSkwWIJbLN2cV03FgwNaQfsEVyCbhAbieU6oAewO9AcuGZbxwH0Bk4G7rUsaxz++NqtOpbXsqzEfQE/Jk3LA04E7t+aZYeJxXVdj23cJkn2dl13N+Bw/GFO++GPR2+GP/TpKuDV4MrNVuG67hTgDvwTq4+B8Wy7+ovsEJQ4i9Qjy7JSgOPxb6TZVmWm4ieqL7iuu6Hxwy+yjS43byyWhmgXANd1VwFfUGM8emWXnxoAACAASURBVENIjiUY1uIFl+Cfwk9kGyKOMa7r7uu67h74Nw9u7asBewPHBDfCvQwcBEwGdgamB9MzLcuavpXj2GAslmU93wBtAkDi5t1gOMZb+PvEfODNYF8Zh98z3nIrx/GE67q7ua67H/5wtGnAEsuy2gAE/27tISMi2y0lziL162Bgquu687dFYUHv0xPAFNd170ma3i1psWOAqQ0VS2CbtYtlWa0sy8oJ3mckyt7a5W5JLElJiMEfLzqpgeLYKZjWCL/X+5GtGYfrute5rtvOdd1O+D27n7mu28x13VzXdTsF00tc1915a8axiViGb+s2CcrKsiyrceI9cCj+PvE2/skFlmV1x3/Sx1Z9GkxS/Tvgn+y+BLzL+pskzwTe2ZoxiGzP9Dg6kVqwLOsl4ACgpWVZ8wHbdd0n8P8Ab8thGnsDpwMTg/GrAH8HzrYsKx+/h2oOcH5DxeK67ods23ZpAzwT3HAWAV51Xfd9y7IuwR/PmgtMsCzrQ9d1z2mgWD6zLKsV/iO/fmHrb5+NxXFnMGQhAjzsuu5nWzmOHcFVDdAmrYG3LMsC/+/yi67rfmxZVhrwpGVZk4AK4MxgOMnW9IZlWS2ASuCvruuutCzrdvxhImfj/1rliVs5BpHtln45UEREREQkBA3VEBEREREJQYmziIiIiEgISpxFREREREJQ4iwiIiIiEoISZxERERGREJQ4i9STp5566rzNL7VtbC+xbC9xwPYTy/YSB2w/sWwvccD2E8v2EgdsX7GINDQlziL1Z3v647K9xLK9xAHbTyzbSxyw/cSyvcQB208s20scsH3FItKglDiLiIiIiISgH0ARAYbsdP4PdV1H/n65LQtGL67Tz+F+vPSRAXsPu+vHusayS5f0lhNnltUplm/euHJA17vuqVMsg9IbtfyurLxOccy48ooB3V+/qc5tskdF45bj0tbWKZbCE24csNcn19Qpll3WNm85sfGKOsXx7aF3DDj3hzPq3CZ5y9q3XNhqXp1ieWzgswNumnR0nWJpvKhby7VtptUpjhv7vDfgsYJ969wmZkGfll7bSXWK5dz8rwbc8euQOsWSsSi/ZWmbgjr/vPY1vT4e0O3Wuh3He2Y1ajm2uG7HMcC0668YWNd1iDQ09TiL1JO6Js31qa5Jc32pa9Jcn+qaNNeXuibN9amuSXN9qWvSXJ/qmjTXl/pImutLfSTNIr8XSpxFREREREJQ4iwiIiIiEoISZxERERGREJQ4i4iIiIiEoMRZRERERCQEJc4iIiIiIiEocRYRERERCUGJs4iIiIhICEqcRURERERCUOIsIiIiIhKCEmcRERERkRBSGjoAke1ZSmrU2M9c0DmnVePU+TOWlN1xwZNz8Px5ex+5a5PhVx3dNh6Pe49c/+rciWOmlex/3MCmJ196eF48HvceuPqlOdMnzC27690ruwMYA517t8s6vf9141ctWxurl/hSIub2a4Z2btY0M3XewpVl//z3B3OS57fPa5Z2w8WHdzrvuhcL66M8gNRIxDwy9NjOLTIzU2etXFl2xQcfzvGS5ndu1iztrsOHdBr24kuFadGoefnkk6rr36NVq6x9H31s/IWD9mw9uEP7pqWVVfHpRUUlV388al5tYvEqq8zCO1/uHFu9LjW1Tcuy3EuHzTHGALDmy/E5K9/7JhfPM02tAUtzjhhUBFCxcHnakgfe7NT+/84rjFdWmfk3PNk9WBvlc5ZkdX74ivEpOdlbtH3ilTFT4LzZuXJlSWp6u+Zl3a49qjqOZf+dnLPw9XG5eJ7Z6fB+S9sMHVC0/PMpTRe8PCaPiPG6XHzonKydW5dN+tuL3RPrK5m5NGu35y8Yn9Ysa4v3k1hlzHx65RedS1eUpTbt0KTswFv2qY5l2oczcyY+PznXi2N6DO22tPfJPYqWTFiWMeaucR1iFfFIZ6tj0W7n9l367Z3j8hb+sLhpSnpKvFnnpiX7/3PvWm2fhKqKuHn50u87r1tRkdqyY1bZsNv7zzERP6bx783P+ebpGbmehxkwrMPSQad1LprwwYKmo0dOy4tEjWdd2mNB/v6t19a1/IcumtJ5TVFFautOGWXn3JlfXf537yzN+eTJ+bleHLPPn3KXWqfnFX375pKcjx+fn5eeFY0Nu7LTvPw9c0rGfbCs6UePzMszUeOdZned07V/k9LaxPHcJT93XldUkdqyU2bZyXf0rY7jp3cX5ox+alau52H2OKHd0r2Hdyz6+f2FTT8fOTMvEjXeYZd1X9Bz/1ZrAarKY+a+E8b0GHZzn9kdd83Z4jjAP44fPvHYzi2yMlNnrVhZ9re3axzHzZul/euYIZ1OfPqlQoD+bdtk3HDYgR3SotHIx1OmFT3w9XdLAdKiUfPOOcN7/P39T2b/vGBRrWIR2ZGox1lkEw4+aXDO3GmLSy8+5LaCyvKq+OAh/Ron5g2/6qi8q4feU+ic/vCMs/4xtB3AKZcdnnfFUXcW3PLnkTNGXH9s28qKKu/SIbcXXDrk9oLR7/5Y9Naj7sL6SpoBjjigT87s+StKz776+YKKylh83z12ro5v74FdG99y5TFdsrMa1esJ8vF9eufMWLGidOjzLxRUxKri1s5dq8u0unZp/MAxR3Vp3MgvsyIW845/4cWC4194seDDgsKip378aeHykpJYtxYtMk5/9fXC4194saC2STPAmi9/yUlr27K0wx3nF0RSo/Hi76dWx7LizdF57W8+u7DD7X+ZuuqjsbleLM66H6Y2XnT3q11ixeUpAJHUFK/D7ecVdLj9vILGg3sXNTty0MItTZoBln06KSejfYvSvg+eWRBJi8ZXjpleHcf8l8bk9bn3tMJdHjhz6uJ3fsz1YnHmvzQmr/e9pxXk3zB0xtynRreNpKV4fe8/o6Dv/WcUtNgvv6jNcQMX1iZpBpj2/sycnE5NS4977siCaFo0PufLedWx/PLkxLyjHx9SOPS5I6ZOfmVqbjwWZ+y/f2h/4K37zjr+xaOmVJZWRgFWzVqdccRDhxQOfeaIgromzQC/vDsvp2WX7NLzX9m3IJoWiU/9Ykl1TKNHTss7+9m9C//y8r5Tx74wKzdeFeerx6fnjXhicOHwh/eY/tkDBW3rWv63by/Nye2SUfqPN/oXpKZF4r98tqK6/A8emZd39Yv9Cq9/Y9epnz23MDdW5fHeg3PbXv1i34JLRvae/ta/57QF+PCReXlXv9S34Pz7esx46945tYrpp3cW5LTqklV68WuDC1LSIvFfP19aHcfnI2fmXfD8noUXvzp46rcvzM2NV8X54rFZeec+uXvhWY8MmP7p/dOqy3z/joK8eNwzdWmT4/r2zpmxfEXpcU++UFBRVRW3uq8/jg/q1qXxfcevP44Brjt4//aXv/XhrGMef35KZlpqNDH974fsnxdJnJmJ/AEocRbZhB4DOmf//OWUtQA/fTllTd+9ujcGaJyTFS0vrYyvXVUcW7pgRWVGVno0mhLhwoNunVK6riy+U7vmaSVry6oTn/TMNHPwSYNbPf+v95fUZ3y9urfJ/mHCnLUA34+fvaZ/r/bVf/zi8bh3if3KtPosD2DXNrnZ38zxy/x69pw1e7ZvV11mLO55w1957TdlZqSmmON792r1n2++XQLQrmmT9HuOPLzTm6edmr9Hu3aZtY2lbNr87My+XdcCZPbruqb019nVsbS78czCSEajOMZ4eB5EDCYS8drZI34TX7yswqz54pdWzf90YK22z7qpC7Ob7tZpLUDObp3WrJkwtzqOXnecVBjNSItj8DwPiBj6PTxiSkpmo3j5kjVp0cxG1ftJrLTCLPt0Uqv2p+9d6/1k6aRl2W33aLMWoO2ebdYs+ml9knrEQ4cUpmamxo0xnodHVVksEq+Km58eHZ/7zoiP8lv3bbUOYO3Cdelf3PB1p7fP/DB/0Y9Lar19EuZPWJXddZDfW9p1r1ZrZn9fVB3TmY8PKmyUlRI3Bs8DTMTQqmt2Semaymh5cSySlhGt84nmrPFrs3vulbMWoNfeOWsKx62uLv+Kp/sUpmdF4xg8PFizvCKlWW6jiuyc1Fh2s9RYRWk8WlUZ54a3+k/JyE6JFy0oT8vIql1Mcyeszu42uMVagG57tVwz8/uV1XGc88TA9e3geZiIYaedE+1QFUlN98uc9OmSJmmZ0XjrnbNL6tImu7bNzf5mdnAcz5qzZo8O/3scn/7C+uM4MzU1khKNmEv2G5z72ohT8n+av3AdwKH5OzcpqaiMT1tWVKdYRHYkSpxFNiEzOz1SsrY0BlBaXB5Pz2wUAcjOyYyUFpdX//GsrKiKp2c2isRjcY4/32ppP3N+t+8+nrAqMX//obvnfPPBzysqyiu935ZSe1kZaZHiEj+OkrLKeEZ6avUxPeanWetWJyXv9SU7LS2ytrzCL7OyMp6ZmlZd5hezZq1bWfbbMo/q0SNn1LTpK8pjMc8AHxVOK/rL2+/M/NuHH826+RCrY21jiZdWRCIZfuJp0tPi8bKK6lhSWjSpAljy8NsdGu/bd7kxhqzduq+LNsn8TXxrv5mYk71nrxWRtNRabZ9YSUUkmpkWA4ikp8VjpZXVcTRq2bgKYMY9H3VodVCv5cYYTDTCwje+b1ngvNWt2eCdq/eT5V9OzWm+d/cVkUa1iwOgsrgqkpadGgNIzUyJV5VUVceStVNmFcDom77tsPOQzsvLVpZFV0xfldXvzD5LDr3nwBnj7vupfTwWp/NBHYsOufuAmQfctPesb24fW+vtk1BRXBVplJ0SA0jLiMYrStfH1KR1RhXA2zeO79D3yLbLTcTQrG1m+eOnf9Pz8dO/6TnwTx2X1bX8suJYJCMov1FmNF5eGqsuv1nrRlUAz14/rcOeR7da3rRVWtWa5RWpq5aWpyyfX5a6dE5pRmV5PBJNMXz61IKWD180pVs/q/mqjZW1KeXJ7ZAZjVckbZumrdOrAF6/YVKH/kflLTcRQ/O2GeUPnza258Onje056KT2y9YsLUsZ99q8lkMu67aoLu0BkJWWFlmXOI4rKuOZaeuP4y9nzFq3qnT9cdwiKzOa36pV1sgx3y85/9W3Z1xj7dc+t3F2ykn9+7a8+/Ov6xyLyI5EibPIJpSsK4tnZKdHATKzG0VK1vl/TIrXlMTTM9OqL1empqVESovL4wBvPuIuP63fdRNOvPjQNllNMiIA+x27W/NRz3+zor7jKy6tiGdm+HFkZqRFiksr6j1RrmldRUU8O80vMystLVJcsfkyj+jevfmrEyZW1//hseOWllZWebNWrqyoise9tGi0Vpd6Ixlp8XhpeRT+N4kG8OJxFv/n9Q4mJSXe4qSDNtmDu27M5OZNrN1qvX2imWnxWElFFCBWuj6JTsQx7fb3O0RSU+Ltz9inOo68Ybsv3+3FCyYsfHVsm6p1ZRGAotFTm7ce0rdO+0lqVkq8otgfclFZXBVJzUpNisXj8xu+7hBNi8YH/GXXJRnN02OZLTIqmndrVp7ZMqMqo0VGZcny0pR+Z/VZmpqR6uV0bFphUowXq4jV6VJ8WlZKvLy4KgpQURKLNMpKqY4pHvN4/dqfO6SkReIH/TV/ScnKiuikjxe2vPzjgyZe+sGBk0Y/Oi2voqSqTuWnZ0XjZcWxKPhJdHpSj3E85vH4VQUdUtIi8WMu6bgkEjUMu7Lz/Acu+LXrW/fMzuvQM3tdemY0DnDIWW2X3/Hl7hM+fnx+m5I1VVv897NRVkq8fJ3fDslJdCKOl6+e0CElLRI/5KKdlxSvrIhO+GhRy2s+2W/iVR/tO+mzR2fm/fTuwmarFpc1eui0sfmzfljZ9I0bJ3UqW1tZq7/jxRUV8azk47h848dxUXFJbNm64oqCpcvLlxWXVC1bV1x56oB+Lds0yW706ohT8vfo0K7prUce0im7UZpyCvnd004usgmFP88u7r9fj8YA/ffr2eTX72cUA6xZURxLz0yLNM7JirbKa5ZSUVYZNwbufv/KbimpUVNRVhGPx+JerCrmYaBV2+aNli5YUVnf8U2Zvqh4YN+OjQF279uxyaSCBcX1XUZNExYtKd6rY4fGAHt37NDkxwULN1mmAfKaNG60cO3aSoDmmRnRt047tUfUGFpnZ6cYMBWxWK16WNO7ti0umTizMUDphBlN0vM7VMey9LH320Uy02OtLzh2/qbW4XkelctXN0ptlVPr7ZOV36Z49S9zGgOs/nl2k8a92lbHMfP+T9tFs9JiXS8fMh8gXhVj0uUvdItXxkwkLSVuIhHPRCOe53lULF3TqFHrpnXaT1r1alm88PvFjQEWjFvUpHW/VtWxfHP72HZpWamxff8xeD5AamZqPJoeja+avTqtsqQyUraiLNUYwzsjPuwRj8UpXlqSgoeJpkXrdKWkbZ+c4pljlzcGmDFmWZMOuzavjun9Wya2S89OiR3r9JsPkJIejaekR2MpaREvPTslRsR48VjdxvN22iW7eOqYVY0Bpny7qknX/k2qy3/BmdEuIzsaO+OWbtX7yYxf1mT9/dVdC064pvOCtPRIPBbzuOOU8d2qKuImtVEkHokaL5pitrhN2vVpWjz9O3989fQxRU067ppTHcfbN//aLj07JTbspj7+tkmPxlOT2sEYvEEntS+64t19plz0yuCCzgObrR52U5/Z6Y1T47VpkwkLlxTv1Tk4jjt3aPLT/I0fxyWVlfGyqsp4lxbN0jJTUyMtsjJT7xs9ZvERI5+dMuypFwvGzZ2/+voPPp29rryiVrGI7EiUOItswicvfbuyfbfc9Afd63tkZDWKLpi+pPziO09tB/DsHe8t+Nfbl3e7+aWLuj1169vzY1Vxvnr3pxX3f3pd/n2jruvx9sjPlpSVVHgtWueklKwrq9oa8X3w2aSVHds2T3/qrjN6ZKSnRucuXFl+1XkHt9saZSW8PmnSyq7Nm6e/d8bwHpmpadFZK1eU33ywtdEyd8rOTllXUVFd/6KS0tgbkycve++M4T1HHnds11s+/3JubWNpcmD/lZULlqfPverhHvGyimhaXovyJSPfa1dZtDplzec/71Q2Y0H23GtH5s+9dmR+bG1JdEPriK1YmxLJaFSn7bPTobusLJ23In38hU/3iJVWRjPaNS+f+Z9R7cqXrUlZNmriTusKF2dPuPjZ/AkXP5sfK6mIttgvf8XEi5/Nn3jJcz1yjxuwJJqR5lUUrUuJZtYtDoDux3RduWr26vQ3T3u/R1VpZbRphyblX9/2Xbt1S4pTCt6dvtOyX4uy3z7zw/y3z/wwv2x1eXTw33af4147uus7Z32U3/fM3ouydsqs6n5k12VvnfZBz0+u+LzroCsG1nr7JPQf2n7l8pnr0h8+YXSPipJYtEWnrPL3bprQbvXi0pSf35q304JJq7JHnvJV/shTvsqvKo9F9jip49JHT/m6xyMnfdVjt+PaL6ttcpiw9/GtVy6aWZJ+89Cfe5SVxKK5nTPKn7ent1u5uDzlmzeX7DR74rrs/zvxl/z/O/GX/HWrKqNp6ZG4c8xPPR+6cErXoVd0XJCSGmHAkJYrbj3hl/zbThzfwzo9b0mjzC0/mRh4XNuVy2YVp/9n2Lc9ykti0Vadssrfcia3W724LOWHNxfsNH/S6uwHThqT/8BJY/KrymORQSe3X3r/Sd/1uO/EMT0GHt+2zu2Q7I3xk1Z2adE8/Z2zh/fITEuLzlqxovymwzd+HN/8yRdz7jv+qK6vn3VK/mNjvl9UFVeOLH9Mxr9bReSPbchO5//Q0DEAfLz0kQF7D7vrx4aOA+CbN64c0PWuexo8lhlXXjGg++s3NXgcAIUn3Dhgr0+uafBYvj30jgHn/nBGg8cB8NjAZwfcNOnoBo/lxj7vDXisYN8GjwPg3PyvBtzx65DtIpZren08oNutDX8cA0y7/oqBDR2DSF2px1lEREREJAQlziIiIiIiIShxFhEREREJQYmziIiIiEgISpxFREREREJQ4iwiIiIiEoISZxERERGREJQ4i4iIiIiEoMRZRERERCQEJc4iIiIiIiEocRYRERERCUGJs4iIiIhICEqcRURERERCMJ7nNXQMIiIiIiLbPfU4i4iIiIiEoMRZRERERCQEJc4iIiIiIiEocRYRERERCUGJs4iIiIhICEqcRURERERCUOIsIiIiIhKCEmcRERERkRCUOIuIiIiIhKDEWUREREQkBCXOIiIiIiIhKHEWEREREQlBibOIiIiISAhKnEVEREREQlDiLCIiIiISghJnEREREZEQlDiLiIiIiISgxFlEREREJAQlziIiIiIiIShxFhEREREJQYmziIiIiEgISpxFREREREJIaegARERERETCsCwrAjwE9APKgXNc152eNP+vwAjAA25yXff9pHk9gLFAa9d1y4JpUeAV4HHXdT/eXPnqcRYRERGRHcVQIN113cHAtcDdiRmWZbUELgT2AizgYcuyTDCvSbBsedLyXYEvgd3DFq7EWURERER2FPsAHwO4rvsdMDAxw3Xd5UA/13UrgVxgleu6XpA8jwT+DpQkrSsbOBf4PGzhGqqxgzis7w0/NHQM9WnUhJsH7HHG3T82dBz1ZdyzfxvQ6aG7fjf1mX3hlQP2HHXt76Y+Yw+7fcCp3537u6nPi4MeG3D/1IN+N/UBuLjHZwNumnT076ZON/Z5b4A98djfTX2cXd4ZMHzs2b+b+jy/5xMDel5/7++mPlNuvXzg5pequ8LFR3jbopxvPjrxL8B5SZNGnnXWWSOD902A1UnzYpZlpbiuWwXgum6VZVkXAQ5wX7CMDXzguu54y7Kqv+i67niA5Gmbo8RZRERERLYbQZI8ciOz1wCNkz5HEklzguu6D1iWNRL4yLKsA4HhwHzLss7G74n+BNivNrEpcRYRERGRHcU3wNHAq5ZlDQImJmZYlpUP3AYMAyrxxzPHXdfdOWmZ2cChtS1cibOIiIiI7CjeAg6xLOtbwABnWZZ1BTDddd13LcsaD4zBf6rGR67rflmfhStxFhEREZEdguu6ceD8GpOnJs138Mc3b+z7nTYwbUTY8vVUDRERERGREJQ4i4iIiIiEoMRZRERERCQEJc4iIiIiIiEocRYRERERCUGJs4iIiIhICEqcRURERERCUOIsIiIiIhKCEmcRERERkRCUOIuIiIiIhKDEWUREREQkBCXOIiIiIiIhKHEWEREREQlBibOIiIiISAhKnEVEREREQlDiLCIiIiISghJnEREREZEQlDiLiIiIiISgxFlEREREJAQlziIiIiIiIShxFhEREREJQYmziIiIiEgISpxFREREREJQ4iwiIiIiEoISZxERERGREJQ4i4iIiIiEkNLQAcjWl5IaNfa/T+3crEVW6vzZRWW3X/faHDx/3t5WryanX3hg23jM8x6+48O5E3+cXdKzX/uMC689skNqWjTy1SeTi1549IulAO06tki78tZhnS4bPrKwQesTjZg7Lzu2c/MmWalzF68ou+HhD+ckz++Q2yztn+cd3unPN71YuKlpqSlR8/zNp/e45YlRsydOX1S6LeuQzKuqMksffbpzfO261JTWrcpajjh1jjGmen7lkqVpy599pVObqy4uBCj+/qemqz9284hEvJxjj1iQ2afn2vKZszNWvPZOB6+qKpLZv29RzhGHLG2o+gDEK2NmmvNm58pVxanp7ZqXdb3m6Oo6LXcn5Sx6fVwunmdaDem3NHfowKKiL35tuvDlMXkmEvE6XnTonMa92pbOeejTvDXj5zaNNEqJZ3RoWdLlyiPnNVR9YpUx89U1n3YuW1Ga2qRD07LBzoHV9Zn10bScqS9OzPXinul6bI+l+X/qXfTjPd/mLflhYdNoekq8aadmJYNu3H/e5Kd/3mn2qBktUrPTYnv+fd85TTs3K2+o+lRVxM1jF03svK6oIrVV58yyM//Va46J+PUZ987inM+empvrxTF7nZi3dP/T2xX98N7ipp88OicvEjXeUZd3WdDngJZrx761KOe/j8/Na5QVjR37t67zuu3ZrKSh6pNQVRE3L1/6fed1KypSW3bMKht2e//qeo1/b37ON0/PyPU8zIBhHZYOOq1z0YQPFjQdPXJaXiRqPOvSHgvy92+9toGrAPj1ePWycZ2Li8pTm3fKLjv+tt2q6zHhvXk53z4zI5e4Z/oP67h0wAkdVzx91jfdAfBgSeHqrEtHHTJ+1tjl2V89VpgXiRrvoEt7Lui+X26D1y1WGTOjr3Y7l60oTW3coWnZ3jftX30czfxoes6UFybmeh5m52O7L+3xp95FyyYuyfjh7u86xCrjkY4HdSra5ez+Dfr/WkJqNGIeOO2Yzi2yM1NnLV9ZdvWrH83xkuZ3atks7fYTDut08iMvFwL8/agD8gZ1ad+0tLIqPnPpipLr3hg17+x9B7Y6ql+PFhFjzIOffbfgk8nT1jRQdWQLqcf5D+CQY3bNmTdrWelFJz9SUFFRFR98QI/GiXnDLzgw76o/P1n4z0tfmPHnyw5pB3DelUPa33b1q7MuOPGhKRmZaVGAQfvnN77+7pO7ZDdOb/CTraP27Z0ze+GK0jPt5wsqKmPx/XfrWl2ffft3aXzbRUd3yc5slLKpaQCXn3ZAXiSSlKE2kHXf/ZCTmtu6tM21lxWYlJR46YTJ1fUpmTC58bLHn+sSLy2tjn31qM/yWl96fuFOfz1n+qr3Pm4LsOLN99u3POu0WW2uu3yKV14ebYh6JFv+34k5GR1alPZ5YERBJDUlvmrMtOo6LXxpTF6ve4YX9r5/xNQl7/6Y68XiiWkFO/9j6Iz5T3/ZFqB0blFGj9tPLux935kFDZk0A8z6cFpOk045pUOePq4gkhaNLxg9p7o+k5/+Je/gR48uPOzpoVMLX5ucG4/FWT1rVcaB9x9ReNiTQwsG3bj/vJKlxSmzR81oMeSZ46bu+fd9Z/98/7i2DVmfcW8vzsntmlV61Ru7F6SmReITP1teXZ9PHp2Td9kLuxVerJKuBwAAIABJREFU9frAqV8+Pz83VuXx6WNz8y56un/h+SP7Tf/wvlltY1UeHz04u+1lL+xWcP6jfae//++ZDVqfhF/enZfTskt26fmv7FsQTYvEp36xpLpeo0dOyzv72b0L//LyvlPHvjArN14V56vHp+eNeGJw4fCH95j+2QMF20UdACa8Oy+nZefs0nNf2b8gJS0SL/hicXU9vnpsWt5Zz+xTeM7L+08d9+Ks3EjUeOe8uF/BOS/uV9Dr0LyiPYd3XZjdMj329RPT8s54fK/CUx8aNP2L7aRuMz+YntOkU9PSw585tiCaFo3PHz036Tgan3foyKMKD3/6mKkFr/6aG4/F+ek/49rvc/OBs458buiUypLKBv9/LWFo/145M5atKD3hoRcLKqpi8YN6rv8bdGCPLo3/fcqRXRqnr/97s/NOLTLOevKNwpMefqngujdGzctqlBY5tn/PlsMefGHqmU/8P3v3GRhF1bYB+J6Z7SXZ9LaEFEISVFoAQcE2oog0uyAWiqAoFvxEEewFsWEBRRAR7AqCIAjiWECaINIhgQAJCenZZHubM9+PhICKGn2Bgfhcf0hmN5lzczJnnzl7dubzgrFij9Oif0jzUOH8H5BzTivL5vWFLgDYvG6fs32XdCsAWCONQsAfYq56n1xZVh8ymnSCJcLAazQCd/OYSxJf+2BU9s4txW4AkJmiPDRyzl41cxxxVmaS5eedRS4A2LCjyNk5p1XToCUzRRnz/Ge/aefxtl2U1ybC5w+xwpJq1WfJAgeLLcacLBcAGHPaOv179zflAc8rCffe8Zu2a5MSvMzrExR/gOd1Opn5Azxkmatb+k1i+YtvZOsz0tynOMIfuPcctkR0au0CgMjOaU7ntkNNmXKev7FAMOoYOChQAPAczn5z2G7BpGeBSqdOMOllAAiU1xsKpyxJ23nP3GzntmKTSlEAADU7Ki2JXVNcAJDYLcVZ+WtZU55L3uhboDVpGcdxChQFHM/Bc9hlWPfED2krhi/KrtxcZnIdqtdHtY3xCDpBiUyPCnor3Hr10gAHtzkt2T2iXACQfV60c9/GuqY8d8/pWGAwaxjX2D88DyRmmrw+Z0gIeMK8zijIzuqAxpaoD5ptWtkSpZODPibIIaZeoEYl2+osmd3jXACQeV6c8+DGmqZct77TvUDfmEsBwPEc4jItjblkXmcUZNUa/jsl2x2W9MYcGT3inEWbjua4eVaPphxAw98bAAS9YW7r4kNxF96ZXQEAcZlWr98VEoLeMK89TbLV7Ky0JHZNdgFAUrdkZ+XmoycE4ht9jjmOANkf5lmYcdtmbU5cPmJJdlz7BNXHtSPat0qyrCssdgHA2n1Fzq7p9mNeg5hy2+z5vxmzU6IiDC9c1yft0zsHZ3dNSzH5giE2/N0Fe5nSME995F9yZlB99pCcfCaznve6AzIA+L1BZjTpeACwRBh5vzfYNKCGgjKzRpqE9KwE8yuPLTxY5/DIL88Z0Xb9j/m7Nq4uOG0GLbNBx3t8De32BYLMaNA2nQCu3XrgD+38/bZYm1lz1cXtY+9/ZeH+5+7ql3bSG/w3FH+A5wwGGQA4vY4pgUBTHtPZuX/Io4mJDpS/PC0XAKKuG1Qku91CsLTMHDP0+oOCxSyXT32rrfGcdrs4Xr3zYuYN8kcKYN6oZcwfbGqMLtYaBoADr3ydGnNxu2qO4wCBQ9mCn2NLP1hjbz36kiJFURDVK7smZch5FcEal3bvkwsz288auVutPCFviNeadTIAaIxaFvaFj/ZRvDkMABueXZXa+vI21QDQ6pL0mrOHd6rwVnq0qx/+NvOSaX0LHAU15pAnyNfvd+h91V6dOkka+N1h3mDRyACgNwks4JWb8tgS9GEA+GjSntQu/ROqOZ5DjN0YmDp4cy4AXDMxqygyTh92VQe19ZUBTTjIuKpirzEUYLyg5VWtnoOeMK9vzKUzCix4TD9FJBjDALDosa2p7a9MqeZ4DlEppsA7N6/JBYC+E84qOv5vPfWCnjBvsGgbcpg0LOj9Y47Fj29JPaevvfpI4bxzeaktR0yq1RoEBQBsKabAuzf/lAsAfR4++7TIFvKEeJ2l8TgyaVnIF/rDcbT+mdWpaZdnVvvr/EJdocPcfVKvgwabQV5557K29l6pu47kVZNFr+Pd/obXVG8wxEy6o69BqwoO/mbM5gB8s2NvzZvfra9IiLRqp93UP7Pfa/N2V7u9YQ3P45Ubr0x7b80v5ac4AvkfUOH8H+D1BJjJ3LDkwmjW815PwwHvcfmZwahrevtLqxP4ulq3XFvtDh7YWxEAAEeNOxQTZ9VUVzjD6rT+jzz+IDMZGtptOqaIbq5LuraNjI+26mc/Njg7Jc5maJ0UbRz59Mf5Hl9QlRd9zqBnit8vAIASOFpEH4/s9gieX7bGpjw1YbvCGFf+8vTspPH37BEirUFdSlIAAIQIa0iud2o0UTbV+ow36ZjsCwoAIB9TRAOAwhj2v7g0lddpmP2WXhVHtidd0606/ooOtTvHzs2J6pldn3xD90rBqFOM9pggJ/AKC4Y5XqdRZWpGa9KykKchT9gb4jVm7TF5FKx78odUQa9h7W/Pq1AUBe1u6VCpMWqViNa2ICdwis6qZ22vbVfx3d3LsqKyYz22NtEeNXIcYbBomN8TFgAg4DlaRAMAkxV88PDuVI2eZ33Hple4HUFh87LK2Me/7bGdyQo3dcjm7PaXxtUPeCCzZOad2zLj0kx+e67VrTcJqk8568waFmjMFfTKvN7821xfTNySqtXz7JK7siu8jqCwY/nh2PuXX7KdyQo3++Y12bmXJNbrTOr8jR3rNzk84T/kWDRxc6pWL7CL7sppOn52fnM4ut9jHYoBwOsICDuXl8be8/Wl25mscHNu+Sk755Ik1bNpzVoW8jQsuWg4Gf3tcbT2yR9TBb2GdRjVuSLkDfHGGGMwqk10AAAM0caQt8qrMSeYVX8tcgeCzKxveA0y63W8O/DXr0Ezf9xY6QuFlYPVjmCYMUUnCBzPc5g+dEDGpgMlroWbdzlOTcvJiUBLNf4D8neWejqe27AGq1P3zIhdW4o9AOCs88p6o5a3RhqFuMRITdAfZj5PkAX8IWZPi9UZTDo+MtqiddS4VR+ojrVrf7mn21mpVgDodlbriG17D/+jIuSzlb/WDH5k7u5hT3yUv3nPofrn3v3moFpFMwDoW7fy+PP3WQHAt2dvhD6j9Z/m4XRaxuu0MqfRKLzBIDctD9DqWKi8Usf8AV52ubVChFXVPrO0TfI4f21YB+z8tSjC0i6lKdPBN76xCya9nH7/FSUAwMIydo37IIuFZI7TaRh4XpHdfmHXvfNyFJkhWO3SAIpqRTMARLeL81RsOmwFgPKNpRFx5yQ05dn4whp74wf+SgAg4PAL34z4MofJDN5KjwYKOEVR4K3yai+fMyi/zaCcamOMMaRWFgBIPdvqKVjnsAJA/jpHRHqniKY8nz1VYDdYBHnIMzklAKAzCExr4GWNjlcMFo3McVCYrHAHt9SbH/isS/6g8W1KtQaenQ4zgSln2zz7NzSs1y5cVxWR2vHoCcpXz2y3GywaeeCTHUoAQGMQmMYgNOUCzylMVtQPASD5LJvnwIYqKwDsX18V0eqYHMue3WY3WLRy/yc7lhzZpjAF9WU+vS3ZFAIArUFg2mOycTxOi2wx7eI85UeOo58P/+Y4+vmFtXatWSd3f6RnCdBwsiroNaz+YJ0u5A3xfodPa4wxnhavRTtKyj09Mhteg3pkpkb8Wvznr0FRZqPw2Z2DcwSOQ3yEWcOB44KyrLw2pF/6un3Fzje/33BafOCRNB8Vzv8B3yza7GiVHmuY/tmYHKNJJ5QcrA7cM6m/HQDmTZdKX5g9POuZ6Tdnvfv6yhIAeGvK0qJJL9+Q+doHo7I/f3d1mRxWfSLpN5as2uFonRRteP/pm3NMBq1QXO4IPHzbpXa12/VvWXp0dYQqKg2HJ0/NUQIBQRsfF6j5eMFx8/A6nWLp1aOy7IXXc8qmvJZj7tG1ijcaWfR1A4uqZr+fWf7SG9mRvS8q4wR1P0cTe1l7h/9QjWHHmDk5si8oGFKiAwdeX2EPVjk11d9sj/cUlFl23jM3e+c9c7OZNyhE98qu3Tl2bvaue+blJA7Kq9An2kKxvc+p2nHXnNyCJxZkpo4Wi9XMk9GvrcNZVGf4+pYvcsLesGBNjQxsnPKT3Vvp1uz/Kj++dneVZcXwRdkrhi/K5gQO6X3bVi2/ZWHuqvHfZHa+r3uxRq9RAg6fdtlNC3J/eWVdqw5juh1WM0/3q5McFQe8hilXbcwJeGUhPs0U+PSJfLuj3K9Z/0VZfPEOl+Wl6zdlv3T9puxQgPE9B6dUvnTdppwXr92Y0/2apCqjVcO0RoE9P/Dn3Fl3bc/sf39GqZp5jug0qJWjer/b8Na1q3KCXlmISTMHljy1zV5f7tP8uvBQfOmOOsvMwauzZw5enR0OyHy3G1pXvj34p5wZN6zO6XxVqyqDVXtaDHYdB6U6qg+4DW9f90NO0BsWotMsgaVPb7U7y32aLQuL4w/vrLO8M2RV9jtDVmV764KCq8qv0Zs1TUWl1qhRulyfVvnO4FU5M29cldNxUOppkS2jX5bDebDesOzmRTlhX0iIaB0R2DBljd1T4dEULimIr9ldbVk+bHH28mGLswP1fqHLuO5Fqyd+n7lixJLss25uX8ZrTo+S5YvNOx3pcdGGL+66Kcek1woHqx2BxweKxx2zaz0+eeHmXVVf3D00982hAzMnL/uhOK91suncjFa23mdnRX965+Ds90del3WqM5B/j1NoUfoZ4fL2j25Suw0n0optT+d1u+XlX9Rux4ny87wH8tLefKnF5Dk45v/yzl3xcIvJs+Hy5/OGrL+9xeT5qPusvDf2XNJi8gDA2Jzv8p7a0b/FZHrs7CV5j28f2GLyPHnOl3lDN4xoMXk+OHd2Xu7EqS0mz+5n7+9yKvZTUN73lBSNbROXqf4OyZ85PU7fCCGEEEIIOc1R4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM1DhTAghhBBCSDNQ4UwIIYQQQkgzUOFMCCGEEEJIM2jUbgAhhBBCCCHNIYoiD+BNAB0ABACMlCRp3zGP3w/gxsZvl0mS9KQoitEAPgAQAaAGwO2SJFWKojgOwAgAVY3PHy1JUv5f7Z8KZ0IIIYQQcqYYBMAgSVIPURS7A3gZwEAAEEUxA8BNAM4FoABYLYriQgC3APhJkqTnRFG8FMBzAEYC6AzgFkmSfmnuzqlwPkNw5VV//6QzTFjPqd2EE0oxyWo34YRKsdSr3YQTqp2lTO0mnFAdDUVqN+GEu8W2Se0mnFCPx+1Suwkn1DMpy9RuwgnlzQip3QTy7/QEsBwAJElaL4pil2MeOwSgjyRJMgCIoqgF4AfQDsDExuesATCt8es8ABNEUUwEsFSSpMl/t3NOUZQTkoKcdNRRhBBCCDmeUzITtfpgh1NSi+z7/r7RAEYds2nmsGHDZgKAKIrvAFggSdLXjd8XA8iQJCl85MmiKHIAXgRglSRptCiKzwEINC7buAHAi5IkpYqi+DiA6QCcABYCeEuSpK/+qm0043yG6BN/R7PfRjgTLK+ckdf59ldaTKbNs8bltX5vSovJU3TbQ3lXr7mzxeT54vy38p7Z0a/F5Jl09ld5qw9mtpg8ANArrTDvYElSi8mUZi/LY+VZLSYPn7i3xfVP69kvtJg8RSPGn5L9/BLse0r2c19DkTzzTx52ArAe8z3/u6LZAOBdAC4AYxo3TwbwuiiK36JhtvpQY3H9qiRJ9Y0/txRAJwB/WTjTVTUIIYQQQsiZYg2AvgDQuMZ5+5EHGovhLwFslSRp9JElGwAuADBPkqRLARxo/B0RAHaIomhp/LlLAPztyRTNOBNCCCGEkDPFQgC9RVFci4YlKsMar46xD4AA4EIAelEUr2h8/gQA+QDmiaIIAKUARkiS5BRF8REA36Ph6hySJEl/u5CfCmdCCCGEEHJGkCSJAbjjd5v3HPO14U9+9Lzj/K73Abz/T/ZPSzUIIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQYqnAkhhBBCCGkGKpwJIYQQQghpBiqcCSGEEEIIaQaN2g0gJ59GK3CPz70z3RZn1ZYUVvin3PluEZSGx86/smPE0Af7pzDGlBkTPyvevm6v98KrukTeeO8VyYwxZdr4j4t2b9rvu/iarpE33ndFMpOZMufZRaU/r9zhUiuPVuC5l+8amB4dYdIWlzv8E99ZVqQc83jrhCjdU8P7pN06+eMCAOjbPdd2y2VdEjkO3MLV2ys/+W5LzeVdsyOH9+2WzBRFmfyBVLRtf5lPpThQwmGu6vX302WnW6tNjPXHjL6xiOM4AIBn7Wabc/mqRDCFs1zYrdLa+/wa76YdEfWLVqaA55WoIf2LDTkZXgAIlVXpat75LC3x0bsK1MpyBAvJ3PoJy9MDDp/W0srm7/K42JSpeHmBbe/HWxKhgEvrn1uZed05NVun/pRctbk0UmPQMGvrKG/epEsOAUDA4ROkWz9rJ867fpfeZpTVyhMOMu6jezele2oD2pjWFv91z3cs4viGPFuWlNh+em9/IhRwede0quxxU3rN1qWlkT/O3JfMC5zS+97s0uwLE1wAUH3ArVswcWva6I/OV7WPQkGFe2R0ebqjWta2Stf6H3s1vinPt4vdkR+86UjmeU4Z93Rs0dl5Bh8AFO8P6p57oCptxsKUAgBYsdBl+2RmfaKiKFy/GyMqr70tskatPMGgwo0e6Uivrmba9AyN/9XXI4v4xjyLv/RFvvmGJ5kXoDz9XERRXp7Ot3CBzzbzbU+iwsDdOMRYedtwc80vvwSNTz7mTA0GwF9xpaHm3vstlWrlCQQV7uphZemV1bK2bYbW//70hKY8nyx0RU5+3ZEs8FCmT4kr6tHF6AMAf4BxXXofypn1SvzBI9vy9wV1t91bkbZuaStV/95ORP888Zgzee2aYKTRyLE2WYL35am2Q2rlUcJhrmravHTZ5dZqE2L9MbcPbhrfACBUXqWrmf1pWuLEuwsAwL1mk8359Q/JvEEv267te0ifmeqrmDKj7ZHnBw+VmVNemLBViLSqNsaR5qMZ5/+AS2/oYSveW+4b23tyfigQZj36dLAeeWzog/2Sxw96peDJm98qHDZpkB0ABt93RfK4fi/mPzN8ZuFtEwemAMAN9/RJfujqqQWTbpy275aHBqSolQUA+p13lu1AWa1v6DMf5gfCYXZhx8ymPBd0yLC+cEe/DKtR33RSOLLvucnDpnxSMPSZD/fcKHZKFHgOI648N3nYlE/zH3xrSeHdV/VUNY/np802bXKcL+mJsfmcVsN8v+5qylO/5PvkhEfuLEh8Yuwe17drExWZof7Lb5PjHx5dEHfPLYV185fbAcD76y5r9ZsfZjCv/7Q4GS76Ot9mbR3lu3j2tfm8TmBlqw82Zcqftzn5wrcGFVw8+5o9hfO3JzKZwXXQYez5Wv+Ci2Zdk3+kaAaALS+vbsVrBeX4ezl1tiwuscVlWHx3ftorX6Pj2Z4fKpry/DhzX/Lt884ruOOTnnvWf3gwkYUZVr2zL3n47O4Ft7zVbZ80rSAFAPZ8X2H95IHNGX5XSPU+Wr7AZWudqfO9s8Ser9Nz7KdvvU153p/uSJ4+PyX/6bcSCme+VJsCAGu+9VgfG1OZ4Xaypra/P60uefr85IJZi+17FrxXnyiH1eumBZ/7bJltNL4ly2Lz9XqOfbsy0JRn+hue5PkLo/PfettW+NIUdwoATHvDnTz/i+iCxcti9rw3x5sYDit49ilXq9en2Q4sXRGz2+tVBNXCAJj3mdOWm6XzbVzRKl+v59iSFZ6mPM+95khevdie//nspMKJk2ubxq4HHq9OlhmaqrclKzzWG0aVZ9TXM9X/3k5E/+wtCBs//CSq4MuvYvLVLJoBwLP2F5s2Kd6X9Og9DWP2lqNjtnfLLmv1Wx9kMF/DWKzIMuqXfJuS8PCY/Lh7h++rW7gihdNqlcRJY/MTJ43NN3VpX2Pt3fMwFc1nDiqc/wNy8tItv/642wUAm3/c7Wx/XlsrAFhtZiHgCzFXnUeuLK0NGc0GQdDwGHPJs7t9bj+Lt0frvC6/DABF+WVeS6RJMFr0vN8XVPUAPycj0bJhd5ELADbsKnLmtbU3DVoyU5RRL32+99jnj35lfoEvEGIKoHDgwJiCwU+9v9vrD7KkmAidx69unsD+YouhXZYLAAxnZTkDe/Y35YkfP7KAN+gZwCmAAubzC5xOywSLSdbERoUUf0BQwjI4nlfix9++98/3cmo5dlZa4rrYXQAQ39XurN5yuClTz9f6F2hMOgau4X0PjufgKXMZNj0lpf1w+4Ls6l8PmwBg78dbY+M6JzsN0caQOimOOrTNYcnsHusCgDbnxToPbKxpyjPsne4FerOGccfkic+0en3OkBDwhHmtUZABgBM4Zdjs7qdFH+3cErB06Wl0AUCXnibnlg2+pjzvLrXvNlt4Vl4a1pktvAwAvMApr32U9Ju2T/0wqcBk5hnHQVEUgFfx1WTLryFLz156FwD07KVzblgXbMqzdHnMbouVZ6Ulss5i4WQA+PCT6AKz5Wjb/T6FD4cVbuor7sSrB9Rk53XRutXKAgAbNvstYq+G/ul9ocn547qj/bP521a7I6w8KzoU0kU05vliqTvCYubZWdk675HnCQKUb+ennBZ/b/9r//A8UHJINtx/T33awH412evXBU1qZQGOjNltGsbsdlnOQP7RMZvjeSX+/0Y1/b/L9S6NJioyKFhMsmA1y0ogKCjhhpccFghynrW/xEUO6F1xykOQf40K5/8Ak8XAe10+GQB8ngAzmPQ8AFhsJt7nCTQVjaFgmBlMep7JDFffIcY+PveOrPXLt9UBQEVxTWDq0vG5U5eOz102d1WVOkkamA063tNYvHsDIWbU65r+jtdsP+Cu9/h/UwhX1bnDAPD4rZelfr1hd7UCQGYKburdOfblMQOyfthaWHdKA/yO4g/wvFHfUFzpdYwFgk15NFGRYQCoeXd+qql7p2rm9fGcXteUj9NqmBII8sYOOW7Baj5tZizC3iCvtTS0U2PUsrAv1JTJGGcOA8DmyT+ktuqdVQ0AKRdl1HSf3Gd/3qPigS0vrWpdv7da79hVYc64+uxadRL8VsAj83qLRgYAnVHDgj65KU9EgiEMAAsf25ba/sqUao7nEJViCsy6eW3urJvX5na9vnUVAGRfEO82R+lOiz7yuhl/pCg2mTnm8yhNeQQNh0/fqYudOKo86/xLTXUA0ONikzsyWvhN2+MSNWEAeP6hqtTegyzVR5Z6qMHtVniLtaHoMps55vEezaPRcHhnpid21O11WZf21tcBQGKiEAaAh/6vPnXQVYbq2lom7NkdNt8xxlwxa05U4eRnXK1kWb0ZdJdb4SMjGvrHYuKZ2/PbPFPfdsRePbwsq//llrrD5WHNrA+csc9OiCk79nf0vdTsjv1dn6nlf+0fALjiSkPNzNm2/VNfizzw6CP1rdXIcUTDmG1oHLP1jAUCR8e39r8diwVbRFiud2nDdU5NuKpWG66sMSqhhvHQ+/MWm7Hz2bW8Tqv6u2qk+ahw/g/wuv3MaDEIAGCy6Hmvu6Gw9Di9zGDSNb0lqdVpeJ8nwADgixlS9U0dJmy7buxlSUlpcdoLBuXF3tpl4vbh5z62Y/D9fZMNJp1qr5Ief5CZDQ3tNut1/N/NGPMch2dGXJEaDMtsxuJ1TWf2H67cXN1n/Kxtt13eNcli1Kt2LHAGPWP+gAD8togGAIUxVL/9SSqn1TDbVb0reKOBKcFgU58poTDPGfRMjXb/FY1Jx8KehnaGvSFea9L9JtPGJ6VUXiuw3JFdKwCg7c2dKjVGrWJNtQU5Da8UryiIdhXXGX+4fUG262CdccMjKzLUygIAerPAgp6wAAABb5jXmzVNeZis4POHf03V6Hgm3tW2wuMICtuXH44dt/zi7fctvWjHj2/vTQ56w+pVlcdhsvDM62EC0FBEmxqL6CNuGGmrXrC+9baP3q5PctXLxz02mKzg6fsqU7U6jo24P1rVGTOLhWMed8PyCrdb4Y/MXB4xcpS5ev3PcdvefsuTVF/PeFlWcN/YulSdjmP3P2CtiInh5fh4Ppibqw3ExwvhuDg+VFmh3hIHq4VjTldD/7g8jI+w/rZ/7h8dVV28OX3bi9MdSe994owuKQvre/YvyV61zhc56v+q0uqdx+8ztfyv/QMAd95lrjSZeCUjUxMUNJwSCCiqHVN/GLMNhj99DeJ4HrZr+5ZUvfFeZt0Xy5N1qcnuI2O2d9O2aEuvrqfF5ABpvtPq4CInR8GvBz2dLsixAkCnC3Ijdm0s9ACAs9YjG0w63mozC3HJUZo5Fv9KAAAgAElEQVSgP8Q4Dnj5q//L0mgFLugPMiYzxVFZHw76Q3IoEFY8Lp+sKIrCC+pNL+08UOHplptqBYBu7VIjthYe9vzV8yfcJNrd/oD89LyVJQCgEXi8+9ANWVqB54KhMJMZU2QVp5d06XaPf9c+KwD4d+2L0Ldp3ZTHMW+RnTca5Jhh15QAQMNbfSFednuFcE2dhtNpGSecfodxVG6cp/KXUisAVG4qiYg+J7Ep05aXVtu1Zq3c+eGLSgAgUOcTfhz1RQ6TGXxVHg0UcOfcfV6ZOPf6PRfNuibfmmbznfvc5fvVygIAKWfbPIUbGpZnFK6rjkjtGNWUZ8kzO+wGi0Ye9GT7EgDQGgSmNQiyRscrBotG5nhOYbJ6L/LHk9te7/llTcPb/5vW+CLOztN7ACAcUjDm2tKsUFDh9HqOCQIUjZY77rHx8qPVdrOVlx96Pq7kVLb9eNp31HrW/NSwbnbNT8GIvC46DwCEQgquvaomKxhUOL2hIY9WC+XRiU671crJz78YWQIAZgvPDEaOFe4L6zxuxlfXMG1sHB9WK0/XjgbPdz819M+3q7wRPboYmvL0GlCSFQgqnNHAMY0A5Z7bbVXbf0jdvf7rVvkX9DDWz3wp7mBkhHBanUz/r/1TW8uEq/rX5ITDCsrLZQ0UcHr98f8uTwVdWqujY/buvb8Zs48nUFhkTpx4d77t+itLOZ2WcY1rUMI1dXpNTJTqS9HIP3P6veKSE+6bj9c6WmUlGqZLE3OMZr1Quq8iMPbFIXYAmDdlSekLi+7Pevrju7PmPLuoRA4zrF68ufaNlROyX18xIWfRzO8q/N6g8tWcHytf/2ZCzrRvH8lZ8dGaKq/Lr9rAvHjNDkdaYrTh40eH5pj0OqG4ojbwyFDRfrznxkdZNAN7nhV/VlqiZd4jQ7LnPTIk22TQCd9uKqj9YNJN2e8/MiTnY+nXCl9QvU82WXp1cYTKqgxlj7+Ww/wBQZMYF6idu9Aerq3XuFdvig8eKLGUPzUtu/ypadmy2ytEXtW7tHLKzKyqqXOybNf0Ub1oOZ7WV+Y43EV1hu+GfZ4T9oYES6vIwK8vrrL7Kt2aoqV74h17qiw/3L4g+4fbF2TzPI/UK7Krvh82P3fdQ19nnnPPecVqt//3Og9q5aje7zZMv3Z1TtAbFmLTzIHFT22315f7NJsXHoov3VFvmTH4p+wZg3/KDgdkvtsNrStnDF6T8+YNP+V0vspeZbBqT6tCpu91VkdRYcgw/MqSHJ9HEVLTdYGXJlbZNVoOF/e11N4+oDR71KDSnGtvi6wwmvg/HBuVZWHNss9d8Xu2BSyjBpZmjxpYml3vkFX7QN111xsdhftkw5WXV+d4PExIzxACEx+ut2u1HPpeaagdcGVN9qB+NTm3jTBX1Ncpwuef+uK3bQ1ZBvaryR7Yrybb4WDC409EFN11R13mVQNrs++401ym1ap3rnPbjRGOPXuDhs6XFue4PUxom6kN3Dm+0q7Vcri2n6X23D6Hss+94lDO2JG2Cov5j/1zuvlf+0cQOFxznbGqX5+a3JHDHJmPPm5VdYyw9OziCJVXGsqefDWH+YOCJiEuUPv+F8d9DQIATqdjZY9Pza2eNjcz8uo+pQAg1zk1vNGg2skZ+fc4RTntjzkCoE/8HZvUbsOJtLxyRl7n21/5Re12nCibZ43La/3elBaTp+i2h/KuXnNni8nzxflv5T2zo1+LyTPp7K/yVh/MbDF5AKBXWmHewZKkFpMpzV6Wx8qzWkwePnFvi+uf1rNfaDF5ikaM73Iq9vNqwYRTUjTe13byafUu3bFoxpkQQgghhJBmoMKZEEIIIYSQZqDCmRBCCCGEkGagwpkQQgghhJBmUP1WnM0xYPXdp+UH4xb3mnZKFuMTQgghhBD10YwzIYQQQgghzUCFMyGEEEIIIc1AhTMhhBBCCCHNQIUzIYQQQgghzUCFMyGEEEIIIc1AhTMhhBBCCCHNQIUzIYQQQgghzUCFMyGEEEIIIc1AhTMhhBBCCCHNQIUzIYQQQgghzXBG3HL739gw/qsMJcy4Y7cpUMCBQ/dXBhSq1S5CCCGEEHJmarGFc5shncu3vvh9WpenLi/kdRpF7fYQQgghhJAzW4stnGM6Jnszb+xY5jns1CX1ynCp3R5CCCGEEHJma7GFMwC07n+W48jXLCyD1whqNocQQgghhJzBTmrhLIrivQBuB8ABmCVJ0quiKHYAMAOABcBBADdJkuQ80fveMllq1XGCeKhmy2HTtld+aM0LvAIAZ43teSi2s91zovdHCCGEEEJatpN2VQ1RFM9GQ9HcDUAHAP1EUcwC8A6AhyVJOgfAQgAPnoz9u4ocRgDYNWOtveuzfQsvnHPjnm4v9Nu366219pOxP0IIIYQQ0rKdzMvR5QJYL0mSV5KkMIAfAVwFIBvAqsbnrARwzcnYuewPCYE6n6A16WRjvCUEAIZYc5iFfnulDUIIIYQQQprjZC7V2AHgWVEUYwD4APQFsKlx+wAAXwK4DkCr4/3wnDlzRgEYBQBtYhJi90VVVP+Tncd2stdvfvKbNG+Z01Dw3saENjd1rlw9en5Oqytyqv59JEIIIYQQ8l910gpnSZJ2i6I4BQ2zym4AWwGEAQwH8Looio8BWAwgeLyfHzZs2EwAMwFgwOq7N/3T/Z99b6/DiqKA445OMJ8//er8I2udCSGEEEII+SdO6ocDJUmaDWA2AIii+ByAEkmS9gC4rHFbWwBXnox9H/hiW8yB+dsSACDlsuzq7Nu6VuptRnn1HfPb9ppxbcHJ2CchhBBCCGm5Tuott0VRjG/8NxXA1QA+PmYbD2ASGq6wccIVL9kVd9G8wbsumjd4l7e03rD1xe8bPhSo0IQzIYQQQgj5505q4QxggSiKuwAsAXCXJEkOAINFUSwAsAfAYQBzTsqeOUCRFY7XCOg08dJi2R/mt0/9MeWk7IsQQgghhLR4J3upRq/jbHsNwGsnc78AkHlDp/JVIz/L6fHqwL2GGHO406RLi7e99IO9fm+15WTvmxBCCCGEnHiNKxbeRMOljgMARkqStO+Yx+8HcGPjt8skSXrymMdyAGwAkCBJkl8UxcsATAHgAbBckqRn/m7/J3vGWTX2y7PrLn5/yG5DjDkMABzHocODF5eIn968Te22EUIIIYSQf2UQAIMkST0APAzg5SMPiKKYAeAmAOcB6AHgMlEU2zc+FtH43EDj9zwa7i1yjSRJPQHkiKLY8+923qJvuX08e9//JaH9uAtL1W7HP9YC12YLx72eyhks2LLOQyu9VrWbcEId8MWq3YQTqkZueW+e1cpatZtwwqQBqGc+tZtxwkQBcDFB7WacWDLd1uEM1RPAcgCQJGm9KIpdjnnsEIA+kiTJACCKohaAXxRFDg1XansEDZdDBoBYAA5JkvY3fr+m8Xf/9Fc755QzoCD7N5ejA4DyNQesNb+WWsK+kKA16+Sos5M8lla2gDU9OnAi2rW417Quf/+sE+b07yhCCCGEqOGUnAXc88vIU1KLdNp2/mg03suj0czGyxRDFMV3ACyQJOnrxu+LAWQ03mwPjds4AC8CsEqSNFoUxScAFEqS9L4oigcB5KBh5rkAQH8AewEsArBFkqRH/6ptLXbGefPTK1N5La/EdWnlFIxaJntDfMXaA5GHfWE+78nLi9Ru3z/VJ270L2q34URaXvV2XtdbX2kxmTbOHZfXeuaLLSZP0agH83quHN9i8vzU+4W8ERtvazF5Znd9L29RYYcWkwcABmVuzdtclNpiMnVuXZznOGxvMXmikkvythe3nDznpJa0tDH7lOyn0nNq5guPvZfHcTgBHPuWKP+7otkA4F0ALgBjGjcPBVAiiuIIAIkAvpEk6QJRFG9Gw9XdHADyAfztzfZabOHsPlRnvGDmdfnHbkvp3bZ+1chPs9VqEyGEEEII+Z+sQcMs8WeiKHYHsP3IA40zzV8C+E6SpClHtkuS1OaY5xxE4/1EAFyBhvuJeAF8gWZc6a3FFs56mzG06801SbFdWrm0Zp0c8gb56k0lVkOspaWtrCWEEEII+a9YCKC3KIpr0bBEZZgoiuMA7AMgALgQgF4UxSsanz9BkqR1f/K7StBQiPsAfChJ0s6/23mLLZy7PnfF/kNf50eVfb/PFvaGBI1JK9tyE7w5t59brnbbCCGEEELIPydJEgNwx+827znma8Pf/HzaMV/PAjDrn+y/xRbOvEZA6/7tHK37t3Oo3RZCCCGEEHLma1nXzyKEEEIIIeQkocKZEEIIIYSQZqDCmRBCCCGEkGagwpkQQgghhJBmOCM+HHh+zD61m0AIIYQQQv7jzojC+aF2y/PUbsPvTdnVp8XccYgQQgghhPy9M6JwpiKVEEIIIYSojdY4E0IIIYQQ0gxUOBNCCCGEENIMVDgTQgghhBDSDFQ4E0IIIYQQ0gxUOBNCCCGEENIMVDgTQgghhBDSDFQ4E0IIIYQQ0gz/mcI54An/Z7ISQgghhJAT74y4Acq/Ubytztj0jQIseHxn2jVPnXUQAFLb23xqtYsQQgghhJyZWmzhPH/SjjSFgUvIsnihAK6qgHbVuwcTwAFDp3Y8qHb7CCGEEELImaXFFs73zD9vz1dT9iTrzRr58nuzyt+6aUPboa9SwUwIIYQQQv6dFrvuV6PjlUGPtitt1T7S+96YzRlBvyyo3SZCCCGEEHLmarEzzkecfWmCM7WDzfvrksO2gCfM680apnabCCGEEELImeekFs6iKB4E4AIgAwhLktRFFMUXAfQHEARQCGCYJEl1J3rf+aurLCte25uiM2lY9xtaVW76ojT+l0WlcV2vsVf1ujWt+kTvjxBCCCGEtGynYsb5YkmSji1UVwKYIElSWBTFKQAmAHjoRO90+dS99mEzOu/zu8P8jJt/zn3w617b9SaBvXHD+hwqnAkhhBBCyD91ypdqSJL0zTHfrgdw7cnYjxxmnKDlFY7joCiAoOEURQEUppyM3RFCCCGEkBbuZBfOCoBvRFFUALwtSdLM3z0+HMCnx/vBOXPmjAIwCgCMqdmxvqT8fzRLfPGojMMzh21sm9DG4j33OnvF1EFr22kNPOt+Y2rlv8hBCCGEEEL+40524Xy+JEmHRVGMB7BSFMU9kiStAgBRFCcCCAP48Hg/OGzYsJkAZgLAlF19Nv3THXfql1zf4Yqkel7gAAAXDEur0hoEFg4y7l9mIYQQQggh/2EntXCWJOlw47+VoiguBNANwCpRFG8F0A+AKEnSSVk7sfaj4pg17xclAECn/knVl45pUwkAM4dtzLrr4+4FJ2OfpyuNVuAenzcm3RZn1Zbsq/BPuXN2ERr/18+/slPE0PH9UxhjyoxHPi3evm6v98KrukTeeF/fZMaYMu3Bj4p2b9rvy+2SYbxz8g2pWp2WX73kl5qPXlqq2sy9RuC5l+4dmB4dYdIWlzv8k2YsKzr28dTEKN0To/qkDX/q44I/2/Z/Qy9O7pLbKtIfDLMDh2u8T85acehU5zhCCYe5qjfnpssut1abEOePGTG4iOOOnt+Fyqt0Ne99kpb48NgCAHCv3WRzrvg+mTfoZdvVVx4yZGd6PRu3RDqXfZcMnlOih1xdpM9srdrdMVlI5nY/sTA9VOfVGlOi/G0n9GvKU/ntTlvp5xsToShcQt/2lcmD8mqqvt8dWfLx+mTwnJJ5T++iiHYpvopvdthKP92QLJh0ctrICw9Fdkj1qpUHAOSQzEkPfp/uq/VpI1Mj/Rc+3asp075lhbbtH+xMhKJwbQe1rTzrhtyaim2VxvUv/5zKgjKfJqbVdBrZoRIA5KDMLRq6JKfnpPMOJrSPV62PQkHGPX9nUXpddVibkq733/9KqyKOb8izekld5Py3KpN5Hsrop1KKcjqbfetW1Ed88lpFCs9DGfFocvHZ51q8Pyxy2Ba9U5WoMHC9b4iu7HdrbI16eRRu3Kjq9NpqWds6Q+t/5tXoIr4xz4rFnsh3p7uSeR7Kw89EFXXI0/sA4GBhSPf4A7VpcxclFAQDCjfy+sq2AKAoCvbuDpmXrk3eGhMnyGrkCQYVbujwmvSqaqZtk6Hxvz0tqinPgkXeyFfecCULPKe8NDmyqFsXve942z6d77VNm+FKZAq4W4aYK0ePsKjWP8Ggwt13e016TTXTpmVo/JNfO5rn68XeyFnTGto+8dnIoo7H9M/EcY60D7+MLwCALz/32N59y51stnDy/RMiD3XtoVdtTDghY/b6X2zOb1YlQlE4S69uldZLeqrWP+SfOWnXcRZF0SyKovXI1wAuA7BDFMU+aPgw4ABJkk7aH/7Pnx+KG7f4/F3jFp+/q/aQz/DFEzvtAID/4BLnS2/sYSsuKPONvfS5/FAgzHr06WA98tjQB/sljx/0csGTN79ZOOzRq+wAMPj+vsnjrnwh/5lhbxfeNnFQCgDc/tS1rZ4f9c6BMRc/vdto1qt6Tex+Pc+yHTxc67vliQ/zg6Ewu7BzZlOeXh0zrM/f3S/DatRr/mpbenKMccyU+QW3PflRvppFMwB41v1i0ybF+5Im3pvPaTTMt3VnUx7v1l3W6pnvZzCvXwMAiiyj/quVKQkP3pUfN3bEvrpFy1MAwLlMSk4YPyY/dvTNhXWLvk5RKwsAVK7cYTOlxvg6Tr8ln9dpWO3afU15Sj5an9x+6pCCDtNv2VO2aHOiIjOUfLw++ZxXh+TnPDawsOjd1SmKzHDo/bUp50wdkt/umWv2Fc1ZrWoeANj3VaEtMi3SN3Be/3xBx7PiHw81Zdo6Z1tyv3euKBgwr9+eXZ/uTmQyw8+vbWp18TMXHBj04YDdIW+o6XjZMHVjssIU1d/1+v4Lh82eqfe9/GVWvlbPsZ8lZ1Oe+W9WJE/+LDN//PTWhR++XJ4CAJ++XpH8zEcZBY+8nVb4wUvl9obnVSZP/jSz4KVFbfYsnVedKIfVG1yXLPDY0ttofB9+lZiv04Gt+tbXlGf2NGfyuwvi81+YEVM4/cX6FAD4caXP+tBdNRkuJ9MAgE7PKfO+TMif92VCfu8rTTWDh1sPq1U0A8DHn3ttbbO0vu+Xx+fr9Rz7+ht/U56XX3clL18Ulz93VnTh0887U/5q29eL4gq+/zp+z8x33YlhFftn8XyvLb2N1vfp0vh8nZ5jP6w8mmfWG67keQvi8l+eEV34+gsNbf9hpc/6wJjaDJdT0QBAOKxgxquulLkL4vKnvxez7/UXnaqOCSdizK5f9l1ywvgxBYkT79nj+m5NoiKr9udG/qGTeQOUBAA/iaK4FcDPAJZKkrQcwDQAVjQs3dgiiuKMk7FzjuPAZIUTtDyun3xOcdAn818+s0v1F2A15OSlW35dtdsFAJt/3OVsf15bKwBYo8xCwB9kLodHriypDRnNBkHQ8Bhz8TO7fW4/i28VrfO6/bLBrOc1WoG7+aEBia8tfzh718+FbjXznJ2ZaPl5V5ELADbsLHJ2zrE3DVoyU5Q7n/9877HPP9625LgIw9N3XJH23uNDsjtn202npuXHFzhQbDHkZrkAwNAuyxko2N+Uh+M5JX7c6Ka2y06XRhMVGRQsJlmwmGUlGBQUWUbipPt280YDk2vrdLzBoOoI7NpdZrF1au0CAFvn1s76bUeLzLNeuL5AMOkYOChQAPAcOr51626NSc8CFU6dxqSTg7UejT7OEtRGGGVtpEmW/SGBhdV9UancWWVJ7pbkAoDkc5Od5ZvLmzL1mX5ZgdakZRzHKVCAsD/MszDjNs/ckrhk2NLshPbxbgA4+H1RhMaoYVGZNlVnzwGgYKvX0v58iwsAOpxvce7Y4GnK88qStrtNFoFVlYZ0Rosgu+rCgs7AMatNI8el6EI+DxPCIQVPzssoMJqFpty8irfT2vFr0HLu+QYXAHTvZXD+sj7QlOejZYm7zRaelZXIOrOFkwFAEKC8/VHc3t//Hp+XcUvme+LuuD+y4tS1/o82bQ5aLuyldwHARRfonWvWHc2z6pv43VYrzw6VhHVWCy//2bZFn8YWWCw84zgoisr9s/3XoKV7z4Y8PXrpnZuO6Z/Pvo7fbbHyrKw0rLM0tp0XOOWdj2Ob+qe6imnik4SgLYqXo6IF2e9VhFBIvROBEzFmx98/qoA36Bk4riGImh1E/pGTtlRDkqT9ADocZ3ubk7XPY/W6La38jevW5Yx8t+veiDh9+IbJ5xQvfGqXvXS303Iq9n86MVkMvNfplwHA5wkwg1nPA4Al0sT7PIGmiiQUDDGDSc97nD529R2Xxg4d38/+9qOfF9lirUJ6O7t56r3zDtZVu+SXFv9f2/Urtu1S6wolZqOOd3uDMgB4/SFm0uuaRpy12w78oag/3rbvNu6tmfXluor4KKv2pXsGZF7/yNzdJ7fVf07xB/gjxS6n1zMWCDblMZ6T+5u2C5ERYdnp1obrnBqEw1y4ssaoBEM8bzQw58pVsfVfrbRHXde/6Pf7OJVkX5AXzPqGAsWoY8wfasqjj7WGAWDfy8tT4y7JreY4DhA4lC7YGHto3lp7+h0XF+lizOGgw6MN1rg1LBTm/IfrjCwY5nmNoNrNi0KeEK8z62QA0Bq1LOQLN2Uyx5vDALD66TWpmX3Sq/11AcGxz2HuNem8g4Yog7xs9PK2sbkxBfkLC2J7TxX3f//Ij2nqpDjK52a8ydIwo2owC8zvZU15BA2HL2dXxX76eoV9+MTkIne9zBtMR2dftTqO+X2Mj0nUhgFg2oRDqRcMsFUfWeqhBo+b8RZrQ9FlNPHM61Wa8mg0HD54xxX79qv19gcetRUBQM9LjMc9+V+xxGu7pI+pVm/gVH1v0u1W+AhrQ5FvNnPM87s80992xU55xWV/9onIoj/blpwkhAFg7AOO1OuuNlXzavaPR+EtjXlMJu4P/TNvliv2rVdd9gcfbWj7BZcYftM/cfF8uKZK1lZWyJpgUOGKD4aNAb/Ca7WcKmPCiRizNVGRYQComft5qqlbp+pjl3qQ01uLPcXpPCC5btySnrsj4vRhAOB4Dlc/cVbJQ99csE3ttp1qXrefGa0GAWgsol0NRbTH6WUG09FlF1qdlvd5AgwAvpjxbfVN7R/edt3Yy5M8Th+rragPHthVGnBUOsOOKmcoJiFStbtOenxBZjbqBKChiPb4gv94OnLOVz9X+gNhpbjcEQwzpmg1gmqjFmfQM+YPCMCRAVn/p3k4noft6r4lVdPnZNYt/DpZ1yrZzRn0DAAiel9QnfL8xG3OFT8kMa9PtWNbMOqY7A0KQGMRbdI15VEYQ8HzX6XyWoGl3tqzaVYv5Zqu1V0+vmNbyWc/J8neIJ828sKSXY99kVn07upkc2a8WzDqVL3jp9asZUeWXIS8IV5r1h6TScEPj61KFbQC6zy6U4UxyiAbY4zB6KzogCnWFDbGGEO7F+THeiq9+q9GLMsu31wRuea5dWlBd1C1PjJaeOZzMwEAfG6ZNzXO9B0xcERc9TtrcrctnFmZBAABH2saJ0JBhTeaeMZkBVPHFadqtRwbfF+iqjO0ZgvPPI15vB7GH5lZPmLoSGv18vXJ2+bOcCW56tmf/r+v/MoXPehGc+3Jbu/fsVg45nIrAtBQRFt/1z93jbZW79yUuO31N91J9Y15fr9NlhWMurs2Vafj2IT/i1C3f8wc8zTm8XgU3vy7PLfcbq1euT5x25wZ7iTncfpHEDjcPyGyZOzwmszXpziTc87Suk1mdYpm4MSM2QpjqJ79cSqnEZhtwGWq9g/5Z1ps4fxnvn97f4LabTjVCn496Ol0QY4VADpdkBuxa2OhBwCctR7ZYNTx1iizEJcSpQn6g4zjgJe/ejBLoxW4oD/IWJgpoUCIBXxBZm+ToDOY9bwt1qp1VDnDauXZdaDC07VdqhUAurVLjdi677Dnn/x8lNUovPf4kBye5xBns2g4gAuFZdVmmHRprTz+PXutAODfvTdCn5n2l3kC+4vMiRPG5tuu7VfK6bQMjKH8helZSjjMcTotA88rEHjV8lizEz11vxZZAaBuc1GEtV1yU57C11faBZNebjOuTwkAsLCMbfd9mMVCMsfrNIwTOIUTeMW167C5wxtD89NGXVQq6DVM7dmYuHaxnsM/l1kB4PDPhyMS2sc3ZVo7Zb1dZ9bJPSedVwIAWpOWaQwaVnewXhfyhnhfrV/beVTH8qs/Gbh7wHv98hM7J9Sf/0iPgzqLeicDWeeYPNvWuawAsG2tOyKns9kDAOGQggnX78sKBRmn0/OMFzglKk4TDvgY76oLC1WHgxqdgWOChsPbj5faTRZevmtyqxK1chzRroPO8/Oahrf/N/zkj+iQp/cAQCikYPg1FVmhoMLp9BwTBCga7fE/6cKYgvLDYX1SiiZ0Ktt+PJ076jyrfmrI8+PqQES3LrqmPH0GVmUFgwpnMDTkAfCHbRoNlP+bUGePsPLy6y9Fqd4/Z3XQeTY09s/6nwIRHfOO5rnl6oa26w1/3T9bNwfNHy2Oy39gUmSpwcgxNWfQ/9cxm+M4OD5aaOeNejnmlutU7x/yz6g2a3gq7Pq+0rp/Y60l6JUFvVkjt+5k8/QYkvqfu2vgNx+tdTw654606d9Nyjl8oNJfWlgRGPviEPsbD35UMm/K4tIXFo7L4niOmzHps2I5zLB68S+1b6x8JJsxBYtmSRV+b1CZMfHToomzR2dyPIfP3lhRJofVmwBcvGqH44V7BqR98NTQnEMVdf7i8trAw7eK9ufnSs0agBwun7x09c6qD58amhuWGXvlox+LT3ab/4rlvC6Oqhnvp5U9/WqOJj7Gr0mIDdR+uMAefdM1x83D6bSs7KlXcnmdjkXddHURJwgw5bWvLX/u9WxwPKxizwper1etcI6//BzHnqcWpW25c26OIdnmN9qjA/te+8beakiP8soVO+LNmfGerWPfzwaAds9euy/2guzarXfPy+Z4HsmD8ioEo07h9Vr266j3cnm9hrW59zJVl54AQNxd2CYAACAASURBVFb/No7vHvohbdHQxTkR9gh/RGpEYM3kdfaOw9uXFyzeGx/TNtqz+LavsgHgstd67+s+rlvR9xN+yFQUoP0tZ5fxmtNrjuKSa6McL9xVlDauf0FOYmu9PzldF3jr0RL7nU/bS867IrL2wav2ZfM80O/W2AqDSVAG35dQ+uhN+7MUpnDDJyUXV5cFNdL82vj0XKPnwav3ZgPAY++m77PaNKosRh94ndnx4B3VaYP7lue0StP4W6drAs89Umt/5Lnokkv7mmqHDqjI5nngxmHWCqPp+CeV1ZWyxmzhVZsQONZNN5gct9xem3bhZZU56WmCv02GJjDuIYf9lSlRJQP7GWsvuaIyWxA4jB5hqYiM5Nnvt9XVK8KHn3rjzzlL6xGvrMwGgM8/iN0XHcWr0j+Drjc5xt1Rm3bdFZU5qWmCPy1DE3j6EYf90eeiSi670lg7uH9lNs9zGDLMUmH6k/4xGDl2zeWVuQYDxx59zqbqmPC/jtlhR53GvWZjvK5Vsqd88uvZABA3duQ+wWKiTwieARpup3ea+zfXcf5k/LZUjY5X2pwX49SbBBbwyPy+dTURAZ/M3/RyhxNy0D3UbnmXE/F7mqNP3Oh//H9wOlte9XZe11tf+UXtdpwoG+eOy2s988UWk6do1IN5PVeObzF5fur9Qt6Ijbe1mDyzu/4/e/cdHkW5tgH8fmd2tm96J4QQShI6BEWKigxgoShFpSpRLNgOYEX97PXoERUVRAQpoqCgoqCgI4ii0jshoaYS0kmyfWfm+2OTFZESOIRJcp7fdXmZnZ3Zee5sMnn25Z2ZT9K+PtS5yeQBgJta7Uzblp3QZDJ1a5GTVl4Q32TyhMblpe3OaTp5OibkNbVj9iXpR0atn3VJmsbPr7q3wU76brIjziVH7aYHlvbMPHlZl0GxJ94d+XuyVjURQgghhJDGq8k2zpYwvXflG5mxbXqGVxltOtlV7eMO/llqC442erSujRBCCCGEND5NtnG+bUbXw1u/KQjdvaYwxGWXeaOFl+M7BDuufahNoda1EUIIIYSQxqfJNs68wOHykfHll4+ML9e6FkIIIYQQ0vg1rFO9CSGEEEIIaaCocSaEEEIIIaQOqHEmhBBCCCGkDqhxJoQQQgghpA6ocSaEEEIIIaQOGsVVNR5v90Oa1jWc6sldw5vMHYcIIYQQQsi5NYrGmZpUQgghhBCiNZqqQQghhBBCSB1Q40wIIYQQQkgdUONMCCGEEEJIHVDjTAghhBBCSB1Q40wIIYQQQkgdUONMCCGEEEJIHVDjTAghhBBCSB38zzTOVUVOnSKrWpdBCCGEEEIaqUZxA5QLsWH2/iiPw8fFdwm3S2/taW4NN3gd5W6h5x1tCzoObVGhdX2EEEIIIaRxabKN8/4f88PuWNJv//zxv7QdN/fKTGuEUfbYfdyC235JpsaZEEIIIYScryY7VYMTOLWiwCGEJVhczhMeHQBUl7h0YKD5GoQQQggh5Lw12RHngU90zvn2yS2Jsk/h5t26tr010ugWjLwy4PFOOVrXRgghhBBCGp8m2ziHxls8ty24+oDH4WOOcrfOHGrw6c06Gm0mhBBCCCEXpN4bZ1EUeQBbAORLkjRYFEURwBvwTxOpBjBBkqSDF3u/7137Q6fLx7c+duW9qcdDmlm8F/v1CSGEEELI/5ZLMcf5XwAyTno8E8BYSZK6AFgM4On62GlUm2CHKVjvmzvq55RfZ2ZEVxY6m+zoOiGEEEIIqX/12kyKohgPYBCAlwFMrVmsAgiq+ToYQEF97JtxUHvc3qak2y0tS/f9kBey6vltCZXHnAaDTSffvrBvVn3skxBCCCGENF31PQr7NoDHANhOWjYRwCpRFJ0AKgFcUR87VmtmMwsmndp5WGJ552GJ5YD/Rij1sT9CCCGEEFK/RFHkAHwAoDMAN4CJJ0/5FUVxCoBRNQ9XSZL0vCiKJgCLAEQBqAJwuyRJxaIojgDwBPyDurMlSZpzrv3X21QNURQHAyiSJGnrKU9NAXCDJEnxAOYBeOt028+bN+/uefPmbZk3b96WkMKkiPPd//h5Vx1QlX+eCygYeeV8X4sQQgghhDQINwEwSpLUE/6m9z+1T4iimARgLIBeAHoCGCiKYicAkwDsliTpSgALADxdcw7eawD616z7qCiK5+w363OOc28AQ0VRPArgcwD9RFFcCaCzJEkba9ZZAn+4f0hPT5+dnp7ePT09vXtFzOGS8935jmVHwj688cd2s4asaffrzIyo2uVL7vu99XknIYQQQgghDUEfAD8AgCRJfwLoftJzuQCukyRJliRJASAAcJ28DYDvAfSXJEkGkCpJ0gkA4QAY/BetOCumqvV/hTZRFPsCeAT+TwmFAHpJkpQliuKd8I8+jzjb9k/uGr7lfPf58c1SyoTF1+wHgFXPbUvQGXjl+me65n0ydl3bCZ9enDnOr3Ra3v3ca100dCk9QgghhJwOuxQ76f71y5ekF7m/PO4eAHeftGh2enr6bAAQRXEOgGWSJH1f8zgHQJIkSb7alUVRZPBfwc0mSdI9oij+BOBBSZIyaqZ65NTMfIAoisMBvA9gJYB7ahrqM7qk830lSfKJongXgGWiKCoAygHcUT97Y1BklQlGXh3ycvecFU9uSVj9ys5m9bOv+ndt8B2nTnlp1FafmJt29fWvN5lMv3z/eFrr195qMnkOPjE1reWnrzSZPEfGPpnWccUzTSbP7qEvpA3fMKnJ5AGA5b1npj20fXSTyfRu18/S3soY0GTyTE39Me3Z3Tc2mTzPd/wmLfXp6U0mT8ZLUy7JfuJcLS7JftLTx80GMPsMT1fi7+fOcac0zUYAc+Gfy3zfabaxAaioXV+SpOWiKH4N4BMAt8E/jfiMLknjLEnSOgDrar7+CsBX9b3PHre3Lpw3am3KmI/6HLBGGn1DXkrL+eGlHfHH91dY63vfhBBCCCGkXmwAMATAUlEUrwCwu/aJmpHmbwD8LEnS66dscwOATQCuB/CrKIpBAL4FMFCSJLcoinYA5zwP7oIbZ8aYTlVV37nX1EaHwQkVHQYnBD5RMI7h+me65vW5J6VQy7oIIYQQQsgF+wrAAFEUf4d/ikq6KIpTARwEwAO4GoBBFMXra9afBv89ROaLovgbAA+AMZIkVYqi+CmA9aIoegHsgv/KG2dVp8aZMTZJVdWZJz1uV/Pi3eoYssHYMCcz+rqnuuRrXQchhBBCCDk/NSf93XvK4v0nfW08w6Y3n+a1zjYl5LTqOuJ8H2OsXFXVzxljU+G/29+L57MjLRxYd8yWs6XE6nH4eINVJzfrHG5PG5V03lfoIIQQQgghpK6N8wAAPzHGJsM//+MKVVUb9N33VkzbnMALnNqyZ1SlYNYpHruPO/jLsWDPDzI37I3Ls7WujxBCCCGENC5nbZwZY2E1X3rgv6D0SgD3AChhjIWpqlpWz/VdsNLsalP64msyT17W/obmJ+be+nOyVjURQgghhJDG61wjziXwXz/45OsDflvzfxX+SdgNkiXU4P35rd2xiT2iqgw2QXZXe7nsjcU2W7TJo3VthBBCCCGk8Tlr46yqan3eWbBejXj7isO7V+SE7v8xP8Rt9/EGi06O7RDquOqBdnRVDUIIIYQQct7qelUNDsBUAB0APAjgAQD/VlX1rHdX0RIvcOgyIrG8y4jEcq1rIYQQQgghjV9dTw58A0AkgMsAcACuAxAL4KF6qosQQgghhJAGpa6Nswj/NZu3qqp6gjE2EMCO+iuLEEIIIYSQhqWuc5i9qqoGbkOoqqobQIO9ayAhhBBCCCEXW10b5z2MsfsB8IyxZMbYh6ARZ0IIIYQQ8j+kro3zv+CfqhENYAMAK4DJ9VUUIYQQQgghDU2d5jirqloJ4M56ruWMXum0PE2rfZ/JVT89ulXrGgghhBBCyKVT18vRxQKYA6ANgD4AFgKYoKrqsXqsLYCaVEIIIYQQorW6TtV4H8DXAJwAyuGf3zynvooihBBCCCGkoalr45yoqupHABRVVb2qqj4OIKEe6yKEEEIIIaRBqWvjrNTcPRAAwBiznce2hBBCCCGENHp1bX6XA/gUQDBj7B4APwNYWm9VEUIIIYQQ0sDU9aoarzDGxsPfaA8AMBs0x5kQQgghhPwPOWvjXDO6vFJV1TxVVRfCfzUNQgghhBBC/ueca6rGUAB7GWM7GWOvMMZ6nzzXmRBCCCGEkP8VZ22CVVUdBCAMwCT4L0X3EoBcxtinjLExl6A+QgghhBBCGoRzjh6rqiqrqvq7qqovArgVwGMA2gGYW9/FEUIIIYQQ0lCcs3FmjKUxxp5njO0AsBNAfwAvA4iq7+IIIYQQQghpKM51cmAugCIA3wG4B8AmVVXVS1HYxSY7PBxv1ita10EIIYQQQhqnc12OLg9ALIBoAJEADABc9V3UxVCZUWAKPFCBA9PXJLaZOvAoAASlxjm1qosQQgghhDROZ22cVVXtyRiLADAIwAQAHzPGNsM/Av2dqqp59V/ihTnw5upEVVWZJTHCoUKFp8wu5H2xOZqBIeiZoUe1ro8QQgghhDQu57wBiqqqJQDmA5jPGBMA3ATgKQDvA+DPtb0oijyALQDyJUkaLIpiSwCfw3+1jm0AxkuS5LnwCKfXddZt+w/PXBvHm/Vy4h19Cnc+tLhtu2duPHqx99MY6ASePbv4wZahkUFC3sFC12t3zc5GzYSb3kO6BY2fdlMzRVHUmY8vztm9IcvRd8TlwaMeHhynKIo6Y+rC7IxNh5wAEN86Rv/IrDsTJ/d/OUvTPDqOvfzM8JahIRYhN7/M9eLr32bXPndlr7ZBd4zr00xRFPXdD6WcnbtzHf37tgseP6pnnKwo6ux56/P/3Hyo6nTLtMojcBybOeLGlhEWs3CkrNw1dcWq7JPnQ7UMC9W/Mei6xJELP8sCgK5xsaZnBlyToOd57vvMA6XvbfizaGi7lOBJvXrEyYqivvnLb/nrDh3RLI/q87Gi6Z+2lE9UC0JshCvivluyGWMAgOrftoecWPlbDFSV2a7pXhR0ba9S++a9QRXLpGbgmBo+fnCOoXVz57EXZ7f1vxjgyS20NH/n0Z18sE3WKpPi9bGcV5a29J2wC4a4cFf8w8MCmSrW7gop+fqPGFVVWdiAbkXhQy4vPd0yx/5cU8Hs1Qmqz8cF92pXGjXqqiLt8sjsz2k/tHSXOwVr8xBX92fFQJ6cH7JCDny2IwYqWOKQ1KJWN3cs3Tn9t7jibfnBOqNOsbUIdaQ93S8XANzlTl66fWk7ccEt+wwhJs3en1qyR2YrH/6tpaPMJYQm2FwDX+6ZzTh/rv0rj4ZsW7A/BqrK2g9rVdR+eKuyZROlwM9ZyYEKS/qqITvN4drn8HkUNu/BnS2rSz1CZKLZNfbfHQI5tqw4FrJuXnaMqqjsipubFV05LqF063fHgqUPj8ZxPFNvmNwqv03P8Or3x29pW/t6BZlVlv+T+uy0RRg0yebzKGzp5E0t7aVuISzR6hr+ardAnl3f5ob8Pv9QDBSVdR3RoihtZIuyT9I3BN6X41knLP9aPWDnwQ1Ftg1zD8YZLDq5/5R2uYmXRTi0yAIAAs+x98YObRluMQtHSspdj33x/d+O2YkRofrXRlybOOrDz7MA4MlBfeOuSGoe7PT6lMNFZY5py1fnTujdLWJY1/aRLp9PeXTp90dyyioueh9E6kddTg4MYYwNZYy9BWAjgLfhP0lwbB338S8AGSc9fh3AdEmS2gAoB3Dn+ZVcN5zAq60f6p9vS4l17H16eZLs9p2zyW+qBozpHZKbdcz5QN8XMj1un9Lzhq622ufGPXFj3KODXs96btS7h+54bmQ8AIx+ZHDclIGvZL44/v1D6c+MaAYAV1zf2fbU/ElJ1mBzne42WZ+u698xJDu31Hn3Q/MzPR6f0qdnm0Ce9HG94x56fHHWk88vP3R3+tXxADD21iviJj/xWdZj//fFwTtvu7LZmZZpZXjH9iGHSsucN33yaabb51PENq0Cefq1TrLNuGlwks1oCHzfp4lXN5+8YtWRIfMWZVgEgQeAe3teHjd+8RdZdy796uCUK3trmqd6/fYQIS7SGffS/ZlM0CnOrRmBPBXfrIuLffburLiX7ttfueaPGFVWULFciot5emJW9NTxh8qXrI5ngk6Ne+G+zLgX7su09OhYGnRtrwItm2YAqPh5V4iheYSz9Vt3ZTK9TqnamBnIVPTFb3EtX5uQ1eo/E/eXrtwUo8rKaZcdm/tj8+aPDD/S+u27MxSXR9PjUfb3mSG2FqHOaz4emcnpeeXYr0cDeTIXbIu7euZNWdd8PGL/oS93xyiygqqj5aY+7wzJ6vvRiMzaphkAdvzn1+acwDeY814yvjsaEtoyyDnq02szeQOvHP4lP5Br85y9cSPniVm3Lhq4f+fnWTEcz9RbFw7MvHXhwMw2A5qXdhnTtqAhNM0AsOWbYyHRSRbnlC97ZOoMnLJnbXEgx08fHol7cFH3rClf9Nj/26LcGNmn4ufZR+MmzeuWddeHXQ7+MONwM8HAqZOXXp45eenlmZ2viyq96raEAq2aZgDYtSI3JKKl1XnXkqszdXpOyVxXGMjz60cH4tLn98ma+PnV+zctPhLD8UyduPiqzImLr8psNzCutMe4VgXmEL28flZWs/T5fTLHvN/j4M/vZmh6jLupa7uQQ0VlzpEzF2d6fLLSL/WvY/Y1KUm2t0cN+tsxu3VUuCl93rKsW2d9ljlt+epco6Bjw7q1jxz+/qKMGdLv+ZOu6RGjTRJyIc7aODPGtgEoBPA4gDIAd6mq2kxV1dtVVf38XC8uimI8/NM85tQ8ZgD6AfiyZpX58I9g1wtVVRHRp01l20euy4kd1KkIAHzVrv+5G7ikdE+yblu7rwoAtq3dW9mpT7INAGyhFt7t9ChV5Xa5KK/Ma7IYeV7HY1Kf5zKc1S4lunmE3lHllAFAlhX18SFvHNAyR612KXHWrduzqwBgy/ajlV06NvfnsRl5t9unVFW55OPFlV6zUc/zPIejOSUOm9XIm016zuX2ygBOu0wrneNirBuO+vNsOJpd2SMhPnAQlhVVHffZF4Hvu1kQOIHj2L/69Iz58rbRyVvzC6oB4EBJqSPIaOAteoFzerXN4z6UazV2aFUFAMYOrStd+48E8sRMuyOLMxoUgKlQAcXp4pleUHirWdZFhHgVl4dXff7yFZeHVf+6LTJkhHhcoygBzqx8q7VzUhUAWDsnVdr3ZAcytXxxXBZvMiiM+TOBY/9Ypri9nOpTWNFnv8QcfnRusjklvlqzMADK9xZZI7vHVwFA1GXxlSU7CgJ5+rwzJEtn1itg/n+XYhyD/ViVccsLUuK6u5Yll2wvMAPAgc92RkR2i6s0hpm82qT4p+O7S63Ne0RXAUDzHjGV+VuLArmGfXhNlt4sKKh5T2pHPL0OH8v49khkj3s6av5zVit75wlrm55hVQDQtmd45aHN5YEck+Z2yzJYdApjUFUV4DggurXF4aj08S67zOlNXOD33+2Q2eavj0Vee3+SptnydpdbW14RWQUAST0jK7O3lAbyjP+oZyAPoAbeF4/Dx3auyI28elLy8eoSt84WZfSYQ/SyOdQge10yL3u1O9e/U3ys9Y9DOVUA8Puh7MrLEk8+ZivqhLlf/u1vZbPQIOO/R16XuOTe0cmXJTYzu7w+dfh7izJkVUVssE2odnkaxAc2UjfnGj38EsAHqqpWXODrvw3/dZ9rf6jCAVRIkuSreZwHoF4+ORZ8vS08/+tt0QAQJbYraTG+VxEA7Jm2rHWXGWM1nWpwqZltJq62AXbZXYrJYuAAwBpi5lx2d+AX1uvxKkaLnrOfcCrD7x8YMX7ajfGzpn2eDQCb1+zW9A/9ycwmPWevqdvp9CpGo54DAJvVyDmdfx2APF6fYjIK3LHCE+733xqXCgDvzvwpGwBOt0wrVr2eq3b767Z7vIpZ0Ac+3P1y+Mjfvu/hFjOfHBlpeWLVmqNlDof82dhb2/588PC+vIoT7qXjR6cCwAs//axpHsXp5jiTUQYAzqhXFJcnkEcXFuwDgJKPlidYencuUexOjjPqA+8ZE3hFcXs4XmdS7H/uCjFf1r6M0wuaj2jKTjfHmf0jdpxJrygubyCTEB7kA4D8Gd8mBF/doYQx9o9lcqWDd2cXWeIfGnKUDzLLR55c0NZ2edt9jNPmc7zP4eEEq//7rjMJis/5Vx5TpMUHANteXZfQfECbEgBo1jepNCU97biz2C5snPZDq8ue63+4fN9xy+UvDszO+T4zUpMQp+GxezmDRZABQDDrFK/TF8hljTL7AEB6flNC2+tblNQ2aFlrskNa9WtepjM2nJFzt93HGa06GQAMFl7xOORAjuBoow8Aljy9L6Hb4JgSxjGENTO5Z4zZnAoAw55KDvz+71hVGNKpf1SZoHE2j93HGa3+90Vv1ikex1/vS1C0yQcAK57dkdDxhvjA+7L3h/yQFDG2TDDyKh9p9NlL3UJVkUvn88isLMdu8rlljhc4Tbpnq0HPVbv9f4McHq9iNgiBPOuzjv7tmM0ArNlzoPSDtX8ejw62Ce+NGdJq8LsLMmRVxaPXXRV7S/cO0VOWrDx4iSOQ/8K5jtpdAUiMsX8zxnqfzwuLojgYQJEkSVtPWsxOs+ppf6HnzZt397x587bMmzdvS4fK8Ijz2TcAFH6/OzJtTvq+tDnp+1wFFcYDb6+J9++twRwbLxlHlVMxW408AJisJs5R5fI3aSecitFsCPyTsaAXOGe1WwGA5e+vKRmT8vCuWyZfH2sJNjWoUXqH06OYzXoe8DfRDqf/AFZtdytGoxDIoxd0nCDwrN/VqRGjJszaPebO2XtuG90rLjoySDh1mdEonO5n85Ko9ngUq96fx6rXc9WeM48+lNodcrHd7sksLnEX2x2+YrvdG2W16AalJkf0nTlnt/jh3D3397oiziToNMvDmQyK4nTzQG0T/dc/EauKguIPliYwHa+Ejuh/nDMbFdXtDbxnqlfm/CPSgH3j7jBb3+5llz7BP/GnZjLr/5Yp962vEpjAK9Fj+h4/3TI+2CzrQq0eY2K0Wwiz+XShFq+vrFqzaU86s17x2f3TRXwOLyeckmfz81ICJ/BK6sTLjgNA2/Fdi3QmQbUlhHiYjlNzVmeFVeVUmNbdtSy56miFaeOTq5O0ynIyvUVQPHb/tDyv3cvpa5poAFBkFauf+iOB13PKFZP+Gl0+uCY3rN2wpAbxc1bLYNEp7pocLruPM1p0f8vx6WN7EnR6TrnuwVbH7eUefsf3xyOe+rHP7mk/9N7z46wjcW6HzABgx+rjYT1GxmmeTX9SHo/dxxlOybP8ia0JOoFT+t6fEnhf9q4pCOs6PKEMADieof+UdnmfP7ix1c/vZsTFpARX6806zYacq90exWLwH7Mtej13rhHj2es3Fzm9PvVoSbnHpyiqnucZALzxw/pjg96Zv+fpwde0uBR1k4vjXLfcvhlATwDrANzOGNvJGJvDGBvMGDOc47V7AxgqiuJR+E8G7Af/CHSIKIq1fzDiARScbuP09PTZ6enp3dPT07vvCSotqXOik+uXVcbpeCQ/fkOO7PJyB2f8pOm8KK1kbjti79K3nQ0AuvZtF7Rv40E7AFSWVcsGs56zhVr4yGZhOo/LozDG8NbqaW10As88Lq+i+BRV9soN6tPG/qxj9rQuLWwAkNa1RdCeffn+PJVO2WgUOJvNyEdF2nRuj09xOD2K2+2VPV5ZtdvdsqKqarXdJZ+6jOeYZo3m7mPH7T0TE2wA0CsxIWhbfoH9TOs6vF7F5fUqSWGherMgcOFms1Dt9igun0/2yLJa7XbLqqqqfO2wjQYMSfF2195DNgBw7T0UZGiTEMhTOm9FPGcyyBF3Dc8DAN5mkRW3h5OrHbyvtELH9DqF8RxUVYVcesKgiwhpENMATG3i7Pad/ikn1TuPBJlTmgcyFcz6Pp43G+RmDwzJO9My3mRQmEGnuPNK9LLTzfkq7IIuxOL7554ujdDUSHvRVv/836IteUFhHWMCeXa8+Wu8YBHkbk/0zQMAd4WT/+Xu5SmKrMBZbNdBBev4QK9j4vxb9vf9aESmLTHE2eOVaw9rleVkUe3D7LmbjtsAIHfT8aDYzhGBXOte3RJvsAqy+MzlgfdJVVRUFdoNQbGWBvFzVqt5xyD7gT/LbABw4I+yoMSuwYEcy17YH2+06uRbXmyXBwCCkVcEIy/r9JxqtOpkxpiqyCpTFRUVBS5DaJz2U2ni2ofYj2z0z9M+/GdxUPMuYYE8q17eFW+0CvKQ57v87X05ccxpCIkzB2rP3VlmuXPxVZkDHm6fLxh5RcNDHPbkF9p7JvmP2T1bJQRtzznzMTvUYuKX3js6hWcMUTaLjoGxELORn337sCQAcHl9ik9W6B4TjUhdbrntUVV1laqqd6uq2hnAxwD6ANhwtu0kSZomSVK8JEmJAEYB+FmSpLEA1gIYWbPa7QC++W8CnEmzm7sXbr9vQYqnZlQn+fEbclRZYdWHiqz1sb+GbM2i38qbt40xvv/rcykmq4HPO1jofmj6+HgAWPDK1/n//u6xNi99ObnN3OeX5ck+Geu/3lI2Y90zye+u/b+Ur2b9eNzl8DSoxnnVml3lCc3DjXPem5BiNun53Pwy99QHBsYDwNyFv+W/8/roNq+/cHObjz75Jc/t9qnffLe9aPY7t6d8NGNCyqo1u4vtDo9yumVa5fly157yVuFhxhXp41Isej1/pLTM/cK1YvyZ1n/xp3XZM24a3OrL20Ynz964+Vi1x6N8un1n0Ve3j0n5On1cyhe79hRXe7TLY726W7m3oNhY8NR7KYrLzQuxEe6SuV/H+0pP6KrXb41yH863FjzzQXLBMx8ky9UOPnRE//zCl+e0Of7G/DahtwzMAwC5vFLHjAbNGstThYidy915pcaDk2enKE4Pb2gWZuCFjgAAIABJREFU7s7/YGW8t6RSV/7TjijngQLroUc+Tj70yMfJ7vxS/anLfFUOPnbitdk5//6y1eFH5yVHjuh1jOm0Oz+wxaCU8ursCuPP6V+k+Bxe3to82L39jfXxzqJqXfbK/VHl+4ut6+5alrzurmXJHMch4frk4rXpX6b+8fj3rTo+1CtHs8LPod3QluXlRyuNn436IcXr8PEhCTb32pc3x1cdd+gyvjkcdXxvmXXJ+DXJS8avSXadcPP2EqdObxEazM9ZrcuHxZUXHXYY/zP8zxS3XeYjEy3uL5/LiK8odOk2fVUQlbun0vr2LZuS375lU7LXrXC9R8UXvX3LxpTpN29M6TE8rthk0ymVxW6d0aprENm63JRQXnKk2vjhzetSPA4fH5Zoda98cWd8ZaFTt+OrnKiCvRXWOWPWJ88Zsz7ZUeHhq4pdOoPl77ULRl6ZNWJt6pJ/bWrV76HUfK2yAMDybXvLW0aGGZffPzbFbBD4o6Xl7meHnv6YXWZ3yl9t31e8/P5xqR+Mv7HVq6vW5RRV2X1ZhSXOr+4flzLvjpFtp/+4ocFe2pf8E6vrjQAZY0mqqh5mjA0C0A3Au6qqnqjLtqIo9gXwSM3l6JLw1+XotgMYJ0mS+2zbX/XTo1vqVGQduEuqdIYI20U5mKzv/0b3i/E6dXFt8B0X7XvQEKw+MTft6utf33ruNRuHX75/PK31a281mTwHn5ia1vLTV5pMniNjn0zruOKZJpNn99AX0oZvmNRk8gDA8t4z0x7aPrrJZHq362dpb2UMaDJ5pqb+mPbs7hubTJ7nO36Tlvr09CaTJ+OlKZekHxn6+aJLMpC2YtQ47f5J4RzqNMeOMfZhzf/fAfARgNUA5gIYUZftJUlaB/90D0iSdBjA5edf6sWRu/jP6NYPDdD00yohhBBCCGl86npyShr8ze4TAOarqjqNMdbgR0BL/zhoO7Ez1yq7vDxv1stB7ZrZY4d2vaD50oQQQggh5H9bXRtnTlVVhTE2AMArNcvM9VTTRbH/1ZUJnMCrIWktKnmTXpEdHq7sz0PBssvLpT49RNPLdRFCCCGEkManro3zQcbYKgBJANYxxj6F/+6BDZYzr8zU9f3xmScvi+qXemLbpAXJWtVECCGEEEIar7o2zhMBDAXwm6qqXsbYrwAW1F9Z/z0hxOw9PHtdbGi3FlW82SDLDg9XsT3bZoiw0v3gCSGEEELIeatr47xeVdUutQ9UVZ1VT/VcNO2ev+lw0Zq9ocW/ZIXITg/Pm/SyLSXG0SK9T6HWtRFCCCGEkManro2znTEWr6pqo7nWIKfjEXNDp/KYGzqVa10LIYQQQghp/OraOFsAHGGM5QII3IddVdVO9VIVIYQQQgghDUxdG+d/1WsVhBBCCCGENHB1bZx312sVhBBCCCGENHB1bZxLAKgAWM3/AeAYgNPem50QQgghhJCmpk6Ns6qqXO3XjDE9gDEA6HrIhBBCCCHkfwZ37lX+TlVVj6qqnwAYcPHLIYQQQgghpGGq04gzYyzs5IcAugMIrZeKCCGEEEIIaYAuZI4zABQBeKheKjqN9f3fSLtU+6qrriuf2qp1DYQQQggh5NI57znOWqAmlRBCCCGEaK1ODTFjjGOMPcYYW8sY+40x9gxjrK6j1YQQQgghhDR6dR1JfhVAPwDvAHgLQC8Ab9RXUYQQQgghhDQ0dR01vg5Ad1VVvQDAGFsJYCeAKfVVGCGEEEIIIQ1JXUecudqmGQBUVXUD8J5lfUIIIYQQQpqUujbOOxhj0xljrRhjSYyxtwDsqs/CCCGEEEIIaUjq2jjfDyAMwO8ANgKIAvBgfRVFCCGEEEJIQ1PXy9FVAri9nmshhBBCCCGkwTpr48wY+xb+G5+clqqqQy96RYQQQgghhDRA5xpx/vKkr18A8Ew91lIvVEWB4vEx3qg/4wcAQgghhBBCzuWsjbOqqvNrv2aMTT75cUNXvTvbfGzBL80Ut5d3Hys3mpKi7ZxBkGNv71tgbhXj0ro+QgghhBDSuJzP3f8a1YhtwSdr45OevfWQLsgkuwsrhGMLf4ltdke/giMvfdmq7fT0TK3rI4QQQgghjUuTvW227HDzjGcqAHAGneIuKDMJ4Taf4vbW9UoihBBCCCGkARFFkQPwAYDOANwAJkqSdPCUdSLhvxJcR0mSXKIoMgB5AA7UrPIH/HfD/vykzboAeEKSpFln2/+5Tg4MO+khzxgLBcBqF6iqWna27bUUNaLnscyH5qYKETaPr8IuxE24Jrdg3s8xIX1SS7WujRBCCCGEXJCbABglSeopiuIVAP4D4MbaJ0VRvBbAawCiT9qmFYBtkiQNOeW1+tZs0xPAywA+OtfOzzXiXAL/FI3aZvnkplMFwJ9pQ1EUjQDWAzDU7OdLSZKeFUWxH4A3AegBbAVwpyRJvnMVer7C+3eqCOvXocJXbtfpwqw+xhiCeyZX+apdNOJMCCGEENI49QHwAwBIkvSnKIrdT3leAdAf/h6zVhqAZqIorgXgBDBFkqRMAKgZjZ4BYKwkSfK5ds5UtX6mLtcUYpEkqVoURQHAbwCmAFgCQJQkKUsUxRcAZEuS9PHZXqvryqe2nO/+i7/bEl68YnM0AIRd06EkZvSVRQCQ9fAnbdv+Z0LW+b7e6Wwf9PKpb1Z9alRzzAkhhBByybBzr/Lf6/j2O5ekF5kaHHQPgLtPWjQ7PT19NgCIojgHwDJJkr6veZwDIOnUQVhRFI8CSKmZqnEVgGhJkr4QRbEPgOmSJF1Ws95QACMkSarT/UrqbY6zJEkqgOqah0LNfzIAtyRJtY3rjwCmAThr43whSn/YEZn6wd37ACDn3ZUJue+tim/+wA15jbX9vDb4jq3nXqvxWH1ibto1A15rMpnW/vhEWurT05tMnoyXpqQlznyzyeQ5OumRtMRFrzadPOOmpfVa83iTyQMAvw98Pe3OzROaTKaPL/sk7dndNzaZPM93/CZtyvZbm0ye6V2XpKU+1YSO2S9PuST76eCLuCT7SU8fOxvA7DM8XQnAdtJjrg4zF7YA8AGAJEm/iaLYTBRFVtOrjoN/vnOd1Ou0BVEUeVEUdwAogr9J3gRAOGlYfSSA5vWycwaossKYjkeLqUNzFJeXy5u5ulm97IsQQgghhFwKGwDcAAA1c5x312GbZwFMrtmmM4CcmqYZ8E/j+L2uO6/Xq2rUzBXpIopiCICvALQHMArAdFEUDQDWoOYTwKnmzZt3N2qG6btaQyK2mytKzmffUcN6FGZOnpvS+uWxB4Qwqy/h4aE5ee9/H+88VGj9bzIRQgghhBDNfAVggCiKv8M/RSVdFMWpAA5KkrTiDNu8BmCRKIqD4O87JwCBq29UndREn9MluRydJEkVoiiuA3CdJElvArgSAERRHAig7em2qZnLMhsA3r2AOc5h/TpWhPZtX8E4/6A6YwzNH7ghL2r4FUUXloIQQgghhGhJkiQFwL2nLN5/mvUST/q6HMCg06xTDP9l6Oqs3qZqiKIYWTPSDFEUTfCf4bhfFMWommUGAI8DOOv18i5U8XdbwjPu/bDdvrtntitc/GtU7fLs/6xIrI/9EUIIIYSQpq0+5zjHAlgriuIuAJsB/ChJ0ncAHhVFMQPALgDfSpL0c33svPbkwNQP7t7nLiw35r63Kh4AXZuCEEIIIYRckPq8qsYuAF1Ps/xRAI/W134Dak4O5AyC2mLq0JzsN79JoJMDCSGEEELIhWqyNwOpPTnQW1atA4CEh4fmqLLM6ORAQgghhBByIS7JyYFaCOvXsSKsX8eK2se1JwdGj76yUMu6CCGEEEJI49RkR5zP5PiSDdHnXosQQgghhJC/a7IjzgBwYmOWrXp3jlVxeXjOZJAt7eLtkYPTzut60IQQQgghhABNuHHOfvObBKbjVVvXlpWcSa8oDg9XufFAcIXLyyU+MSxb6/oIIYQQQkjj0mQbZ1d+mSl5enrmyctC+7Y/kfmvj5O1qokQQgghhDReTbZx1gWbvfkfS7G2ri2reLNBlh1urnrnUZsQbvNoXRshhBBCCGl8mmzjnPT0yMNl0u7Qit8yQhSHh+fMetncJs4RO/5quqoGIYQQQgg5b022cWY6HuHXdikPv7ZLuda1EEIIIYSQxu9/7nJ0hBBCCCGEXAhqnAkhhBBCCKkDapwJIYQQQgipA2qcCSGEEEIIqYNGcXLg9kEvp2ldw6m6rnxqq9Y1EEIIIYSQS6dRNM5tX3qrATap4cAgrWsghBBCCCGXCk3VIIQQQgghpA6ocSaEEEIIIaQOqHEmhBBCCCGkDqhxJoQQQgghpA6ocSaEEEIIIaQOqHEmhBBCCCGkDqhxJoQQQgghpA6ocSaEEEIIIaQOGsUNUC4Gi17P+RRZdftkVetatKQTePbs4gdbhkYGCXkHC12v3TU7GzXfkd5DugWNn3ZTM0VR1JmPL87ZvSHL0XfE5cGjHh4cpyiKOmPqwuyMTYec2iYAdDqOvfT8iJYhIRYhL6/M9dKrK7Jrn7uyd9ugCbf3aaYoqvreBz/l7NyV6xD7tQseN6ZXnCwr6py5v+T/ufFQ1YP39Y/r2rVFsMvlVXJySh2vvbEyV6s8As+x98YObRluMQtHSspdj33xffbJP6SJEaH610Zcmzjqw8+zAODJQX3jrkhqHuz0+pTDRWWOactX507o3S1iWNf2kS6fT3l06fdHcsoqPBrFgerzsaIPP2mpVFYLuuhIV0T6mGzGWOB57/Eifcn8JYmxjz2YBQD2TduCT/wgxYHj1JAbb8g3d0ytOt0yrfIANZmmL/JniolwRdx3ayBT9W/bQypX/RoDVWXWvpcVBV3bq9SxeW9QxfKfmoFjati4wTnG1CSH+0C2qWzhdwmq18eZL+9QGjJMLNIqj+KVWebzy1t6yx2CMT7M1eaJwYE8xT/tDSn4clMMVJVFXd+5KPamtNKStRnB+Z//EQeOqUkPDsy2tI527Xl4cdva13McLrJ0WzRppz7UImuRR/bKTHp0bUtnmVMITgh2Xf3ilYE8B1cdCtm9aG8MVJW1valtUftbU0uP7yoy/fmfTQmKR+YSxcTSrhM7FwGA7JHZ1+O+TenzdK+j0Z2iNDvW+TwKWzp5U0t7qVsIS7S6hr/aLZtx/jy7vs0N+X3+oRgoKus6okVR2sgWZZ+kb/C/FypwPOuE5V+rB+w8uKHItmHuwTiDRSf3n9IuN/GyCIdWeWSPzL59eENLR5lbCE2wua57uUcgT8bKoyFbF2TGqCpYh2FJRR2HJ5V9MXFtTR4VxQdOWO5cNXhnzp+FtpPX6zq6TalWeWoFjt3WmmP30tMcu0demzhqVs2xe/Apx+5lqzX7u0MuXJMdce4cF2NaMG5k6/dvHtpyeOf2ocvuHJOy/M6xKbd07RiqdW1aGjCmd0hu1jHnA31fyPS4fUrPG7raap8b98SNcY8Oej3ruVHvHrrjuZHxADD6kcFxUwa+kvni+PcPpT8zopl2lf/l2oEdQ7JzSp333v9JpsfrU3r3ahPIcPttfeImP7w466lnlh26686+8QAwdlTPuKmPLs564smlB++4/cpmANCiRYTp4cc+y7rvwQWZWjbNAHBT13Yhh4rKnCNnLs70+GSlX2qrQJ5rUpJsb48alGQzGgIfcltHhZvS5y3LunXWZ5nTlq/ONQo6Nqxb+8jh7y/KmCH9nj/pmh4x2iTxq/5zS4gQE+2MnTY5k+l0inPX3kAex669tuKPFiYpTmcgz4nVP8dFT743K+qBiQcrvv2h2ZmWaan6120hQlykM/bFBzKZoFOc2zICmU6sWBsX88w9WbEv3r+/6sc/YlRZQcVXP8VFP3VXVtSU8YfKl66OB4CyxauaR9x365HYlx/MUF0eXrs0QPGPe0JMzcOdnd6/PZPT80r5HwcDefI++yOuw/SxWR3fu31/4TdbY1RZQd5nf8S1nz42M/n/bjqUM299M06vUzvNuC2z04zbMsOvSi6NHda9QKumGQAOfncoJDgx2HnjgiGZvJ5Tcn7JDeTZOW9X3OA512cNXTB4/74lGTGKrGDTO1uaX/PSVUdu+nRohtfhDbwXG6dvjlMVlZ1+L5fOrhW5IREtrc67llydqdNzSua6wkCeXz86EJc+v0/WxM+v3r9p8ZEYjmfqxMVXZU5cfFVmu4FxpT3GtSowh+jl9bOymqXP75M55v0eB39+N0PT36F93x0NCWsZ5Bzz6YBM3sAph38pCOTZNCcj7pZ5/bLGLOq/f8fnB2I4nqmjF/bPHL2wf2abAc1Lu45pU2AJN8qnrqf4FC0jAag5dheXOUd+cIZj9+jTHLvnLsu6deZnmdQ0N15NtnF+7ob+LZ767sfshZu3Fz05oG+LYXMWZdz40aKM0d06RWldm5ZSuidZt63dVwUA29burezUJ9kGALZQC+92epSqcrtclFfmNVmMPK/jManPcxnOapcS3TxC76hyavaH8WTtUuKsW7cdrQKALVuPVnbplODPYDPybrdXqapyyUVFlV6TSeB5nsPR7BKH1WrkTWY953J7ZQCIjQk2PvXE0MQPZtyW3LlTc7OWeTrFx1r/OJRTBQC/H8quvCwxPnDwlRVFnTD3ywMnr98sNMj475HXJS65d3TyZYnNzC6vTx3+3qIMWVURG2wTql0eTd8n95EcqymlTRUAmFLbVrqyDgfygOPU6Mn3/i2PEBvtUBxOXnW5Oc6gl8+0TEvug7lWU4fW/kwd2lS6Mv7KFP3EnVmc0aAATIWqQnG6eKbXK7zVLOsiQr2qy8PL1Q4OssIqlksxhc/NTDa0bVGtXRqgen+BNbhbYhUAhHRLrKzclRPI0+71W7N4k14Bg6qqADiGzjMnZOjMBsV9vFLPmw2B90N2eljxj3sim4/vfVyDGAFFe4utcZfHVgFAXI+4ysJtfzWa170/MEswCwpjTIUK+Fw+TvEpbNvsHTHfpq9Mju4UVQ0AR9dmB+lMOiW0VYhmI7O18naXW1teEVkFAEk9Iyuzt5QG8oz/qGeWwaJTGIMKqKgdufU4fGznitzIqyclH68ucetsUUaPOUQvm0MNstcl87JXu0azcHeZtXmP6CoASOgRXZm3tSiQZ8SHV2fpzYIC5v/9qc3jdfjYvm+PRva8p8Pxs62npU7NTzp2H8yuvKzlKcfuj09z7L75usQlk/zH7ktdL7k4muxUDZ4xFFfbfbkVJ7zvrf8jz+n1qTqOA881gN82DZltJq62AXbZXYrJYuAAwBpi5lx2d+APotfjVYwWPWc/4VSG3z8wYvy0G+NnTfs8+0yveymZzXrOXlOr0+lRjCaBAwCb1cg5nd6/MnhlxWQUuGOFFe733h6fCgAzPvgpGwB++TWzdMGiDccjI2zCi88NbzVh4pwMLbIAgNWg56rd/jwOj1cxG4TAB9r1WUf/1mAxAGv2HCj9YO2fx6ODbcJ7Y4a0GvzuggxZVfHodVfF3tK9Q/SUJSsPXuIIf6O63RwzGmUAYAa9onrcgTzmDqn/aBh1EWHuwjffSwWA0Ftuyj7TMi2pLjfHTDWZjHpFdXsCmXRhwT4AKJ2zLMHSq0uJYnf+rdlngk5R7E7ek1toCZ84/CgfZJULX5rd1tQ1ZR/jtBm7kB0ejjf7a+SMekV2egOFGCJsPgA49Nb3CZH92pUwxgCeoWDZ5oi8hRviW9zbL/B+lPyyPySsd9syziBoOgXOa/dyekvNhy6ToHidvkAeS5TFBwC/vrghodV1LUtcFW6+/GC55cqnex01hhrlVff80DYiNTwr86usiAHTxcNrn/wlUZsUf/HYfZzRKsgAoDfrFI/jrzxB0SYfAKx4dkdCxxviS2obyL0/5IekiLFlgpFX+Uijz17qFqqKXDqfR2ZlOXaTzy1zvMBp0j177F7OYPHnEcy6v70/1iizDwB+fH5zQsr1LQJ5MtfkhLTuF1+mM/Lq2dbTktWg56pdJx279XU4dv9cc+weO6TV4HcWaPZ3h1y4Jjvi/OGGTceWpo9OZgA+2bStBAAWjLu5zRc7dhdrXJqmHFVOxWw18gBgspo4R5VLBgD7CadiNBsC/2Qp6AXOWe1WAGD5+2tKxqQ8vOuWydfHWoJNmv/MOBwexWzW84C/iXY4/COs1Xa3YjQKf2UQeE7Q86xf39SIMeNn7h434cM948f0ijMaBbb4sz+KXC6vmptX5vHJiioIvGZH4Wq3R7EY/Hksej13rhHj2es3Fzm9PvVoSbnHpyiqnvfX/sYP648Nemf+nqcHX9PiUtR9JsxgUFSXiwdqGs6aJvp05Go7b9+yM6LZi9N2xz3/+J4T3/8U5ysrF05dprjdmv6VZEaDorrcJ2X6a9RVVRSUzFySwHQ6JWRE/+Oc2ago7r+mYqheH8cHWWQ+2ObRJ8S6+RCbjw+2euWKKs0GLnizXpEd/hpl519NNODPc+C17xI4Qac0v61PYCQ5bsRlJd0WT9pVsHRjrK/axQFA6fr9YdHXdSq79An+TrAISu2UC6/Dywk1TRoAqIqKdc+sT+AFXul2T9fjplCjbAo3ecLahLnNEWafKdzkzViWGWEvchi+u3NVcuG248EbXvkj0VPt0exYp7foFLfdxwP+Jtpg0QXyKLKK5U9sTdAJnNL3/pTA+7N3TUFY1+EJZQDA8Qz9p7TL+/zBja1+fjcjLiYluFpv1mk25Ky3CIrHXvP+2H2c/qT3R5FVfP/Unwm8nlN6TuoQyJO1Jjesw7CWZedaT0t/O3Yb9Fy1+xzH7l9Of+wmjYvmTVB9Wbkv88TQjxburx0GibRadOMWLj2wcPMOzU8o0FLmtiP2Ln3b2QCga992Qfs2HrQDQGVZtWww6zlbqIWPbBam87g8CmMMb62e1kYn8Mzj8iqKT1Flr/YnV+7PPGZP65poA4C0bolBe/fm+zNUOmWjUeBsNiMfGWnTud0+xeHwKG63T/Z4ZdVud8uqqqrhYVbhg/duT+E4hohwq44xMK+GufbkF9p7Jvmnm/RslRC0PafAfqZ1Qy0mfum9o1N4xhBls+gYGAsxG/nZtw9LAgCX16f4ZEXTyX+GxOZ2V6Z/zqxz/4EgQ1KLM+ZhekHh9ILMdDqVMxplxpjKmYzyqcugKJr+gTG0ire79tZk2nMwyND2r0xln3wTz0xGOXzi8DwA4G0WWfV4OLnawftKK3RMLyicyagwvaB4C4r1isvNyZV2gQ+y+rTKY0mOtZ/YkW0DgBPbjwbZ2jUL5Dk848d43qKXW025Lg8AFJ+MPVM+baN4ZcbpdQrjOJXxnKqqKjxFlQZDdLBXqxy1IttF2As2HbMBQMGmgqDoTlGBPL+//me83qKX+zzdKw8ABLOg6Iw6peLoCb3X4eWcZS6h291dCod/fmPG0E8GZ8Z0iz7R+8meR/VWvWa/R3HtQ+xHNhbbAODwn8VBzbuEBfKsenlXvNEqyEOe75JXu0xVVJw45jSExJkD70XuzjLLnYuvyhzwcPt8wcgrWo7QRrcPs+ds8k/PyNl0PCi2c0Qgz8+vbo03WAV5wDOX/S1PVaHDEBRr8Z5tPa3tySu092x1HsfuSTXH7iD/sdsja//3lJy/ehvxEEWxOYAFAGIAKABmS5L0jiiKXQDMAmAE4ANwnyRJmy72/if16RFl0QvcttwC++P9r25eYrd7w8wmYfbvmwu+2rWv4mLvr7FYs+i38v9bdH/i+78+l1Jw+Lgr72Ch+6Hp4+PfnbIwb8ErX+f/+7vH2nAcYzOf+CxH9slY//WWshnrnklWFBVfzfrxuMvh0fwX/fvVu8pfeHZ44uyZ6Sn5BeWu3LxS95R/XRs//Z3VefPm/5o//c0xbTjG2Hszf8pxu33qN99uL5r1/u0pqgJ11Q+7ivMLyj2r1+wu/mhWeqrPpyjvz5RytMyzfNve8ndGD0lcfv/YlOzSCtfR0nL3s0PF+OdXSP/4A1Fmd8pfbd9XvPz+caleRVZeXbUup6jK7ssqLHF+df+4FEVVMf3HDZr+YbH2vKy8ePaCxIJXpqcIkeEuISrSXbp4WXz4mBH/qIvT61XrVT2Ljr3+bgoYUy09LyvmTCbldMu0yFLLelVaefE7nyYWPDUjRYgOdwkxEe7SeV/HB994TWH1+q1R+oRY+7FnP0gGgKhHJxwMGTEg//grH7WBChY6dlAOAISNH5xdPGNxK6gqggdfdYzptDs/MGpgx/LMF79O3HnfJynGuFCXKT7Mffid1fHNxvQsLF69O8rcKsq+68EFyQCQ+vLNB8OvSi7b/eCCZHAMMcPSjvMmveouqdLxZoNmzf/J2gxpXf7z4+sSvx63IiUoPsgVlBDk3vDqH/Fd7uhUmLXiQFR42zD7ignfJQPAwHcGHLxi6uXZa6eta6WqQKfbOhzjdA1rDKnLTQnlX0zdnPjhzetSwhIsrrBEq3vlizvjr7yrbeGOr3KiYlKC7XPGrE8GgDEfXHHQ55aZwaL723shGHll1oi1qYKRVwb9X2dNpzu1H5pY/t2jvyd+OmpNSkiC1RWaYHVLL2+Jv3xiu8J93xyJikwOsX82/qdkALjpvSsPym6Z6S1CIE/VcYfudOuZgg2anv+wfNve8nfG1By7yypcR0vK3c/eKMY//80Zjt3b9hUvf2Bcqlf2H7u1qJn895j/7I+LTxTFWACxkiRtE0XRBmArgJsAvA1guiRJ34uieAOAxyRJ6nu212r70ltbznf/K+4an3LjRwv3L00f3fbepd8cKrU7ZLNe4JZMGJU8ZPbCizKvKOvpqd0vxuvUxbXBd5z396AhW31ibto1A17bqnUdF8vaH59IS316epPJk/HSlLTEmW82mTxHJz2Slrjo1aaTZ9y0tF5rHm8yeQDg94Gvp925eUKTyfTxZZ+kPbv7xiaT5/mO36RN2X5rk8kzveuStNSnmtAx++Upl6QfGf3mp5dk8OyzR8Y22Gks9fYxW5KkY5Ikbav5ugpABoBmAFQAQTWZIQnCAAAgAElEQVSrBQMoqI/9e2RZjQ8JFrLLKlyhJqMOAKKsFp2qQvMRU0IIIYQQ0vhckpNTRFFMBNAVwEYAkwGsFkXxTfgb916n22bevHl3A7gbAC63GiI2VbtLzmefL65em/PGjdcn6niO+2riuPZF1Xa3y+tTXlq9lv55hBBCCCGEnLd6b5xFUbQCWAZgsiRJlaIovgRgiiRJy0RRvAXAxwD6n7pdenr6bACzAeDVC5iqsTP/mHPU/M8PmAQdCzebdaUOh8/p9dFoMyGEEEIIuSD1ekaEKIoC/E3zp5IkLa9ZfDuA2q+/AHB5fdbg9PrUvBOVXmqaCSGEEELIf6M+r6rB4B9NzpAk6a2TnioAcDWAdQD6ATjwz63/e0smjGprMxj+dto6Y2CqCvWGD+fTRccJIYQQQsh5qc+pGr0BjAewWxTFHTXLngRwF4B3RFHUAXChZh7zxfbEitVH3xkxOGncwqVZlS639je1J4QQQgghjVq9Nc6SJP0G/10mTyetvvZb60hZuWf6ug35neNizb8ePvqP2/wSQgghhBByPjS75eulsPbA4SqtayCEEEIIIU1Dw7pd0iXw3HX9mmldAyGEEEIIaXya9IhzvzZJtstbNLea9QJf7fbI2/IK7Iu27Div60ETQgghhBACNOHG+c0br0/wyLK64XB2pcPrVSx6gevXJinY3D6Zm7x8ZbbW9RFCCCGEkMalyTbOieGhppFzF2eevOy7vZknvrpzbLJWNRFCCCGEkMaryTbOZXaH9zHxqtjfj2RXVbk9slWv53q1TLAdr6r2aF0bIYQQQghpfJps43zfFysOD+vULvS61LYhVoOer3Z75N0FhY7p6zYUal0bIYQQQghpfJps4+xTFHyxY0/5Fzv2lGtdCyGEEEIIafz+5y5HRwghhBBCyIWgxpkQQgghhJA6oMaZEEIIIYSQOqDGmRBCCCGEkDqgxpkQQgghhJA6aBRX1ch6emqa1jWcquPD07dqXQMhhBBCCLl0GkXjTE0qIYQQQgjRGk3VIIQQQgghpA6ocSaEEEIIIaQOqHEmhBBCCCGkDqhxJoQQQgghpA6ocSaEEELI/7d374E51Y8fwN/nPJc9113MZbaZ2ZptRGkSutHJrVyScpm7EhW+ja+QRBdJhdyLQu7Jpds3iZNLofoiYrQZtpmwa7Y99+c5z++PZxihp++vPKz36y8755nzeTufffbe2cdGRH64KX6qBhERERGRJEkigHkAbgPgAPCkLMtZl72mBoBdABrJsmyvdLwrgMdlWU6tdEwF4CMA78uy/NUfXZ9PnImIiIjoZvEIAJ0syy0AjAUwrfJJSZLaAfgaQK3Ljs8EMAWVuq8kSfEAtgO409+LszgTERER0c3iHgBfAYAsy98DaHrZeQXAgwCKLzu+C8DTlx0zARgMYKu/Fxe8Xu+fGWxANBo1Y0+gx3AlB6elXX6z/k43/o0iIiKiQBCux0Vajph1XbrI4CbmIQCeqnRowcCBAxcAgCRJ7wNYJ8vyxoq3cwHEybLsrvx3SJKUDSDpsq0arQAMlWW552WvXQJgtT9bNf4xe5wNWo1odbqUQI/jf9UuZFCV+u2Jm84tSmnd5o0qk2nr5rEpdwyZXmXy7HtvZErDMVXnN3amT01LSXyl6uTJeCktJeH1qjPfAODoCyNT4mZMqzKZjqeNSomdXXXyZA+venma9a06eX5cNuq6XOdWb8h1uc7Agf0XAFhwldOlAMyV3hYvL81/pypbnBvFROjP/1kQgImPt4mdtGZzNgAczD1jC9jAiIiIiOh/tRNAJwBrJElqDuDg9bx4lS3Or/ZoGysIgpB1ptAKCKhhNmoGtGpaC/Bi1NL/ZAd6fERERET0p20A0EaSpF3wbVEZKEnSSABZsix/9ndfvMoW58enL//l+S73R1ocLs+sL3eeWTa8R/1RS7/IDvS4iIiIiOh/I8uyAmDoZYd/ucLrYq9wbBuAbVc4PsDf6wekOEuStAhARwD5sizf+ndcw+VRvJPXbz31wK3xwXOf6BKn02pUf8d1iIiIiOifIVBPnJcAmANg6d99oW8OHSv9Oee0tU3j+tdnRzsRERERVUkB+TnOsizvwO9/vt7fprDM6l61c3/R9boeEREREVU9N+we58WLFz+Fip/hlxIeVH1vkaPwz7z/8uE965v02ku2ZwgQBC+83kfeXHrkLxwqEREREf0D3LDFueIHXS8AgOn/wy9AeXH1puy3+z0cN2jex5mlNsdN+/ObiYiIiOjGUGV/5XZ2QYlz9sadpxrFRBgCPRYiIiIiuvndsE+c/wrbD58oC/QYiIiIiKhqCMgTZ0mSVgHYDSBRkqQ8SZKeuF7XHv/oA1HX61pEREREVHUE5ImzLMu9rsd1WjWIMzeNjzYZgjSqcrvTsz/7V8uqnfv/1H8yJCIiIiICqvBWjSmp7WNcHo93d0ZuqdXpVAxBWrFVw7gQvVYjjl72ZU6gx0dEREREN5cqW5xja4Tpe81clVH52MafMs59lJaaGKgxEREREdHNq8oW5+Jym2tkx3trf380t6zc7vAYg7Ri84QYc/65cmegx0ZEREREN58qW5z/tfiz453vbBDWtnFCqFGnVVnsTs+hk2etszfuOhPosRERERHRzafKFme3omD9D4dK1v9wqCTQYyEiIiKim1+V/QUoRERERER/JRZnIiIiIiI/sDgTEREREfmBxZmIiIiIyA8szkREREREfmBxJiIiIiLyA4szEREREZEfWJyJiIiIiPxwU/wClIPT0poGegxERERE9M/GJ85ERERERH5gcSYiIiIi8gOLMxERERGRH26KPc70/6PWqISJK4fXC6sRrMnLOmN/Y/CCHHh95+7udEdw33GPRCmK4p0/ZmXuwZ2Z1lbdmoX0HNUxUlEU7+yRy3KO/HjMBgDRt0Ro//3uE7HPPTg5M6B51KLw2svd6oWGGjV5ecX216Z8lnP+3L131w8e0P+eKEXxeufM25J74OeTVumBBiF9UltGejyK9/1F2099/8OxsuHPPBjZpEndELvdpeTmFlnfeOs/JwOVR6MShWnPdKlXzWzQ5J4tsY//4Mscb6XzdWuFaV8Z0D62/9RVmQDw0F3Jof3aNo0QBAgbvj2Yv3rr/qLRPVpHNkuqE2JzuJUTZ4qsE5dsClgewJdpVr/O9cJNBk12YYl9zKqNl2SKrR6mfb1Hu9jUuasvzCWtWiWsHdE7acLazdkHck/bxnVuFdk8vk6IzeVWjuUXW8evCWwmwJdrbvfO9cKNBk12cYn93+svyxUepp3apV1sj0W+XLdH19a/2L51jFalEjcdySyau+OH/AAN/RIaURTmP9alXrjRoDlRXGIf9emlc65etTDtm53axz7+oW/ONYmqrZ/Q1pfjq1+OFs357vv8CW1aR7aI9d2frMIi65gvAnd/NKIovNe5S71wg1FzoqTYnrbxsjxhYdq323WI7bZ6ZaZWpRI+6t6jPgAIEJBUo4bxnvcXHGgZE2N6ttldkR7F631r57entp44URagOPC63UL+wiX1lPIyjbpGDXv1/r1zBEG4cN51Nl9buHx1bO1RIzIBwLJnX8i5r+VIiKI3tGOHU4ZbG5RZ9v504Vh490dzgurF2pjnr6FWicJbaV3qVQs2anLPFNsnzPsyp/L5mIgw7aQhHWIHvbwy82rHOtydHNrnoTsjBAHCJ9sO5q/5+qei652D/jd84vwP0Cb17tCTmadtw1q9kuF0uJUWDzUxnz/XZ2yXyNEPT82c1HPWsUGTHosGgF7/7hiZ1vb1jFf7zj028KVuUQDQvMNt5vEfPh1nCjEE/Iutdm0bhebkFtmGPrskw+lyK3e3TLiQp3+/eyKfG7Uyc/xL644NfqJVNAD07tkicuTolZljX1iTNaj/vVEAULdudf2o51dlPjN8aUYgSzMAdGzRMPTE6WJbn9dXZDjcbuX+2+Iv5LmvcZz5zac6xpkNQRf+3Z986K7IgW+uzuwzecUvPR9oEqESBcTVDtcPmb42s98bKzMCXZoBoEtKg9Dj+cW27rNXZjjdHqV1g4uZWiXHmaf3eTjOrAu6ZC6N6Xh/pChe/Gx6S61w/aCF6zJ7zlmVcSOUZgDo2rhB6LHCYlu391dmONwe5YHEi7la148zz3rs4bjgSrnGtrmvzsh1X554ZMHyIwatVhWYUf9e18YNQ48VFdu6Ll6R4XS7Fan+xRwPJMSZZz3a8ZL7M066v07aJ1+e6PzB8iMGrUYFALdUD9f3W7k2s9uSlRmBLM0A0K1Bw9Cs4mJbl5XLMxwej/Jg/MU8Ulycee7DneKCg3x5nB6Pt+uqlRldV63M+E9mRtHifXt/LbRaPU/feVdk77UfZw7csD5rZMu7owKXBij/cU+oJqKmrfbotAxBo1FsB9Mv5LEeTDcXLF4Wp9hsF+7Puc3fRNYaNjSz5tAns3778qsoADj3tRwZkTYso8agfsdKPt/IPH+hjvc2DM3+tdjW/6XlGU6XR7n/jovz7d4mceYpwzvFmSqt2Vc6NrBz88gnX1mV2W/C8l96tGkSIYrC5ZehGxSL8z9AUtM4076th8sAYN/W9NLG9ySaAcAcZlQ5bE6lrMTiyc8rdumNOpVKrcLT90w6Yiu3K7XqVNday2weAPB4FO+YTm8dDWSO8xokRZr27ssuA4A9e7NLb28c48tj1qkcDpdSVmb35OeXuvR6jUqlEpGdU2g1mXQqvUEr2h0uDwDUjgjRjR/bOXbe7H6JtzWuYwhknkb1Ikw/HMkpA4AfDueUptSPvrAIexSv96npH1/y7z5kxtpMm8OleL3wChCgKF5EVQ/WTX6iQ+zSsamJdyREBzQPADSOqW3anZVbBgC7juaU3hlXOZPiHbRg7SWZHmx4S7DV6VKyzhRZzx+LCgvWTe3ZPnb1sF6JTetFBTwTANwWXdu0+0RFruM5pc3qXsylKIq339KLuQxajahWqYQRrVpErBnUM3HfyV/LAzHmK7k9MsK084Rvzn13Iqe0Wcylc67viotzzqDRiGqVKIy4t0XEx/17Je7L8+WIDg3Wvd25Q+y6AamJzWICO+dur13btDO3Ik9OTuld0XUuydN77ZrfrV16tUbo1qBhjXd27zoLAEeLiqzBQTqVUasVbS635/qN/vcc2bkmfWJCGQDoExNK7VnHLuSBKHprDRt6SR5NRC2rYrOpvA6HKGq1vjXu+bQjok6nuEtKtKIuiHn+Qg1vqW368VDFmn0op/SO5Evn2zNTLp1vVzr27Bsf+9ZxwCsIvnWcbg4Bf3pIfz+DWS+eL8B2i13RG4NEADCFGkS7xXFhAXI5XYrOqBUt52zKo8+2rd53XJfod8etzgGA/3598Ib5pG8waEVLxbhtNqei02tEADCbdKLN5rqYx+VR9DqNePrMb4457/RNBoDZ87bkAMD2bzOKli7febZGdbPm1UmPxg948v0jgcgCAEadVrTYnR4AsDpcij5Ie+EL2p2HTvzu373gt3I3AEzs3zZm449HCgFgy76jRQu/2H22ZphZM+3pzvGPTfowYHkAwBikFcvtjguZDEGaC5m+zci+JFMNs1H9+F2Nqj+z5JPj01IfjgUAAcDXB48Wzd/y/dlaIWbNrH6d4jtPXxrQTABg1GrFsopcFqdLMWgv5tqedWmuagaDKrFmdeMLn32dXWy1elb0715/a+bxw4o38J8gjUFasdxRMedcLsWguTjnth+7dM6FGw2qxBo1jOO+8OVY2bdH/a1Hjx/2bdnYfTbCbNbMe6xzfIcFgZtzRq1WLLuQx6kYNBfvy7bs338MAUCnxMTQTVlHix0ejxcA8krPOdb27JkMAC9v3Zpzpfe5Xrx2uyjodB4AEIKCFK/DeSGPoWHy7/Kow6s5zsyYnQwAYd0eyQEAQaVC6Tfbq/+28evosEc7M89fyKjTihabb77Z7E5FX2l923Xg9/PtSscKSnzr+IQn28V8tcu3jtPNgU+c/wGsZTbFYNKpAEBv0ovWMrvvE/85m6IzBF349rFGqxFt5Q4FANbP/bowNWnUz92f61DbGKK/oeaJ1epUDAbft70NBq1otfoWsHKLQ9HpNBfzaFSiRqsSHmiVXD217/yDfQa8d6hvastInU4jrFy1O99ud3lP5hU73R7Fq9GoAvZ9MovdqRh1vjyVS/TViIKA1wZ1iHG6Pcq7n+8+CwCLNv6Yb3O6vTlnS5wej+LVqgOXBwAsDqdiCqrIFKQVy6+RqW2jhJCIEFPQimd6JjaNiw55pduDsSZdkLhw63/zbS63N7uwxOlWAp8JACzOSrm0F8vnlRRbrZ6CcoszM7/QUVhudRdarK4aJuMN8bDC4nAqxko5LM6r5yiyWD0FFoszo6DQUWCxugssFlcNk1H97q4f820ut/dEccX9UQXwY8jpVEzaSvflGnnOe6h+YrWPDh0sBoAwnU7VsX5i9fs+eP/gA4sXHRp2V/NIvVoTsDyCTqd47Q4VAHgdDlG4xhNWT7lFZdm3v3rUxBcORk4Ye+jcpi2RisMhAEDwA/cXRr864efSLVtrK1ZbwNbxqpbHYncqhoo12+DHmn0lgiDg5aEdYlxuj7Jgve+7HnRzuKEKEf09MvadsNzeqoEZAJq0ahB8+IcsCwCUFpd7ggxa0RxmVNWIqqZ22p2KIAiYvmlcglqjEpx2l6K4Fa/H5Qn8I7JKfsk4bUlpEmsGgJQ7YoPT00/58pTaPDqdRjSbdaoaNcxqh8OtWK1OxeFwe5wuj9dicXi8Xq83vJpJM29O/yRRFFA93KQWBAiuAGZMzz5raZbk227SLDkm+MCxXy3Xev24VCm63ObwvLpscx4AhJr1qmXjUpNUooAaoSY1BAhOd2Dv2aGTZyzNb/FlapEQE7w/5+qZVuzaX9RlxrIjPeesythzPO/cS+u2ZGtUorB6WK8klSigZrBRLUAIeCYA+PnXM5YW9Xy5WsbFBP908uq5rE6XYne7lXrhYVqDViOGG/SaIovVff1Ge3U/nz5raRnry3F3bEzwvrxr5HC5FLvLpcSFh2kNGo0YbjBovF5g3YDUJJUgoJbJpBYAwekJ3P05cOaMpWVMRZ6YusH7fr32x5AAIDLYHPRrWZkLAGxut2J3uz1Oj8db5vCtE6pK++2vt6CYOhZ75lEzANgyjgYH1Yu9ah5Bq1FEjcYjqNVeUafzCILghaIIZ2bMSfC63YKg0SiCKHqhEgN2f6pansPHzliaNaxYs2+tG/xz5rXn25WMGSBFW2xOz+QPvs7760dIfycW53+Ar5d/V1KnfoRu7reTkvSmIFVe1hnHiBl9owFg6eufnHrzi+cTXlv7XMKil9fledwe7PhkT/HsbS8lzto6IWnDu5vP2q3OgBeWyjZu+rkkJiZct2D+wCS9Xqs6mVfkSPtXu2gAWPzht6dmvJ2aMHVy94T3F23Pczjc3k8//yn/3bn9kxbMG5j05Vc/F5z6tcS56euDBQvfHZg8+dXH4ufOl3MDmeezXYdKYiOq6Va92CfJEKRV5Z4tdryQKkVf6bU1Q03qLnc3rNkwNsK0dGxq4tKxqYkexYvPd6cXrHyxT/I7z3SJn7Zme0DzAMCGPekl9WpW0639V+8kg1ajyi4ocbzU9cqZrqTYYvN8svdwwdoRfZLnDugSP/WLbQHPBADr96eXxFWvptvwVO8ko1ajOlFc4nj5oavnmvzV1pyZj3WMXzOoZ+LCXXtOuxXleg73qtYdOFQSF15N9+mgPkkGrVZ1orjY8Ur7q+d4dfO2nFldO8avHdArceHu/54+W17uXn8wveDTJ/okv9e9S/zkLYGdc2vTD5XEV6um+7x33ySjRqM6XlLieE168Kp5ahpN6nKH88IXMXa327v85/35n6b2Tvqsd9+kNemHCsqdzoDdLFPzO0tcZ/N1v06dnuR1OFSamjUcRR+tvWIeUav1mu5pmX/67ZlJp996J8nYvFmBqNcrhiaNi0+/PTPx9Nszk8z333tWDAoK2Dpe1fJ8vuNQSd3Iarplr/VNMug0qtwzJY6xA64+3y5XM8yk7nzfrTUbxEWYFk9KTVw8KTUx2Ki7Yf7zMF2b4L0B9tvRH2sXMmhPoMfwV9p0blFK6zZv7A30OP4qWzePTbljyPQqk2ffeyNTGo6ZUWXypE9NS0l8perkyXgpLSXh9aoz3wDg6AsjU+JmTKsymY6njUqJnV118mQPr3p5mvWtOnl+XDaq6fW4zlPDP7wupXHB7P4B35p3NXziTERERETkBxZnIiIiIiI/sDgTEREREfmBxZmIiIiIyA8szkREREREfmBxJiIiIiLyA4szEREREZEfWJyJiIiIiPzA4kxERERE5AcWZyIiIiIiP7A4ExERERH5gcWZiIiIiMgPLM5ERERERH5gcSYiIiIi8gOLMxERERGRH1iciYiIiIj8wOJMREREROQHFmciIiIiIj+wOBMRERER+YHFmYiIiIjIDyzORERERER+YHEmIiIiIvIDizMRERERkR9YnImIiIiI/MDiTERERETkBxZnIiIiIiI/sDgTEREREflBHegBEBERERH5Q5IkEcA8ALcBcAB4UpblrErnBwMYAsAN4DVZlr+QJMkIYD6AegC0AIbLsvyjJEkjATwBoKDi3YfIspxxreuzOBMRERHRzeIRADpZlltIktQcwDQAXQBAkqQIACMANAWgA/CdJEmbAYwGcEiW5X6SJDWGr3T/COAOAP1kWd7r78W5VYOIiIiIbhb3APgKAGRZ/h6+knxeMwA7ZVl2yLJ8DkAWgMYA2gFwSpK0CcAEAJsqXp8CYJwkSd9JkjTOn4sLXq/3r4lBfzfeKCIiIroS4XpcpEP7qdeli3TvUXMIgKcqHVowcODABQAgSdL7ANbJsryx4u1cAHGyLLslSeoDoJEsy2Mqzi0FsBS+bRorZVmeKElSPwAPVjx9nghgLoBSABsAzJdl+YtrjY1bNW4SbcTH/f42ws1gs/JxSrs7JlaZTJv2vZxyX8c3q0yeHV88n3L7M9OrTJ7980amJI+fUWXyHJmcltJgXNXJAwCHp6SlNBxTdTKlT02rcnMuaWLVyfPLy2kp93R9q8rk+W7D6OtynQTx+mxUqCjJC65yuhSAudLboizL7qucMwP4DUARgM8qjn0OYKwkSQKAdyqeTEOSpP8AaAKAxZmIiIiIqoSdADoBWFOxx/lgpXM/ApgsSZIOQBCAZACHAHwH4CEAewHcByAdQDCAQ5IkJQOwAHgAwKI/ujj3OBMRERHRzWIDALskSbsAzACQJknSSEmSOsuyfAbALADfAvgGwHhZlu0AXgfQRJKk3QBGARhd8aT5BQBbK16fLsvyl390cT5xJiIiIqKbgizLCoChlx3+pdL5hQAWXvY+xQAevcLftQzAsj9zfT5xJiIiIiLyA4szEREREZEfWJyJiIiIiPzA4kxERERE5AcWZyIiIiIiP7A4ExERERH5gcWZiIiIiMgPLM5ERERERH5gcSYiIiIi8gOLMxERERGRH1iciYiIiIj8wOJMREREROQHFmciIiIiIj+wOBMRERER+YHFmYiIiIjIDyzORERERER+YHEmIiIiIvIDizMRERERkR9YnImIiIiI/MDiTERERETkBxZnIiIiIiI/sDgTEREREfmBxZmIiIiIyA8szkREREREfmBxJiIiIiLyA4szEREREZEf1IEeAP391Fq18PKG0fVCa4Zo8jJP26f0mZkDr+/c3V2bBfef1D1K8Xi9855bnPvzjsNWAIiuX1v7/JJhsSNajs8EgLb9W4X2eL5LpLXM7lk4ZtnJn7f7XheQPBqVMHFaz3ph1UyavNxC+xvj113M80BycN8hraMUxeud/9aXuQf35ViTG0frn3n+oRiNRi1+uyW9aMXC7flPj+4QeXuzuBCHzanknii0vj1xw8mA5VGLwusvPlovLNSgOXmq2P7KW1/knD93X4uE4IG974lSFK931gI598Chk9b20q2hvR+7K9Jqc3rmL952cv/Bk9a2rRuE9ny0WYQgCMIXmw7kr/t8X1Gg8mhUojBjSJd61YINmpyzJfYXFn+Z4610vm7NMO2r/dvH9ntrVSYAPNwsObT/g00jBAHC+p0H81dt21/UuXmD0AFt74y02l2edzbsOLnnaF7A5ltlGpUozOnduV64yaA5UVhif37NxkuyxVYP077xWLvYnu+uzgSAFzq2imweVyfE5nIrx/OLrePWbQrYPKtMoxKF2X19ObILSuzPf/T7HFMebxfba74vBwBoVSph3YjeSRPWbc7en3va9vBtSSFDWjeL9CiK951NO09tzzhRFoAoAHx5ZvWryFNYYh+z6vd5Xu/RLjZ1bqU8apWwdkTvpAlrN2cfyD1tG9e5VWTzeN+9OpZfbB2/JvD3qirNtzk9L96f0esuyxEepp36aLvYHgt9OcZ3qMjhdCvHCout4zZsOiklxZufbdU8SqMShSW7951Zty+9JEBxoFaLwpSxXSvW7BL7yzMqrdnNE4Kf6Hl3lKJ4vTM/kHP3p+dZO7RuGNr70Yo1+8PtJ39KP2ltc19ySL/Hmkd6PF7ve8t3nNq993jAPn7oz+ET53+Atv3uD809csr27J1jM1x2l9Ky853m8+f6TeweOar1pMyXHpl67IkpqdEA0LxTinnCmlFxxlCjGgBElYg+Lz0e9dy9EzLGP/x61qDJqVGBygIAbTreHnryRKFtWJ/3MpwOj9Li/qQLefoMaRU5evDizElpK48NGt4mGgCeSmtfZ8q4tSee7jX/iN6gVQFA3bia+jFDlmSO6LcwI5ClGQDaS7eG5pwssg1+bmmG0+lR7ml+y4U8A1PvjvzXuFWZL7y6/tiQ/vdFi6KAgb1aRj37/IqM0RPXZg3ud18UAPTt0SLy2dErMgc/9+Ev3TqlRIiiELA8nZo3DD1+ptiW+saKDKfbrdzfOP5CnvsbxetiYusAAA+8SURBVJnfGtwxzqwPuvBF+5Pt74ocMG11ZuobK37p1apJhEoUMOShFlED3/4oY9jc9VnDOt8T0PlW2SNNGoQeKyi2PTZvZYbT7VEeSL6YrXVSnPmdXg/HmXUXs91SM1w/cNG6zB7zV2XcKCUGALrc0SD0eH6x7fE5KzMcbo/SusHFHK2S4swzUh++5B4BwJiO90eKgnBhYj3V6s7Ige+vzRyyZEPW8DYtA3qPuqT48nSf7bsvl+RJjjNP73PpfQEq8ogX89xSK1w/aOG6zJ5zVmXcCKUZqDrz7ZHbG4QeLyy2Pfbeygynx6M8kFQpR2KceWb3h+PMQZfmGLBkXWb3hasyxm3YdFIlCBjeukXUwA/XHe258KOMyJBgbWCS+HRofWtoTl6R7cl/L8twutzKvc0urtmDetwdOfzF1ZljX19/bGifijW7R8uoZ8atzBj96rqsp/rc61uzH70rcsSEjzL//erarMGpN84aR3+MxfkfIOmuBNO+LT+XAcDeLQdKG9/fwAwA5momlcPqUMqKyz35uYUuvUmnUqlVUNyKd7T08tHz718tIlRdmFfkLCsu95QWlXl0hiCVSq0KVBwkNYo27fvhWBkA7PvhWGnjlFhfnmC9ymF3K2WlNk/+mXMuvUGrMpl1olojCn2Hto6Y+eHgxPQDJ8sBoFZUqG7M5G6xs5YOTmx0R11DwMIAaJgYadqzP7sMAPbszy69/dYYMwAEm3Uqu8OtlJbZPWcLSl16vVYVHmZS5xeVOUvL7J7SMptHF6RRqVQi0l74KNNmdyleL7yCACiK99oX/Rs1qhdh+uGXnDIA2H0kp7Rp/egLn1Q8itf71DsfH638+qdmrs20Os6PXUB4sFF99rcy5zmr3fObxe7RB6lVavHGWKoa16lt2n0stwwAdmXllN5Zr3I2xTvgg7WXZIsKC9a9+Xj72I+e7pV4Z2xUQOdZZbfVqW3aneXLsfuyHIpX8Q58/9IcDza8JdjqdClHzxZdePKflV9kDdYHqYxBWtHmcnmu3+h/r3HMxTy7juaU3hl36X0ZtODKebLOXMwTFRasm9qzfezqYb0Sm9a7Me5VlZlv0bVNuypy7DyWU9os9tIc/ZdcliM0WPdWt/axawb3SryzbpShfq3qusJyi2vKI21jFvV/9JYdR0+UXu8MlTWsX9u052ffGvffAzmlt99ax7dmm3Qqh9OllJbbPWcLyyrWbKO6oKjcWVpu95yrtGafOFlkNZt0KoNeK9odgf34oT+HWzX+AQzBetFSavMAgK3cruiNOhEATGFG0WZxXPiAdTncis4YJP648afyyu9fdLrEHRYRqqlWO0ytDdIIkbdE6LV6rWgrsynXN4mPwagVrRXjtludil6v9eUJ1ol2q/NiHpdbMYfoVfVuqWWcPunT7N9KLJ5pHwyq/8O3GYe/23K4aMXCbWer1wzWTJzWK37wY3OOBCILABj0WtFSMW6rzano9RpfHqNOtNtdlfJ4FIfT5a0WatSEVzOqtRq1EB0Zqg/SqsXC4nI3AIz9V4eYzdsOFwYmiY8xSCuW2315bA6XYtBqL7Te79JPlF/++oJzvrFP6ts25ssfjxQWnrO4w4ONmuohRrVWrRLq1PBldNudAZlvlZmCtGK53Tf3rE6XYtBqLmTbkZl9STYBwNeHjhbN++b7s7VCzJo5vTvFd5y5NGDzrDJjpRwWx2U5Mi7NUcNsVHdv1qj600s+OT4t9eHY88dPFZc6Vg7tmQwAkz/fmoMAqpzH6nAphqCLeb69Qp7H72pU/ZlKeQQAXx88WjR/i+9ezerXKb7z9MDfqyoz37RasdxxMYe+co6jV8hx+GjR3G3fn60VbNbM6dUpfsrG7Sdvjaxl6jRvWXqoXqd6o2u72G7vrcy4zjEuMOi1YrnVl8dmdyp6nS+P2aQTbZev2Q63b80Oq1iza/vWs9P55xzvTklNBoB33v8moB8/9OewOP8DWEttisGsVwGAwawXrWW+Em35zarojEEXHh1rgtSirdz+u3LiVbx4f8zyvFc/GxN/6uhp+7H9J8pt5YEpzQBgtTgVQ8W49ZVKtKXMruj0mot5NGrxt2KLp7iw3Hki66wDAEqKyl3Vws3q1Yu+zbfbXN68nCKn2+PxarQqweX0BOQxrdXmVAx63xYSg14rWitKdLnFoeh0lfOoxHKLw/Pu4u15b7zULf7kqRL70WP55VabUxEEAeNHPhTjdLqVRSt2ng1EjvMsDqdi1FXk0V0s0VcjCgJe7d8+xuFyK/P/s/ssALyz4du8WU8/Ep+bX2LPOFlQbr0BSjMAlDucijHIl80YpBXLHdfOtmD7f/NtLrc3u7DE6VYUr1alEpyewMyzyirfI2OQVrRcI0fbWxNCaoWYglY+3TMxulqIrl6NMP2zSz/L6nBb/ept3vzgoEoUhRVP90iU07PO2VzugGSzOJyKqfJ9ucaca9soISQixBS04pmLefrMX5OxcOtl90qtEpzuwN6rKjPfnJVyaK893wDgvW8rchSVOD0exVvucHiOFxZbC8os7oIyi1uv0QTuW57wrdnGq63ZQZet2VaHZ/7S7XlTxz8an/drif3oifxyrUYlSPckVX986IKDKlEU5k9JTdzxw9Fzdocr4PeK/tiN8f1P+ltl/PeYpYnUyAwAd0iNg9N3ZVgAoGLbhWiuZlLVqBOudthciuK5cj9p0KK+cdhd4zLe+/eyU3arU0EAP7wz0k9Zbm8WZwaAJs3igw8fyPXlOWfzBOk1ojlYr6pRK1jtdLgUm9WpOBwuJTq2ulan14ohYUaN1+vFrGWDk0SVgPAaZrUAIWClGQCOZJ62pNxe1wwATW+PDT505JQvT5nNowtSi8FmnapmdbPa6XQriuJFw+RI41NpyzLmfbD1lMPhUgBg1DNtoi1Wp+fN2ZvyApXjvPTss5a7En3bTZonxQQfOP6r5Vqvf6GnFG2xOzyvrNh8Yey3xdU29pm6MmPauh2n7C5XADeeXOpQ3hlLi3hfthbxMcE/5V49W5hRr1rzdK8klSCgZrBRLUC4IUoMABzMO2Npfj7HLTHBP+VcPceK3fuLuryz7EiPeasy/nsi79zE9VuyC8ssbrvL7XG6Pd5yu8Pj9Xq9qgBurD908oyl+S0VeRJigvdfK8+u/UVdZiw70nPOqow9x/POvbRuS7ZGJQqrh/VKUomV7lWASzNQhebbqTOWFnG+HC39yTG4IofZqBYEQcg4W2ivYTJpQ/U6VUSwSe3wXOUT1XVy5OgZS0rjijW7cd3gg7/48lRsxRCDTb4121GxZt+aGGkcPHp5xpwl207ZHW7FZncpDofb43R5vOVWh8frhVelEgL3H1PoT2Fx/gfYtGRrSUxSlG7+3jeT9CadKi/zV8e/5g+OBoAPJ3506u1vJiVM/s8LCYvGr7xq6bJbHcrCA9OSX/nk+fhF41eeun6j/72vP/uppE5sdd3cVUOT9AatKi+3yDHihY7RALB0/tZTby4ckPDa7D4Ji+bIeQAw/62NOS9O7R4/c+ngxI8//O50UUGZe/Pn+wvmrXw6+eV3UuPfnfZVbiDzfLnlYEnd6Gq6D2b2T9LrNarcU8WOUc+2jQaAD1Z8d2rm6z0T3nz5sYQFH+7IAwCHw60smTsw+fUJj8YvWLrjVI1ws/qhNo1qJiVEmN6b3jfxvel9E4PNuoA9kfl096GS2IhqutXj+iQZgrSqnPxix/heUvSVXlsz1KR+pGXDmg3rRpiWP5+auPz51MQQg05ld7qVj1/sl/zO0M7xsz/dGdD5Vtn6fekl9WpU061/tneSIUijyi4scUzscuVsxRabZ8O+wwXrh/VJntenS/yUL7cFdJ5VtmFveklcjWq6dcN7JxnP53jkyjmuxO5ye1d//3P+mmGpSR8P7520fk96QbkjcN8V2LAnvaRezWq6tf/qnWTQalTZBSWOl7r6n6fYYvN8svdwwdoRfZLnDugSP/WLG+NeVZX5tv6n9JK46tV0G4b67s+JohLHpI5Xz/HJ/sMFG57ukzw/tUv8lK+25dpdbu+cbbtPLRv0eP2FfbsmTN/8XUAfEPznm4MldaPCdYum9Usy6LWqk78WO/491Pef0T9Y9d2pWa/2THj7xW4J7y33rdl2h0tZOnNA8hvjusa/t3zHKYfT7d3w1U/577/VN2nRtH5JX8gHCyzWG+O7avTHBK/3hviClP5AG/HxPYEew19ps/JxSrs7Ju4N9Dj+Kpv2vZxyX8c3q0yeHV88n3L7M9OrTJ7980amJI+fUWXyHJmcltJgXNXJAwCHp6SlNBxTdTKlT02rcnMuaWLVyfPLy2kp93R9q8rk+W7D6KbX4zojHnrrupTGWV+OvmGfwPOJMxERERGRH1iciYiIiIj8wOJMREREROQHFmciIiIiIj+wOBMRERER+YHFmYiIiIjIDyzORERERER+YHEmIiIiIvIDizMRERERkR9YnImIiIiI/MDiTERERETkBxZnIiIiIiI/sDgTEREREfmBxZmIiIiIyA8szkREREREfmBxJiIiIiLyA4szEREREZEfWJyJiIiIiPzA4kxERERE5AcWZyIiIiIiP7A4ExERERH5gcWZiIiIiMgPLM5ERERERH5gcSYiIiIi8gOLMxERERGRH1iciYiIiIj8wOJMREREROQHdaAHQERERETkD0mSRADzANwGwAHgSVmWsyqdHwxgCAA3gNdkWf6i0rnnAETIsjy24u2+AEYDOAdgiSzLH/zR9VmciYiIiOhm8QgAnSzLLSRJag5gGoAuACBJUgSAEQCaAtAB+E6SpM3w7bBYCOAuAOsqXlsdwGsAmgD4DcAWSZJkWZazr3VxbtUgIiIiopvFPQC+AgBZlr+HrySf1wzATlmWHbIsnwOQBaAxfCV6KYDJlV4bB2C/LMvFsiwrAP4LoPkfXVzwer1/SQoiIiIiov+vxYsXPwXgqUqHFgwcOHABAEiS9D6AdbIsb6x4OxdAnCzLbkmS+gBoJMvymIpzSwEslWV5S8XbAwAkybI8VpKkMPjK8t0AygDsADD/j7ZrcKsGEREREd0wKkrygqucLgVgrvS2KMuy+yrnzPBtw/gdWZZLJElKg2/rRh6AfQAK/2hsLM5EREREdLPYCaATgDUVe5wPVjr3I4DJkiTpAAQBSAZw6Ep/iSRJavi2ZtwHXx/eAuCFP7o49zgTERER0c1iAwC7JEm7AMwAkCZJ0khJkjrLsnwGwCwA3wL4BsB4WZbtV/pLKp5SOwHsBbAdwCxZlv/wiTP3OBMRERER+YFPnImIiIiI/MDiTERERETkBxZnIiIiIiI/sDgTEREREfmBxZmIiIiIyA8szkREREREfmBxJiIiIiLyA4szEREREZEf/g+l6SoQo6jD9QAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"inter1 = pdp.pdp_interact(\n",
" model=clf, dataset=df[df.columns[1:]], model_features=df.columns[1:], features=['Age', 'Hours/Week']\n",
")\n",
"fig, axes = pdp.pdp_interact_plot(\n",
" pdp_interact_out=inter1, feature_names=['Age', 'Hours/Week'], plot_type='grid', x_quantile=True, plot_pdp=True\n",
")\n",
"plt.tight_layout()\n",
"plt.savefig(\"interaction.png\", dpi=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Local Interpretable Model-agnostic Explanations (LIME) \n",
"[Back to Table of Contents](#table)\n",
"\n",
"LIME basically tries to step away from deriving the importance of global features and instead approximates the importance of features for local predictions. It does so by taking the row (or set of datapoints) from which to predict and generate fake data based on that row. It then calculates the similarity between the fake data and the real data and approximates the effect of the changes. Some fake rows might be very different from the initial real row and therefore the feature importances should not be weighted strongly. Instead, fake rows with slight changes are more important since they better represent the initial row. Thus, simply create a bunch of fake data, throw it into the classifier and see how much the prediction changes based on the similarity between rows. \n",
"\n",
"\n",
"**Reference** \n",
"Ribeiro, M. T., Singh, S., & Guestrin, C. (2016, August). Why should i trust you?: Explaining the predictions of any classifier. In Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining (pp. 1135-1144). ACM.\n",
"\n",
"See https://arxiv.org/abs/1602.04938 for the full article"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [],
"source": [
"explainer = LimeTabularExplainer(X.values, feature_names=X.columns, class_names=[\"<=50K\", \">50K\"], discretize_continuous=True,\n",
" kernel_width=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### 6.1 Predicting less than 50K \n",
"[Back to Table of Contents](#table)\n",
"\n",
"In the visualization below you can seen the effect of the top 5 features on the probabilities of the target variable. As you can see Capital Gain has a large influence on whether somebody makes less money which makes sense seeing as it is directly related to ones investments. "
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"True value: 0\n"
]
}
],
"source": [
"i = 12000\n",
"exp = explainer.explain_instance(X.values[i], clf.predict_proba, num_features=5)\n",
"exp.show_in_notebook(show_table=True, show_all=False)\n",
"print(\"True value: {}\".format(y[i]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Values when predicting >50K**"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" \n",
" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"True value: 1\n"
]
}
],
"source": [
"i = np.random.randint(0, X.shape[0])\n",
"i = 8\n",
"exp = explainer.explain_instance(X.values[i], clf.predict_proba, num_features=5)\n",
"exp.show_in_notebook(show_table=True, show_all=False)\n",
"print(\"True value: {}\".format(y[i]))"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"True value: 0\n"
]
}
],
"source": [
"i = 304\n",
"exp = explainer.explain_instance(X.values[i], clf.predict_proba, num_features=5)\n",
"exp.show_in_notebook(show_table=True, show_all=False)\n",
"print(\"True value: {}\".format(y[i]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Disadvantage**\n",
"\n",
"The neighborhood around which LIME tries to find different values for the initial row is, to an extend, a hyperparameter that can be optimized. At times you want a larger neighborhood depending on the data. It is a bit of trial and error to find the right kernel width. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Instability of Explanations (Repeating Predictions)**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. SHAP \n",
"[Back to Table of Contents](#table)"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
"# Create object that can calculate shap values\n",
"explainer = shap.TreeExplainer(clf)\n",
"\n",
"# Calculate Shap values\n",
"shap_values = explainer.shap_values(X)"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
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"
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" Visualization omitted, Javascript library not loaded! \n",
" Have you run `initjs()` in this notebook? If this notebook was from another\n",
" user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
" this notebook on github the Javascript has been stripped for security. If you are using\n",
" JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
"