2250 lines
881 KiB
Plaintext
2250 lines
881 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"tags": []
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},
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"source": [
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"# Feature Engineering\n",
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"## Einfuehrung\n",
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"## Exploration"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 1,
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||
"metadata": {
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||
"ExecuteTime": {
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"end_time": "2020-02-20T10:36:05.542922Z",
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"start_time": "2020-02-20T10:36:03.866150Z"
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}
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},
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"outputs": [],
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"source": [
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"## preparation\n",
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"\n",
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"## load all required libraries\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"\n",
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"## set data path (optional, simplifies data access)\n",
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"datapath = '../3_data'\n",
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"from os import chdir; chdir(datapath)\n",
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"\n",
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"## load data\n",
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"data = pd.read_csv('bank_data.csv', sep=';')\n",
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"\n",
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"## create indices for categorical and numerical variables for later use\n",
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"cat_vars = data.select_dtypes(include=['object']).columns\n",
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"num_vars = data.select_dtypes(exclude=['object']).columns"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Index(['age', 'duration', 'campaign', 'pdays', 'previous', 'emp.var.rate',\n",
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" 'cons.price.idx', 'cons.conf.idx', 'euribor3m', 'nr.employed'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 2,
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||
"metadata": {},
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||
"output_type": "execute_result"
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||
}
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||
],
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"source": [
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"num_vars"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Data Frame"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### Übersicht"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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||
"metadata": {
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||
"ExecuteTime": {
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||
"end_time": "2020-02-20T10:36:05.710685Z",
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"start_time": "2020-02-20T10:36:05.698103Z"
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||
},
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||
"scrolled": true
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||
},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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||
"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n"
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]
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}
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],
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"source": [
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"## get object type\n",
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"print(type(data))"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 4,
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||
"metadata": {
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||
"ExecuteTime": {
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||
"end_time": "2020-02-20T10:36:05.730574Z",
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||
"start_time": "2020-02-20T10:36:05.713904Z"
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||
},
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||
"scrolled": true
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||
},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
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"(9868, 21)\n"
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||
]
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||
}
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||
],
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||
"source": [
|
||
"## show dimensions (numbers of rows and columns)\n",
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"print(data.shape)"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 5,
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||
"metadata": {
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||
"ExecuteTime": {
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||
"end_time": "2020-02-20T10:36:05.764896Z",
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||
"start_time": "2020-02-20T10:36:05.735343Z"
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}
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||
},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 9868 entries, 0 to 9867\n",
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"Data columns (total 21 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 age 9745 non-null float64\n",
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" 1 job 9795 non-null object \n",
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" 2 marital 9849 non-null object \n",
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" 3 education 9405 non-null object \n",
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" 4 default 9868 non-null object \n",
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" 5 housing 9868 non-null object \n",
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" 6 loan 9868 non-null object \n",
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" 7 contact 9868 non-null object \n",
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" 8 month 9868 non-null object \n",
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" 9 day_of_week 9868 non-null object \n",
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" 10 duration 9817 non-null float64\n",
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" 11 campaign 9868 non-null int64 \n",
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" 12 pdays 9868 non-null int64 \n",
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" 13 previous 9868 non-null int64 \n",
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" 14 poutcome 2054 non-null object \n",
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" 15 emp.var.rate 9621 non-null float64\n",
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" 16 cons.price.idx 9621 non-null float64\n",
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" 17 cons.conf.idx 9621 non-null float64\n",
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" 18 euribor3m 9868 non-null float64\n",
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" 19 nr.employed 9868 non-null float64\n",
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" 20 y 9868 non-null object \n",
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||
"dtypes: float64(7), int64(3), object(11)\n",
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"memory usage: 1.6+ MB\n",
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"None\n"
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]
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||
}
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||
],
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"source": [
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||
"## structure\n",
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"print(data.info())"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 6,
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"#df['age'] = np.int64(data['age'])\n",
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"#print(ata.info())"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 7,
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||
"metadata": {
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||
"ExecuteTime": {
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||
"end_time": "2020-02-20T10:36:05.796512Z",
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||
"start_time": "2020-02-20T10:36:05.771169Z"
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||
},
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||
"scrolled": true
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||
},
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||
"outputs": [
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{
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||
"name": "stdout",
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"output_type": "stream",
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"text": [
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" age job marital education default housing\n",
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"0 30.0 self-employed single university.degree no no\n",
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"1 32.0 technician married professional.course no yes\n",
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"2 27.0 blue collar single basic.9y unknown yes\n",
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"3 32.0 blue collar single basic.6y unknown yes\n",
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"4 27.0 admin. single university.degree no yes\n",
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||
"5 34.0 admin. single high.school no no\n"
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]
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||
}
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||
],
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||
"source": [
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||
"## show (a selection of the) data\n",
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||
"#print(data.head())\n",
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||
"print(data.iloc[0:6, 0:6])\n",
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||
"#print(data.tail())"
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||
]
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||
},
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||
{
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||
"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"#### NA's (Missing Values)"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 8,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:05.827311Z",
|
||
"start_time": "2020-02-20T10:36:05.801624Z"
|
||
},
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
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||
"9284\n"
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||
]
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||
}
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||
],
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||
"source": [
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||
"## how many NAs in total?\n",
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||
"print(data.isna().sum().sum())"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 9,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:05.859029Z",
|
||
"start_time": "2020-02-20T10:36:05.832255Z"
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||
},
|
||
"tags": []
|
||
},
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||
"outputs": [
|
||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
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||
"8036\n"
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||
]
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||
}
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||
],
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||
"source": [
|
||
"## how many rows with NA's?\n",
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||
"print(data.shape[0] - data.dropna().shape[0])"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 10,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:05.891347Z",
|
||
"start_time": "2020-02-20T10:36:05.862443Z"
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||
}
|
||
},
|
||
"outputs": [
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||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
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||
"age 123\n",
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||
"job 73\n",
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||
"marital 19\n",
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||
"education 463\n",
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||
"duration 51\n",
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||
"poutcome 7814\n",
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||
"emp.var.rate 247\n",
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||
"cons.price.idx 247\n",
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||
"cons.conf.idx 247\n",
|
||
"dtype: int64\n"
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||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## how are NAs distributed over variables?\n",
|
||
"s = data.isna().sum()\n",
|
||
"print(s[s > 0])"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## identify rows with NAs and schow them\n",
|
||
"print(data[data.isna().any(axis=1)])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## calculate proportion of complete cases per variable\n",
|
||
"data.notnull().mean()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"data.notnull().mean().plot.barh();"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"247"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"## do missing values from the socioeconomics characteristics come from the same observations?\n",
|
||
"data[data['emp.var.rate'].isnull() & \n",
|
||
" data['cons.price.idx'].isnull() &\n",
|
||
" data['cons.conf.idx'].isnull()\n",
|
||
" ].shape[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"source": [
|
||
"#### Duplikate"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"np.int64(7)"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
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||
}
|
||
],
|
||
"source": [
|
||
"## count duplicates\n",
|
||
"data.duplicated().sum()"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>age</th>\n",
|
||
" <th>job</th>\n",
|
||
" <th>marital</th>\n",
|
||
" <th>education</th>\n",
|
||
" <th>default</th>\n",
|
||
" <th>housing</th>\n",
|
||
" <th>loan</th>\n",
|
||
" <th>contact</th>\n",
|
||
" <th>month</th>\n",
|
||
" <th>day_of_week</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>campaign</th>\n",
|
||
" <th>pdays</th>\n",
|
||
" <th>previous</th>\n",
|
||
" <th>poutcome</th>\n",
|
||
" <th>emp.var.rate</th>\n",
|
||
" <th>cons.price.idx</th>\n",
|
||
" <th>cons.conf.idx</th>\n",
|
||
" <th>euribor3m</th>\n",
|
||
" <th>nr.employed</th>\n",
|
||
" <th>y</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>2420</th>\n",
|
||
" <td>52.0</td>\n",
|
||
" <td>blue collar</td>\n",
|
||
" <td>married</td>\n",
|
||
" <td>basic.4y</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>telephone</td>\n",
|
||
" <td>aug</td>\n",
|
||
" <td>thu</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>999</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>93.444</td>\n",
|
||
" <td>-36.1</td>\n",
|
||
" <td>4.963</td>\n",
|
||
" <td>5228.1</td>\n",
|
||
" <td>yes</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3551</th>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>blue collar</td>\n",
|
||
" <td>single</td>\n",
|
||
" <td>high.school</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>yes</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>telephone</td>\n",
|
||
" <td>jun</td>\n",
|
||
" <td>mon</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>999</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>94.465</td>\n",
|
||
" <td>-41.8</td>\n",
|
||
" <td>4.961</td>\n",
|
||
" <td>5228.1</td>\n",
|
||
" <td>no</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5080</th>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>retired</td>\n",
|
||
" <td>married</td>\n",
|
||
" <td>basic.4y</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>yes</td>\n",
|
||
" <td>yes</td>\n",
|
||
" <td>cellular</td>\n",
|
||
" <td>may</td>\n",
|
||
" <td>fri</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>success</td>\n",
|
||
" <td>-1.8</td>\n",
|
||
" <td>93.876</td>\n",
|
||
" <td>-40.0</td>\n",
|
||
" <td>0.684</td>\n",
|
||
" <td>5008.7</td>\n",
|
||
" <td>yes</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6700</th>\n",
|
||
" <td>26.0</td>\n",
|
||
" <td>blue collar</td>\n",
|
||
" <td>single</td>\n",
|
||
" <td>high.school</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>yes</td>\n",
|
||
" <td>yes</td>\n",
|
||
" <td>cellular</td>\n",
|
||
" <td>jul</td>\n",
|
||
" <td>mon</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>999</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>1.4</td>\n",
|
||
" <td>93.918</td>\n",
|
||
" <td>-42.7</td>\n",
|
||
" <td>4.962</td>\n",
|
||
" <td>5228.1</td>\n",
|
||
" <td>no</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9183</th>\n",
|
||
" <td>45.0</td>\n",
|
||
" <td>admin.</td>\n",
|
||
" <td>married</td>\n",
|
||
" <td>university.degree</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>cellular</td>\n",
|
||
" <td>jul</td>\n",
|
||
" <td>thu</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>999</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>-2.9</td>\n",
|
||
" <td>92.469</td>\n",
|
||
" <td>-33.6</td>\n",
|
||
" <td>1.072</td>\n",
|
||
" <td>5076.2</td>\n",
|
||
" <td>yes</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9534</th>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>blue collar</td>\n",
|
||
" <td>single</td>\n",
|
||
" <td>basic.6y</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>cellular</td>\n",
|
||
" <td>apr</td>\n",
|
||
" <td>thu</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>999</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>-1.8</td>\n",
|
||
" <td>93.075</td>\n",
|
||
" <td>-47.1</td>\n",
|
||
" <td>1.365</td>\n",
|
||
" <td>5099.1</td>\n",
|
||
" <td>yes</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9606</th>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>management</td>\n",
|
||
" <td>married</td>\n",
|
||
" <td>basic.6y</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>no</td>\n",
|
||
" <td>cellular</td>\n",
|
||
" <td>apr</td>\n",
|
||
" <td>thu</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>999</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>-1.8</td>\n",
|
||
" <td>93.075</td>\n",
|
||
" <td>-47.1</td>\n",
|
||
" <td>1.365</td>\n",
|
||
" <td>5099.1</td>\n",
|
||
" <td>yes</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>7 rows × 21 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" age job marital education default housing loan \\\n",
|
||
"2420 52.0 blue collar married basic.4y no no no \n",
|
||
"3551 37.0 blue collar single high.school no yes no \n",
|
||
"5080 68.0 retired married basic.4y no yes yes \n",
|
||
"6700 26.0 blue collar single high.school no yes yes \n",
|
||
"9183 45.0 admin. married university.degree no no no \n",
|
||
"9534 47.0 blue collar single basic.6y no no no \n",
|
||
"9606 41.0 management married basic.6y no no no \n",
|
||
"\n",
|
||
" contact month day_of_week ... campaign pdays previous poutcome \\\n",
|
||
"2420 telephone aug thu ... 3 999 0 NaN \n",
|
||
"3551 telephone jun mon ... 3 999 0 NaN \n",
|
||
"5080 cellular may fri ... 1 6 1 success \n",
|
||
"6700 cellular jul mon ... 2 999 0 NaN \n",
|
||
"9183 cellular jul thu ... 1 999 0 NaN \n",
|
||
"9534 cellular apr thu ... 1 999 0 NaN \n",
|
||
"9606 cellular apr thu ... 1 999 0 NaN \n",
|
||
"\n",
|
||
" emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed y \n",
|
||
"2420 1.4 93.444 -36.1 4.963 5228.1 yes \n",
|
||
"3551 1.4 94.465 -41.8 4.961 5228.1 no \n",
|
||
"5080 -1.8 93.876 -40.0 0.684 5008.7 yes \n",
|
||
"6700 1.4 93.918 -42.7 4.962 5228.1 no \n",
|
||
"9183 -2.9 92.469 -33.6 1.072 5076.2 yes \n",
|
||
"9534 -1.8 93.075 -47.1 1.365 5099.1 yes \n",
|
||
"9606 -1.8 93.075 -47.1 1.365 5099.1 yes \n",
|
||
"\n",
|
||
"[7 rows x 21 columns]"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"## show duplicates\n",
|
||
"dups = data.duplicated()\n",
|
||
"data[dups==True]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Kategoriale Variablen"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Quantitativ"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"0 university.degree\n",
|
||
"1 professional.course\n",
|
||
"2 basic.9y\n",
|
||
"3 basic.6y\n",
|
||
"4 university.degree\n",
|
||
"Name: education, dtype: object\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## rep: show head of education\n",
|
||
"print(data.education.head())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:05.953817Z",
|
||
"start_time": "2020-02-20T10:36:05.925677Z"
|
||
},
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"count 9405\n",
|
||
"unique 7\n",
|
||
"top university.degree\n",
|
||
"freq 3136\n",
|
||
"Name: education, dtype: object\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## statistical measures of one selected categorical variable\n",
|
||
"print(data.education.describe())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:06.057768Z",
|
||
"start_time": "2020-02-20T10:36:05.957667Z"
|
||
},
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" job marital education default housing loan contact \\\n",
|
||
"count 9795 9849 9405 9868 9868 9868 9868 \n",
|
||
"unique 11 3 7 2 3 3 2 \n",
|
||
"top admin. married university.degree no yes no cellular \n",
|
||
"freq 2630 5747 3136 8268 5211 8196 6993 \n",
|
||
"\n",
|
||
" month day_of_week poutcome y \n",
|
||
"count 9868 9868 2054 9868 \n",
|
||
"unique 10 5 2 2 \n",
|
||
"top may thu failure no \n",
|
||
"freq 2745 2152 1101 5223 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## statistical measures of all categorical variables\n",
|
||
"print(data[cat_vars].describe())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:06.073856Z",
|
||
"start_time": "2020-02-20T10:36:06.062270Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"education\n",
|
||
"university.degree 3136\n",
|
||
"high.school 2230\n",
|
||
"professional.course 1307\n",
|
||
"basic.9y 1251\n",
|
||
"basic.4y 972\n",
|
||
"basic.6y 503\n",
|
||
"illiterate 6\n",
|
||
"Name: count, dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## overview number occurrences of values for a selected categorical variable\n",
|
||
"print(data.education.value_counts())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"job 11\n",
|
||
"marital 3\n",
|
||
"education 7\n",
|
||
"default 2\n",
|
||
"housing 3\n",
|
||
"loan 3\n",
|
||
"contact 2\n",
|
||
"month 10\n",
|
||
"day_of_week 5\n",
|
||
"poutcome 2\n",
|
||
"y 2\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## unique values of all not numerical variables of a pandas data frame\n",
|
||
"print(data[cat_vars].nunique())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Visuell"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## barplot\n",
|
||
"data.education.value_counts().plot.bar();"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## barplot horizontal\n",
|
||
"data.education.value_counts().plot.barh();"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## pieplot\n",
|
||
"data.education.value_counts().plot.pie(\n",
|
||
" y='education', \n",
|
||
" legend=False);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Zero- und Low Variance"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"pd.options.mode.chained_assignment = None # default='warn'\n",
|
||
"\n",
|
||
"tmp_data = pd.DataFrame(data.default)\n",
|
||
"tmp_data['default_zv'] = np.where(tmp_data.default == 'unknown', 'no', tmp_data.default)\n",
|
||
"tmp_data['default_lv'] = tmp_data.default_zv\n",
|
||
"tmp_data.iloc[0:20, 2] = 'unknown'\n",
|
||
"\n",
|
||
"print(tmp_data.default.value_counts())\n",
|
||
"print(tmp_data.default_zv.value_counts())\n",
|
||
"print(tmp_data.default_lv.value_counts())\n",
|
||
"\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"fig, axes = plt.subplots(nrows=3, ncols=1, figsize=(5, 12))\n",
|
||
"tmp_data.default.value_counts().plot.bar(ax=axes[0], title = 'origin')\n",
|
||
"tmp_data.default_zv.value_counts().plot.bar(ax=axes[1], title = 'zero variance')\n",
|
||
"tmp_data.default_lv.value_counts().plot.bar(ax=axes[2], title = 'low variance');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Numerische Variablen"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Qualittativ"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:07.452767Z",
|
||
"start_time": "2020-02-20T10:36:07.429127Z"
|
||
},
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"count 9745.000000\n",
|
||
"mean 40.423191\n",
|
||
"std 11.915715\n",
|
||
"min 17.000000\n",
|
||
"25% 31.000000\n",
|
||
"50% 38.000000\n",
|
||
"75% 48.000000\n",
|
||
"max 116.000000\n",
|
||
"Name: age, dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## statistical measures of one selected numerical variable\n",
|
||
"print(data.age.describe())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:07.531500Z",
|
||
"start_time": "2020-02-20T10:36:07.461767Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" age duration campaign pdays previous \\\n",
|
||
"count 9745.000000 9817.000000 9868.000000 9868.000000 9868.000000 \n",
|
||
"mean 40.423191 378.159927 2.387617 895.442136 0.296109 \n",
|
||
"std 11.915715 356.220783 2.512851 303.530529 0.678229 \n",
|
||
"min 17.000000 0.000000 1.000000 0.000000 0.000000 \n",
|
||
"25% 31.000000 139.000000 1.000000 999.000000 0.000000 \n",
|
||
"50% 38.000000 258.000000 2.000000 999.000000 0.000000 \n",
|
||
"75% 48.000000 508.000000 3.000000 999.000000 0.000000 \n",
|
||
"max 116.000000 4199.000000 43.000000 999.000000 6.000000 \n",
|
||
"\n",
|
||
" emp.var.rate cons.price.idx cons.conf.idx euribor3m nr.employed \n",
|
||
"count 9621.000000 9621.000000 9621.000000 9868.000000 9868.000000 \n",
|
||
"mean -0.440495 93.488617 -40.227804 3.028964 5138.570075 \n",
|
||
"std 1.717659 0.629874 5.298546 1.886748 86.254277 \n",
|
||
"min -3.400000 92.201000 -50.800000 0.634000 4963.600000 \n",
|
||
"25% -1.800000 92.893000 -42.700000 1.250000 5076.200000 \n",
|
||
"50% -0.100000 93.444000 -41.800000 4.076000 5191.000000 \n",
|
||
"75% 1.400000 93.994000 -36.400000 4.959000 5228.100000 \n",
|
||
"max 1.400000 94.767000 -26.900000 5.045000 5228.100000 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## statistical measures of all numerical variables of a data frame\n",
|
||
"print(data.describe())\n",
|
||
"## the same as\n",
|
||
"# print(data[num_vars].describe())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"age 77\n",
|
||
"duration 1409\n",
|
||
"campaign 34\n",
|
||
"pdays 26\n",
|
||
"previous 7\n",
|
||
"emp.var.rate 10\n",
|
||
"cons.price.idx 26\n",
|
||
"cons.conf.idx 26\n",
|
||
"euribor3m 299\n",
|
||
"nr.employed 11\n",
|
||
"dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## unique values of all numerical variables of a pandas data frame\n",
|
||
"print(data[num_vars].nunique())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## column access with invalid python object names\n",
|
||
"print(data.age.mean()) ## ok\n",
|
||
"#print(data.nr.employed.mean()) ## error\n",
|
||
"print(data['nr.employed'].mean()) ## ok"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Visuell"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Histogramm**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## histogram\n",
|
||
"data.age.plot.hist();"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## histogram with differen number of bins (default=10)\n",
|
||
"data.age.plot.hist(bins=20);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Densityplot**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## densityplot\n",
|
||
"data.age.plot.kde();"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Boxplot**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"## boxplot (vertikal: default)\n",
|
||
"#data.age.plot.box();"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## boxplot horizontal\n",
|
||
"data.age.plot.box(vert=False);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## grouped boxplots\n",
|
||
"data.boxplot(column=['age'], \n",
|
||
" by='education', \n",
|
||
" vert=False);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## combination of different distribution plots\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"fig, axes = plt.subplots(nrows=2, ncols=3, figsize=(14, 6))\n",
|
||
"data.age.plot.hist(ax=axes[0, 0])\n",
|
||
"data.duration.plot.hist(ax=axes[1, 0])\n",
|
||
"data.age.plot.kde(ax=axes[0, 1])\n",
|
||
"data.duration.plot.kde(ax=axes[1, 1])\n",
|
||
"data.age.plot.box(ax=axes[0, 2], vert=False)\n",
|
||
"data.duration.plot.box(ax=axes[1, 2], vert=False);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Extremwerte (Ausreisser)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(4, 4))\n",
|
||
"data.age.plot.box(ax=axes[0], vert=False)\n",
|
||
"data[data.age != max(data.age)].age.plot.box(ax=axes[1], vert=False);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"9644 17.0\n",
|
||
"4565 17.0\n",
|
||
"740 17.0\n",
|
||
"9289 18.0\n",
|
||
"1243 18.0\n",
|
||
"Name: age, dtype: float64\n",
|
||
"\n",
|
||
"3076 92.0\n",
|
||
"7676 94.0\n",
|
||
"5668 98.0\n",
|
||
"8626 98.0\n",
|
||
"9673 116.0\n",
|
||
"Name: age, dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## smallest single values\n",
|
||
"print(data.age.sort_values().head())\n",
|
||
"print()\n",
|
||
"# largest single values\n",
|
||
"print(data.age.sort_values(\n",
|
||
" na_position='first').tail())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**IQR Methode (EXTRA)**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"IQR = data.age.quantile(q=0.75) - data.age.quantile(q=0.25)\n",
|
||
"print((data.age.quantile(q=0.25) - 1.5 * IQR, ## lower\n",
|
||
" data.age.quantile(q=0.75) + 1.5 * IQR)) ## upper"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## IQR für \"weite\" Ausreisser, d.h. 3 facher IQR Bereich\n",
|
||
"IQR = data.age.quantile(q=0.75) - data.age.quantile(q=0.25)\n",
|
||
"print((data.age.quantile(q=0.25) - 3 * IQR, ## lower\n",
|
||
" data.age.quantile(q=0.75) + 3 * IQR)) ## upper"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Konvidenzintervall nicht parametrisch (EXTRA)**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"conv_int = 0.99 ## convidence interval\n",
|
||
"print((data.age.quantile(q=(1 - conv_int) / 2), ## lower\n",
|
||
" data.age.quantile(q=(1 + conv_int) / 2))) ## upper"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Konvidenzintervall parametrisch (EXTRA)**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"import scipy.stats as stat\n",
|
||
"m = data.age.mean()\n",
|
||
"s = data.age.std()\n",
|
||
"print('%4.1f %4.1f' %(\n",
|
||
" stat.norm.ppf((1 - conv_int) / 2) * s + m, ## lower\n",
|
||
" stat.norm.ppf((1 + conv_int) / 2) * s + m)) ## uper"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Zero- und Low Variance"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"age 1.191572e+01\n",
|
||
"age_zv 7.105787e-15\n",
|
||
"age_lv 7.608061e-01\n",
|
||
"dtype: float64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## create demo\n",
|
||
"pd.options.mode.chained_assignment = None # default='warn'\n",
|
||
"tmp_data = data[num_vars]\n",
|
||
"tmp_data.loc[:, 'age_zv'] = tmp_data['age'].mean()\n",
|
||
"tmp_data['age_lv'] = tmp_data.age_zv\n",
|
||
"tmp_data.loc[0, 'age_lv'] = tmp_data['age'].max()\n",
|
||
"\n",
|
||
"#print(tmp_data[['age', 'age_zv', 'age_lv']].head())\n",
|
||
"print(tmp_data[['age', 'age_zv', 'age_lv']].std())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### Interaktionen"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Kategorial quantitativ"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**Crosstab**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:11.662830Z",
|
||
"start_time": "2020-02-20T10:36:11.603549Z"
|
||
},
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"education basic.4y basic.6y basic.9y high.school illiterate \\\n",
|
||
"job \n",
|
||
"admin. 23 28 122 778 0 \n",
|
||
"blue collar 442 299 689 217 2 \n",
|
||
"entrepreneur 25 17 37 39 1 \n",
|
||
"housemaid 122 17 19 45 0 \n",
|
||
"management 11 20 31 58 0 \n",
|
||
"retired 239 18 40 96 2 \n",
|
||
"self-employed 24 3 46 21 1 \n",
|
||
"services 25 58 82 563 0 \n",
|
||
"student 11 8 43 142 0 \n",
|
||
"technician 13 20 94 201 0 \n",
|
||
"unemployed 27 10 44 67 0 \n",
|
||
"\n",
|
||
"education professional.course university.degree \n",
|
||
"job \n",
|
||
"admin. 96 1513 \n",
|
||
"blue collar 106 17 \n",
|
||
"entrepreneur 28 135 \n",
|
||
"housemaid 21 34 \n",
|
||
"management 20 518 \n",
|
||
"retired 84 94 \n",
|
||
"self-employed 39 194 \n",
|
||
"services 47 45 \n",
|
||
"student 19 53 \n",
|
||
"technician 804 441 \n",
|
||
"unemployed 41 75 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## keep result (ct) as object for later use\n",
|
||
"ct = pd.crosstab(data['job'], data['education'])\n",
|
||
"print(ct)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
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|
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" background-color: #e8e4f0;\n",
|
||
" color: #000000;\n",
|
||
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|
||
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|
||
" background-color: #f5eef6;\n",
|
||
" color: #000000;\n",
|
||
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|
||
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|
||
" background-color: #fef6fa;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row2_col2, #T_acdce_row2_col3, #T_acdce_row5_col2, #T_acdce_row6_col5, #T_acdce_row10_col5 {\n",
|
||
" background-color: #fbf4f9;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
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|
||
" background-color: #f2ecf5;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row3_col3, #T_acdce_row6_col2, #T_acdce_row7_col5, #T_acdce_row7_col6, #T_acdce_row8_col2, #T_acdce_row10_col2 {\n",
|
||
" background-color: #fbf3f9;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row3_col6, #T_acdce_row4_col2 {\n",
|
||
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|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row4_col0, #T_acdce_row8_col0, #T_acdce_row8_col1, #T_acdce_row10_col1 {\n",
|
||
" background-color: #fef6fb;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row4_col3, #T_acdce_row7_col1 {\n",
|
||
" background-color: #faf2f8;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row4_col6 {\n",
|
||
" background-color: #b1c2de;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row5_col0 {\n",
|
||
" background-color: #e5e1ef;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row5_col5, #T_acdce_row7_col2 {\n",
|
||
" background-color: #f7f0f7;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row5_col6, #T_acdce_row9_col2 {\n",
|
||
" background-color: #f6eff7;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row6_col6 {\n",
|
||
" background-color: #ece7f2;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row7_col3 {\n",
|
||
" background-color: #a7bddb;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row8_col3 {\n",
|
||
" background-color: #f1ebf4;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row8_col6 {\n",
|
||
" background-color: #faf3f9;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row9_col3 {\n",
|
||
" background-color: #eae6f1;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"#T_acdce_row9_col5 {\n",
|
||
" background-color: #63a2cb;\n",
|
||
" color: #f1f1f1;\n",
|
||
"}\n",
|
||
"#T_acdce_row10_col3, #T_acdce_row10_col6 {\n",
|
||
" background-color: #f8f1f8;\n",
|
||
" color: #000000;\n",
|
||
"}\n",
|
||
"</style>\n",
|
||
"<table id=\"T_acdce\">\n",
|
||
" <thead>\n",
|
||
" <tr>\n",
|
||
" <th class=\"index_name level0\" >education</th>\n",
|
||
" <th id=\"T_acdce_level0_col0\" class=\"col_heading level0 col0\" >basic.4y</th>\n",
|
||
" <th id=\"T_acdce_level0_col1\" class=\"col_heading level0 col1\" >basic.6y</th>\n",
|
||
" <th id=\"T_acdce_level0_col2\" class=\"col_heading level0 col2\" >basic.9y</th>\n",
|
||
" <th id=\"T_acdce_level0_col3\" class=\"col_heading level0 col3\" >high.school</th>\n",
|
||
" <th id=\"T_acdce_level0_col4\" class=\"col_heading level0 col4\" >illiterate</th>\n",
|
||
" <th id=\"T_acdce_level0_col5\" class=\"col_heading level0 col5\" >professional.course</th>\n",
|
||
" <th id=\"T_acdce_level0_col6\" class=\"col_heading level0 col6\" >university.degree</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th class=\"index_name level0\" >job</th>\n",
|
||
" <th class=\"blank col0\" > </th>\n",
|
||
" <th class=\"blank col1\" > </th>\n",
|
||
" <th class=\"blank col2\" > </th>\n",
|
||
" <th class=\"blank col3\" > </th>\n",
|
||
" <th class=\"blank col4\" > </th>\n",
|
||
" <th class=\"blank col5\" > </th>\n",
|
||
" <th class=\"blank col6\" > </th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row0\" class=\"row_heading level0 row0\" >admin.</th>\n",
|
||
" <td id=\"T_acdce_row0_col0\" class=\"data row0 col0\" >23</td>\n",
|
||
" <td id=\"T_acdce_row0_col1\" class=\"data row0 col1\" >28</td>\n",
|
||
" <td id=\"T_acdce_row0_col2\" class=\"data row0 col2\" >122</td>\n",
|
||
" <td id=\"T_acdce_row0_col3\" class=\"data row0 col3\" >778</td>\n",
|
||
" <td id=\"T_acdce_row0_col4\" class=\"data row0 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row0_col5\" class=\"data row0 col5\" >96</td>\n",
|
||
" <td id=\"T_acdce_row0_col6\" class=\"data row0 col6\" >1513</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row1\" class=\"row_heading level0 row1\" >blue collar</th>\n",
|
||
" <td id=\"T_acdce_row1_col0\" class=\"data row1 col0\" >442</td>\n",
|
||
" <td id=\"T_acdce_row1_col1\" class=\"data row1 col1\" >299</td>\n",
|
||
" <td id=\"T_acdce_row1_col2\" class=\"data row1 col2\" >689</td>\n",
|
||
" <td id=\"T_acdce_row1_col3\" class=\"data row1 col3\" >217</td>\n",
|
||
" <td id=\"T_acdce_row1_col4\" class=\"data row1 col4\" >2</td>\n",
|
||
" <td id=\"T_acdce_row1_col5\" class=\"data row1 col5\" >106</td>\n",
|
||
" <td id=\"T_acdce_row1_col6\" class=\"data row1 col6\" >17</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row2\" class=\"row_heading level0 row2\" >entrepreneur</th>\n",
|
||
" <td id=\"T_acdce_row2_col0\" class=\"data row2 col0\" >25</td>\n",
|
||
" <td id=\"T_acdce_row2_col1\" class=\"data row2 col1\" >17</td>\n",
|
||
" <td id=\"T_acdce_row2_col2\" class=\"data row2 col2\" >37</td>\n",
|
||
" <td id=\"T_acdce_row2_col3\" class=\"data row2 col3\" >39</td>\n",
|
||
" <td id=\"T_acdce_row2_col4\" class=\"data row2 col4\" >1</td>\n",
|
||
" <td id=\"T_acdce_row2_col5\" class=\"data row2 col5\" >28</td>\n",
|
||
" <td id=\"T_acdce_row2_col6\" class=\"data row2 col6\" >135</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row3\" class=\"row_heading level0 row3\" >housemaid</th>\n",
|
||
" <td id=\"T_acdce_row3_col0\" class=\"data row3 col0\" >122</td>\n",
|
||
" <td id=\"T_acdce_row3_col1\" class=\"data row3 col1\" >17</td>\n",
|
||
" <td id=\"T_acdce_row3_col2\" class=\"data row3 col2\" >19</td>\n",
|
||
" <td id=\"T_acdce_row3_col3\" class=\"data row3 col3\" >45</td>\n",
|
||
" <td id=\"T_acdce_row3_col4\" class=\"data row3 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row3_col5\" class=\"data row3 col5\" >21</td>\n",
|
||
" <td id=\"T_acdce_row3_col6\" class=\"data row3 col6\" >34</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row4\" class=\"row_heading level0 row4\" >management</th>\n",
|
||
" <td id=\"T_acdce_row4_col0\" class=\"data row4 col0\" >11</td>\n",
|
||
" <td id=\"T_acdce_row4_col1\" class=\"data row4 col1\" >20</td>\n",
|
||
" <td id=\"T_acdce_row4_col2\" class=\"data row4 col2\" >31</td>\n",
|
||
" <td id=\"T_acdce_row4_col3\" class=\"data row4 col3\" >58</td>\n",
|
||
" <td id=\"T_acdce_row4_col4\" class=\"data row4 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row4_col5\" class=\"data row4 col5\" >20</td>\n",
|
||
" <td id=\"T_acdce_row4_col6\" class=\"data row4 col6\" >518</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row5\" class=\"row_heading level0 row5\" >retired</th>\n",
|
||
" <td id=\"T_acdce_row5_col0\" class=\"data row5 col0\" >239</td>\n",
|
||
" <td id=\"T_acdce_row5_col1\" class=\"data row5 col1\" >18</td>\n",
|
||
" <td id=\"T_acdce_row5_col2\" class=\"data row5 col2\" >40</td>\n",
|
||
" <td id=\"T_acdce_row5_col3\" class=\"data row5 col3\" >96</td>\n",
|
||
" <td id=\"T_acdce_row5_col4\" class=\"data row5 col4\" >2</td>\n",
|
||
" <td id=\"T_acdce_row5_col5\" class=\"data row5 col5\" >84</td>\n",
|
||
" <td id=\"T_acdce_row5_col6\" class=\"data row5 col6\" >94</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row6\" class=\"row_heading level0 row6\" >self-employed</th>\n",
|
||
" <td id=\"T_acdce_row6_col0\" class=\"data row6 col0\" >24</td>\n",
|
||
" <td id=\"T_acdce_row6_col1\" class=\"data row6 col1\" >3</td>\n",
|
||
" <td id=\"T_acdce_row6_col2\" class=\"data row6 col2\" >46</td>\n",
|
||
" <td id=\"T_acdce_row6_col3\" class=\"data row6 col3\" >21</td>\n",
|
||
" <td id=\"T_acdce_row6_col4\" class=\"data row6 col4\" >1</td>\n",
|
||
" <td id=\"T_acdce_row6_col5\" class=\"data row6 col5\" >39</td>\n",
|
||
" <td id=\"T_acdce_row6_col6\" class=\"data row6 col6\" >194</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row7\" class=\"row_heading level0 row7\" >services</th>\n",
|
||
" <td id=\"T_acdce_row7_col0\" class=\"data row7 col0\" >25</td>\n",
|
||
" <td id=\"T_acdce_row7_col1\" class=\"data row7 col1\" >58</td>\n",
|
||
" <td id=\"T_acdce_row7_col2\" class=\"data row7 col2\" >82</td>\n",
|
||
" <td id=\"T_acdce_row7_col3\" class=\"data row7 col3\" >563</td>\n",
|
||
" <td id=\"T_acdce_row7_col4\" class=\"data row7 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row7_col5\" class=\"data row7 col5\" >47</td>\n",
|
||
" <td id=\"T_acdce_row7_col6\" class=\"data row7 col6\" >45</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row8\" class=\"row_heading level0 row8\" >student</th>\n",
|
||
" <td id=\"T_acdce_row8_col0\" class=\"data row8 col0\" >11</td>\n",
|
||
" <td id=\"T_acdce_row8_col1\" class=\"data row8 col1\" >8</td>\n",
|
||
" <td id=\"T_acdce_row8_col2\" class=\"data row8 col2\" >43</td>\n",
|
||
" <td id=\"T_acdce_row8_col3\" class=\"data row8 col3\" >142</td>\n",
|
||
" <td id=\"T_acdce_row8_col4\" class=\"data row8 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row8_col5\" class=\"data row8 col5\" >19</td>\n",
|
||
" <td id=\"T_acdce_row8_col6\" class=\"data row8 col6\" >53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row9\" class=\"row_heading level0 row9\" >technician</th>\n",
|
||
" <td id=\"T_acdce_row9_col0\" class=\"data row9 col0\" >13</td>\n",
|
||
" <td id=\"T_acdce_row9_col1\" class=\"data row9 col1\" >20</td>\n",
|
||
" <td id=\"T_acdce_row9_col2\" class=\"data row9 col2\" >94</td>\n",
|
||
" <td id=\"T_acdce_row9_col3\" class=\"data row9 col3\" >201</td>\n",
|
||
" <td id=\"T_acdce_row9_col4\" class=\"data row9 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row9_col5\" class=\"data row9 col5\" >804</td>\n",
|
||
" <td id=\"T_acdce_row9_col6\" class=\"data row9 col6\" >441</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_acdce_level0_row10\" class=\"row_heading level0 row10\" >unemployed</th>\n",
|
||
" <td id=\"T_acdce_row10_col0\" class=\"data row10 col0\" >27</td>\n",
|
||
" <td id=\"T_acdce_row10_col1\" class=\"data row10 col1\" >10</td>\n",
|
||
" <td id=\"T_acdce_row10_col2\" class=\"data row10 col2\" >44</td>\n",
|
||
" <td id=\"T_acdce_row10_col3\" class=\"data row10 col3\" >67</td>\n",
|
||
" <td id=\"T_acdce_row10_col4\" class=\"data row10 col4\" >0</td>\n",
|
||
" <td id=\"T_acdce_row10_col5\" class=\"data row10 col5\" >41</td>\n",
|
||
" <td id=\"T_acdce_row10_col6\" class=\"data row10 col6\" >75</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n"
|
||
],
|
||
"text/plain": [
|
||
"<pandas.io.formats.style.Styler at 0x1247fbb60>"
|
||
]
|
||
},
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"## as formatted output\n",
|
||
"ct.style.background_gradient(axis=None) ## for all cells"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Kategorial visuell"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**ab hier wird auch mit seaborn gearbeitet**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"sns.set() ## set seaborn defaults\n",
|
||
"%matplotlib inline"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"ref: https://seaborn.pydata.org/generated/seaborn.heatmap.html "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:11.678126Z",
|
||
"start_time": "2020-02-20T10:36:11.666719Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.heatmap(\n",
|
||
" ct, ## crosstab from above\n",
|
||
" annot=True, ## schow frequencies\n",
|
||
" fmt='d'); ## numter formatting"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:12.801733Z",
|
||
"start_time": "2020-02-20T10:36:11.682893Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"## with another color schem\n",
|
||
"sns.heatmap(\n",
|
||
" ct,\n",
|
||
" annot=True,\n",
|
||
" fmt='d',\n",
|
||
" cmap='YlGnBu');## new color scheme"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Numerische quantitativ"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:12.848381Z",
|
||
"start_time": "2020-02-20T10:36:12.820687Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" age duration\n",
|
||
"age 1.000000 -0.017126\n",
|
||
"duration -0.017126 1.000000\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## correlation between two selected variables\n",
|
||
"corr = data[['age', 'duration']].corr()\n",
|
||
"print(corr)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:12.895329Z",
|
||
"start_time": "2020-02-20T10:36:12.854105Z"
|
||
},
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" age duration campaign pdays previous \\\n",
|
||
"age 1.000000 -0.017126 -0.005069 -0.060511 0.058461 \n",
|
||
"duration -0.017126 1.000000 -0.031697 0.016739 -0.031071 \n",
|
||
"campaign -0.005069 -0.031697 1.000000 0.090395 -0.099643 \n",
|
||
"pdays -0.060511 0.016739 0.090395 1.000000 -0.706271 \n",
|
||
"previous 0.058461 -0.031071 -0.099643 -0.706271 1.000000 \n",
|
||
"emp.var.rate -0.050253 0.043576 0.193668 0.335149 -0.390984 \n",
|
||
"cons.price.idx -0.018856 0.039572 0.134775 0.046462 -0.073817 \n",
|
||
"cons.conf.idx 0.138925 -0.054292 -0.031190 -0.158202 0.078954 \n",
|
||
"euribor3m -0.046517 0.031382 0.184284 0.384504 -0.455386 \n",
|
||
"nr.employed -0.076147 0.034808 0.186245 0.469632 -0.528868 \n",
|
||
"\n",
|
||
" emp.var.rate cons.price.idx cons.conf.idx euribor3m \\\n",
|
||
"age -0.050253 -0.018856 0.138925 -0.046517 \n",
|
||
"duration 0.043576 0.039572 -0.054292 0.031382 \n",
|
||
"campaign 0.193668 0.134775 -0.031190 0.184284 \n",
|
||
"pdays 0.335149 0.046462 -0.158202 0.384504 \n",
|
||
"previous -0.390984 -0.073817 0.078954 -0.455386 \n",
|
||
"emp.var.rate 1.000000 0.726008 -0.045463 0.960188 \n",
|
||
"cons.price.idx 0.726008 1.000000 -0.141679 0.583484 \n",
|
||
"cons.conf.idx -0.045463 -0.141679 1.000000 0.058781 \n",
|
||
"euribor3m 0.960188 0.583484 0.058781 1.000000 \n",
|
||
"nr.employed 0.872226 0.366006 -0.078788 0.941431 \n",
|
||
"\n",
|
||
" nr.employed \n",
|
||
"age -0.076147 \n",
|
||
"duration 0.034808 \n",
|
||
"campaign 0.186245 \n",
|
||
"pdays 0.469632 \n",
|
||
"previous -0.528868 \n",
|
||
"emp.var.rate 0.872226 \n",
|
||
"cons.price.idx 0.366006 \n",
|
||
"cons.conf.idx -0.078788 \n",
|
||
"euribor3m 0.941431 \n",
|
||
"nr.employed 1.000000 \n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## corelations between all numerical variables of a data frame\n",
|
||
"## calculate correlations between all pairs of variables\n",
|
||
"## result is a (quadratic) data frame\n",
|
||
"corr = data[num_vars].corr()\n",
|
||
"print(corr)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Numerische visuell"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:14.338284Z",
|
||
"start_time": "2020-02-20T10:36:12.897841Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 700x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(7, 6)) ## figure size\n",
|
||
"ax = sns.heatmap(\n",
|
||
" corr,\n",
|
||
" annot=True,\n",
|
||
" fmt='.2f', ## format annotations\n",
|
||
" xticklabels=corr.columns,\n",
|
||
" yticklabels=corr.columns,\n",
|
||
" cmap=sns.diverging_palette( ## color palette\n",
|
||
" 10, 220, as_cmap=True), \n",
|
||
" vmin=-1, vmax=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## extra suppress upper half matrix\n",
|
||
"fig, ax = plt.subplots(figsize=(9,7))\n",
|
||
"mask = np.zeros_like(corr, dtype=bool) # returns an array of False values with same shape as corr dataframe\n",
|
||
"mask[np.triu_indices_from(mask)] = True # creates a boolean mask by making half the zero values == True\n",
|
||
"ax = sns.heatmap(\n",
|
||
" corr.round(2), \n",
|
||
" mask=mask, \n",
|
||
" ax=ax, \n",
|
||
" annot=True, \n",
|
||
" annot_kws={'fontsize':10}, \n",
|
||
" cmap=sns.diverging_palette(\n",
|
||
" 10, 220, as_cmap=True), vmin=-1, vmax=1)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:15.805554Z",
|
||
"start_time": "2020-02-20T10:36:14.342895Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## scatterplot\n",
|
||
"plt.figure(figsize=(6, 6))\n",
|
||
"sns.scatterplot(x='age', y='duration', data=data, hue='y');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {},
|
||
"source": [
|
||
"## two scatterplots as facet grid\n",
|
||
"g = sns.FacetGrid(data, col='y')\n",
|
||
"g.map(sns.scatterplot, 'age', 'duration');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {
|
||
"ExecuteTime": {
|
||
"end_time": "2020-02-20T10:36:15.821528Z",
|
||
"start_time": "2020-02-20T10:36:15.811797Z"
|
||
}
|
||
},
|
||
"source": [
|
||
"## deactivated - turns too long\n",
|
||
"sns.pairplot(data[num_vars]);"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### Lineare Zusammenhänge"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" X1 X2 X3 X4 X5 X6\n",
|
||
"X1 1.000000 0.726008 -0.045463 0.960188 0.960188 0.954401\n",
|
||
"X2 0.726008 1.000000 -0.141679 0.583484 0.583484 0.579426\n",
|
||
"X3 -0.045463 -0.141679 1.000000 0.058781 0.058781 0.059174\n",
|
||
"X4 0.960188 0.583484 0.058781 1.000000 1.000000 0.994525\n",
|
||
"X5 0.960188 0.583484 0.058781 1.000000 1.000000 0.994525\n",
|
||
"X6 0.954401 0.579426 0.059174 0.994525 0.994525 1.000000\n",
|
||
" X1 X2 X3 X4 X5 X6\n",
|
||
"X1 1.0 NaN NaN NaN NaN NaN\n",
|
||
"X2 NaN 1.0 NaN NaN NaN NaN\n",
|
||
"X3 NaN NaN 1.0 NaN NaN NaN\n",
|
||
"X4 NaN NaN NaN 1.0 1.0 NaN\n",
|
||
"X5 NaN NaN NaN 1.0 1.0 NaN\n",
|
||
"X6 NaN NaN NaN NaN NaN 1.0\n",
|
||
" X1 X2 X3 X4 X5 X6\n",
|
||
"X1 1.0 NaN NaN NaN NaN NaN\n",
|
||
"X2 NaN 1.0 NaN NaN NaN NaN\n",
|
||
"X3 NaN NaN 1.0 NaN NaN NaN\n",
|
||
"X4 NaN NaN NaN 1.00 1.00 0.99\n",
|
||
"X5 NaN NaN NaN 1.00 1.00 0.99\n",
|
||
"X6 NaN NaN NaN 0.99 0.99 1.00\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"## create a simulation of linear dependencie and high corr\n",
|
||
"tmp_data = data[['emp.var.rate', 'cons.price.idx', 'cons.conf.idx', 'euribor3m']]\n",
|
||
"tmp_data.rename(columns={\n",
|
||
" 'emp.var.rate': 'X1',\n",
|
||
" 'cons.price.idx' : 'X2', \n",
|
||
" 'cons.conf.idx': 'X3', \n",
|
||
" 'euribor3m': 'X4'\n",
|
||
"}, inplace=True)\n",
|
||
"tmp_data['X5'] = tmp_data.X4 / 2\n",
|
||
"tmp_data['X6'] = tmp_data.X5 + np.random.randn(tmp_data.shape[0]) / 10\n",
|
||
"\n",
|
||
"tmp_data.X4 + np.random.rand(tmp_data.shape[0])\n",
|
||
"\n",
|
||
"## correlation matrix\n",
|
||
"corr = tmp_data.corr()\n",
|
||
"print(corr)\n",
|
||
"\n",
|
||
"## show correlation matrix with different mask thresholds\n",
|
||
"print(corr.where(abs(corr) == 1))\n",
|
||
"pd.set_option('display.precision', 2)\n",
|
||
"print(corr.where(abs(corr) >= 0.99))\n",
|
||
"pd.set_option('display.precision', 6)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 700x600 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## plot\n",
|
||
"mask = corr.where(abs(corr) >= 0.95)\n",
|
||
"plt.figure(figsize=(7, 6))\n",
|
||
"ax = sns.heatmap(\n",
|
||
" mask,\n",
|
||
" annot=True,\n",
|
||
" vmin=-1, vmax=1,\n",
|
||
" cmap=sns.diverging_palette( ## color scheme\n",
|
||
" 10, 220, as_cmap=True));"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"#### PhiK (EXTRA)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Collecting phik\n",
|
||
" Downloading phik-0.12.4.tar.gz (621 kB)\n",
|
||
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m621.3/621.3 kB\u001b[0m \u001b[31m8.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
||
"\u001b[?25h Installing build dependencies ... \u001b[?25ldone\n",
|
||
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
|
||
"\u001b[?25h Installing backend dependencies ... \u001b[?25ldone\n",
|
||
"\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
|
||
"\u001b[?25hRequirement already satisfied: numpy>=1.18.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from phik) (2.2.6)\n",
|
||
"Requirement already satisfied: scipy>=1.5.2 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from phik) (1.15.3)\n",
|
||
"Requirement already satisfied: pandas>=0.25.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from phik) (2.2.3)\n",
|
||
"Requirement already satisfied: matplotlib>=2.2.3 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from phik) (3.10.3)\n",
|
||
"Requirement already satisfied: joblib>=0.14.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from phik) (1.5.1)\n",
|
||
"Requirement already satisfied: contourpy>=1.0.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (1.3.2)\n",
|
||
"Requirement already satisfied: cycler>=0.10 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (0.12.1)\n",
|
||
"Requirement already satisfied: fonttools>=4.22.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (4.58.1)\n",
|
||
"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (1.4.8)\n",
|
||
"Requirement already satisfied: packaging>=20.0 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (25.0)\n",
|
||
"Requirement already satisfied: pillow>=8 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (11.2.1)\n",
|
||
"Requirement already satisfied: pyparsing>=2.3.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (3.2.3)\n",
|
||
"Requirement already satisfied: python-dateutil>=2.7 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from matplotlib>=2.2.3->phik) (2.9.0.post0)\n",
|
||
"Requirement already satisfied: pytz>=2020.1 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from pandas>=0.25.1->phik) (2025.2)\n",
|
||
"Requirement already satisfied: tzdata>=2022.7 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from pandas>=0.25.1->phik) (2025.2)\n",
|
||
"Requirement already satisfied: six>=1.5 in /Users/vgv1/.pyenv/versions/teaching/lib/python3.13/site-packages (from python-dateutil>=2.7->matplotlib>=2.2.3->phik) (1.17.0)\n",
|
||
"Building wheels for collected packages: phik\n",
|
||
" Building wheel for phik (pyproject.toml) ... \u001b[?25ldone\n",
|
||
"\u001b[?25h Created wheel for phik: filename=phik-0.12.4-cp313-cp313-macosx_14_0_arm64.whl size=659292 sha256=0963ab4f76889d7c519ee6796e8139175992105e922362abca01841371a4d5b9\n",
|
||
" Stored in directory: /Users/vgv1/Library/Caches/pip/wheels/aa/e6/30/5fd0b5ccad711dacc2dda27306924782aef27838c914177ef8\n",
|
||
"Successfully built phik\n",
|
||
"Installing collected packages: phik\n",
|
||
"Successfully installed phik-0.12.4\n",
|
||
"interval columns not set, guessing: ['age', 'duration', 'campaign', 'pdays', 'previous', 'emp.var.rate', 'cons.price.idx', 'cons.conf.idx', 'euribor3m', 'nr.employed']\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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IPiq4jwW1DiuTFsaD/27yPqtRCxteb7o4eiAhLhrREeJ1mM1I2jv14fVGz6AoGrVoi2cPBf3N3ZtXsXzeJHR0cMPPEHLnBoro6aFZK1teZxx6eSIuJgqR4eJ1hrWvScP7oouDdHsKe/EUVuUqIC+4e/sGdHX10KKNQI+jW1+uJyJMXE9keCjGD/VE1569xI6ztsSeFT3dPPnvmQHeoElzPLp/t8A/Fx6F3EKRInqon66nfbqeGBn9TYYePaaneRu8eCTQ829wABw8BHpY2vBpiumJePQfNIvo4e+G1lAtrIaGnZzwPiEOr2MixPK1dR8Ou76j+awtm/3+mpYGTR3B81uUc74bYfFXdZSvUV9uLcyAZmOJmk1a8XJp3dUVb2SMJbr3HwPHIRPSxxKf8JWPJfSEY4nmnXoKxxKNbe357LciKNNz4XHI7VzVYabFTqQO123WBqGP70udb8fqBWjRrissylXC/21Uc2X9FDAKnmIlIikpCR4eHjAwMICvry8CAwNhY2ODBQsW4NGjRzh79izGjx+Pbt264fDhw7C3t8eiRYvEHkp9+/blA53169dj3759qF69OhwdHfHw4cN80TxpmT+6Dl+HhNcfZaYb6GqhdHE9PAmLFx57Gp6AClaG2abJi4m+JmJFDNjvP4CExBQYSxjelsW0YKSvieVd/sL67lXgWtuEz06L8o+xLj/f4fuZrlnywgzs+E+Zbu7MkfzV51QY6mpI6S6lq47prctinm152FctDdV0OZHvkzHjxHPcj1d8loXBXPdKm1gIvzPXM+Yaxo6Lolq4MAqrqWOr9xTMHtQDxUoaokodgaswy1tK5BylTMylfp8b4qIjYGQqrqWkkQniosPF8rkNnQQzq/LC7/duXoapZTkkJ33hD8qE2ChM7t8dY3t3wMWTR6BfrAQUISw0DFZWZYTfVVVVYWZmhrAw8YF5eFgoLMtk5rO0tBLmyS5NHsLDQ2FpZSWmxdTMjJ9fOl/m9SwsrYR5ps6YjQoVMx/Uly6cR7nyig3U2SDTxNxSTA9z0Y2WGEiUKFkaa3b6w9qmQ5bnunPjCv9d556KGS/x0REwlKjDJQ2NES8x+HQeMgGmIvXmwa2rMLEQlFVzu264e/VfjOzRGtP6dUedZm1gVbGKQnoiI8JgbiF+r4xNzPhxUaLCw2BumZnPzMKSz2YymCsqc8/N/JtUuPFekOuwMmlhxEaFw9jMUqzelDYy5cdF6TdyCizKZraTO9cvw8yqHP9/mQqVsGyLH6rXFV82IS+s/puai9cZ5mYeHSGupXip0tiw+zBa2naUOkfY86d4EHIb7t1t4eFgi307Nyush9VDMwtpPRn1U7R9b9l7BK3bievh3lELV6BoseL8+9evabh9/QqsymS2v4L6XOD9jQw98RJ6eg+bBHORvzdEhp6J/bpjtFsHXDh5BAYK6HkTG4XiRpnu/2wphEFpI7yJlf38PrRiFtaNcoV+iVIoX7OBWB5mrD+8chbNewiWu8hLQkwEf/YLtaiqorihCV5mMZbw8Z6KuYN6oGjJ0vi7TkOe9lJiPFLKxAwvJfrxgvhcYHVDdp0R1+I6dKJYHb5/8zJMLMuK5Xlw+xrioiLQ9idc8Ik/BzK8f9LwZjPU06ZNQ9myZWFpaYlhw4bxtCdPnmDz5s3cEO/Tpw+srKy4Qc0+GVy9ehX//fcfli1bhmrVqvFzjBo1ihvfbGY8P4jPwuDOQEdLYGh+Sc5c2/wlORXammrZpskLWyud8jVz3TaDfWfHRUlO+46H8YmYGPgYk4OeoLJhEXT5R9zQ7/h3aRx58JLPnCuKuqoK0iT0sHXl7LikxqevvmDB2TB4nwtD+RLasKlUkqd9Tv3GZ8t/ltTkJLE1gVyfhiZSU2TPtLsMn4rZmwPwOfEjgvZsSj9Hstg52O/Tsvh9tlpSmBbNXGthHPBZxQdgbTo7CV09b185h4mLNmH8gvW4fuEkLp9m6+jkJynpCzS1xPVoamohOTlJqm1qaWqJ5NFEclJyjmnyaUni15bWIn6uZJZPSyvbPIwVSxchLOwFXwOuCOxv0BAxDBnse4rEtbS0dfga5ezw37sDnRx6KTzDzOqHmsx6k5Llbw5tW8MHQy07CfrIb9++omWnnljiewKTlvng5oVTuKegiyO7B5Jlw+57imS9SRbPx/6fca/qN24Gn41r8CnxI+JioxF0+BBSU8RjUhS8Oqw8WhjsfkjeJ1ZvJOuwKLs2rUBMVBjadxMMenX1DMTWeiuKzPbEtEj0fdrZtCfmHcFczddu98OMhasQfMQPp44F5Fkd1pBRNto6Obfvb9++YdGcadzLoZWEgV4Qnwus3kjq0chBz/6tqxAXFY62XUT0XD6HyYs3YeLC9bh2/iQuKaCHPWfVJJ7faurs+Su77+swYAKGrtqLpE+JOH9AfA33jeN++KeZLbR19aEIgnFA7u+T8/ApmLnZH18SE3FMZCwh2pcLxhIpBf65wNqxPOMsxgGf1cI6LMqJQ7vRprNjnvQ7xP8/ZHj/BMWKFYOTkxOf6Z4+fTrc3d3RvHlznsZcYR48eMCNaFGYS3oGLJ3Nerdo0QI1atQQfu7cuYMXL8Tdx34VzJBmaGlkdiDamur4/CUl2zR5Sf36HeoSRjYzupO/fhM7tv1mDHbdisWXtO880Jn/vQTUNst8CBloFebG+PkXmeusFYEZ2Sw4myjM6JZ8OeB3LwEBD14i+et3vEv6iuAnr1HVqAjyEv5gSxUvU/YwYOuaZMFc1fSKFufB0x7cFCwhYA9+0XNk9/uctKTK0KKpKT2wYw9EnxVzcevSWYyeswpF9PRRuLAgfqNtN1cU0dVHidLGaGbTGXevy7/ePMMokBxoMiOBDX7F82kiWeQByown7fTBaHZp8mkRP0+GFslBr8DAS5bQm5nn69evmDV9Ck6dDMbajT4wMCgKRWCDcskBDLsuc5GTh7dvXuHh3dto3sYOv6IOs3qzc6UX7lw+i+GzlvN6w9wufZbOQjO7rvxcbPajaTt7XD4V+BNlI3mvkqXvFTesUsTKTyu9/IaMHMfrn0u39pg9ZTza2nWETpEiBbwOK4+WTGNJRn8jow6zerN+yWxcu3AaUxas5QZ3XiKrzrDBuuhLtJwYO20+7Hu68t+YW5aFXZceuHbx37xr3ymZ9TO3sNndGeOGIzoyHHOXrIG6unqBfy7I6m9Y2WhkoWfrirm4eeksxs4V19NORE9zBfWw5/FXCS1pqclQz+L5W1hdHUUMiqFBh554fudqps6vaXh09RyqNbeBojDDUpGxBAue9vDmlSzHEln9LQXpuSCvlm0r5uH2pbMYNWcl15LB+7ev8fTBf6hvrfh9KjBRzZX1U8Agw/snePXqFTp27Ij9+/ejdOnS3Ag/dOiQMJ115swAzwqWVqRIEfj7+4t9goKCsGLFCvwO3n38gpdvE1HeopTwWAXL0nga/jLbNHlh66RZNPMMmPe4YXrgMlEcqhuhVJHMgYGaSiGkiUQ4r26ih4fxn/hs88/AoqmLXoc1ZbbGO+GTuB67yiV51PIMmNv717yY5haBuYiziJ8ZMBfX13ExYi5jjPVzxwkNbQZbl6WlIzAESkucg7mLlTIW/31uMDS1FHNRZ1qYS15pU/FzsfXlK2ePRUzEC0z03iiMDMrWRGnr6PJ1Y8JzsPVZ3JlffqzKlOERxEVnbqIiI7l7qyjMtVs0X3h4GCzS3cKzS5MHdp7ICAktUVloEckXwa6XnodFDR81bBCeP3sKnx2+UhHR5YG5mbNo5qJ62BpQE/NMd7rcwNx2/65eE0V0BWv8FKG0iblUHX7FIvyaSNebdXPHIzYiFGMXbBBGt2UzWKzOsGi+GbAIu+yjCMzNPCpSvGxioqNgJuJKzPNZWvGo5xlERYRzd3PGu7dvMHLCVPgHn8eaLbvwKTERZctnxusoiHVYmbQwjM0tESfR38THRsHYTLwOs8BL3tNGITLsOWYv2yoV9TwvMDW3RExUpER7ioSpiCt8djDDb8uaJfj8KVGsj1bXUGzHAuZmzqKZi+qJjY6CaXr9zA2JHz9izOA+KKRSCItWb4a+gi/5lO25YGRqyaOZS+oxlKFnxayxiA5/gcmLpPV8+SKhhwXhkJNixmY8mnnmeb7hXUIsiklEy963aAqe37kmZmhraGe+yIt++gA6+sVQ0jT391fWWIJFM89pLLFRaizB1ptnjiVEz/EyJkqhsYSyPRfYUgkWzVy6zkj0NWmpWDV7HK/DE7w3SEU9f3D7KipUqcHXixNEbiDD+ydgM93v37/Hnj17MGjQILRu3RofPnzgaazDrlSpEu7eFQ9cwmazM6hQoQI+ffqEtLQ0WFhYCD8bN27E6dPyR8vNKw4E38KUgXYooq2BGpXN4GBTG/uO38wxTR4exCfCQEsNTcsW48ar/T+GSPiYKhW4zKqYFpxqGUNdtRBK6Kijc1VDsdnt8iV08OzV55/+m5+++gxdzcKoZ67P12zbVCqB159TES+xvZmZgSY6/V2KR2UvpqWGthVL4Fqk4J7nFeWr1ETih3e4fvYYfwCeOLgdxQ2N+WBHTEuZCjzty6ePePc6AacO7UKdZm15Ws3GLXH60E4kvn/HA7NdOObHtwiRl0pVa+Lj+7c8uivTcnSfD0oamsDYTHxgvWf9Yr7Nx5i5a6BnUEx4vFChQqjfoi2PAvr500e8eRmHf48dQq2GLRQqmzp16+HNmzc4EuDPB98b16+FqZk5ypQVX3NlY2uHLZs28LzMkGCRxe3sOuSYJg+169TD2zdvEHjYnz+cN29cB1NTM1iVEdfSxqYdfDZv5HmZYb5vzy7YthNcj20lxrb9Wb95G4oVF6y9VJSqNWrj/du3OBscyPuUAzs3w9DEFGbpa+Nyy7NHD1Dxr6o/paVC1VpIfP8WV88I6vDx/dt4nAIjCaNl34alvN6MmLuSR4TNgAXysShfmbsZslkJNiA6H+SHmo0Uqzc1atXlhnNw0GFeNju3boCxiSksRNY3M1q0tsHu7Zt5XmaYH9q/B63aCmb+d27diM1rV3CD5/HD+zgacBB2He0LdB1WJi2Mv6vVxod3b3H+ZCCvN4f2bOFrvE0kXpBsXe3NDdpp3uuhXzSzv8lL/qlZB+/fvcHp40d4ndm3YxMMjc1gZlkm17P3bA31Hp8NfD0121os8NBetGjTXiE91WrVwfu3b/hWd0zPnm0bYWRiCvNc6mHMmzoWpUobYvr8ZXJ7wijzc6HSPwI9l04L9ATu80EpGXp2rRPoGTdPWk8DpsdPoOf1yzicU1APC4T2+cM73LtwkhvTlwN2o2gpY5QQWdvMMLQsh8uHd/PAqB/fvMSVI76o0jgz4n3si8cwLlcZP0O59LEEi1DOyuXkwe0oYWiM0hJjCbZl6amDO3jZsLEEGzvUTh9L1GhsLTaWuMjHEq0L/HOhYhZ1WFLLnvVLuJbRc1eL1ZkMwp4+RJmKf8t9feLPpdAPRV7pEZxjx47xNdkLFy7kEclDQ0Ph5eWF58+fY8aMGTAxMeERz8eNG8fdyW/duoVZs2ZxVzy2BpwN4Lp27cr/nTx5MoyMjLB7927s2LGDrw9v0EA80EZu0aqR8/Y/k/u3g4VxMeE+3q8uLUbnIWtw6c4L7j6+dIID2jWtgqTkVL5X9+7A6zxfdmmyaD/cI8u0MsW10LeBOQ9YFi6yj/eSTpXhdy8eF0PfQV+zMDzrm6GKkS6+ff+Bk09eY+9/ccJzTGxVFjejPvDjuaGknvj6Ikmj2qmGEUoXUUf0hxThPt5TWpXhLuU3oj5CV0MVPasb8Sjo37//wIWwdwh89ErsPMW01TDHpjwG+WUfIK9jRcHacFlEvXiMvesW8SAmJlblhft4ew13QWt7V9Ru1oY/LPx9VuLOpTPcXa2xTRe06uLCBxHMNerIjnW4ef4Efwlkzfbe7JJ14A8dtazfGIc/f4ydqxcgLiYC5lblhfu1ThvkiHYObvinTmMMd2qT/uY5cxu18n9Vw4iZy7hRyrbkuHnpDH9T3cKuKzo5Cfaxzoo6ZbKeiXn44D7fd5gFcKpYqbJw3+EuHe3g2a8/7Np35O7by5cuxtEjh/ksCttb2L2P4JrZpckiO4+GRw/vY97sGTzAVIWKlYX7eHfv0h7unv3Rzq4Dv97KZYtx7OgRfi9cXN3h5uHJdzSwblKPe8aIvrGvUbMWVq7dmOU1o95+yTLt+ZOHWLdkHncjZdGUM/bxHtq7G7o5e6BZ63Zi+Ts3r4n1ewKF+3gzZo0firoNm8GmUzfkROyHrHcRiHz+GLvXeiMhOgKmZcoL92udPcQZbbu5omqdRhjjYitVb8r+VQ1Dpi/Gm5fxfC/X0Ech0NTW4fu1srV92VHZMOtZhyePHvB9vFlAtXLlKwn38e7dszOce3uitU17Xj83rF6Gk8cDeTTb7s5ucOwl6MPevnkNr5mT8fDeXR6gyqP/EFi3sc3yesVEPGh+dx3Ojt+h5VFM5iywJKFPH2HTCi8eUI0FUMvYx3tMXwd07umOmvWboE9XaxRWLcwDImVQqUoNTJyX6SnGtsob5toRvieyfzFcRLNwtu2J7ePNAqpZla8o3Md7kKs9urv0QQuJ5Rjtm1bH5r1Hhft4s/2/1y6dhycP70NHpwi6ObujvX32dVitcNauk88eP+T7eEdFhqFM+YrCfbz7OneBo6snrNNfEmXQtmE1bDsYxCOYh794hv69ukFdXYMHBsyA/Wb4OOltlBhR2ewS8jueCxJxVaX0bGd6ogV6MvbxnjLIEXbd3VCtbmMMdZSh5+9qGJWuZ/+WVbiRrsfaris6O2et59n7rOtwXNhTHN+yHG/jolDKvKxwH2+2P3eDjo58z25mlJ/atQ6Pr53na4NrtuyI+h168Oc34/jWFdDQ0kaLnp7IiVLaWY9rol48wf70sYSxVXnhPt7zh/dCa/teqJU+lmBbiv2XPpZoZNOFjxcyxhKBO9bjVvpYonnHHtmOJRgaEsv2fudzQS2bfdgjnj9O3/s9ggdQy9jHe9ogp/Q63AgjnNrKrMPDZy7l/18+YxSq1WuM5ra5ewnbtEL+vCjMb7Tqy95KURlIuroABQkyvH8CVnSLFy/m7uVs5poZ2mzLMDZbbW5ujnnz5nE3dBaxPD4+nm83xtZ879y5E/fvC7YjePv2Lby9vXkEdBakhgVYGzJkCKytrRXWlRvD+1eRneH9O8jO8P7VZGd4/2qyM7x/B9kZ3r+avF5K8LNkZ3j/arIzvH8H2Rnev5rsDO8/newM719Ndob37yA7w/tXk53h/TvIzvD+1WRneP9qsjO8fwfZGd6/muwM798BGd55T0EzvJXriVPAYG8Dx4wZwz+isCBrjOvXr/OZ8FOnTgnT1q1bB0NDQ7EAbWyWnCAIgiAIgiAIgvj/RLleBf2fcfHiRb6VGNs2LDY2ls+Eb9u2DZ06dfrd0giCIAiCIAiCILLnd0cuL/T/E9WcZrzzEeYy/uXLF77Gm7mUszXcvXv3hqdnzmt2CIIgCIIgCIIgiP8PyPDOR9j+mFOmTOEfgiAIgiAIgiAI4s+EDG+CIAiCIAiCIAhCmkK0MjmvoJIkCIIgCIIgCIIgiHyEDG+CIAiCIAiCIAiCyEfI1ZwgCIIgCIIgCIKQpgBGD1dWaMabIAiCIAiCIAiCIPIRMrwJgiAIgiAIgiAIIh8hV3OCIAiCIAiCIAhCGopqnmdQSRIEQRAEQRAEQRBEPkKGN0EQBEEQBEEQBEHkI+RqThAEQRAEQRAEQUhDUc3zDDK8/w9pP9wDykLg8i1QJhauGg1lYV7wUygLiztXgTKR9u07lAU1VeVyDFJRogegjppyPUL0tNSgLCQmfYWyoKulXPdJVUV56rCy8TYxFcrC1x/K0w8zvn77AWXBQk8HykLad+W6T99+KM99MlBXrr6PIJRrREkQBEEQBEEQBEEQ/2fQqyCCIAiCIAiCIAhCGopqnmdQSRIEQRAEQRAEQRBEPkKGN0EQBEEQBEEQBEHkI+RqThAEQRAEQRAEQUhDruZ5BpUkQRAEQRAEQRAEQeQjZHgTBEEQBEEQBEEQRD5CruYEQRAEQRAEQRCENCqFfreC/xtoxpsgCIIgCIIgCIIg8hEyvAmCIAiCIAiCIAgiHyFXc4IgCIIgCIIgCEIaimqeZ1BJ5jEVK1aEn59fjvmio6N53mvXrv0SXQRBEARBEARBEMTvgWa885iLFy9CV1cXykq5Etro18AcRnoaCHubhNUXw5GQmCqWR7OwCrY5VUPqt+/CY3vvxCHw4UvscK4mlldNVQX34xIx5+RzhTUNc7FGlfLG6Dd9p1SapoYa1k5zgk2Tv/HpcwpmrAnEriPXckxThPgXj3Fux0q8j49GSYtyaNVnNPRLGWeZ/+TGhSikooJWfcbw7z++f8dF3w14fOU0VFRUUL1tV9Rq56CQlsqGRTC6VVmYFdXC04RP8Ap+jtgPyVL5etYyhkMtE2gUVsHVsHdYcPI5Ur9m3jfGZJvy+P7jBz+HIjx/fB9bV85HfEwkLMpVRP9R01Ha2FQsz5fPn7BtjTdCbl6BiqoK6jVpBSfP4SispoY3rxKwZYUXnj0KgYamFlq174ZOPd2hKPdD7mLenJmIDA9Hpcp/YcaceTA1MxfL8/37dyz1no+gwMNQUVGFs1tv9Pboy9M+JSZigddsXLl0EaoqqmjV1gYjRo+Fmpq63FpCQu5izszpiIgIR+XKf2H23PkwM5fWsmiBFwKPHOZl4+rmDg/PfjmmKcKTh/ewZvFcxEZHoGz5yhg+cSaMTMxk5k38+AEj+zph7rKNKG0kqOffvn3D9g0rcfpYAH4AaN66HfoMHs3rs7y8eHwfPqsW8HpjWa4iPEdNQ2kj6XqzY4037t26yv/+uk1aoWefYbzeRIe/wJQhLlBX1xDm7ztqGuo0toYi3Au5C685MxAhrDdeMJNRb5bwehPA642Lm7uw3iQmJmKh12xcvnRBWG9Gjh6nUL15cD8Ei+bNRFRkBCpUqozJM+bCxFRay8qlCxAcdIRr6ensBpfenjzNxaEjEuJihXnT0tJgaGwCX7+gAl+Hnz26hw3LvBAXEwGrcpUweNwMGBqL1+HPnxKxedVC/HfjMi+bhs1aoVf/kVBTU0NKSjLWLZ6N29cuQktbBz3dB6J5mw4Kt6fVi+cgJioCZStUxsiJs7JtTyM8HTFvOWtPJvxYeOhzDPNwgLpGZh0eOXE2GjVvpXBfvGmFF+KjWZuqhIFjZPfFW1cvxF3WF6uooH7T1nDpK9IXr1qAJ/fvQkNTEy3bdYG9s6BOyUvYkwfYvWYhEmKjYF62ItyGT0ZJifad9PkTfNcvxoPb17iWWo2t0dV9KNcy3KGlWN601FRU/Kcmhs9arpCe8KcP4LvWGy9jo2BWpgJchsnWs2/DEjy6c40/u2s2skaX3kO4no/v3sB33SI8u38HuvoG6ODSHzUatvgtZfPlUyJ2rpqPxyE3oaauAesO3dG2ay+Fy2Xv2kW8XEyF5WIipWX/hqVi5dK592BhuewVlktRXi7VGzZXSIuy6WHtabNIexqQRXvykWhPziLtaatIe7L+ifZE/DnQjHceU7JkSWhqav5uGTJRUy2EsdZlEHA/Ae57QhAS+xEjm1lJ5bMopoXI90noteuu8MOMbobosZH+j/AhOQ27b8copEdFpRDGuLfGvBGds8wza0gH6Gipo0ybyegxeiPmj+yCqhVMckyTl69pqQhaNQs1bbqh76oDMPu7Jo6v9coyf+jty3h69ZzYsZDThxEf+hi9vLag66SluH/uKML+uyq3FnXVQpjbsTL23IiB3epruBn5ATPsKkrla1GhODpVM8Rg3xB023gDBlqF4VxH/O9vXLYYWlUqCUVJTU3BstnjYNe9F9bvP42qNeph1fxJUvn2bFqBtNQULPXxh9eaPQh9+hBHDwpepGxYMgumlmWwdu8JzFi6BacCD+D+nesK6UlJScGYkUPh2rsPzl66inoNGmDi2FFS+fbu3skNLb/A49iyYzf89u3F+XNnedryJd5ITUnF4WMn4XswAA/v38MOn60KaRk1bDDcPTxx8fJ11G/QEOPGjJAum107uHFzJCgY23f6Yv8+X5w7eybHNHlJTUmB15RRsHd0w+7A86heux68Z46XmTc6IgyTR/TFy/hM443hv3cHHty9hTXb/bBm+0GE3L6Bs8GB8mtJTcGKOePRrpsL1u47hb9r1MUar8lS+Xw3r0BaWioWbT2EOWt283pzzG8XT4sMe4bqdRthg9854UdRo1tQb4bwenPu0jXUa9AQE8eOlNaTXm8OBQZj6449OLjPF+fPCe7H8iUL+XmOHDuFvQcPp9ebLQppmTRmGJxcPXDs7GXUqdcA0yYKXt6JcmDvLjy4F8KN6XVbdiLAbx8unhfU4Z37DuPkhZv8c+jYWZQqbYShI8cV/DqcmgLvGWPQqYcrth46h39q1cPSOROl8u3YsJz3N6t3HsHijXvx/MlDHNm/Q6Bn82qkJCdhw97jGDtjEbavW4rwF0/l15KSgrmTR6GrY2/4Hr2AGrXrY8EM2e0pKiIME4f3RYJEewp7/gR1GjTFgeArwo+iRjcrm8Uzx6JDd1dsOngGVWvWxfJ50n3xro2sbFKxYlsAFq7z5W0q8ICgL16/ZDZKGRpjne9xzFi8EedPHsWlM8fl1sLKfp3XRLSxd8aS3cGoXL0ONnpPk8p3cOsqrmXOxgOYunIHwp89wslDu3na8n2nhZ9pq3ZC16AoOrsOVKhsmJ4NXhPRqoszFu48jkrV62DLImk9h3xW82f9zPX7MWn5dkQ8f4TT/gI925fNhpq6OuZsPgSPMbO4ER/14slvKZtA3y3Q0NLCwm2BGDN/LU75++Lp/TsKadnoNQktuzhhwc5jvFy2yigXf5/VSEtLwYz1+zBx+bb0ctnD03Ysm4PC6uqYvfkQ3H+iXJRND2tPS9Lb08b09rQii/aUmpqK5dsCsGCdL16ItKcNS2ajpKEx1voex/TFG3FBwfZUIChUSHk/BQwyvPPR1dzf3x8dO3bEP//8A2tra6xZs4bPKIly584ddOjQAVWqVIG9vT2uXpXfUMstfxvq4lPKN1wKe4ev33/ALyQepXU1YKov/qLAoqgWIt4m5Xi+/g3NEPz4NULf5JxXFptm9UKD6mWx5dDlLPM42NbG/E3BSEpOw+2HkdgffAs9bWvnmCYvMY/uQrOILirUbwHVwmqo3b4nPr6Kw9uYCKm8SYkfcHn/ZlRu3Frs+NOrZ1HDpis/j0FpY/xj3RFPLp+WW0sNM318TE7D6Sev+X3acS0KJgaa/IWIKO2rGsLnShTiPqYgKe075hx/hmMPBC9IGPqahTGgiaXYMXl5dPcWiujqoWHztvwNL5upToiLQUxEqFi+H/iBTo4e0NTShp5BUZ7/+aN7PG3MzKVw6D0IqqqF8SnxA75//wZtnSIK6bl5/Rr09PRh086OzzR69B2A6KgohL4Qn80/HnQULm4e0Nc3gJm5BRwcnfnsN9f64wf69BsAbW0dFC1WDG3btce9u//JreXG9avQ0zeArV17PmDr238goqKi8OK5uJago4Fw6+0BfQMDmFtYoKeTC44eCcgxTV7u3bmBInr6aNbKls/8de/libiYaESGvxDLFxUeiskj+qGTg4vUOU4E+qH3wBH8HuobFMO0+ctRvU59heqNjq4eGqTXm4493PEyPgYxkeL1hk2rd+zpLqg3+kV5/ox6ExX6DOZW5ZEXsHqjr2cAm3bteb3pk2W9CUQvN3exenNUWG8Az34DhfWGnStEgXpz++Z1Xodb2wjqsKtHf8RERyEsVFzLyeNH4ejSm9cxUzML2Ds48dlvSdauWIJadeqiUZPmBb4OP/jvJoro6qOxtQ2vw/ZOfZAQG40oif6G3Yyuzp7Q0tKGvkFRNLG2wdOHITzp4pnjPI1515St+BcatbDBhdPH5NYSwtuTnrA9OfD2FCWzPU0a3hddZLSnsBdPYVWuAvKCh3dZ2eihUQtBm+ri6IGXcdGIluyLf/zgacK+uEVb7m3EPBPYPWZ9OPs9MxhqNWiKp+ntTR6e3LsNnSK6qNOsDT+XbXc3vI6LQWxkmLgW/EC7Hr25FjY7WbdZG4Q+uS91vl2rF6JZO3tYlKukQMkAT5keXT3Ubtqa62nbzQ2v42MRFyWuhylq290NGul6ajdpzWen2YuaJyE3+ew3qzdsJrZm45a4fu74bymbV7FR/H79+PEdhVAIKqqqKFxYLQ/KxRWv42OkyoV5N0mWS/iT+zLKpTxqNrbG9XPBcmtRNj0Z7Ym1D6als6MHEmS0J0i0p0YS7amzRHtiHjsEkR1keOcTPj4+mDp1Knr06IHDhw9j+PDh2Lx5M+bPny+Wjx0bOHAgAgIC8Ndff6F///5ISEjIF00m+ppi7srffwAJiSkwljC8LYtpwUhfE8u7/IX13avAtbYJCkvs4fePsS4/3+H7imudtMwfXYevQ8LrjzLTDXS1ULq4Hp6ExQuPPQ1PQAUrw2zTFOFdfBSKGma6EDL3Rb2SRvy4JP/uWIWatt2hU7REtucwMDSV+fucMC+mjUiRFx/sPsW8T5YyvMuX1IGORmFs7VUdh/rXgVt9M7z5nLlsYGTLsthzMxqvPqVAUWKjw2Fkain8zgYAzI2SuTKL4jl8MizKZA4w/7t5GaZW5fj/2cOJGd3ThvfG5MEuqF6nEcpU+EshPeHhobC0KiP8rqqqClMzM4SHhcrIl+nNYWFpKcwzZcZsVKiYOcC7fOE8ypWXf3AcFhoGKwktZmZmCJPUEhYKyzKZ+SwtrYR5skuTl+jIcJiaW4rpMTIx5cdFKV6qNNbtCkBLm45ix5O+fOGGRWx0JAY4d4J7t7Y4edQfxYrL7zERFx0BI1MLsXpTytAEcVHi9cZj+CSYi9Sbuzcuw9SyrHDG+8mD/zDKrRNG9+6MI3t9oCiS9SH7epN5PywsrYR5pkrUm0sK1pvI8FB+XlEtJqZmiAwXH3yy7xaWmVrMLSyl8oSHvcCp4CD0HyI9e18Q63BMZDiMzcTrMHP9jJWowwNGT4Vl2cyyv339EsytyuFT4kd8eP8WxiLtwNjMAjFR4r/PDdGRYTA1F79PzM08OkK6PW3YfRgtbcXbEyPs+VM8CLkN9+628HCwxb6dm6EosVERYmXD25SRKWIl/rZ+I6fAQqRs/rt+CWaW5bib7NiZS2BQtDg//vXrV9y7fQ3mVoL2Jg/x0REoLdG+SxiZIEHiudBryESYirw8u3/zCkwsxK/38M41xEeHo00XZyhKQkwESptI6DE0ltLjNHiCmJ6Ht6/C2KIMN3DZCwvRJQGsvF7Fx/yWsmnevhv+u3oewx1aYUq/btwoL1OpitxaEmIiZZQL0xIpls9p8HgxLQ9uX4GRRVleJtLlosqNZUVQJj2y2lNpGe2pbzbtaczMJdCXaE9mCrQn4s+CDO98gHUMGzduhIuLC5ydnWFpaYlOnTph2LBh2LNnD18rmMHQoUPRrl07lC1bFjNmzEDx4sWxe7fA3SivYeuAUyTW/7Lv7LgoyWnf8TA+ERMDH2Ny0BO+3rjLP+IGbce/S+PIg5d8RlZR4rMwuDPQ0RJ0rl+S04THviSnQltTLds0RUhLSUZhkbWkDDUNDXxNFTdan13/F6nJSfirqU2O55D1+9ygpaaCZKn79A0aaqpix4poFkbbv0pi3KGH6L39DjfEXeoK1idZVygBbXVVHL2v+Gw3v25yEjQ0xctFXUOTr6PMCt/NK/lAuZ29k9jxKd7rsWjTATwMuYXTQTkHIJRFUlKS1FIO9j05WVxPMsunlfmiQlNTSyoPY8XSRQgLe8HXgMuv5Qs0tSS1sOskSWnW0hTVoonkpOQc0+SFXVdDQ1P6Xkn83WzGVktbW+r3bN0s4+r5M/Beux3zV27FhTPBOHNcepY1N/VGXZaWbOrN3i2rEBcVDlt7wQCczXxWr9sYXut9MWrWEvwbHIALJ+V3e8+sN+IvrmTVCXnrDVsDrogWDSktMuowb3uaEnnE69be3dvRvpM9DAyKyq1DGesw728k6o1GDvVm58YViIkMQ4duLvz3Gb8R/X2qjHuYE+xvEC3/rLRk1Z4Yevr63NV87XY/zFi4CsFH/HDqWECete+cymb3ppX8pYNdN3Gj9vu3b1i3aAYKq6mjaav2cmtJldW+1TWQmo0WP5/ViIsOR6vOjmLHmXs1O8ZmDRWF3V9Z/Q1bLpAV/tvWID4qHNadHKGppYNyf1dHwI51/DfRYc9w5/JZfE1N/S1lwzwjW3XqiWV7T2LK8m24cf4kQm5cUkgLG4eIadHQ5GOVrAjYtgYJURFo2aknn+Vl5XJ4x/qfLhdl0yPrGcX7imy07Mmn9lRgopor66eAUfAUFwDevn2L169fo1atWmLH69aty4PghIZmzgaI5ilcuDCf9X727Fm+6GJBt9QljGxmdCd/FXd/334zBrtuxeJL2ne8/pwG/3sJqG2mL0xna4mZMX7+xVvkJ8yQZmhpZD6QtTXV8flLSrZpisAM5q9p4r9NS0mBmkbmgPLLh3e4ctAHLXoPz+IcmmLnkPx9bmEvPiRfhmgUVkVSqvh9+vrtOw7eicOrT6n4kPQVe2/FoGGZYiiqrYa+jc2x6CcC3mU3eGEPJkkjhvHt21dsXDYH1y+ewUSv1dDVMxA/l7oGDE3M0bp9d/x37aJCeth12bpUUZjBoi0x8GWDf1GDkw1aRfOwt9Ozp0/B6ZMnsHbjVoUMF65FhrHEBuKSWpJFHuaierNLkxfBIFz6XjF33NyQMfDt6uQOXT19HnCtbYeuuH75X4W0sPV8klo0NbVl1pvNy+bixsUzGOe1irvLMwaOn82NcGakmpiXQcv23XDn2gUogmQ5Z9wrLQXqzazpU3DqZDDWbvRRsN5IG0vsvktqYUaf6P2UzMPWxp85cRx2nbrKrUFZ67C6piZSU8X1sLISfRkiWm/WLp6Fq+dPYZr3Wh4QK2MgLdpnZfX7nGDlLzkIl/dcY6fNh31PV/4bc8uysOvSA9cuyt+euB7WF0u0KYEe2W1qw9I5uHbxNKbMXyPWF7P76z1jNPdsmTB3BfdIkheBsSTRvlNT+LpkWVp2rPTC7ctnMXL2CmH7Znx4+xrPHtxFvRbSL7LlQS2L/kbyBVeGnl2rvPDf5bMYOmu5UI/biGl49yoBUz278DXG9axtoaXAkqifLZuvaWnYumQmmtt15ediM7/N23XFZQVeOqpnUS7qWZTL7lXz8d/lcxgyazl00svFdcRUXi7TPO0R4LOGl4umjnj/UBD1qGfRnph7e3btabKM9rRoxmjERUdivILtifizIMM7n2a8ZcHWhGQY2KLua6KwN53q+dRwYz4k82jmGTDvcUM9DcR+EO98HKoboVSRTA1qKoWQJhLhvLqJHh7Gf8JnCUMwr3n38Qtevk1EeYtSwmMVLEvjafjLbNMUoaiRGd6LuCuxdcgfXsZyd/EMoh7expcPb7Fn6gBsGNwVt4P28QBre6YNSD+Hqdg5WHR00d/nlsh3STyaueh9Ymu8o96Jz0Kx70U0MuuPSiG2GgyobWGAYjrq2OpaA0cH1YNTHVMeYI25pMuLsaklj0ot+maXrbkUdSNmsCAxS2aM4ZGopy/dLIwMytrCpMHO3G1YmDctFdpFFIv8z9yFI0VcPVl7iYqKFHPdZVhYlRHLxyJZM3dzBguUMmrYIDx/9owH0JKMiJ5brMqU4ecV0xIZyV1txTWL5wtnLsTpbs/ZpcmLqYWl2BIApoe5jpuYid+rrGBrZdnaRBbFNQPBOkP5tRiZWUjVG7Ye1UgicjerC8tmCurNtCWbhFHP2WCMBV4T1cIGpIpEEM8oZ1n1Rua9Eqs3zN3bSqLePIXPDl+piOi5hbmPR0WKa4mJiuSu5GL5LKzE8jH95haZeu/dvYNixUugTFnBko7/hzpsYmbJB7CieuJjong/JNnfLJg6CpFhzzF3hY8w6jl7YcTWYbKlDlm5lOYWtmyD3RdRLXExkTDN5bnYIH7LmiVCTxIGC+ylrqFYHTaWKBtBX8zKRrovXjR9NC+bWcu2iEVpZq74s8b058+KaYvW8/X9isBcqdm1RbW8iosWcyPmWtJSsWbOeMREvMC4hRukIns/uH0VFapUh04RPfwM7IXuSwk9bF11aRPp/mb93PGIjQjF6AXiej4nfkDfCfOwYEcQhsxchrcvE2BiWe6Xlw2biWVRvdlLvgxUCheGqsi4MddaTCxyXS4b5k5AbMQLjFqwXizK+OfEj/CcMBfzdxzF4JlL8fZlvELlomx6WHti0cxz256iwp5jpoz2NHtMfxQqVAhTf6I9EX8WZHjnAyVKlOCfW7duiR2/efMmD9JiLrJVy/37mYFG2MCOfS9fPm8CCknyID4RBlpqaFq2GF+zbf+PIRI+pnKDXBSrYlpwqmXMo2uX0FFH56qGYrPb5Uvo4Nmrz/gVHAi+hSkD7VBEWwM1KpvBwaY29h2/mWOavJhWqoakj+/x+NIpfPuahpuBvtAvZYRixpn3qmKDlhiwLgD9Vh/kn5rtHFChfnM4zlrH08vXbcaN8S8f33OjPeTMYVSsL/92JLejPvBZ67aVS/L71KueGV+bLxnw7sSjV+hczQgliqjzQGo9a5vg32dvcPLRK7RdeRV2a67xz+4b0Tj1+BXcd8gfCOqvarX4mskLp45ywyfAdytfV2gisvaRsX3tInz+9BGT5q/lQbkyYA8ktvbSb+dGbkyxoGynAg+ikbViMxy169TD2zdvEHjYnz+ct2xcB1NTM1iVEV9X1camHXw2b+J5o6MisW/PLti0E2wp5O01B4kfP2L9Zh8UKy5Yn6UIderWw5s3b3AkwJ8/nDeuX8uN+DJlxbXY2Nphy6YNPC8zaljkbDu7DjmmyUvVGnXw/t1b7hrOPGv279jEDRIzkXXC2cHuFds+7NDe7XxAwSKeHz98AA2biW/7kxsq/1MLH9+/xcXTQbzeHN67lQ+ejCXqzQ5ebxIxYf4a6InUGzYbce/WNQTs3swHoMwwZ9HwG1rbIi/qzeZs681Gnjcqvd7YptcbtpXYx48fsH7ztp+qNzVr18W7t29wLDCAa9m+ZT2MTc1gKbE2sGUbW+z02cTzxkRHwm/fbrSxsROms6jqf1f9Bz+DstXhv6vX5nX43xOBvA777Ra8xDMVeeHAYFuJsTo6Y9F66BfNrDeMRs3bYO/29Uj68hkvnj7iwdZYQCR5+acma09vcDq9Pe2Tsz2xGerb169gj88GfP2axrcWCzy0Fy3aKOaK+jfvi9/wSOSsTR3as4W/qJLsi33WePM2NXXhOrG+mMGiNpcoVRqjpy+S6bWUWypWrYXE929x9cwxruXY/m0oaWgCI4mXEnvXL8GXTx8xau4qsfadQfjTR7CqKP/aZUnKVxX0N9fOCvQEH9jG1w4bSuhhW1R9+ZyI4XNW8ijqYmkbl+Jc4AH+spGt/X546wrqKjAT/7Nlw4KPWZSvzCOws9nhl7HR+PfoQdRUYGuz8lVrIvH9O5Fy2c7XvkuWy4H0chmWRbn8K1YuVxUqF2XTI9me/PdskTm2yWhPU2S0p5V51J4KBL87cnmh/5+o5oV+ZDU9Sygc1dzLywvv37/H0qVLMXHiRDRq1AghISGYNWsWj3LOgq5FR0ejZcuWKFasGGbPns3XgbOo55cuXUJwcDAMDBR/c9bd53aWaWWKa6FvA3MeGC1cZB/vJZ0qw+9ePC6GvuNGnGd9M1Qx0sW37z9w8slr7P0vTniOia3K4mbUB348JwKX57zdzuT+7WBhXEy4j/erS4vRecgaXLrzgruPL53ggHZNqyApOZXv1b07ULAVVXZpWbFw1egs016GP8O57SvwLi4aJczLCPfx3j2lH2rZ9UTFBuJbGV3z34HENwnCfbzZG9PLB7bg6ZUzPGJpjbZdeRC2rNh/TXzrGVEqlNLh+3hbFNPGs5eZ+3hvc62BndejcfLxKz673aueKdpXLQ0d9cLcuF55Lkxq3b17AzPu2ZDdPt6LO2c9+Al79ghbVs7ns0jmZcoL9/Ee378Hj1Zdo15j9HdohcKqhXmAkgwqVqmOcbOX84fWttULEXLrCrSL6PGous1y2Fe3kknWM+KPHj6A1+wZPKhThYqVhft4O3RpD3fP/rC168CNtVXLluDY0SN81t3ZtTfcPDz5Ht7WTepzrxMW8C2DGjVrYcXaDTKvx/aqz4qHD+7zPZBZMKmKlSoL90Du0tEOnv36w659R65l+dLFOHrkMK8XbJ9j9z6CvaGzS8uKiNdfskxj2yqxfbxZkCqrchWF+3gPduuK7i59uGEtSsdmNbDR96hwH29mfPmsW4ZL505ybe269ICTu8CjQxbvRIL5yao321YtENabjH28Jw7oiQ49evP124N6tJaqNxX+ro4xs5fxGfPtq73x4sl9HgXfrrsrWnXIuj0xqphmurFK8ujhfcwTqzeCfby7p9ebdun1ZuWyxcJ64+LqzusNi8th3aSezHqzcu1GmdeTXBoiyuNHD7DIayafUS9foZJwH2+2P7erez+0sW3PtaxbtRQnjjEt4Pt4O7v1EZ5j0fxZ0NEpgoFDpbfTk0RXq7BS1eGncZmeDJIwY3njsnl8LSULoJaxj/fIPt1h7+SOmvWawN3eWqreVK5aA5O9VvJ1+ptXLcCtK+f5CxxH90Folo2xq6Uu7nUm2Z7YPt4soJpV+YrCfbwHudrz9tSiTeaLEEb7ptWxeS9rT4IZOrb/99ql8/Dk4X1+r7o5u6O9fc9syyYxKTNuiSShzx7xfYfZLD4LZpmxj/eYvg7o7CgoG89uLaXKplKV6nDuOwzj+jvyfaFZYKgMGlvbwnO49JZtjA8pWWuJeP6Y71XN2qmZVXnhXtUzBzvDprsr/qnTCKOcbXh7EfXsK/dXNQydsYT/f+XM0ahWtzGa2nZBbsgupkzk88fwXefNg5gx9+yMfbznDHXm0bOr1G6Ecb1suR4VCT2Dpi3mQdF2rZzHZ1mZ0W7vPhQVq2W9S4pkwNm8LJs3L+Pgu34JXjwKgaa2Dqw7OPA131mRlu5NmVW5sH2vWbmYCMvFBHOHuqANL5eGGN+rnVS5lP3rH2G57F7pxculuKFxjuWSE79aT/H0eEBZtactIu0pYx/vsX0d0Cm9PfXNoj059R2G8Vm0pz5ZtCdGLcuf8+74XWi1XgBlJemk7G0elRUyvPPJ8GZbg+3cuRM7duxATEwMDA0N4eDggD59+vCONsPwnj59OrZv386/s23HpkyZwtd5/wzZGd6/mtwY3r+S7AzvX012hvevJjvD+3eQneH9q8nO8P4dZGd4/2qyM7x/B9kZ3r+a7AzvX012hvfvIDvD+1eTneH9O8jO8P7VZGd4/w5+JphrXpOd4f2ryc7w/tPJzvD+HZDhnfcUNMNbuZ7GBZyMNTnMnZzBopqzjyxMTU3x5MkT/n8nJ/HozwRBEARBEARBEL+dAhg9XFkhwzuPiI+Px507d/j/jYyMfrccgiAIgiAIgiAIQkkgwzuP2Lp1K/bt24f27dujRo0av1sOQRAEQRAEQRAEoSSQ4Z1HsCBq7EMQBEEQBEEQBPF/QQGMHq6skNM+QRAEQRAEQRAEQeQjZHgTBEEQBEEQBEEQRD5CruYEQRAEQRAEQRCENBTVPM+gkiQIgiAIgiAIgiCIfIQMb4IgCIIgCIIgCILIR8jVnCAIgiAIgiAIgpCGoprnGTTjTRAEQRAEQRAEQRD5CBneBEEQBEEQBEEQBJGPkKs5QRAEQRAEQRAEIQ1FNc8zqCQJgiAIgiAIgiAIIh+hGe//Q0rqaUJZWLhqNJSJcUMWQ1m44DcPyoJpMS0oE2qq9E4wK0rqakBZ0CisXPepsKryBIDR1aLHa1ZYldSGspD27QeUCZOiyvP8fhD9EcqEhpoqlAUNNeXp+5Qt7lUhKI+g4kXUf7cEghBDeXoOgiAIgiAIgiAIgvg/hF7JEwRBEARBEARBEMrvVlGAoRlvgiAIgiAIgiAIgshHyPAmCIIgCIIgCIIgiHyEXM0JgiAIgiAIgiAIaWg7sTyDSpIgCIIgCIIgCIIg8hEyvAmCIAiCIAiCIAgiHyFXc4IgCIIgCIIgCEIacjXPM6gkCYIgCIIgCIIgCCIfIcObIAiCIAiCIAiCIPIRMrzzgV69emHChAnC72fPnsXz588V/j1BEARBEARBEMQvp1Ah5f0UMMjwzgdWrlyJyZMn8//HxMRgwIABePPmDZQBy6JamGhthaUdK2FUU0uU0FGTyqNRWAWrulTGko6VhB/rcsXE8hTXVsOi9hV/Skv8i8fwnTEY6wZ0wkGv0fjwMjbb/Cc3LsSpzYuE3398/44Lu9dh49Du2Dy8B24F7cPPMszFGhtmushM09RQw9a5bog7vxDPjs2Gc4d6uUpThOeP72PSYGd4dGqCWaP7IiE2WirPl8+fsGbhNAzo0RqDHNti25pF+JqWxtPevErA4umj0K9bSwxxscOhXZsU1vLwfgj6uHRD26Z1MKSvK2KiI6XyfP/+HSuXzEeHVo3QqW1T7N62WZj29WsavOfNQMc2TXjaqqULeX5FCQm5C4eunVGvdnX07uWEqEjZehZ6zUXThvXQvEkDbNm0IVdpBVkL48G9u3B1tEeLhrUwwMMF0VGy9Sz19kLbFg3QrmVj7PDJrBufP39Go9pVYN2olvCzZ6ePQloePwjBoN4O6NiyHkYN7I3Y6Kgs8378+AGu3WwRHxcjPPbqZQKmjxuGrjZN4Ny5NXZtXY+fQZnuFWnJmvshd+HkYI/G9WrCs3fWdXjxwnlo2bQ+WjdvBJ8tG4VpnxITMXHcKFg3qY9WzRtisbcXvn79WuDbE+NeyF307N4FDerWgIebM6Ky0OO9YB6aN64H62YNsXVzZtlk8OHDe9jZtERsjPRzRZ5n1OTBLujTuSlmjcn6GbXWezoG9miDwU422L5W/BnlPXUE+nWzxlAXOwT4bsXP8OzRPYzt7wSX9o0wdUQfxMdm3d8kfvyAQS4d8DI+c8zx7u1rLJw+Gr07N8ew3va4ev60wlqePLyH4X16onvbBpgwxANxMdlr8exhh4S4TC3fvn3D1rXL4NKxBZw7tsDGld4KPzMztHRr0wDjc6Glj4O4lojQ5+jUvBa6t20o/Fw6d0ohLRl6hvXpga5t6mPcEPdc6GmHBJHnQnjoc3RsXhPd2jYQfhTVo2ztm/gzIMM7HzAwMICuri7//48fP6AsFFYphH71TXHy6RuMOfIYj15+Qp+6plL5TPQ0EPshBaMOPxZ+zjx/K2a8j2hqAW11VYW1fE1LRdCqWahp0w19Vx2A2d81cXytV5b5Q29fxtOr58SOhZw+jPjQx+jltQVdJy3F/XNHEfbfVYX0qKgUwhj31pg3onOWeWYN6QAdLXWUaTMZPUZvxPyRXVC1gkmOafKSmpqCpbPGon03V2w4cAZVatbFSq9JUvl2b1qOtNRULPMJwPy1vgh9+hBHD+7kaRuWzkZJQ2Os2XMc0xdtxIVTR3Hp7HG5taSkpGDKuOFw7OWBwNOXUbteA8ycNEYqn9++XdxA33UwCKs37USA3z5cuiC4X/4HfPmDfG9AMLb5+uPG1Us4EXREobJhekYNGwx3D09cvHwd9Rs0xLgxI6Ty7dm1gxsUR4KCsX2nL/bv88W5s2dyTCuoWjL0TBg9DC5ufXDi3yuoU78hpk4YLZVvv+8uPuDY538M67fuwqEDe3Hh37M87fmzJyhTtjzOXLol/Di69JZbS2pKCmZOHIXuzu44ePwiatapj3nTxsnMGxkRhnFDPcUGe4wl86bB0NgEvkfOYPFaH5w8dgRnTgRBEZTpXpGW7PWMGTUUru59cPbiVdSr34Ab0ZLs3bOTG6F+R45jy/bd8Nu/F+fPCerw0sULoKqqiqCT53AwIAi3blxH4GH/At2eMvSMGjEEbu59cP7SNdSr3xDjx4yUyue7W1A2AUeD4bNjDw7s98W/5zLvR1hoKPp6uCE2JtOYUeQZtWz2ONh174X1+0+jao16WDVf+hm1Z9MKpLHnmY8/vNbsEX9GLZkFU8syWLv3BGYs3YJTgQdw/851hfV4zxiDTj1csfXQOfxTqx6WzpkoM29MZBhmjumPVyJGN2PVgmlQV9fAuj3HMHKKFzYsm4vQZ4/k15KSAq8po2Dv6IbdgedRvXY9eM8cLzNvdEQYJo/oK/YCgOG/dwce3L2FNdv9sGb7QYTcvoGzwYEKaZk3WaBlz1GBloUzZGuJigjDpOHSWsKeP0WdBk2wP/iy8NOoeSu5tWTomTt5FLo69obv0QuoUbs+FmSjZ+LwvkiQ0vMEdRo0xYHgK8KPInqUrX0Tfw5/lOFdsWJF7N27F05OTqhatSpsbW1x+/Ztfqx58+aoWbMmRowYgeTkZOFv9u/fjw4dOuCff/5B9erV+W/v3bsnTLe2tsaCBQvQrl071KtXD9evXxe6ikdHR6Nly5Y8n6urK58JZ5w6dQrdu3fn52M67O3tceHChXz/+yuU1MGX1G+4Gf0R334Axx+/RkkddRjqqovlMzXQRMyHzDIQpXIpHfSpa8KN958h5tFdaBbRRYX6LaBaWA212/fEx1dxeBsTIZU3KfEDLu/fjMqNW4sdf3r1LGrYdOXnMShtjH+sO+LJZcXeUm+a1QsNqpfFlkOXs8zjYFsb8zcFIyk5DbcfRmJ/8C30tK2dY5q8PLx7E0V09dCwRVsUVlND554eSIiLRnREqFg+9lKns5MHNLW0oWdQlOd/9iiEv6FVV1NHp57u/PfMAK/ZoCmeP8qst7nlzq3r0NPTR6u27aCmpoZe7v0QExON8NAXYvlOBQehh3Nv6Onrw9TMHPYOjkLjmr1FZpq+fxO8sS+kogJ1DfE6l1tuXL8KPX0D2Nq1h5q6Ovr2H4ioqCi8kFjKEXQ0EG69PaBvYABzCwv0dHLB0SMBOaYVVC2M2zev8fJvY2MHNTV19O7THzHRUQgLFddz4nggnFzdoa9vADNzC3Tr4YTjQYd52vOnT1Cuws95sjDu3r4BXT09tGhty+uNo1tfxMVGISJMvN5Ehodi/FBPdO3RS+w4r8PqGujp6sl/b2hkggZNmuPR/bsK6VGme0VasubmjWu8v7GxFdRhj74DEB0VhdAX4nqOBx2Fi5uHsA479HRG0FFBHZ44eTqmzZwLTU1NJCYm8gG2vr5+gW5PjBvXr/Fr2LZrz/V49hOUzQuJsjkWFIhebgI95uYW6OHojKNHBHpCQ1+gXx83uLj+nHHw6O4twTOqueAZxZ41bFYyRvIZhR/o5CjyjGreVvgcGjNzKRx6D4KqamF8SvyA79+/QVuniEJ6HvzHnpn6aGxtw/sLe6c+fAY+SkIPM3RnjOmP9t2cxY4nJyXh3u3r6NV/BDS1tGBVriIaNm+D8yflf9F3784NFNHTR7NWgr6vey9PxMVEIzJcvO+LCg/F5BH90MlB2sPuRKAfeg8cwctM36AYps1fjup16sutJURCi0N2Wob3Q2cZWsJePIVluQpyXztrPXoSeqJk6mEvAbpkoccqD/QoW/suEFHNlfVTwCh4in+SpUuXwtPTEwEBAXxWmrmBBwcHY8OGDfDy8uJGMTO2GSdPnsSsWbN4/mPHjsHHx0cwAzhlitg5d+7cyY9t2rSJG9MZGBkZCc/FjG4PDw/cv38fQ4cOhZ2dHY4cOYJ9+/ahWLFiGDduHFJTU/P1b2cGdvynzGuwufhXn1NhqKshls9EXxOldNUxvXVZzLMtD/uqpaGavowi8n0yZpx4jvvxn35Ky7v4KBQ1NBN+V1FRhV5JI35ckn93rEJN2+7QKVoi23MYGJrK/H1umLTMH12Hr0PC648y0w10tVC6uB6ehMULjz0NT0AFK8Ns0xQhLioCRmaWwu8qqqoobWSKuKhwsXx9R0yBRZnMB9B/Ny7BzLIcVFRUMHrmEugXLc6PMzfLe7evwcyyrNxaIsPDYG5pJfzOZpJMTEwRKTGgkcxnZm4pzGPXqStePH+K9q0acldzC8sysG5tC0UICw2DlVUZMT1mZmYICxPXEx4WCssymfksLa2EebJLK6haBOcK42UrqsfE1AwRYWFi+SLCxfOZW1gJ8zx7+hhREeHo0aUdOrRtjhVLFiAtTf5+ic1WmFmI1xsjYzN+XJQSJUtji+8RtG7XUew4q8MzF65A0WIZdTgNt69fgVXZ8lAEZbpXpCVr+Lkk9JiamfHjYvnCQ/l1MrCwtBTmYYaguro6xo8Zgc52bWBkZIwmzVoU6PaUWTZWOZdNWKjYPWXllJGndOnSCDh6HB07dcHPEBsdDiNTyWeUCWKjxV+cew6fLP6MunkZplbl+P/Zix5mdE8b3pu7rFev0whlKvylkJ6YyHAYizwzWdmUNjZFbKT4M7N4yVJYsc0fzdt0EDv+48d3/iJbQ0Mz829SUUF8nPyu+NGR4TA1F9diZGLKj4tpKVUa63YFoKWNeN+X9OULN0ZjoyMxwLkT3Lu1xcmj/ihWvGTeaYmQ1rJ+dwBa2opryZjxfhhyBx7dbbnb9/6dmcvI5NcTBlNzieeCiZlMPRt2H85Sz4OQ23DvbgsPB1vsU1CPsrVv4s/hjzO8u3btymepy5Qpg06dOuHDhw+YNm0aKlSogLZt26Jy5cp49uyZ0GV87ty5PJ+JiQk3qrt164anT5+KnbNZs2Zo2LAhn71mD3zRhsyMagZ7466jo8OPTZ06Fb179+YDHHY9Nhv+9u3bfF8Hrq6qgrSv4uuEUr9958dFSfn6HU9ffcGCs2HwPheG8iW0YVNJ0Ol/Tv3GZ8t/lrSUZBRWFzf41TQ08DU1RezYs+v/IjU5CX81tcnxHLJ+n1viszC4M9DRElznS7JgfZrg/6nQ1lTLNk0RkpOTxAYADHUNTaSkyPZCYOzZvJIPMtp1FX+T//3bN6xfPIO/0W3Sqr38WpKktWhoaol5hWRoZjNMGWhqaiElPQ9zh2/d1g6HT1yAr38wn/U8tH8PFCEp6Qs0tcT1sGux64vnS4KWppZIHk0kJyXnmFZQtQjrjcg9EJ5PQg+7p+L3KjOPtrY2ataui83b92Kjz278d/sWtm3ekCda2HfJOqytowMtbe1sz8XWOy6aM43X4VYyBmIF7V6Rluz0iNdN4fkk+xuWT0v0mtJ90qy5C3D89HkeP2Dd6hUFuj1llk3m3yy4lpZUWUvmEy0bHZ0i0NbWwc+SwstGQ65nlG/GM8reSez4FO/1WLTpAB6G3MLpID/F9Ug+p2To0dLWgZaWdH/Djlf+pyZ2b17FfxP+4imunD/F3eTz7PktUT/ZfZDV933+lMj/vXr+DLzXbsf8lVtx4UwwzhyXf3lWSpKMflhGuWSlhaGrr89dzZnb+/SFKxF85BBOHRPM+MoLq6s/q4fNUjNX87Xb/TBj4SoEH/HDqWMBBb59E38OhfGHYWFhIfy/VvqD29zcXKxRZcw816lTBy9evMDq1asRGhqKiIgIPHnyRCrIheg5c4IZ2swIZzPsGed8/PixcICZnzAjW03CyGZGNzO0RfG7lyD8f/LX7wh+8ho2lUrg6KNXeaaFGcxf08QfamkpKVDTyBwwfPnwDlcO+qDL+IVZnENT7BySv89LmCHN0NJQE/5fW1Mdn7+kZJumCOxBxNZCiZKakszd9ST59u0rtqyYj4chNzFp/hro6hkI09jDYeXcifjw/i3Gz1nBZxjk1sKNpRSpQY7k4IXnS04Ru3ZGnvmzp2Di9LnQ1dPnHxf3fvDduRVdujvKrUfUoBe9luRgkj8cRR7mbODJHpI5pRVULRnnkhzAsPNJDmAkDWDRaw4blbneroiuLnq5e8Jn83p4DhgilxZ2Dck6zMpK1qA3O5KTvmDu1HF49/YN5i5ZI/Zis6DeK9KSgx6JeiPrfLyui+gWaJao5xoa0NAoCTePvtiwdhWGDB9VYNuTUI/MeyWjbMT0JOX4ckte1LN6Rkm8GBA+o1bO5+7pE71Wiz2j+LnUNWBoYo7W7bvjv2sX0bKdvfx6+LhNvGxYGYi+nMmJYRNmY8OyeRjo2A5W5SvxWfHsArRlhcCQlC6b3PZ9zGOD0dXJXfjMbNuhK65f/lfmDLDc/XAWY4msGDstM/aOuWVZ2HVxwPWL/yr0ElSg5+fu09hp8yX09MA1rqdTgW7fSk8BjB6urPxxM96FC0u/a2AuRbJgruAdO3bka97Y+u/x48fL3OZL8g19drA14Gxmna0Tr1SpEoYMGQJvb2/8ChISU1GqSObAlTUjtsY74ZN4x2xXuSSPWi4alO1rXkxzi1DUyAzv4zODu7D1XSyqOXMXzyDq4W18+fAWe6YOwIbBXXE7aB8PsLZn2oD0c5iKneN9fLTY7/OSdx+/4OXbRJS3KCU8VsGyNJ6Gv8w2TRGYy1x8TKTYrHVCbBSMTMVf8LCZ5MUzRiMq/DkPTsNc6zL4nPgRc8b2RyGVQnxGQVdffLCTWywsrcRc5NjLIbYOyswi030tw/0qSiQf+39GHhadOiOSbUYblNUOc4NVmTKICBfXw6Iwi7qdMpi7qmi+cOYulu6mmV1aQdWSca+iIiLE9LD19RYiLt+CfGUQKZKPBTdj94+xce1Kfn8zYC8h2cBYXszMrRAdJa4lNiZKzO0xJxI/fsSYwX14HV60ejP0DYpCUZTpXpGWrGGu1JEREnpYHbaUVYcz87HrW6T3NyOGDMDF8+fE+kldXb0C3Z6E5SyrbCTKWjIfux+S9/NnMTaV9YyKlvmMWjJjDKLDX2D60s3CZxRz62a7dkSGPcvMm5YK7SKCoLTyYmJmiTiR3TZY2cTHRHGduYVF0B4zwxtb/M5g6oI1eJUQB0sRN/ncYmphKeZyz7Qw13ETs9xN0LB+TqeILo8InwGb7FEkTi/rb2OipLWY5lILMzi3rFkqnIVnpKWlQU3BGC0CPeL3KS4mEqYiywRy1rNETA8L1KtIzBhla9/En8MfZ3jLA5uVZq7l8+fPh7OzM58BZ0a4PNHKC0m8JdqyZQsPwsbWfDN380aNGiEuLk6ucyrK01efoatZGPXM9fmabTaL/fpzKuITxdekmBlootPfpaCmWgjFtNTQtmIJXIv8kKdaTCtVQ9LH93h86RS+fU3DzUBf6JcyQjHjTO+Dig1aYsC6APRbfZB/arZzQIX6zeE4ax1PL1+3GTfGv3x8z432kDOHUbG+/Gv5csuB4FuYMtAORbQ1UKOyGRxsamPf8Zs5psnLX9Vq4cP7NzwSOTNY/X23oJSRKUxE1kYxtq31xufERExesI4HYBFlhdckFC9ZGqOmLZI5C5FbatSqy2cbjx8N4A/cHVs3wNjUDJZW4uvF2Zrt3ds387xsuzG/fXvQ2kbg2l63fmNsXrcKnz4l4s3r1zxfM2vxQHm5pU7denxJxpEAfz6o27h+LQ/mVqasuB4WnIlta8TyMkOCRfq1s+uQY1pB1cKoWbse3r59jaBAdq9S+Zt3tmbNsoy4ntZtbbHDZyPevn3DBxoH9u5G23aCe/X0yWOsW7WMu9fFxcZgx9ZNsLWTf2ajWq06eP/2DY9EzurNnm0b+dpCc5G1cjkxb9pYlCptiOley+SaoVH2e0VasqZ2nXp4++YNAo/48zq8ZeM6mJqawUqiDrexaQefLZt4XlaH9/nugk36NStV/gtbNq3nLubx8XF8q7F27TsW6PaUca/Y33vksKBsNm1YBzNTM5SR0NPWph3fQozlZYb53j27YKvg/cj+GfVW+IxiW4HJekax7cM+f/qISfPXij2j2LjI3Koc/HZu5DOgLCjbqcCDaGQtvaQsN/xdvTbev3uLf08E8v7Gb7fAyDeVMKKyY8uqhTh2yJcbuXeuX8ad65fQtLWd3Fqq1qjDtTDXcKZl/45NMDQ2g1ku+z5WNs1bt8OhvdvxKfEjjzJ+/PABNGzWUn4tNcW17JNTC5u9v3P9Cnx9NvA4G2xrsaOH9qJFG/nLhfEP1/MGp39CD4v1sSddD9taLJDraV/g2zfx50CGdzaw4Ggs6vmDBw8QGRnJg6uxQGqM3AZCy3BJYevCWYRVdk7mrn7z5k0e9fzgwYNYvny5XOdUlLTvP7DmciSaly0G7/YVUblUEWy6LggeMqVVGdQxE8wK7LodC1WVQphnWwHjW1jhbmwiLoS9y1MtzNW8/YhZCDkdgE1DHRD14DZsBgq2I9k9pR+eXMl5O5pqrTrDqEIV+E4biAPzRqFqi/awqtEgT3W+urQYjWoIOuKpKw7j7fvPeBQ4E3sX98W4xQcR8jQmxzRF3PjGzlqGEwF70d+hFe7fvo5hkwTuXuP6OeDSmWP8bfi54MOIePEEA3u2gUfnpvyzYMowPgN+//Y13L15BZ5dWwjTNq/Ieru2rGBuVvOXroHfvt3o0LoRbl67ghnzBHupu/XohJPHBVucdO3hjH+q14SHkz0Ge7qgU9ceaNRU8BJk9IRpKFGyJJzs26Gva3fUrlsf3R1dFSob5l2yau16voVR00b1cPXKZXgvXsbTunS0w9FAwdozJ5deqFmrNrp36QhXl55w6OGI5tYtc0wrqFoy9Cxevg4HmBHSoiFuXL2MOQuWCK7TrQOC06PMd+/pgmo1aqFXj87o5+4M+2490aSZNU+bOHUmD8bX0bYF+vTqgaYtWqJLtx5ya2EDpNneq3D4wB50t22K2zeuYvIsgWdPX+cuOBN8NNvfh4c+479hW8/Zt22ETq3q88/yhbMVKBnlulekJXs9y1atw749u9CyaQNcu3oF872X8jSHLu1x7KigDrPI6TVq1oJj987wcHVCV4eeaNZcUIf79BuAipX+QteO7dDHzRk2tu3RpWv3At2eMvSsWL2Ov9ho3rg+rl29jAXp96pr5/YIChTocXTuxcvGoWsn9HZxRHcHRzRvIdCTV7BnFItKfuLwPgzo0Rr37lzD0InzeNr4/j1w6cxxwTPqBHtGPcUgx7bo06UZ/yycOpzn6zVgDJ8dHNarPRbPHINurv3xTy3Fnt+sv5k4dzmO+e+Fh701Qm5dw6ipApfkkX2648LpnKOTDxg1BdcvnYNbp2bYtWkFxkz3RsnSRgppmTZ/BQL9fOHSoTn+u3kN42Ys4GmD3briXC4ipXsMGgWrshUwxK0rRvVzRvM2dtwYV0TL9AUrcMTPF87tBVrGzxRoGeTaFedysT3jxNnevD92at8CM8YOgYNLH9Su31huLRl6ZixYiUC/PXBq3wx3bl7FhJmCpYSDXO1x9sTRXOhZhPDQp3Bs3xwzxg5WWI+ytW+l53dHLi/0/xPVvNAPZdpo+hdsJ8Yil7Ptuxh+fn6YOHEiN4QzYFuBsUBqbJabzW6zwGv//fcfX1vIXMN79OiBkSNHYteuXahduzYP1NalSxceqVzWORiTJk3ibuvst4MHD+bnvHLlCk8rV64cj3Y+duxYzJw5E507d5b6vbwM8nsIZaFy6fxZc60o44YshrJwwU8wUFEGTIsp130y0FEsMN2fwJeU/I0FIQ8fkzKXECgDhga5X/ZD/D4kg3z+TtLyeBnVz6KppjwDyQfR2Qcd/dVoqKlCWdBQovukbMtvC/GFjMpBcZHllcpAMR3lqcPyoNVlE5SVpEOeKEj8UYb3nwIZ3llDhrdsyPAuOJDhnTVkeBcMyPDOGjK8s4YMb9mQ4Z01ZHjnDWR45x1/XFRzgiAIgiAIgiAIogC+3SnAKM8rO4IgCIIgCIIgCIL4P4QMb4IgCIIgCIIgCILIR8jVnCAIgiAIgiAIgshxa2RCcWjGmyAIgiAIgiAIgiDyETK8CYIgCIIgCIIgCCIfIVdzgiAIgiAIgiAIQgpyNc87aMabIAiCIAiCIAiCIPIRMrwJgiAIgiAIgiAIIh8hV3OCIAiCIAiCIAhCGvI0zzNoxpsgCIIgCIIgCIIg8hEyvAmCIAiCIAiCIAgiHyFXc4IgCIIgCIIgCEIKimqed5Dh/X9Ix4oloSzMC34KZeKC3zwoC03sJ0FZ+PfgXCgTOpq6UBbUVJXLMehjchqUhcTkr1Amin/7DmXh2/cfUBY01VShTHxO/fa7JSgtH5OUp32X0NOAMvFJifobZTJDVFWUSQ3w4bPy1GEtdeXq+4rpKJce4tejXCNKgiAIgiAIgiAIgvg/g2a8CYIgCIIgCIIgCCnI1TzvoBlvgiAIgiAIgiAIgshHyPAmCIIgCIIgCIIgiHyEXM0JgiAIgiAIgiAIKcjVPO+gGW+CIAiCIAiCIAiCyEfI8CYIgiAIgiAIgiCIfIRczQmCIAiCIAiCIAgpyNU876AZb4IgCIIgCIIgCILIR8jwJgiCIAiCIAiCIIh8hFzNCYIgCIIgCIIgCGnI0zzP+L+a8V65ciWsra1/6TXPnj2L58+f8/9fu3YNFStWRHR09C/VQBAEQRAEQRAEQSgv/1eG968mJiYGAwYMwJs3b/j3GjVq4OLFizAyMoKyEv70ARaOdsdYx1ZYPnkQXsfHSOVJ+vwJPounY6KrLSb1bg+/LSvw7dtXnvb9+3f4bV6Oia7tMLl3e5zy26mwlsqGRbDJpRqCh9bHSocqMNbXlJmvZy1j+PWrg6OD6mGqbQWoF5autpNtymNi23L4GZ4/vo9Jg53h0akJZo3ui4RY6RcoXz5/wpqF0zCgR2sMcmyLbWsW4WtaGk978yoBi6ePQr9uLTHExQ6Hdm3CzzLMxRobZrrITNPUUMPWuW6IO78Qz47NhnOHerlKU6Rcpgx2QZ/OTTF7TNblss57Ogb1aIMhTjbYvjazXN6+SoD31BHo380aw1zscNh3K36G+yF34eRgj8Z1a8LTzQXRUZFSeVg9XbxgHlo2qY/WzRrBZ8tGYdqnxERMHDcK1o3ro1Wzhli80Atfvwrqt7yEhNyFQ9fOqFe7Onr3ckJUpGwtC73momnDemjepAG2bNqQqzRFePwgBIPcHNDRuh5GDeyN2OioLPN+/PgBrl1tER+X2Qe8epmA6eOGoWvbJnDu1Bq7tq5XWMvTR/cwpr8TnO0aYcrwPoiPzVpL4scPGOTcAS/jY4XH3r19jYXTRsOtU3MMc7PH1fOn8bvrzdRJ43idaduiCbznz0VaWqpiWu7dRa8e9mhWvxb6uWetZclCL7Ru1gA2LRpj+1bZ/cn0yeMxa+okKIqy1eGH90PQx7kb2japgyF9XRETLVvPysXz0aFVI3Rq0xS7t20Wpn39mgbvuTPQsXUTnrZq6UKev6BrEbbv3g7o2DKX7btbFu3bpgmcO/9c+2ZaBvd2QKeW9TA6By2sfbvJ0DJ19GB0bdsYzp1awXfbzz0vlam/efLwHob36YlubRtg/BAPxMVkr6VPDzskxGVq+fbtG7auXQbnji3g1LEFNq70VrjePH5wD0Pce6BLq/oYO8g9Ry3u3dshQeQ+vX6ZgGljBqO7TWP06twae7f/3H1i44kJg5zRu2MTzBiV9Xhi9cJp6OfQGgN6toWPxDjLe/ooeHZticHOdvD7iXHWo/sh6O/aHXbN62J4f7fs29OHD3DuYoP42MyySUlOxrxp49GxVUP07NgKwUcDFNZC/DmQ4f0T/PjxQ+y7uro6SpYsCVVVVSgjaakp2LxgElp2doLX9mOoWK0OfBZPk8rn77MKKioqmLnRH5NX7sbz+7dx/exxnnY+6AA33qes9sUIr3W4dCIA929clFuLumohzO1YGXtuxMBu9TXcjPyAGXYVpfK1qFAcnaoZYrBvCLptvAEDrcJwrmMilqdx2WJoVakkfobU1BQsnTUW7bu5YsOBM6hSsy5WekkPZndvWo601FQs8wnA/LW+CH36EEcPCl4+bFg6GyUNjbFmz3FMX7QRF04dxaX0cpMXFZVCGOPeGvNGdM4yz6whHaCjpY4ybSajx+iNmD+yC6pWMMkxTd5yWT57HOy698L6/adRpUY9rJ4vXS57Nq3geZf4+GPemj0Ie/oQQRnlsmQWTC3LYM3eE5ixdAtOBR7AgzvXoQgpKSkYM3IoXHv3wdlLV1GvQQNMHDtKKt/e3TtxL+Qu/AKPY8uO3fDbtxfnz53laUsXLYCqiiqCTp3DwcNBuHXjOgIP+yukZdSwwXD38MTFy9dRv0FDjBszQrpsdu3gxs2RoGBs3+mL/ft8ce7smRzT5CU1JQUzJ45Cd2d3HAy+iJp16mPetHEy80aGh2HcEE+xwR5jydxpMDQygW/gGSxe54OTQUdw5kSQ/FpSU+A9fQw693CFj/85VKtVD0tmT5SZNyYyDDNG9xcbBDNWzp8GNXUNrPc9hpFTvbB+6VyEPn2E31Vvli/xRmpKKg4fOwnfgwF4eP8edvhsVUjL+FHD4NK7D05duIK69Rti8vjRUvn27dnFDfQDh49h47Zd8Nu/Fxf+FWjJ4N8zp3Di2FG5NShrHWZ6powdDkdXDwSeuYzadRtg5qQxUvn89u7iRvGug0FYvXknAvz24dL5czzNf78vEuJjsfdwMLbt9ceNK5dwIuhIgdYi1b6P59C+I8IwbqiM9j1vGgyNTeB75AwWr/XByWMKtu+UFMyaOArdnN1xIF2LVxZaorLQsnjuVFiUKYd9R89h2cZdOOLnizs3r8mtRdn6G1Y286aMgr2jG/YEnkf12vWwcOb4LMtm0oi+Ulr89+7A/bu3sGa7H9ZuP4iQ2zdwJjhQIS1zJo1CN6fe2HfsAmrw+5S1lglD+8p8JrD75Bt4Dks37ESg31789xP3afHMsejQ3RWbDp5B1Zp1sXye9Hhi10bBOGvFtgAsXCcYZwUeEIwn1i+ZjVKGxljnexwzFm/E+ZNHcenMcYXKZvqEEejh4g7/k5dQq259zJ4i3b4ZkeGhGD3YQ+zFEWPzuuVISk7CvsDTmLlgOdatWIQXz57g/zWqubJ+ChpKbXgnshmGqVNRv3591KpVC66urrh3754wfe/evWjdujX++ecfPvP84cMHsd8zt28/P79sj124cAE9evRAtWrV0LRpUyxdupS/bWTExsZi5MiRaNCgAf7++2+e7u0tePPI3MlbtmzJ8zFdzM1d0tU8OTkZy5Yt4/mqVq2KTp06ITg4WHhtpoPpz/i3SpUqsLe3x61bt/KlPJ/dvw3tInqo1aQ1CqupoU1XVz7jHR8VJpbPof8YOA2ZCHUNDSR9TuSzOtpFdHna7QsnYd3JETq6eihpZIomtva48W/m35Rbapjp42NyGk4/eY2v339gx7UomBhowqKYlli+9lUN4XMlCnEfU5CU9h1zjj/DsQcvhen6moUxoIml2DFFeHj3Joro6qFhi7a8bDr39EBCXDSiI0KlXrZ0dvKAppY29AyK8vzPHoXwOqGupo5OPd3575kBXrNBUzx/lFlf5WHTrF5oUL0sthy6nGUeB9vamL8pGEnJabj9MBL7g2+hp23tHNPk4dHdW/xeN2guKBf297G34TES5QL8QCfHzHJh+Z+l/+2jZy6FQ+9BUFUtjMTED/j+/Ru0dIpAEW5evwY9PX3YtLODmpo6PPoOQHRUFEJfCJZ7ZHA86Chc3Dygr28AM3MLODg6IyjwME+bOGU6ps2aC01NTd7HsAG2vr6+3FpuXL8KPX0D2Nq1h5q6Ovr2H4ioqCi8SF96kkHQ0UC49faAvoEBzC0s0NPJBUePBOSYJi93b9+Arq4eWrSxhZqaGhzd+vLZjYiwF1KDiPFDPdG1Zy+x47wOa2igp5sn/z0zwBs0aY5H9+/KreX+Hdae9NHY2oafy965D5/ZiAoXrzfREWGYPro/OnRzFjuenJSEe7evw7X/CGhqacGqXEU0bN4G/56S30jIq3rD2n6ffgOgra2DosWKoW279rh39z+5tdy6IdDS1lagxd2zP2JkaDlxLBDOru5CLd17OuFYuhbG+3fvsGr5ErTv1AWKomx1+M7N67xsWrVtx+tNL49+iImORnioeB0+FRyEHi69oaevD1Mzc9h3d8SJYwKDlnkPfP/2nX8YhVRU+EvxgqxF2L719NCitUj7js2mffeQ0b7VNdDT9efbt6SWntloYUa3vYQWxizvVXDvPxSqhQsj8cN7rk9HweeCMvU3IXduoIiePpq1EpSNQy9PxMVEIzJcvGyYtskj+qGzg7RHW3CgH9wHjoC+QVHoGxTD1PnLudGs6H1qnn6ferh6Ij4mCpEy7tOEYX3Rpae0lpneK9G7n+A+fUy/T9pFivzUOKtR+jiri6MHXmYxzmJpssZZrJ8SHWfVatCUezvIy51b16Grpw/rNoL27dy7H2JjohAuUTYRYczo7oNujq5S5zgdHAQX9/7Q1NRCxcp/w7q1LU4dV/xFKPFnoLSGN2t4ffv25YOA9evXY9++fahevTocHR3x8OFDBAYGYtasWejduzcCAgJQs2ZN7Nq1S65r3LlzB/369eNGPTN+58yZA19fX6xZs4anDxw4kA/Mt27diuPHj8PDwwObNm3CmTNnuDv5/v37eT5mdLM0SUaNGgV/f3/+8uDw4cNo1aoVhg8fjlOnTgnzxMXF8Wsyg/7QoUPQ0tLChAkTpGbT84KEmEiUNrEQfldRVUUJQxN+XBTWwRZWU8dW7ymYPagHipU0RJU6jYTnKCVyjlIm5lK/zw3mxbQR+TZJ+P37DyDmfbKU4V2+pA50NApja6/qONS/Dtzqm+HN50z3zpEty2LPzWi8+pSCnyEuKgJGZpZiZVPayBRxUeFi+fqOmAKLMhWE3/+7cQlmluW4h8DomUugX7Q4P85cl+/dvgYzy7IK6Zm0zB9dh69DwuuPMtMNdLVQurgenoTFC489DU9ABSvDbNPkJTY6HMamkuVigtjoCLF8fYZPFiuXuzcvw8xK4PrPHpTM6J4+vDd3Wa9WpxHKVPgLihAeHgpLqzLC78y7xNTMDOFhoTLyWQm/W1haCvOwBzYb/I4fPQKd27WBkbExmjRrIbeWsNAwWEloMTMzQ5iklrBQWJbJzGdpaSXMk12avLAZCzMLKzE9RiZm/LgoJUqWxpa9R9C6XUex49zLZeEKFC2WUYfTcPv6FViVKS+3lpiocJiItCempbSxKT8uSvGSpbByuz+at+0gdvzHj++8D9TQzFx+oqKqItMt8VfVmykzZqNCxUrCtMsXzqNc+cw6n1siwsJgIaHFxMwMEeHi9yk8PExMs4WllViehfNmoVfvPihVqjQURdnqMJupNbcUr8MmpqbcMBDLFx4Gc5G6bmZhKcxj16krXjx/ivYtG3L3blbW1m1sC7SWLNu3cRbt21eO9l22/C/XwmB9MBtrDPN04u7zdRo2QYXKf0MRlKm/iY4Mh6m5uBYjE1N+XExLqdJYvysALW3Eyybpyxf+wjQ2OhL9nTuhd7e2OHnUH8WKy+/VFx0ZBlOJ+2TIngkSWkqUKo1New6jla30feLP78KFMaKvM3dZr9OgCSpUUuw+xUZFwFhinFXKyBSxEvep38gpsCgrMs66njnOGjtzCQwkxlnmVmXzpA4bs7KR6IdLliqN7fuPoq1dJym3/Pfv3kq1fck2QBAFxvC+evUq/vvvPz5jzGajy5Ytyw1ZZnxv374dO3bsQLt27eDs7AwrKytuQLdoId/gmZ2DnXvcuHH8/GxGmxnzxYsX57PVbIZ69uzZqFSpEh+MMCO/RIkSePLkCW+kxYoV4+dhs2U6Ojpi537x4gVOnz6N6dOno3nz5lzj0KFD+ez3unXrhPnS0tIwc+ZM/neVL18e7u7uiIyMxKtXr5DXpCYn8RktUdQ1NJGakiwzv8vwqZi9OQCfEz8iaI9gHU1qcrLYOdjv07L4fXZoqakg+av4mqWUr9+goSbupl9EszDa/lUS4w49RO/td7gh7lLXlKdZVygBbXVVHL3/c7PdjOTkJGhoiK8xZ39bSjZ/257NKxEbGY52XcXfnn//9g3rF8/gs1lNWrVXSE98FgZ3BjpagnvwJVmw7knw/1Roa6plmyYvKazOaOa+zjB808vF1t5J7Phk7/Xw3nQAj0Ju4UyQuCdKbklKSuIz1aKw76y9Ss5gsJmLzDxaUnlmzVuA42fO87Vb61avUEDLF2hqSWph10mS0qylKapFE8lJyTmmyQv7m0UHjgxWp9k6NFG0dXSgpa2d7bmY18+iOcz1Uh2tZAyac1dvpLWw/kMULW0daGlJa2HH//qnJnZtWsXbYPiLp7jy7ynuqvi76w1jxdJFCAt7AWe33vJrSc5KS5K0FpF8onlOBh/Dly+f0bFLV7mvX+DqsIx7wPSJl42WsJ4zD63WNnY4fPICfAOCERH6Aof27SnQWjKuI61H+hklV/tWU5dpbP1KLYtWb8Vm38Pcnfqov2AyoyD3NykyxhIy+2Ft2WXz+VMi//fK+TNYtHY7FqzcigtngnH6uPxLFFg7lNKimXstoixctQUb9wTw+xTkf0BuLVxPVmWTzXhi96aV/AWKXTfpcda6RTP4JFFTBcZZkv0r1yKjH86qDmfkE20HrH9g9///kd/tTl6IXM3znwcPHvA3kMyYZkHLMj5slpoZtU+fPuXu26KwdHlg52CGtyht27aFk5MTb5AuLi64ceMGnwlns+/MMH/9+nWuglww45zBZtNFqVOnDr+uKMzoz0BXV1dokOc13EiWeJAwA4p1FrJg6530ihZHK3sXPLgpcHlW09AQO0d2v8+O5LTv0JAIkqZRWBVJqQI3/wy+fvuOg3fi8OpTKj4kfcXeWzFoWKYYimqroW9jcyw6Ke4SqSj8IZ0iXTbM1UkSFmhu49I5uH7xNCbNXwNdPYPMvys5CYtnjEZcdCTGz1nBDZf8gBnSDC2NTGNaW1Mdn7+kZJuWV+Ui656zctm0bA5uXDyDCV6rxcqFwdwcDU3M0ap9d9y5Jn9cAOGgVkIPGwhrSzwYNSUGF+y+SObR0NBAiRIl4ebRFxf+PaeYFhmDcDaIkdSSLDKwENWbXZq8sAGA5L1iAxpZA83sSE76ghnjhvMZmrlL1ijkGiuoN8lSWkSN2pwYNnE2Xr+Mx4Ce7bB9/TK0aNsB2gq6ouZVvWEzLLOnT8HpkyewduNWGBgUVUCL9MCXa5G4T5IDZJaH3cs3b15j7cplmDh1ptzXLgh1WPI+sYGs5MBXMh/TnFHP58+agpZt23E3UiNjE7h49MPRw34FWkuW7Tu9Tsjdvsf/ZPuWWTbya2GwF/kmZhboYN8D1y+fl/v3ytbfyHpmCrTkrmyYRxajm5M7rzeljYxh06Errl/+V8E6I1EuyfKVi+R9av+z9yk1d2XDxhMbls7BtYunMUXGOMt7xmjuFTBhrmLjLFkvingdzmXfpaEhKEPRc7D+QVPBvo/4c1Baw5sZt0WKFOGu2qKfoKAgrFghmJ2SNIDZOo3skIxcXLhw1tuYf/nyBT179uSz03p6eujSpQt2794NQ0P53XVFYS8TJK8r68GXH67mzEX8pUikT/bG8HVcDHcXF2X93HFCQ5vxNS1VuCa3tMQ5XjLXc2Px3+eGyHdJMCua2fmrFAJf4x31TvxtIfteRCNzFlyFveECUNvCAMV01LHVtQaPdu5Ux5QHWGMu6YrA3J/iRVzmWdkkxEbByDTTrZ7BAn4wwzoq/DkPFMbc2TJgngFzxvZHIZVCmOK9Hrr64oZnXvLu4xe8fJuI8halhMcqWJbG0/CX2abJi5GprHKJllkuS2aMQVT4C0xbullYLqweTx7sjMiwZ2L1SSc9ZoC8MDfgyIhwsZmbqKhI7oYrCnPpFM0XER7O3YYZI4YMwMX04EcZ2tnaaHmxKlOGn1dMS2Qkd7UV1yyej7kQW6S7M2eXJi/MbS46KkJMD4vSamqR6dqXE4kfP2LM4D68Di9avZmvMVQEE3NL/vJJVAtbWyjqZpizlg8YO9MbWw+dwbSFa/AqIQ6WIu6Hv7repKamYtSwQXj+7Bm27tjD1/MqArtmZKT4fYqOjBRza+aaLcuI5WNu5uy3169expvXr+HUrTNaNq7Ho50Hs/Xg3bMOxFhQ6jD7+0Rdcpketv6duXCKwtw7Rd1loyLChXlYtGzmRp0Be95m96wvCFoYZuYy2ndMlJhb869q30xLzE9oYc8FtvtC6PPMSYi01DSFnwvK1N+w/jZGZCkW08Jcx03NxJ+ZWcHuCSuHz58/CY/xsa4CQ0JWD2NEdkwQaImU6z4N6e2AMNH7xJ7f6RNE8sLuh+h9yhhnGcsYTyyaPhqRYc8xa5n4OOtT4kfMGtOfjwWnLVrPY1QoAutvoyX64ZjoKF63cwOL6WBQtJjYOXjbl6M9En8mSmt4V6hQAZ8+feIzvxYWFsLPxo0buQt35cqVcfv2bbHfiAZeyzDE2TkyiIiIkJpplvzNtm3b0L17d74tGJt1Z27tw4YN427t7EUA2zoswyjOzsWBBVljSAZKu3nzJsqV+7ltrxSlfJWaSPzwDtfPHuNbM5w4uB3FDY1hKLKGl2FWpgJP+/LpI969TsCpQ7tQp1lbnlazcUucPrQTie/f8cBsF475oVbTNnJruR31gc9at61cEoVVCqFXPTPEfkhGhMi6b8aJR6/QuZoRShRR54HUetY2wb/P3uDko1dou/Iq7NZc45/dN6Jx6vEruO+QP9gR469qtfDh/RseiZyVjb/vFr72yESiE9621hufExMxecE6HvRElBVek1C8ZGmMmraIzyTlNweCb2HKQDsU0dZAjcpmcLCpjX3Hb+aYJm+5fHz/FhfTyyXAd6vMcmHbh7H6Mmn+WrFyYW2ErfU+tHMjf/POgrKdCjyIhtY2Cv3NtevUw9s3b3gUcjYA2LJxHUxNzWBVRnyNVxubdvDZvInnZQGOWIRom3aCdX2VKv+FLRvX8+124uPj+JZR7TrI725Zp2493h8cCfDnA4WN69dyY6yMiAcLw8bWjm+xxPIyo8Z3907Y2XXIMU1eqtWqg/dv3/BIxazf3LNtI19baG6Zuf42J+ZNHYtSpQ0xff6yXM/QyOLv6rXx4d1bnDsRyLX47doMQ2NTsfWGObF55UIE+fnyQeed65dx+9olNGtt99vqjbfXHG64rN/sg2LFBWsMFaEW1/IaQUcCuJatm9bzNd6SWlrb2GL7lo14+1agZb/vbh7QzdauI/69egunL17jH1d3T7S1bY9d+/0LfB2uUasu3r15g+NHWdmkYceWDTA2NYOlxBpOtk6abdv17u0bvsWX3/49aG0jcDet26AxNq9bhU+fEvkLCpavWcvWBVpLnrXvaent2+vn2neGllPpWnzl1MKeC1blymPn5rV8xpAFZQs8tBfWbe0KfH9TtUYdvvb3zHFB2ezbsQmGxmYwk6NsWrRuh0N7t3Mjk0U8P3b4ABo2EwTzlYd/ajItb3A6/T6xrcDYWnx57hN7+bBryzp+n1hQtsBD+2DdRsH7lD7OYpHI2Xji0J4tPJaO5HjCZ403d7mfulDGOGveJL4mffT0nxtnVa9Zl7fZE0GHedns8tkAYxNTsfgbOdGilQ22bVyDL58/4+njBzh9IogHa/t/5He7kxciV/P8p0mTJty4ZlHF2XpvZjR7eXnxIGjMYGZruk+ePMmDnYWHh/P12qIRwxls3TQLgPbo0SMekG3GjBlis8uenp58Hfny5cv5Of79918eWI2tyc6Y2WZB0dh+3cxgHjRoEG+gbOaDkeFOx1zHWRA2UZhG5ibP1m+fO3cOYWFhWLVqFX9pICsQ26+AuQr1n7wQ54MOYpJbOzy5ewPuY2bzNK/hLrj57wn+/zbd3LjxPXeIE5ZNGohaTVqhQWuBYdLUrhvKVK6GBaPcsHTiADRu2xlV6zaWW0vq1+8Yf+gh7GsYIXBQPdQ218f0QIF7/jbXGmidvj3Yvlux3KBe07MqdnvUwpOET9hzU3rv8bxwwx87axlOBOxFf4dWuH/7OoZN8uJp4/o54NKZY3xvyXPBhxHx4gkG9mwDj85N+WfBlGF8Bvz+7Wu4e/MKPLu2EKZtXiE4R17x6tJiNKohGPhNXXEYb99/xqPAmdi7uC/GLT6IkKcxOabJWy4sKvmJw/swsEdr3L9zDUMmzuNpE/r34Nt4sHL59wQrl6cY7NgWnl2a8Y/31OE8X68BY/iyheG92mPJzDHo5tof/9RqoNDfz9xal61exw2ilk0a4NqVK5i/aClPc+jSHseOCtbBscjKNWrWgmO3zvDo5YSuDj3RrIU1T2ORqStW/gtdO7RDH1dn2LRrjy5duyukZdXa9Xw7paaN6uHqlcvwXryMp3XpaIej6RGonVx6oWat2ujepSNcXXrCoYcjmlu3zDFNETe+2YtW4fD+Pehu2xS3b1zF5NnePK2vcxecCc4+2mr4i2f8N2zLI/s2jdCpZX3+Wb5wtkJaJs5bjmP+e+HexRp3b13DqGnzedoIj+44n4towQNHT8H1S+fg2rEZdm5cgTEzvFGytBF+R71he3gHHDqIJ48foXXzxmhSrxb/DBvYTyEtS1YKtLRp1pDPYM9buERwffsOOJ6uxcHRBdVq1uIz2Z5uzujavSeaNhfU4bxC6eqwpibmL1sDv727+b7YN69fwQyvRTzNzaETTh4TbKnUtYcz/qleEx6O9hjcxwWduvZAo/QAiaMnTONLSJy6tEPfXt1Ru259dJcRkbggaRG2b+9VOHxApH3PkqN9h6a376uXYN+2ETq1qs8/irZvFpU84MAeOKRrmZSupV8utDAGjhjPz+PSuQ13fXftOxi16wmCuBbk/oZpmT5/Bd8ezblDc7711vgZC3jaILeuOHcyZy0eg0bBqmwFDHbripH9nNGijR2at26nkJYZC1fi8ME96NmuGe7cuIqJsxfytAEu9jh7Iuf7NGDEOD52dO3SFjMnjEAvz0GoVa8hFIGNJ8bNXobgw3vRt3srHkl++GTBGGlMXwdcTB9nnQ0+jPDnT9C/Rxv07tSUf+ZPFoyzWDC1/25cgYd9C2HapuVeCrXveUtWw3//bnRp2xi3rl/FtLmLeZqHY2ecOp7z9m19Bg3nM9/O9jaYPn4EBo0Yh3IVMgNwEoQsCv3ID5/mPOLt27c82vfZs2d5ABdmzA4ZMgTW1oLBB3M7ZxHF2fZdzMhma7xZtHMWdZzx/PlzbmzfvXsXpUqV4hHFWX4WrZxt28Vg52au68+ePeN5unbtytNZ9EQfHx/+YTpKly7NZ73Ztdg6bzYzzpg0aRKOHDnCtyRjW4KxrcWYcW1qasrd1ZcsWYJjx47h48ePfBafbXvG8jHYS4SJEycK14Mz2JZkoudQhOMP8j4wm6LMCxZfz/67WdJFPC7A76SJvfT+lb+Lfw/OhTJR2UQxV7b8QE1Vud5Pxn9QLHBVfpCYJL5853djWVJ51td9Y1s1KAmaEkErfzfvv+R9DJP/F5Il4pz8TpSnBgv4lKw8/Y1kjJrfiaqqcs36ffisPO27lL54ALXfjWnR/In7k98U67UbysrbHeKBfJUdpTa8CcUgwztryPCWDRneWUOGd9aQ4Z01ZHhnDRneWUOGd9aQ4S0bMryzhgzvvKG4q2K7MfwK3mx3REFCeXoOgiAIgiAIgiAIgvg/hAxvgiAIgiAIgiAIgshHFNvXgiAIgiAIgiAIgvj/RrlWMxRoaMabIAiCIAiCIAiCIPIRMrwJgiAIgiAIgiAIIh8hV3OCIAiCIAiCIAhCikKFyNc8r6AZb4IgCIIgCIIgCILIR8jwJgiCIAiCIAiCIIh8hFzNCYIgCIIgCIIgCCnI1TzvoBlvgiAIgiAIgiAIgshHyPAmCIIgCIIgCIIgiHyEXM0JgiAIgiAIgiAIKcjVPO+gGW+CIAiCIAiCIAiCyEdoxvv/EB015bmtiztXgTJhWkwLysK/B+dCWWjWdTKUiTfXVv5uCUpL1JskKAvqqsr17rawivLo+fHjO5SFj0lpUCZeJ6ZAWdDRUJ7nJeNLyjcoC5ejX0OZ+KuYHpSFhC/JUBYS075CmahUVHnuU9irz1AmTIuq/24JxG9GuZ44BEEQBEEQBEEQhHJAnuZ5hvJMDxAEQRAEQRAEQRBEPvP9+3esWLECTZo0QfXq1dG3b19ERUVlmf/NmzcYPXo06tevj3r16mHkyJFISEiQ65pkeBMEQRAEQRAEQRB/DGvWrMHu3bsxe/Zs+Pr6ckPc09MTqampMvOPGDECsbGx2Lp1K/+w/w8ePFiua5LhTRAEQRAEQRAEQciMaq6sH0VhxvWWLVswbNgwNG/eHJUqVcLSpUsRHx+PEydOSOX/+PEjrl+/zmfFK1eujL/++gv9+vXDvXv38P79+1xflwxvgiAIgiAIgiAI4o/g8ePH+Pz5Mxo0aCA8pqenxw3qGzduSOXX1NSEjo4O/P398enTJ/4JCAiAlZUV/11uoeBqBEEQBEEQBEEQRIGiZcuW2aafPn1a5nE2s80wMjISO16qVClhmijq6uqYP38+pk2bhtq1a/PZdpZ3586dUJFjRxWa8SYIgiAIgiAIgiCk+H90NU9KShIa1KJoaGggJUV6y8sfP37g0aNHqFGjBnbt2oVt27bB2NgYgwYN4rPfuYVmvAmCIAiCIAiCIIgCxeksZrRzgrmOZ6z1zvg/gxndWlpaUvmPHTvGZ7fPnj2LIkWK8GPr1q1DixYtcODAAfTu3TtX16UZb4IgCIIgCIIgCOKPwCjdxfzly5dix9n30qVLS+W/efMmX8+dYXQz9PX1+bGIiIhcX5cMb4IgCIIgCIIgCEKK/0dX80qVKnEj+tq1a2KRyx8+fIg6depI5Tc0NOQGtqgb+pcvXxAdHQ1LS8tcX5cMb4IgCIIgCIIgCOKPQF1dHS4uLli0aBF3V2dRzkeOHMkN7DZt2uDbt2949eoVkpOTef7OnTsL9/Jmedln1KhRfE24vb19rq/7xxveFStWhJ+fX67ysr3abG1tUaVKFSxYsCBPrt+rVy9MmDBB+P3WrVvcnYEgCIIgCIIgCILIe9ge3t26dcOUKVPg6OgIVVVVbN68GWpqaoiLi0Pjxo0RFBTE87II5rt37+ZB1tzc3ODu7s7zsWO6urq5viYFV5OD9evX80JmN0GeQpYHJycneHl58VD1+UHok/vYsWYhEmIiYVG2ItxHTEUpI1OxPF8+f8LudYtw//ZVHiK/duOWcPAYhsJqavj+7RsObl+DS6eOshB/qN/CBg59hssVSj+D54/vY+vK+YhnWspVRP9R01HaWFrLtjXeCLl5BSqqKqjXpBWcPIdzLW9eJWDLCi88exQCDU0ttGrfDZ16uitcNg/vh2Dx/FmIjoxA+YqVMXH6HJiYmovl+f79O1YvW4gTQUegoqqKHk5ucHLrw9O+fk3D0oVzceHcae7+0tqmPQYNH6Nw2fisnI+4mEhYlquIflmUzXaRsqkrUjZvXyVg8wovPBcpm44/UTaMYS7WqFLeGP2m75RK09RQw9ppTrBp8jc+fU7BjDWB2HXkWo5pinAv5C7mzp6BiIhwVK78F2bO8YKZmfR9Wuw9H0ePBPD71MvVHe59+orl+fDhPZx6dMXGzdtgbCJetrklJOQu5sycLtQye+58mJlLa1m0wAuBRw7z++Tq5g4Pz345phX09v2Cte9VgvbN6nBfVoeNZNfhe7cy67BjH0EdzoA95LwmDESlqjVh79Lvp+rNnFmZ92rWnCzu1UIvHBW5H+59+uWYJi/3Q+7Ca85MREaEo1LlvzB99jyYyqjDSxfNx7HAw1BRUYWza2+4eQjq8KfERMybPR3XrlzmWmztOmDYyLEoXFj+R/oD1u/Nm4WoyAhUqFQZk2bI7vdWLV2IYNbvqaiip7MbnHsL+r1eDp2QEBcrzJuWlgZDYxPs8TuqUNk8fXQPG5Z6ITY6AmXKV8KQcTNgaGImM2/ixw8YN8AFM5esRylDY37s86dErF00G/fu3IC6ugba2fdEF8fcBb2R5PGDEKz0noPoqAiUq1AZoyfPhrFp1lqGePTEgpWbYGhkwo+9epmAFQtm4eH9uzx4Twf7nujp5glFYWWzfuk8YdkMHTcz27IZO8AZs5ZsECubNbxsrqeXjSPsFSybuBePcHLrCryNj0Zpy/Kw7TsGBqUF18kg5ctnnNi6DBH3b6OQigr+amiNZj378T45NekLTu9cgxe3r0BNUwv12vdA9ZYdoCgvWN+3eqFgPFG2IvqMlN337Vq3CPduCfq+Ok1aoodI33dg2xpcZH0ffqB+cxv09FSs74t89hD+G5fgdVw0TKzKo9ugCShuKKgTGSR/+YRDGxbj2d2b/BrVm7SGba8BUFUtnG2avMQ8f4TjW5bhbXwMSluWQ4f+41BU4j6x6x3bvAxh927x+1SlUUu0dOrP79OGcX3w4XWCMO+3r19hULI0BizeBkVQpueCMj0vlZ2fcelWZlRVVTF27Fj+kcTU1BRPnjwRO1a2bFkeUO1n+P+rHfnIhw8fULlyZZibm6No0aIoaKSlpmD1vAmwsXfBij0n8Vf1uli/cIpUvgNbVyItLRXzN/lh5qpdCH/2CMGHdvG0YP/deHr/Dmav8cXstb54FHITV84I3gbJQ2pqCpbNHge77r2wfv9pVK1RD6vmT5LKt2fTCq57qY8/vNbsQejThzh6UGD4bVgyC6aWZbB27wnMWLoFpwIP4P6d6wqVDVuzMWXccDj28kDg6cuoXa8BZk4aI5XPb98ubqDvOhiE1Zt2IsBvHy5dOMfT/A/48gHo3oBgbPP1x42rl7iBrkjZLBcpmyo16mF1FmXD8i7x8ce8NXsQ9vQhgiTKZo1I2TxQsGxUVAphjHtrzBshcLORxawhHaCjpY4ybSajx+iNmD+yC6pWMMkxTZH7NGrEELi598H5S9dQr35DjB8zUiqf7+6d3NAKOBoMnx17cGC/L/49d0aYHhYair4eboiNiVFIh1DLsMFw9/DExcvXUb9BQ4wbM0Iq355dO7iBfiQoGNt3+mL/Pl+cO3smx7SC3r6XzxkHu269sG5feh32kq7DvptXIC0tBYu3+mNuevsO8hN/sRMc4IsnD/7Dz8Dv1fDB6O3hiQvp92p8FveK1ZvDQcHYln4/MupNdmnyahk7aihc3fvgzMWrqFu/ASaNGyWVb++endxAP3jkODZv3w2//Xtx/txZnrZs8QI+KD568hwOBATh5o3rOHrYXyEtk8cMh5OrB4LOCvq96ROl+72De3fhwb0Q7PELwtot6f3eeUG/t2NfAE5cuME/fsfOoFRpQwwZKT2IyW29WThtDDr1cMW2gHP4p1Y9LJk9UWbe6MgwTB/VHy/jM41+xr5tG6CppY1NB05g9vJNOHJgFx7cvSW/lpQUzJo4Ct2c3XHg+EXUrFMfXtPGycwbFRGGcUM9xV5AMBbPnQqLMuWw7+g5LNu4C0f8fHHn5jWFy2bBtNHo3MMN2wP+RbVa9bF4dqa3nGTZTBvVT6ps9m5bD00tLWw+cBJzlm/GkQM7FSqbr6mp8F8+E3XsHDB0nR8sqtTEkdVzpfKd27OeGyH9l++Gx4LNiHx0Fw8unhCmfXydgD7eW9FjkjduHDuAZ7cuQdG+b9XcCbDp6oJVvifxd426WLtAuu/bt2Ul0lJTsXCzH2at3oXwp49wPKPvO7QbT+7fwdy1vpiz1hePQ27isgJ9H9Oyc9FUNO3oiGlbj6DcP7WxZ9lMqXxHt69BIRVVTFx/AKOW70Dogzu4/W9wjmny3qeDS2egfvseGLXhEKyq1MKhlXOk8p3eJbhPQ1f5YsCirYh4eBchFwT3qd/CzRi7JZB/WLpe8ZJo6TwQiqBMzwVlel4SfxZ/lOHNNkQfOHAg34OtadOmOHJE3ChiIeKZn/4///yD1q1bY9myZTzMPMPa2hrXr1+Hv78/d09ni+mZIc7cE5o0aYK///4bDRo04N8z9oZjC/Yz8mYg61gG7Dhj4sSJYu7necXjkFvQKaKHes3a8Ld1dg698SouBrGRYWL52JvE9j3c+eBFV78oz//i8T2ediE4AN3dh0JX34CnDZu6GH/XqCe3lkd3b6GIrh4aNm/LtbCZ6oS4GMREhIprwQ90cvTgWvQMivL8zx8JtIyZuRQOvQfxt8CfEj/g+/dv0NbJjDYoD3duXYeenj5atW3HvRp6ufdDTEw0wkNfiOU7FRyEHs69oaevz2eo7B0chcZ1dFQknxn6/u07/87eHKtrqCtUNjq6emiQQ9lAomxY/mfpZTNapGwS08tGS8Gy2TSrFxpUL4sthy5nmcfBtjbmbwpGUnIabj+MxP7gW+hpWzvHNHm5cf0a9PUNYNuuPdTU1OHZbwCio6Lw4sVzsXzHggLRy82d5zU3t0APR2c+U8kIDX2Bfn3c4OKq2ExPppar0GNa7NpDTV0dffsPRBTT8lxcS9DRQLj19oC+gQHMLSzQ08mFz8TnlFbQ27doHe7Ywx0v42MQEynRvn/8QKee6XVYX1CHM9o3Iy46AueO+aN2g+bIk3slrDcDERUtu964svuRXm96OrogMP1+ZJcmDzdvXON9TVtbO67Fo6+gDodKaAkOOgoXN8H1zMwt0L2nM44dFdThCZOnY9rMuXwWNTExkRuJrE+Slzs30/s9G0G/5+rRDzHR0QiT6PdOHg9CTxfxfo/NfkuybsUS1KxTD42aKHa/7t+5iSK6+mjS0obr6ercB/Gx0YgKF6830RECo7tDd2epczAvIdYP//jxnc/SMIOClbO83L19A7p6emjR2pZr6enWF3GxUYgIEy+byPBQbnTb9+gldY5Z3qvg3n8oVAsXRuKH91yXjoL9cO7LJhTTRvVHx+4uuSob0VnE3BL56D9o6uiicoMWUC2shvodHfH+ZRxex4hH9m3lNgxtPUdDTV2Dz35/S0vlv2M8u3UZjbv2hlYRPRiUNEK1FnZ4cPEkFOFRyC0UKaKH+ul9X/v0vi9Gou+DSN/H+pt6zdvgRXp/829wABw8BH0fSxs+TbG+L/TBf9AuoovqjVuicGE1tLB3wZuEWCREh4vl6+w5Ct0GjuNlk/z5E76mpUK7iF6OafIQ8fA/aBbRxd8Nrfl9atTZCe8TYvEqWvw+2bgPh12/MYLrfRFcTyv9Polyds8mWP5VHeVr1ociKNNzQZmel8SfxR9jeH/9+hWenp549+4d34dt+fLl3I8/g/Pnz/MF8w4ODggMDMT06dP5nm0Z7gdsjzZmsLM13hcvXuRh6JlxzKLfrVq1CsHBwdxgZob53r17FdLIzsuYNGkSJk+ejLyGdVZGphbC72zGpKSRCeIkHghuQyfBzKq88Pu9m5dhalkOyUlf8DIuGgmxUZjcvzvG9u6AiyePQL9YCbm1xEaHw8jUUkxLaSMT7kIniufwybAoU0H4/T+mxaoc/z8zdphhOW14b0we7ILqdRqhTIW/oAiR4WEwt7QScz8xMTFFpISxK5nPzNxSmMeuU1e8eP4U7Vs1RKe2TWFhWQbWrW0VKhvjXJRNH4myuXvzMswkymb68N6YMtgF1X6ibCYt80fX4euQ8PqjzHQDXS2ULq6HJ2HxwmNPwxNQwcow2zRFCA8LhaWV+H0yNTPjxyXzWVmVEX63tLQS5mHbRAQcPY6OnbrgZwgLDRO7BtNiZmaGMBlaLMuIa8nIk11aQW7fcTLqcClDE8RGSddhc5E6HHLjMswsBXWYufFtXDoLvQaOhoaMPTXlISxMxr0yNUN4aC7qTXqe7NLkIYLX4TI51+HwUFiI9DUWlpbCPGygyALDTBgzAl3s2sDIyBhNmrWQX4usfs/UlBuTkv2eqBYzC0tESOQJD3uBU8HH0H+ItCdBbomJDIeJuaWYHkNjU35clOIlS2HVDn+0aCvtmmzbpQeuXTwL53ZNMMj5f+ydBViUSxfH/1elFRBb2tZ77QAbmzBREWmwu7u722vXNbEwQMLubuygETswKON7ZhaWfTeAXeBz1fO7zz5XdoZ3/0ycfc87Z860RcNmdihXqbLSWtgqtqm5sG1KlDTl70tSuEgxbPD1Rwv7tjLXYH3EnO6B3V3Q18sJtes1RLmKf0MVmBMpv22EegoVKYZ/FbSNfQdn3jYu9g3Qx7UNGjWzQ/lKVZTW8jYuGkYl00Pc2fYDw6Il8PZZtKAe+9vzaWji4LJpWDfcE/qFiqF09bq87Mf378inqSVxjTzceVeF5zGRKC7H9j2Xsn1eA8fCrFS67bstx/aN6dkZwzzb4MwRfxiqYPtexUahSEkzQdsUKlaSvy+vbbYtnIR5A1xgWKQ4KtSsm2mZMryJi0KhElL9VKwkf1+eFr8lU7FyiAcMChdF2RrCz2MPVe5dOA4bZ9W3SqjT94I6fV/+Evylxq9fjD/G8b5w4QIeP36MuXPn8tVp5kSzvdRpsJh95nQ7OzvzUHK2oX7KlCkIDg7mq9NGRkb8KTNbYShSpAj/0qtfvz6/RtWqVflegLZt26JSpUp49OiRShrZdRls/3hu7CFPTkqAplb6IfEM9nNykihjnzz2bFrODVHL9i58rwvj+oWTGDN/HUbNWY3LZ47g/DHl9/IlJSZAS1tLRktSBlp81y/Ds6gI2Du6CN4fP2815q/bg3u3r+FYYNYS5UmTmJAALam2YXuj07IZiuslJvAxkIa2tg6SUuuwELYWrRxw8PAZ+O4P4Ssj+3bvUKltNOW0TXIW2sZOqm3GzVuNeev28BWB4yq2zXMFDncaejoirV8SU8TvfUlMhq62RoZlqsCiSVibS8J+TkxIzLAer5PaT2zFSVdXT6XPF37GF2jrCMeM6HMSZLToCLRoi/VmVParz29NLeEY1spEy84Ny/AsOgK2qWOYhRaym62/q9VBdmE3SZLzlsFCbuX1lWDc6GiLx01GZcoguo70uJG9FrNJTGN6HVl7NGXGHAQdO40P8R+w6t+lSmtJlKtFObuXxq7tW+DQzhGGhqpvw+LfC3LGsPT3go6uHnR0dOVeg+1BZSvhWwNOYcHaHTh7PARXL5xWWgv7m7Wk2ob9LK1FV08POrrytaQx/9+NWO97ELevX8Gh/buV1iLSkyj7HaVC27Tt7IptAaexYK0vzqjYNilJidDQFGrR0NLC12T588G+1yj0WeqLhM8fcXbvJv5eqWpWOL9vM1/Rff8qDqGnQ/AtNcJQNXujrZS92b1xOeKiI9Cqg4TtO38S4xasw5i5q3Hp9BGcU8H2MTusIaWF/czaTB5O/cdi7Jq9+PIpHkd2bshyWZa0JCbyfhFo0dTCV4njkCRp22c0Bv67C4mfP+LU7o2CsstBe1HVxg66BZSPrFHH7wV1+r4k/iz+GMebOcPsoHPmVKfB9mun3UywlesdO3Zwhzzt1bt3b1729KkwtEwyERoLLZ09ezav27x5c9y+fZuHcqkj3KgkCw0uMzLa2rJf0t++fcWmpTNw7dwJDJu+HPn1DcSJe+w6efCQt8LFSqKxbXvcunxWNS1J8rToyNWydvF0XD57HGNm/YsC+obCa2lqobixGVq07oybl5TXkn5DlSTzJSF9A8PrJSYJbs7S6syeNh7NbO1RQN8AJUoaw827Jw4dVN7Z1VLQNuxBgLy2Wbd4Oq6cPY7RGbRN89adcUPFtskM5kgzdLTSnWldbU18/pKUYZkqsPkqfcPP+kBX6saX15P4AuX9lMnNsfJadBRo0ZN1qgRaEsV6Myr75ee3lJakDOb3+tQxPCp1DMdEPsXpw/5w7jYQOQF3JqVuqJjTyZwUYT2p/khIFI+bjMqU1SJta+T1u/RYlzeG2TEmhQsXgZdPD5xN3XOdXbsn93Ok6knXYQnVjh8ORut2WT9SRR6a2rI3vnwMZ3Fli+lYMnMC7Np34fbSonQ52LXvjONBohD97H8nJCp0ajOCORvGpuZo49gFl88r7+im6ZH+XuBzKot6WNssnjkedu2dedtY8rZxwrEg5bdLcOdNan6nJCXxJGnyyKepCT1DI55ALeymaI97U7c+3CFdP9Ibh1bMwt8NWkBTxQeizN6wPbvSbaOlwPZtXDoDV8+dwIgZQttnL2H7bFS0fdzJlmmbRGgqaBvWlgUMC8GmnQseXLuQ5bKsamH7vAVakjPup/yGRqjbxhlPblwUv//tawruXzzJHe/soE7fC+r0fUn8WfwxjjfbzyTPIU6bPKyMhaKzUPG014EDB3D48GG5B6mz+r169cL06dP5Nezt7XnW8xo1amSog50L97MobmLBszemwUJ2WKhMMakMtiyRxLJpIxAb+RRj5q0VZ3lke1h09QogIfVJH78G2y+GH0prYeFGz6W0vHgWIwj94VqSk7Fw8nDERDzFpEXrxZm92b6bsf1cERX+WKCb7a1SBRZGGSMRzsj6KTYmmodUSmJmboloiXrs32l1WAbbrynpK7tsXKiSZbiEkm0THfEUE6XaZpxU27A9W3oqtk1mvIv/gpdvP6KseVHxe+UsiuFRxMsMy1SBheiyrNSS/RQdHQVzifBzefUiIsJ5aHBOYlmqFCIjpLRERcl8DtcSIdSSpjejsl96fpvKjmGmRTIcNE3LoimpY3jhenF22+sXTuHdm1cY4tkGvTs3xYWTITi0ezMWTJJNpJcVWDtHSfVVVLT8vpKsJzluMipTToslz2YuM4alrsW2qkjWY+PEPNXWDOnfW+Bos1wkBQoovweUfWa0tN2LjoaZlN0zl7Z7kRGCOqG3bsCoUGFYlhaFg6qKsakFnsVECfTExUbz97Ma2cBWoiTtMNtyw0JplcXUzBKxEiGwTMuz2GiYSIR7ZwSzw309nRD2JD0CLiU5RWU7LGqbSDltI5xT/4+2MSpphnfP0xNTshwi718+g1FxYYZ1vwUT8DTV0eaaU1KgpSva4/75wzu08BqEfv/uhuukpUj68glFzdK3YGT3O1Nkb2Rt39KpI/j9xLj5srbvyxcp2/dDedvHwsxZNvP063zDm+exgvBzxqbZo/HgerozzU5FScvDklGZMhQqacqzzktqefciFoWkMnfvmjdO6GizfpL4vOiHd/mDkyISYeKqoE7fC+r0ffmr+FDq+vrV+GMcb7a6zZLQsHDzNCIiIvDpk2jSlC1blu8DNDc3F79YMjYWmv7582eZ692/f5/vC2d7xYcPH87DzNlqelRUlNhYs9B0RtpnpH3mz4IduxD//i3P1Mm+fA/t2oQixY1R0lR4w7dj9QJ8+fQRw2esgL6hkfh9NsCtm7TiGR0/f4rHm5dxOBW0DzXrKb+3sFLVmvjw/i3OHD3EtRzw3cgNmrGZUMvmlfP5Z42dvRIGUlrMLMvAb+ta/pSSJR47GrAX9ZvaqtQ21WvWwbu3bxB86ABfGdiycQ0/NsbCsrSgHtuzvX3zel43NiYKfrt28GPDGHWsG2D9quX49Okj3rx+zes1btpCpbZh/XQ2C23zRUHbsL3e+6Tapp6KbZMV9oRcw/g+Dsivq4XqFU3hZFsLu4KvZlqmLLXrWOHtmzfwP7iffyGuW7OK79UtVUrYT61s7bFx/Vpelzk1O3ds40cu5SRMyxum5cB+/hBk7eqVPPFUqdJCLbZ2Dtiwbg2vyxxzlnHdIVVLRmW/8vyuWCV1DB8TjeGDO+WP4S2p83vM7JUCLW2dfbDW7xRW7T7OXyy5jkNnD540MNt9xcfNSn4Endy+Wr9GNG5Yf+zYCvvWbTItU4aatUVaDvmLtGxYuwomJqawlBrDLW3t8d+GdfzzWOLG3b7bYJs6NspXrIQN61YjPv4Dnj+Pw38b1sKutewe48yoUSvV7gWI7N7mDQrsXks7bN0k3+4x7t8Jxd+Vld8rLM0/1Wvhw7u3OHk4gOvZu20938dsIrHXOiNYtFGZ8n9j61rRiQ/MMQ0+sBt1GzVTWkvVmrXx/u0bHA3y51p8/1uLEsYmMLPImnPI5pNlmbLYun4lX9VjW48C9u1E01YOyE7bnJBpm1JKtc2WtUtS2yYKwQd2oV6j5kprMa1YFZ/j3/FkaGw19OLBHXyPdyFjodNS1KIMLh3cwUOX49+8xKVDO1Gpvqgv2Ptn9mzkzmBc2EPcPhmEyo1VW1GtUEVk+84dE9m+gF2b+N5hadu3bZXI9o2cKWv76jLb5yeyfa9fxuGkirav9D/V8en9W56FnDnMJ/y2wqiYMYpKOZfGluV4WcKnj3j/+iVO7d+O6o1aZlqmDOaVqvEHHKFnDvN+Ord/OwoWLYnCxkItxSzL4tyB7XwrAOun8/6+qNwgfVzEhT2AcZmKyC7q9L2gTt+XxJ/FXz9UeaT3C8KeRLH92+wLiyVOY3u0p02bhtDQUMyYMYOH+bHkav3794eDgwN3ulmCM7Z3e/Pmzfwa7u7uMDY25qHlL1684JnO2Xuurq54//493yd+9OhRvvq9aNEi7nCzjOdNmjTh146MjMTUqVO5c37s2DF+bclrMliIOwthZ6vvqh5ZdubRO4VlEU8eYOu/cxAXGwkzy7Licwsn9u0KeydPVKndAINcWoqehOfNK/69spWqYvCUxfxGcc/G5bh67jjfL9bEoSPauQjPR5ZEO5/iZzvhj+9jAzurOiaSJzxJO8d7VK8uPNtldasG6OXUHPny5uOJL9Io/081jJy2hJ9J+t+/c3H72gWe8ZNl/27cMuMbYdNCisPyHt6/y8/xjooMR5myFcTneHt2aQc37x78RpMl6Vvz7yIcCQrgTzadXLz4UTyM+A8fsHTBTFy+eJ6vdNs6tIVPrwEKV72j3nzJsG02SrRN2jneo3t1QZvUtumtoG1GSLRNqETbNMqgbRp3zDyZ37he9jAvaSQ+x/vVuQVo338Fzt14ysPHF412gn2jf5CQmMzP6t4eIDq+LKMyRby5tExh2b27d/g53izRVPkKFcXneHds3xrduvfizhDrp6WLFyAwwJ8/CGMZztlRUtJUr1wBh4KPZniONztOLSMt7Bzv8FQtaed4d2jrgO49e8GhdVuuZcmiBTyrOhszovOfRXMmozJFXAlTn/mtmTfj+b1pefoYTjuvdUxv0RiuVqcB+nSRM4b/robh05YIrrVm4RQULloi0/Naq5gZZNxXUyeJx03aOd6O7RzQrUd6Xy1l/RFwUDRuvLzhnXp2dkZl8khJPd1AHvfv3cWs6ZN5orVy5SuKz/F26tAa3t178YdE7POWL1mIoEP+PBszO8fbw7t7+orQvDk4ejiYhzF3cuoKT5/uCp/+J6Z8y9DuzZ81lSdaK1uugvgcb3Y+t7t3D7S0E9m91csX4TCzez9+8JMdXD1Fdo+xYPY0njuh94CsrTy9jFe81eTpo/v8rGqWUM2yTDnxOd6DvDujo6s3GjW3F9Tv2LQmVm73F59V/fJ5HNYtnYOHd2/xrQQOjl3lZj9PQ09L8Yrv4wf3sJSd4x0ZjlJly4vP8e7p2gHOHt1lnGjb+lWxaU+g+BzvTx/j8e+CWbh66Rw/xaOrZ3e0dFB8LCPjS5Livnr66B5WSbRN2jneg7w7wdHVB42l2saxaQ2s2h4g0TbPeNs8SG2b1rxtZLOfp3E+5rXCsufhj3Bk01KeaK2oWWnxOd4bx/SAVRtnVKrXjDt7J7avxsNLp3jyLnZOd53WXfg4/fz+LYLWzMOzJ/eha2CIBh09UcE6Y6elkpF+hrZvM7N9zN5YlhWf4z2+b1c4dPZE1ToNMKCrHNv3d1UMTbV9uzcsx5VU29fUoSPauyqe3y++KN4LHBv2EPvWLuQJ1UpalBGf471oqBdsOriiesMW3Ck/9N+/CL1wkreNdat2aNzOhbdNRmXy+JjyVaGWuPBH/BzvN8+iUdS8tPgcb3Y+d712LvzMbtZPR7euwn3eTxqo0bwtDzdP+7zgjUugpaOLJs4ZfzelUaGgvtp8LyRnYIf/39+XjIblfr2jiBnGffZBXYldmb1Euf9v/hjHm8EymrPQcHZsGNs/x0LF16xZg2HDhvFjxFgWcxYu/uTJExgaGnLHmq1m6+uLjIi0k8yOI1u2bBni4uJ4YjQbGxu+yn38+HEcOSI6FoM54vPnz+cJ2ipUqMD3gvfr10+h482ut27dOn40maqHtGfkeP+/ycjx/hlk5Hj/v8nI8f5/kxXH+/9JRo73/5uMHO+fQUaO9/+bjBzvn0FGjvf/m4wc7/83GTneP4OMHO//Nxk53j+DjBzv/zcZOd4/g4wc7/83GTne/28ycrx/Bhk53v9vMnK8fwa/quNt0nc/1JWYFRk/zFQ3/ijH+0+BHG/FkOMtH3K8FUOOt2LI8VYMOd6KIcdbMeR4K4Ycb/mQ460YcrxzBnK8cw71umsiCIIgCIIgCIIgiN8M9XrUSxAEQRAEQRAEQagFv2L2cHWFVrwJgiAIgiAIgiAIIhchx5sgCIIgCIIgCIIgchEKNScIgiAIgiAIgiBkoUjzHINWvAmCIAiCIAiCIAgiFyHHmyAIgiAIgiAIgiByEQo1JwiCIAiCIAiCIGSgrOY5B614EwRBEARBEARBEEQuQo43QRAEQRAEQRAEQeQiFGpOEARBEARBEARByECh5jkHrXgTBEEQBEEQBEEQRC5CjjdBEARBEARBEARB5CIUav4bUrtUQagLKd++Q53QyKs+z5r0tAtAXXhzaRnUiUJWA6A26BeFOhEXPA7qQvJX9Zrf377/gLqgmU99bI06aWEU0NaAuqBuEZTff6jPGDbQLQ51Qo2aBpWM9aEufFUju8fIl0d9JpWWhnrZvl8VCjXPOWhEEgRBEARBEARBEEQuQo43QRAEQRAEQRAEQeQiFGpOEARBEARBEARByECh5jkHrXgTBEEQBEEQBEEQRC5CjjdBEARBEARBEARB5CIUak4QBEEQBEEQBEHIQpHmOQateBMEQRAEQRAEQRBELkKON0EQBEEQBEEQBEHkIhRqThAEQRAEQRAEQchAWc1zDlrxJgiCIAiCIAiCIIhc5LdyvMuXLw8/P7+fqsHd3R2jR4/+qRoIgiAIgiAIgiAI9eG3crzVgWXLlmHcuHFQV27fvgWnju1hVasavNxdEB0VJVPn+/fvmDtrBhrVs4JNw7rYsG5NlsqU5c7tW3BxckSDOjXQ3dMNMdHytSyYMxPNGlqjReP62LRhrbjs08ePmDB2JJo3rodWTRpi3uwZSElJVlnP79Y2Y0YORdMG1rx9Fsydha9fv6qkJfT2LTh37oC6darDx9MV0Qq0zJszEzYNrNC0cT1sXJ+uJY0PH97DwbYZnsXGICcY6NYUa6a4yS3T1tLAxhmeiDs9F4+DpsG1jVWWypSldkVjXFjXA6+DR+PoMi9YliwoUye/jiZWj26LmIPD8XDnQPRoV1PutUIWe2CcV2Nkhzuht+DexRGNrWuip7ficbNw7iy0aFwXtk0aYPPGdXKvNWncKEydMFZlLXfv3IaPSye0aFAb/bp7IDZGvpalC2bDoVl9tGnRCNs2rReXuTu1Q8uGtcWvJtbV0NXRQWU9bBy7OHVA/TrV0S2DcTx/zkw0bWjF543knPqYam+aNa6Llk0aYO7s6SrbG3WyNeqkJa2funRqD+va1eDtkYGe2TPQuL4VmjSqi43r18i1N/atmiI2G/ZGHdvGuVMH1K1dHT4ergr1zJs9Ezb1rdC0UQa2uFX2bPH9O7fRy8MJDjZ1MKiXJ57FRCusG//hA1w72OL5s1jxe0mJiZg5cTTaNq8P57YtEHLogMpauJ67Ij2tm9TB4N6Z63FztMXzuNgsva+KHfZwdoRN3Zro5aPYDi+aNwstberCrqnQDn/+/Bn1av6DJvVqil/bt2xSScvd0NvwdumI5vVroW83d8Qq0LJk/izYN62H1s0bYuumdC1unduiRYNa4peNVVU4d7DH79A26jSffoVQc3V9/WqQ453DGBoaokCBAlBHkpKSMHRgP3j7dMfZ85dhXbceRg4fLFNvx7Yt/IbDPzAEm7f6YvcuX5w8cTzTMmW1DB8yAB5e3XDi3EVY1a2LMSOGytTbuX0rN45+AcHYsGU7/HbtxOmTJ3jZkoXzkJyUjINBR+C79wDu3QnFlk0bqW0ALJo/B3nz5EXg0ZPYezAQ165cRsDB/aq1y+D+8PTuhtPnLsHKuh5GDR8iU883VcuBQyHYtGUH9uz2xamT6X97eFgYevh44lls9m5oGHny/IXh3i0wc3B7hXWm9m8DPR1NlGo5Dl2GrcXsIR1QuZxxpmXKoKWZFzunO2HRjvMo0Xoujl0Nw5ZJHWXqze7XAubFDVHZdTlaDtqMwV3qok2D8oI6/TtZoX4VM2QH1lejhg6Em1c3HD1zAXWs62HcqGEy9Xbt2MZvfvYcDMLa/7bBb/dOnDklGjdpnDp+FIeDDmVLy7jhg+Di4YPAE+dRy6ouJo0ZLlNv785t/MZwh18gVm7YigN+u3Du9EletmXXARw+c4W//IKOo2ix4ug/ZITKeoYP6c/n1Ek2juvWw5gRisfxvoAQbNyyA3t3+eJ06jhesnAuv45/0FHs3Hsw1d5s+OVtjbpoEesZ1A9ePt1xJlXPKAV6WD8dDAzBf6mfKbQ3T9HD2yNb9kY926Y/PH264fR50RiWa4u3pdriwBBs2roDe2TaJgw9vLNni5OTkjBp9BB0cfPC/iPnULNOXUwbL39uRkWEY1i/bnge90zw/vpVS5GQmIBdAUcxZc5irFq6AE8fP1RZz+RUPfsOn0PN2nUxfYJiPcP7y+pR9L4q/TSa2WHPbjhy+gLqWNXDeDl2eLevyA7vPhCENZu2Yd+edDv85PFDlCpdFifOXxO/XNy9VNIydvhAboeDTp5Hbau6mCjHDu/xFdlh332BWLVxKw7s3YWzp0Vatu4+iCNnr/LXvqATKFqsBAYMGflbtI26zCfiz+K3c7zDw8Ph5eWFypUro2HDhli9erWg/OTJk3ByckL16tXRoEEDzJo1C4mJiRmGq0u+l5CQwFe069evzz+jffv2OHz4sNxQc/Y7LVq0EP//n3/+gaOjI65duyauz643adIkWFlZoUaNGvzaw4YNy5Vw9SuXL0LfwBB2Dq2hoamJHr36IDo6Gk+fPBHUCzwUAE8vHxgYGsLM3BzOLm445H8g0zJluHr5EvT1DWBr7wANDU349OiNmOhohD0VagkOPAQ3Tx8YGBjC1MwcTl1dERhwkJf9+PED3Xr2hq6uHgoaGaGVfWuE3rpJbQNgzPhJmDh1BrS1tflKHfuSMTAwUKFdLvHr29m35lq69xRpeSqlJSgwAO6e3ryumZk5unR1xSF/kZawsKfo2c0Tbh7KfznKY91Ud9StVhob9p1XWMfJrhZmrwtBQmIKrt+Lwu6Qa3C2q5VpmTI0rm6Jt/EJ2HXsLlK+fsecLWdQyrggKpgXFtRr06ACpqw7gXcfExH5/D3WHbwGN9uq4vIyJkbwaVMDB888QHa4dkU0blrZicaNd/deiJUzbg4HBcDVw1s8bjo7uyAoddww3r97h+VLFqJ1uw4qa7lx9TLX0tzWHhoaGvDw6YnYmBjuEElyJDgQzm5e0DcwgImpGRyduiIk0F/mequWLkSN2lao39BGJT1sThnoG8I2dRx3Uzin0sdx2pw6JLY3QPeefcT2hl3rtgr2Rp1sjTppEegR25s+iI6Rb2882Gem2hvnrm4ISP3MsKdP+UM+N09vlTSob9vIscUK2sbdS4EtfvoUPXnbZM8W37h2GQX09dG0pWh+u3r1wLPYaESEC+d3ZHgYd7o7dXWXucaxkEC4efeEtrYOylf8G01b2OFosGoP+25eF+pxSdUTKa0nIow7152c3bP0vsp22MAALVPtsBezwzHRCJfqpxBmh93TbU2nLi4IPiTqp8ePHqJsOeHDWVW4zuywgQFa2Iq0eHRL1RIm1HIk+BC6ujM7bAgTU3M4Orkg5JCsHV65bCFq1q6D+o1sfvm2Uaf5RPxZ/HaO99atW7kzHBgYiK5du2LhwoW4cOECLzty5Aj69OkDGxsb7gxPmTKF1xs6VHY1URFLlizBw4cPsWbNGv67jRo1wpAhQxATIz/EJC4uDr6+vpg3bx727dsHHR0d7lQzp5ExatQonDt3DosWLeL1mJN06JDqK00ZER4WDkvLUuKf8+bNC1NTU4SHhwnqRYSHwaJUej0LC0txnYzKlCEiIgwWUlpMTE359WXrWYp/NrewENcZP3kaypWvIC47f+Y0ypQtB1X43domn4YGNDU1MWrYYLS3b4kSJUuiYeMmymsJF36GQi3hYYL2Y397Wp1ixYrhwKFgtM2GIyfJ2MX70XHQKrx4HS+33LCADooV0sfD8Ofi9x5FvEA5y+IZlilLebNCeBT1Wvzz9+8/EBb7DuXNhI533jx/4UtSivjnb99/iEPS2er92jHtMHRJMD4lqL5NghEZHg5zqXFjbGqKyIhwQb2IiHDB+DK3sBTUmTtzKty9uqFo0WKqa4kIh5mFcNwYm5ggKiJMZpWJfX4apuYW/CZYoDf8KY6GBKFXf9nVxqwiPVcynlPCtkmrM0HK3pxT0d6ok61RJy1cT7gcPSamiAjLgr1JrVOseDG+Ep5de6NubSPXFqvQNgcCs2+LoyMjYGou1FLS2BTRUramSNFi2Lw7AK0c2gne/xgfj/fv3sLMXDj3oyOFv59VoiLk64mSul6RIsXw364AtJTSo+h9VW2fuYWUHWb9JNU2vJ60rUmt8+TRA0RFRcCpvT3atLTBkgVzVNrWwuytpH1N08LsrrCeULOZuYVMHW6HgwPRq7/sqvCv2DbqNJ9+BVhEt7q+fjV+O8fbxcWFO97sC7Jv37487PvOnTu8jDnLbOWZvW9paYlmzZrx1eZjx47hidRTbEVERUVBT0+PX5+9Bg0ahFWrVilcTUxJSeEOfrVq1VC2bFl4e3vza7x69Yo/PQ8JCeEa6tWrh3LlynEHvXBh4Y17TpGQ8AXaOtqC99jT5sTEBKl6CdDR1pGoo43EhMRMy5TTksB/V6hFWxB9wEhk9XR0pPTKft7SRfMRHv4Urio+efxd22bqzDkIPn6a711b9e9SFbWkf4b4c6T+Lul6klr09PLzVcKc4rkChzsNPR0t/v8vienO7pfEZOhqa2RYpiy62poCh5qRkJQCHalrBV14jPHejWGQX4uHnHvaV4O2pugkxyFd6iL06QucvK7aDafgsxMVjZsE2XEjUU+yzpGQIHz58hltO8iGzCuD9GcoGp/sc4VadPjeT0l2bd8Ch3aOMDSU3T+f7XGcTXujyqqqetka9dHCSGR6pMeNjnw9Anujo53j9kbd2kbuGOZtk4ktlqiTU20jb35ryfmO0tXTg46uruzvJ34R/47k70vP/SzrSUyAlpasnqQs6lH0vioo/v7O3A4npdbR0dFFjZp1sGHLTqz9bztuXr+GTXLyGGRFi5aM3ZNzL8HaT8F3Qho7t21G6/aOMCxY8LdpG3WZT8SfxW/neFtYWAh+1tfX52G2jEePHvFwbknq1KkjLssKPXr0wIMHD1C3bl2+or5y5UqYmZlluK+7dOnS4n+n1WMO+b179/i/Wdh7GlpaWqhSpQpyA3k3tczgSRsObgiT0usxI6Ob+qWUUZnSWlL7JaNriQxuopTe9DosYdi0SeNx7MhhrFy7UeWb89+xbdLGU+HCReDp0wNnTp1UQYvszYu8z+H1BH97Qo7dyCgLc6QZOloaAif585ekDMuUhTvZEtdJu+5nqZXrEctCuKMfuq0/Nk90xLaQ24j/nIiKFkXgYV8NY1ceRU4gv68SoasjNSZkxk0iv5l58+Y1Vi5bjDETpmRbC/8MmTEsOyak60nXYXby+OFgtG7nmC090nNTkZ6s2Jupk8bj6JEQrFy7SSV7o3a2Rk20pOmR6SfmvGamJyExx+2N+rWN0Mby6yVkwRbz9svZtpE3v1lbZfVztLREjoykTvb72tlom2R5eqRs3/8Duf0kp99FbShrhxmDho1Cv0FDkb9AARQvURLu3t1l8nBk5ztBul1k7bCwL9mKMrPDDu06/l5toybzifiz+O0cbxYuIk1aWHfa/6UzFjLy5ROtQEkjnQmaOcmnTp3C0qVL8ffff2P//v2wt7cXh7PLg4X8ytOUpjVNQ25jWaoUIiMixD9/+/aNZ3FkoTOSsFBLyXosxMc8NSQnozJlYCE+UZFSWqKjBGFRDBZuJFmPfTYLqWYkJydj6MC+ePL4MU+ExPaIqsrv1jaD+/fG2dQkVYyU5GQUKKCvgpZSiJSnRervkq7Hw5ml9P6/eBf/BS/ffkRZ86Li98pZFMOjiJcZlinLw8jXfH92GixsvLSxER5FvxHUK2qkhwELDsGs3QI07rsBBvm1cfvJC55grWRhfTzePRhxASPRpXllDHepj72znFX6u9n4iIqKFPRVTFSUIOSbYWFRSlBPFP5nicsXz+PN69dw6dQezRpY8UyyfK9d5/YqaYmOEo4btt+chTAK6pkL67EQVsk6obduwKhQYViWLoPswManvDkld34L5lR6KHy6vXmETVt8YaqivVEnW6NOWtKuFSWlJ0pBP0nWyw17o45tI6NHzveCvM/M6bZhNiVGytawvbqmZsL5rQi2z5etnEpeg4evZ/H3pWFh5jHRsnpMpOzN/wPW1lGRUnY4OkoQVi+qx2yS0A6n2eq1K5dx/ZKOr5amKFpLGVhYt6wdZt8JFrL2WsLuMVspqTf05g0YFS6MUtm1w2rUNuo0n34Ffnbm8r8oq/mvCUuSdv36dcF7V69eFaxKs8Qcnz59EpdHSkx+BnO4WXI0FqY+fvx4HirOQs7Z/1XRwwbNzZvpCXrYzd3du3eRG9SuY4U3b97A/8B+7oitXb2SO6ulJFbkGbZ2DvzYE1aX3WiwTL8ODm0yLVOGWrWt8PbNG55pmxnODWtX8f01lqWEWlra2mPT+nW8LjPQLCOzrb3o8+bNms73iq1evwlGhQpR20i0TYWKlbBh7WrEx3/A8+dx/Fgk+zZtVWoXdn3/VC3r1qziey5LSWlpZWvPj9lgddmX184d22Cnwt+eU+wJuYbxfRyQX1cL1Suawsm2FnYFX820TBlO3YhA0YL54dKqCjTy5cEo94YIe/aWO+SSsPendG/CHfOaFUrCu3V1bDp0A3O3nkURu9k8Izp77Twaivnbz6HjGF+V/uaafNy8RqD/Ad5XG9et5nu8pcdNC1s7bN6wFm/fisbNbt/tPDGhnUNbnLp4DcfOXuIvD+/uaGXXGtt2K58Nv0atOnj39g2CA5iWFGzesAYlTUxhYSnU0rSlHbZuWs/rsuPG/HbtQAvb1uLy+3dC8Xfl7EcASc+p9RnOqfRxzOaUXeqcmjtrGp9Pq9f/ly17o062Rp20yOjh9mYlf8AhV8/6NaJ+Yp+5YyvsW+esvVHHtnkraJtV/N5DWk8rOwlbHJVqi3O4barVqM3n7OHAg3x+b9u0FiWNTQT7cjOjSXM7/Ld2Bb58/oxHD+7h2OFAbg9yQs/2ND0S+4n/X7AkkG/fptvhTQrscPNWdti8Md0O79m5ndtbxsMHD3j0EVtdjXsWyx+C2jq0VdkOB3E7nIzN61fLtcPNuB1eJ7LD0cwOb+cJ0NK4dzcUf/9T5bdqG3WaT8SfxR/leHfv3p1nIF+xYgVP4nLixAlMmzYNTZo0ETvebC/27t27cf/+fR4KPnnyZMGKNduXzfZksxXu2NhY7nA/e/ZMEC6eVdgkt7Oz4xrY9dg+c5bV/Pnz57nyFIeFzCxfuZofcdKovhUuXjiPeQsW87IObR3E2Xtd3NxRo2YtdO7QFh5uznDq0hU2TZtlWqaslsX/ruI3ts0a1sWlCxcwe/4iXubUoTWCUjNqsiyw1WvURNdO7eHj7oKOTs5o3KQpP6f6wL69ePjgPlrYNEBDq5r8NbBPzz++bRgs23v5ipXQsY09unm48gzMHTp2VknL0n9X8RtGmwbWuHTxPOaktkvH9q0RGCDS0tXVnWtx6tgOXm5d0dmpK2xStfy/eHVuAepXF83jCUsP4u37z7gfMAU7F/TAyAV7cftRbKZlypCY/BWOo3egr2NtxPqPQLNapeA2eS8vu7apN5yb/8P/PXblEZQ2KcRXtTdN6IBhS4Jx+V7OHz3C+mrhMtG4adm4Hl/Bnjl3IS9zdmyD4NRx49TVDVVr1OQr2d09XdGxszMa2eRsX7FQwbmLV2Dvru38jO6rly5g6uz54vO5WWZ1RidnV1StXgNeXR3Rx8cN7Tp2QQOJJIDPnz9DocJFcqRtlvy7Cjt3bEXThta4dOE8Zs8XjePOHVojUDynROPYuVM7+Lh3RSenrnxOfRTYm/poYFWDvwb06fHL2xp10ZKmZ9mK1dixfQs/o5vpmZvaT47t0vUwe1OjRi10dmwLTzdndGaf2US1z/yV2mbpilRbXF80huektk3HdnJssWOqLeZtk/Pze+bCf7F/9w50aNUQ1y5fwMQZovnt07VDlrKTd+s7kGfRdnW0w6RRg9F38AiUKVdBZT0zFvyL/Xt2wNG2Ia5duYAJ00V6url0wLGQ3ElYq9AOL13Fj8RqZVMPly+dx4w5IjvctWMbBAem2+Fq1WvCzak9eni5wlHCDo+ZOIVHW7a1bQIfty5obNMMjp27qGaHl6zkxzbaN62PK5cuYNrsBeLzuQ8HptlhN1StXhOezh3Q28cN7TsxO5w+ZtgRazllh9WlbdRpPhF/Fn/9kBd//YvCVpDZ8WDsyK40mjZtig4dOmDAgAH8Z5aJnO3LZo63kZERWrdujYEDB4oTOTDnlznbt27dQtGiRXnytGXLlvFs6Oy6bDV8zpw53Gl///49jI2N4erqCg8PD/FxYuy92bNn88zpY8aM4VnQ07h06RKvyxK6mZiY8OtNnz4dR48e5eHnbdq04XvIWaK1qVOnqtQOicLo+J9Kyrf/Txh9VtHIqz7PmtSpbfKqWbhOISvRfFUL9NPD0tWBuOBxUBeSv6rPGGbopiatUwfy5VWvOaVOqNNdh5qZPnxXo8Z5+yl7Jy3kNGrUNMivrT625ut3NWoYZvvyqM+k0tJQn3s+hq6G+rSNMpQbGQx15dFcW/xK/FaO968GS2Zx5swZWFtbI3/+/OL3W7VqhbZt26Jfv34qXZccb8WQ4y0fcrwzgBxvhZDjrRhyvBWjTncdamb6yPHOADVqGnK8M4Acb8WQ453z/GqOt/pYjj8QFsLOjhpjmdXZEWcs2dqePXt46Lqt7a81kAiCIAiCIAiCIAj5kOP9E2H7uNnZ4uzs7i5duvCsipUqVcKGDRsER5ARBEEQBEEQBEH8v/kVs4erK+R4/2QqVqzIHW2CIAiCIAiCIAji90S9Nj8QBEEQBEEQBEEQxG8GrXgTBEEQBEEQBEEQMlCkec5BK94EQRAEQRAEQRAEkYuQ400QBEEQBEEQBEEQuQiFmhMEQRAEQRAEQRAy5FGjs9l/dWjFmyAIgiAIgiAIgiByEXK8CYIgCIIgCIIgCCIXoVBzgiAIgiAIgiAIQgbKap5z0Io3QRAEQRAEQRAEQeQi5HgTBEEQBEEQBEEQRC5Coea/IV+//YC6oJGXnu0ogtomA/SLQm2Ifwl1QlONxg2NYYLIYdTn6xuFC2j9bAlEFvj2XY0GDYC8lAH7t+MvijXPMeiuiSAIgiAIgiAIgiByEXK8CYIgCIIgCIIgCCIXoVBzgiAIgiAIgiAIQgaKNM85aMWbIAiCIAiCIAiCIHIRcrwJgiAIgiAIgiAIIhehUHOCIAiCIAiCIAhCBspqnnPQijdBEARBEARBEARB5CLkeBMEQRAEQRAEQRBELkKh5gRBEARBEARBEIQMFGqec9CKN0EQBEEQBEEQBEHkIuR4EwRBEARBEARBEEQuQo63kpQvXx5+fn4/WwZBEARBEARBEESuwiLN1fX1q0GO9x9G6O1bcHHqgPp1qqObpyuio6Nk6nz//h3z58xE04ZWaN64HjZtWCsu+/jxIyaMHYlmjeuiZZMGmDt7OlJSklXScvv2LTh1bA+rWtXg5e6C6Cj5WubOmoFG9axg07AuNqxbk6WyX10PaVFM7YrGuLCuB14Hj8bRZV6wLFlQpk5+HU2sHt0WMQeH4+HOgejRrqbca4Us9sA4r8bILgPdmmLNFDe5ZdpaGtg4wxNxp+ficdA0uLaxylKZqvPbuXMH1K1THT4ZzO95c2bCpoEVmjauh43r0+d3Gh8+vIeDbTM8i43JlpaunTugXha0NGlghWbM1qwX2prxY0aiaaO6aGHTAHNnqW5r1E2POs0pddKS1k9dOrWHde1q8PbIQM/sGWhc3wpNGtXFxvVrslT2O7SNusxvdWsbddKjTlrUye6pW9uokxbiz4Ec7z+IpKQkDB/SHx5e3XDy3CVY1a2HMSOGyNTz3b6VG+t9ASHYuGUH9u7yxemTx3nZkoVz+XX8g45i596DuHcnFFs2bVBJy9CB/eDt0x1nz1+Gdd16GDl8sEy9Hdu2cOPoHxiCzVt9sXuXL06eOJ5p2a+sh7QoRkszL3ZOd8KiHedRovVcHLsahi2TOsrUm92vBcyLG6Ky63K0HLQZg7vURZsG5QV1+neyQv0qZsgOefL8heHeLTBzcHuFdab2bwM9HU2UajkOXYatxewhHVC5nHGmZSr11eD+8PTuhtNsflvXw6jhiuf3gUMh2LRlB/bs9sWp1PnNCA8LQw8fTzyLjVVJR5qWYalaTp27BGvrehidgZb9h0S2RlLL4gVzkZyUhIDgo9jldxB374Riswq2Rt30qNOcUictYj2D+sHLpzvOpOoZpUAP66eDgSH4L/Uz0/opo7Jfvm3UaH6rXduoiR5106Iudk8d20ZdtBB/FuR4Z5OTJ0/CyckJ1atXR4MGDTBr1iwkJiaKyx89eoRevXqhdu3a+Oeff9CsWTNs2JButJYtWwYvLy+sWbMGjRo1QuXKleHm5oanT5/muNarly/BQN8QtvatoaGhiW49eiMmOhphT58I6gUHBsDd0xsGBoYwNTOHU1dXHAo4yMt+/AC69+wDXV09FDQy4te6feum0lquXL4IfQND2Dm0hoamJnr06oPo6Gg8fSLUEngoAJ5ePjAwNISZuTmcXdxwyP9ApmW/sh7SopjG1S3xNj4Bu47dRcrX75iz5QxKGRdEBfPCgnptGlTAlHUn8O5jIiKfv8e6g9fgZltVXF7GxAg+bWrg4JkHyA7rprqjbrXS2LDvvMI6Tna1MHtdCBISU3D9XhR2h1yDs12tTMuU5Qqb36yvUud3956i+f1Uan4HScxvMzNzdGHz2180v8PCnqJnN0+4eXgh27bGQMLW9FRsazyktASmamF075Vua+xUtDXqpked5pQ6aRHoEY/hPoiOkT+GPdhnpvaTc1c3BKR+ZkZlv3bbqM/8Vr+2UR896qRFneyeurWNOmn5VbKaq+vrV4Mc72xw5MgR9OnTBzY2Nnzf95QpUxAYGIihQ4fy8oSEBPj4+MDQ0BC+vr4ICAiAra0t5syZg/v374uvc/XqVVy7do0739u3b8ebN2/4tXKaiIgwWFhain/OmzcvTExNEREeJqdeKfHP5haW4joTJk9DufIVxGXnzpxGmbLllNYSHhYOS4nPYFpMTU0RLq0lPAwWpdLrWVhYiutkVPYr6yEtiilvVgiPol6Lf/7+/QfCYt+hvJnQ8c6b5y98SUoR//zt+w9xSDpbpV47ph2GLgnGpwTVQ+YYYxfvR8dBq/DidbzccsMCOihWSB8Pw5+L33sU8QLlLItnWKYKvJ2zMr/DwwR9yvojrU6xYsVw4FAw2rbrgOwQrkCL3HEjZWvCFdiasyraGnXTo05zSp20cD3hcvSYmCIiLAtjOLVORmW/ctuo1fxWs7ZRJz1qpUWN7J7atY0aaSH+LMjxzgbMUW7RogX69u0LS0tLvpo9adIkHDt2DE+ePOGOt4eHByZOnIjSpUvDwsICAwcO5L/78OFD8XW+fv2KuXPnokKFCnzF29nZGdevX89xvUyPtraO4D32s+QKPSOR1dPRybAOY+mi+QgPfwo3T28VtHyBto62HC0JMpp1JDRra2sjMSEx07JfWQ9pUYyutqbAoebXT0qBjraG4L2gC48x3rsxDPJr8ZBzT/tq0NbMx8uGdKmL0KcvcPJ6OLLLcwUOdxp6Olr8/18S0zV/SUyGrrZGhmU5Or+l2lq6nuT81tPLz1c2sktiDmiRZMlCka1hK3m/uh51mlPqpIWRyPRoS+nRka9H0E862uJ+yqjsV24bdZrf6tc26qNHnbSok91Tt7ZRJy3En4XoTpRQCRZG7uDgIHivTp064jJ7e3u4uLjwle579+4hKioKDx48ECdlSKNw4cIwMDAQ/1ygQAGkpAidi5yAG4UkKSc7MQE6uroy9ZIkjC6roytRhz0omDltMq5euYSVazfB0LCgClp0BJ+R/jl6GWpmXwZpWjIq+5X1kBbFcCdbS+iYsp8/S61cj1gWgiVD7RG6rT/CY99hW8htONpUREWLIvCwr4b6Pdfh/wFzpNM0pv2bPTz4/CUpwzJVkJ638uauuJ6gP2RtQHbJjha5tubyJaxap5qtUTc96jSn1ElLmh6Z7yh2c5uZnoRE8RjOqOzXbht1mt/q1jbqo0e9tKiP3VO/tlEfLb8Cv2BEt9pCK97Z4Afb8CxFmkOdL18+vHr1Cm3btsXu3bt5iBdzwvft2yfzO5qamv8XvSyUKCoyQvzzt2/feIZLFh4jXS9Sol5kRDgPPWIkJydj6MC+ePL4ETZt8YWpqWrJqSxLlUJkhJSWKAVaJOpFMC2poVMZlf3KekiLYh5Gvub7s9NgYeOljY3wKPqNoF5RIz0MWHAIZu0WoHHfDTDIr43bT17wBGslC+vj8e7BiAsYiS7NK2O4S33sneWM3OBd/Be8fPsRZc2Lit8rZ1EMjyJeZlimCtLzNm1+S7e1dD3WH9L9mV1U1SJta4YMSLU1W1W3NeqmR53mlDppSbtWlJSeKAXfUZL1JMdwRmW/etuoy/xWt7ZRJz3qpEWd7J66tY06aSH+LMjxzuaZ3tIh4Wy/NoOFlrOV7vfv32PHjh08HJ2FpX/48EGh057b1Kpthbdv3iDg4H5+HMT6tatgYmIKy1KlBfVa2trz4yRYXWakd+3YBjv7Nrxs7qxpiI//gNXr/4NRoUIqa6ldx4rvZfc/sB8pyclYu3olTEzNUKq0UIutnQM/ooHVZUaRZd90cGiTadmvrIe0KObUjQgULZgfLq2qQCNfHoxyb4iwZ2+5Qy4Je39K9ybcMa9ZoSS8W1fHpkM3MHfrWRSxm80zorPXzqOhmL/9HDqO8UVusSfkGsb3cUB+XS1Ur2gKJ9ta2BV8NdMyVfqKzVn/1Pm9bs0qvj+2lNT8bmVrz48YSpvfO9n8VrE/FFGrjpStWSOyNfK0bJLSYp+qZc7MnLE16qZHneaUOmmR0cPH8Ep+oy9Xz/o1on5in7ljK+xbt8m07FdvG3WZ3+rYNuqiR520qJPdU7e2USctxJ8FhZpng+7du2PQoEFYsWIF7OzsEBERgWnTpqFJkybc8Wbh5mwPSHBwMGrWrImwsDCe9TztKeL/GxYWs+TfVTxkaM7MqShXviJmz1/Myzp3aA3v7r24sXV2ccerly/h3Kkdf0Dg5uGNxk2a8vMcD+zby1fzW9jUF1+3eo2aWLZyrdJalq9cjelTJmHm9CkoX6Ei5i0QaenQ1gHde/aCQ+u2cHFzx6tXL9G5Q1v8wA+eedOmaTNeL6MyVdpGXfSQFsUkJn+F4+gdWDbMHosH2/FVbLfJe3nZtU29MW/rWfgevYOxK49g7Zj2fFX75btPGLYkGJfvqX58jrK8OrcA7fuvwLkbTzFh6UEsGu2E+wFTkJCYjJEL9uL2I5GWjMpU6aul/67CjGmTMXvGVN5Xc1L7qmP71ujG5nfrNujqKuoPp46i+c3269k0aZprtoZpKSehpVP71vBJ1eKcqqVLqhaWL0La1jRvLLQ1y1et/aX1qNOcUictaXqWrViN6VMnYdYMkZ65qd9Rju0c0K2HSA8fwy9forNjW9EY9mJjWPSZGZX96m2jTvNb3dpGXfSomxZ1sXvq2DbqouVX4FfMHq6u/PXjZyy9/uKr3Mx5dnR05D+zLOYrV67k2ViNjIzQunVrnkCNTWrWtAsWLODh5Z8+fYKxsTE6d+7Mk6+ZmZlh5syZ/DgxVn78ePrZfyxD+pgxYwQJ2JThU5L6dGm+vDRZCeUp2Gwq1IZ41UK/c4s3l5ZBXVAfS6N+sMz6hHzU6a5D3e4n2UkN6gKLGCLUH3ZqhzpBtk8x2r/ocmfNaSegrlyb0AS/EuR4/4aQ40386pDjrRhyvH8N6OZTMep010GOt2LI8f41IMf714Ec75znV3O8f9EhQBAEQRAEQRAEQfxJDyh/ZSi5GkEQBEEQBEEQBEHkIuR4EwRBEARBEARBEEQuQqHmBEEQBEEQBEEQhAyU1TznoBVvgiAIgiAIgiAIgshFyPEmCIIgCIIgCIIgiFyEQs0JgiAIgiAIgiAIGSjSPOegFW+CIAiCIAiCIAiCyEXI8SYIgiAIgiAIgiCIXIRCzQmCIAiCIAiCIAgZKKt5zkEr3gRBEARBEARBEASRi5DjTRAEQRAEQRAEQRC5CIWaEwRBEARBEARBEDJQpHnOQY73b0j02y9QF/Ko2WwtUkAL6kJ8YgrUheg3CVAn4oLHQV3QzKtegUGFrAZAXajm7AR1IqB/PagL377/gLrwOekb1Inn7xOhLuTLo17fUZXNDKAuNFt0BupEHjXqK7Oi+aEuRL74CHWiTrkiUBcqFtOBOtHDyvxnSyB+Mup1R0kQBEEQBEEQBEEQvxm04k0QBEEQBEEQBEHIQFnNcw5a8SYIgiAIgiAIgiCIXIQcb4IgCIIgCIIgCILIRSjUnCAIgiAIgiAIgpCBIs1zDlrxJgiCIAiCIAiCIIhchBxvgiAIgiAIgiAIgshFKNScIAiCIAiCIAiCkIGymucctOJNEARBEARBEARBELkIOd4EQRAEQRAEQRAEkYtQqDlBEARBEARBEAQhA0Wa5xy04p1NTpw4gSdPnuTY9R4/foyTJ0/m2PUIgiAIgiAIgiCInwuteGeD2NhY9O7dG5s3b0aZMmVy5Jq9evVChw4dYGNjg9zg0b1QrFw4E89iIlGqbAUMHD0FJYxN5db9GP8Bw3q6YtqiNShWoiR/z9m2vqBOcnIyKteojSnzVyit5eG9UKxYMINrKV22IgaNyVjLkB4umLF4rVjLt2/fsHnNMhwLOoAfAGxa2KNbv2HIk0e150l3Q29hzswpiI6MRPkKFTF+ykyYmJoJ6nz//h1LFsxBcOBB5M2TF13dveDu1Z2Xff78GS0bW0FLS0tcv0efAejq5qW0lgd3b2Pp3OmIiY5EmfIVMXzcNJQ0kd828fEf0N/bGXOXr0PxEsb8vVcvX2D5/Bm4c+sGtLW1Yd++E1y9e0EVwh7ewZYVc/EiNgrmpcvDe/AEFC1hIqjz5fMnbF81H3euX+TtX6tBMzj5DEQ+DQ18//YNezevwLmjh4AfP2DdxBZO3Qap3E93WD9Nn4Io1k8VK2LiVPn9tHj+HAQdEvWTi4cXPLxF/STJpHGjePnEaTNV0hJ6+xZmTJuMyMgIVKxYCVOmz4KpHC0L5s3GIf8DyJM3L9w9vOHdrYegzocP7+HSpSPWrv8PJY2FbasKA92a4p+yJdFz0laZMm0tDayc6ALbhn/j0+ckTF4RgG3+lzItU5ZKJQpgVKuyMC2og4cvPmF64EPEvk+UqedSxwTOtYyhpZEHF56+w6zgR0j6+j3TMmW5G3obcyXm97gpM+SOm6V8fvsjD5/fnuL5zdi+eSN8t/6HpKQk1G3QEGMmTIWWtrbyWu7cxoKZUxEdFYlyFSpi7OTpMDaR1bJ80VyEpGpxdvWEq1c3Xubu1A4v4p6J66akpKB4SWPs8Dukkq1ZNi/V1pSriGEZ2Bpmh/v7OGPOMqGtWTpnKu7ducVtTRtHZzh7ys61rPL0wR389+8cPI+NgkWZ8ug+ZKJce7Nl5TzcuXYRf+XJgzoNm8O5m8jexEQ8xYQBbtDUTLfD3YdORO36TZXW8uTBHWxcNptrMS9THr2GTkKxkrJa/lsxD7evXkCevHlg1bA5XLoP4lrevHqBDUtn4fH929DS1kHz1p3Qztlb5ba5ffsWpk+ZJLY302bMhqmZ7LiZP2cWAvwPcj0ent7w6d4z0zJV5veIFmX4/H708hNmBD2SO7+71jbmc1gzXx5cDHuHWSGPkfz1O3Q18iJ4YF3BfF53LhI7r8aqpqd4fgxL0/PiE2YGP8azD7J6mJYuNUtCK19eXAh/izmHn3A9Ohp5EdTfWqBnw/lI7LyWPs+ySunCuvCxMkFxfS1EvEnA6vNRePkpWVBHO18erO1SGcnf0j9vz63nCLr/CiaG2pjlUF5Qtup8FK5EfVBaS6XiBTCctYuRqF1YP8lrl66sXZitzZcHF8LeYfbhx+J2CR4g7Kf1rJ+uqdZPZoba6FS1OIroaSL2QyJ23IjDmy8pCuu7VC+B7z8A35tx/GetvHnQoXJR/F28ANd0/MkbnI94r5KWuKf3cWTjUrx9HoNiFmVh12M4DIuJ7i/TSPryGYc3Lkbknevc1lSq1xSNnXvy7/LkhC84tnUFnl6/AA1tHVi17oJqzdqopIX4c6AV72zw4wdz934dkpOSMGvCMHTo6omt/qdQrZY15k8ZLbduTGQ4JgzpiZfPhV86vsHnxK+lm3bDoGBBuPfor5qW8UPh2NUT2wNOo1otK8ybMkqhlnGDe8ho2b9zC+7euoYVm/2wYvNe3L5+BSdCAqAK7EZ69LCBcPPshsOnLqC2dT1MGD1Mpt5u323cQd+1PwirN27Dvj07cebUCV725PFDlCpdFsfPXRO/VHG6WdtMGTMUnV29sTfkLGrUtsbMiSPl1o2KCMfI/t0FN+GMhTMm8htj34DjWLBqE44E+uP44UCltaQkJ+HfmaNh6+iGpTuOoFK1Olg9d7xMvT0blyElJRmz1/lhyvJtiHh8HyH7tvGykP3b8ejODUxb4YtpK31x//ZVXDiuvJa0fho1dCDcvLrh6JkLqGNdD+NGyfbTrh3buIO+52AQ1v63DX670/spjVPHj+JwkPKOiqSWoYP7w9O7G06fuwQr63oYNXyITD3f7Vu5g37gUAg2bdmBPbt9cerkcXF5eFgYevh44lmsajcykuTJ8xeGe7fAzMHtFdaZ2r8N9HQ0UarlOHQZthazh3RA5XLGmZYpg2bevzC7QyVsvRSNlkvO40rEO0xrW1GmXrMKhdGhWgn02nYL7VdcgqGuBtysTDMtU6WvxgwbCFdPH4ScOo/a1nUxcfRwBfP7NnbtD8SajVuxf88unE0dN8cOB8Nvz06s2rgV+4KO4t27d9iyab1KWsYNHwQXDx8EnjiPWlZ1MWmMrJa9O0VadvgFYuWGrTjgtwvnTouiobbsOoDDZ67wl1/QcRQtVhz9h4xQydZMHTMUnVy9sSdYZGtmKbA10ZHhGDlA1tYsmDEB5qXKYNehk1i8dhv8/Xxx46pqD2uSk5OwbMYo2Hd0w4qdR/F3tTpYMXucTL2d65ciJTkZ8zbsw/QV2xH++B6C/ET2Jir8MarVro/Ve0+KX6o43UzL4mkj4dDZHat3H0Pl6lZYPnusTL0d65iWJCzatB+zVuxA2KN7OLRX9MBrzcKpMLEohZU7D2Pyog04GrAHd25cVt3eDOwHb5/uOHv+Mqzr1sPI4YNl9Wzbwh10/8AQbN7qi927fHHyxPFMy5Sd37PaV8S2yzGwXXYBVyLeY2qbCjL1mpYXzeHe22/BcdVl0RyuI3pwUbqoHsJef0aLJefFL1WdbqZnRruK2H4lBvbLL+Jq5HtMaV1epl6TcoXRvmpx9N1xGx3XXIahjgZca4v0lCmii/DXX9Bq2QXxSxWnWyPPXxjS2BIBd1+i5847uBP3EQMaWcjUMyuog+j3iejmGyp+Mac7rexGbLygTBWnm7XLzPaidrFj/RSpuJ/aVyuBPjtuwXG1sJ/KFNFD+OvPaLn0vPilqtOdL89f8K5jjBNP3mB80CM8evUZHrWEjq4k/xTPjxom+oL32v5dFEa6Gph17ClWnI+CTWkjXk9ZviYnY/+SKajt4IQBq/xg/k8N+P87Q6beyR2r+SJBryXb4TNnPaLu38Lds4fFZfGvX6DbvI3oMnYergTtweNr5/C7ZjVX19evxm/veLNVyGnTpqFBgwaoXr063NzccOfOHV5248YNeHh4oGbNmrCyssKYMWP4zVQaTZs2xfr16zFgwAD+u6zO9OnT8fXrV8TExKBZs2a8HrvGsmXL+L+PHj2Kzp07o1q1aqhcuTIcHR1x5swZgbP+33//oVWrVqhSpQocHBwQEBAg/jy2ir58+XK4u7vneFuE3ryKAgUM0KiZLTQ0NNDJrRueP4tBdESYoF50ZBgmDOmFtp3dMrzeygUzYN/eCWXKV1Jey40ryK9vgMbN7biWzu7dERcbg6iIp0ItEWEYN7gn2jnJajkc4AevPoOhb1gQBoZGmDh7CarVtoYqXL96CfoGBmhp6wANDU14deuF2JhohIcJtxEcDg6Ai4c3DAwMYWpmjk5dXPjqN+PJo4coU072y15Zbl2/ggIF9NGkpahtunr2QFxsNCLDhW0TFRGGUQO6o6OzcKywVQ1NLS2+6sR+nzngdRva4P6dW0preXD7GvTy68OqcUu+guPg5IVXcbF4FhUuqMfGdesu3tDW0UUBg4K8/tMHobzsTMgBdPYegAIGhrxs4IQF+Lu6lUptc+3KJejrG6CVnaifvLv3Qmx0NMKeSvVTUABcJfqps7MLggJE/cR4/+4dli9ZiNbtOkBVrly+xK9vZ9+aa+neszdioqPxVEpLUGAA3D1FWszMzNGlqysO+Yu0hIU9Rc9unnDzUP4BjTzWTXVH3WqlsWHfeYV1nOxqYfa6ECQkpuD6vSjsDrkGZ7tamZYpQw1zQ8QnfsWR+6/w9fsPbLoQBeOC2rAopCuo17ZqCWw4F4m4D4lISPmOKQEPcCj0eaZlynL96mUUkJjfngrm95HgQ+jq4QV9A0OYmJmjI5/f/rzs4L496NazD49I0NXVw6Rps+DQVvEDDkXcuHqZj+HmtvZ8fnr49ERsTAzCw4Tz+0hwIJzdmBYDvjLv6NSVr35Ls2rpQtSobYX6DW1UszX6+mjSQmRrnJmteSbf1jCn27GL7PfS1HnL4d1rAPLmy4ePH95z+6Onp/yNsNjeFNCHtU0rbm/adPHGy7hYxEYJv6PYI++2ziJ7o29QENaNW+FJqr2JDn8MU8uyyC73b11D/gL6qJeqha1Uv2BaIqW1/EC7rj4iLYYFef0n90Vahk9ZBCevvsibNx8+ffyA79+/QVfFtrly+SIfl3YOraGhqYkevfogmtkbqa1ugYcC4OnlAwNDQ5iZm8PZxY1H22RWpgw1zAwRn/AVRx+I5vd/F6NQ0lDO/K5SHBvORyHuQxKfw1MPPUTgnRdih+7Jq8/ICaqbiuzNsQevuZ7Nl6JhbKgDCyMdQb02VYph44VoxMWL9EwPeoSguyI9pXNID1t5/5T8FRci3uPb9x/Yf+cFiuXXhLFBegQGw6ygNqLeJci9hnlBbUQqKFO6nxLT+2nzxSgYy+mnNpWLY6NEP00LlOinojnXT2UK6+JL8nfciP2Ibz+AI4/eoJCuJm8fafQ086J1pSK4LPXA4Z8S+RH44DW+pHzH2y8pvJ1rmxoorSXq/k1o6xVAxbpNkDefBqzbdsX7l3F4HRspqNfccyBadR8GDU0tvvr9LSWZ/x7j8bXzaNDRCzr59WFYpASqNnHA3bNHlNZC/Fn89o734MGDcfr0acyaNQv79++HqakpfHx8cOvWLe7cli1bFrt27cKSJUv4e926deMhzGmw92vXro2DBw9i5MiR2Lp1K3eUS5Qogd27d/M6zOlm12QOPXPSmTPt7+/Pr2tkZMR/j4VkM9atW4dFixahe/fu/DrOzs68/OLFi9izZw+KFy/Or5XmyOcksVHhMDZLf/KaN29eFC9pghgpJ6pwkWJYsXU/mtoqDpm5ceUC/732zp4qaYmJioCJlJYSxkxLhKBeoaLFsGrbATSzbSt4P+HLF+6MPouJQm/XdvDu1ApHDu2HUaEiKumJCA+HuUUpgR5jE1NEhgvbJjJCWM/M3FJc5/GjB4iOjECXDvZo08oGSxfO4avAysJWlkzNLQVaWAg+e1+6nzbs9EcLe2HbsKezU+YuRUGjQvznr19TcP3yBViWUv5mNC4mEiVMzNOvnTcvipQwRlyMsJ88B4wV3OyGXj0PE4sySEz4gpdxMXjxLBrjenXGCK82OHvEHwZGhaEKrK3NLaX6ydSU94skERHhsJCoZ25hKagzd+ZUuHt1Q9GixVTSwT8jPAwWlsJ+MjE15e9L17OU0GJhYSmuU6xYMRw4FIy22XgAIMnYxfvRcdAqvHgdL7fcsIAOihXSx8PwdAf2UcQLlLMsnmGZslgY6SLy7RfxzyxUMPZdIswLCW+EyxbVg55WPmzxroGAftbwqWeGN5+TMy1TlsjwMD4GlJ3f5uYW6fP74QN8+vQJ7k4d0LpFI2xcuwqFCitvb9hnmMloMeHOrXQ0i6RmU6ZFqk5E+FMcDQlCr/6yK58q25qSCmyNr6ytYWhqanKne2B3F/T1ckLteg1RruLfKumJi5a1N0WZvYkW3gz7DBwLs1LlxD/fvnoephalRX9T+GM8unsTw7zaYZh3ewTs2qSSlmcxEShhYiHQUqyEMd8aJUn3QeNgLqHlJrN9lqKtZ8xBZk73xEFeGNfPja/Elyqn/INqRnhYuMCOsL5i9zPhcuyNRSmhvUmrk1GZMpgb6SDybYJgfj97n8jfl6RM0fzIr5kP/3nVwMG+VvCumz6HmUPHVnZ3dKuJ/b3roL+NJV8RVQX2uVFSemLfJ8DMSOhgli2SH/m18mKTR3X+mZ7Wpul6iujBtKA2tnnXgF/P2ujXWDU9JQy0uQObBguMfPEpGSX0hVtS2N9eQl8L89pWwLKOleBasyTypn4eK6tQVA9LOlTC4g6V0Pafokrr4NeR009sOwB7X7qfmK3d5FkDB/pYwUuyn3i76GC7T03s65W9fiqaXxMvP0m0DYA3X5JRtICs492xcjGcePIWHxK/Ct7P89dfSJEIe//+4wcK6WkoreVtXDSMSqZHULHtPIZFS+Dts2hBPWbb8mlo4uCyaVg33BP6hYqhdPW6Iv3fvyOfxJYWdu/FnHeC+GMd77CwMO50T5o0CQ0bNoS5uTkmT57M91AzB7h8+fKYMGECSpcuDWtrayxcuBB3797F2bNnxddgK+VsRZt9wXXs2BEVKlTA9evX+Zcec6oZBgYG0NPT4++x63l5efH6FStW5L/79u1bvHnzRrzazd5jq+JmZmbc+R8yZAhfRWfXY9fQ1dWFoaFhjrdHYkKizH5E9nNSonC/j46uHnR0hV9Y0rAw73ZO7nyVRCUtiQnQ0hJq0dSS1aKrQMvnTx/5/y+ePo55Kzdj9rKNOHM8BMeD/VXXI9U2bL8ie19QLyGBvy+vDuu3GrXqYP3mnVi7aTtuXr+G/9avUV5LgqwWLXlto5d5P7GHSPOnT+Q3gM3l3DRnRnJSAu8XSdjPyUmye8TS2LNpOXfMW7Z34fsfGdcvnMSY+eswas5qXD5zBOePqRbinZAobH9V+ulISBC+fPmMth06qqRBrIV/hvAGhv3M5llG9Xid1L5kK4NsjOcUzxU43Gno6YhuEr4kpu+p+5KYDF1tjQzLlEVbIy+SUoR7sRO/fod2vryC9wpoa8Dun2IYuucO3DZcQ7li+eFhbZZpmWrjRthXbI6l9YOicaMlMW4+foxHUMABLFi2Elt27cejh/execNapbVIf4b0mBDXkxrrrI60Ddi1fQsc2jnC0LCg0jrSPkPud0KS8rZm/r8bsd73IN/yc2i/6KG0siSpYG92bViOZ9ERsO3gyn/OX8AAVes0wMxVvhg6ZSFOBR/AmSPKb0FK4m2jJfsdlYEW3/XL8CwqAvaOLoL3x89bjfnr9uDe7Ws4FugHVUhI+AJtHXnjJkHG3ugI7I222CZlVKbs/E78mr5AwUhM+c5zMUhSQDsfbP8uiuF77sBj43WULaYH99TtIgnJ33A9+gO6b7nJt5NUMzGAh7VqW0m4Hnn2RkpPfu18aFWpKEb43YXXf9dRrmh+uNVJ1ZPyHTdiPqDntlvoveM2qproi7UqpSVfHpk8FGyvNNs7LQmrc+/FJ0wMeoTJQY9Rvmh+tPtH9CD4U9I33IiJx0j/B5h3/CmalCmERqVE95vKwPZnJ6XI9hPTKK+fRuy9A89N1/lDT3E/pXzDjegP6LH1Jt8yUDUb/aSZNw+S2VK3BOxn9r4k1UoW4O11SU54PWuzVhUK87+BhZxbmRkinwr5YlKSEqGhKZxPGlpa+Josfz7Y9xqFPkt9kfD5I87uFT3MK1XNCuf3bUbi5094/yoOoadD8C11ke1342eHk/9Foea/Bo8ePeL/Z2HfabDEVyyk/OnTp6hRo4agPnOqCxQogIcPH4rfY065JKycJbKRB3O0WVK0NWvWYPTo0ejatSsGDRokdoBYGPurV69QtWpVwe/16NGDO/i5DbuhYnv6JGE3cixEThnevnmFe7euw6alg+pa+A2MUAu7udLJohYW+sfo6OKNAvoGPOFaqzYdcfn8KZX0sBsQ6RsqdiMsfbMpfVPK6jCHmzFw6Cj0HTgU+QsUQPESJeHu3R1nTgv3FavcT0q0jVhbwhdMHjmIRxHMWLiCr0wpC7/pTZbtJ21tWS3fvn3FpqUzcO3cCQybvpxvJciXT5S/0a6TB78hLlysJBrbtsety+kPt5TuJxkHJRG6Um0j/UCJ96WOLt68eY2VyxZjzIQpKn1+5loSxONBUE8wZhIydWJyC+ZIM3S00p1pXW1NfP6SlGGZsrCbcukbTXajxG7iJPn67Tt2X4vFq4/JeJ+QwvciNihjlGlZTszvJIXzO0lQJ60/mc3p7OzG91MXLGjE8zek7blWBunPUDQmpOtJ12HfQ8cPB6N1O0elNWSkhbeLkraGwba3GJuao41jF1w+f1olPSInW9beaOnItzcblszAlXPHMWqmyN4weo+cBjtHV57MzNisFJq27oSbl87kmBbpBzhpWtYuno7LZ49jzKx/UUBf+OCcJXorbmyGFq074+YlVW2fjgJ7I3xwx51pBd9RGZUpA3NqZea3Rh4kJAsdTj6Hrz/Dq0+iOex7JRb1S4vm8PKT4Vh1OgKfk7/hxcckbL0cjQZlRFFaypKkhL3ZK9bzFb5X0/X8eyocq89Ecj0vPybx/esNUsuU0/KdJ5KThP3M2kySbdeeYeeNOO7ws+Ri/ndfiPcz/3s2EoH3X/FrxX5IwpGHr1HDVLjXOSvwhyHy+knqIQVrlz2S/cTapZREP52R6KdL0ahfWrV+Svn2HRp5/5LZhy75oIJFJNhXLILdt+RvK2Kh+8lff2Bss1Jwr1ESV2I+IFGqn7MCCx3/KnVvk5KUxJOkySOfpib0DI14ArWwm6IcFk3d+kBDSxvrR3rj0IpZ+LtBC2jm4IN04vfkt3a80276lUmMxt6XXMWV56wo+t3Lly/zvduhoaHcie/fvz/mzZsnLld1dTinYGHmkmFy7GEAC9c2NksP7csKNy6fx9/VavD9b6piYq5Ai2nWtBgYFoRe/gLiFVUG21uoar47FtLJsh1L6omJjoK5RBimqF4pnk07jajIcB5uzli7chnfN5oG214gmVk3q7DQT5ZhWFLLs5ho3mZZ5WN8PIb364a/8vyF+f+u5+2lCsVNLHg28zRYhnIWOl5MKgMzC6lfNm0EYiOfYsy8teIsxGxPt65eASRI9xMPMlOtn6KipPopKkoQusuwYP0kUU8UQmyJyxfP483r13Dp1B7NGlhh88Z1CGH7wTsrv1eXhbKz7MKSWqLZmJEIP5dXj4fBS+n9f/Eu/gtevv2IsubpoYvlLIrhUcTLDMuUJfLNF55FNw0WmWhSUEcQfs5g4aH5tdLtdF72BDsLZcrC5i3bBiI7vy3k2IH0eqzf0uY325+fFmmTnXHMPyNKqIXlKTCT1mIurMd0SdYJvXUDRoUKw7K06idqmJpZIlba1sRGC7YBZQT7Luzr6YSwJ6KH3IyU5BRum1WBhZm/eCa0Ny/iYlDCWNbeLJk6XJTBfME6sb1hjrHv+qWC74WvKSk84kdZSppY8GzmAi3PYgSh8FxLcjIWThZpmbRovTjrOWubsf1cebI3Sd26KraNZalSiIyQsjdRUTK2hNubCKG9SbNJGZUpQxSb3wWF85vtqY6Smt/R79gczisIE05boepW3wwlDdJXHDXYaqiKJxawcGr5ehJk9LCQanG9PBDbFLaVpYTEPmymJ0kiq3hWYRnDixdIvw77c4sV0OK5KiTpWKU4ikjsbWZJ2VK+/eCOadcaJaEjsVqfL6+oTFmYvc1qP+lJ9BOztWkHN7N2kewnzWz0E8vsXlQv/W9mn1BYj4Wfp68Sly+ihwJa+TCiiSVm2JVF0zJG/IHEcBuRTWJle24/x8SQJ1hyNhI6+fLgWbzyD4eNSprh3fP0JHEs/8L7l89gVFy4mu+3YAKepjrajG8pKdDSFeVp+PzhHVp4DUK/f3fDddJSJH35hKJm6Vs5COKPc7zTVquZI5wGC+lmScwiIiJw7do1Qf0HD0R7+KRXuRUhHeKwYcMGnoCN7c9m4eb169dHXFyc+EuYrZYXLVpUoIcxcOBAvgc9t6lcvRbev33LM3+z1ZI9W9ejuLEJTM2VMxSP799F+UqVs6mlNt6/e8tDw5mW3VvWoXhJU5hK7K/MrO3Z8WH7dm7Gp4/xPON58ME9qNdYlPBOWWrUssLbt68RGHCA3xxtWr+a7wG1KCUcCy1a2WHLprV4+/YNv3Hfs3M7Wtm35mWPHj7AquWLeShp3LNYbNm4DnYOyod3V61ZG+/fvsGRIFHb7PhvLd//bpbFtmHMnDCCr8xNmr1Y6YgGSSpUroH4929x/nggv4E9tGsTihQ3RklT4c3ajtUL8OXTRwyfsQL6hkaCfrJu0opnOP/8KR5vXsbhVNA+1KzXRCU9NWtb4e2b1wj0F/XTxnWr+R5vS+l+srXjYcBp/bTbV9RPrD9OXbyGY2cv8Rc7YqyVXWts271faS216zAtb+B/cD/Xsm7NKpiamKKUlJZWtvbYuH4tr8sc8507tsHO4ecdObIn5BrG93FAfl0tVK9oCifbWtgVfDXTMmW4HvUBRrqasPu7KN8PyPYMsj2XkW+EN8LBd1/AsXoJfgNqoJOPHx924tHrTMuUpWatOnwssFBx1lf/KZjfzfn8XiceN3t3bkdLe1FkTyuHtvDb7cuPz2LJ+bZv2Qibpi2U1sK2o7x7+wbBXEsKNm9Yw4/vsrAUamna0g5bN63ndWNjouC3awda2IpsDeP+nVD8XbkKskOarTmaamt8lbQ1bH5blimLretX8ogClpQtYN9ONG2lWjRUxSo18eHdW5w7JrI3/js3oiizN2ZCe7N15Xz+EGTULKG9YavUd65fwoEd60VJUCOe4tihPajX1E5pLZWq1sSH929x5ughruWA70bu4BtLadnMtcRj7OyVPMmnZNuYWZaB39a1/IEAS8p2NGAv6je1ValtmL1hW9b8D+znzv7a1St50r1SUvcrtnYO2LBuDa/LHHN2qoJDqr3JqEwZrkV/gJGeJg9PZvPb0zp1fks5usF3X6JDtZIonDqH2dFiJ1PnMAvz7tXQgq/IFtPX4icWBN9T/iEfg4WsF9TT4GHkTI+HlSl3gKX1hNx7xbOsi/XUMsHJxyI9LLy6V4NUPQW0eFbvwyroYaHQ7NoNShXke7bb/1OMr6BLO4dsX3qX6iX4im9hPQ20+acYzoa/5Q52lZIF4FilONjiMDtarEX5wjgb9lbFdtGEbVq7WJvhmZx+Crkn20+nJPqpp0Q/uVqZ8vqq8OT1F/4wtZaJPv/bWpQrhNefUwSO97WYeIwJfIRxQY/56/iTt7geE4/5J0UPjJqXLcRXxNndt6mhNqzNDXEpSvnjxEwrVsXn+Hc8Gdq3rym4eHAH3+NdSOohX1GLMrh0cAcSP39E/JuXuHRoJyrVF91nsvfP7NnInfa4sIe4fTIIlRsrb2t+BdKexajj61fjt3a8LS0t0bJlS0yZMoUnLwsPD+d7sFlona+vLw8pZxnPWdj5pUuXMHz4cFSqVAl164oSJ2RGWogWC2n/+PEjT7jGrnn16lWe9Xzv3r08ORsjLblaz549+T7vAwcOICoqip8BfuzYMXGGdLZXnD0UeP1atRvMzMK7x89egkN+vnBv2wQ3r17EiElzeNkAr044dSRrRzy9fBGHgkZFsq1l4uylCPDzhVsbG9y8egkjJ4u09PPsiJNZ0OLTdygsS5dDf8+OGNrTlYe+M2dcFVgI3oIlq7DHdxtsm9TDlYvnMX3OQl7m0qmNOJswCzWtWr0m3Lu0R09vVzh2ckbDxqKjalj4MrvZa2vXBN3cu6BRk2bo0KmLSm0zbf5yHNy9A53tGuH6lYsYN00UOdHDtQOOh2S8Pzri6WP+O1cunINjy/po18yav5bMnaa0FnYjO3DSQhz3341Brq1w7+Zl9B4lOnJjYt+uuHgymK8unTnij6iwRxjqbod+nZvw1+JJooRPnX0G8sRrE/u5YNoQb36Ot7WNrcr9tHDZKn5cWMvG9fgK9sy5on5ydmyD4EOifnLq6oaqNWrylezunq7o2NkZjWyUP1IoMy1L/13Fb15tGljj0sXzmLNgMS/r2L41AgNEWrq6uqN6jZpw6tgOXm5d0dmpK2ya5KyWzHh1bgHqVxfdoE9YehBv33/G/YAp2LmgB0Yu2Ivbj2IzLVMGFjo4bM8ddKppzM/qrW1REOMP3Odl27rVRMtKolV1Fnp6+N4rrHarhl09a+PB80/Ydikm0zJVQqrnL1nJjwuza1IfVy5ewLQ5C3iZa6e2CAkMEMxvjy4d0Mvbjc/ftPnt7OqBFnYO6Onlii7t7VGh4t9w9fRWScvcxSuwd9d2ODSrj6uXLmDq7Pni87lZRn5GJ2dXVK1eA15dHdHHxw3tOnZBg8bpD6yeP3+mUnI3gRYtbZ6V/MCeHXBKtTVjp4psTc8s2BpGn8Gj+HXc2rfE5FGD4NGjH2pZ1VdJD7M3QycvxFH/XejftSXu3ryMfmNm8rKxfZxx/oTI3pw+4o/Ip48w0NUWvTra8NeCiSJ703/sLMSEP0F/5xZYOGkwWjt5okqteippYVnJDx/chd5dWiD0xiUMSNUyqlcXnDsu0nLy8EGupW/XVujWoTF/zZ0g2mLm3ns4j3oa6N4aC6YMRyePXqhSM2v3F/LszfKVq/mRYI3qW+HihfOYl2pvOrR1wKHUUxtc3NxRo2YtdO7QFh5uznDq0hU2TZtlWqYMbMVzxN676FS9JIIGWKO2hSEm+j/gZVu9a6BlRdG4ZMeDHbn/EqtdqsK3ey08ePEJ2y+L5vDskMd8JZclOVvvVg1nHr/B/tSzmlXRM9LvLjpWL4FD/axQyzxdz2bP6mhRQaRn1zWm5xVWdq2CHT5Mz0fsuCKyb3MPP+GOMkusttatKs48eYP9CsKdM4I5zvOOh6Fl+SJY7fQP/ilRAEtPi5zGOW3Ko56lKPps3cVovrK8rOPfmGpfDlejP+DYoze8bPGpcL5SvdqpMkY2LYWDoS9x69lH1dulRkkE9rdGbXNDTEhtly1eNdBCop+O3n+JVayfutXitpZt7eGaDz/mTjtLrLaO9RNvF9X6KeX7D6y7FI0GlgUxza4syhXRw+bUI+RG2liihnHmUZT+917yBxVsNdytRkn4hb5A5LtElULNHYdOw/UjB7C8byd+TnebfqKjUjeO6YF754/xf9dt58Kd7/UjfbBj2hBUtG6CKjai+8zGzj3w/nkslvfuiEMrZ6GZe1+ULCN7bCZBSPLXj1/tMGolYQ7x3LlzcfjwYe78sv3VbP81CwW/cOECFi9ejHv37iF//vxo3rw5hg0bJk5sxlbGWSI2lqk8DZYMzdjYGLNnz+Y/jx07lmcw79KlC/r164eJEyfy6zLKlCnDM5SPGDGCO//t27fnK98ssduOHTv4fm8LCwt+ffaAgMEyoc+ZM4d/Bsukrgr343Lm6IecgIWWqRNFJELAfjbxEkmsfjbRUiuRP5vKKuxnyy2kE7/8bApZpdujn001ZyeoEwH9lXewcgt2lJC68DlJ+T2Qucnz98rfKOcWqmZozi0qmyl/NFJu0WyR8nvjc5M8atRXZkVVOxYuN4h8obxTnpvUKZe9B4I5ScVi8vds/yx6WCm3tVNdaLxIfc8nPzVEtQe9P4vf3vH+EyHHWzHkeMuHHG/FkOOtGHK8FUOOt2LI8VYMOd6KIcdbPuR4K4Yc75zBZvF5qCsnB6vP935WUK87SoIgCIIgCIIgCIL4zSDHmyAIgiAIgiAIgiByEcXnbREEQRAEQRAEQRB/LGq2a/SXhla8CYIgCIIgCIIgCCIXIcebIAiCIAiCIAiCIHIRCjUnCIIgCIIgCIIgZPiLYs1zDFrxJgiCIAiCIAiCIIhchBxvgiAIgiAIgiAIgshFKNScIAiCIAiCIAiCkIEizXMOWvEmCIIgCIIgCIIgiFyEHG+CIAiCIAiCIAiCyEUo1JwgCIIgCIIgCIKQIQ/FmucYtOJNEARBEARBEARBELkIrXj/hjz7kAB1QU9DvYaYVj71edb0MfEr1AXNvOrTLozkr9+hLmioWdtUc3aCustT5swAAQAASURBVHDTdxfUiRfuNaEu5NdWH9unTvOJEf3pC9QF8wJ6UCe2XIuEunD3pvpoYSQlJEFduPomFupCob+rQJ14cEd92maMd52fLYEgBKjPnQFBEARBEARBEAShNlCkec6hXks5BEEQBEEQBEEQBPGbQY43QRAEQRAEQRAEQeQiFGpOEARBEARBEARByPAXxZrnGLTiTRAEQRAEQRAEQRC5CDneBEEQBEEQBEEQBJGLUKg5QRAEQRAEQRAEIUMeijTPMWjFmyAIgiAIgiAIgiByEXK8CYIgCIIgCIIgiD+G79+/Y+nSpWjYsCGqVauGHj16IDo6WmH9lJQULFiwQFzfzc0N9+/fV+ozyfEmCIIgCIIgCIIg5GY1V9dXdlixYgW2b9+OadOmwdfXlzvi3bt3R3Jystz6kydPhp+fH2bOnIm9e/fCyMiIO+sfP37M8meS4/1/5sSJE3jy5An/96VLl1C+fHnExMT8bFkEQRAEQRAEQRC/PcnJydiwYQMGDhwIGxsbVKhQAYsWLcLz589x+PBhmfpsJZw52zNmzOAr3qVLl8b06dOhqamJO3fuZPlzKbna/5HY2Fj07t0bmzdvRpkyZX6KhvCHd7Fj5Ty8fBYN09Ll4DFwHIqUMBHUSfj8CTvXLMS965eQJ08e1KjfFI7e/ZFPQwNfPn3Etn/n4OHtq9DQ1EKT1p3RsqObSlqePriDTcvn4HlsFCzKlEf3oRNRTErLl8+fsGXFPIReu4g8efOgTsPmcO42kGuJiXiK8f3doKmpJa7fY+hE1G7QVCU9D+7extJ50xETHYky5Spi+LhpKGliKrdufPwH9Pdxxtxl61C8hDF/79XLF1g+fwbu3L4BbW1t2LfrBFfvXippeXQ/FGsWz0JcTCQsy1RA/1GTUbykfC0f4z9gVB83TF6wGkWLl+TvvXv7GmsXz8LdW9dgYGgEl279YN2omcr9tHH5bHE/9Rg6SW4/beb9dEHcT127DeL9lMaPHz8wa3QfVKhcA45uPaEqd+/cxoKZUxEdFYlyFSpi7OTpMDYxE9RhTy2XL5qLkEB/5MmTF86unnD16sbL3J3a4UXcM0HoUPGSxtjhd0hpLaG3b2HmtMmIjIxAhYqVMGX6LJiaympZMG82Av0PIE/evHD38IZXtx68jD0lnTNzGs6fO4O8efKiRStbDBk+Ehoamiq1TaUSBTCqVVmYFtTBwxefMD3wIWLfJ8rUc6ljAudaxtDSyIMLT99hVvAjJH39nmmZKgx0a4p/ypZEz0lbZcq0tTSwcqILbBv+jU+fkzB5RQC2+V/KtEwVHt0LxapFM/EsJhKlylbAgFFTUMJY8Zwa3ssV0xatEc+pz58+4t/50xB6/TI0tbTg4NgVjl29VNZz/+5tLJkzHbHREShTviJGjJ+u2N58+IB+3l0w79/1YnuT0fvK8PBeKFYsmMHbpXTZihg0JuN2GdLDBTMWr0WxEqJ2+fbtGzavWYZjQQfwA4BNC3t06zeMf3eoQvTjezi4bhHexMWgpGVZOPYZBaPiwr8t8csnHFizEE9vX8VfefKgasMWaOXWG3nz5hXU27N8Jtfh2Hf0b2H74p7ex5GNS/H2eQyKWZSFXY/hMCwm6oc0kr58xuGNixF55zpvm0r1mqKxc09ue5ITvuDY1hV4ev0CNLR1YNW6C6o1a6OSlpqlC2GRjxVKF9fHrYi36Lv6PCJefhLUyZf3L8z3qoPWtUzx4wew61w4xm+/xv8tScC4Fjh7/wVm+92GqtQuWwRLe9VH2ZL6uBn2Bj2WnUb4i48yehb3qIe2VuZ8rPqeeorR/13iel5t8xDU1dbMi5OhcWgzNVh5LRWNsXSYPcqaFMLNx8/RY9YBhD97J6iTX0cTCwbZwqFeOXxOSMb87eew9sA1mWuFLPbA6ZuRmLHpFFShukVBzOpaFaWK5kdo9HsM3Xwdka+/COocG98UJka64p818uVBzJsvaDTlKPLl+QsznKvCtmoJ3mZ+l6Mxze+OTB9mlRqljDDfszZKFy+A2xHvMGDdJUS8kh03c91rwb6GMf/MPecjMHHnTf6ZJQrqYJ5HLViVLYyE5G/47+RTLDh4VyUtL8Me4My2ZfjwIhaFzcrAxmso9IsK55Mkx9fP4/bExnsY/zn5y2ec3bECMXeZHcqLUrUawrpTd+TNlz73CfXlwYMH+Pz5M+rWrSt+T19fH5UqVcKVK1fQunVrQf1z586hQIECaNSokaD+8ePHlfpcWvH+P8K+fH8mKclJWDNrDFo4umL+tmBUrFob6+dNlKnnt+lfpCQnY+qa3Ri3dDMin9zH0f3beVmg7wZoaetg9iZ/DJu1AscO+OLRnRtKa0lOTsLS6aNg38kNK3cdxd/V62DFrHEy9XzXL0VKSjLmb9yH6Su2I+zRPQT5beNlUeGPUa1OfazxOyl+qep0JyclYcqYoejs6o29wWdRo7Y1Zk4cKbduVGQ4Rg7oLnDeGAtnTuQOnK//cSxYuQlHgvxx/HCg8lqSkzBv0nC07+KBTftPompNKyycNkZu3diocEwe1gsvnwu1LJs9kT8YWe0bhCETZmH1ohkIe3RfJS1Lpo+EQyd3rNp1DP9Ut8K/s8Yq6KckLNi4HzNW7OD9FOgndLRCDvji4d2byA5JSUkYN3wQXDx8EHjiPGpZ1cWkMcNl6u3duQ13Q29jh18gVm7YigN+u3Du9EletmXXARw+c4W//IKOo2ix4ug/ZIRKWoYN7g9P7244de4SrK3rYfTwITL1fLdv5Q76/kMh2LhlB/bs9sWpkyJDvXjBXD72AoKPYpffQdy9E4rNmzao1Daaef/C7A6VsPVSNFouOY8rEe8wrW1FmXrNKhRGh2ol0GvbLbRfcQmGuhpwszLNtExZ8uT5C8O9W2Dm4PYK60zt3wZ6Opoo1XIcugxbi9lDOqByOeNMy1QZx7MnDkMHZ09sOXgKVWtaY8FU+c5YTFQ4Jg7pKTOndv63Gjo6Otiw9whmLFmPg7u34s7Na6rpSUrC5NFD4OTmBb/D51Cjdl1MnyB/DEZFhGNE/254LmVvFL2vrI5Z44fCsasntgecRrVaVpg3ZZTcujGR4Rg3uIdMu+zfuYU/4Fux2Q8rNu/F7etXcCIkQCU97Htnx4KJaNjWGWM3HETpyjWxc8lUmXrBm1fyG+ARq3Zj0OLNCL97AzdPCR2ke1fO4vbZY1AVdbN9X5OTsX/JFNR2cMKAVX4w/6cG/P+dIVPv5I7VvG16LdkOnznrEXX/Fu6ePSwui3/9At3mbUSXsfNwJWgPHl87p7QW9lBu65DGWBJwDxY9d+HknThsHNBQpl735uVgWlgPVQbvg/UofzStUgLODUoJ6vSxrYC6FYoorUGoJy92jmqGRftvo4THVhy7FYstw5rI1OtlWwlmRfKjQu9dqDnID82rGcOlsWgRpIjrZvGr5mA/vPqQgIlbryivRTMvdk53wqId51Gi9VwcuxqGLZM6ytSb3a8FzIsborLrcrQctBmDu9RFmwblBXX6d7JC/SrCB7lKacmXB2t71sHKI4/x9/BDOHP/FVZ0qy1Tr9n04yg/NIC/ao0NxrN3CZiyN5SXeTa2hLGRDqwnHEbTacfQuGJRdKyj2ncCGzebBzTE8sD7KNPXD6fuPse6vvVk6vk0LQuTQrqoMdwfDcYFoUnlEnCqZ8HLlnazQuSrT6g06AAcZh5Dl/oW6GhtrrSWrynJOLxyGqq26gzPxbthXKk6jq6drbB+xI3zeHpZdA+RxsW96/AtJRldZ25Cp0kr8CriEW4f3ovfERbRra6vZs2aZfhSBFvZZpQoUULwftGiRcVlkoSHh8PU1JSvhjs6OqJ+/fo8zPzp06dKteUf63izEO+dO3fCxcUFlStXhp2dHa5fv87fYyEHNWrUwODBg5GYmL5adOPGDXh4eKBmzZqwsrLCmDFj8O5d+lPMpk2bYv369RgwYACqV6/O67AwhK9fv/Jw8rQBwK6xbNky8e+dOnWKP1n5559/4ODggJMnhZM7p3gUeh26BfRRu1EL/jTetrMnXj1/hriocGHFHz9g5+QJbR1dFDAoiFqNWiDsoeiJ4su4GL6C9+PHdz7i2Re8hsST/axy/9Y16BXQR12bVlxL2y7eePk8FrFRYVJagLbO3lyLvkFBXv/JfdEXQnTYY5hZlkVOcOv6FRTQ10eTFnb87+nq2QNxz6IRGS6cUFERYRg1oDs6dnEXvM/ahK28O3t057/PVp/qNrTB/Tu3lNZy58ZV5C9ggAZNbfm1HF274cWzGERHhMncCE8a1gttOrkK3k9MSOCrch69BkNbRweWZcqjnk1LnDoamGv9xB4qtXP2kdtPDLZyfzJoP2rVtUF2uHH1MvT1DdDc1p63jYdPT8TGxCA8TNhPR4ID4ezmBX0DA5iYmsHRqStf/ZZm1dKFqFHbCvUbKq/r6uVLMDAwhK19a75C3a1nb8RERyPsqWgrSRrBgQHw8PTmdc3MzNGlqysC/Q+Ky7v36gNdXT0UNDKCnX1r3L6l2g16DXNDxCd+xZH7r/D1+w9suhAF44LasCiUvpLBaFu1BDaci0Tch0QkpHzHlIAHOBT6PNMyZVk31R11q5XGhn3nFdZxsquF2etCkJCYguv3orA75Bqc7WplWqYsoalzqmEz0Zzq5NYNz+XMqejIMEwc0gttOstG8TyLicL3byLb91ea7dNUbWXj5nU2jvXRtKVoHLt49UBcrKy9iYwI4851R2f3LL2vLKE3riC/vgEaNxfZvc7u3REXG4OoCKEO1k7jBvdEOyfZdjkc4AevPoOhb1iQR9dMnL0E1Wpbq6SHOdA6egVQpX4z5MungcaObnj74hlexkQI6rXpPgQd+ozkDxcTP3/iN9E6+fXF5Z/jP+DwtjWoYWMLVVE32xd1/ya09QqgYt0mfEXNum1XvH8Zh9exkYJ6zT0HolX3Ybxt2Oo3cwzY7zEeXzuPBh29eFsZFimBqk0ccPfsEaW1NKxUHO8+JWPvhQikfPuO+fvvwLJYfpQ3NhDUK1VcH3nz/IW8qdEP33/8QGLKN3E5W/X0bFoGAVcVJzPKCo3/KYG3n5Kx62wYUr5+x5y9t/hnVzAxFNQrUyJNz19iPUkSetJY1rs+VgXdx42wN8prqW6Jt/EJ2HXsrkjLljMoZVwQFcwLC+q1aVABU9adwLuPiYh8/h7rDl6Dm23VdK0mRvBpUwMHzzyAqtQrVxjvv6TgwNVYpHz7gaXBD2FeRA9li4vGgzzGdvgb5x++wrE7L/jPlkXyC9qMjXdVI6AaVCiGd5+T4Hcpio+bhf73YFE0P8qVTJ+7jFLFRJ/JHt4yvn8X9RNzstj/Fwfc478f/fozgm/EolaZQkprefbgFrT0CqBMHRs+n6rbOyP+VRzePRPOJ0bixw+45LcB5eq3EBb8AGo4dOXRIzoFDPm1XoQpv8BB/BwSEhL4/1mouCRaWlp8YUWaT58+ITIyku8LHzp0KFauXIl8+fJxP/LNm6zbij/W8WawWH62if7AgQM8fICFgYeEhGDNmjWYNWsWjh49it27d/O6t2/fhru7O8qWLYtdu3ZhyZIluHXrFrp168ZD7dJg79euXRsHDx7EyJEjsXXrVgQEBPAnKmnXYk63j4+P+HdY6PmECRPg7+8PCwsL7vCz8Iec5nlMJIobpz8ZZKFnRYqXxHOpL27X/qNhIuHQ3r12EcbmoqfUNg6dcOviKQzp0gITe3ZG7cYtYVn+H6W1sJuREiZCLUWLGyMuWqjFZ9BYmJUqJ/751pXzMLEoLV7xZqsIQz3bYZhXe/jv3ARViY4Mh6m5pfhnFrJYoqQpf1+SwkWKYYOvP1rYtxW8z27Cp8xdioJGoi+Ar19TcP3yBViWVv7BAAs9NTa1EGgpVtKEvy9JoSJFsWzzfti0EoYKMseAfTlqaWun68ubhzvvyhIXE4GSJhYy/fRMqp+6DRon6KfbV87D1EK0kvD92zesXTQV7n2GQUtHB9khMiIcZhbCfjI2MeEPRKRXA80l6pmaW3BnRZKI8Kc4GhKEXv0Hq6QlPDwMFpZCLSampvx94eeweumrPExXWp0Jk6ehXPkK4rKzZ06jTNn0dlQGCyNdRL5NDyH8/gOIfZcI80LCNi9bVA96WvmwxbsGAvpZw6eeGd58Ts60TFnGLt6PjoNW4cXreLnlhgV0UKyQPh6Gpzv2jyJeoJxl8QzLVIFFhpiYCedU8ZImfHVben7/u3U/mtrKht86dHDGxbMn0NWuAXq7tEGj5nYoX6mKSnqiIyJk7Y2xKY+mkaRIkWLYtCsALR3aZel9ZYmJipBplxLGrF2kbE3RYli17QCa2QrtXsKXL/yBAXso0du1Hbw7tcKRQ/thVEi1FczXz6JQ2Dh9hY9tEzEqVhKvYqME9fLmy4d8GprwXTgZiwa6wrBwMZSvmb5y5r9+ERq27QJ9FXWoo+17GxcNI4ntRqxtDIuWwNtn0XLb5uCyaVg33BP6hYqhdHVRKOWP79+RT2JrFvveYs67spQroY/HcR/EPzMHNvzFJ/6+JFtOPsHfpgURsaYznq7qjEex8dh3UdR+ef76Cyt61cPI/67ic+JXZAfm8D+KfZ+u5/sPhD2Pl3kQsPHoQ/xjYYS4zW6I3uSKhzHvseeccM41q2rMHfZFB0JV02JWCI+iXgu1xL5DeTOh480cyy9JKeKfv33/AcuSBfm/mcO5dkw7DF0SjE8JqtnftAcbT59/FHwnRL76jDLF88utz95vV8sEsw7cE7+3/XwkKhob4O58B9yea4/Hzz/B/1qsSnrKliiAx3GSen7w7QllpcbN1tNhqGRqiKcrHPFwWQc8iovH/svRPNTcbckZvIpPEoek2/xdHPej08diVnn/PAaGxU0E80m/SAn+vjRnt//LV8b1DIV92MhjEAqZpn+3R4dehZFxul0n/j8cO3Ysw5ci2JZQhnQiNeZ0s+g2aZiTzZxv5js2aNAAVapU4f9m7Nu3L8t6/2jHu2PHjnyVulSpUmjXrh0+fPiAiRMnoly5cmjVqhUqVqyIx48f87psAz5bJWcOMttQb21tjYULF+Lu3bs4e/as+JqsM9iKNgtHYNdnm/XZSjq7oWHZ7xgGBgbQ09MT/87YsWP56rilpSX69evHn8IoG7qQFZKTEqGhle6MMTS1tHm4oSL2/bcCz2Mi0KxdV/7zt29f0aydMxb6HsbYxZtw9cxRhF5RPlQtKTGBf7a0lqQk2f2oaezcsBxx0RGwcxSt8LIVrGp1GmDWal8MnboQp0IO4MwR1UIcExMTBI4qg/0srUdXTw86usIVRGnYg5j50yfyVdDmdsIb1Sy3jbQW1k8S0RcMHV096OjIamHvV6pSA9vWLef6I54+woVTR3nopEpatLRktWTYT8vwLDoCto4u/GcWdsluRP+uVgfZha3mpxnLNLS1dQSRKbxeorAeq5MkVWfX9i1waOcIQ8OC2dCiI6slQfg5CVL15OllLFk4H+HhT+Hu6a2SHm2NvEhKEa5EJH79Du18wn2vBbQ1YPdPMQzdcwduG66hXLH88LA2y7RMWZ4rcLjT0NMRjasviek3n18Sk6GrrZFhmSqwvmfjNrP5rWhOMb5++4q2nV2x/dBpLFzri7PHQnDlwmnV7Y2UHjZepceoInuTFTukqg5uh6V16Mr/PLbvnXHx9HHMW7kZs5dtxJnjITgeLBtdkhWYjWMrtZJoaGrzbVLy6Nh/LEau3ouETx9xbKdoi0bo+eNITkxAzaYOyA7qZvtS2Pe3prCvNLS08DVZvh77XqPQZ6kvEj5/xNm9oofSpapZ4fy+zTxK4P2rOISeDsE3Bdl7M0JXOx8SkoQrxQnJX6GjJUwbpJkvD3afD0epXntQZdA+7gh3byF6SDHAoSLuRr/D6buqRdQI9WjgS5LQeWf6pPXwkPTTT2HitQ3le+1EBdOC6GUr3I4zuF1lLDkQylerVdOiKXCoRVpSoCNlu4IuPMZ478YwyK/FQ8497atBW1Okd0iXugh9+gInr0tFIyqrRTMvEqRW9Nm+aB1N4XdCGj2aloHv+Ui8k3jYysLV912ORpURgbAef5g7z56NVHMudbXy8XEi1POV65QeN3svRKJc/32oPtwf5Uvqw6eZMC8Se3CzvLsVkr9+h6/Uw5OswOZNPqn5xB5KfZWyNU+vnEJKYgIqNGiV4fUu7V2Pd8+jUKWFI35H/lLj/1QlLcT85cuXgvfZz8WKFZOpX7x4ce58Mx9Q8nub+XvKJMn+ox1vc/P0Fde0pxtmZmaCBk17EvLo0SMefi4Jc6rZSvnDhw/F70l2CIOVs+RNGcEc7jRY+CFD3o15dmE3VNI3MOwmgu3ZloY52FuXzcKN8ycwaOoSHo74NSUFmxZNRWOHjvxabFW8kb0jzh9V3tnVUqBFW1tXrpb1i2fgytnjGDlrOdfC6DNqGnfCmX5js1Jo1roTblw6o7QWrkdb9gEEu/lUdBOuiMSEL5g8ahBfMZqxcIVMCEuWtMi5uWMOAgsbzyoDx0zD65fP0dvZHptXL0aTVm2gqyf/KXdG8AczUv3EtSgYM+sXT+f9NGrWvyigb4iYyKc4fdifJ8TLCUTOUpKM8yDtFEjXk67D5uTxw8Fo3U71L0l5jhL7HF0pLbyeRH9K12FbUaZOGo9jR0Kwat0m1R8EfP3Gb5IEn50vj8yN19dv37H7WixefUzG+4QUbL8SgwZljDIty2mYI83Q0dIQ3LR+/pKUYZkqcGcyWfX5zcbL4hnjYd/BmdsbyzLlYNfeiScUy7lxrLy9yS7M1kjrYLYnqzrSEoh1dPFGAX0DnnCtVZuOuHxetURQIkdS6AimJCdCU4694fU1NVHA0AgN23fFw+sX8On9WxzxXY92PUTJj7KDutk+DTlOQUpSEg9zlUc+TU3oGRrxBGphN0VJCZu69eEP39eP9MahFbPwd4MW0NRNXwTIKsypZcnHJNHRzIfPEg/KGP/2qovd5yPw4Usyol5/xoIDd+DeuAwqGBvArXEZTNx+XenPlq/nK/98gR6tvDIr6av7N8TOM0/x/nMyol59wtw9N+HZPD1aoXhBHTSoVAzbTz3JhpYUgd0SadHgCdQkGbEshD9YDN3WH5snOmJbyG3Ef05ERYsi8LCvhrErj6qsQawl+Rt/ICvQopkXn6UemjA08v6FNjWNueMtyQL36th/NQYfElIQ8/YLlgU/hHM9c9X1yBk3n6QemizrZoW9FyPx4UsKDydf5H8Pbg3TV5aZo75tcEOUKa4PpwUnufOtLPKcbPaz5OLUl/h3uLxvExq6K57DLKrl1ObFCLt2Fq2HzIK2xJYXQr2pUKEC8ufPz0+YSiM+Ph737t3jkcvSsPfY/VpoaKjge5tlO5f0JzPjj85qzp5cSKMoE6uixGjsfck9zvIcrcySqsn7zNxIxFbM2AwXjwcJDMar57H8fUlYMjOWhO1zfDxGzFmDAqmOAFsBYBnPv31NN5J58+bjL2UpYWqOs8cOCbSw/eMlTGS1LJ02Ep/i4zFx4TroGxqJbw79tq5BW2cfsUPJHgyomg3a1MySJ0OTXLV+FhstCMPMjI/x8RgzuBeMChfG/H/X8z1/qmBsZoGThwMEWp7HRqOkqTJaPmDElHnijO+LZ4yFRWnlQ5jZZ8rrp+IS2wTS+mkJ76cPmLhwvbifrl84hXdvXmGIZxvxjWuev/Ig/PF9DJsiCtFRBhamHXzogKBtYqOjYWYubBtzc0tER0XAsrToKXl0ZISgTuitGzAqVFhcrgosfNz/4H6BlujoKJhLPEhLq8eynpcuU1YcLp8WBs8e7A0b1B8fPrzHpq2+MCqk/F61NCLffIH9P+lPadn2OJOCOoLwc0bU2wTkl1gJysvOwsxCWU7zLv4LXr79iLLmRXHroehpcTmLYngU8TLDMlVg8/hkiHB+sxDpkqbmWX6gxrJXMxsjCOlVwfYxWJj5kcCDQnsTEw0TqXGc27DPOy6nXYyz2C4GhgWhl78Ab5s0RDlAVNNTxNgMN06FSFzrG94+j0XhEsJkTlvmjEGdFm1RvoYohJr1i45efjwJvcad7+UjRFu52N7vH99/4Fn4Y/Sft/6Xtn1GJc1w9+xRQdu8f/kMRsWFbeO3YAKqNmuN0tWs+M/fUlKgpSv6jvz84R1aeA2CVqqzfWb3BhQ1EyY7ywqPnn1AVwlHiK0+lirGwoiFUS4ljXT56mUabF8ueznUMkUJIx3cXeoodpK/fweqlTKC83zlc9w8jH0P1ybptpyFapcuoS8IP2cYF9KT0fNVwmlrUd0EZ+4+5465qjyMfA3XVlWEWoyN8ChauAe0qJEeBiw4hPjPIudvSo+muP3kBU+wVrKwPh7vHixezWfh6jXKl0DHMb5KaXn64hM6S0Qsse8EiyL58VQq2zujdulCeBWfiEcSoeCMEoY60Mib3mZfv/3gD2hVgY0PlgwtXc9fPDfAE6nPZONG8jNF40ZkVAx0NbB3RBO8+JCAtrOO4Uuy7EOErMDCzB9dEM6n+JfPYCARfh577wYS4t9hz5Q+/GeWL4Hdm7+OeoJOk1byn1mCtsRPH9F+9CLo6AtzChDqjaamJtzc3DB//nwekWxsbIx58+bxle2WLVvy78O3b9/yBVS2gFKrVi3Uq1cPo0aNwtSpU2FoaIilS5fyiGYWNZ1V/ugVb2VgYebXrl2TSUXP4v2lV7kVkd2D3rNLuco18fH9W+58sxuV4N3/oXBxY5SQcuh2rVnEjw0bPGOZ2OlmsEQz5mUr8vBztlrNbkJOB/qhRn3Z7KGZUbFKTcS/f4uzxwK5loM7N6JICWOUNBM6LVtWzufhjKNnrxDf0KStRoReu4QD29eLktdFPMXRgD2o19ROpbapWrM23r99w51vtrq147+1fK+jmUXWb0pmThzBM2RPmrVYZaeb8Xe1Wvjw7i13vpkWv23r+X5UE4k9oZmxftlcBPr58pvgG5fP4/qlc2jcwiEb/XRI3E9FS5jAWG4/xWPM7JWCfmIPRtb6ncKq3cf5iyUecujsodKNJ6NGrTp49/YNggMO8LbZvGENP4LJwlI4B5u2tMPWTet53diYKPjt2oEWtulHQ9y/E4q/K6u2PzeNWnWs8PbNGwQc3M9vvtevWQUTE1OUKiXU0srWHpvWr+V1mWO+c8c22DuIbsbZUWLsaLrV6//LltPNuB71AUa6mrD7uyg/Asarrhli3ycg8o0ogUgawXdfwLF6CRTJrwkDnXz8+LATj15nWpYb7Am5hvF9HJBfVwvVK5rCybYWdgVfzbRMWf6pXgvv373l2bbZuNmzVTSnTFNzV2QGW80tU+FvbF6zhK+CxsVGIWj/LtRt3FwlPdVq1OZjkznfTM/2TWtR0tgE5krYm5ygcvXavF1YaDjTsXvLOn5soWkWdbDvNHZ82L6dm/HpYzzPeB58cA/qNVbt6ELLv6tz55A53yxPxim/rXyPd1EpZ5cdM3Zq3zYeYv7h9UucObCDHylWrWELTNwchHEbA/irYTsXVGnQTGmnWx1tn2nFqvgc/44nQ/v2NQUXD+7ge7wLST04L2pRBpcO7kDi54+If/MSlw7tRKX6ov5g75/Zs5E7GXFhD3H7ZBAqN1b+O/PMvRcoYqAN5waW3EEa3v4fhL/8iEfPhI73sVtxGNepKvR1NFDUQBuDW/+NA5ej+Mq3SbedMO+5i7/YcVGL/e+q5HQzTt2JQ1EDHbjYlOFHYY3qWBVhzz/iYaxw7++RGzGY2LUm9HU1UMxQB8M6VMG+C+n5DGqVKYLLj1R7uCfWciMCRQvmh0urKiIt7g0R9uwtd8glYe9P6d6EO+Y1K5SEd+vq2HToBuZuPYsidrN5RnT22nk0lB81pqzTzTj/6BUKF9BCRytTvqI90LY8Il9/xpPnwuO7GNXMC+J6uPDIM8bJey8xok1FFNDOhyL6WujTsiwO3VDtJIWz91/yccMylLNxM7RNJb7HW/qBzbHQOIxxrIwCqeNmoH1F+Kcm4FvXtz5i3nyG+5KzKjvdjJLlqyIh/j13vtl8uhHoy/d4FyyRPp/KWjeFz/L98Fqyh7+q2jrxBGrM6Wac812JpC+f0GbY7N/e6WYPbdT1lR3YGd6dOnXC+PHj0bVrV+5EsyTZbEE1Li6Obx8ODExPTMxydNWpUwf9+/fnv8d8QJanK20rcVYgxzuLeHt785DyadOm8f3XLDRh+PDh/Lw3yTPgMiItvJSFrbPze//fsP1qfSfMw8lDezDCzQ73b11B9xGio1qm9XfF5ZMhfEWbhY6zjOGjPFpjSJfm/LV8iih0r/vI6Uj48hljvNth6cRBsGndiZ/zrbwWbQyZvBBHD+5CP+eWuHvjMvqNmcnLxvR2xvkTwXwVhYXqRT19hAEutujpaMNf8yeIngQPGDcL0eFP0K9LCyyYOBhtnDxRtbbs0RRZDbmcNm85Du7Zgc52jXD9ykWMmzqPl/Vw7YDjIRmf8RwR9pj/zpWL5+DYqj7aNbfmryVzp6mkZczMJQjavxPeHZri1rVLGDpRdMzFYJ/OOJ2F7OR9ho3H5XMn4dG2MbauXYrhk+ehSDHhkQlZ7aehkxfhyMFd6OvcAnduXJLopy7ifjp1+CDvp/4urdDDsTF/zZ8wCDkNC9Gdu3gF9u7aDodm9XH10gVMnT1ffD734SBRpEAnZ1dUrV4DXl0d0cfHDe06dkGDxukPiJ4/f4ZChbN3hA17Arrk31X8uLAmDaxx8eJ5zFmwWPT57VsjMEC0kujs6o7qNWqiS8d28Hbrik5OXdG4SVNuAw7s24uHD+6jeeP6qF+nBn/17y0641tZWKbZYXvuoFNNYwQPrIvaFgUx/oAow+q2bjXRslJR/m/fK7E4fO8VVrtVw66etfHg+SdsuxSTaVlO8ercAtSvLno4MWHpQbx9/xn3A6Zg54IeGLlgL24/is20TJU5NX7WEgTu84VHuya4de0ihk+aw8sGenXCqSOZz6kRk+bwsd6tUytMGtYHDo7OqG/TQjU92tqYvuBf7N+zAx1tG+L6lQsYP100jru7dMCxTOxNTsHaZeLspQjw84VbGxvcvHoJIyeL2qWfZ0eczEK7+PQdCsvS5dDfsyOG9nSFTUsH7oyrGk7tNnoWLgXvw6xu7fA09Bq6DJ7Ey5YO88KtM6IM3I0d3bnzvWSIB9ZOHMCzoNdqJjxzNbuom+1jbeM4dBquHzmA5X078XO62/Qbz8s2jumBe+dFSYTqtnPhzvf6kT7YMW0IKlo3QRUbUX80du6B989jsbx3RxxaOQvN3PuiZBnZIwczg2Umd5p3Aj1bVkDY6s6w+acEvJaKtnldmNManVOPfhqy4RLi3iXg+sJ2ODXDHifvxmFFUM5nfU5M/gbHGYfR174SYv9z5QnS3OaLjmy8ttgRzo1E9mbA6nOIe/sFd/7tjAvz2+H4rWdY6n9HfB121NjzdwnZ1PIVjqN3oK9jbcT6j0CzWqXgNll0xNS1Tb3h3FyUjHbsyiMobVIIcQEjsWlCBwxbEozL91Szbwq1pHyH54oL8LYphdB59mhYsQj6rLssPru7Q+301V3jQjp4+UF2i+OYHTfx4kMizk5pgaDRNjj74BXWHlctBxEbNy4LT6NH87J4vLwDGv9dHN3+FZ16cXaGHTrVFT1gG/7fVTx/n4ArcxxwfHIrnLr3AitDHvItCk3+KY5mVUogbKUjIlZ15K/5nrVUCjW3HTAFd48fxOYhXfjqdvOeomNbd0/qhceXMj6bmZ3h/fDsYbyJeorNw7tiw4AO/BW0ZIJKbUP8HJijPWLECFy4cIGfXMWSa5uYiOYF+z/z+9jRYWmw0PTJkyfj4sWLuHnzJs//VaaMcpGTf/342YdL/8QVbJa5PK1B/fz8+PFgkvu1WRZzFnowe7bI6WEds3jxYh7/zxq/efPmGDZsGA83YLBEbR06dODHiSm6BkukxrKXd+nSBS1atOCJ2FjWvbSOTjt2jD1BYQnXVOHYg9xboVIWPQ312s1Q3ECYTONn8jGbmVxzki9y9nz9TCyL/n/3umYEy/KtTjRfpFoeg9zgpu8uqBPXDomcRnUgv7b6jBu2t1KduPVcGAL8MzEvoPwe59zk9mv1aZsRqc60upCUoFqOh1zhTc46ydmh0N/Zi97KaRK/5HyOIlUZ4539xIY5ybDG/9+oppyi7Rrlz7T/f3Gwp+x+bHXmj3W8f2fI8VYMOd7yIcdbMeR4K4Ycb8WQ460YcrwVQ463Ysjxlg853oohxztnaLdWtW1e/w8O9FA+4uFnQqHmBEEQBEEQBEEQBJGLkONNEARBEARBEARBELmI+sTCEQRBEARBEARBEGrDTz6U6beCVrwJgiAIgiAIgiAIIhchx5sgCIIgCIIgCIIgchEKNScIgiAIgiAIgiBkyEOx5jkGrXgTBEEQBEEQBEEQRC5CjjdBEARBEARBEARB5CIUak4QBEEQBEEQBEHIQJHmOQeteBMEQRAEQRAEQRBELkKON0EQBEEQBEEQBEHkIhRqThAEQRAEQRAEQcjwF8Wa5xi04k0QBEEQBEEQBEEQuchfP378+JGbH0D8/3n2Phnqgr6OBtSJfHnV56ldyrfvUBfy5VGvZ3DfvquPWVK3B72JKd+gLrz4kAR1oqbDKKgL764s/9kS1Jav39RnfudRs/md9FV9vhe+qpEdZnxM+Ap14QfUp20SktTnO4FRRF8L6oKuZl6oEwW01eteK6t02ngd6soe7xr4laBQc4IgCIIgCIIgCELtFyB+ZX7NRy8EQRAEQRAEQRAE8YtAjjdBEARBEARBEARB5CIUak4QBEEQBEEQBEHIkIdizXMMWvEmCIIgCIIgCIIgiFyEHG+CIAiCIAiCIAiCyEUo1JwgCIIgCIIgCIKQgQLNcw5a8SYIgiAIgiAIgiCIXIQcb4IgCIIgCIIgCILIRSjUnCAIgiAIgiAIgpDhL8pqnmPQijdBEARBEARBEARB/EqOd/ny5eHn5wd1YeXKlahTpw6qV6+O0NBQqBujR4+Gu7v7z5ZBEARBEARBEARB5BK/9Yr3x48fsWTJEri4uCAgIAAVKlTAn869O7fRw70z7BrXwcCenoiNiZap8/37dyxfOAftWjRAB9vG2LF5vbjsy+fPmDN1PC9zbtcSB/buVFlL6O1bcHHqgPp1qqObpyuio6Pkapk/ZyaaNrRC88b1sGnDWkH/Thg7Es0a10XLJg0wd/Z0pKQkq6zn9u1bcOrYHla1qsHL3QXRUfL1zJ01A43qWcGmYV1sWLcmS2XKcoe3jSMa1KmB7p5uiFHQNgvmzESzhtZo0bi+oG0+pbYNa7NWTRpi3uwZKrcN66cundrDunY1eHtk0C6zZ6BxfSs0aVQXG9evyVLZrz5umJaunTugXp3q8MlAy7w5M9GkgRWaMS3rhVrGjxmJpo3qooVNA8ydlb0xfDf0Njy7dkTTerXQx8dd4bhZPG8WbJvUg32zhtiyaZ2gfPvmjWjb0gatGtfF5HEjkZSYqJKWR/dCMbRHVzjb1cPYgT6Ii5W1NWl8jP+AXl1b4+XzZ+L3Pn/6iLmTR8K9rQ26dW4Fvx2bkF0GujXFmilucsu0tTSwcYYn4k7PxeOgaXBtY5Wlsl/d1qiTFnWc386dO6BuFua3TQMrNG1cDxsl5ncaHz68h4NtMzyLjUF2uBN6Cx7OjrCpWxO9fBR/LyyaNwstberCrmkDbN6YPr8/f/6MejX/QZN6NcWv7Vs2qWxrvF06onn9WujbzR2xCrQsmT8L9k3roXXzhtgqx9a0a2UDW5u6mJINW8N4cPc2+nk7oX1zKwzv64Vnmdgbr852eBEXK37v1csXmDC8HzrZNoBb++bw3bwuG1pC0d+7Czo0t8aIvt6Z2j7vzvYCLa9fvsDE4f3Q2bYB3Nu3wM5saHl0PxTDe7nAxaE+xg/qhufPMtbSx7WNjB2eP2UkPNs3QQ8nW+zLph1m96DdXDuhZcPa6N/DA7Ex8sfN0gWz0bp5fbRt2Qjb/ku/B/36NQXzZkxGmxYNednyRXN5/WzdZ1nVQHevDO6z5s5Es0bWaGEje581ZuRQNG1ojeY29bBg3ix8/foVvyN5/lLf16/Gb+14x8fH48ePH7C2toaxsTE0NDTwJ5OclISJowbD2c0bB4+eQ8061pg6brhMPb9d27lx3LLnEJav3YKDfrtx/sxJXrZiyTw8j3vGyxat3IBd2zbh7KljSmtJSkrC8CH94eHVDSfPXYJV3XoYM2KITD3f7Vv5zc++gBBs3LIDe3f54vTJ47xsycK5/Dr+QUexc+9B3LsTii2bNqjUNuw6Qwf2g7dPd5w9fxnWdeth5PDBMvV2bNvCb1T9A0Oweasvdu/yxckTxzMtU75tBvC2OXHuIqzq1sWYEUNl6u1MbRu/gGBs2LIdfrt24vTJE6ltMw/JSck4GHQEvnsPpLbNRtXaZVA/ePl0x5nUdhmloF2YloOBIfgv9W8/ldpPGZX9yuOGXWPY4P7w9O6GU+cuwdq6HkYPV6xl/yGRlj270//+xQvm8nkZEHwUu/wO4u6dUGzOxhgeM2wgXD19EHLqPGpb18XE0bLze7fvNn7TvGt/INZs3Ir9e3bh7CnRuDl2OBh+e3Zi1cat2Bd0FO/evcOWTek3PVklOTkJsycOQwdnT2w5eApVa1pjwdTRcuvGRIVj4pCegps9xs7/VkNHRwcb9h7BjCXrcXD3Vty5eQ2qkCfPXxju3QIzB7dXWGdq/zbQ09FEqZbj0GXYWswe0gGVyxlnWvar2xp10aKO83to6vw+zbRYM9unWMuBQyHYJDW/GeFhYejh44lnsemOlSowPaOHDoSbZzccOX0BdazqYfyoYXLnN3PQdx8IwppN27Bvz06cSZ3fTx4/RKnSZXHi/DXxy8XdSyUtY4cPhIuHD4JOnkdtq7qYOEbW1uxJtTW++wK5TTmwdxfOnk63Nfv37MTKDVvhF3gU79+9w1YJB0sZmA2dNnYoOrt4Y3fQWVSvbY3ZE0fKrRsdGY5RA7rjRZzQ3iycMQEWpcpgZ8BJLFqzDQF+vrhx9ZJKWqaPHYpOLl7YFXSGa5k1cZRCLaMH9JCjZSLMS5WBL9eyFQF+O3FTFS3JSZg7aTjadfHAf/tPokpNKyycNkahHZ40rJeMHd61eQ20dXSxbvdhTFu8Dv57tuHuLdXsMBs340YMQlcPHxw6fh616tTF5LGy42bvzm38HnT73kCsWL8VB/x24dxp0T3ovt2+eP78GXYdDMHmnftx+cI5hAT6q6Rl+NAB8PDuhhNnL8LKui53oqXZuSP1Pss/GBs2b4ff7vT7rEUL5iBv3rwIPHISew8E4tqVywg4uF+ltiH+HLLleD9//hx9+vThYdyNGjWCv7+/4CnR6tWr0apVK/zzzz+oUaMGunfvjqjUp+kzZ85E8+bNBddjT6qrVKmCkydFEywzEhMTsXjxYjRr1gyVK1dGu3btEBISwssuXbqEpk2b8n97enpmKZx7y5YtqF27Nr59+yb+G6ysrNCrVy9xnYcPH/Jw+ri4OP7z3r17YWdnx3Wz///333+Cp28vXrzAkCFDUKtWLX6t3r17IyIiQqGGGTNmcA23b99GTnPj2mUU0DdAs1b2/CGEm3dP/lQ4IuypoN6xw4Ho4uoJfQMDGJuaoUPnrjgcJOrbc6dPwKf3AF5WoqQJ2nRwQsihg0pruXr5Egz0DWFr3xoaGpro1qM3YqKjEfb0iaBecGAA3D29YWBgCFMzczh1dcWhANHn/fgBdO/ZB7q6eihoZMSvdfvWTZXa5srli9A3MISdQ2toaGqiR68+iI6OxtMnQj2BhwLg6eUDA0NDmJmbw9nFDYf8D2Rapmzb6OsbwNbegbeNj8K2OQQ3Tx9B2wSK2+YHuvXsLW6bVvatEapC24jbJbWfWHtHx0TjqZSWoMAAeLC/3cAQZmbmcO7qhoDUvz2jsl953HAtBhJaeirW4pGqhf39XVg/+afPme690rXYZWMMX796GQUMDNDSVjRuPLv14hEt4WFCPUeCD6GrhxfvVxMzc3Ts4oLg1BuXg/v2oFvPPihpbMI1TZo2Cw5tFTurigi9cRX5CxigYTNbbms6ubGVlhhER4QJ6kVHhmHikF5o01l2FfpZTBS+f/uOHz++88QuefLkgYamag9P1011R91qpbFh33mFdZzsamH2uhAkJKbg+r0o7A65Bme7WpmW/cq2Rp20qNv8vpI6v9Ntn0iLPNvnLjW/D6XO77Cwp+jZzRNuHso7t9Jcu3KJf++2tBPNb6/uqfNbSk9IUABc3dPbphOb36nf0Y8fPUTZcuWzrYXZGqalRaqt8cjI1rin2hpTczg6uSDkkMjW+O/fA28JWzNh2izYt1He1jBuXb+CAvr6sGlhx+2Ns0cPvsocGS68t4mKCMOogd3RwVn2fnDKvOXw6jkAefPlw8cP7/l9nF7+/NnW0sWjO57HRiNKjpbRA3ugg7Os7Zsyb5lYS3yqFl0VtNxJs8NNRXa4o6t8OxwTKXK623RylblGHLPD3yXscN48vM9V4QYbN/oGaJ56D+ru0xOxMTEy96BHQwLh7MbGjQH+x95ZgEW5dHH8L0iLYCINdly7uxXERKWlzHuta1y9eu3u7i4UxCTF7k7sohELVFDS+J6ZhWULZFf4XPT8nmcf5Z3Z3f9OvXPeOXPGxNQMtiJzULYqze4L7MUooqICdXX59Vy/ljnPspZznuXgjKDM/jThv6mYMn02NDU1uf3CjHk9PT2Fyob4fVDY8GbuFMyQZisiu3bt4i7dmzdnP63csWMH/5vtYWbG8OrVq7nBOW/ePJ5ua2vLb/DXr18XvicoKAjFixdHy5Yt86Rh9OjROHToECZPngw/Pz9uyI8cORLHjx/nDwN8fX15vpUrV/LX92jbti1fJb937x7/+/79+/jw4QPXmGWMnzlzBjVq1IChoSF8fHywYMECDBs2DIGBgfj777+xceNGLFq0iOdNTk4WGvysjJhhX6JECdjZ2XGDXBL2WYcPH8bWrVu5IZ/fREWGw8zcUvg3e1JnZGzKr4sSHREOM4vsfKbmFvzJLOPrly98kMmCDcK5uXTlREREGCwsxbWYmJoiIjxMRr7ywr/NLSyFeSZPm4nKVbK3D1w4dxYVK1WGIoSHhcNS5HuYHlNTU4RL6gkPg0X57HwWFpbCPLmlyYPkb869bLLL0NzCQphnkkTZXFSwbMLDZZSLiSkiwqTLRTQf++1ZeXJLK8zthtWtLC0y24yElvActJz/gTYcGR7GP1tUj7GJKSLDxft3ZEQ4zC1E9JhbCPM8ffwIHz9+RD+7XujasRW2blyHUqXLyK0lNiocJmYWYlrKGZnwVRVRSpcxwOpdh9DOqpvUZ9j0csDl86fgaN0CQ5y6oVUHa1Sprti4OHHZIfQeuQ6v3ibKTNfX1YJBqeJ4HP5SeO1JxCtUtiyXa1phH2uUSYuy9W9Bv82DFlnjW2YeAwMDHA48gu49euFHkey3Wf07IkJG/5Ysm8w8z548QlRUBOx6dkG3Tm2wfPF8hdzwmdEoa6yJktASJaHZzNxCmOfZ40f49PEj3Ox7cZfhbZsUG2sYbFwxkZjbGBqbSo83ZQ2weY8/Olp3l/oMZrwxQ3fkQCfust6waUtUrlojX7SUMzZFdFSElJZNe/zQQYYWtUwtfw905i7rimqJjY6Asan0OMyui1KqTFms2nEIbTtLj8PWvexx5fwpONu0xF8u3dGyvTUqV68JheegUu3GBJESDwJYGxGdq7J2k5Wna4/eeP7sCWzaN+Ptho0D7TtZy61F8r6c61hjIXueVVRNjbcb5gXY06YTDA2N0LJ1W/yKsIcuyvr6bQzvS5cu4enTp9xYZIYoM3Tnzp0rTDczM8P8+fO5McvcvJs2bQorKys8efKEp7P91ux9zGDO4uDBg+jevTvvAN/j+fPnOHHiBKZOnYo2bdrA0tISw4cP56vf69at452hZMmSPC97AqWvr//dzzQxMUHlypVx/vx5/vfFixfRunVr/hSLGeEMthqftZK+Zs0avuJvY2PDJytsdZ+tbjMjm72HGePMkF+4cCH/veyz2Yp2sWLFsHfvXrHvXrp0KV8937ZtG/cQKAhSU1KgIWI0M5gRnZaaInYtJVU8H/s/8y5gNGnRGts2rsHHpETEvYhBkN9B7tIsLykpKdDU1JLQoiX8HlHNmlpaueZhrFi6COHhz+Hi5iG3FoGeZGhqSZYN+y6JsklJgZaIblZ+qSmp302Tv2yk6+lHy8bZTf5Vl1RWLpJatGSXi2h9srLM0pJbWmFuN6k5aZGoc6nfn4OW5UsEWtjqmSKwfiupR7TviuuW7N+C+kxKSkRwwGEsXrkWO/cewpPHD7FDZE9bXmF7NTU0xNsN+560NHEtWto60NLSlvkZn798Rve+ztgdeBZLNnrj/IkQXLt0ForwMgeDOwsdLQ3+b3JqhvBacmo6tDXVck0r/GON8mhRtv6dkg/9W0enGF/NzQ9yvi+k5Nq/Re/xrK/Vq98IW3b6YOP23bh98wa2KRBzg2nRkCobGWONxFxCU2KsORJ4GAtXrMV2n0N4+vghdm6Vf6wR/mZZ442EHlYXWtqyx5ssFq7ayg3i0JvXEHTIVwEtOYx9CmhZsGoLNu45nKlln9xaWL1LzvnUNaS15DYOf/n8ma+E7/I/g8Ub9uD8yRBcV3AcltWGWTuS1MPaiPg9KjsPe1DEPC38j52Dz+EQvlp+YO+enzrPmjF7Po6cOIvExA9Yt3qF3FqI3wuFDW9mQDODlhnYWVSrVk3YkJlxygxfthLOVoKZGzhbyRV1w+7duzeCg4ORnp6OyMhI3Lp1i1/LC8zlm1G/fn2x68xNO8u4VwSmmxncjAsXLnCjvnr16rh8+TJf/b59+zZfWU9ISOCu9kuWLOEPHbJeM2bM4EZ3TEwMHjx4wN/DNGWlM73sfezBQRbsM5lbPn9Ka2iIgoINwOkSE182gEgO/uwGxn5DFmzAyxqUh40axwcelz5dMXPSeHS26a6QOxYf4KS0pEhrkbhhsTzaInmY58WMqZNw/FgI1m7cBn39EnJrEXyP7MFfctIkqZuVX5ae3NLk1iJS/jl9Vl7KZubUSThx7CjWbtyqUNnwm4xkPbGJ9vfKJSW7XeWWVpjbjeR3yPoeYb6072s5cSwE6zb9SBuWNmx535XQIzCAxft3lh72BL+vgwvKGpRDiRIl4ejiLtxbJw98cpcu3oZFx5HvkZGRgWWzJ6FLLwc+6bKsWBnWPe1wIlgxF+bvwQxphpZGtjGtramOT8lpuab9EmONkmiR9VmFtX8rOr59V4+M+7ekHskHXKki/W7kmPEYOnI0iunqopyhEfp5DBDu//7xspHu35Jjjeh8o2hRNfQRGWscFBxrZH0Pg+lje5PlRV1DA8am5uhqa48rF8/myzxLoEXrh7RcVUALG4cltbC/86qFjcPL506GdU97Pg5bVKgM6x59cfKI/NsLs9uwZD2l5OEelSJsW3NnTOKu6mzbpKGRMXdXD/Q78NPmWVyvhgZKly4DN8+BOKdgGyZ+HxQ2vNnyvqxIgkWLFuX/btiwAa6urtwVna12T58+HZ6enmJ5u3Xrxhv+qVOn+Mo3c6+uUKECfgS2tzVLg6KG9507d/D27Vv+IIBpZy+2Z/zcuXMoV64cX73O+u0TJkzg7u5ZL/Y7jh49ylfAWR62Ei+azl7sYcN///0n/E7Wiffs2cM7+KxZs1BQMNed6KhI4d/MfZ7tyzI1sxTPZ2GJGJF80ZER3N2c8S4hHqP+nYxDIWexZosXj+pYoZL8e8aYi09UZISYFhYxVtSlJytfpEg+gbudIA97YDN6xF949vQJtu30hqlp9kMgebEsXx6RERJ6onLQI5KPufCZZ7oj5pYmD8y9UVbZiLr2MZg7oWg+9t3MDUq8bJ7y4ENsn5Qi8HqSKJeoHOopSuK3Z+XJLa0wtxvJ7xDWk6V8WkYNz9Sy68faMHPpjJbQw/bDMVdy8XyWYvmYtiy3PrZHlUWxzYLv7cM3ubUwN/O4aPGxhu25NDI1z7OnRfKnj/ickb3KzFwvi6oqPrbnxrvEZLxOSEIl87LCa5UtDPAk4nWuaYV9rFEmLb9K//6R8S1XPRbsvhAp1b9FXXIF+cqL5WNlk+Xeu3HtSrGTTNjqoYa6wKND7rFGxHWazyWYlsz7T05jDavbLL2m5uJjzRe2Z5dt0FcA5todKzHesC1wottdvjdvHOpuh/BnT8SMTvaAQl7YXEk0wrtg7IuSS8swKS3p0FFAi7GZBY+VIa4lWsz9XJFxmL0UgbVD6XYTLZxfis9VxdtNVh4WfZ5FNs+CzfcVmfPneZ5lIWOelanl72FDcF7E0M5IT4eubnH8ijCPbmV9/TaGN1vdZsEEmLt5FmwPN9sfyGDu3kOHDsW0adNgb2+POnXq8HQ2qGTB9nN37NgRx44d4/vA2b7vvMICnDFu3BCPrsj2Y1esWFHRn8WNf7aSz/SXKlUKFhYW3PBm38MM6iw3c5bGVvTZPnVzc3Phi7mks4BvDOZa/uLFC+jq6grTjYyMsHjxYly7dk34nSwfWw1nZcWOPWN71AuCuvUbccM5JMiP31R2bd3AA5uI7gdjtO1ohd07NvO87CZ90HcPOnS24Wm7tm7E5rUr+CD16ME9BB7eD5vuea+3LBo0bIyE+HgeAZLdVDZvXAcTE1NYlhd/8NLJqgs/fonlZYPi3j1esO4i2Ie0YO5M7tqzfvN2lCxV6ofKpmGjxoiPj4f/4UN88Ny4fi03VstLPAhigTjYcTksL5ugsoi2Njbdvpv2I2WzJdey2cTzxmSWjVVm2SycOwtJiYlYv3nbD5WNWLlkpGPThrV8IiuzXDZvENQT++17dqFL127fTSvM7aZBIwktGwRaykto6SyhxWePF7pktov5c/KvDddv0AgJCfHcVZzp2b55Pd93aSGhp0Nna36EGMvL2s1+n93o1EXQv5kHywFfbz65YVGGd+/cijbtOsqt5Y+6DfD+XQJOhQTwsWbfrs18b6GpufhYkxNsNaNi1RrYsWE5j8zLJq7Bh/aiaWvxgJz5yb6QG5j0pw2KaWugbjVT2Fk1wN4j17+bVpjHGmXSomz9m5UN+3z/TC2bNqzj8S1k9e+tEv3bWsHfnxv1WNkkvEWQv6B/b9u0Hsam0mXD+veOrRuF/Xufz250tu7K0x4/eoS1K5dxr6W4F7H8qDErm+7ya2kgmEtkjTU7Nq+HERtrLMW1sL237AgxPpeIjuInprDgcIzOXbrzCNVZY82enVvRur38Yw2jdr2GeP8uHseD/fl4471jIw/+aiayv/x7C0mWFSph15a13FuABWULOOiDdp0EWuWhVqaWE5la2FFghkamcmlhK8teW9ZxLSwoW8DBvQpp+aNOA3x4l4DTRwXj8H4vwTgsugf9u+NwlRrYtXFF5jgcjSOHfdG0VXsoAtvm8C4+nm8xYHp2btmQY7thR4gJ5qBROOC7Bx2tBG24cdMW2LRuFT5+TEL827fYvX0z2ijQboRjjX8e5llbROZZ3l6wyuzfVatVx5ZN6/l48/JlHD9qrEtX+fsT8XtR5JuoJSwHbCXEwcGBdx62z5q5Sc+cORN3797l+5hZYLXSpUvzwGcsGi0LGsaMWXaNuXBnwdy62T5pJoPtrWbGeF5hEcIfPXrEDVZm1LI91atWreKGL9tPzty92Z5vFuiNRRTPK2w1mq1cd+3ale9bZ0/Qmbs4+3fLli3cEGew/7O92ePHj+dR3Zn7O3sv+072PvZggn0GW/3+559/+N5uti+c7U1n+7nZ6j4LPhcbG8sDrzHGjBnDV9fZb1E0OuKL9znvuX788D6Wzp/Jg1xUrFQV46fM4pNzd4eecHYfwAc3tqdnw+plOHYkgD+B7uvsBsd+Am+FhPi3mDv9Pzy4ewclSpaC5+BhaJdLYIviWjnvg3z44B7mzJzGA1VUrlIN02bN5UZd315d4TFgMDdOmMvgymWLERzoz9uIi6sH3DwH8LJlZ7iyJ52qIqtgdevVx8q1Oe8TK6qa8+OxB/fvYdb0qTwwUJWq1TBz9jyYmpmhV3cbDBg0GDZdu3M9y5cu5lFr2Uogi1bt0X8gf39uabLIyIzKKbts7mOuWNnM4RNiu8yyYRM79n2rli0Rlo2zqzsvG+aFwM6VlFU2K9bK3s9XVEUl93KZMZVrYeUyY5agXGx72KD/wOxyWcF+e4Af19LP3QMentnlklNaTnz5+k1p2k1uT1RZ2Qi1VK2G6Zla+vTsCk+mpWu2lqCATC1uHvx4NqaFne0tS8uqdTm34dQMQaBHWTx6cB8L5kznwWkqVa6K/6bP5u3GuU93uHoO4tHtmZ61K5fyI1jY6O/o4gYX9/7CcX37lg3wO7APyZ8+oaNVF4wcOz7HKLavPuTsbv388QOsWzoHMVER3FV8+PjpPODRCPc+6O3sidYdu4jl79W2HtbvCUDZckb8b3aszcYV8/Ho3h2+taFrb0d0lxH9XJT6NrKP7cniv8FdYG5UEoOm7uJ/v7mwGD2HrcGFW8+5+/jSf+3QpdUfSElNx7Q1AdgdcJXnyy0tJ95dW6U0Y01u/Awtn78oT//O7RxYVjazM7VUEenfvXt2RX+R/r1CpH/3y+zfktStWRWBR47zh925kfb5a679e/7s6TzQVKUqVTF5uuC+4Ni7G9z6D+IPXpmeNSuW8JMKWP9mx4X1y+zf8fFvsXDOTNy8foWXT68+9hj457AcAxR9zmUcfvTwPhbNYVoyx5pps/kpKC59u8PVYxA6ZY4161Yu5RGpmRYHFzc4u2WPNTu2bID/wX38fHE21owYk/NYw0hKyfmM5KePHmDlolk8Qnf5SlUw+r+ZPHjsYJdePLK4pOFq3aI2tvkGwcBQcCwgi1uzeslc3LhyAcV0i8PBdQA62eQcZT03TyCmZRXXEpGpZQYf+4a42MLetT/aSmjp0qIOtvoGimlZw7Vc5FrYe3LTkpKW8z3h+ZOHWL9sDmLZOFyhMoaNn4ZyRqYY6dkXvZ080KqD+Djcu319rPXyzx6HX8Vh04r5eHxfMA7b2DrKjH4uSpniGrnOQRfPnYHISEG7mTCVzUHN4GrXAy4eA9HJWtBu1q9aimPBAbyc7Z3d+dF1jMQPH7B80RxcvXyR93P24Kj/kOE5rnprq6vmPs+aJTLWzMxhnrVcYp7lIejfzGBfsnA+jh89wrcF9LVz5ONQbgG/dDUL5ynO/bzuQFnZ6Vwbv4XhzWBu5Mw1mrmKMzdpduwWczFnxiNbkWb7nZlhrKOjg9q1a/NAZcxIPnnyJF/5ZbCvZwHY2HFjbL+0PLCo4ew9zHWbBTFjK8fMGGer6AxFDW+24sxW61lwuJ49BYMdc5Nn0c7ZgwLRDu7l5cWNZvZd7KECM7RHjBghPN6ArYizAHQsGB1bJWYB5Vg0dvZ7GZKGN9s7zo4lY4Y8C8qW34b3/5vcDO+fQW6G9/+b3Azv/ze5Gd4/g9wM7/83yubKlJvh/f8mN8P7Z/A9w/v/SW6G9+9Obob3/5vcDO+fQW6G9/+b3Azvn0Fuhvf/G0W24BQUuRneP4PcDO//N7kZ3j+Dwmp4u+7O/yOO84sdTvl/CpTSGt75AXvS2aJFC37cWLNmzX6mlF8GMrxzhgxv2ZDhnTNkeOcMGd45Q4Z3zpDhnTNkeOcMGd6yIcM7Z8jwzh/I8M4/CiZSTR5g0b5ZpHC2Wp113BhBEARBEARBEARB/Gr8NMObuV2z/dAsQBnbky26J4K5qLMzvXND3hXyoKAgsUjisvDw8OBu4gRBEARBEARBEL87yuYZVJj5aYY3M7hZBHJZDBs2DG5ubrm+v2zZ7KNd8gLbX86O8soNeQK7EQRBEARBEARBEIRSG97fM8rZKz9hAd7YiyAIgiAIgiAIgiDwuxveBEEQBEEQBEEQxM8ltyPSCPkonOH1CIIgCIIgCIIgCKKQQIY3QRAEQRAEQRAEQRQg5GpOEARBEARBEARBSEGO5vkHrXgTBEEQBEEQBEEQRAFChjdBEARBEARBEARBFCDkak4QBEEQBEEQBEFIoUJRzfMNWvEmCIIgCIIgCIIgiAKEDG+CIAiCIAiCIAiCKEDI1fwXpGQxdSgLSSmfoUzoailPk//y9RuUhW/fvkKZUC9KzwQLQ7sppqk8/Ynx7toqKAslGg6DsqBM5cJIzfgCZUHZ2vBnJerfyjTWMHSVqK4+pinP3EaZ5nzK1m7cvG5BmTjQvz4KI+Rpnn/Q7JYgCIIgCIIgCIIgChAyvAmCIAiCIAiCIAiiAFEevx2CIAiCIAiCIAhCaShCvub5Bq14EwRBEARBEARBEEQBQoY3QRAEQRAEQRAEQRQg5GpOEARBEARBEARBSEGe5vkHrXgTBEEQBEEQBEEQRAFChjdBEARBEARBEARBFCDkak4QBEEQBEEQBEFIoUK+5vkGrXgTBEEQBEEQBEEQRAFChjdBEARBEARBEARBFCC/tOFdpUoVHDhwoEC/49SpU3j27Bn//5UrV/h3xsTEFOh3EgRBEARBEARBFDTM01xZX4WNX9rwLmhiY2MxZMgQxMfH87/r1q2L8+fPw9DQEMpKaOgd2PXuicYN6sC9nxOio6Kk8nz9+hUL5s5Gq2aN0aZlU2zZtCFPafJy/14oPJx6o0OLBvhrQD/ExsjWsnzxXHRp3wxdO7bErm2bhGkudt3RsWUD4atNk9pwsO3yS5TNvbt30M/eFq2b1McgDxfERMvWsmTBXHRs3RRWbVtgx9bsshFl6n/jMWPyRMW1hN6Bs50tWjauh4HuOWtZvGAOOrRqgk5tmmP7lo3CtI9JSZg4bjTat2yCjm2aYcnCufj8+fMvUU/KpCWrT3k69UHHFg0xdIBrjn1qxeJ5sGnfHN06toLXts3CtH52PdCpZUPhq22TOnC0tVFYz8P7oRjiaodubRth1BA3vIiJzjFv4ocP6GdrhZdxsXm6XtjrijHCpR02THeRmaapoYats90Qd3YBngbPhHO3xnlKK+zlcv9uKNydeqN98wb4s3+/HMebZYvmwrpdM9h0EL8vMHbv2IrundvAqk1TTPtvHNJSU3+ZsuH3zOYN8Ff/fojNoWyWL5qLLu2aoatE2bj07Y6OLRoIX20a14ZDL8XumQ/uhaK/cx90btkQwwbmPNasXDwP3To0R49OrbB7e/ZY8/lzBhbOnobuHVvytFVLF/D8v8J84tH9UAx1t0OP9o0x5k/3XMe9pMQPcOtjLTa+vXn9CpPHDEXvzi3g3KMDvLfLvrfntZ4G9usL69aNMGKQG2JlaGHlsmrJfPTo2AK9rFpjz47sekr+9AnzZ0ziaQ49OuHwfh+FtSibnkpltLGoZzXsdq2DWTaVYaCrLpVHU00Fvh714OVaR/jq9kdZnqatroqx7cpju0ttbHSoiV61DBTWQvw+kOH9A3z79k3sb3V1dZQpUwaqqqpQRtLS0jB6xFB4eA7A+YtX0aRpM4wb+7dUvj1eO/mEwz8oBDt2ecN3rzdOnzr53TR5tUwcOwJOrp4IPnURDRs3xZQJY6Xy7fPx4pMN7wNBWLdlFw4f2IvzZ0/xtF17/XDs3HX+Ohh8CmUNDDF81LhfomzGjx4BF/f+OH7uEho1aYb/xo+Ryrd3jxc30Pf5BWPjdi8c8PXBuTOCssnizMnjOBocKLcGUS3/jB4OV4/+OHn+Mho1acqNaEl89uziBvp+/yPYvGM313L2tEDLssXzoaKqisBjp7HvcBCuX7uKQL9Dv0Q9KYuWLD3/jR3J+1TQqYto0LgppsroU/sz+9SeA0FYm9mnLpw9zdN27j2Mo+eu8deB4JMoa1AOw0b9o5Ce9LQ0TPt3FOxc3HHg6AXUa9gUsybL/qyoiHD8M6w/Xsa9yNP1wl5XKipFMNajI+b83TPHPDOGdYOOljrKd/oP9mM2Yt6oXqhZ2fi7aYW5XJieCWNHwNnVE0dO53Jf8Ba0YZ+DQVi/dRcO7c++L5w4egQH9/nw+8WBoON4/+4ddokYfIW5bIT3zDyUjffBIKzbuguHRcpml68fjp2/zl8/cs9kWib9MxKOrp4IOHkRDRo1xfSJ0loO+HhxQ8trfxBWbxYfaw75euPVyxfw8QvBdp9DuHbpAo4G+f942fzk+QQb92ZMGI0+zh7Yd+Q86jVsgrlTZH9OdGQ4xg0fgFcS49vi2ZNhXr4i9gaexrKNXvA/4I1b168opGXK+L/h4OIBv+MXUL9RE8z4T0Y97d3N62nnvkCs2rgTfgd8cfGcoJ7WLF/Ix1+WtnTtFuz12obzZ07IrUXZ9KipFsH49hVwKPQlXHfdwZ3YJIxpW14qn0UJLUS/S4HzjtvCl/+91zzNvq4hUjO+oP/uUEwKfIxufxigerliCpUN8fvwyxjeL1++xJ9//slXnVu1agV//+wBfOXKlWjXrp1YfslrzEV8xYoVaNu2LVq0aIGIiAi8ePECo0aNQtOmTVGjRg3+uQsXLuRP45g7efv27fl7XV1d+edJupqnpqZi2bJlPF/NmjXRo0cPhISECL+TucF37NhR+O8ff/wBW1tb3Lhxo0DK6NrVyyiupw9rm65QU1fHwMF/Ijo6Gs8zXeWzCAoMgJu7J/T09WFmbg4HJxcE+h/+bpo83Lx+FcWL66GjlQ3U1NTh6jmYP/kMDxPXcuxIIBxd3LluE1Nz2No5IUTGzXntiiWo37ARmrdsg8JeNjeuXeFl09laUDYeAwYjNjoaYc/FtRwNDoCzqwf09PRhamaOvg5OCA7wE6azCeeq5UvQtUcvKMp1CS2eA4cgRoaWkKBAuLh5imhxRnCgQMu//03FlOmzoampiaSkJH7zLa6nV+jrSZm0MG5l9qkOVl2gpqYGV89BiI2JQXjYc7F8x44EwYH3KT2YmJrB1s5RZp9at2IJ6jVsrHCfun2T6SmOdp0EepzcByIuNhqR4eJ6IiPCuHHd26Ffnq4rgrLV1aYZ/dC0TgVsOXgxxzx21g0wb1MIUlIzcPNBFHxDbsDBusF30wpzufD7gl72fcGt/2C+WijrvuDUL/u+0JvdFwIFbdjv0D54DvoTRsYm0NbWwZSZc9GlW89frmxc++dyz+wncc/MLBtR1q7MvGe2aqP4WNNZ0Lf7ZY41ERJjzfGQINiLjjV9HXE0WKCFeTJ8/fKVvxhFVFT44oUiKNN84s7Na9AtXhxtO1rzsnFwG4i4F9LjXlREGDe6be2lx7cZC1fBY/BwqBYtiqQP7/mcU0dHfoPu1o2r0C2uh/aZ9eTiMQgvYqOl6unE0SDYO7vxejI2NUMvkXq6cPYUPIcM52mGRibo1ssOIZn39sKs5w9DXXxM/4LzYe/w+es37L8Th3LFNWCirymWz6KUNiISUmR+hmFxDR7tm7k7s3W4r1+/4fMX8QW5X4Ui/Hcq56uw8UsY3sxtdcCAAXjHnmzv2oXly5dj82b5n3Dv3r2bG9+rVq2ChYUFN+SZobB161YcOXIEnp6e2LRpE06ePMndyX19ffn7mNHN0iQZPXo0Dh06hMmTJ8PPzw8dOnTAyJEjcfz4cWGeuLg4eHt7c4P+4MGD0NLSwr///iu1mp4fhIeFw9Iy+4keW5k3NTVFeHiYWL6I8DBYlM/OZ2FhKcyTW5o8sJuOuYWlmBZjE1O+wiWeLxzmFtnfZ2ZuIZUnIvw5v8EPHjYKv0LZRIaHw1xCi7GpKSIlf3dEOCxE8rHyFM2zYM4M9HPvj7JlFXd/imS/SUKLiakp/63iWsTr09zCQpinqJoan1D9O/Zv9LLpBENDI7Rs3bbQ15MyaWGwujeT6lMmvK9J96nsfKbmFtzIle5TwRg8THqFL69ER0TA1Fxcj6GxKaIixdtxmTIG2LY3AJ1seuTpuiIoW11NXHYIvUeuw6u3iTLT9XW1YFCqOB6HvxReexLxCpUty+WaVtjLJVLGfcHIRHrsi5RxX8jK8+zxI3z8+BGu9r3QrVMrbN20DqVKlyn0ZZPv98wjit8zWR/O61hjZi4+1mTlsenRG8+fPUHX9s24qzm757XrZK2YHiWaT7BVbKlxz8iUXxeldBkDbPH2R8cu3aU+g90vmdE9YoAT/nK3Q8NmLVG5Wg3F6klCi5GMMTha4t7B6ilL79cvX/hD8yxUVFW4sawIyqTHWE8Tse+zt6B8/Qa8TEzj10WxKKkFIz0NrOxdg7uTuzcyQVEVgbEX9OANGpvrY7drXayzr4mzzxPw5M0nubUQvxe/hOF96dIlPH36FAsWLOAr02zVe+7cuXJ/DluRZivTderU4avV7O+ZM2eiatWq/Ibr7u6O0qVL4/Hjx3zAKFmyJH+fnp4edHR0xD7r+fPnOHHiBKZOnYo2bdrA0tISw4cP56vf69atE+bLyMjA9OnT+XdWqlQJHh4eiIqKwps3b5DfpKQkQ1NLfFDR1NRCaqr407yUlBRoaWqJ5NFEakrqd9Pk05ICDZHPEX6WxF48pk1DZJAV5BHX67N7B7r2sIW+fgm5dShl2aSmiN1YhJ8loSU1RTyfaJ5jIcFITv6E7r16y/39YlokviPHemL5tLQkyk48z/TZ8xF84iw+JH7AutUrCn89KZEWWe0hW490nxJvN1pSe2D37t4Jmx/sU7zvaki3Hcnv0tbRgZa2ttT7c7quCMpWVy9zMLiz0NHS4P8mp2YIryWnpkNbUy3XtF+jDWt9t83kdl9ISkrEkcDDWLRiLXb4HMLTxw+xc2t2zInCWjb5es/02oGuPW2hX6KEwvUk+h0MDTnHmoyMdL5C7XfsHLwPhyAy7DkO7t2jkB5lmk9IfgeD/Z2WlrdxT5RFq7dis7cfQm9eQ+Ah33ypJ0F/kmjDEpo1RMquSYvW2LZxDT4mJSLuRQyC/A4iPS1dbi3Kpoft3U77LB5TIO3LV2gUFTeLUjO+4l7cR4z3e4gJ/o+4K3nv2oKHnKoqReB37xWcd9zC6IMP0LJCSdQ3Vcybj/h9+CUM7ydPnnDj18zMTHitWrVqUpPQ72Fubi78P3uvi4sLrl27hlmzZmHgwIHc1fzt27d5CgDCjHNG/fr1xa43bNiQ6xWlQoUKwv/r6uoKDfL8RtYEm90kmDueeD5NpIrcJNiAp515g8gtTT4t0jci9lmSNyLBDSstxzzs5n3y6BH+9PyXKhspLanQ1pJRNiL5eNloaSM+/i3WrlyGCZOny/3d0lq0xMo/p98lqZmVnVRdamigdOkycPcciPOZ+/wKdz0pjxZZfSVLz/f7lHgeNvawPsUmnz+CbD2CNvr/Rtnq6nswQ5qhpZFtTGtrquNTclquaYW9XHIa+yTbTG73haJF1dDXwYXHJyhRoiTfVpG1r/h3L5v8umfK6ttpeR1rMvXOmzGJuxwz12NDI2O4eA5CoJ9ip9Ao03xCdtkoNu6pa2jA2NQc3WztcfXiWYW0pOehXDQ1xDWL6h02ahzvCy59umLmpPHobNMdOsUU28esTHqY0a0uYWRrqKog9fMXsWvbrsZg1/VYJGd8xdtPGTgQ+hINzfT5qvffrS0Q/PAN0r984+7owQ/eoH3lUvgVUVHiV2GjMGqWgvn4yzKGixYtmuN7ZEVVFjXUk5OT4eDgwFen2T7FXr16cVf0cuXkd+cThbmQS+qSta+pIFzNLcuXR2REhPDvL1++8CitzP1NFOZaLJqPuTSbW1p+N00emLtXdJS4Fhahlbl+ieUztxTLFxUZIeaqdPfOLZQsVRrlK1TEr1M2loiKihTTEhMVJeZ6xb/PorxYPoH7pSWuXr6I+Ldv4dSnJ9q3aMyjnYew/eB95d/naGFpyctcVEt0dJSYW59Ac3mxfKwczDPrctSwIWKGdnp6OnR1i6Ow15MyaWGwOpHuU9Hf7VPRvE9ZSPUpyx/sU8zdMjZavB2z/bomEnr+HyhbXX2Pd4nJeJ2QhErmgui5jMoWBngS8TrXtMJeLmY53RcsLKTbeqTs+4KpuTk+fkwSprE9xIrcT5WtbMzzoWwYd2/fQsnSP3bPZN8RI2OsYS7BopjJGGuy8rDI3SyyeRZsXpTbnK2wzCdMzWSMe7HRMDHL27jH2upfbnYIe5a9QJORngGdYoJFGXkQlL+4Frb3nWkUy8frM1JmPb1LiMeofyfjUMhZrNnixU8pqVCpitxalE0PczM3Ki7wHmIw73G2Zzv2vfhDExZATTTauZpKEaR/+QrNoirQ0SgqdDvnv+frN/4iiF/e8Gar22wvNnM3z4IFR2P7vBgsiMOnT+L7LiIjszu1LNixYPfv38eOHTswYsQIdOnSBcWKFeNHh2XdxHPb1M+CrDEkA6Vdv34dFSv+2IRWURo2asz1+x8+hIz0dGxcv5YHPCkvsuLOsLK24ceesLxsouG9exdsbLp9N00e6jVoxAfQ4IDD/Cnzji3r+V4+C0txLe07WfMjP1hedjwIi3bZySr7eKMH9+6iRs1a+JXKpn7DxkiIf4sgf0HZbN20nu/xtiwvrqWjlTV2bNmIhIR4HqjG13s3OnfpCmub7jhz+QZOnL/CX64eA9DZuiu8fA8ppIX9nkD/Q1zLlo3rYGIiraWTVRds37IJCfFZWrxglfnbq1Srji2b1iMx8QNevozjR41Zd5Xe11bY6kmZtIj2qSO8T2Vgx5YNMvsU20e5a9tmkT61Bx2tugrTH+ZTn6pTryH/jmNBflzP7m0becAr0T2W/y+Ura7ywr6QG5j0pw2KaWugbjVT2Fk1wN4j17+bVpjLpX6DRnw8y7ovbN+8nu/VlWzDHUTuC2y82c/uC9aC+4JVl+446OvNDTsWYHLPzq1o075joS8bqXvm5jzcM6Mz75mZZcN4cP8uavzxY/27bv1GeBcfz136Wd/emctYw44QE441vtljTaOmLbB53Sr+kIQ9KGb5WitQT8o2n6hdvyHeJ8TjeLA/Lxvv7RthaGzCHyrlBTavtKxYCbs2r+Wr+CwoW8BBH7TrbKNYPSXEIyRzDN61dYNgDBaJXcBo29EKu3dk1VM0DvruQYfM79u1dSM2r13BjeRHD+4h8PB+2HRXzBtKmfTci0uCnpYa2lQsyY3n3rUN8TIpDbEfxFfky5fShnMDY6irFkGZYuroVbsczjyL54HZnr75hH4NjXmE9HK6GrCqXgYXw98pVDbE78MvYXg3btwYtWvXxrhx43D79m3cvXuX/19FRfDz2P7p9+/f84BrLOI4C2Z29mzubjtZK9ssKBo7r5sZzH/99RcfLNiKHSPLZYy5jjPDX9J9nEVIZ/u3T58+jfDwcB60je37lhWI7f8BW9FftXY9P+KkVfPGuHzpIhYuXsbTenW3QWBmRGwnl36oV78B+vbqDlcXB9jZO6JNu/bfTZPX5WjBsrXYv9cLXdo3x7UrlzBz3mLheZosYjejj4MLatetDzfHXhji6YKeve3RonV2NPqXL18oFDhHmcuGaVmych0/LqxT62Z8BXvOgiU8zcG2G45kRqi1c3RB7Xr1+Ur2ADdn9O7rgFZtxKP3/yhMy7JV6+CzxwsdWjXF1cuXMHfhUsH39+qK4Ewt9k4uqFOvPhz79kR/Vyf0tnNA60wt/QcNQdWq1dGnexeukz0E6NW77y9RT8qiJbtPreFGCDuj+/qVS5gxb5HwfO7sPuWM2nXrwd3RFn96uqAH71Nt871PMT2zFq/GoX170NuqJW5eu4RJswR6Bjj1wokQxY+5K+x1lRNvLixG87oCY2HyCj8kvP+EhwHT4bN4IMYt3o/QJ7HfTSvM5cLazMLla/mxT9btBPeFGZn3Bee+3RESJH5fcHUQ3Bd69bFHy8z7gr2zK987PNjDmZ9RXbV6DTi5evwSZbNg+Vp+HGCXdhL3zL7dcVSibNwyy6ZnH4l7ZtyP92+mZd6yNTjgs5uf0X396iVMmyvo2252PXAsc6zpbe+MWnXqwdPRFkP7C8aa5pljzZh/p/CtR069uvBznRs0aoK+jq6Kl42SzCdYXAsWlfzwvj2ws26Fm9cuY+KMhTxtkHMvnMzDuPfn3+P557j07IRp40fCdeBQNGjcXH4tmpqYu2Q1Du7djR6dWuDG1cuYOkdQLu4OPXHsSGY92TmjVu166O/cG8MHuKB7bzs0byWopyEjxvCHW907NMesyeMxYswEVK9ZW24tyqaHuYfPPvoMXaqXxXbn2qhtrItFJwWB/5bZVkerCoIYTmvOR0K1SBFsdKyFBd2r4mrke4Q8esvTWH52lvcmx1qYZl0Jgfdf41LEe/yK/OzI5UV+oajmRb4VhE/zT4BFNGd7sU+dOsVvmIMHD8aGDRswZswYfkQXM3r37NnDV8HZXm2295qtZrMI5Vkr1CwgG8ubxbZt2/grISEBBgYGfNWbGe5sn/f27dt5nokTJ/Kjy+zt7fmRYOxoMWZcm5iYcHf1JUuWIDg4GImJiahcuTKGDBnC8zHYMWITJkwQ7gdnsCPJRD9DEVKlveh/GkkpSiSG7aHXUsyVrSBg5z8qC+xIDGVCcu8VkU1iSv7Hf1AUFnhGmSgr4jr4synRcBiUhXfXVkGZ+KhEN6limspzT2AkKVHZKJvbLDOAlIWPacpTT5IBwYhshu2/C2XiQH/xuE+FhRGHHkFZWdGzKgoTv4zhTWSjRPdtMrxzgQzvnCHDO2fI8M4ZMrxlQ4Z3zpDhnTNkeOcMGd6FAzK88wcyvPMP5brjEARBEARBEARBEEqBSAw54gehx2QEQRAEQRAEQRAEUYCQ4U0QBEEQBEEQBEEQBQi5mhMEQRAEQRAEQRBSkKt5/kEr3gRBEARBEARBEARRgJDhTRAEQRAEQRAEQRAFCLmaEwRBEARBEARBEFIUUaKj/Ao7tOJNEARBEARBEARBEAUIGd4EQRAEQRAEQRAEUYCQqzlBEARBEARBEAQhBUU1zz9oxZsgCIIgCIIgCIIgChAyvAmCIAiCIAiCIAiiACFXc4IgCIIgCIIgCEIKCmqef5DhTRQoulrUxHJCU00VykJiSgaUCfWi5IyTE5/SvkBZSP/89WdLUFreXVsFZaFEw2FQJsJPL4WykJKuPP2JoalEY9/rxDQoEypKtNH067dvUBbSlGwc/vJVecpmYbfqP1sCQYihPCM8QRAEQRAEQRAEQfyC0HIkQRAEQRAEQRAEIYUK+ZrnG7TiTRAEQRAEQRAEQRAFCBneBEEQBEEQBEEQBFGAkKs5QRAEQRAEQRAEIQWt0uYfVJYEQRAEQRAEQRAEUYCQ4U0QBEEQBEEQBEEQBQi5mhMEQRAEQRAEQRBSUFDz/INWvAmCIAiCIAiCIAiiACHDmyAIgiAIgiAIgiAKEDK885ErV66gSpUqiImJ+dlSCIIgCIIgCIIgfgiVIkWU9lXYIMM7H6lbty7Onz8PQ0NDKCuhoXdg17snGjeoA/d+ToiOipLK8/XrVyyYOxutmjVGm5ZNsWXThjylFWYtyqZHmbTcvxcKT6c+6NiiIYYOcEVsjGwtKxbPg0375ujWsRW8tm0WpvWz64FOLRsKX22b1IGjrc0vUTbKpIXx6H4ohrrboUf7xhjzpztexETnmDcp8QPc+ljjZVys8Nqb168wecxQ9O7cAs49OsB7+yaFtTx+cBcj+zugb+em+HeYJ+Jic9cywN4Gr+JeCK99+fIFW9cug0v3tnDu3hYbVy7k5fUr1JUyaclihEs7bJjuIjNNU0MNW2e7Ie7sAjwNngnnbo3zlKYID+6For9LH3Ru1RDDBuY83qxcMg/dOjRHj86tsHt79niT/OkT5s6YxNPsunfEoX3eCmu5d/cOXB1s0aZpfQz2dEFMtGwtSxfORac2TWHdrgV2bM3uM58+fUKz+n+gbbP6wtfundsU1xN6B052tmjRuB4GuOesZ/GCOWjfqgk6tmmObVs2CtM+JiVhwrjRaNeyCTq0aYbFC+fi8+fPCml5dP8uhnnao1fHJvhnqMd3+7eHXRe8Ehlrsvj27RvGD++PXVvWKqRDGcc+XjYe9ujVoQn++SsPZdM3l7IZ1h+7Nq/9JcpFoOcuhnvaw7ZjE4zLQ7vxzKXd/Du8P7x+oN0oWxsmfg/I8M5H1NXVUaZMGaiqqkIZSUtLw+gRQ+HhOQDnL15Fk6bNMG7s31L59njt5BND/6AQ7NjlDd+93jh96uR30wqrFmXTo2xa/hs7Ek6ungg6dRENGjfF1AljpfLt9/HC/buh2HMgCGu37MLhA3tx4expnrZz72EcPXeNvw4En0RZg3IYNuofubUoY9koixZGeloaZkwYjT7OHth35DzqNWyCuVPGycwbHRmOccMHiBm6jMWzJ8O8fEXsDTyNZRu94H/AG7euX1FIy9xJo2Hr6IbdAWdRp0FjLJw+XmbemMhw/Pf3QLx+Ka7lkM9O3L9zA2t2HMCaHfsRevMaToUEQBGUqa6USQtDRaUIxnp0xJy/e+aYZ8awbtDRUkf5Tv/BfsxGzBvVCzUrG383TZGymTRuJBz7eSLghGC8mT5Rerw5sNeLG+he+4OwelPmeHNOMN6sXr6QGw4sbfnarfDx2oZzp08opOXf0SPg4tYfx85eQqPGzTBp/BipfL7eXtxA9z0cjA3bvHBwnw/OnTnF0549fYzyFSrh1MUbwpdTP3eFy2bs6OFw9eiPU+cvo3GTptyIlsRnzy7cDb2DA/5HsGXHbhzw9cHZ0wI9SxfP5/OToGOnsf9wEG5cu4oAv0MK9e9Z/41GHyd37A06h7oNmmDu1PE5jjX/jhgoNdZkcdjXC/dDb8mtQZnHvlkTM8sm+Bzqci25lM3wgisbZSqXLD2z/xuN3k7u8Ak6hzoNmmBeLu1mQgG2G2Vrw8Tvg1Ib3uxp8cyZM9GiRQu+muzi4oJ79+7xNF9fX3Tr1g21atVCnTp14OTkhLt37wrf265dO2zYsAGDBg1C7dq1+d/Hjx/nr86dO/P39O/fH/Hx8WJu4kePHkWHDh14uru7O54/fy78zA8fPmDSpElo2bIlatSogaZNm/K/U1JSZLqas+tTp05F48aNUa9ePfz3338YM2YM/v33X55+4MABdOzYUfjvH3/8AVtbW9y4caNAyvPa1csorqcPa5uuUFNXx8DBfyI6OhrPnz0TyxcUGAA3d0/o6evDzNwcDk4uCPQ//N20wqpF2fQok5Zb16+ieHE9dLDqAjU1Nbh6DkJsTAzCw7L7BePYkSA4uLijuJ4eTEzNYGvniJAgf6nPW7diCeo1bIzmLdtAEZSpbJRJC+POzWvQLV4cbTta87pycBuIuBfRiAwXr6uoiDA+wbK17yf1GTMWroLH4OFQLVoUSR/e89UzHZ1icmu5e+saihXXQ+sOAi19+w1AXGwMoiLEtURHhOG/vwehh530SuvRgANw//NvFNcvAT39kpgybznqNGwCRVCmulImLYxNM/qhaZ0K2HLwYo557KwbYN6mEKSkZuDmgyj4htyAg3WD76bJy60bmeNNZ8F4089jEGJjYxAhMd4cDwmCvbP4eHM0c7w5f+YkBgwZztMMjU3Q3dYORwLlL5sb167wz+hkbQM1NXW4DxiM2JhohD8Xr6eQ4AA49/OAnp4+TM3M0cfeCUcC/Xja0yePUalyFeQH15me4nqwytTjOXAIYqKjESah50hQIFzcPIV67BycEZSpZ8J/UzFl+mxoamoiKSmJG/N6enpya7lzSzDWtMns3/auA/AyNhpRMsYaZrD0spftSRETFYlgvwNo2rKd3BqUdezL0tKmYx7LxuE7ZdOq3S9RLoxQGe0mLoeyYUZ3zxzaTWxUJI78YLtRtjas7DCPbmV9FTaU2vD++++/cfbsWcydOxeHDh2CqakpPD09cezYMcyYMQMDBgxAcHAwtm3bJnhSPmmS2PvXrFmDLl26wN/fH1WrVsW4ceOwbt06LFy4kP/LDPWNG7PdsBjz5s3D5MmT4ePjg6JFi8LV1ZXfoBjMYH7w4AFWrVqFkJAQTJgwgetieWUxfvx4XLhwAUuXLoW3tzf/nMDAQLE8cXFxPI1pOnjwILS0tPj3MNeV/CY8LByWluWFf7Mn36xMw8PDxPJFhIfBonx2PgsLS2Ge3NIKqxZl06NMWiIjwmFmYSmmxdjEhN+MRImKCIe5SD5TcwtESuSJCH+O4yHBGDxMenWvMJaNMmnJeipvai5eV4ZGpvy6KKXLGGCLtz86duku02uHTbBGDHDCX+52aNisJSpXqyG3lpioCJiYWYhrMTbh10UpVdYA67wOo72VuJaU5GQ+IXsRE4Uhzj3g0aczjgUeQslSZaAIylRXyqSFMXHZIfQeuQ6v3ibKTNfX1YJBqeJ4HP5SeO1JxCtUtiyXa5oiRMkab4xNEBUZlms+UzMLYZ6vX75AQ1NLmKaioooXubiQ5jb2mVuI15OxiSkiIsKl84nUJxsHs/I8e/IIUVERsOvZBd06tcHyxfORkZEOReB1LtFuTExN+XWxfBFhvD1k67EQ5imqpsb7+Pixf6OnTScYGhqhZeu2cmthXiomZuL1VM7YFNES/bt0WQNs2uOHDtbSYw3bSrJ07mT8+fd4Pu/5EZRr7AuHiXk+lM2cHy8bZSqXLD2S7cYwh7LZmEvZLJk7GUP+Hg/NHygbZWvDxO+D0hreYWFh3OhmK8Zshdnc3BzTpk1Dr169+BPa2bNno0ePHjA2Nuar03369MGTJ0/EPqNNmzbo2bMnzMzMYGdnx1fQR40axVfJmzRpgmbNmuHp06dSxnLr1q35yvWiRYv4e7KM5ebNm/OHAGwF3cTEBN27d0f16tWlvpfBVjCYcc70s++pXLkyN65Lly4tli8jIwPTp0/nv6FSpUrw8PBAVFQU3rx5k+9lmpKSDE0tTbFrmppaSE1NkciXAi2RiQt7Op6akvrdtMKqRdn0KJOW1JQU/l5pLeKfxbSJ5mN50iTy7N29EzY9bKGvXwKKokxlo0xaGOx7NSTqiv2dlib+edo6OtDS1s71sxat3orN3n7cvTvwkK9iWjTEtahraEq1CW1t2Vo+fRQ87Lx89iQWrt2BeSu34tzJEJw8Iu1FUdjqSpm0MF7mYHBnoaOlwf9NTs0QXktOTYe2plquaYrAxhvJdqMh53jTtEVrbN2wGklJidzLIsjvANLT5Dd2U2SOfZpS9SQ5RrL/p2Xm0dLSRr36jbBlpw82bt+N2zdvYNtmxfbj56xHomxYPhEjQNZ4PWP2fBw5cRaJiR+wbvUKubWwz5M51uSxfzMOeO+ARYXKfBvKj6JUY19Kqow2LGfZ7MmfslGmcmGk5VO7scyXslGuNkz8Piit4Z1lzDKDNAsNDQ2+ytyoUSPu6r169Wruus2M7jlz5kgF3mHGehZZT6OYES5600pPF78hM7fwLPT19WFpaSnUwtzZmUHNVsWHDBnCXdJDQ0NlBvxhK+MM5iIvqp8Z/ZJUqFBB+H9dXV2hQZ7fyDKG2MDMBhbxfJpIFRmY2QClnTnw5JZWWLUomx5l0iK4SadJaZG8EUnmk8zD2vPJo0fQtYctfgRlKhtl0pJTXTF9bPIvL+oaGjA2NUc3W3tcvXhWfi0a0lrS0/Kuha3MMXo7eUC3uB4MDI3QuVtvXL14BoqgTHWlTFryAjOkGVoa2ca0tqY6PiWn5ZqWf204RardCCbIEuNNZp7howUrYc69bTBj8jh0tukBnWLyu8ZqyjBQZJWzpCHD8mRpGTlmPIaOHI1iurooZ2iEfh4DhPu/5dejJWMsltYjMPxTJdqWhGYNDZQuXQZungNxLjMWh7z9m/VnUdh35nUFMjL8GY4GHkL/v0bJ/d1KP/Zp/mDZhGWWzdBRv1S5ZN8XpMtGS452wzyfPPOh3ShbG1Z2VIoo76uwobSGN3PzzgnmOs5Wm5kRzPZOs1XqrH3T3/uMIt/ZECD5HuZKoqKiwo3rwYMHY9asWTwPc2Ffv349/35ZZAVYy0sUXubKI0lBuJpbli+PyIgIsd/GoumKuqUxmDubaD7mNmduafndtMKqRdn0KJMW5jYp6nrFtMRGR8PM3EI8n7l4vujICLE8d+/cQslSpWFZoSJ+BGUqG2XSwjA1s0RsdKSYHuZiK+rynRtszPnLzQ5hz7I9eDLSM6BTTPAwUB5MzC3wIkZcC3MdZxO3vKCnX4J/b/Knj8JrbCxVdFhUprpSJi154V1iMl4nJKGSeVnhtcoWBngS8TrXNEVg402M5HgTE823rohiJjneREUI8yQkxGPMv1Pgd/Qc1m7ZjY8fE1Gxkvz7rFl9REWKt2EWRZx9t3i+8mL5RLfnbFy7kuvPgrmZa6gLvATk1mPJ9Ei0m+gosS0+DOYeL5qPtRPzzLL5e9gQnBcxtDPS06GrW1xuLaysY0Uiqgv6d1Sex5pL504h/u1ruPXujL7WLXD6eDB8vbZi6rjhcmtRtrEv38rGtjP6WrXA6WOKl40ylYvwviCjbIzlLBv33p1hZ90CZzLbzTRFykbJ2jDx+6C0hnfWKrBowDR27AULkrZ27Vq+ys1Wnp2dndGwYUNuhOeHwSr6fQkJCYiMjOSr6w8fPuSu78uXL8fYsWO54c9Wz5lbuKzvZK7qzMi/ffu28BpbXb9//z5+Fg0bNebB5PwPH+I33I3r1/LANOVFVtwZLHgLO56G5WUTQu/du2Bj0+27aYVVi7LpUSYt9Ro0wruEeBwJOMxXrXds2QAjE1NYWIpradfJGru2beZ52fE/B/buQUerrsL0h/fuokZNaW+Pwlw2yqSFUbt+Q7xPiMfxYH9eV97bN/J91WYi+1Rzg41XlhUr8aNr2KoEC8ATcNAH7TrLf/RbzboN8f5dAncNZ1p8d25COSNTmMqhpU3HLjjoswMfkxJ5xPMjfvvQrHV7KIIy1ZUyackr+0JuYNKfNiimrYG61UxhZ9UAe49c/26avNStnzneBArGm51bcxhvOlpj9w7Z4w17z6a1K/hE+uGDuwg4tB82PXrLrYUFgUxIeIsgf6YlHds2rYexqSksy4tr6dDZGju2buQGPzPM9/nsRmdrgZbHjx5h7cpl3P077kUsP2rMykZ6r2heaMD0xMcjwP8Q17Nl4zqYmEjr6WTVBdu2bOJ5mZ693l6wymwbVatVx5ZN67mL+cuXcfyosS5d5ddTqx7r3/E4kdm/fXZs4nuH8zrWOLgOxIGjl+AbfJ6/WICrvs4emL5gJQr72Ccsm2AFy8ZtIA4cuwTfI+f5iwVpU7RslKlcssrmnUS7KSdnu9l/9BL2Bp/nLxa8k5XNNAXKRtnaMPH7oLSGN3Px7tSpE9//fPnyZYSHh/OgZ8xthu2vvnnzJjdimeHLgqvt2rWLv0/SdVxe2Pddu3YNjx494m7s7HgwKysrvjebrXSzYG7MyGcGOgv+xvZiy/pOFizH2tqaR2W/dOkSnj17xqOav3z58rur7gUFc0FbtXY9P4qmVfPGuHzpIhYuXsbTenW3QWCAIPKpk0s/1KvfAH17dYeriwPs7B3Rpl3776YVVi3KpkeZtDBXtQXL1mD/3t38jO7rVy5hxrxFwvO5jwYLjnfq4+CM2nXrwd3RFn96uqBHb3u0EAna8/LlC5QqrVhgLGUtG2XSkuU6xyLQHt63B3bWrXDz2mVMnLGQpw1y7oWTIeKBHWXBgsSwz3Hp2QnTxo+E68ChaNC4uUJapsxbgYAD3nDp1ga3r1/BuGnzedpQt944fSzou5/h+ddovpdvmFtvjB7kjDadbLgxrgjKVFfKpCU33lxYjOZ1BUbd5BV+SHj/CQ8DpsNn8UCMW7wfoU9iv5umyHgzb+kaHNi7G906CsabaXME442bfQ8cOyIYb3rbO6NWnXrwdLLF0AGC8aZ5K8F48+fwsTzScNcOzTBz8niMHDsBNWrWVqielqxYx48L69ymGa5euYjZ85fwNMfe3XAkM4q6naML6tStDxe7nhjo7gzbvg5o1UYQ4XjClOl8waC7VVt4utijdZv2sO1rr1DZMD3LVq3D3j1eaN+qKa5cvoR5C5cKNPTqiuBAgR4W4b5uvfpw7NsTnq5O6G3ngNaZevoPGoIqVaujd/cu6O/mDCvrrujVu69C/ZsZO37798DBpjVuXb+MCTMW8LQh/Wxx6uj3x5r8RNnGPmHZdGmNW9cuY8LMzLJx+f+WjTKVi2jZ+O/fA0eb1rgt0m7+/D+3G2Vrw8qOSpEiSvsqbBT5VhA+zfkEiwK+YMECfsQXM25ZUDPmUq6jo4MpU6bw1WTmps0iltvb2/PAaV5eXmjQoAFfGWeB2IYPHy486otFKD9x4gQ33Bnss2JjY7Fz505hOru2Y8cOvH//ngdgY8a+kZGR0MV95cqVPBI5M8hZ8DZ2DMHJkyd5pHXJ7/j48SN3TWdHmLFiZsefMYOeBVpjUdnZMWJsz/rjx4+Fv1mWTnlJ/ZwvxU/8RiSm5H9MgR+huJZiwZl+B+LeKxZEqyBI//z9rTT/T8xLF8w+58JOiYbDoEyEnxYYjMqAhppyrT8UVaJNi68TFdurX1CwM+eVha9KNHVWNuPjy1flKRvlKhmgQtnCGf18xjHxYwuViSkdf2wL4/8bpTa8/5/kh8ErCluZP3fuHDfei4kEdmFniDM39aFDh6KgIMObkBcyvAsPZHjnDBnesiHDO2fI8M4ZMrxzhgzvnCHDO2fI8M5/CpvhnXMEM+KHYCvxzG2dRWD/66+/eLC1ffv24cWLF9x1nSAIgiAIgiAIQplRsmc7hRrletT7C8H2cW/YsAHv3r3jbvDM7f3WrVvYsmWL2PFhBEEQBEEQBEEQxK8NrXiLnN8tutc6P6hWrRo3tAmCIAiCIAiCIIjfFzK8CYIgCIIgCIIgCCmUKLxCoYdczQmCIAiCIAiCIAiiACHDmyAIgiAIgiAIgiAKEHI1JwiCIAiCIAiCIKQoonQHsxVeaMWbIAiCIAiCIAiCIAoQMrwJgiAIgiAIgiAIogAhV3OCIAiCIAiCIAhCCopqnn/QijdBEARBEARBEARBFCBkeBMEQRAEQRAEQRBEAUKu5gRBEARBEARBEIQU5Gqef5Dh/QvyMDYJyoKqkvVWyzLaUBY+pX+BsvA2KQ3KhK6m2s+WoLS8fJ8KZSH6YzKUCeMSWlAWUjOUp3+Hn14KZcKyzSgoC7Xs+kKZCPXdD2Wh+0gPKBM1jHShLITGJEJZiHmlPHM+RqOqBlAW1FSVaw66uFuVny2B+MmQqzlBEARBEARBEARBFCC04k0QBEEQBEEQBEFIUaSIcnkOFGZoxZsgCIIgCIIgCIIgChAyvAmCIAiCIAiCIAiiACFXc4IgCIIgCIIgCEIKJYuTXKihFW+CIAiCIAiCIAiCKEDI8CYIgiAIgiAIgiCIAoRczQmCIAiCIAiCIAgpKKh5/kEr3gRBEARBEARBEARRgJDhTRAEQRAEQRAEQRAFCLmaEwRBEARBEARBEFKokK95vkEr3gqwcuVKtGvX7mfLIAiCIAiCIAiCIAoBtOL9m/H04T1sXjEHcTFRsKhUFX+OnYZyRiZieZI/fcSWVfNx5/olqKioommrDnAZ9DeKqqkJ87yOi8W/fzljy8HTP6DlLjYsm4u42EhYVqyKoeOYFlOxPJ8+JmHzqgW4fe0i19KsdQf0GzwKampqSEtLxbrFM3HzynloaevAweNPtOnUTWE990LvYM6s6YiKjEDVatUxbeYcmJiaieX5+vUrli6ah6AAP67H2dUd7p4DedrHpCTMnjkVVy5dhIqqCqxtumHkqH9QtKj83ezBvVAsnjsDMVGRqFS1GiZMnQVjE2ktq5cuwNFgf67F3tkNTm79edrnzxlYOn82zp0+gSJFiqCjdVf8NXIsVFTkf9b2hNXT0rl4EROJ8pWqYhirJ2PxesoiKfEDxg1xwfQl61G2nJGwDtcumom7t65BXV0DXWwd0MvRHYpyN/QOZs2YisjICFSrVh0zZs2DqZl02SxaMBeB/n68LlzdPODRf5BYng8f3sPRzhYbt+yAsbHJT9GSF53y8PzRPWxfPR8vY6NgUbEKBoyagrKG0v1759qFuHfjMoqoqKBRyw5w6D+C9++YiOeYPNyF11MWA0ZPQcPm8j9ojH76AH6bliI+LgZGlpVg++d4lCxnLJYnNfkjDm9Ygueh17mW2i07orPLEKiqqorl27dqDm+7tn/9C0VhdTV31jRERmT271lzYSqjfy9ZyPr3Yd6nXNw8hP07KSkJC+bOxMUL56CqoooOna0wasw4qKmpy63l/t1QLJw7HdGRkahctRr+mzZb5lizYsl8hAQJ+rejixtc3AcI03fv2Apvr+1IT0tDk+YtMWHyDGhoaio21szLHGuq5DLWLFuAo0yLqirsnbLHmuRPn7B88VxcPHsKWtracHLtj559HPCjjHBphz8qGWHQ1F1SaZoaalg7xQlWLWvg46c0TFsTAC//K99Nk5caRroY37kSzEpq4/Grj5gR8Aix71Ol8jk3MoFjIxNoFFXBxbAEzAl6grTPX7FnQAOU08uuEzXVIoj7kIq+668ppKfhH+ZYMdEelczL4PajGAyc6oXwmLdieYppa2DxuN6waVUTn1LSsGjrcWzcd56nGZTSxYoJdmjZoBLeJCRh6qoAHDp5RyEtFUtrY0ATUxgW10B4QgrWXojEq6R0sTyaRVWw1bEW0r98FV7bezsOgQ/e8GBNTvWM0KZiSRa6CefDErDjWiy+KaQGeBvxCFe9VyPxdSxKmlZEU5dR0C1jmGP+C9sX8TGlab/R/O+M1GT4/mMPVZH+XMvGBdXa95JbS6XS2hjUzExQNvEpWHU+QmbZbHeuLVY2PrfiEHD/NXa61BbLq66qgntxSZh59JncWmoY6mKcVSWYlRC04ZmBstuwE2vDDU2goaaCS88TMCdY0IZ395fdhu02KNaGzUtowr52OZQppo6Y96nwuhmHt8kZOebvV98QX7+B52OwPta7ZlnUNNTl+o4/icf5iPcKaTHT10SfWgYoraOO2A+p8L79EvG5aHGsWw7fvoHnyzrb2ramAWqWK8bb7c2YRPg/eKNwGyZ+D2jF+zciPT0NS6aPRTc7V2w+cAq16jXGitkTpPLt2rAcGenpWLnDDwvXe+P5kwfw37dTzGCe8c9gPoH/ES0Lp41FD3tXbD14GrXqN8bSWdJadnItaVi9yx+LN/rg2eMH8PcVaNmzeTXSUlOwwecI/pm2CDvWLUXE8ycK6UlLS8PY0cPh6tEfp85fRuMmTTFhnOCGLIrPnl18An/A/wi27NiNA74+OHv6FE9bung+NxiCjp3G/sNBuHHtKgL8DimkZdI/I+Ho6omAkxfRoFFTTJ84VirfAR8vPmn22h+E1Zt34fCBvbhwVvAg5JCvN169fAEfvxBs9zmEa5cu8EmzIvW0YIqgnrYfFtTTkpnS9cSIiQrH1NGD8frlC7Hre7dvgKaWNjbtO4qZyzfBf58X7t+5AUVgZTN65FC4ew7AuYtX0aRpM4wf+7dUvj1eO3k9+QWFYPsub/ju9caZ0yeF6eFhzzHQwxUvYmMV0pFfWr6nU966Wjl7PLr0dsEan+OoUacR1sz7Tyqfz+YVvH8v3HIQs9bsRvjTBwg+4MXTosKfok7D5li//7TwpYjRzT5/z+IpaNndARO3+KFCzfrwWT5DKt+RHWv55Pefdb4YuWwHwu/fwu0zR8TyPLh2HqHnT+BH4P171DC4uvfH6QtX0LhpM0z4Z5RUPu/dgv59MCAEW3fuwf693jibWR/Llyzgn+MffBw++/3w4N5d7Ny2RSEtE8aOgLOrJ46cvoiGjZtiygTp/r3P24sb6D4Hg7B+6y4c2r8X588KxpoTR4/g4D4frNuyCweCjuP9u3fYtX2zQlomjRsJx36eCDhxEQ0a5zDW7BUZazZljjXnBGPN6uUL8TIulqctX7sVPl7b+AM/RVFRKYKxHh0x5++eOeaZMawbdLTUUb7Tf7AfsxHzRvVCzcrG302TB3XVIphvWwO7rkSjw9ILuBr+DrN7VpfK175qGdjWM8LAnbfRffVllNBWQ78mggeTjpuuo+3i8/zVddUlvEpMw7ITz6EIGupF4bN4AJZuPw7D1v/ixOXH2DlP+gHmvNE9YW5YCjV7zkSngSvwd7926NamJk/bNKMfUtM/o6LVFPT7dxtW/mePOlXlf+ioplIEY9qWh9/91/D0vou7L5IwspWlVD7zElqIfp8Kt92hwhczuhndqpdFNYNiGH3oIX/VKKeLVhWYES4/XzLScXbDbFTv0Bt9F/jAsGodnN8yL8f80XcuIfL6GbFr72IjoGdkDvsl+4UvRYxuZpj+0748Dt19BffdobjzIhGj28gom5KsbFLQb9cd4YsZ3QzRa6MOPsSH1Ax43YhVqA3PY234cjQ6LruAqxHvMKtHDm24rhEG7bqNHqsvQ1+kDTttvo52S87zV7fVgja8XME2XFSlCAY0Msbxp/H4N/AJHr/5BPeGggf0sqhpWAz1TYqLXev5R1mU0lbDzGPPseJ8FNpVKsnzKaLFvaExTj1LwOQjT/HkTTL61c9Zyx/liqGesbiW5hb6KKmlhtknwrDwdASqlNWR0vurwB4yKOursPHbG95VqlSBl5cX7OzsULNmTXTr1g0nTohPGnx8fNCxY0fUqlULQ4YMwYcPH8TSnzx5gsGDB6Nhw4b4448/0L59e2zZIpiQJSQk8GuHDokbYIsXL0bv3r35/0NDQ+Hk5IS6devyzxg+fDhevBA3XvKD+7evQ0e3OJq3teKrW70cPfEqLgYxkWESOb/B1qk/N5aK65dA87ad8fTBXZ5y5/plLJ8zEd3t3H5YSzFdPbRoZ8VXr9n3vXoRg2hJLd++obfzAGhpaUNPvwRatrPCkwehPOn8ySM8TUNTCxWqVOe/69yJYIX0XL92BcWL68HK2oavYHkOHIKY6GiEPRd/wnwkKBAubp7Q09OHqZk57BycERTox9Mm/DcVU6bPhqamJl8dY5NaPT09ubXcun6Va+nQuQsvm36egxAbE4OIMPGb3fGQINi7uKO4nh5fLbPt68hXvxkx0VH4+uUrfzHYaqK6uvwrc/duCeqpZXtBPfV27o+XrJ4ixOspJlJgdHfr6yz1GXGxUXzF7Nu3r3z1nRlaiqwSMq5dvYzievqw7tKVf8aAQX8iOiYazyXqKTgoAK7ugnoyMzOHg6MLAvwP87Sw588x0NONr2b+CPmhJbc0eXkUeoP37yZtOvP+3c3eg3umxEaJ1xV7Gt/dwUPQv/VKoEnrznj2SNC/o8OfwtSyEn4UZkBr6eiiVvP2KFpUDa1tXZDw6gVex0SI5es2YBR6/TkOauoaSP30EZ8z0qFVLHvi8inxA456bUC9NlY/pOf61SvQK64Pq8y66p9j/w5APzeP7P7t6IzAAEH/ZisdrI61tXVQomRJ/lmhd27LreUm6996euhoJRhr3PoPxouYaISHiWs5diQQTv1Y/9aHiak5ets5ISRQ0L/9Du2D56A/YWRswvVMmTkXXbrlbKjmxK0bEmONxyDExuYw1jiLjDV2jsIHeefPnMSAIcN5mqGxCbrb2uFIoGJtOMs4bFqnArYcvJhjHjvrBpi3KQQpqRm4+SAKviE34GDd4Ltp8lDfvAQSUz/j6IM3+Pz1G7ZejISxviYsS2mL5etRxxCbzkfyVcCUjK+Y5vcIgXcFK2KiDGtTHtcj3+PCswQoQusGlZDw4RP2htxExucvmL85BOVNSqOqZTmxfN3a1ML0NQF4l5iMyBcJ2LT/PFy6NoK2pjraNa6MCUsPITk1HaFPYrHv2C042TRUaBX1U9pnXAx/hy9fv+HA3Zcw0FWHscjKaJZxGfkuReZntKtcihuTSWlfkJT2GfNPPkfoi0QowssnoVDX0YVFgzZQLaqGGp3t8fFtHD7ERUnlTf34AbcOb0X5Jh3Err+PDUMJY2kDWV7+KKeLj2lfcCH8HW83B0JZ2WjARKJsLFjZJMguG1EGNzPFkYdvERb//bw5teFjDwVteBtrwyU0YSHZhmsbYvOF7DY83V92Gx7apjxusDb8XLE2zDwBPmV8xc3YJHz5BoQ8juerzeV0pecDOuqq6F69DK5Eis+3axkWQ8DDt0jO+IqE5AycD3+PRqZ6CnlsJKd/wa0XAi3sYQAz6A2KydZiU60MrkWJa2HamecGm9dk3SNYORNEbvz2hjdj0aJF6NGjBw4fPozWrVtj2LBhuHnzJk8LCAjAjBkz4O7uztPr1avHDfUsUlJS4OnpCX19fXh7e/P8VlZWmD9/Ph4+fIiSJUuiTZs2YoY3M0L8/Pxga2uLL1++CI12dm3btm3c6J44cWK+/84X0REwMrUQ/s1cBg0MTfh1UQaNmgTzCpWFf9+6ehGmlhX5/8tXroplWw6gTqPmP6QlNkpcC1spNjAywYsocS1DxkyGhYiWm1cvwMyyIj4mJeLD+wQYmWV/hpGpOWIlfkteiQgPg4VleTE9Jqam/LpYvogwWFhk35zNLSyEeZixw4xbturZ06YTDA2N0LJ1W7m1REWGw0zkO5gWYxMTREkYu1ER4TAzz85nam4hzGPTozeeP3uCru2boUenVjC3LI92nawVqidjkTJmWtjWBHZdlFJlymLVzkNo21na1d+6lz2unD8F5y4t8Zdzd7Rsb43K1QUrMPISHh4OS4l6MjUxRUSYRD2Fh4nlY3WWlcegnAFfYe7eQ/7VjPzWkluavMRFR8LQxFysf5c1NObXRfEcMRFm5bP7VOj1izC1qCA0vJ/cv40x7j0wxqMnAvZuU0jL2xdRKG2c7a7MXKVLGhjhTaz4RFi1aFEUVVOH95JpWDrCGfqlDVClfjNhuv/mpWjZ3R7FS5XBj8D7raVl3vq3SH2Ys/rIzDN52kxUrlJVmHbh3FlUrJRdjnklMiKMf66oFiMTU0RGhEvkC4e5RbYWM3MLYZ5njx/h48ePcLXvhW6dWmHrpnUoVVr+MuJjiORYY2yCKIkHoJL5TM0shHm+fvnCH36K1vWL2GgoysRlh9B75Dq8eivbCNPX1YJBqeJ4HJ5tGDyJeIXKluVyTZMX81JaiIxPFv7N5tPMRddcwmipbKCDYhqq2NW/PoKGN4VnC3O8/SjuVswMnU7Vy2LNacX6NqOKpQGeRLzO1vP1G8Ji3qKKZVmxfKoqKkhOzXaX/fLlGyxNS3NPAvbQkxndws/48hWWJqXl1mKkp8Fdc7NgBgdzpTbWy96ikrXizdytl/ashrV9a6BfA2OoqhTh7sKGxTVRTleQtqZPDbSrWArvUj5DERJfRaO4gYlYGyxW2hAfXkm3w2s+a/jKuLa++O9+FxvO3dT9ZgzCgf9ccePAJnz5nLPbcU6whw+iZcPazaukNP7QRvKhBCuD5bbVsd7uD7g2NOarsKLUNtKFib4m/O69kltHjm34XaqU4V0pqw171kfgsKbwaJ5DG65WFmvOKN6G2cOZ10lpwr+Zifr2UzrKyjB27Wob4MSzBLxP/SwV5CtDxD3/27dvKK2TvQ0yr7DvfC3yG5kW5mYuS4ttzbJ8ZVxSy5WoD7x9z7KqiBmdK+LVxzTcfpEktxbi94IMb9apbG3h7OyM8uXLY+zYsXzle9cuwb6ynTt3okuXLjzd0tISgwYNQtu2bcUMb1dXV0yZMgUVKlSAhYUFRowYwdMeP37M/2Ur21euXMGrV4LB89KlS3wlvGvXrnzy9O7dO5QtWxbGxsaoUaMGli1bhr//lnZZ/VGYW7bkHkB1DU2kpUrv98nCa9MKxEaHo2sfwUqmbnF9sb3eP6RFQ1wL+5vt286JXRtXIDYqHN36uPD3Z71H9P3pufyW3GD1yFaqRWF/p0p8XirLp5U9ydTU1JLKM2P2fBw5cRaJiR+wbvUKubWw75CsJzaxldKSKq6Zacmqy4yMdL6i5nfsHLwPhyAy7DkO7t2TL/WkLqOe2B575pUgiy+fP/OV8F0BZ7B44x6cPxmC65fOQhFSU5Kl60mLlU2KjPoUqSet7LrU0SnGVwl/lPzQkluavKSlpfC6EYX9nZ5Ln9q7ZRV/8GbVS9C/mXdD7UYtMGedN0ZPX4IzRw7j3LEAubWwfshWsUVRU9fk20Zk0XvYRIxbvx8pH5NwwkfgLXT34kmkp6agfjsb/CiS5ZxT381L/2asWLoI4eHPFfKaSJWpRXocZu1IdBwQjEeCtpWUlMhXlRetWIsdPofw9PFD7Ny6USEtUuOwnGNN0xatsXXDaq4pLjYGQX4HkJ4mPmmXh5c5GNxZ6GgJ2pWoccmMSW1NtVzT5EVLTRWpGV/ErrG/NdXEp026mmroUtMAo/fehdOm66hsUAxuTcX3yDs2NIZf6Et8UNCwZLAVa1GjmZGSmg4tTXFDIfjcPUwaYg29YlowNyoJt55NoKmuho/JaTh34xlmDO/G98HXrGSEXh3q8DR5YfuT09kyoQhsr7J6UfGySf38FfdffsTEwMeYFPQE1Qx00KumAV9BZDQy1+fXpwY/RTPLEmitoKv55/Q0FJUYb1TVNfBFYryJuHEWGWkpqNiss9RnFNXQgkGlmrD6Zyk6j1mE18/u4X7IXrm1sD3S6Z+zDUMG24vM9mmLkprByiYJE/wf4b/Ax6huUAy2tcQfEHX/wwD+914rvIrK2/BniTb8WXYbtv7DAKN878J583VUkdGGHRoaw/8H2zArA+l2802qbOoa6/KHM5clVrsZ915+hHXV0tBSU0FJbTU0MdeHmsT786ZF3IAXaPkq9Vl1jARarkZLa2EPSm7GJmJKyDPMOv4cBsU0uPv5r4hgZV85Xz8Cj6WyYgVatmyJOnXqYODAgYiOztuDY7ZYyrymY2Ji5PpOMrwBNG7cWOxv5vLN3McZ7F9miEumZ8FWtJmbOFvpnjp1Kjw8PPgKd1aFMlq1aoVSpUrxFXPGwYMHuTs6c0NmrwEDBmDmzJlo2rQpRo4ciWvXrvHKzG+4YZomfiNik3LmcirJly+fsX7JTFw5dwKT5q/lBnd+oq6pifR08ckdM+ZEJ72iWtYunoHLZ49jysK10NXTFxoYor8np/fnBT6RlCgbNvnU1tbOdYLMJqSSeTQ0NFC6dBm4eQ7Eucw91/LAJtuSWpgBzAIX5ZaPackyfufNmIT2nbtAt7geDI2M4eI5CIF+BxSrJwnDLV2Ocs7IyMDyOZNh3dOeT+iZ94J1z744GSxw35UXbghJ6GHGAzP8xfNpiuVLTUmVKr8fJT+05KdO9Rz6t0YO/XvL8tm4duEkxs9ZhWLFBa56Q8bNhLWtM68rY7PyaNe1D25fOSe3FjUNDXxOFzcSMtJToS5hcArzq6tDV78kWvZ0xOObl/DxfQKOeW9Gj4FjkB9IlrOwv8jZvz9//owZUyfh+LEQrN24Dfr6JRTSIm1kp0o9uJLu39ltg7nv93VwQVmDcihRoiQcXNyF8R3yZayRpSVV9lgzfPR4Ph4497bBjMnj0NmmB3SKyb/nMq9kGZ9aGmpiRumn5LRc0+SFGUYaRcWD/GmqqXL3VFE+f/mKvddj8TopHe9TMrD7SgxaViwlNjnvUK0s/O4IgkMpCnOdF/1dDC0Zv+2fRQeQnJKOu4cnY8dcd3gFXEXiR8EDG89JO2BargSeBk3ne+h3+WenyYPAkBSf8TLjiZWZKDuvx2LPzRfcfTn+Uwbf99zAVE9oSB6++wqf0r/gzad0HH/yFvUVcBlmFFXTwJcM8XJgRjczprNISXyHO/7b0dhxuMzPqG87AHV7eEBdSwc6JcuiRse+iLkrf1A+WUY2M9wkDWAWSM7rxgvuMv32UwYOsrIxy/79+lpF+R74Mwq6defYhovm3IbfZLXhqzFoIdmGq5aFX+iPtWFm6LI98KKwdpQmYgDraqiiW/UywgBmkhy4+4ob65M7lId7AyNcjfqAFIkHZHmBfYakkS14MJCtpZi6Kjfy992R7XFgX6ccbsUk8fbNvDVOPI1HI5E6JJSfNWvWYPfu3dwGY17LzG5jNlm6xPxFktjYWO4NrQhkePNJjHjUaeb+LRr9OcuAzoLthcvizZs36N69O3x9fWFgYMCNcGZYi8Lc93r27Al/f38kJyfj+PHj6NUr282VrbKfPHmSr3IztxnWANgq+fcqXl6YWzbbbyv8XV++4OWLaO6iLQoPvDRlNKLCn2Hmsq1SUc/zA2NTCx5ZXbTMX8ZGw8jEQkrL/MkCLbNXbBNGPWcGJdt/HheT7Ub7IjpSzH1dHpgbKotmLqonOjpKzCWUwVw/RfOxCMnm5oLv/HvYEJwXmfwy7bq68gfaYN8ZEyWuJTY6mruSi8LczKNF8kVHRgjzvHn9ikc2F23jikRXZ/X0QqKe4mKj+fW8rgqzIHyfM7K1qKoW5S7GisDcgKMixMsmKjpKzP1fVr6IiHCpPD9KfmjJT53MzfzVC/H+zWI4GIq4fGd5QyyfMVYQwXzxJmHUc2ake29eIRY0kdUbM4rlpYyxGd7GZT81/vr1CxJexqK0oXg0/J3zJ3BDW/T7tHSK4dndG9z4XvWPJ2Z7dMW5w7t5gLVV/wgiacsLL2cZ/VtWXbEI9eLu3oI8bDwePeIvPHv6BNt2ektFRM8rZhblxfqtoH9HwcxCvE+x72V9OgumP2triam5OT5+TBJzGWb3jnwZa2LyMNZEZY81CQnxGPPvFPgdPYe1W3bj48dEVKyU/w+Os2B7l18nJKGSebaLdWULgRt2bmnyEpmQDLOSIi70RQCTElqIktiXy/7W0cgez/jUQcS2qG2ih/hP6Qh/m+3yqwiPI16hosjvYq7jFUxL40mk+G8rW0oXw+f4wKz9RLR2WwI9XS2EPhHEjCmppwOHsZth2n4iug1dAzPDEnyvt7zEfkjjbtJZsFWncsXVEZco/kCpb+1yYq67apmGDdt3/DHtM7QzV7757ylSRLTY5KJ4ORMkvn4hNt4kvY1DcYPsoHovH93ixnfgnKHY+48d7h/zRcT1M/xvRmjgLv6eLJibuaoC3n3MzdxQxOWetRvmUv/ig/iDAbs6hhJlI74CW9e4OB68+sgfTChKRHze23Ax0TbMVhJF0mvlUxt+9VHcrZx9R2nm8i0S8b1KGR3oahTFv+0sMc+mEjpUKskDlo1vKxhvWJrP7ZeYGPwMS85G8pVvybLNC8zNvIyIizrXoqMm5n5eOVPL2DYW3J28XcWSvF7GtBZo0dcsyrdOZPHl2zce84AoHKSnp/N4XMxLmS2YVq1aFUuXLsXLly9x9OjRHN/HbMJ//vmHeygrAhnezKXxriCwUBa3bt0SFmi1atWE+71l5Wcr3e/fv8eePXvw119/8SBsWcHXRCdCzJBmq+fMdV1XVxctWrTg18PCwvhKOVsRd3R05C4PmzZtwvPnz/Ho0aN8/Z01ajfAh3cJOHssgE9wD+7Zwvd4G5uJTz63rl7Ij4CasnA99Eoo5vr1XS11GuD9uwScORrAV0UP7N7M93ibiOxZZrCjxNh+7mmLpLU0b9MJPjvWIyX5E54/eciDrbFAcIrQoGFjJMTHI8D/EDdMtmxcBxMTU1iWF+x9zaKTVRds27KJ52UBzPZ6e8HKRrCvmR1RtGXTeu5i/vJlHLZt2YguXbvLraVu/UZ4Fx/PXUlZ2ezcsoHvAbWwFNfC9mzv3r4Z7xLiERsThQO+e9DRqitPa9S0BTavW8Un5/Fv3/J8rdt3lFvLH3UFbeZ0Zj3t99rMH8RI1lNOsAckFavU4NsEWNRtZrQfOeyLpq3aQxEaNmqM+Ph4+B8W1NOmDWu5AVS+gnjZsCB5WzZv4PUUHRUF7z270KWr4kfNFZSW/NRZrVZ9XlcXTgTx/u3vsxVlyxnDSKJ/71q7iPfv8XPXoLh+SbEV83s3r+Dwns18ZZcZ5icC96FZO/ljA1jWqItPH97h1pkQ/gDozIFdfI93WZE96Ax2zNiZg17cxfzD29c4d3gPP1KsTsuOmLIjGP9tDeCvlj2cUKtFewxbKH/kbrH+7Seoq8259e/NGwX1wfr3Hi9YdxHUBztKjPXt9Zu3o2Sp7NUgeanfoBE3VoMDWP9Ox/bN62Eso3936GSNXds28f7Nxpr9e3ejk7XA7d6qS3cc9PXmD9hYRPM9O7eijQL9m481CSJjzdYcxpqO1ti9Q2Ss2Zs91rD3bFq7ghvtDx/cRcCh/TzGREGyL+QGJv1pw4/OqlvNFHZWDbD3yPXvpskDCyJVUkedu+CyFT+PZuaIfZfCjRlRgu+9Qp96Rvx4JD2tonBubIpTj7OP+KpupIt7CgYNE+XM9acoW1KXB0NTK6qK8f07IywmHo/DxVfj2PXpQ7tyw7x+dTN49GqGbYcED7eWjO+DoY6tBUdMNquGzi2qY3eg/MdCMRdp9ltblS/JDQ/bmuX4Hm9mkEvuC3asZ8RXNZlR0+MPA5wLe8fTzoe9Q9caZbnbOUvrUKU0rkQqdiyUQaVaSE18h7ArJ7jBfD/EB7qly0GvXPbDMctG7eCw5ADsFu7lL7aibdGgNWwmrubpCdHPccdvBz6np+Jjwms8OObL3yN32cQlQU9TjbvNs3bD3Mdf8rIRfyhhWUoLzvWzykYdvWqWwxmRwHsVy+jgyetP+BFuRr1HSe3sNuzO2vB76TZ85P4r9M6lDbNgevnRhp++SeaGbEPT4mAL352rlOKeEMwgz+J6TCL+CXiCfwOf8tfxpwm4EZOI+acED/7Ye7pWL8MNZXYcWDMLfVxSoN08e5vMHzYwo55p6VCpFPc8EDW8mRv5xOCnmHTkGX+dfJaAW7GJWHxGoOXRm0+wqlqKb71gK/VtK5ZEaBzt8S4sPHr0CJ8+feLexlkUL14c1atX557HObFu3Tp+v2TxuRShyDdFHpP/QjCXbh0dHUyfPp1HH9+7dy83jvft28effpw+fRp//vknxowZgw4dOuDcuXM8cBrbk81WqYODgzF69GgsWLAA9evX54b03Llz8ezZM0ybNo0b01mw/z948AD9+vXjq9wMtr+bGevM9ZztH2cr7Zs3b+ZPW9jnF1PAZe9WZM4dP+zJQ2xaMZfv62QB1LLO8R470A49HTxQr0lL9O/dDkVVi/LgTFlU/aMuJszJ3q/Mjowa4dod3kdzn9CIPg2UhBnLG5fN4QHRmAty1jneo/r3ha2TB+o1bgkPW2kt1WrWxX9zV3K33s2r5uPGpbPcaHD0+AutOwkmgzlhWSZnN96HD+7zc35ZMKXKVaoJz/G269UVHgMG83O5mUGyavkSBAf68wcr7BxvNw/B2bpsEr1k4XwcP3oE6hoa6GvnCDfPAcKIl5Lk9iT78cP7/BxvFmitYuWqwrN13ex6wMVjID+Xm2nZsGopjgUH4Bu+wc7ZHU6unvz9iR8+YMWiObh6+SJf6bay6Q7PIcNzXPV+KxLwRFY9rV86hwdUs6xYWXiO90iPvujt7IFWHbqI5e/drj7W7vYXnuP9+mUcNq2Yj8f373A3bBtbR5nRz0WpUDbndv/g/j1+djarpypVqwnPzrbtYYP+AwfDpmt3XjYrli7mEalZPfVz94BH5nnMotT5owoCQ04ofI73j2rJq05RbucyyYh4+pCf4808QczKVxKe4z3xTwd0tXNHnUYtMNSho8DrQKRPVa5RB2NmLOPnf+9csxDPH9+Dtk4xdOnrig5d++b4fdEfc14BiQ17DP+NS/HmRRQMLSoKz/FeMcYdrXs6cwObGeVHdqzBvUuneZC1Rp16oGUPR6k+c9J3G96/efndc7y7VMv53N6HD+5hzkyR/p15jnffzP7dJbN/r1y2WNi/XVw9eB9mpxS0a9mY9x9WdlnUrVcfK9fK3lstuT9YlEcP72PhnOl8Rb1S5arCc7yd+3aHq8cgdO4i6N/rVi5FSDDTAn6Ot3Pm2dnsifuOLRvgd3AfP0e7o1UXjBgzPsfTAj5L7KuUGmvmZY41lUTGGvvMscYqc6xZLTLWOGWPNezB3tzpE3H/3h2UKFkK/QcPQ/tO4mOCJJZtpI9yk+S/wV34HuWsc7zfXFiMnsPW4MKt59x9fOm/dujS6g++z5md1b074CrPl1uaLGrZ5dy+q5YrhvFWlWBeUhtPX38SnuPNzufedikKIfdfcwPAvZkZj27OjMijD15j6fHnQnfqfzpXxKe0L1hzWjx4Xk6E+u7PMY09SFg50Y6v4rOV6qxzvG/4TsDCLcfgHXydn9W9cYYLGte0xOuERMxYEwTfo4LFg8oWZbF+qjNqVDREeGw8xi85iNNXcz6Cs/vInGMYWJbUwsCmpjDS00SEyDnei3pUxaHQVzgf/g56mkXRv4kpapQrxlcCjz15C99MF2JmCDLDs4lFCbCt4SGP3mLfHdnuxaLnqudEfNRTwTner2JQwqS88BzvgFl/okZnO1g2FA90GhrohU8Jr4TneLPVcBZ47dXTUBRRUUWlFtb8HO+c7t+hMTkbouVLaWFQUzMeUC1C5BxvFkiORTlnDx9Y2bDyY0YtC5R39PFbfo53FhM7VsD1qA/8+veIeZXznI/t1xZtw1nneLPzubezNvwguw13r20IHQ1VHL3/mh97J2zDnTLb8Jm8teFGVQ1yTDPV04BdnXI8ejh7UJN1jveEdpY49iSeG96iMFdvtpc76xxvZuC61DPk7S8x7QuCHr7hUdJzQtK1XRQTPQ30rmWAssWYR0L2Od7/tLHgbuOSn9upcimuJcsNnq229/rDAFXKaPPI6NejP+DI47c8iF1OLO5WcN5ABcnqC4oFLv5/cGBK7p5wkidVZcHsLHaK1J07d8RimLAtv2xr1/r166Xew06hYgG1mY3I4naxGF/s801M8j6HJMO7ShX079+fBz9jK9LM2GZGsei+76CgIKxcuZJvoGeb79keb7bSzQxjVnzsaDDmXs4CpbEAaX379uUVYWZmhjlz5gg/h7mjT5o0iX8eC8QmusLOPoNFQWerBuw7fsSNITfD+/9Nbob3zyA3w/v/zY+4kOU3uRneP4PcDO/fndwM7/83uRneP4PcDO//N7kZ3v9vcjO8fwZ5Mbz/X+RmeP8McjO8/9/kZnj/DHIzvP/f5GZ4/7/JzfD+GeRmeP+/yc3w/hmQ4a08hjeLuzVu3Dhue4luL2bXXr9+zU+ZEoVtFWbbhpnh7eDgwO1GRQxvxTZa/mJUrFiRF3ROsKjm7CUKW+VmsKehzFDPWsHOggVZk4TtG2DHkYka3QxmyGdFUScIgiAIgiAIgiCgkGH9PbJWudleb9EVbxZwVEtGAOFZs2bx062Y0f0jkOH9f+DGjRv8zN8dO3YoHAWPIAiCIAiCIAji/8mPHtuljBgaCjzk2Oo281DOgv0t62Sp/fv3Q11dXXiyFfNQZrCjoYcMGcJfeYEM7/8Dp06d4ivaLMCatbX8gYoIgiAIgiAIgiCIH4dtLWZxtJjLeJbhnZiYyGNxubi4SOWXjHTO9oazbcEbNmxA5cqV8/y9v73h/fjx4wL/Dlmu6ARBEARBEARBEMT/F7Z6zQzsRYsWoWTJkjxG18KFC1GuXDl06tSJr2gnJCTwk6iYK7q5ubnU9mGGkZER9PX18/y9v73hTRAEQRAEQRAEQUijZHGS8w12hjc7tYMFvmaRzBs2bMhPllJTU+MBtdmJU+ykKltb23z7TjK8CYIgCIIgCIIgiN8GVVVV7i7OXpKwSOW5eUWz068U8ZrOjp9OEARBEARBEARBEES+QyveBEEQBEEQBEEQhBQqv2JY858ErXgTBEEQBEEQBEEQRAFChjdBEARBEARBEARBFCDkak4QBEEQBEEQBEFIQZ7m+QeteBMEQRAEQRAEQRBEAUKGN0EQBEEQBEEQBEEUIORqThAEQRAEQRAEQUhBUc3zDzK8f0GKaVK15kTGl28/W4JSoqOhXG2GxvicKaqiPIVjrqsDZUKJikapxuGU9C9QJmrZ9YWyELrXF8rExk3/QllIzlCudpOc8RXKQrMK+lAWPlvoQZkIufcaysK0zlV/tgSCEINczQmCIAiCIAiCIAiiAFGeR/IEQRAEQRAEQRCE0kBeiPkHrXgTBEEQBEEQBEEQRAFChjdBEARBEARBEARBFCDkak4QBEEQBEEQBEFIQau0+QeVJUEQBEEQBEEQBEEUIGR4EwRBEARBEARBEEQBQq7mBEEQBEEQBEEQhBRFKKx5vkEr3gRBEARBEARBEARRgJDhTRAEQRAEQRAEQRAFCLmaEwRBEARBEARBEFKQo3n+QSvecnLlyhVUqVIFMTExP1sKQRAEQRAEQRAEUQigFW85qVu3Ls6fP4+SJUuiMPL4wV2sXjwLsdGRqFC5GkZNmAFDY1OZeZMSP+DvAY6Ys3wjDAyN+bWIsGcY4WkHdQ0NYb5RE2aieZsOhVoL4/7dO5g/ZzqiIyNRpWo1TJo+ByamZmJ5vn79iuWL5+NIkB9UVVTh2M8d/dwH8LRPnz6hU+vG0BDRM/DP4XB0cZdby4N7oVg8dwZioiJRqWo1TJg6C8Ym0lpWL12Ao8H+UFFRhb2zG5zc+vO0z58zsHT+bJw7fYIHxeho3RV/jRwLFRX5n7U9uh+KlQtnISY6EhUrV8OY/2bCyCTnehrm6YD5KzehXGY9vXn9Civmz8CDe3egqamJbrYOcHATlJkihIbewazpUxEZGYFq1apj5ux5MDWTLptF8+ciwN8PKqoqcHXzgOeAQd9NK8xaGM8e3cPWlfPwMjYK5hWrYPDoqTAwMhHLk/zpI7avWYjQ65f4dzZu2QFOA0aiqJoa4t+8wpYVc/H0YSg0NLXQoWsf9HDwUEjLc6ZllUCLRcUqGMi0GEpr2bFmIe7eEGhp1LIDHPsLtGTx7ds3zP33T1StWQ+2LoqXzd3QO5g9c5qwrqbPmgtTGf178cJ5CPQ/DBVVVfRz9YBH/4FieT58eA8n+97YuHk7jIzFf09hbDf37t7BgtnTEcXGvWrVMDmXcS84MHvcc/XIHvc6tpIe95z6yT/uMWoY6WJ850owK6mNx68+YkbAI8S+T5XK59zIBI6NTKBRVAUXwxIwJ+gJ0j5/xZ4BDVBOT1OYT021COI+pKLv+mtQlBEu7fBHJSMMmrpLKk1TQw1rpzjBqmUNfPyUhmlrAuDlf+W7aYoQ++whAjcvQ8LLGJSzqIjuQ8ajpIGRWJ7U5I8I3LQUYXdv8PG+ZosO6OA0mLdnxqWAvbgctA+f09NQsU5jdB00Bmrq2XWXV+KeP8SxbSvw7mUMDCwqwWrAWOhLaElL/oRj25Yh8t5NFFFRQbWm7dDaYRDXkp6SjJO71uD5rUtQ09RCIxt71GnfTeGyeRX2CGd3rsT7VzEobV4R7TzGQK+suB5RTmxawDW18xwrdj31YxL2zRqG7mPno3jpcgprObdrJT68ikVps4po4zE6Vy0nNy9EkSIqaOs5RlzLpyQcmDkc3cbOh25pA4W0vA5/hAu7VyHxVSxKmVVEK7fRKF7GMMf8p7cuhEoRVbRyH83/Tk/5hPNeKxH74CZvTxUatUOj3v2F7UleqhoUw99ty8NEXxPP3nzC/GPPEJeYJpWvb11D9KljxPv3lch3WHwiDOlfvkJHXRXDW1uiobk+vn79htPP4rH+fCQ+f/0mt5awx/ewc80CvGL3ywpV4PH3ZJSVcY/avW4R7t28zH9/gxbtYec5gt+jvn75gv071uDC8UB2o0KTtlaw6z9SoXkW8ftArUNO1NXVUaZMGagqOOj8TNLT0jD7v9Ho7egO78BzqNugCeZPGy8zb3RkOCaMHIhXL1+IXQ9/9hgNm7bCvpBLwpcihq4yaWGkpaXh3zEj4OLWH0fPXELDJs0w+V/xmyDD19uLG+h7DwVj/VYvHNzng3NnTvG0Z08fo3yFSjh54YbwpYjRzbRM+mckHF09EXDyIho0aorpE8UnB4wDPl7cQPfaH4TVm3fh8IG9uHD2NE875OvNy8vHLwTbfQ7h2qULOBrkr1A9zZgwGn2cPbDvyHnUa9gEc6eMy7Gexg0fgFdx4vW0ePZkmJeviL2Bp7Fsoxf8D3jj1nXFJp+sbEaPGAoPzwE4f/EqmjRthnFj/5bKt8drJzdu/INCsGOXN3z3euP0qZPfTSusWhjp6WlYNnMcbPr2w3rfE6hZtzFWzZsorWfTCmSkp2HptkOYu2YPwp48QOB+gUGxYckMmFiUx1qfo5i2dAuOB+zDvVtXFdKyfNY42PTph3V7T+CPuo2xeq60Fu/NK5CRkYbFWw9hdqaWoAPixk3IYW88vn8bPwKvq7+Hwc2jP85euILGTZph/NhR0np27+IG+uHAEGzbuQf7fL1x5nR2fYSHhWGgpxtexMb+mBYlaTd83BstGPeOnb2ERo2bYdJ42eMeM9B9DwdjwzbZ496pizeEL0WNbnXVIphvWwO7rkSjw9ILuBr+DrN7VpfK175qGdjWM8LAnbfRffVllNBWQ78mgoeBjpuuo+3i8/zVddUlvEpMw7ITzxXSo6JSBGM9OmLO3z1zzDNjWDfoaKmjfKf/YD9mI+aN6oWalY2/myYvn9PTsXfJVDTrZo9/Nh5C+Zr1cWDFTKl8x3at4w9i/17tg78Wb0PEg9u4czaEp92/fBo3jvvBfdpyjFzljeSk97jo562QlsMrpqNhFzsMW3sA5jXqIWDNbKl8p/es58btoGW74TFvM6If3cH980eFaYlvX8FzwVbYT1iI68H78PTGBcXKJiMdR1bPQB2rPvBcsQ+m1evh2Pq5OeYPv3URT68I7pWivIuLht+icUh6+0ohHVlajq6ZiTqd+8J9uS9MqtfF8Q3zctXyLAct/ovGIyn+x7ScWDcLtTr1gcuSvTCuVhenNuZcLhG3LyLs6hmxa1f2bYRKERU4ztuJPtM3Iu5JKJ5ePq6QHvYQbHqXKvC5EYueG67hRtQHTLaqLJWvdcVS6F6zHEbuvweHbTegr6UGh/qCBxeDmptDXVUFzttvYsDuO6hathjs6uX8UCMn2D1w9Zx/YWXrghV7jqF6nUZYv2CSVL59W1ciIyMd8zYdwPRVXoh4+hAhB714Wsih3Xhy7xZmrvHGzLXeeBh6HZdOBuFXRKVIEaV9FTYKteHNXL69vLxgZ2eHmjVrolu3bjhx4oQwfeXKlXBxccGoUaNQr149zJwpuEndvHkTzs7OqFWrFtq0aYPp06fj48ePwve0aNGCP+HPIiUlha90+/r6Srmap6amYtmyZWjfvj3X0KNHD4SECG5yjAMHDvD8okheCw0NhZOTE/+Ohg0bYvjw4XjxQtx4yQ9Cb11DseLF0bqDNdTU1GDXbwDiYqMRFSE+KYmOCMPEkQPRy85F6jPCnz+BZcXKv5QWxs3rV1BcTw+drGygpqYO9/6DERsTjfCwZ2L5jh4JgJOrB/T09GFqZo4+9k589Zvx7MljVKwsXteKcOv6VRQvrocOnbvwsunnOQixMTGICBMvm+MhQbB3cee62QqVbV9HvvrNiImOwtcvX/mLwSY/7KGRvNy5eQ26xYujbUdBPTm4DUTci2hEhotriYoI40a3rX0/qc+YsXAVPAYPh2rRokj68J73LR2dYlCEa1cvo7iePqxtukJNXR0DB/+J6OhoPH8mXk9BgQFwc/eEnr4+zMzN4eDkwlcxv5dWWLUwHt65gWK6xdGsTWf+NJ6tVL+Ki0VsZJhYvm/4hh6OntDU0kZx/RI8/7OHd3na2OlLYef+F1RVi+Jj0gd8/foF2grUFdOio1scTTO1dLf3wOuXsYiNktDy7Rt6OGRq0SvB82dpYcTFROJ08CE0aNoGP8K1q1d4n7Xu0pX37wGDhiCG1dVz8boKDgpAPzdB/zYzM4e9ozMC/QX9OyzsOQb1d4OLq/sPalGednPjWua4Z5057g3IHPckyiUkOADO/STGvUBBuTx98hiV8mHcY9Q3L4HE1M84+uANX8HaejESxvqasCylLZavRx1DbDofyVeyUzK+YprfIwTefSn1ecPalMf1yPe48CxBIT2bZvRD0zoVsOXgxRzz2Fk3wLxNIUhJzcDNB1HwDbkBB+sG302Tl4gHt6BVTBd/NGsH1aJqaNHTGe9evcCbmAixfF08/0a3wWP5Knbqp4/cSNYqVpyn3ToZiJa2rihR1hDqmlro8de/qN26s9xaoh/ehqaOLqo1bcu1NO7uiPev4xAfGymWr4PbCHTuL1hRZ6vfzBBk72M8u3kRzXu7c216ZQxRu50NHpw/plDZxD66Aw0dXVRqLNBTz8YBH97EIeGFuB5GStIHXNq3GVWadxS7/u5FFDe6a3W0xY/wIlNLxcZtuJa6Ng5IfBOHdzloubJ/i7SWuCgELB6PWh17/ZCWuMd3oK6jiwoNBVpqW9sj8e1L/lslSf34AdcPbkWlZuKLF82dhqGl6ygU5XX4EV8y0qGhLahDealrooektM849TSe92+v6zEw0tOEeQktsXw2Ncpix9VovExMQ2rGV8w7+gwhD9/wNGZn7boew69/SP2ME0/eono5+e9Rj0JvQKdYcTRu3Ynfo2zs3PEmLhYvosKl7lFd7T34PUpXrwTP//yR4B51LuQw+noMh66ePk8bMXkxatRtrFDZEL8PhdrwZixatIgbu4cPH0br1q0xbNgwblhnce3aNZQuXZqn9+vXD48ePYKHhwdatmwJPz8//v779+/D09OTd7CePXvi7du33MDO4vjx4zzN2tpa6vtHjx6NQ4cOYfLkyfzzOnTogJEjR/L35IUvX75g8ODB3OBm79+2bRs3uidOlF4d+lFiosJhYmYp/Jut2jPX7phI8Rt3qbIG2LDbD+2tu0t9RvizJ7gfehMefa3haWeNvbs2F3otjIjwcJhblBfTY2xiishw8UE4MkI8n5m5pTDP0yePEB0ZAfteXdCtcxusWDKfPymVl6jIcJhZiJeNsYkJN27F8kWE8+/PwtTcQpjHpkdvPH/2BF3bN0OPTq1gblke7TpJt9/vwVaxTc0l6snIlF8XpXQZA2zx9kfHLtL1xAx+ZnSPGOCEv9zt0LBZS1SuVgOKEB4WDktL8XoyNTVFeLh42USEh8GifHY+CwtLYZ7c0gqrFsaLmAgYmlgI/2augGxbxosY8QnfgJH/wbx89gOr29cvwsSyIv8/MwSZ0T1lpDv+G+qCOg2bo3xl6RXH7xEXEwEjCS1lyxnjRbS4lv4j/4OZiJbQaxdhaiHQwtz4Ni6dgX5/joGGlvjETF54OVuKt2MTU1N+XTKfaJ2y+sjKY2BggMOBR9C9x49NhpWp3UiOZ1njXkSEjHFPRLM5K5fMPM+ePEJUVATsenZBt05tuEu6IuMe/9xSWoiMTxb+zbxHmZu5uYThXdlAB8U0VLGrf30EDW8KzxbmePtR/DstSmmjU/WyWHNasf7EmLjsEHqPXIdXbxNlpuvrasGgVHE8Ds82+p9EvEJly3K5pinC2xfRKGWUvcWHrWqXMDDi10VhY21RNXXsWzYdq0b1g15pA1Su15SnvYp8jrSUT1g/fgCW/NkH5w7sQjF9+bfNJcRFo6ShuBb9sob8uiwt/qtmYvM/biheygAV6gq0fPv6FUVFtiewh8PMeFeE93HRKCGhhxnz7Lok57xWoa5VXxQrUVrsuk7J0nCavQVVJYxgubW8jIF+ORMxLcy1m7nkS3LeazVfGdeR1FKiNBxmbUaVZj+m5QPTYiChpXQ5fHglXS4Xd69GzU59oKMvrkVFtShU1dRwYsMc+E7uj2KlysKslmLGpWkJLUS/SxHr3y8+pMK0pPj4XqGMDnTUi2KjYy34etaHSyMTJHwS9O8lJ8MQ9jZ7jGhsoY9wkTEjr7CHuoYm5iK/UxVlDI35vUsUt+ETYWpZSfj3XXa/tKiI1JRkvI6LwasX0fhvcF/8494N54/5Q6+kePkRxC9neNva2vLV6/Lly2Ps2LF81XnXLnFXxREjRvCJjYWFBTZv3ozmzZtjyJAh/O8GDRpg8eLFuHPnDq5evcrzZRnBWfj7+3ODulgx8adqz58/5yvsU6dO5SvnlpaWfLWarX6vW7cuT/rZSvu7d+9QtmxZGBsbo0aNGnwF/e+/pV0Pf5TUlFRoaGbvfWNoaGgiLU18/5y2tg60tMUnOlmw1RHm3r12xwFMW7AKIf4HcDz4cKHWwvWkpkjpYfuR2XVx3Sn8uqw82traqNegETbv8MHGbbtx++YNbN+8QX4tKdJa2H5b5l0hqVlcixbSMvOwiW9HKxv4HTsH78MhiAx7joN79+RLubC/pepJJ+d6ymLR6q3Y7O2H0JvXEHjIF4qQkpIMTS3JetKSqifmpaKlqSVeTymp300rrFoYabyuxPdqqsvoU6J4b16JF1ER6GLrJHZ90sL1WLRpHx6E3sCJoAMKaRGNvZDVv9Nz0eKzZSVeREfAKlMLczlnRniNOo3wo7ByZnUjVVcSZS2ZT1CfgjzMS4ONRz+uRXnajeD3KjbusTpmaGlpo179Rtiy0wcbtwvGvW0KjHv8s9RUkZrxRfy7M75AU018qqKrqYYuNQ0weu9dOG26jsoGxeDWVHxfumNDY/iFvsSHlM9QlJc5GNxZ6GgJ2nhyaobwWnJqOrQ11XJNU4SMtFSoqYvXlZqGBjLSZdd7z78mYNQaX6R8SsIp3638Gvt/6LljcBw3F4Pnb8LLyGe4cHhPvmhhK6LsuiysB43HkOXefM/yhf3b+LXydRrj4oEdfFWerU7fOxPCV1MV4XN6Kv9+ST1sH7soz66eQXpqCqq1tJL6DHVNbb7X/Ef5nMa0aH5fy7UzyEhLQdWWnQtMS4aMclGVoSXsukBLleY5ez+09hgLx/m7kPYpCTf8diikR7OoClI/Z3uTMlhcBnZdFF2NouhYtQwm+D3i7uQVS2vDsYH0Fo2BzcxgVkILvrfkf2CTnsbuUeL1pP6de9S+bau4Yd6ppxPf+824eek0JizahPHz1+PquWO4eCIQvyJFlPhV2Cj0hnfjxuJP3pi79pMnT4R/lypVCrq62W4xDx48wNmzZ3m+rFf37t2FhjSjd+/eOHr0KN//lpCQgAsXLnADX5LHjx/zf+vXry92nRnuohpyQ09PDwMGDOBu8E2bNuWr5WyVXtI9PT9gBpPkoMIm5ZpyrCb9M2UebB1c+XvMLCrAppc9rpw/U6i1CCeSEnrYhFvSmJQ0OlkeZnAzRowej79GjEYxXV2UMzRCP48BOHdWsA9SHgTfIX5jZJNc2Vqy87HJMpsEM+bNmIT2nbtAt7geDI2M4eI5CIF+B/JJS6rwe+SBGWLGpuboZmuPqxfPQhFEHy6I/m5Jg4gbDznUU25phVVL9qRBvK5YH5M0OBlfvnzGxmWzcPX8SUyYuxq6xfXFP0tdA+WMzdCxa1/cvnJeMS0Sk7u0XLRsXjYL186fxPhMLTGRz3H2qD8c+o9AfiAwFGXVlXau4wDvUwrWR2FoNzmNe9p5GPeyxoCRY8Zj6EiJcS9z/7e8MPdRjaLi8VM01VSRnC5ujH/+8hV7r8fidVI63qdkYPeVGLSsWEqYXlSlCDpUKwu/O4qtoOYVZkgztDSyjWltTXV8Sk7LNU0R1GQYTBlpaVDXkH3PLKquzlezm3d3wNNbl/k15m7cqHMvFC9VBjrF9dGkS188uXlJbi1spfpzhrgWpi0nY5Fp0dEvyQOohd0ReBO2df4Tahqa2DLeA4Fr56J6i45QV/DBlizDVlJP8od3uHJwG9q4jlToO+TR8kVW2YgYecmJ73Dt4Da06jeiwLUw935RvqSnoaiIlpTEd7h+aDuaO+euhXkuaOuVRK3OfRF9V/64H1lGtoaquNnBgqelSDxsy/jyFQfvxOHtp3TuTu57Ow5NLUsI01WKAGPalUeriqUw9uADvj0lP+5Rgvultsx71LYVs3HjwimMmbUKxYrroWhRQWxq6z6uKKarh9IGRmht1RN3rsp/vyR+Lwq94Z3V+EVdt0UjCko+zWf7S9lecOYeLvpihja7zujUqRPPd+rUKQQFBfFgak2aNMmzJuaWLqlLUqMobKX+5MmTfJWbvZcZ4cz4T09X7OlvTpiYWSA2OkpMR1xsFExMs11Cc4NNvLasWYJPH5OE19igrq6hXqi1ZLlOsmjmonrYPmlzETdrQb7yPPqvmFt4Zp6Na1fy/ZFZsPpjBowiWmKiIsS0xEZHc1dyUdj3RovkY27uWXlYJHEW2TwL1h5za5M5YWpmyaPOi2p5ERvN6y8vsPb8l5sdwp5lP4jKSM+ATjHF9ohZli+PyAjxsomOiuKutqJYWIrnY26x5pmuxrmlFVYtDObazSKIZ8FctV+9iBFzp2NkpKdjybSxiIl4jqlLNwujnrO6mjjUGVHhT7PzZqRDW4G6MjKV1sLc8spJaslIx9LpYxEd8RxTlmwWRj2/eekM3sW/wSi3bhjStx0unQ5BoO8OLJ4qHRAtL/ByjpSoK9a/JcpaMh+rD8n6/FGUqd2w74ySMe6JbmER5BMf95jredZ2GMlxj9WphgLjHv/chGSYibidsgm2SQktRCWIr8Czv3U0ssczfssXWfqobaKH+E/pCBdxSS0I3iUm43VCEiqZlxVeq2xhgCcRr3NNU4RSRmaIF3FXZvEXElikahH3c4b3wolCQ5vxOSMDmpkGbSlDE77XOgvm7s2iPshLSUMzvHsZK6bl/esXYu7njINLJiPsdva2vS+fM6ChLfAc/PThHTq6j8Rfq3zhNGUF3z9cxjR7O4M86Jcz5RHERfV8eP1CzM065sFNJH9IgM/UIdg8vDduBe/lAdbY3/mJvqEJ3ktoSWRaRNzPYx7c4g8CfKf9ia0j+uB28F48u3qa/52vWgxMeTRzMS1v4sTKJfbhLW58H5z5F3aO6ovQEF88v3YaB2b+xdOPrp6KKBFD++vnDKhn1qG8RL1LgUkJTbH+zWI4RL8Tf/gX8z5VvH8Xye7eaipFMKtrVR73YbjvXZkR0fNCORMLHs1c8h5lIHF6DBvPVs78B7GRzzFh4UZh1HO2p1tbRxcpmSvf/DO+fuUxVAjilza8797NDsTDuHXrFnfXzolKlSrh2bNnMDc3F74+f/6MuXPnIi5O8HScPe1n+7mZMR4YGMj3kMs6HiBrVfrGjRti169fv46KFTP3TGYei5MVvI0RITJhCgsL467qbGXe0dERK1aswKZNm/jqO9uPnp/UqtcQ79/F48QRf2RkZGDvzk0oZ2QKU5E9frnBXEVvXr2EPds2cKOOHecVcNAHbTt1LdRaGPUaNEZCwlsEBRzmA+22zev5XkeL8hXE8nXsbI2d2zYiISGeT1D3+exG5y6C73zy+BHWrVrG3TLjXsRi59ZNsLaR3vP8PerWb4R38fE4Esi0ZGDnlg38+C4LS3EtbM/27u2b8S4hHrExUTjguwcdrQRaGjVtgc3rVuHjxyTEv33L87VuL/9+sdr1G+J9QjyOBwvqyXv7Rhgam8Asj/XEjjKzrFgJuzav5Q9LWFA2Vk/tOttAERo2aoz4+Hj4Hz7EDciN69fywHLlK4iXjZW1DbZs2sDzMqOGRau2sen23bTCqoVRvXZ9fHifgHPHA/lk+7D3Vj5JMBaJpcDYsXYRPn1MxMR5a6Ensr+T1ZWZZUUc2LWRP/lnQdmOB+xH83bSbpnfo1qt+kh8n4DzJwRa/Hxka9mZqWXCvLUoLqKlu4MnNh44g3W+J/mLBV2z6euKMdOXKlQ2rK4SWF35HeL9e9OGdTA1MUV5if7d2aoLtm7eyPMyw9xnjxesFayPwtBu6jXMHPf8M8e9TethbGoKS4ly6dDZGju2Sox71oKx5vGjR1i7Mnvc27F1E6wUGPcYNyLfo6SOOqz/MOCr1h7NzBH7LgUREns4g++9Qp96RihTTB16WkXh3NgUpx6/FaZXN9LFvRe5u4nnF/tCbmDSnzYopq2ButVMYWfVAHuPXP9umrxY1KjDjdU7Z49yA/b8IS+UKGuEMsbiD7PKWVTiaSkfk/Ah/jUu+u1BrRaCsZ8dLXb9+GEkJrxBcuIHXArci6qNWsmtxbRabXxKfIf7549xLVf89vA91ezhgChlLSrisv8e7mKeGP8aVwN8UL1Ze552xX8Pzu/byo3Bl2GPcfdMMGq2lj8OCcO4am0kJ77H44vHuZ6bgd58X3UJET2Vm7bHwDWH0X/lfv6qa22HSo3bwH563rYF5hWjKrWRkvgeTzK13MrSYiiipUk79F99CB4r9vFXHWs7VGzUBn2nrc1XLYZVaiEl6T2eXj7BtdwJ9oFuGUPoi2ip2Lgd3FYcRL+lvvzFVrRZMDbbyWt4einTivx9zMX8Y8Ib3Anx5e9RhNsxiSihpYaOVUvz/u3cwITv8WYGuSjHH79Bj5oGKK2jjuKaRWFX1whnnwsCJA5rbcld0cccfID3P7CNhB1Pye5RF08G8XtU4N5tKFPOGEam4veoPesXI/ljEsbOXiN2j2L3yyZtO/MI5+weFv86DmeCD6J+s7b4FWFB7ZT1Vdgo9Ib39u3b+R7s8PBwzJ8/n7t/u7m55ZifBVFj7uYskjkzbpmhPmbMGG4Msz3fWTDXcrbiffv2bZlu5owKFSqgbdu2/LNOnz7NNaxatYrv+2bfw6hTpw7voCxaOouEHhwcjIMHDwo/o0SJEty4nzJlCtfDPoOlMxd0tm89P2HG6rT5KxFwYA+curbGreuX8e/0BTztL1dbnDr6/b0pE2YuQkTYEzh2bYNp/wyFnUt/NGjSolBryfKMWLx8HfZ5e8GqbTNcu3wRs+Yv4WlOfbohJPMorr4OLqhdtz762ffEIA9n2PZxQMvWgpvQhMnT+UOc7tZt0b+fPVq1bY9efezl1sLcOuctW4MDPrvRrUNzXL96CdPmLuJpbnY9cCw4gP+/t70zatWpB09HWwzt74Ieve3RvLVg0B/z7xSULl0GTr26YGC/vmjQqAn6OrrKr0VDk0clP7xvD+ysW+HmtcuYOGMhTxvk3AsnQ75fT3/+PZ5/jkvPTpg2fiRcBw5Fg8bNoWg9rVq7nh+n1Kp5Y1y+dBELFy/jab262yAwQBCbwcmlH+rVb4C+vbrD1cUBdvaOaNOu/XfTCquWLNc5FpX8qN9eDLHviLu3rmD4hDk8bfxge1w4eYTvSzt91A+Rz5/gL8fO6N+rNX8tmCxwv+w3ZCz30hjRrysWTx+LPq6DUat+U4W0jJ62FMf89uIvh464d+sKhmZqmTDEHhdPCbScOeqHqOdPMMypMwbatuavRZla8hNWVytWr+MGapsWTXDl8kXMz6yr3j27IihA0L8dnfuhbr36sOvdA+4ujuhr54g2bdvluxZlaTdMy5IV6/hxYZ3bNMPVKxcxO3Pcc+zdDUcyxz07RxfUqVsfLnY9MdDdGbZ9HdCqTea4NyVz3LNqC08Xe7Ru0x62feUf97JcUUf73oVdAyMc/bsZGlmWwMRDD3gaO5+7cw3B6vGeqzEIuf8aG13rYt/gRngUl4Rdl7NX3cvpaUgFW8tP3lxYjOZ1BQ8nJq/wQ8L7T3gYMB0+iwdi3OL9CH0S+900RVzNHf+Zg2tHD2HRoF78nO7eI6fwtLX/eOLueUFA15a9XLjxvWasO7ZNG4k/mrdH3XaCB51NrPvgj2btsW3aCKwe7Qqj8pXRrKudQlpsR83EreOHsXpoH0Tev4luQwVHMW2bMBAPLwpOl2nS3QkG5hWxZbwnvGeNQtWmbVGzTRee1tp+IN69isXqP3sjcN1ctHP5C0YVqynsUm0zYgbunjyMrSPtEP3gJjoNEQSo9Z4yCE8uK3ZEo6JarEdMx72Tftj+tz1f3e4weAJP2ztlMJ7+n7V0GjoND075wWuMA1/dbjdQoGX/9CF4duX7W0LqdHFAKdMK2DdtEAIWjuVGeZUW8j+MZbBzuCf6P0LPWoY4OLAh6pvpYUawwBtus1NttK8sCEy271YcTjx+ixV9/sCOfnXx5PUn7L35gp/hbV29LCqW0cH+/g0QMLgRf83tXlWhe9SIqUtw0t8XI50748HtqxgyXnAk3pS/HHH5tOAede6YP6LCnmB0P2sM7duWv5ZNFcRg6us5ggdemzLUCTNHefBzvJu0UaxsiN+HIt+Yf2Ehha049+/fn0cgZ3uqq1atyt22s/Z9M2OXGbHMjVuUS5cuYfny5dwAZ6vbbG/1+PHjUa6ceLRR5nLOVqL37MkOPsK+y9XVlRvXJiYmSE5OxpIlS7hBnZiYiMqVK/PAbR07Zq8u+vj4YP369Xjz5g3fD84ip7Pvy9ojzox/FuDt4cOH3NWPGev//PNPriv3ufH0lfjTQyKbUsUUc0UvCNhNSFlIkdhD+bMx1BffIkJkczfqA5QFFpVWmahpKjg2SRlgZ0ArC8rWv62WK88+yNC9igV6LCg2bvoXykKyxN7bn01yhvLcM78q0dT58xfl0cIIuafYdoqCYFpn+Y3ygqRl5ey96oWJ3Telo/IrC071srdOFAYKveHNXMRzWpH+XSHDO2fI8C4cE3MyvHOGDO+cIcO7cPRvMrxzhgzvnCHDWzZkeOcMGd75w55binnq/D9wrCsd8V6ZKfSu5gRBEARBEARBEAShzJDhTRAEQRAEQRAEQRAFiPznCykRWXukCYIgCIIgCIIgiPyFVmnzDypLgiAIgiAIgiAIgihAyPAmCIIgCIIgCIIgiAKkULuaEwRBEARBEARBEAVDkSLKc0pHYYdWvAmCIAiCIAiCIAiiACHDmyAIgiAIgiAIgiAKEHI1JwiCIAiCIAiCIKQgR/P8g1a8CYIgCIIgCIIgCKIAIcObIAiCIAiCIAiCIAoQcjUnCIIgCIIgCIIgpKCo5vkHrXgTBEEQBEEQBEEQRAFCK96/IGpFlefJVEJSOpQJ4xKaUBYSUzKgLCSnfYEy8fXbNygNSiSFUdNM72dLELLzRiSUicqGxaAsfP6qPA1Hs6hyPWMP9d0PZWHjpn+hTAwcMA/KwvmDc6BMLDzzHMpCLZPiUBauR7yHMqGiRKujk4MeQpk4XbnZz5ZA/GTI8CYIgiAIgiAIgiCkUK5Ht4UbKkuCIAiCIAiCIAiCKEDI8CYIgiAIgiAIgiCIAoRczQmCIAiCIAiCIAgpKKp5/kEr3gRBEARBEARBEARRgJDhTRAEQRAEQRAEQRAFCLmaEwRBEARBEARBEFKQo3n+QSveBEEQBEEQBEEQBFGAkOFNEARBEARBEARBEAUIuZoTBEEQBEEQBEEQUlBQ8/zjt17x/vbtGw4ePIj4+PifLYUgCIIgCIIgCIL4RfmtV7yvXbuGf//9FydOnMDvwqP7oVixYBZioiNRsUo1jP1vJoxMTGXmTUz8gGEeDliwahPKGRrza29ev8KqRbNx784taGpqokvPPnD2GKyQlmeP7mHTirl4GRMFi4pV8efYqTAwMhHLk/zpI7auXoA71y9BRUUFTVp1hMvAkSiqpob4N6+wZdV8PL53BxqammjfpRdsnQdAUe6G3sHsmdMQGRmBatWqY/qsuTA1NRPL8/XrVyxeOA+B/oehoqqKfq4e8Og/UCzPhw/v4WTfGxs3b4eRsfjvkaueFmbWU+U81JOnAxaslFFPoZn11EPxenry8C7WL52DFzGRKF+pKoaPm45yxrK1JCV+wD9DnDFjyQaULWfEr336mIQ1i2bi7q2rUFfXQBdbR9g6uuOH6mmGRD2ZyainBSL15JZDPdn1xsYtiteTMrUZRmjoHcyaPlWoZ+bseTLLZtH8uQjw94OKqgpc3TzgOWDQd9PkJe75QxzbugIJL2NgYFEJ1gPHQt9A0CaySEv+hKNblyHy3k0UUVFB9Wbt0NphEC+n9JRknNi1Bs9vXoKaphYad7VHnfbdFC6be3fvYMHs6YiKjESVatUwefocmMioq+WL5yM40A+qKqpw7OcOVw/BmPLp0yd0bNUYGhoawvwD/xwOp37yt+X7d0OxaO50REdGonLVavhv2mwYy9Cycsl8hAT5Q0VFFQ4ubnBxF2hx6dsdr+JeCPNmZGSgnJExvA8GyV8uoXcwZxYrlwhUrVYd02bKLpeli+YhKMCPa3F2dYe7p6ANf0xKwuyZU3Hl0kXeZqxtumHkqH9QtKhi04uGf5hjxUR7VDIvg9uPYjBwqhfCY96K5SmmrYHF43rDplVNfEpJw6Ktx7Fx33meZlBKFysm2KFlg0p4k5CEqasCcOjkHYW0xD57iMDNy3gbLmdREd2HjEdJiTacmvwRgZuWIuzuDX6PqtmiAzo4DeZtmHEpYC8uB+3D5/Q0VKzTGF0HjYGaenYbUoQRLu3wRyUjDJq6SypNU0MNa6c4waplDXz8lIZpawLg5X/lu2mK3L83i9y/h+Rw/94mcf92Frl/bxW5f7f7wft3xdLa6N/EFIbFNRCRkIK1FyLxKildvGyKqmCLYy2kf/kqvLb3dhyCHrzhK3qO9YzQpmJJHkrqfFgCdl6LxTcFtLwJf4TLe1Yh8XUsSppWRHPX0ShexjDH/Oe2LUQRFVW0cB0tV1peqFRGG4Obm8OouAbC4pOx8myEdLmoqWCnSx2xcvG++QL+915DW10Vf7UwR00jXaR//oqgB69xMPQVFKWqQTGMbGMJY31NPHvzCQuPP0dcYppUvj51DdGnjiHUVVVwNfI9lpx8jvQv37ie4a0s0MBcH1+/fsOZZ/HYcCEKn7/KX1PVyhXD6HblYVJCC09ff8K8o0/x4oO0Fvt6RuhbzwgaRVVwOeIdFh5jWr5CR10VY9pXQANzPXz9Chx79AbrzkXgiyKNhvht+O1XvH8n0tPSMH3CaPR19sD+kPOo17AJ5kwZJzNvVEQ4xg0bIDa5YyyZPYUbd94BJ7F43TYcC/LHyaPyT/bS09OwePo/6NbXFZv2n0TNeo2wfM5EqXxeG5cjIz0dK7YfxoJ13gh78gAB+wSTjfVLZnLjbp33EUxbvBFnjwXiwskjUIS0tDSM/nsY3Dz64+yFK2jcpBnGjx0llc979y5ubB0ODMG2nXuwz9cbZ06fFKaHh4VhoKcbXsTGIl/q6ch36ikyHOOGy6inOVMEE/H/sXcWYFUs7x//SjeISLcoYnd3YycgoCh2d3d3dycKqIiC3Z2Agqig0ilKd/l/Zg5x9hxQzhH+l/u787nPea5nZ87ul9nZ2X3nfeddj/vYduAk7twQ/zxtWj4HA60dcPrKIzRs2grb1iwssW5EWDCWzx6P7zFcLS6nDkFOXh7HLt7B2l3H4HHxLPzfe0Hs8zRjKhwcx+Dx81do2bqU8+RUcJ6u38LJs+dx0bWE8zT6785TZeozRXqmT8Fox7F4+vw1WrVug/lzZwrVO+90hhroHtdv4fRZZ1xwdcbDB/f/WCYKudnZcN+1Cs37WGHaQTcY1WsCj33rhOo9PH+IPpBP2HUOjpuOIezTe/g/vV1UlvwjFmO2nID14i14c+Mivng9E7ttFs6eDnuHMbjz+AVatGyDpQvmCNW74OxEDfQLV27g8EknXL7ogiePHtCyr18CYFqjJh489yr6iGN0Ey2L506H7UhH3Hj4HM1btsbyRXOF6l10dqIGOjGmD544iyuXXPH0MU/L2QtXcefpW/q5fOMBNLV0MG3WfLG0zJ09DSNHj8GDpy/RslVrLJov/IDvcp7Xh908buL46XNwu+CCxw95WnZs2wRJSUlcv/MQl65ch9eb1/C86g5xkJWRgsu2sdhx6i50Oi7EvZcBOLNRuI03zh4II51qqD9wDXqM242ZI7qgX6f6tOzo6hHIzM6FWa/lGLHwJPYssUaj2vpi9WHX7SvQpp815h1xh2n9pnDbvUao3p2zB+lkxMx9Lpi87SRCPr7D+8e3aJn/y4fwunsVo1buwoy9zkhPScTzq84QFwmJKpg7ujvWzxxYap3VU/tBUV4Gpj2WwHrOEWycNQj1a+n9sUzU+8L2gvv3kYL79+5S7t/Z2dnYdeoKNh10xje++/fh7WtQXVsXB5xvYsW2I3jyF/dvaYkqmN3ZFB7+3zHG2Q++USmY3sFEqJ5hVXmEJ2Zi1Dnfog8xugl962iijpYS5rh/op+62sroUIMY4aKRl5ONB4fXom73obDZ6gpdi8Z4fGxDqfXD3j1H8JtHIpeVBWnJKljQtQbcfWMw8ux7vI9MwZzOpkL1jEm7JGTA7vS7og8xugnWjXWQmZOHMed8sfRaAPrV00IdbSWx9azsXQuu3lEYfOQtvMOTsLRXTaF6HczU6XFmXvSH7SlvqMlLwbopr5+Ob2sIGSkJjDjtg/HnfWGupYRhjUuf1CgNGckqWNO3Ns57RaHfgdd4G5aIFb3Nhep1qlkN/RtoY6qrH6yOvYWavDRsm/O0TO5gjLxfvzD0iBdGnPJBYwNV9Kyjif9FJFCl0n7+bVRaw9vc3BxOTk6wsrJC/fr10a9fPyHP9MOHD2l548aN0a5dO2zYsAGZmZmcfbi5uQntl2x79eoVRo4cSbd17dq1qJ6vry9GjRpF99mmTRusWLECGRkZtCwvLw8nT55Ez549qSby//Pnzxftm+yzTp06uHPnDi1r0KABPUZ0dDTWrl2LZs2aoXXr1jhw4ABH06VLl2BpaUnrk/+fOnWKehjKm/feb6CsrILOPSwhLS2N4Q7jEB0ZjtDgb5x6YSFBWDBtLIbYjOBsJ5pkZGVh4zCW/p4Y4K3bd8KnD6J7Ez6+fwslZRW07dyTzn4PGu6I79ERiAgNEpocIWVy8gpQUauKNp174ssnX6pFWkYGA2xG09+TG3jT1h2od1Yc3rx+BVVVNVj27gtpaRmMHT8REeHh+PbtK6fejeue1HtK6hoaGsF6uB2ueVylZUFB3zB+jAPsR4rvzS06Tyoq6Nyd7zxF/eY8WZdwnmRkYTPy78/TBx9ynlTRvmsvuq8hdmMQExWB8BDueSLnbfnsCeg/zF5oH9GRYVTTr1/5qFKlCjW0yDkrt/MUUcp5GlXKefr2DeMdHWDv8HfnqTL1GZ6el1Ahevr0pdfGuAmTEE70fOXquX7NEw6jHKGqpgZDIyPY2NpTb/yfykQh7NM7yCkqw6J1Z0hKSaNV/+FI/B6NH5GhnHrdHKaj51ieB5B4v8lDK/kd4YvXc7QbMgrySipQq66Dhp37wP/pHbHaxuvNK6ioqqKHZR96rkaNnYDIiHAEC5yrWzc8YTeCd64MDI0w1NoWN6/xztWXwADUrCX8YCYq3m9fUy3de/G0jBxToCWIq+XOzWvU407Oqb6BEQZb2eLWNQ+h/R3Ysx1Nm7dA2w6dRNbylrSLiip6FbSL4zheHw4SaJeb16/B3sGxqF2sbOxwvaBdFi1ZgeWr1tHImpSUFGrMq6qqQhw6NquJ+KQ0uN7yRk5uHjYduwVTfQ3UNtHm1OvXqQFW7fdEQnI6QqPicfTSU9j3bQEFORl0aVkLi3a4Iz0zG76Bkbh4xwe2fZqLrCXkow/klZRRr00X2ofbDbRDQmwU4iJCOPV6O85EvwlzaR/OTEulBjvpswSf+9fQfvBIVNXUgYycPAZMXoiGHXtCXMikQutGNXD88vNS61hZNsPGo7eQkZkD749huHDLCzaWzf5YJs79m9yPyVg+cLgjYku4f0Pg/t1W4P49UOD+/UXM+3ddHWWkZeXieXAC8vJ/4bJfDLSUZaCnKsepZ6Quj9AE3vOcIF1qVcNZr0ikZOUhJSsXm+9/g29UsshaogPfQ1ZBGabNO9F+U7+XNVLiYpAYHSZUNzM1CV7uJ2DWuptIZWWlno4yUrPz8DQogXqEL72PhraKLPTVuO1iXE2BRgmUBIkgkKhShUYEEF8V8TLniunSbaSniuTMXDz48pPqOfc2EjoqcnRChJ/edTRx5nUEYlKykJmTj413vuH2J94ECTGznN5E0u1Jmbm4H/gDFtrKomsxUEUK+X3AD6rl7OsI6KrK0T7CT996Wjj1KhwxyVnIyMnH+ltfcPMjb1Ji+/0gbL7zlXq/lWQlqTFP/j4G419peBO2bt2KAQMG4MqVK+jYsSOmTp0Kb29vWkaM20mTJqFTp07UaF61ahWuX7+O2bPLFo5DDOs9e/bQf1+4cAG9e/emD6kODg7Q1NSEi4sLLX/27BndN2Hjxo3Yv38/1eHh4QE7OzusW7eOGuOFEOOcGNZEOzGgP3/+TP8GYrSQ49jY2GDnzp0ICAig9clxNm/eTPd57do1zJw5E0eOHKG/L2/CQ4NhYFQ8C0y8FDp6BnQ7PxrVtXDcxQPde/fnbCcG06rNu1FVvRr9npubA+/XL2BiKjxj+SeiwkOha2BcvG9JSWjq6CMqnPtQM37WUhjVqFX0/d3rZzAwNqNa5q3aDrWqhVpy4ef9CoYmNSAOIcFBMDbhto2+gQHdLljPxKR4xtjY2KSojpaWFq5cu4n+Awah3M+TbinnyVmE81RD9PMUGRYMPUNjjhZtXX26nZ9q1bWw74w7OvcUDgXuPcgGr54+gG3vdphk1w8dulrCvE4DlNt50jdASFAZzlNBHS1tLVy5/vfnqTL1GUJwUDDnOESPgYEBgkvQY2zK1VNY53dlohAfHQ513eLlCMQjqKapg/iocE49SSkpSEnL4OqeNTg61wEq1bRQo3FrWvYrPx9SfCG5pF8T410cQkOCYWTMbRs90m9CgoXr8bWhETlXBXW+Bn5GWFgIrAb2Rr8enWhIek4ON2SzLJAJM7JfQS0kyohbj6vZ0MhYqE5I8DfcvXkdE6YKR1qUvQ+b/rkPhwTRvlCIkbFxUR1iOMnIyGDB3JkY2KcHdHR00b5jZ7H0mJtoITCE91BLIA/5QRE/YG7C9SJJSkggPTOn6Hte3i+YGGhQjzDpJ8ToLtpHXj5M9DVE1vIjKhzVBPpwVS1dur2kPnxx5yrsnTUCqhpaqNWE14djQ78hKyMNhxaMxfZJQ/HE7SyU1ET3ohayeKc7hsw4iNgfJRuEasry0KqmgoDgmKJtgSGxqGWi/duy8rh/a5Vw/x73m/v33FXboSpw/zYQ8/6tqyqLqKRipwsxEEk4NdnOj1FVeWpIbh9ogf3D6sK+mR4kJarQEGJiAOooy2LHQAvsG1oXnc2qISFDdCMqKSYCqtr6nH6jXF0bSTHcfkN46bwP9boPhYKahkhlZYVMPEQmFrcLicYmBqTghISxujxtqz1D6uKITX2MaqEPKQmeJ5FEBLQ0UsO5kY1x0Lo+Hn+LR2Bcmlh6DKrKUc86v57o5EwYVuXqqVFdEYqykjhkUx8uo5vAvrke4tN41/SOB8E0ZL6QFkZVEcL3vawQYz9MQAvpQ4KTAGZEi4wkjtk1hNu4ZhjZQh8/C7SQSZ6cvF/Ui3/esSmdKHgRFC+yFsZ/i0pteA8ePJgat6amppg7dy71Mp89WxCmdPgwunfvjsmTJ8PExIR6rYl3mnjFvwp4eEqCPCgUzsqrq6vT2XpXV1eoqalh/fr1qFWrFpo2bUo91UZGRkhNTaXe7enTp1Pvu7GxMfVm29raUi38YeszZsygWolx36pVK8jLy2P+/PlU54QJvHW2X758of8nhjyZQOjTpw99SCae8lmzZtG/k3gOypPMjAy6loofWVk5ZPFFCRAUFBUhr6Dw232RCYata5fTWetuAoZfmbRkZtBjC2nJ4mrh59zRPYgMD0GfoXac7fl5eTi4dSV9+OnQrS/EgUQ1yMlxB1zyPTMj87f1aJ2C9lNUVIKCgiL+Fto2gudJTrhtRDpP0jLoZinOecos03mSV1CEvHzJWvJyc9F/mB2cPB9j2xFnPLl/C29fPEa5nSf54nNQWj3+OuV1nipTn+EdJx1y8txzxTtWhpAeeY4euSLNvysThZysTEjLcLVIy8oiN7vkffWesACTdjsjIy0FTy/xJjJNG7XE88unqRcxMS4afo9vIS9bdEO3+BwIto2cUNtkCtQj/84qqEP6d5OmLXD8jAuOnDqHd95eOHnssFhaZIX6DdGS+dtxoCS9Lk6n0XfgYKhVrSqyjt+3i4AWUk++5D5cyOp1m3Dz3mOac+Lgvt1i6SEea36jmWrMzIa8nAxn240nH7B0oiVUleRhpKsOh4GtICcjjdT0LDzx+orV0/rR9cz1a+piULdGtKy8+nBOKX144ORFmLX/Au3DDy6c4GlPS4HvkzsYPn8DJmw6ipjQr3h2pThKTlRiSjG4C1GU5xma/JMSpD0V5KR/WyYq5JqQKeG+kP2b+/f5Crx/E8M5S8ALS7yQZDs/mbn5+BiTiiXXArDseiAstBQxqL4WNawIzY3UsPR6IFbe+II2JlXRUYxQczLGSUpzDX5JGTL2cZ/ngt8+Qm5mBmq2FY6A+F2ZKJC121m53OjJrJLaJScfH6JTseDqJyzy+ExDyYc05E3IkImJqx9iYXfaB7Mvf0T7GupoaiBeRIuctKSQHnJsWSle+xeiLCuF7ubVscQjgIaTE+PXppnwkoixrQ2poXzhnegTsvLSkjSEnqslj7YZR4ucFHpaaGLhlU8YffYdzDQVYdecu3SFeMEHH34DFVlpOLbh5sf4X4FEPFTWz7+NSm14t2zZkvOdGLKBgYH03+T/TZo04ZS3aNGiqEwcyO/q1q3LSQpDDGdiGAcFBdEENsQYFzwmyYrOnxmdGOqFKCgoQF9fn4bYEgofcsi6p/j4eMTExGD79u30byv8rF69mhrdERERKE/IQxxZP8wPMaBKM5hKIzMjHSvnz0BEWAjWbd9PJzFE1kJu0tnCWkhImiB5ebk4vGMtXj29h6Ub90NZRa1YS2YGtqycg6iIMCxct5tOBIgD7wFb+MGXnD+henwPF6TOn4zfcjlPmWKepwV/eZ5K6TMlnaeSINfMzvVLYTnQhhobJjVqwXKgFe7dED18uaT2LzQK/nieMsr/PFWmPsM7jnwpehSFDSuOnswizb8rEwXpEh40c7KyaJK0kpCSkYGimjpNoBb0jpfsqYv9JEjLyuHY/NG4tn8D6rbrDhkxJylK7Dcl/G2CE1yZfNfdjDkLMGXGbCgpK0NbRxcjRo8tWv8tshah8yR8ffO0ZHHr8Okl3vb7t2+iz4AhImso1iIvNMFbUrsIai6pn5Okcxoa1eHgOA5PHj8USw8JgZaX5RqCxOhOS+dqnLfVDekZ2fC7sgynN4yCk+drJKfyJiUcl56GgXZVfLm+iq6FPutRXFYefVhGtvQ+TLzZbfvb4IvPS7qNhBq36DkIKtWqQ1FFDa16D0Og9wtUFIWTFvxtqFDQfr8rExWZUu7fsn+4fy8p4f69deUcREeEYcFf3L+JMUfCfDkaJSWoUcfP2beROO8dRUOGf6bl4IpfLDUiCxNzXfWLRVp2HuLSsnE38AeaiGFgkigdsmSGn7zsLDqWFZKRnADvq6fQ2na60O9/VyZWuwgY2bKkXXK5BufJ1xG0bdJz8vEjLQduvjFobqhGvd4zOxrjxqc4mtiMhKPf+BiHrrWqiaknT8joJ4ZuhoABnJOXT9el/0jLpuHkF32i0Mq4uN8QZzxZ09/eTB3z3T/SkHFRIUa2sBZJ2jcEtVx6F4241GwkZeTC1SsKrU24E52kbeLTc3DubYRQGYPxrzK8BbOiEu8dCVEqLTFa4bro0rKpknAmUY5XlkRsJR1TcD+Fmkv77aJFi+Du7l70uXr1Km7fvk094OUJCV8mWbL52zMqIhz6RsUhY38iJTkZc6eMQRWJKti67xhU1cQbZEiYGrnZ8s96x0aFQ1e/eNKCQBKrbV0xB2HBX7F653FO1tTUlGSsnjuBrj9avvUQXQspLiTckmSC5m+b8PAwGPGFEpdUj4Sh8odglgcGhiWcp8hw6POFfP9/nSc9A2OazZxfC8kLoGfAPU+/M/5JZtvcnGIvi6SkFA3PFAfa/iElnCeBcyBYryLOU2XqMwQT0xLaJixM6FgltU2h5t+ViYK6riESYoqTxeXn5yHxexTUtbljmtu2ZfhWYGhTzTk5kFXgJe5JS0pA91EzMGXfBdit2I2s9FRoGgonBioLpA1INvOi4+TlISI8DIZ8Szp49Uw59UjouWFB+x05sIeuxeY3fGXFyE5NwsfDw7jnKZJoMeZe36RPh/P1G5J1nF+v3zsfqGtowLSGGcSFLJUg+/3T9UQ089cjfcSo4L4xc+pEPOUztMmYTXKJiENASCzMjIrDyknoeA0DDQSGFoefEzSrKWPaehcYdl2Mjg7boaosD99AXlJHdVVF2Mw9BoOui9Fvyn4Y6lSla71FpZquIX7GRHD6cHxsJCf8nOC8ZXGRoU0gY51cwQRRNR19mrugELJ8AmLlyS4bZM379/gU1ORrw1rGvPD935WJc/8m2czLev8OD/6KVSXcv9fMnUCdEsv+8v5NMlGTUPFCiJ9DW0UGUcncCa6hDbWhqVRs3EtLSlDDiqzLTc3KpRmzC6HrmsXQoqplQLOZ8/eb5LhoqGgV/+1Rn3yQmZyAK+sm49ycYfC7fQHBbx7i6trJvy0TFRJmTrKZF/9NvDXbkYncSROSQI2siedPVkciBkgWeEVZqaKw88LwavIRh/CETJrNnF8PWVcdkZghpLswCqH4XFQp0ramjzldlz7j4ocSM6KXBRJmTrKZ82sh2sIE1rpHJGbS9dtF9SR4690JG/rXRivjqpz+lJrFnURgMP5VhrefHzfRho+PD/VIFyZJK1zvXcjbt2/p/2vU4K0TIuuqSYh4IaF8D1SEQi90IWZmZvj48SN9+CiErCXv0qUL3SfZn5eXl9Axq1evLlYymWrVqtEwd7K2nHjJCz/+/v50HXh507BpcyTG/6QZrokn8vypI9DR04ch3zrCP7F+2TxoamljxcadZfZ6lkTdhk2RlPiTZiInDyqXzx+na8T0DLkPfCf3b6Gvo1q2+SBUBdbGkSyqGppamLNiq1DIr6g0b9ES8T9/wuOqO32gPnr4IAz0DWBqyl1z1rNXb5w4doTWJQ+oLued6OtzKt15Wl5wnjb83Xmq17gZkhLi8eC2J9VyyekYXeOtb1Q2LcoqqjAzr4szNLttFk20dvOKK9p06PZ35+kK33kyMIBpwTVfSE9LvvMUVnCe+pbveapMfaZQz8/CtsnOxpFDB+hroQTbhiTSOn70MK1L2oZkXe9ToOd3ZaJgYNEQackJNBlaXm4OXl49T9d4V9PjhuFpGpvh1dXzyExLQfLP73h1zQV12nalZWT7k4sn6INrdFAAfB/eQP2OlmK1TZPmLREf/wPXPa7Qc3Xy6CHoGRjAROBcdetpidMnjiA+/ic1zC+6nENPS174a8DnzziwZyeNnoiOisTpE0fRq4/oyzeaNGuBhPifuOHJ03L62CH6qkBjgfWtXXtY4uzJo7QuMczdXM/R5HCFfPT3Q9164uVKKKQZaZefP+HpwevDx48cpDkTBNulR6/eOHn8KK1L2sXV2Qm9CvoFeQXZ8aOHaIh5TEw0Th4/gt59RW8XwqO3X6CprkyToUlLSWLBmJ4IiviJgGDu64vI9lVT+tKH4KZ1DDF6UBucdOd5krcvGIopwzvS+3v3Nhbo2a4Ozl17I7IW47qN6OTP+8e3aR9+6u6Eqpq6qK7HNS61jWvSsozUFCT9/I7nV8+jQbvutIy8Wuzt3StIjo9DenISXlxzRe0WHVCRXLzlhaWT+tBXrjW2MIBVr2Zwvfn2j2V/c/92P3+c5mgp7f69tIT7955yvH/7x6RAVV4K7U3VaWj0oPradI234KuhiLFm00SXesc1FKXRv54WngQl0DKSgKxvXU1q8JGy7uYaeBWaKLIW7VoNkJGSiG8v79F+43fTBcoaOlDTKR77arTsArudl2G77QL91O8xDCbNO6H/0v2/LROVD9GkXaTpK9KI8TykoQ5dhxzJtx6eYFpNAXbN9Gi7VFeSwaCG2vQ1XSQx25e4NIxorkczkmsry6JXneo0iZ04vItIQlV5aXQz16B6bJvp0XXVYQlcPXcDfqBffS1UU5SGipwUhjbWxdNvvKjSKR2NoSQnhXnuH5Eoxhr8QnzCk6GuII0eFtWpFvsW+tTg51/3TSBJ3QY00IaGogxU5Uh2dV08/sLTEvg9DfYt9KhhTtqN/D2FSeD+16hSif/7t1Gp3+NNkpOR9d316tWj669JQjKSzIwwduxYupaarJEmmcBDQkKwZs0adO7cucjwbtSoEU1o1rx5c+qxJlnP+cNtC0PlSAK0qlWr0vXap0+fpmvFR48eTUPBSeIzEm6upKQEa2tr7N69m64DJ2u4nz59inPnztGEboJGfFkgvxk3bhx27NgBXV1ddOjQgf6NK1eupGvWxQkN/lN495qte+l7vPdtWw/TmuZYsmYLLRtnNwjDR45Fl57FD3aChHz7Au83L2nG7ME92hZtJ7+ZMX+ZyKFq89fspO8BJe/pNjKthRlLeK/cmDvOCgOHj0aTlu3x4NZVSElKYYJ1j6Lf1q7XCHbjptNkLCQc0HFwcSKfdl0sMXbGIogKCaXcve8gfSfzxnWrYV7bApu28SY/hgzsizFjJ6B3334YbjcCcXHfYTVkAO1TJFt1p85dUO7nacte+h7vovO0WoTzFMR3nnrynaceop8nomXJhl04uGM9juzaCBOzWpi7fBMtmzF6KAbbOaJjt96/3cfcFZtwdPcmjB3Wk64F7zt4ONp04j2YinWe9h+k7/EuOk9bC87TgL4YM47vPH3/DqvBBedpVPmfp8rUZwr17D1wiL7Hm7yXmejZUqBnUP8+GDt+Avr07Q9be56eYYP64xd+0Xd1d+rCM3Z/VyYK5LocPHsN7pzcjbun90LTsAb6TVlKy04sGoeW/WxQp01XtB5gS43uY/Md6RpP8p7uBp14/amjzTjcOLwFeycOgYKqGrqOmAxdMwux22b77oPYtG4Vtm5cg5rmtbFu03ZaNnxIPziMGY9evfvBarg9fsR9h73VQJqgibwurEMn3rlatHwVtqxfg/69OtOojUFDrTF4mLXIWkgI+eZdB7B1/Sps37QWNWvVxpqN24rezz1y9Hj06N0XQ22Iljg42AyiWsh7vNt1LO43MdFRqKZRXaz24G+XnXsPYsPaldi8fg1qmVtg45YdtMxqUF+MHjuBThKR7PakXYYPI+3yi77Hu2NBu4wZPxFJSUkY0r83fevFMKvhGDRkmFh6MrNyMHjGIexZbIWdC4dRT7X9At56aa8Li7Dl+B0433hLk4wdWW2P6Ieb8D0+GXM2XcRrP55HfvKa8zi0wg4Lx/ZEcORPDJ93HOExCWL14eHz1uPa8Z24eXI3tIxqYMiM5bTswDxHtBtgSw3r9oPsqdG9f+4o2oebde+Pxl1443Mry6E0y/nJldORlZ6Oem27oE1fK5Q3cc+2YeDU/Xjm8w3Ldl/FjoVW+OS5iq6Pn7/tUpHH/3dlot6/563ZieO7N9D3dPPfv+eNs8KAgvv3w4L790SB+7ct3/17jMD9e4wY92+S4GrT3W8Y29oAjq30ERqfgV2PeIkItwyoDXffWDwLTsCR52FwbGWA/cPqUa8tCSe/E8B7RzwJtbZrqostAyxAIpBvf/5BfyNOqHm3ySvx4txevHTZD3V9U3Qcy/ub3NdMRIOe1jBtIV7yQVEhIdDrbn/FxLaGGNfaEMHx6dh6n5cUcefgOnB7H0OTpe1/GorxbQxxZHgDmtDw1uc43PrMaxdSn7Tr0eENkJGdB0//73gRkii2nqWeAfQ93tM6muDbjzSsvcnLd0SOfd4rEvcDf9LQbhIiv2tIPRqF8CDwB1x9oum/e1lo0nN3wbF42adfdAqWeHwWUUs+Xbc9u0sNzOxsSt8pvuo6L+nxiRGN4PQ6gk4AXPCOoiHpe63r00mZuwFxcPbiRdeQzOtkYuCMQxP6jvMrvjHw/CD+O84Z/w2q/KqkL7MmHu0xY8bQV3SRtde1a9emCdb4132TLOYkg3hwcDD1HPft25cmPytcR02SrBEj9v379zRTOTHUSaZysmabJG4j66xJNvHnz59T49nR0ZF61bds2UK97cSLTbKdkzKyTxKqfvDgQVy8eBE/fvwoSrBGXmlGKHxFGUnwRtZ1ExYuXIjIyEicOXOG87eRSQCigUBem0bKyZpuDQ2Nor9DXMM75KfoyZAqivgU8ZIhVRS1dUV/7URF8V3MEKmKIK2ShUeZaJb/GmixqWQjJPHyVRbOeHGjiP5phtYX/X3NFUXhutHKAAkZrUxothF+v/w/xZEjor//vCIZN3YjKgtPL69HZWLLI+4rNf9JGuiLt5yiIngrpiFcUaRkFC8t+6fJEUjm9k/zcGYb/Bu5VvBe98pIn3r/rnenV2rDm984ZZQdZniXDjO8S4YZ3r+hko2QzPAuHWZ4lwwzvEuHGd6lwwzv0mGGd+kww/t/z/C+7l95De/edf9dhnfluhszGAwGg8FgMBgMBoPxPwYzvBkMBoPBYDAYDAaDwfgvJlcjScYYDAaDwWAwGAwGg/HPIPEvzB5eWWEebwaDwWAwGAwGg8FgMCoQZngzGAwGg8FgMBgMBoPxXww1ZzAYDAaDwWAwGAzGP0cVFmlebjCPN4PBYDAYDAaDwWAwGBUIM7wZDAaDwWAwGAwGg8GoQFioOYPBYDAYDAaDwWAwhGCh5uUH83gzGAwGg8FgMBgMBoNRgTDDm8FgMBgMBoPBYDAYjAqEhZozGAwGg8FgMBgMBkOIKmCx5uUF83gzGAwGg8FgMBgMBoNRgTCP9/8g4T8zUFnI/ZWPyoR/RDIqCxoqsqgsPI/4gcqEqoI2KgsaypXnPBG67niCyoL/u1BUJgYeskFlIS//FyoL35OzUJnoP2M0KgvpOXmoTDy9vB6VhXaDFqNSoVMTlYUrsoqoLMjIV657VHboZ1QWWg7r809LYDA4MMObwWAwGAwGg8FgMBhCSLBI83KDhZozGAwGg8FgMBgMBoNRgTDDm8FgMBgMBoPBYDAYjAqEhZozGAwGg8FgMBgMBkMIltW8/GAebwaDwWAwGAwGg8FgMCoQZngzGAwGg8FgMBgMBoNRgbBQcwaDwWAwGAwGg8FgCFGFRZqXG8zjzWAwGAwGg8FgMBgMRgXCDG8Gg8FgMBgMBoPBYDAqEBZqzmAwGAwGg8FgMBgMIVhW8/KDebwZDAaDwWAwGAwGg8GoQJjh/f9IQkICLly48E/LYDAYDAaDwWAwGAzG/yMs1Pz/kc2bNyMiIgLDhg37xzQEBXzAmf2bERsZBqMa5hg9cxk0dfQ5ddLTUnHu4FZ88H4JCQkJNGvXFVaO0yElLY38vDxcOr0fz+5eA379QqvOvWA1ZgatJyrBAf44R7REhcOwhjkcZixBdQEtGWmpcD60Df7er+gxmrbrgiGjp1EtM6y6curmZGfDvEETzFi9S6y2+fr5A07s2YgY0jZm5pgwewW0dIXb5tT+LfB9+wISkhJo2b4bbMfOoHp+xsXi+O4N+PLJF7Jy8ujWdygG2IwWS8tnf1/s2bIWEeGhMKtlgTlL1kBX36DEuinJSZjqaINNe45CW0ePbov7Hovdm1bj44f3kJOTQ7/BNrBxGCuWluhvn3DnxG7Ex0RAy7gmLMfNhZqWLqdOVnoabp/YidAP3qgiIYE6bbqgo814SEhKIjsjHffO7sc37xeQlpNHy77WaNS1H8Tl0wdf7Ny8FhFhITAzt8CCZWtLbZvkpCRMGmWNbfuOQVuX1zZZmZnYtn4lXj5/AgUFBYyeMBU9+wwQS4uv73usXbUCoaEhsLCogzXrNsLA0JBTJz8/H1s3bYCnx1XaZ0Y6jIbj2PF/LBOHOjrKmNfdDAZV5RH4PRXrbgQiMjFTqN7w5nqwaaYHGSkJvAxKwIZbX5Cdmw8FaUncnN4aWbn5RXWPPguFy9tIkbU0rVENOxxbooa2Ct6HxGPyoecI+Z7KqSMlWQVbR7VA32YGZDiB67NgLD3nRf/Nj+eS7nj6KRYb3XwhLv5+vti6YRXCQ0NRq7YFlqxcBz0D4XO1Z/sm3LruAQkJSdjYO8B+VPF1c+70Cbg4nUJWVhZat22PhctWQ1ZOTmQtHz/4YtuG1YgIC0XN2hZYtGIt9PSFtezbsRm3b/C0WNs5wNZhDC3Lzc3Bjk3r8OThPVSpUgXdLfti8oy5Yo3Dn/39sHfbWkQWjDWzF6+Gjl7pY830scOxcdcRaBWMNYX8+vULC6ePRf3GzWDvOAniYqahgLGtDKCjIovg+AwceBaK2JRsTh05KQmcGN4A2XnF/dT1XTSufYyj2Xdtm+iik5k6DZB8GhSP028iIdClyj72ndyNhIKxr9fYkse+OyeLxz6L1tyx7z4Z+3x4Y1+LPn839pF71LHdGxATEQZjs9qYOLfke9TJfZvxntyjJCTQqkN32I0rvked2LsJAR/e037bpfcgDLYT775QyHT7LqhXUxfjV5wVKpOTlcaB5bbo1b4uUtOysHK/J5w8Xv2xTByam2th99QuqKlXFe++fse47XcQHJPEqaMkL41tEzuhT0sTpGXmYKvrWxy57sepY6Slgpd7bKFjdVB8LTWrY/fEtqipq4p3QT8xbs8jBMekCI19O8e3Rf+WRrRvOj/6ioUnX9GxT1VBBvuntEOn+rrIzM7D/mv+2HZZvLGvaQ0N7BxTOA7/xOSDzxFcwji8bXTLonHY5VkQljqVMA4vLRiHL4k/Djevo4/d8wagpoEG3gVGYdy6SwiOjOfUUVKQwbaZfdGnnQXSMrKw9cxjHHF/TcskJKpgzcQeGNG7Kb3WnW+/w/zdN+j4IyoW2kqY3cUU+lXl8eV7Gjbe/oKopCyhetZNdDGsiS5kyf0yJAFb7nyjY4+ijCTmdK2BZkaqyM8H7nyOw8EnIcgTZ7Cp5EiwSPNyg3m8/x8RZ2AoT3Kys7Bv/UL0GmyP3efvoE6jFji0ealQvYsn9iAnJxsbj7ph1V4nhHz5hFuXnWjZLfdzCPzggzX7nbHmgDM++b7Fi/vXxdJycMMi9Bhsh+3nbsGiUXMc2bJcqN6lE3upQb32yEUs23OGarlz+Rwt2+V6r+izfO9ZKKtVxcCR4j3wZWdnYeea+egzbAQOXbiH+o1bYu/GxUL1zh/dTbXvOOmODfvPIyjwI65d4j1wHN6+GvrGpjjgchsrdxzHXc+L+ODzWnQtWVlYvWg2htqNxsWbT9GkeStsWD6/xLrhocGYP20sYqOjONu3rVsGI1MzuF57iJ1HnODh5gyft6I/1ORmZ8N91yo072OFaQfdYFSvCTz2rROq9/D8IfqQN2HXOThuOoawT+/h//R2UVnyj1iM2XIC1ou34M2Ni/ji9QziQNpmxcJZsLYfBfc7z9C0RWusWTqvxLphIcGYM2UMYgTa5tjB3cjIzICr512s2rQTB3dvw7cvASJrIcbX7OlTMNpxLJ4+f41Wrdtg/tyZQvXOO52hBrrH9Vs4fdYZF1yd8fDB/T+WiYqMZBVsGGgBp9cR6LXnBd6EJGJ1v9pC9bqYa2BQIx1MPPcegw++hpqCNOxb8B7ea2gqIuhHGrrvel70EcfolpWWwNlZHbHL8yOMx7vi4YdonJjWXqje2G61YKChiAYzL6PVAg90aaADm3amnDqTetVG69rV8TeQc7V47nTYjnTEjYfP0bxlayxfNFeo3kVnJ2qgO1++joMnzuLKJVc8ffyAlt27fRPuF11w4PhZuF2/i8SEBJw9dUwsLUvnzcDwkY7wvP8czVq0xqrFwlrcXJyoge506Tr2HTuLK26uePb4IS1zv+CM2JgouFy9hVMu7njz4hn1StbWAAEAAElEQVRuX/cQ63pau2Q2htqOguv1J2jcrBU2rFhQ6lizcPo4obGmkCsXnODv64O/QVqiCuZ0NsVV/+9wdPaDX1QKZnQwEapnVFUe4YmZcDjnW/QhRjehXx1NWGgpYbb7J/qpq62MDjWIES762Hdl9yo0722FqQfcYFS3CTz3lzz2EYN7/M5zGL3xGMI/C499jptPwHrRFrz9m7EvOwvbV81Dv2EjceTSfdRv0gK71wvfo5yO7EJ2djZ2nbqCTQed8S3wIzwvFt6j1qC6ti4OON/Eim1H8OTONTy7f1MsPcQAmju6O9bPHFhqndVT+0FRXgamPZbAes4RbJw1CPVr6f2xTFRkpSXhsrQvdlz0ogbzPZ8wnFlkKVRv49j2MNJURv2xp9BjwSXMHNIE/VoXjzctzLVxe9MQqCnJiqWjSMvCbthx2Rc6I87g3vtInJnTRajeBMs6MKyuhNoTXNB0+iV0a6QP2041adkS68ZIzciFseM5dF3iiWn966NdXW0xtEjAaXZH7PTwh9E4Fzzwi8aJ6R2E6o3tbk7H4fozLqPl/Kvo2kC3xHG4TW1NkTVw9MhIwWWDHXY4PYFOr7W49+Yrzqy2Eaq3cWpvGOlURX3r7egx9Rhm2rZDv/YWtGymTTu0b2SCxnY76adjkxqws2wk1v1yTd/aOO8VhX4HXuNtWCJW9DYXqtepZjX0b6CNqa5+sDr2Fmry0rBtzuunkzsYI+/XLww94oURp3zQ2EAVPev8XRsx/vcpd8M7JSUFy5YtQ6tWrdC0aVOMHDkSfn68GcU9e/Zg1KhR2Lt3L9q0aYPGjRtj+fLliI6OxoQJE9CwYUN0794dDx/yHi4IXbp0wf79+zFmzBg0aNCAlv8uXHvEiBGYOZP78PvmzRuYm5sjNDSUehEOHTqEnj17ol69emjSpAnGjh2LsLCwovqk7u7du9G5c2e0a9cOISEhnP2Rv8Pe3h6zZs2iv1+zZg3dTnT169eP6mzUqBFsbW2L/vaFCxfi8uXLeP36Nd1/oSF+5MgRdO3alf7tAwYMwNWrV1FRfPb1gqKSClp27EFnv/tYjUJcdCSiwoI59YiuvtajISevAGXVqrT+t8+8v+PJrSsYNnoalFXVaNn0ZdtQt3FLkbUE+HlDUUkZzQu0WA5zwI+StOAXeluPKtLSomMP6rUXxGnfZnTsPRhGZsKGRln49N4LSsoqaNOpJ9VDPNWx0ZGIDA0S0jNguCPVo6JWldb/+onXNnNX7YDVqMmQlJRCakoS8vPzoKCoJLKW995voKyigs7dLSEtLQ0bh3GIjgpHaPA3Tr2wkCBqdA+2HiG0j9Vb9mL0hGmQlJJCSlIi7feKYmgJ+/QOcorKsGjdGZJS0mjVfzgSv0fjR2Qop143h+noOXYOpGVkqQcoLyeb/o7wxes52g0ZBXklFahV10HDzn3g//QOxMHH6zVtmy49etO2sRs1DlGR4QgRaJvQ4CBqdA8dLtw2925dh/3o8ZCTk4e5RV106W6JuzeviazlzeuXUFFVg2WfvpCWkcG4CZMQHh6Ob1+/cupdv+YJh1GOUFVTg6GREWxs7XHN48ofy0SliaEakjNycfdzHHLzf+HUyzDoqsnBuJoCpx55iDj+PAzRSVnIyMnH6msBuP4hlpaZVVfE17g0/C3t62gjITUbl16EICcvH1vdP8BESwnmeqqceqbaKpCUqALJAk9t/q9fyMzJKyqvoa0Mhy5m8Hwb/ld6vN++hoqqKrr36gNpaRmMHDMBkRHhCA7inqs7N69h+IhR9LzqGxhhsJUtbl3jGbQe7hcxevwk6OrpQ0FBEcvWbEDvfqUbHaXhQ7SoqKJbT14fHuE4HpEREQgJ4vbhu7eu0wkmolvfwBCDhw2n3m9CRHgY8vPy6YdADD8ZGRmRtbz34Y01nbrxxhrrkWMRExmOsBLGGmJ0D7K2L3E/xHN/46obWrcXNjBEoa6OMtKycvE8OAF5+b/g5hcDLWUZ6KlyowqM1OURmpBR4j661KoGJ69IpGTlISUrF5vuf4NvVLLIWsIFxr6WBWPfz5LGvjHFY18u39j31fs52haMfapk7OvSBx/FHPs+vn/Lu0d15t2jBg53RGx0BCIE7lHETTmI7x7VtnNPGoVF7gFknBpoM5r+nhjgTVt3wJeC+5eoHF09Aq0b1cDxy89LrWNl2Qwbj95CRmYOvD+G4cItL9hYNvtjmah0bKiP+JRMuD4KRE5uPja5vIGptipqG3AnXPq1roFVZ14gITULobHJOHrdD/ZdeQZd18aGOL3QEtsueImloUhLfR3Ep2bB9WkQT8vFd3Scq62vxqlnplM49lUpGvuysnljXw1dVbpdokoV+jxGzl0237hY3uMwGWc5WvJ/IUtgHB7VpSY83/zdONyxiSnikzPgetcXObl52HTqIUx11VHbmDux2q+DBVYdvoOElAyERifgqPtr2Fs2oWWj+zfDon038TMpHT8S0zFk/mnce80dx8tCIwNVpGTm4n7AD3q/PPs6ArqqcnRs4advPS2cehWOmGTe/XL9rS+4+fE7Ldt+Pwib73yl3m8lWUlqzCdn5v5VGzH+9ylXw5sMEOPGjaMPn8S4dXV1pQbo8OHD8fHjR1rn7du3CA4OhpOTE5YuXQoXFxcMHToUlpaWcHNzQ40aNaiRyu8dJoY3MdLd3d1hZ2dHjfXr10v2sg4ePBgPHjxAampxKA0xZomBbGRkhNOnT+PYsWP0GLdu3cK+ffuoYb1x40bOfs6dO0eNbzJJYGxsLHQcYsxraGjgypUr1Ni/c+cOVq9eTY34Gzdu4OTJkzzPxlKeR3nJkiX0byR/x9OnT+m2HTt24Pz583SiwsPDg05SrFy5krZNRRAdEQodfaOi7yQUrrqOHqIjuBMLDtMWw8CEN/NK8Hv7HPrGZsjMSMf36AgaGr5kwjDMG9UPT+94QFVdQ2QtMRGh0BLQoqGjh9gI7kPNiKmLoM+n5cPbF9AzqsGp89HnFWIiQtBjkB3EJSoiBDr6xhw9JJQySkDP2BlLYGRaq+j7O9I2Jmb03+Shhhjdy2eMwpIp9mjUvC1Ma9URWQvxLBkYFXt5JCUloaNrQLfzo1FdC8edPdC9d3+hfZCHcGJ0Tx9ri8mjrNC8TXvUsqgrspb46HCo6xaHnZKQVzVNHcRHcW/A5FhS0jK4umcNjs51gEo1LdRo3JqW/crPh5RMsQeBeMbJA6w4hIeGCLWNrp4BwkO4bVNdUwunL3gKhZCnJCcjMSEehnz7MDAyFmrbshAcFAwTE1OOFgMDAwQHcx+EQ4KDYGxaXM/Y2KSozu/KRIUaI/HFxkj+LyAqMVPoQcJMUwlKMlI4NaoJrk5uidGtDfEzjRfKa6apCMOq8jg/pincJ7bA1E4mkBIjxqyWjgq+RBeHeZKHyuDYVLqdnzMPv6KuQVWEHB6GbweHITAyGZdf8q458tC5f0IbzD/1Fml/+TBDDEcjY26/0dM3oFER3HrBMDIuPh+GRsZFdb4GfEZaaiocrAehf48OOHn0IKppiO6JDwsNhqGQFn2qUVCLYD8trNNnwBB8+xqIvl3bYECPDjAyMUWXHsIevj8RERoMfUOuFm1yPYVx7wkamlo4ev4qulkKjzV5eXnYsWEZJs1cAHl5bl8TFV1VWUQmFS+NII8BJMxcT1VWyONNQtF3DLTAgWF1MaKZHjUaSCiojooctJV5ZfuH1kUXs2pIyMgVb+zTKWHsiy557PPYuwbH5pUw9skWa6/yF2NfVHgodA0E71H6iArnnqtxs5bCqAbfPer1MxgYm9Fxd+6q7VCtWo1uz83NhZ/3KxiYcO+nZWXxTncMmXEQsT9KntRQU5aHVjUVBATHFG0LDIlFLRPt35aJg7m+OgIjEoq+E8MxKCYJ5gZVOfVIH0nnG0vI5I6JDs8g9vn6HfXHncLNN6LfCzha9NQQGJEkoCUZ5gKG94k7AahnrI7oMyMQfsoeARGJuPiMd30fuOaP/q2M8OO8Az4fsoHz4294HciL6BCFWrqq+BJVwjisyx2HTz/gjcOhR6wQdMgKgVFJcOMbhw9MJOPwG6T+5ThsbqSBwNA4bttExcPciDuOkonY9Mycou95eb9goqdOIyTMDDRgZlANvudn4evl+XDo2wzRP7hh/GWB3OfCEgTul0mZdDs/ZDKahJQfs2sIt3HNMLKFftH9kvSfnLxfWNm7Fs47NkVMShZeBHHD5v+XsppX1v/+04b3y5cv8e7dO+zcuZN6cIkRPXv2bGp8E4OXQGbuVq1aBRMTEwwZMgRVq1al3vGBAwfS+sRIJ0nI4uKKL07idZ46dSpMTU2px7xXr144depUiRqIJ5vcYO7evUu/k5ArYmATg5xgaGiITZs2UW+2np4eWrduTfcXGBjI2Q/xPtevX59qL43p06fTB21imKupqWHdunX0d2S/5HdkQqFwv8rKynStLfEqVK9eHenp6dQ4X7x4MTp16kR1kfYgfx+ZGKgIsrMyICPL9RyQ79lZwmtAC7l4ci81zHsMtKVrxwjeLx5i0dajWLDpEF4/uYPn90T3FmZnlqBFRva3WtxO7qNaug0cztlOQs/JNjKLLy5ZmRmQleM+3BF9Wb/R43xsD6LCQtB7sC1n+9Ith7D16EV89PXCvetuImvJpFq4bUO+C2pRUFSEvALXmynI1n0ncMz5Kny93+Cau+iJ/XKyMiEtw9UiLSuL3OyS26X3hAWYtNsZGWkpeHrpJN1m2qglnl8+jcy0VCTGRcPv8S3kZXPXbJaVzIwMeh0Jtk1mZtnaJjMzveg3/L8n675FJSMjHXLyXC3Ei07OH7deBuTlim/mRH9mRuYfy0RFTloSmblcr0hmTj4NN+RHWU4KvepqYu7FDxh5whs1tRQxoiXPwMjIzoN3eBLGnnmHCU7v0UhfFSNblbze93coyEkhI4urJSM7F/Ky3LQiZI35hefBMJ1wEQ1mXKaemLHdeUbDtD4W8A9PwGP/4odzcSHtTPIu8EPbWuC8C157vDq885mSkoyb165gy+4DNLz7S8AnnDlxRKw+LHx9y5eohb+vk75V2E/JUiDivb965wmcr9xCaNA3XHY9L7qWzMySxxrB60mh9LHGzfk0jGvUQqNmokc+CULWbmcLLJAk3iTSTzi6c/PhH5OKxdcCsPR6ICy0FDGovhZ9QCa0MFKj21fc+II2JlXRUYxQ85LGPjKBSLaXhOX4BZi4yxmZaSl4xj/2ufHGvqS4aHx4dItGA4l7jxK8Z8r+4f59/ugeRIaHoM9Q7qQ0ydVycOtKOmHQoVtfsfTElGJwF6Ioz7uf8htQ6ZnZUJCT/m2ZOJDxJj2LaxRmZAmPNzdeB2OpfSuoKsrQtdwOPepCrqDPEI858VD/LQqyZdNCQ9IffYW+w1mYj3dGbQM1TLDked+lpSSw++oHaNqeQotZbrBqVwOWzQzE05LN1UK0ycsIjsOSNL+G6YQLqD/djU4eFI7D0/vWgX9YIh6VwzisICfDOeeEjMxsyMtyz/uN55+xdGxXqCrJ0ZBzh35NIScjBTUlXv8f0LEuOo4/iC6TDmNYt/qw791YZC3y5H4pEEVAvsuVcL/saaGJhVc+YfTZd3Ry2q45N68C8YIPPvwGKrLScGzDzdXBYFSo4e3v70891cSoJZ7dwo+Pjw++feOFrlWrVg1KSsUhryS5ETE6Cyl80CAGcyEtW3Jv6GSfgoYy//6IIU08yIRHjx7RfRFvc2Hourq6Onbt2kVD0omhfOLECTohwA/xjv8O8ncQY7qQ5s2bo27dutSDPmfOHGp0r1+/Xmi/hXz9+pV6xEld/rYioeeRkZFCD2HlATWys7mJI8hNW05O+IEqLy8XJ3evg9ezB5izdi+UVFQhJcUbrC2HjoSSsio0tHTRsddAvH/9VCwtOVkCWrKzIFuCx4RoObNnA7yfP8CsNbuplkKS4n/gi/97tOzcS2QNgnqys0pqm5L1HNm5Fq+f3seiDfugrKImNIGgrWeI7n2H4d0r0duGZ2RztZAHYXn53xvZJSEjKws9AyP0G2yN188fi/x7Ej6ZK9BnyHkjiYJKQkpGBopq6jSBWtA73pryLvaTIC0rh2PzR+Pa/g2o2647ZBQUIQ6lts0fJiCKfi/L080/iUF+L1fG3/PDbwjxG0vESOHWk0Mm3/HItU3GqT+ViQoxRojHj3NsaQlkZHPHoNy8fFzwjkJcajYSM3Lg/CYSbQsMk70Pg3HwcQjSsvMQm5KFs6/D0c6M5yETBWJ0Fz7QFkIe9khCI372TWiNC89DkJSejbAfadh25QNGdDRDbT1V2Hc0w/Jz3igPSDsLnyvha0qwf9E6BedDSkoaQ23soamljapV1WFjP6pozfXf9+EMoT4srCWjSO/G1UvRtWdvKKuoQkdXD/aO43HtquiTfCUZbvR6KKPnOjT4K25fc8eYybNQHpCkfiRckx8ZSQk6gcTPmbeROO8dRUM/f6blwN0vFs0MVGnIKOGKXyztw3Fp2bgb+ANNDbihtWWBeKpzc7jniYyFfxr7SAK1oPe8sa+zHW/sO75gNK4d2IA6fzH2lXT/JuOYbAn3BXKPOrxjLV49vYclG/dz7lGkH21dOQfREWFYsG43jdSqCIghTeA3qojhlZae9dsyccgowZgkhq7geDPv8GNq+PkddcDpBb3gdO8Tkgu8l+UFb4JRUlhLBlfLoWkd4PLkGxLTshEWl4rNF97Boas5NbqPz+yEg9c/0olQv5B4HLzxkZaJpUWgXYgxTpZz8LN/QmtcfB7M0/IjDVvd/TCyU+E4XAPLzv1d+H2RnswcoQkIeXLeM7jnYN6ua0jPyIaf82ycXmUFp+s+SE7LLAq333b2EQ1DD4tJxDH3N+jTVvQlhsTIFr5fStIxhR8Son/pXTS9XyZl5MLVKwqtTbiRFGSyMD49B+feRgiVMRgVangTI5MY1SQknP9DwsJJ2DaBeHyFRPwhE2uhwcd/nN/9hni3X7x4gR8/flADvFu3bkXG/uHDh2lIN/GqE2838b47OjoK7UPQq/ancnKc/v370zB7Eta+YMECGs5eGoWh9CQ6gL+tPD09cfv2bbHW6/0JbX1jms2cf9abhI5rCWTTJd6UPWvmITL0GxZtOVKU9ZyssVZQVKaZxov2kZ9P1z2LCgkzJyHr/FriiBY9IyEt+9cuoFrmbz4slPXc3/slatVrRNeu/w26+sY0mzm/ntioCE5oPtWTnY3tK+ciIuQbVuw4VpRRlpzPxVPsEBb8haNdQal4cqasGBia0AzD/KGcZB2zvqHwkoeSIFomO1gh6Gvx5FROdg5dUy8q6rqGSIgpTq5F1q0nfo+CujZ39t1t2zJ8KzC0qeacHMgq8K65tKQEdB81A1P2XYDdit3ISk+FpiE3cUtZISG6ZD1p0XHy8uhaXYMytg1ZL6tWtSpnHzR8vYy/58fE1BShfPkfiJbwsDAaLs6PsQm3XggJZzYx+WOZqIT9TKfZzAshEeJ6avIIi+d5+QsJT8ig69GK61WhmbEJY9oa0nVuhUhLStBs56JCQhXNtFU4xzDVUsaXaK6XTFddgePNJA855NOnmQF01OXhv3swQg9bYWgbY8zsVxfOcztBHEj4OH/4NO034WEwFFhGRMLRSX8oJCw0pCjc28DICGmpxSGNeWR9tRgJM8kxIoS0hNNQcn7Icfk185ZZGBe9tYBkNue/RwreJ8sC2R9pB34t0ZFhZR5rXjx5gJ8/vsNhSE8Ms2yHh3dv4ILTCayYPw3iEJmURUPFCyHdUltFBtHJ3MmBYQ21oakkw+2nefl0fWVqVi4UZAT6txha1HVKGfv4ws8Jl7cvK5pkJOTlCo99k/degO1y3thX3UC8sY+EmZNs5tx7VDh0S7hHbV0xB+HBX7Fq53FO1vPUlGSsmTuBXu/Lth6iuQwqioTkdHyPT0FNo+JkU7WMtRAY8v23ZeIQEJ4AMz01TuK3GjpqnPBzgqaaAqbtvQ/D4UfQcbYrVBVl4Rssegj3b7VEJMJMR1VAiwodE/nRq6ZIPc2FkHGPTIoqyUlDTVGWMy6S7eJ448kxyfrsIi1VqsCEjMMCWsg4LC14vLxfNMu5jroC/PcMQegRawxra4xZ/erBZW5niENAWBwNFee0jZ46AsN+cOppVlXCtC1XYNh3PTqOPwRVZTn4fo1BXGIaEpIzoKJYPEZIShbfv0SBhJmTbObc+6UcwviWaxEiEjO590sJcjzevzf0r41WxlU541CqQKTX/wrkb66sn/+04V2rVi26tjonJ4d6jAs/xIt77949sfdbmKCsEG9vb9SpU/ra2WbNmtFwb7L+miRqKwwzJxw8eBBTpkyha6mtra1pSDhZ4/23GceJQU+83GStOFmHTjzgxAgnFO6bf3AgYfPkQSkqKorTVsRDT0LNxXktzJ+oXb8JkhPj8fz+deTm5OCa60lU19aDrgH3Qf/8oW1IT03B3HX7oaJWHKJH9Lfq3JNmOE9LTcbP79F4dOMymrYRfRA2r98UKYnxeHn/BtVy48IpqkWHbw0bweXQdqSnJmP2ur0cLYWEBH6CiXk9/C11GjZFUmI8nty9RvVccT5BJxz0+NY/Ek4f2Er/9sUbD0BVoG0MTczgdvYI9SCRpGx3PS+hbRfRPfENmzZHYvxP3L3hQa8l51NHoKOnD0O+tae/g2gxMauJs8cOUI8IScrmedkFXXr2EVmLgUVDpCUn0GRo5IHy5dXzdJ1jNT3uZI2msRleXT1PwyyTf37Hq2suqNOW97o3sv3JRRJVkofooAD4PryB+h1FX49KaNSkORLif+L29au0bZxOHqHJrsga17LSuZslTh3Zj/S0NAR+/oh7t6+LtT62eYuW+PnzJzyuuNOH3SOHDtAkWKY1uGsme1n2wfGjh2ldYpg7nzuLPn36/bFMVLzCk6CuKEPDyMm6bIdWhohMzOCs+ybc9P+OQY10oaEkA1V5KfpqsYeBvAefWppKmNDemHoCtFRkYd/SoCiRjCg8+RiL6qpysGlnQh9G5g6sh+DvKQgUSHJ17300lgxtCBV5aWiqymFm37q48jqMer71x7jAaLwr/Vx8HkIz89psFd3DTGjSrAXtNzc8r9AJsdPHDtFX0BkLrG/t2sMSZ08epXWJQermeg49LHnXTc/e/XH5gjM1eklG8/NnTqBj1+4ia2nctAUSfv6kYeukD585frhELaRPnjt1jKclIgxuF86jey9eWHCL1u1w7OBepKam4OePH7SeOFoaNGmOxISfuHeTN9a4nD5K80mUdayxGTkObrdf4MKNp/RDkrQNsxuNVZv3QBz8Y1Jon+xgqk7X4w6ur03XeBODnB+SMHB4E13qHddQlMaAelp4EsQzsp4GJaBvXU0adk7Kuplr4FVo4l+PfWQcIwnSqukKj30vPYrHvteeLqjTpmDs8ziPpwVjX0xQAPweiT/21aX3qJ94fId3j3I/f7zEe9TJ/VvoBNHSzQc59yjCnvWL6Xr9OSu2lhjNVd5cvOWFpZP6QElBFo0tDGDVqxlcb779Y5moPPINp0a1bZfa1IBcYN0cQdGJ1CDnZ4FNc6xyaEONp6Y1tTC6V12cvOlfLn9rkZYP0dBUk4dtJzOelqGNEBSTQg1yfu74RGC5bVOoKEhDS00ecwY1xOUXwTTx29sv37F2ZAsajk4Ss5EM6KRMVJ74x0JTVR427U2LxuGQksZh3ygsHdaoeBzuR8bhUGy98gF6js40Izr5XHgWgh0eH2C99YF4beMVBE11Jdj2agRpKUkscOiEoMh4BPCt+yaQ7asm9OCdp9p6GN2vOU568PoGeX3YzOHtoKYsB0MtNYwd2ALuD0U/hz7hyVBXkEYPi+r0fkne7EFevcm/7ptw+1McBjTQhoaiDFTlpGDdVBePv/ykZYHf02DfQo8a5tWVZGDbTI/WZzB+R7lad+3bt4eFhQXN9k3We5Ms4hs2bChKmiYu165downHiIF89OhRmsiMJDErhKwHT0tL4xgeZM04CfsmYeVkDXkhOjo6ePbsGQ31DgoKognOiIeZP7RdEBJuSI5BvAGlQfZLJgRIuD3JkE7Wb589y3uFR+G+SQjp9+/fqUFOwtRtbGxoyDuZICDbLl68iC1btkBTs2JeR0BC1aav2I77Hhcww64nPr57jYkLeK9HWT55OF4+vEnXcT+544GwoEDMHmGJKcM608/OFbxM8cMcp9PEa8un2GLNrNH0Pd6tOvUSKwR6yvKteOB5AXPsLfHp3RuMm8/LDr9qih1ePbxFPevP7noiPOgL5o3oQ9/bTT57Vs4u2s/PuJiiZDF/2zYkK/ntq66YaN0dfj6vMG3Relq2YII1feUKaZuHt68i9FsgJg/viTGDOtLP5mUzaL0RE+fSMPPpI/pi26q5GDpyAho05SXZETX8k2Qlv3LxPKwsO8D7zUssXr2Flo23G4T7t/68pp4kOiL7sR/YAysXzMDIcVPQrGVbsULNB89eA+87V7B38lD6rtp+U3gJA08sGoePz3kTaq0H2NIH0GPzHXF+zSxYtOqMBp1607KONuOQGBOJvROH0HDLriMmQ9eMt5ZNVEj47frt++B+4TwG9WwPr9cvsHzdVlrmOHxQmbKTj5k8nXp67AZbYsWCmZg8cx7MaokeqkaiXvYeOERfCdahbUu8fPEcW7btpGWD+vfBNU/eGwps7UegSdNmGDaoP0ba28DKejg6den6xzJRIZ7peZf8MbSxLm5Ma4XmxmpY7vGZlp0d3YQ+YBDI68HufPqOQ7YN4Ty2GT7HpuLc6whatvHWF/pOV5JY7Zh9Izz58hPu76LFCuOz2vIA43vURtChYehUTwejdj+hZS829cWwNrwJtlnHXyE6IQPe2wfg0breeOgfjf03PqG8If1m864DuOTihN5d2uLNqxdYs3EbLbMf1h+3r3vSf5NQ8oaNm8LBZhAmOtpj4FBrtOvIy9RtbTcS3Xr1wcTRdrAZ1Bu169SF7cjRYmnZuHM/3FzOoV+3tnj7+gVWbuD1YQerAbhzg6dliLUdGjRqAsfhgzFljD0GDLFG2468Sc45C5dDQ6M6bAf1xrgRw9CsRSsMGz5SdC2ycli5eQ+uXjoPmz4d4fP2JRat3kzLJo4YjAe3Rc/f8TcQL9vGu9/Qy0IDx2zqo76uMnY+4hkcWwfURruCMM7Dz8OoYX5gWD2s72OON+GJuBPwoygMnUw2bR1ggQ19zfHkWzyeBnMNsDKPfbPWwOfuFeybMhSh/sVj38lF4/CpYOxr1d8WWkZmOL7AEc5rZ6F2686oXzj2WY9DQmwk9k0agmsHN6CLvfhjH7lHzVuzE7evumD8sG7w836NGUs20LJ546zw9P4N3j3q1lWEfg3AROseGD2gA/1sWjId4SFfaTK1d29eYMzgzkVlx3bx9lFexD3bhraNec97y3ZfRXxiGj55roLLtnGYv+0SfAMj/1gmKuRd14NXXsXk/o0Q6TyBZii333CDlnkdsIdNJ16Y9uJjT1FDVw3RrhNwcn4vzDnwCK8D/n7tspCWtbcwuXddRJ62R9eGerDfyusrXruGwKYDr22mHXyG6Ph0fNhvhRfbBuK+byRd102w23IfKgoyCDo2HNdXWdL3eLs9DxZzHL6PCT3MEXzYCp3r62DULt6Ss5eb+2FYW96kzaxjZBxOh8+OgXi8vg8efojBvuvlPw5nZudi8LzTmDy0NSJvLEHX5mawX+5My7zOTodNj4b034v33UQN/WqIvrkUJ1daYc4OD7z25zmyFu69Ab+vMfA+OwNPj03GuZvv4Hz7vchaSIQMWbc9uKEOrk5sgWaGalh1nfda0RMjGtEJOwJZlnUv4Af2WtfH2VFNEBCbCmcv3isVz7yOoO//PuPQBHut6tN6ngVvCGEwSqPKr3J+uXR8fDw1HklmcZLQhhjcJDEaWVtNXsNFXql1/37xe2rJ9kGDBmHaNF5o2qtXr2goOPGQ6+vr03Ly6rGIiAh4eXnRRGZkfySJWiHk9VxkW+E+CMSTTF7TNX78eDoRUAgxjEn28c+fP0NRUZEmgevYsSP1gBNdurq6dH9kwqDQU04mDhYtWlSkqaS/gxjOJNs6SS5HwsRr165NPerk2GTSgHjhieeeeNuTkpKosU/WiRMPPNk/MciJ8W5lZUUnFcQJnSnkSaDoDxkVRe6vv09WUp4oSYsejllRaKiI/67Q8ubut8p1s7CsJV5224pAQ7nynCdC1x08A7Yy4P+Om/X/n+bLIeF3wv5TkIy3lYW/zQpf3iy+wZsQqgx0NRc98VpF0lS78qwRbTdI+D3h/yg6xW84+ceRFW+tfkUgU5CsrrKQHVp5ru+Ww0SP9KtIHs5sg38jz75UHrtCkLY1K8+Y+Y8Y3uWNoGHO+DPM8C4dZniXDDO8S4cZ3qXDDO/SYYZ36TDDu3SY4f0bmOFdIszwLh1meJcPzPAuP8p/ITGDwWAwGAwGg8FgMBiMIiqP+4/BYDAYDAaDwWAwGJUGkhGf8R8xvPnXUTMYDAaDwWAwGAwGg/Fvg4WaMxgMBoPBYDAYDAaD8V/2eDMYDAaDwWAwGAwG4/8fFmhefjCPN4PBYDAYDAaDwWAwGBUIM7wZDAaDwWAwGAwGg8GoQFioOYPBYDAYDAaDwWAwhGGx5uUG83gzGAwGg8FgMBgMBoNRgTDDm8FgMBgMBoPBYDAYjAqEhZozGAwGg8FgMBgMBkOIKizWvNxgHm8Gg8FgMBgMBoPBYDAqEGZ4MxgMBoPBYDAYDAaDUYGwUPP/QSQqUURIbt4vVCZkpSVRWUjNzEVloY66CioTvypXt6lUSFSiCzwrIwuViZSMynNNKctVnttrZeozhLq6yqgspOfkozKx5dE3VBp0aqJSEf0FlQb9OqgsKCqrozKRq2OGysLgZjr/tIT/CapUrlvIvxrm8WYwGAwGg8FgMBgMBqMCYYY3g8FgMBgMBoPBYDAYFUjliYVjMBgMBoPBYDAYDEalgUWalx/M481gMBgMBoPBYDAYDEYFwgxvBoPBYDAYDAaDwWAwKhAWas5gMBgMBoPBYDAYDGFYrHm5wTzeDAaDwWAwGAwGg8FgVCDM8GYwGAwGg8FgMBgMBqMCYaHmDAaDwWAwGAwGg8EQogqLNS83mMebwWAwGAwGg8FgMBiMCoQZ3gwGg8FgMBgMBoPBYFQg/0nDe8SIEVi4cGGF7d/c3Bxubm6llpNjEw0MBoPBYDAYDAaDUVmpUqXyfv5t/CfXeO/ZsweSkpIVtv+nT59CWVkZlZFvAR9wZt9mxESGwaiGOcbMWgZNHX1OnfS0VDgd3Ao/r5eQkJBA8/ZdYe04HVLS0sjPy8PFU/vx9O41AL/QqlMv2IydQeuJSkigP5wPbMH3qHAYmNaC/fQlqC6gJSMtFa6Ht+OTzytUkZBAk7ZdMGjUVKolOeEnnA9uxZcPPlBWVUM/+wlo3Kaz2G3z5ZMfDu/cgOjIUJiY1caU+SuhrWtQYt2U5CQsmGyPlVsPQVNbl25LiP+BI7s24ON7L6ioqcPWcQpadegqlpbAQi0RPC1TF/xByyR7rNwmoGXnBvi/94Iq0TJGfC2Vqc8QPvn7YuemtYgMD4GZuQXmL10LXf2S2yY5KQmTR1tj675j0NbR++N2UfH1fY+1q1YgNDQEFhZ1sGbdRhgYGnLq5OfnY+umDfD0uAoJSQmMdBgNx7Hj/1gmDnW0lTCnuxkMqsojMDYV629+QVRSplA9m2Z6sG6qC1kpSbwIjsem21+RnZsPeWlJ3JjaClm5+UV1jz8PhYtXlMhamtesjt0T2qKmrgreBf3EuD2PERybwqkjJVkFO8e1Qf+WRvgFwPnRNyw89Qq/fgFxTiM5deVkJPHQLxr9Vt+EOHz298WeraTfhMKslgVmL1kDXb3Sr6lpY2ywafdRaBX0j7jvsdi9eTU+fXgPOTk59B1sA5uRY8XS4v/BF1vXr0J4WChq1bbAkpXroKcv3G/27NiEW9c9ICEhCRs7B9iP4h3P3qo/YqOLz0lOTg60dfXg7HZdvHbZshYRBe0yh7SLfuntMtXRBpv2HC26bmi7bFqNjwXt0o+0i4N47UL4EfIZr533Ifl7JNQNzNDafhaUq+uUWv/Zqa10LGk9Yjb9npOZjgvzrCEpLVNUp0Efe1h0HSSyltigz3h8Zg8SYyOgYWSGLqPnQFWTN8aWxL2jm+l9qovjXM72zNQUXFw7Ff3nboKKhjbExUxDAWNaGUBHRRYh8Rk48CwUsSnZnDpyUhI4PrwBsvOKr2HXd9G4/jGOPqQOb6KLTmbqdNXm06B4nHkTSa89UWluroXdU7ugpl5VvPv6HeO230FwTBKnjpK8NLZN7IQ+LU2QlpmDra5vceS6H6eOkZYKXu6xhY7VQfwt0+27oF5NXYxfcVaoTE5WGgeW26JX+7pITcvCyv2ecPJ49ccycWheSxO7J3dETT01vPsWh3E77yM4JplTR0pSAjsntkf/1qb49esXnB8GYuHx53Ts01KTp79vX18XcYkZWHHmFdyfB4mlpbFxVWyyawxTLSX4hSVi5kkvhP5I49R5sKIb9NUVir5LS0kg/Gca2i+/A0VZKay1aYjuDbSRnpWHvTcDcPpxsJgtAzSrqYHd49vATEcF74J/YsLepyXeF3aMbY1+LYzoM4Pz429YdPoNbRsJiSpYbdsU9p1r0v7s8vgbFpx6TctEJSboMx6d5l3f1Y3M0NXx99f3nSOb6VjTdYzw9e26ZioGzvu765vx3+A/6fFWU1OrUMO4evXq9AGkspGTnYW96xai1xB77HW+g7qNW+DApqVC9VyP70FOdjY2H3PD6n1OCAn8hJuXnWjZrcvnEPDBB+sOOGPtAWd89n2L5/evi6Xl8IZF6DbIDpvP3kTtRs1xfOtyoXqXT+5Dbk42Vh26gMW7TiP06yfccz9Hy07vXANpGRmsPXYZjnNXUyM+/FuAWG2TnZ2FLSvnYoD1SJy4/BANmrbEjrWLSqwbGRaMVXMnIC6Ga4zs3bQcMjKyOHj+BmYt3YDDO9ch6Msn8bSsmIuB1iNx0v0hGjZtie1rSteycs4EfBfQsmfjckjLyOKQ8w3MWrYBh3asQ1Dgp391nyFkZ2Vh5cJZsLYfhcu3n6Fp89ZYu2xeiXXDQoIxd+oYxPAZKL/bLipZWVmYPX0KRjuOxdPnr9GqdRvMnztTqN55pzPUQPe4fgunzzrjgqszHj64/8cyUZGRrIJ1Ayxw7k0Eeu99ibehiVjV11yoXudaGhjYUBuTz/tiyOHXUJOXhl1z3kSKWXUFBP9IR889L4o+4hjdstKScFnQFTvcfaEz8izuvY/EmTnCk2ITetWBYXUl1J7oiqYz3NCtkR5sO5rRsup2p4s+TWe6IS4pA8vPvhG736xZPBvDbEfjwo2naNy8FTYun19i3fDQYCyYNpZj2BK2r1sGY1MzuHg+xI7DTvB0c4bP21di9ZvFc6fDdqQjbjx4juYtW2P5Iu6DHOGiixP8/XypMX3w+FlccXPF08cPaNlZ16u48+Qt/Vy+8QCaWjqYNqvkv+dP7bJ60WwMtRuNizefoknzVtjwm3aZX0K7bFu3DEamZnC99hA7jzjBQ8x2IeTlZOPx4XWo020Ihm12gU7tRnh6fGOp9cPfv0Do20ecbQmRIVDVNYL19ktFH3GMbnLfublvNRr1GgrH3RdhUKcJ7hzaUGr9YJ/n+PLqodD2hOhwXN06Hyk/YvE3SEtUwezOpvDw/44xzn7wjUrB9A4mQvUMq8ojPDETo875Fn2I0U3oW0cTdbSUMMf9E/3U1VZGhxrECBfj+l7aFzsuelGD+Z5PGM4sshSqt3FsexhpKqP+2FPoseASZg5pgn6tTYvKW5hr4/amIVBTksXfQIyxuaO7Y/3MgaXWWT21HxTlZWDaYwms5xzBxlmDUL+W3h/LxGqbxZbY4eYDneHHcO9dBM7M7yFUb0LvejDUVEbtMWfQdIozujUxhG1n3nh9dHY3ZGbnwWzUaYzYfBt7pnREoxoaomuRksCxSa2w/3YgLGZ54PGn7zg4voVQvc6r7qLmjKv002TBdUQlpGPVBd4EyYph9aFfTQHtlt3GkG2PMbFHTfRqqCN22zjPI/cFP+iNOof776NwenYnoXrje1rQ+0KdyRfQbNZldCX3hQ68+8KMfnXRrq42vSeQT8f6OrAruGeIen3f2LsajS2HYuwe3vV962Dp13eQd+nXt/uWv7++Gf8dRDa809LSsGbNGrRr1w6NGzeGvb09Pnz4QMt8fHwwcuRING3aFC1btsSiRYuQkJBQ9NsuXbrg2LFjmDZtGv0tqbN27Vrk5ubS8ry8PGzZsgUdO3ZEvXr10KtXL5w/f75ULSScu0OHDnB1dS3SM2XKFMTGxnKOuWnTJvTu3Zse7/Xr10Kh5r6+vhg1ahT9fZs2bbBixQpkZGTQMjITeeTIEXTt2hUNGzbEgAEDcPXq1TKHmpPf79+/n+ps1KgRbRPy4FXI8ePHUadOHaqh0Mtha2uLwYMHIzubO5P9t3zy9YKSkgpadexBPZF9rUYhLjqSGm8cfv1CX+vRkJNXgIpqVbTs1APfPvEG4Ue3rsDKcRr1MJOyGcu3oW7jliJrCfTzhqKyCpp16E619BzqgB8xUYgOF5xJ/YWewxwgK68AZdWqaNa+O4ID/JGVmYEA37fU+y0rJw9901po0q4rXj8Uzxvm/+4tlJRV0a5LL0hLS2Ow7RjERkUgPJQ7yxwRGoyVcyeg71A7zvbMjAz4eb/GiAkzIScvDxMzc7Tp1AOP74huYH7wEdBiV6AlRFjLijkT0K8ULSMFtDy6e/1f3WcI77xfQ1lFBV169KZtYztqHKIiwxEa/I1TLzQkiBrXQ21GlGm7OLx5/RIqqmqw7NOXTgCNmzAJ4eHh+Pb1K6fe9WuecBjlCFU1NRgaGcHG1h7XPK78sUxUGhuoITkzF/c+/0Bu/i+cfhUOPTV5GKvLc+r1a6CFEy/CEZ2chYycfKy9EYgb/rwxs0Z1RXyN43pDxKFjPR3Ep2bD9WkQcnLzsenSe5hqq6C2vhqnHvF6SEpUoR9C/q9fyMrJE9rfnoltcfDGJ/gE/RRLz3vvN7TfdOpuSfuNzchxiC6h34SFBGHB9LEYVEL/WLVlL0aNnwZJKSmkJCXSsVpRSUlkLd5vX0NFRRXde/WBtLQMRjpOQGREOIKDuP3mzs1rGG4/ivYxfQMjDLaypd5vQQ7s3o6mzVugbXvhB9iytkvnwnZxGIfoqJLbhRjdg62F22X1lr0YPUGgXRRFbxdCTKAvZBSVYdysEySlpFG3pzVSf0QjKTpMqG5mahJ8rpyAaatunO2JkUGoqidskIpK5Of3kFVURs2WnamWJn1skBQXjfioUKG6GSlJeHHxGMzbdudsT4gKo0Z3g+6D/1pPXR1lpGXl4nlwAvLyf+GyXwy0lGWgp8qd5DdSl0doAu/5RZAutarhrFckUrLykJKVi833v8E3iuuJLQsdG+ojPiUTro8Cede3yxuYaquitgHXiO/XugZWnXmBhNQshMYm4+h1P9h3taBlXRsb4vRCS2y74IW/5ejqEWjdqAaOX35eah0ry2bYePQWMjJz4P0xDBduecHGstkfy0SlYwM9xKdmwvXxV17buHrBVEcFtQ2qcuqZ6apyx778X8jKzoOCrBS6NNTHouPPkZ6VC9/gn7j45GuRUS4KbcyrIzEtG+5vIpCT9wu7rn+GkYYiauqU7nhaMrgenn2Ow12/GPqdGNmbr/gjMT0H4T/TceZxMIa1Jp5o0elYT5v2hQvPgmnbbHbzhYmWMmrrq3Lq1RC4L/zKBzIL7gujupljyek3+JmShR/JWRiy4S7uvo8U6/qWU1RGrYLru2lfGyT/4fqu3Y57fcdHhVGju1GPv7++KztVKvHnf97wnjlzJh4/fowNGzbA3d0dBgYGcHR0xPv376lBW7NmTWoI79q1i24bM2YMNagLIdubN29Ojdf58+fj7Nmz8PT0pGXnzp3DzZs3sWPHDty6dYsa9StXrsTbt29L1RMfH49Tp05h586d9P/R0dEYO3ZskTFPIMdYunQpjh49So1ffsiDsoODAzQ1NeHi4kLD0J89e4ZVq1bRcqKFGP/Lli2Dh4cHnVggmpyceN68P3H48GF6XPK3EmNcRUUF168XG0DE4CcTFUuWLKHhgsTI//TpE7Zv3w4ZmeJQufIgJiIU2vrFA6aEpCSq6+ghJiKEU2/U9MUwNK1Z9N337XPoG5shMyMd36MjEBsVjkXjh2GOQz88ueMBNXXRZ2JjI0OhpcfVoqGti9gI7qBnO2Uh9E2KtXz0fgldIxKalU8nNWRki2fKSQhQXIzoAzAhMiwEugbGRd/JUgQtXX1EhXHbplp1Tew+5Y5OPfpxthfqkZWV4+iJiY4QXUt4CPRK0EK2C2rZc9odnXqWooUv6oKEMRPj/d/cZwhhISEwMDLhtA0JFw4L5U4EVK+uhVOunujRZ0CZtotDcFAwTExMOVrIeBgczJ0gCQkOgrFpcT1jY5OiOr8rExXywB0WX/zAnf8LiEzMgCFfCCGhZnUlKMlK4uTIxnCf2AIOrQzwM403yWdWXREGVeXgNLoJ3MY3x5SOJpAqePgRBXM9VQRGJhZryf+FoJhkup2fE3cDUM9YHdGn7RF+0g4BEYm4+Ix7Lrs21KMG+44r3BBVUYgIC4a+QL/R0TOg2/nR0NTCsfMe6G7ZX2gfZDwmxuWMcbaYMtoKzVu3R63adUXWQoxYI2OuFj19AxqJwa0XDCPj4r5haGQsVCck+Bvu3rqOCVNnQRyIF1vwetLRNaDb+dGoroXjzh7o3rv0dpk+1haTR1mheZv2qGUhersQkmPDoaJVvIyFhNgraeggKTZcqO4bl/3UM66gxh1LEiKDaZj61dXj4bZkJLzcjiIvN0dkLYnR4aiqY8DRolpdh24X5InTXjTuNQxKVblaFNU1YLvuOGoLGOTioKsqy1k2QkJrSZg52c6PUVV5Goq+faAF9g+rC/tmetSAId5PHRU56CjLYsdAC+wbWhedzaohIaP4WamsmOurIzAiQeD6ToK5gHFJjpueWbx/MmFgosObfPP5+h31x53CzTfihy0XsninO4bMOIjYHyVPIqgpy0OrmgoCgnnGJCEwJBa1TLR/WyYO5vpqCIwQGPuik2Guz22bE7c/op5xNUSfH4NwJ0cERCTg4tOv1HtPPsTo5t+HibaKyFrMtJXxNSa1eD+/QMPMyfbS6g9sYYANl/2LthEtGdl5nHNoVF0R4lBLTxUBkUmcv4uEmdfS407InroXiHpGVRF50hahx23xOTIRl54HQ1FOik7WEsP83e7BCDxkBYcuNRFTykTT70go4fpWqa5Dtwvy6OxeNLYUvr7Jd7v15XN9M/47iGR4BwUFUaObeITbt28PIyMjaoQOGjSIGpfE00sM1Bo1aqBVq1bUePT396drngshnmlivJIH1CFDhqB27drw9vamZWFhYVBQUIC+vj709PSo4X3ixAmYmJQ+e02MVeLRbtasGRo0aEA95oGBgXjx4kVRHeJBJ57s+vXrCxmzZJKAhJ6vX78etWrVokYw8cKTvy09PR0nT57E4sWL0alTJxgaGlLNxFgmnvs/QYyfM2fO0L+3b9++MDU1pR5vCwuL4hMgIYGNGzciKiqKGt/E8F++fDmMjYsNr/KCeIll+AxDAjEUs7OE14AWcuHEXkSHh6DnIFu6jpfg/fwhlmw7ikWbD+HV4zt4do+s3RWN7MxMIS3kOwl9LA33U/sREx6CLgOGQ05eEWZ1G+HKmYP0NxHBX+Dz/AFyxYwSIG3DbzQTyPcsgbaRV1CEvDzXkCncbtGgCc4d20t/E/ItEC8e36Wh2uJokZEr4Txlll1LnQZN4HSUT8ujuzSE/d/cZwiZJZ0nOTlkCbSNgqIi5BWE26a07eKQkZEOOXmuFjk5eaqRWy8D8nLFXmeyDCUzI/OPZaIiJy2JzJzidZ2EzNx8yElzh3klOSn0rKOJeW7+GHXKG7U0lWDfgvcAQjzgPhFJGO/0HhPP+6KhvgpGtCx5ve/vUJCT5jw40n1n5UFeVko4LPPxN+iPcoL5BBfqFZrQq3h8JMwcUB+7rvhRD4m4kCgQubL0G4U/948te0/g6Pmr8PV+g+vuF0TWQs45idLhh553AS20r/ONA7w63L7lcu40+g4YDDU17kN9WRE8RlG7CFzfZblutu47gWPOvHa5Jka7EHKzsyAlwzUkJWVkkScwdoV4PUZOVgbM2vQU2oeUrDy0atZHr3k70HPOVnz/+gH+t1zF0JIppIV8Jxr5+fr6EbIzM2DRvpfQPmTkFCAtcK7FhRjOWXnchaxkHTfZLnjNf4xJxZJrAVh2PRAWWooYVF8LijK8vDbNjdSw9HogVt74gjYmVdFRjFBzBTmpEq7vXKHr+8brYCy1bwVVRRm6ltuhR12aq4FAPOZ/c03zE1OKwV2IojzvPKZnFk/ApGdm03Hqd2XioCArXaa2oWPfoy/QtzsB8zFneGNf73pIzcjBkw+RWO3QirZVfeNqGNS2BuRkRE/JpCAriYxsAS3ZeZAvOAeCjO9mhvPPQhBfMBFLIJ7vuf3qQEVeGgbVFDC8rTFkBe4pZdcjLaSHtJWCgB4ZaQm4PAmCoeN5WEy6AAt9NYzvVRuqCrzn9wEtjdB5sSe6Lb2OoW1NYd9JjFDzrLJd319eP0JOZgbqlHR9yytAppyub8Z/B5GuHmLQEvi9xrKystSY/PbtG5o0acKpT4xqspY6IKB43S0xyvkh5cR4JtjZ2SE1NZUayiTUetu2bVBXV0e1atVK1aSoqEjD0vn3r6qqWqSVQIzo3/1NdevWhZRU8aBGJg0mTZqEr1+/0rDwOXPm0DD0wg/xSkdGRgo9KAlCwuzj4uKowc+PoNedTDIQ4/7KlSv0bycTGRUBMaAEDUHygCUrJ/xAlZeXixO71+HtsweYt24vlFRUi9qo99CRNBRaQ0sXnXoNxPvXxRMrZUW6BC3EmBN8IC3U4rR3A949f4Bpq3dRLQSHmcuREBeLZWMHwf3kPrTsYgl5MUMciaGbnZ0p1DYkVLusTF+4Bj++x2DS8N44c3gn9YoriKGnJMNWZC2LeFom2vTG6UM70bmneFoqU58pND4EJ2eI8VTSBERFQ4xsQcONGDLEeOPWk0Mm3/kk4waZYPxTmahk5eYJPYSTREsZAqHbuXn5uOQdhbjUbCRm5ML5bSTaFjx873sUjENPQpGWnYfvKVlweh2BdmI8mNMHTYEHRXlZSaTxeb8Ih6a2h8uTbzQcMiwuFZsvvoNDt1pF5dpV5dGujhbOPeKGYYsKz5gU7jdkaYSokCgbPQMj9B1sjVfPH4v8e7kSDFty3gUNW0HNgnVycrJx//ZN9BkwRGQNpR3jb66nwnbpN9gar8VoF4KUtCzycrh6iNFNjOlCMpIT8N7jFFoOn1biPpoOHovGA0ZDRl4RiuqaqNt9GCL8RF9zXtJDOPnOb0inJyXg1eWT6DRyBioakvCQ5HHgR0ZSQmiy7ezbSJz3jqKTaD/TcnDFLxZNDVTp8hPCVb9Yen3HpWXjbuAPNDHgRqGIf31L0QRq/Mw7/JgatH5HHXB6QS843fuEZD6j7v8LYkjzNBYb0wpyMkhLz/ptmTjw2kbyj21zaEYXangnpmUh7HsKNrt6waEHb9LRcds9GFRXwpcTI7HesQ3O3gtAcproeoiRLSeoRUaSE4VQiLRkFfRvpo/zT7nRbCtcfalx/GxND+wf2wIXXoQiRYwoCaonK1dIDwmtTxXQc3AyuS8EFd8XLr2HQ5daRRM129z9kJDKKzt+JwCWzQzK7/qW5V7fL91OopNDxV/flZ5/Op68yv9OrLlIU2j8xmlJ3t3StpO1Y4WUFD5d+Fvi5b19+zZdh03CvR8+fEiNXBLWXpoxyr/vQkhoO3/W8t8lOivL30TC2Im3WpA/hYJXKchzL9g2JR2TrJMn2/38/JCUlEQnD8obHX1jPLtXHOZOsk2TMGBtgWy65IFu79oFSE1JwpKtR2iGbgJZY62gqIz0dL7QpXxeWLOoaOsZ4vWDGxwtP6IjoaUnrOXIhkVIS0nGnE2Hoczn2UlLScK4hetpEjHCiW0roWcs+swngYR2P7rNW/JQ2IdiIsOhq1/2yAOS8Xfuyi00wRph57rFMDatJboWQ2M8LEmLgWha5q0S0FKj1r+6zxBIWOzt61c5bUPWx+oblX+EyJ8wMTWFx5XLHC3hYWE0XJwfYxNThIaEwMyMF4ofQkKIC6J4flcmKqHxGehVR6voO4kQJ2u8+cPPCeEJGTRTbVE9ieJ7l2MbQ7reOzqJ90AiLUm8bKJ7pQIiE2HX2YwTrkjCA/nDzwl61RQhwzdZkJOXj1w+L1j3xvp44h9DH8D+BhJmfveGB+dckdwA+oZl6zekv04dbY25S9fCxIx3HZEJYyUxknSS8PEb165w+3B4GA0l59QzMkF4WAhMa/DaMSw0BIZ8YeF+732gXk2jqFwcDAz/vl2mjLLG3GVrYVrYLtk5UFQSL3mpirY+gl7fK/qen5+HlB/RUNEqTnQV89mHGt/X1k/hac7JpnHX8eHf0GfxPvheOwuTll2hrMFLAEXCzCVLeE74E2raBgh4fpejJel7FNT4QuEjPnojPSkeLismFmkhbRIX+hXWq/4+Szc/UUlZ6Fij2AlBHi+0VWQQlcydxBnaUBuPv8Xje2p20TVMriuS/yFVwLsoUaWKWM+tAeEJsCtYq118fatxws8JmmoKmLb3PpLTeVpWObSBbzAv0dv/JwnJ6fgen4KaRpp4H8BbclXLWAuBId9/WyYOJGTcrqu5QNuocsLPCXoaStyxL7d47FNXloXN+ptF+S5Ozu1G13qLyteYFAxrZci5JxiTPB6xxffjQprXqIa4pEwERnMzjFdXlsUCJx+kFBjHCwfWxccIbvb6shIYmQQ7Pu80aRtTbWV8ieLuT6+agtB9gXzikjPpGnEVBWnOcobCZ21RUNMxwOeSrm/t4us7vOD6dl4ucH2HfYVNOV/fjP8OInm8C73VxDgshKylJgnMQkJC4OXFTZLx+fNn6sEW9HKXxunTp6nh3bZtW7ommqypbt26NWdNtCCJiYl0nXYhX758occkCcvKgpmZGT5+/MhZh37nzh36NxFjmxjDJAyceM0LP48ePaKh5n96HVLVqlWho6Mj1C6FyegKefLkCV1Hvm/fPsjLyxetLy9vajdoguTEeGpI5ebkwNP1JDS19aBrwH3Qdzq4DempKZi/fn+RAUUgg1vrzj1xy80JaanJ+PE9Gg9vXEZTMV7hVbN+U6rl1YMbVMuti6egoa0HbQHj8sLhHUhPS8GMtXs4RjctO7IDDz0vUkOOrP3+6PUCLToLhwOVhbqNmiExIZ4a3+SB2u3cMbqumn9d6J84vnczblx2pnp8Xj+Hz+tn6NC9j1hakhLiqfFNtTgdg7aIWo7t2YzrbsVavF89Q0cxtFSmPkNo1KQ5EuJ/UuObtM25k0egq6fPWQv7/0XzFi3x8+dPeFxxpxndjxw6AH0DQ5gKjHe9LPvg+NHDtC4xzJ3PnUWfPv3+WCYq3uFJqKooTcPIybrskS0N6JpQYpDzc+tjHAY10oGGkgxU5aUwvJk+Hn75QctqaipiQjtj6jnXUpaFfQt93P4o+gPoow/R0FSVh20nM/pqmgVDGiIoJoWzvo9wxycCy4c3pQ9S5BU6cwY1wOUXxR6XZmbV8TpQvAdgfho2aY7EhJ/UyCT9xvn0Eejo6sOwjP2G9GOTGjVx9vgB6q0mycc8L7ugSw/Rr6kmzVrQPnzD8wqdsDp9/BB9fZexCbffdO1hibMnj9K6kRFhcHM9hx69io/38YMf6tZvgL+hYdPmSIzna5dTR6CjJ2K7mNXE2WMC7dJT9HYhaNVsgMzkBAS9ukcNZv9bLlDW0IaqdrHxYNKiC2y2u8Fqiyv9EI+2cbOO1OgmEAP8/dXTNFQ8Nf47Pt65QH8jKnq1GyI9OZEa30SL9zVnuga0qm6xllqtu2Lc/isYs+cS/TS2tELNlp3K3egm+Mek0Ou1vak6NTYG1dema7yJQc6PcTUF2DTRpd5xDUVp9K+nhSdBPIP4aVAC+tbVpGHnpKy7uQZehXINwrLwyDecGtW2XWrzrm/r5giKTqQGOT8LbJpTY5sYWE1ramF0r7o4ebN4/fD/JxdveWHppD5QUpBFYwsDWPVqBtebb/9YJiqP/CJ5bdPZnNc2Vk3p+ndikPNzxzsMy+1aQEVBhjf2DW2Cy894SQ23T2iPKf3q08mV7k0M0LOpEc49EP2NLc8D4lBdRQ5DWxlSj/aM3rURGpdGDXJBGpuowys4Xmj79N61qbFNjPaGRlVh184Y556Kty7/kT+5L8jBtmMN2jbzBzdAcEn3hXeRWG7TpOi+MHtgfbgX3BfIq8Vm9K8HNUUZGGgoYkwPc1x5yfXSlwX9guv7c8H17eXpDFVNHajzXd/mrbtiwoErGLf3Ev006W2FWi07MaOb8f9neJO11j169KCG4cuXLxEcHEzXdJNQNWdnZxpSTjKek7DzV69eYe7cudQAJsZzWSCJ0lavXo179+7RUG5ikJJEYyS8m0CyfJPQbcFs3/PmzaPG7Lt376jBTuqTBG5lgWQQJyHhZN060f3mzRts3ryZhpuTMHgbGxuaEI6EgRMD/+LFi3QdOUnGxq87JUV4ICOMGzeOJmK7cOECbS/iPS/MYF44cUDCzK2srOg68nXr1tGJhsKEc+UJCRueuXI77nlewDTbnvD3eY1JC9fRsqWTh+PFg5t0TS5JfhUaFIiZ9paYNLQz/WxfwXtNktWY6TAwqYmlk22xeuZotO7ci35E1yKLSUu34NG1i1gwwhKf372B47zVtGztNDu8eXSLvsP7xT1PRAR9wUKHvpht041+9q+eQ+sNn7IQvq8eY55tD1w5fQBjF6yDenXxEqKQ8O5F63bhhrsLHAd3ga/XK8xexnuNzawxw/CEz+tbGhNnL8XrZw/hMKAjnI7uxtwVW1BdS0c8Let5WkYP6oL3RMtynpaZjsPwuAzZySfN4WkZ2b8jzh7ZTT3x4mipTH2mMDR23bZ9cL94HoN7tYfXmxdYtnYrLRtjOwj3bom3dlwcSCTN3gOH6CvBOrRtiZcvnmPLtp20bFD/PrjmyfPM29qPQJOmzTBsUH+MtLeBlfVwdOrS9Y9lokLewz3fzR9DGuvg2pSWaGakhuUen2nZaYfG6F67Ov23q1ck7nyKw4HhDXDesRk+x6bg/BteUsLNt7/Sh3qSWO2IfUM8+foT7u+Lkw6VFfIqnMHrbmNy7zqIPGVHE6TZb+W9Js1r52DYdOAZmdMOPUN0fDo+7BuGF1sH0NfL7PYonpgkr5QRJ3FOSdfUqs17cfXSeVj37gCfNy+xaM0WWjbBfhDu3/5zv5k4cwG9HkYM6oFVC2dg5NgpaNqyreha5OSweecBXHJ1Qu+ubfHm1Qus2bit6P3ct2/wxv6hNvZo2LgpHIYPwkRHewwcYo12HYsNyJiYKFTT4J3Tv2kXkpX8ysXzsLLsAO83L7F4Na9dxtsNwv0yXE+TZi6g+7Ef2AMrF8zAyHFT0EyMdikM/+w0aSUCHnng4oLhiP78Du0cea9S9Fw7CcFveK9T+x0tbacjPy8Xl5c64ObmmdBv0Ao12/UWS0uf6avhd/8KTsywot6vHhMX0zLn5eMR+FK81/6JC8lKvenuN/Sy0MBRm/pooKuMXY94BtCWAbXR1oQ3MX3keRi9hvcPq4d1fczxNjwRdwJ+FIWhk4m4LQMssL6vOZ58i8ezYK5BWObre+VVTO7fCJHOE2iGcvsNvAg2rwP2sOnE8/guPvYUNXTVEO06ASfn98KcA4/wOkD08URc4p5tQ9vGvLFm2e6riE9MwyfPVXDZNg7zt12Cb2DkH8vEaptV1zC5X31EOjmiayN92G+6Tcu89tnApiMvumnavke8se+wHV7stML9dxHYfeU9LZu89yH6tTJFrPNYrB3VGsM33ER4XKroWnLyMWLvczh2rgH/7X3RwUITEw6/Lnp396CC3B4EPXUFfOdL3lfImkt+MNFUwqcd/bBvTHMsdX4PbzH6TFHbbLiLiZYWCD9hiy4NdTFiO+8VXW92DIR1e96E34zDzxGdkA7fPUPxbHN/PPCNxh5P3oTN4tNv8CEkAW93DMKTTf1x/vE3GpYuzvXdd8Zq+N27gmPTedd3z4Lr+9yy8Qj4f76+KztVKvF//zaq/BIx5pMYmMQwJZ5pYgCTV2yRV3OR9dwkoRkxLIkHWUlJCd26daPro0nyMgLxIpOQcfI6sUJIJnSyxpkkGCPec5JFnBiexMAm78MeOHAgpk6dSkPHiTFPEpURzzh5NRjJEk7Wl5NkZMRbTPSQY5AkZYWh2n86ZuFr0IgxTTz55Hfk1WOzZ8+mD9ZE08GDB+mxvn//Tj3YxEgmmdMLw1vIMVq0aFG0P5JkjoTHk3XqBJJgjSSJ+/HjB01KR9asEyOcbJ8xYwbN/k4MbdJmBDL5QL4Tj7+WVnHoaFl59kW8QbEiSM8VfjXQP4mWUuV5v7oY0VEVRnKG6Fl/KxLDav//a7ZLo7rK371jtrzpvku89fEVwdtnonthKhL/Q9xX6/2TKMuJngypoiAhxpWJMz6iv2GholCRKznR1D/FyyDRPdAVxRUX8dbqVxjRX1Bp0C9bVOX/B1V1xXM4VBRJP8ULRa8INswU/TWLFcn0dn//qsN/Ap/Qkp2LlYHGRuItbfrXGN6ViULDmz95G4MZ3r+DGd4lwwzv0mGGd+kww7t0mOFdOszwLh1meP8GZniXCDO8S4cZ3uUDM7zLD/HeCcBgMBgMBoPBYDAYjP9piKOosn7+BpIHaffu3TQambxxiiwP5s8bJgjJIzZ+/HgadU2WUU+fPp3mARMFZngzGAwGg8FgMBgMBuM/w/79+3Hu3Dman4zkKiOGOFlKLJhLjEDygY0ePZouQyZLhclbt0iOL1Jf8LWc/7OGN1lDzcLMGQwGg8FgMBgMBoNRFohxffz4ceq1JsmtSa4ykmcsJiaG5jET5O7du0hPT6d5zmrVqoV69erR/GAkMbe3tzf+E4Y3g8FgMBgMBoPBYDAqhiqV+CMu5JXXaWlpnDdvqaio0LdxkTdcCULqEQ858XgXUvha6eTk5DIft/Jkf2EwGAwGg8FgMBgMBqMMdO36+1ewkldUlwTxbBPI26r4Ia+LLizjR19fn374OXz4MDXEy/oKawLzeDMYDAaDwWAwGAwG4z9BRkYG/b+MjAxnu6ysbJnWbJN13mfPnsXcuXOhrq5e5uMyjzeDwWAwGAwGg8FgMISpRK+/LatH+08UhoyTtd784ePE6JaXly/1d+Qt3Lt27cKBAwcwadIkjBgxQqTjMo83g8FgMBgMBoPBYDD+E+gUhJh///6ds51819LSKvE3OTk5mDdvHg4ePIhFixZh5syZIh+XGd4MBoPBYDAYDAaDwfhPULt2bSgpKeHVq1dF20iStI8fP5a6Znv+/Pm4efMmtm3bhlGjRol1XBZqzmAwGAwGg8FgMBgMIapU5lhzMSFru+3t7bF161a6RltPT4++HkxbWxs9evRAXl4efU+3srIyDUV3c3PD9evXqfHdokULxMXFFe2rsE5ZYB5vBoPBYDAYDAaDwWD8ZyDv8B46dCiWLl2K4cOHQ1JSEseOHYO0tDSio6PRrl07amwTPD096f/Je7zJdv5PYZ2ywDzeDAaDwWAwGAwGg8H4zyApKUnXbJOPIOTVYQEBAUXfjx8/Xi7HZIY3g8FgMBgMBoPBYDCEqPK/F2n+j8EM7/9BviSmoLJgpKKIyoSsdOVZXVGZxrHY9ExUJuroqfzTEiothppKqCy8/RmJysQv/EJlITUrF5WF/F+Vp10IvhHJqCy0qaGGykQD/coz9l2RrVz3b+jXQaUh4iMqCwlS3PcQ/+Pk56GycMOPm7H6n2Z6O5N/WgLjH6byWCEMBoPBYDAYDAaDwWD8D8I83gwGg8FgMBgMBoPBqNQRmv92mMebwWAwGAwGg8FgMBiMCoQZ3gwGg8FgMBgMBoPBYFQgLNScwWAwGAwGg8FgMBjCsFjzcoN5vBkMBoPBYDAYDAaDwahAmOHNYDAYDAaDwWAwGAxGBcJCzRkMBoPBYDAYDAaDIUQVFmtebjCPN4PBYDAYDAaDwWAwGBUIM7wZDAaDwWAwGAwGg8GoQJjhLSKJiYkYNWoU6tevj6FDhwqVv3r1Cubm5oiIiCh1H126dMGePXsqWCmDwWAwGAwGg8FgiE+VKpX382+DrfEWkatXr+Lt27c4d+4ctLS0hMobN26Mp0+fQl1dHZWRyK+fcOvELsTHRELLyAx9J8xDVS1dTp3M9DTcPL4TwX5eqCIhgXptu6LL8PGQkJTEkQVjkfQjtqhuXm4uVKtrYeLWkyJrCQ7wx7n9mxEbFQ7DGuZwmLEE1XX0OXUy0lLhfGgb/L1fQUJCAk3bdcGQ0dMgJS2N9NQUnN27EZ9930JaRhZd+g1DzyEjxG6bgI9+2L9tHaIiQlGjpgVmLFoFHT2DEuumJCdh1jhbrNt5BFo6vPbLy8vD6cN7cO/GFfwC0Kl7b4yZMofqFldLZIGWmX/QMnOcLdaXoOVugZbOf6El7MtHuB/Zjh/REdAzqYmhkxeimrYep05meiouH96GL+/f0mM0at8dliMmQlJS6rdl4vDB7z02r1uFsNBQmFtYYNmq9dA3MOTUyc/Px65tm3Dj2lVISkhi+IhRGDl6LC1LS0tD9w4tISsrW1R/3KRpsB0xSmQtvr7vsXbVCoSGhsDCog7WrNsIA0NhLVs3bYCnx1VISEpgpMNoOI4d/8cycaihoQDHlvrQVpFFyM8MHHoehu+p2Zw6clISOGJdH9l5+UXbLr6PwY1PcdBXk8OGPuacsoPPw/AmLElkLc0t9LB7Tm/U1K+Gd19iMG7DFQRHJXDqKMnLYNuMXujTphbSMrKx9dwzHLniJbSvWztH4vG7UKw7+Qji8tnfD3u3rkVkeCjMallg9pLVv72mpo8Zjo27yTXF6+s/vsdi9+bV+PThPeTk5NF3sDWsR44VU4sv9mxZi4gCLXOWrIGufulapjraYNOeo9Au0BJHtGxajY9Uixz6DbaBjcPYf6RdCvn16xcWThuL+o2bwX7MJIhLTQ0FjG9jCB0VWQT/zMDepyGITRHuw6fsGnL6qYtPNDz9v+OMfUNOXRlJCXyITsGa219F1hIb9BlPzu5BUmwkNAzN0Gn0bKhqcu+X/Nw/tgVVqkigs+MczvbMtBS4rZmGfnM3QVlD+LmhrMQFf8bL83uR/D0S6gZmaDtyNlSq65Ra/8nJLagiIYl2I2eLVFYWmtesjt0T26KmrireBf3EuD2PEByTwqkjJVkFO8e3Rf+WRvQ+5PzoKxaefIVfvwBVBRnsn9IOnerrIjM7D/uv+WPbZV+xtFA9tTSxe3JH1NRTw7tvcRi38z6CY5IF9Ehg58T26N/alPZX54eBWHj8OdWjpSZPf9++vi7iEjOw4swruD8Pwt8w3b4L6tXUxfgVZ4XK5GSlcWC5LXq1r4vUtCys3O8JJ49Xfyz7nzhPk9rz9Hz7gXG7H5Z8nia0Q/9WxlSD86MvWHjiBU+PItHTAZ0a6PH0ePphm9t7sbSYaypiWgcT6KnJ4euPNGy/H4To5CyhekMaamNQQx3ISEngbWgidj4MQnYeaSkeSrKS2DO0HhZc/YTvAmMVgyEI83iLSHJyMqpXr44GDRqUaHjLyMjQcklJSVQ2crOz4bZzJVr2scKsQ24wqd8E7nvXCtW773SQGtxT95zHhC3HEfrxHfye3KZl4zYdxdxjHvQzdY8zVKpVR1e7iSJrycnOwsENi9BjsB22n7sFi0bNcWTLcqF6l07sRU52NtYeuYhle84g5Msn3Ll8jpZ5Oh+HrLw8Np/yxNyNB3DX3RmBH3zEapvsrCxsWDobg4c74JznYzRq1hJbVi0osW5EaDCWzByH7zFRnO3uLmfg/94L+0+7Yf/pS/D1foMHtzzF0rK+QMv5Ai2bS9ESHhqMxaVo+VCg5UCBlvtiaCHn6ezWZejQfziWn/CAWYNmOL9zlVC9a6f304e4RYcuYvauMwjy94H3o1t/LBOVrKwsLJw9HfYOY3Dn8Qu0aNkGSxdwH3IJF5ydqIF+4coNHD7phMsXXfDk0QNa9vVLAExr1MSD515FH3GMbqJl9vQpGO04Fk+fv0ar1m0wf+5MoXrnnc5QA93j+i2cPuuMC67OePjg/h/LREVaogpmdTShxsd4lw/U2JjWwVionmFVeYQnZmKMs1/RhxjdhWU+kcmcMnGMblkZSbistcKO88+h03cz7r0NwpkVQ4TqbZzSHUbaaqhvtxc9ZpzGTOvW6NfOnFNn6tCWaNuAO5khzjW1dvFsDLUdBdcbT9C4eStsWF76NbVw2jjERnOvqe3rlsPI1AzOng+x4/BZeLq54N3bV2JpWb1oNobajcbFm0/RhGqZX6qW+dPGCmnZtm4Z1eJ67SF2HnGCh5szfMTU8rftUsiVC07w9xVv/C1EWrIK5nU1hbtfLEad88X7qGTM7mQiVM9InfThDIw4+77oQ/o9gX/brMufkJSZAyevSJG15OZk4/b+NWjUcxhG7boA/TqNcffwxlLrB/s8x9dXD4W2J0SHw2PrAqT8LJ6wFoe8nGw8OLwWdbsPhc1WV+haNMbjYxtKrR/27jmC3zwSuawsyEpLwmVhN+y47AudEWdw730kzszpIlRvgmUdGFZXQu0JLmg6/RK6NdKHbaeatGyJdWOkZuTC2PEcui7xxLT+9dGurrb4ehZbYoebD3SGH8O9dxE4M7+HsJ7e9WCoqYzaY86g6RRndGtiCNvOvPHm6Oxu1JAzG3UaIzbfxp4pHdGohoZYeiQkqmDu6O5YP3NgqXVWT+0HRXkZmPZYAus5R7Bx1iDUr6X3x7J//Xla1AM73N5Bx+4k7r2PwJl53UrWo6mE2uPOoek0V3RrTPTU4umxaYrUzFwYjzqDrouuYNqABmhXt/TJp9+NNct61cKFd9EYdtwLPuHJWNjdTKhe+xrq6FNXC3Muf8TI0z5QlZfGsMbFk29ksnpTfwtoq8iJrIHx3+SvDW/iPVqzZg3atWtHvb329vb48OEDLfPx8cHIkSPRtGlTtGzZEosWLUJCQgIn5PrYsWOYNm0a/S2ps3btWuTm5hZ57bZs2YKOHTuiXr166NWrF86fP/9bPb6+vjQUnOyvTZs2WLFiBTIyMor2d/LkSfTs2ZOGipP/8++PhInXqVMHjx49Qt++fYuOeffuXVq+cOFCGiIeFRVFw8nd3Nz+GGqekpKCBQsWoFmzZmjVqhVOnDjBqT9x4kR06NABqamp9Pv3799pO5A2LW9CP72DnJIK6rbpAkkpabQZYIvE2Gj8iAzl1Os5egb6jJtDvcjE+52bkwM5RWWh/T10PgKjOo1Qs3ErkbUE+HlDUUkZzTv2oN5ry2EO+BEdiaiwYE69X/iF3tajICevAGXVqmjRsQeCAnj9Ky4qnHoMf/3KpxkXiUdeSkoa4uDn8wZKKqro2M0S0tLSGDZiLKIjIxAW8o1TLzwkCEtmjscAK3uhfdz2dMOoSTOholYVqmrqWL5xFxo1F71tfAW0WP1By8AStNzydMPoSTOhWqBl2cZd9KFaVIL830FBSRmN2nWlbdt5sD1+xkYhNiKEU2/g2NkYOmk+r8+kpdKHVgUllT+WiYrXm1dQUVVFD8s+kJaWwaixExAZEY7gb1xv1q0bnrAbMRqqqmowMDTCUGtb3Lx2lZZ9CQxAzVpc404c3rx+CRVVNVj26QtpGRmMmzAJ4eHh+PaVq+X6NU84jHKEqpoaDI2MYGNrj2seV/5YJip1tJWQmp2LFyGJyMv/BfcPsdBSkoGearFnn2BYVQ5hCbwxURCjqnIILaVMFDo2NkF8cgZc7/kjJzcfm848galeVdQ24j7I9mtXG6uOPkBCSiZCYxJx9KoX7HsVeyzN9NXh2K8Jrj75/Fd63nu/gbKKCjp1511TxFMdExmOsGDuNRUWEoSF08dhkI3wNbVqyx6MGj8NklJSSE5KpGOPgpKS2Fo6F2ixcRiH6KhwhJaghRjdg62Fo3hWb9mL0RN4WlIKtCgqKv0j7UKICAvFjatuaN1B+KFeFOppKyM1Kw/PghOQm/8Lbr4x0FKWhb4q96HWWF0eofF/7qcT2hjg5qcfCPopep+O+vwesorKMGvZid4vG/exQXJcNBKiuPdLQkZKEl5dOg7ztt052xOiw+C5bQEadB+EvyU68D1kFZRh2pynp34va6TExSAxOkyobmZqErzcT8CsdTeRyspKx/o6iE/NguvTIN71ffEdTLVVUFtfjVPPTEcFkhJV6IeQ/+sXsrLz6L9r6KrS7RJVqlDvM+nD2Tl54ulpoIf41Ey4Pv7K0+PqBVMdFdQ2qMrVU3DMIj35PD0KslLo0lAfi44/R3pWLnyDf+Lik69FRrmoHF09Aq0b1cDxy89LrWNl2Qwbj95CRmYOvD+G4cItL9hYNvtj2b/6PNXXRXxKFlyffOPpueDD02Og9ufzVHDMGjr8enhl4uhpqKeClKxcPPr6k441zt6R0FGVo5PP/PSy0ITT20jEpmQhMzcfW+59xZ0A3kS1QYHRfdk3Bv/rVKnEn/+c4T1z5kw8fvwYGzZsgLu7OwwMDODo6Ij3799jxIgRqFmzJlxdXbFr1y66bcyYMdQALoRsb968OQ3hnj9/Ps6ePQtPT55njoRz37x5Ezt27MCtW7eoUb9y5Uoa6l0S5KHXwcEBmpqacHFxoUbys2fPsGoVz0O3ceNG7N+/H1OnToWHhwfs7Oywbt06aowXUmjsL1myhOqoVasWNZzJBAPZRv42bW1tGk7eu3fvMrUPmQw4ePAgNbofPnyIyMji2Xcy0ZCTk4PNmzfTQY1MThBPOjlmefMzKhzVdIpDCCUkJKGmpYOfUdwbN3mYk5KWweXdq3Fw9kioamiiZpPWnDrEWP/44gE6WY8RS0tMRCi09I2KtUhKQkNHD7ER3IeaEVMXQd+EN/NK+PD2BfSMatB/d+o7FO9ePsYMq25YOn4oNcpNa9cTS09EWAj0DYu9gyRiQUdPn27np5qmFg46XUHXXv052zPS0xEdGY6oiDBMtBuA0UN74s41d6hXq16hWg79QcsEuwEY9Rda4iLDUF3XkNNnqmnp0u0l9Rmn7SuwZZot1Kpro3bT1n8sE5XQkGAYGZsWH1dSEnr6BggJCRauZ1Jcz8jYpKjO18DPCAsLgdXA3ujXoxMNSc/JET08LDgoGCYmXC1k/AsO5oYnhgQHwdi0uJ6xsUlRnd+ViQp5aIhOKg6TIw8lsanZ0BGYiScPFiSMd0v/2tgzpA7smuoWPeCQstqaitg1qA52DqqD/vU0xdJiblgNgWE/ir6Th6OgyASYG3INb3Lc9Kycou9kwsBEt2qR1+jIogGYvesmUjP+LnwvIiwY+kYmnHOlrWeAcIFrSkNTC0fPX0U3S+41RSCTK6Qvzxxnh6mjrdG8dXvUql1XZC3Ec2wgoEVH14Bu52iproXjzh7o3rt/iZFVRMv0sbaYPMoKzdu0Ry2Luv9Iu5B75o71yzBp5gLIy3MfWkVFT1UOkUmZRd/zSR9OyaKhoIIeb9Kvdw2ug0NW9TCyuR6kCvpwIQ11lak36uoH8TzNiTERUNPW54x9JKw7IUY4f8tTp33UM65Yldu/yXebtcdg3oZrkItDUkwEVAX0KFfXRlJMuFDdl877UK/7UCioaYhUVlbM9dQQGJHEvb5jkmEuYNCduBOAesbqiD4zAuGn7BEQkYiLz3jj24Fr/ujfygg/zjvg8yEbOD/+hteBceLp0Sd6Erl6ookeruF94vZH1DOuhujzYxDu5IiAiARcfPqVjjXkQ4xu/n2YaIs3Qbx4pzuGzDiI2B/cEOpC1JTloVVNBQHBxQZbYEgsaplo/7bsf+I8RSYK69ETOE93PqOeUTVEO41C+BkHnp6nvMnAA9c+0BD0Hy6O+HzElobFvw7kRbuIgr6aPCISuGNNdFImHTMEl28pykhiv1V9ODk0xvCmekhI492zfqRlY8y597gbUHyvYzAq1PAOCgqiRjfxKrdv3x5GRkbUMB40aBCOHj1KPb/Lli1DjRo1qLd3+/bt8Pf3p0ZrIcRTTrzi5IF1yJAhqF27Nry9vWlZWFgYFBQUoK+vDz09PWp4E+PVxEQ49IxADHw1NTWsX7+eGszE004MW6KLeJSJd3v69Ono168fjI2N6XFtbW1x+PBhavTyG8utW7emdSZPnkx/GxgYCGVlZaqHPJyQcHKytu5P7UP+1uXLl1OPt4WFBbZt20YfmgrR0NCg3m2iffHixfDy8qITDfx1youcrExI861rJUjLyCEnS3hNC6HfxIWYttcFGakpeHyRu4b7zU03NOhoCQVlVbG0ZGdmQEaW234yMrLIzioeCAVxO7kP0REh6DZweNEDX7cBNtjpcgdLd53Cm8d34PvmmVh6MjMzICuoR1YOWZlcPQoKipBXUBD6fVoqb83Uy8f3seXAaWzccwJP7t/C/ZseImvJKkGLrBhaXjy+j60HTmNTgZZ7YmjJzsqAtIAW8p30pZKwmroYiw9fQnpqMu64HC9zWVkh0SuC1x35Ts4fP5kC9ci/SbsS5OUV0KRpCxw/44Ijp87hnbcXTh47LIaWdMjJC2qRF9JCNMvLyXP1ZmT+sUxUyLrXrNziNa+E7Nx8yEpxh3lS52NsKpbfCMTKG19grqmEAfV4y2aIt9EnIhnzPT5jy/1v6GxWDR1MRc9XoSAnwzGoCRlZOZCX40ak3HjxBUtHd4SqkiwNOXfo3QhyMry1/7OsW8PvWyweenMNUnEgbSp0TcmV/ZriZ/Pe4zhy/gpdvnHd/aLoWsj1LVeCFoFrSkHxz1q27juBY85XqZZr7hf+kXZxO38axjVq0SUxf4ustATts4L9lazT5ujOyYd/TAoWeXzGkmsBqKOlhMENuIZJ/3pa8PjwnXqzxCE3KxNSMty2kZKRRW4293759c0j5GRloHb7nkL7kJFTgDTf9f035GZnQlKae/+WLEFP8NtHyM3MQM22wnp+VyYKxEPMb6QSMrJyIS8rJRxa/Ogr9B3Owny8M/VsTrC0oGXSUhLYffUDNG1PocUsN1i1qwHLZgZi6pEWQc8X6NudgPmYM9QjTsLPUzNy8ORDJFY7tIKcjCTqG1fDoLY1isYiUYkpxeAuRFGedx7TM4vHyPTMbCjISf+27N9/nkTQ8/gL9Eecgvk4p4LzxJtYlJaUwO4rftC0OYEWMy7Aqj3RYyjW/TIzN09orBG8XyrJSqGruQaWXwvAZBc/1NBQhFUTXqh5Rk4+9YIzGP9vhjcxRgmNGjUq2kYSFhGv7bdv39CkSRNOfWJUE+M1ICCgaBsxyvkh5cQDTCAeaWL0klDzwYMHU6OVJC2rVq1aqXrq1q0LKanii5gY/JMmTaJGMNkvMcb5adGiBX7+/Ek/hZjyeaCUCkIJCzWJ0z4krJ3f0CaTDPx069YNAwYMoKHrs2bNEmqT8kK6hJt0TnYmZEp5MJCSkYGSmjpa97PBV5+XRdvzcnPw6eVDNOzUS2wtxKgVNPizs7Pomm1B8vJycWbPBng/f4BZa3bTMGwS/n5i+yp06jOE7ot4xTv1HoLnd0Rfx1xk2ArqycqkRlpZIOHyhCG2o6GsokqTnPXsNwSvnz8SSwtZe8kPeSiXE1HLUD4tvcTUQo1swT6TVXqfIX1MWa0aOg2wxWevF2UuKytyJRgomZmZdELsd4YMqVN4LmfMWYApM2ZDSVkZ2jq6GDF6bNH6b9G0yAsZKMSoIkaKoOZMAS2Fen9XJirUQBF4aCDfBR8MnLyiaCIq8tDwMz0HHv6xaKLP8+zsexqK65/i6L4ik7JwJ+AHmhiI7vWhRrYs90GRfCcJ1PiZt+cWfcD0c5qK08sHw+mWL5LTMmFhXB0jezfC4gO8ZT5/C+kPgpN65NzJieGhlZGVhZ6BEU2u9vr5Y7G0CI41REtZx5qStPT7Cy1/0y6hQV9x+5o7xkyZhfKgJCNbtoQH5NNvImk/Ts/Jx4+0HFz2i0Uzw+JJYDV5KVhoKeHRt3ixtRAjOy+He57I/ZN/IjI9OQFvLp9EhxHTxT6OaHq410+egJ6M5AR4Xz2F1rbCen5XJioZ2cRY4uaxIcZTWgb3OenQtA5wefINiWnZCItLxeYL7+DQ1Zwac8dndsLB6x+RkZ0Hv5B4HLzxkZaJpYcYbzIl6MkU0DOjCzW8E9OyEPY9BZtdveDQg2dgOm67B4PqSvhyYiTWO7bB2XsBSE4r2SnxtxBDmqdRmjNZmZae9duy/8x5mt6JTgRQPd+JHm84dCvQM6sLDl77QP82que6Pxy61RZZS0lGNh1rcrj3y5y8fFzxi6Xe7aTMXLi9j0ZLY66H/j/BPx1PXuV/J9b8rwxvfgNXEH4PsuB2spaskJI8u4W/JR7n27dvU+85MaBJmPbAgQNx+fLlctND1qsI/vZ3mkShSkGe+8JjlKaTGPVkMoJsJ6HxFYW6rgHNZl5Ifn4eEmKjoC6QSdx161J89XnFMbRlFYrXD0YE+kNRVR3V9YUTN5UVEmZOspkXacnLQ1x0BLT0isPPCSQEeP/aBYgM/Yb5mw8XZT0n3kuS8bwwHwBBQkqKhl+Kg76RMc1mXgjxppNwbfJQWxbIWmqyZj09LbX4b6Lrz8XTElmCFn0RtaQJaKHpSkWEhJmTbObF+8nDz5hITvg54eTGhfjsXWxM5+bmQL5gzenvykSFhGKTbOb8bRMRHgZDvnBZXj1TTj0Sem5ozKtz5MAeui6cv4/JynA9SWXBxNQUoSEhHC3hYWFUI0eLCbceCXk3Koja+V2ZqEQlZUJbufjvIMMPWR9Lwuf4GdJAG9WVZDhJ2XLyftFkM8Ob6EJeWoKT7ZaUiUpA6A+6PrsQEsZZQ08dgeHFE5wETXVFTNt2DYYDtqHj5ONQVZKD79dYmmBNV0MFXy7MRLTnfFh3q4+5tm1xaYMNxMGAXFPhYQLXVBhnScfvIOP/1FFWCP7Km0wt7DeKysqiazE0oRnE+bVEketbBC2THawQxK8lO4de8//f7fLiyQP8/PEdDoN7Ylivdnh45wYuOJ3AivnTIA4kzFyHLycBiR4nfTqKbwkFwaqRDjT5+zDtp8X32cZ6KjSqI61gnao4qOnoIzGWe79M/h7FCT+P+OiD9KQEXFg5CSemD8W7G674+voh/V7eqGoZ0GzmHD1x0VDRKtYT9ckHmckJuLJuMs7NGQa/2xcQ/OYhrq6d/NsyUSGhv2Y6qtzrW0cFgVHcRIx61RQhI1VsaJFzlJuXDyU5aagpynImCsl2su5XHEjIuJmemoAeVU74OdWjocQ5JjlebsEx1ZVlYbP+JgzsTqDfcg+a3Ius9a4IEpLT8T0+BTWNipfy1DLWQmDI99+W/evPU2QizHQFzpO2Cif8vFiPRMl6lErQw3ftl5WIxAy6tKVISxVAV1WObhcck0ioeXE9klGIwfiHDO9Cz6yfn1/RNmIIkaRpISEhNGyan8+fP1MPdlk9uqdPn6aGd9u2ben6b7Ium4SAX79+vcT6ZmZm+PjxI2cN+Z07d6geckxi8AtqIuvFSdi4qqp4IdO/g4SWEwpD5wuzopMQen52796NmJgYGkb/4sULODs7oyIgidDSkhLg9+QONaafXzmHqpq60BAwdrWNzfD86jlkpKX8H3tnARfV8sXxn3SDRZeK3djdgZ2IimL79Nn6zGd3d3djN3a3YjcqjSAKojSI/D9nVmAD1F0F8f/O189+ZO/M3j17Z+7cOXNi8CksFNePuKNE9bRELG9eP4elg+S3qUrhkuUQGRGOG+eOC+v18T2bkdfcChY2shO+XasXCNfkYdOXwcgkbSKvb2gEu4JFcWDTcmGRDX0TiIvH9sGxah2V5ClZtgIiPoQL13BaCNmzdR3MLW1gIxVP/L1FFto+7MCuLYiK/CSyjJ84vBdVa9X7aVl2qyBLHTlZjqsoS4ESZREVES6ykJPCfH7/NuQys4KpVHw+YZWvkCijsISI96G4eHAHytZs+N0yZXGsUAnh4e/hceSQUHw2rVsNKxsb5MsvO6bUb+SELRvXIjw8TCjme3ftQCOnZqLsxfPnWLl0kXBHD34ThC0b16FxU8XY1e9RoWIl4Slz5NBBkXl/7eqVYluz/HLjW2Onptiwbo2oS4q5+45taNq0+XfLlIUUDWNdDVTPn1PETrcqYYbQyHi8kdseheJjO5S1gJZ6DuTR10TzEma44hMuFOxSlobCZVc9hyRba4PCeXDFW3mr4cV7vjDNaYBOjUoJK8WoLjXg/SZcKOTS0PHJveqICVi5Ipbo3qwsNh27hznbriCv0yyREZ1eu848EluNtR2j2thYypHuqTCcPS65p3ZtWSfiqm2VuKfInXr7hlXCk4KSjx09sBt1GzZVWpbS5SogIjwMZ77K4r55rcjhoIws+RwKYtv6lUIWSsp29MAu1G3UNMuvCyWG23/6OvacuCJelKStfefumDxnKVThSXAkjHU0UatALhGzTX0xJDJBJu6byJdbV+QmkPRhLbQuaY6Lr9L6qUNefXiFRuNnsCxcGrGfIuB17Yx4Xt475i5ivHNapC06FqpcFz2XH0T3JXvFq4yTMxwq1kb7SSvxqzEvVAqxkRF4feOskOfRiV0wzGMBEyl5ClSqi86LDqDT/D3iVbJhe+SrUBst/l3xzTJlufg4GKYmuuhU20Fyf7crA++QSKHoSXP6XiAmdCoHIz1NsV3X8NalceC6Dz5ExcPzZSimda0o3IopwRZlsqYyVbj4KAimJnoiGZqQx7kcvEM+CoVcRp67/pjQuSKM9LQk8rRzxIGrktjhBX1r4O/mJcWCZQNHGzQqZ4cd59O8M381e0/ewb/9msJATxtli9rAuXF57D7h+d2yP7ud3kjkqVNQIk/7siLGW0GeuwGY0LlCWju1KYMD177K4xWKaW6V0+RpUhwHvsajK8ODoE8w0dNEvUJ5xFjj4mglthKjHT+kOef1Hs2KmyG3viaMdDTQtowFrqrwTGSYX6J4U6x1w4YNRfKyGzduwMfHR8R0kxsdKY9kxaX4ZXI7p2zfI0aMEFnDSXn+EcLDwzFlyhScPXtWJCS7fPkynj17JjKWEwkJCXj37p34n6B4bcqaTjHn9J23b98WScvIWk4u4x06dBBKLiVN8/Pzw/bt20UCN0qYlmKdVhZS8kkGchGVx9bWVmRFp99w7do14XpOCwgp8hK0EEAWfbpu5PZOMeWzZ88W8v1qyNW3/Yhp8Dx1EIv+agufR3fRauC/ooz253589az4u1qrzjCzd8Caf3pg65QhKF6lLsrUSUsk9/F9qHBB/xnIRfLvCfNw/ugeDHd1wrP7t9F7pCST++S/O+PmhZPCon31zFEEeL/EP12aYrBzPfFaOkmy72ifUdMQGxONUd1aYNGEQajTvL3Y51sVyL17wqwlOLrfHa7Na4ttgkZOmi3K/nZriwun01/skaZH/2HIV6AQBri1xbA+nVG7YVOhjKsiy8RZS8QWQZ2/yjLqqyz9lZSFZB/apzPqqCgL9ZluY2bh2on9mNqjBV499ESnoRNF2cJh3XDv8mnxd522XWCZryDmD+mCVeMHoHT1eqhQr9l3y5SFXLMXLFkltgtrVLsqbt28humzF4iyjm2b44SHJI7duaMrypQtB1fnVujdrTPatHdBzdqSvjFmwmSxQNiicR30cO2AWrXroU37DirJsmzlarElWM1qlXDj+jXMnb9IlLVu0RTHjkqyqHdy7QLHcuXRvnULdHV1gXOHjqhdt953y5SFFOe557zRsHBekXCqhIUhllySWNNnNy+Mqvkk7nHrbgRAPUcOLG1bHFOaFIJnwEec9ZJYdhZd9IFNTl2sdi6JkXXz4/CjUDx4I7vn648Ql/AZbUbvRP82FRB05B/UK58frpP2ibI7m/6CS31JEsSxK0+jgHVuYdXeNL41hi8+gVtPld/66UfuqUlzluLwvp1waVIL927fwJipc0TZX65tcP7Use+e468hI8W41bV1I0wePQRdevVHuUpVVZKFspIf2rsTzk41cff2DYydMleU9encGudOfl8WSmRG53Ft1RCTRg1G195/o3ylar/luvxKaG/cmWdewaloXmzsVAqlLY2w4IJkUr2wVVHUyC/pw6uu+ovFpdUdSoq+fcs/AqekEhyRR0eEnDutKq7dToMm4/G5w9g8pIOwbtfvO0aU7Z7QFy9vqLbt38/IU7//JDy7cBju/7gIC3atXhJ5Dk79C963lA+XURXadqvNtJPo36Q4gra4ol5pK7jOk8wf7ixuC5eaksXHgauuIjg8Bo9XOOP6/FY49zBIxAsTneeeE4qV9/qO8JjsJPaH3n/NR3V5Jh9D/+YlEbS9B+qVsYbrbMkWqHeWu8ClliRB68DlFyXyrOmM64ucce5+IJYckuwB3X/ZBTSvnB9v3XthWrcq6DjzBALepXmN/QreXZ2PamUl12b8ksMIj4jGs6OTsWt+b4ycvw8PvYK+W/bHt9PU4+jftASCtrmhXmlruM6VhBPdWdoeLrUk23kNXHlZIs8qF1xf2BbnHgRhySHJ3uGd55yWyLPRFR5TmmHF0cfYr8J+6zTWTDz2Ai1KmmFX93Ioa2OEmadeirJVHUqiTkFJSOuBByE4//I95rcujnWdSuPlu2jsvR+M/xo5svG/P40cyar4UEtB22WRckuWaVIoS5cuLbbdonhust4uWrRIWKFJ8aVY5uHDh4sEaARZoikRG20nlgJlQqdEapSBnCbHlGiMLNyk3JJlmlzNKSs5JTgjZZ4SpJFlnLbgStnCjLKSkxWerNiUeXzYsGFikkzno+zie/fuxfv371MTrDk7O4vPppyPFH1K6EbQtmD16tVL/Q7KlE6u7ufOnZMpp6zuFIcufw5SyEmRpt9A7r6k/N+6dUskoyOFn2K7KREcZVsnSMZ27dqJWHlaFFBlP/BNtxW3F/ld2BnJxrv+biyNf02im19BdhouHr9Vfq/mzKROQdWyaWcG8jFpv5ueO+8ju7B/nWRxIbvweO8/yC6QS2J2gbYHyk6MOvoM2YWqBWQzPP9u4hKzT1tNXZZ1yvwP8fnndjf4pQQ+RbbBPi3PUrbgi+ohHr+a2o2z17U53u/nk1D+Dp4HxyC7UsRCtbw4f6zizWQ/WPHOGFa804cV74xhxTtjWPHOGFa8M4YV74xhxfsbsOKdPqx4Zwgr3r8GVrx/HaplomIYhmEYhmEYhmH+r8lG68j/7RhvhmEYhmEYhmEYhmG+DSveDMMwDMMwDMMwDJOJsKs5wzAMwzAMwzAMowB7mv862OLNMAzDMAzDMAzDMJkIK94MwzAMwzAMwzAMk4mwqznDMAzDMAzDMAyjCPua/zLY4s0wDMMwDMMwDMMwmQgr3gzDMAzDMAzDMAyTibCrOcMwDMMwDMMwDKNADvY1/2WwxZthGIZhGIZhGIZhMhFWvBmGYRiGYRiGYRgmE2FXc4ZhGIZhGIZhGEaBHOxp/stgxfv/EFM9HWQXEr98QXYiOw0e6mrZR5jIxM/ITnz+kozsQlI2koXwexuJ7ELu4qWQnYiNT0J2IZeBFrIL8Z+z1zgcmI368Gd7Y2QnPH0jkF3Q0tVGdkLfMBeyCx80ss/9Dd/7yE6YVKiD7EJkdMLvFoFhZGBXc4ZhGIZhGIZhGIbJRNjizTAMwzAMwzAMwyiQffwz/3zY4s0wDMMwDMMwDMMwmQgr3gzDMAzDMAzDMAyTibCrOcMwDMMwDMMwDKMI+5r/MtjizTAMwzAMwzAMwzCZCCveDMMwDMMwDMMwDJOJsKs5wzAMwzAMwzAMo0AO9jX/ZbDFm2EYhmEYhmEYhmEyEVa8GYZhGIZhGIZhGCYTYVdzhmEYhmEYhmEYRoEc7Gn+y/hPWLzr1q2LpUuXir/pf3qfGVy7dg3t27dH6dKlUbNmTcybNw8JCQmZ8l0MwzAMwzAMwzDMn8F/wuK9d+9eaGtrZ+p3vHjxAn379kWPHj0wf/58BAQEYNSoUULxHjt2LLILfl5PsGf1fLx7EwCr/IXQaeBY5DG3kqkTGx2FPavm4sWD28ihpoZyNRuihVt/qKtr4MuXLzi0cRk8L56EmpoaardwQb02nVWSxdfrCXatnIfQNwGwzl8IroPGIa9FOrKsWYhn924KWRyr1UWrbn9DQ1MTnz6EYdeqeXj5+B4MjXOiuWtflKlaW+Vr8+LpI6yYPx1BAX4oUKgohoyZDAsrm3TrRn76iCG9OmHG4rUws7AUx/y8X2FQjw7QkuprQ8ZMQbXa9ZWW5fmTR1g2b5qQxaFQUQwbN+Wbsgzq2RGzlpAskuv3PvQtlsyZgmePH0BHRxfN2nRAh669oApBr57hxIZFCA8Jgpm9A5r3HYmcZpLfnEJcTBSOr18En0d3RDuVqFYP9Tr1hZq6OtaM7ImP79+m1k36/Bkmec3w1/zNKsnz5NFDzJs5GQF+fihUpCjGTZoOKxtbmTrUT5cumI2THkegpqYOF1c3uHaT/H7X9i3wNvhNat3ExESYW1rB/YCH0rI8evgAM6ZOgp+fL4oULYbJ02bCJh1Z5s+dBY8jh8T16NK1O7r17C3KIiMjMXvGVFy7ehnqaupo0Kgxho4YCU1NLZWuTTFzQ4xo4ACbXLrwehuF6ce98OZjnEK9juWt0KG8FbQ11HDd+wNmnXqJhM9foKupjhMDqyD+85fUuuuv+mHXnSClZSlrnxMzO5ZGflMDPAqIwLAtd+H3Pkamztl/68I6l17qe00NNQSGxaDm5DPQUMuB6S6l0bi0BZIB7L8VgKn7HyOZ3qiA17NHWLNoJt4E+iG/QxEMGDUJ5pYZ31Mj+7li8vzVMDWX9PXoqEisnD8Vj+7dhpaWNpq0dkHrjt1UkuXp44dYOHsqAv39ULBwUYyaMA1W1jYK/WbFork4ffyI6DfOnbqiY9eeoiwmOhpL58/EtcsXoKunJ463bNtBJVmeP3mIpXOnIfDrWDN83FRYyskifV0G9HDB7KXrYP51rHlHY83sKXgqxhodNG/jAhc31cYaoriFIUY2LgjbnHp48TYKU489R1CEYh/uVNEaHStYQ1tTDddfh2PGcS/Rb3f0LA9zY53UeprqORD8MQ7Oa24rLUuoz3Nc3bEMn94GIbetA2q6DYNRXosM61/YOBdqOdRRs9sw8T4hNhpXti9F0NO74nlZoGJdVGzbU7SnKhTMq4e+1exgaaQN77AYLL3ki7eRsov7Oppq2OpaBglJafew+903OPI4FHpa6uhf3Q4lLQ3F/e7xNBQHHqaNzcpQrkAeLOpZCQXMjfDANwz9V12DT2iUTB0N9RyY370SmpW3Efftrqve+Hf7HYV7+Oi/DXDl2VvM2vcQqkLjzezOZZHfzACP/CMwZNMd+L2PlqlzfmJ9hfEmICwaNSachr62Bqa5lEaDUuaIiU/CshMvsOWSj0qyVCiYF0v+qoaClsa47x2G3ksvwickUuHaLOpTDS0q2Ynxzf3iK4zedFNcG2M9Laz4uzpql7REXEISVhx7gvkHVL82xCDXuihR0BJ9Jm5TKNPR1sTKCZ3QuEZxREXHY9KKo9h+5OZ3y1ShbD5qJ0cU+NpOgzd5wu9dtMK1mdmxLJzKWiI5ORn7bgZg8t6H4tpQ/57ftRzqlTRHVNxnzD70BHuu+//xz0vmv8N/wuKdK1cu6OvrZ+p3BAcHo3Xr1hg6dChsbW1RrVo1NGnSBFevXkV2ITEhHhtmj0PdVp0wfYsHCpcuj83zJyrUO7RpGXKoqWPi2gMYs3QHXj2+h9vnT4iyyx77hPI+dvlODJq5EtdOHcLj21dVkmXtzLGo17oTZm87jiJlKmDjvAkK9Q5uWo7ExHhMWr0bYxZvht+rZzh7cKco27poGjS0tDB1/QF0HzEF7ivnIuD1C5WuTUJ8PGaMG4Y2Hd2w89gllClfCXMmjUq3boCfD8YO7o3QkDTljfB55YUKVWpgz8lrqS9VlG6SZdrYYWjXqRt2H7+MshUqY+aEjGUZPbC3jCJJLJg+AXb5HeB+9AIWrtmGo/t34b6n8g/LzwkJ2LdwEio364Bhaw4gX4lyOLB0mkK9s9tXi4nlwGXu+GveRvg9fYCHl0+Jsj5z1uOfDUfFi8qNcudFvc79oArx8fEYO2IQOnXtgeMXrqFCpSqYMGaEQr297tuFgk7K9KqN23Bo325cuXRelG3bcxinr3iK14Hj52FqZoGBQ0eqJMvwIQPg1r0nLl69icqVq2L0iKEK9dx3bBMK+sFjJ7Fx607s3eOOixfOibJF8+eI9j564gx27z+MJ48fYcumDSpdGy31HJjRqih23A6E09LruO0XgSnNiyjUq1s4D1qVsUC/nQ/QZvUtmOhpwrWitShzyKsPn/fRaLjkWupLlUkETVDW9qmIladfoviIY7j87B1W9KygUK/etHMoPOyoeJUfewJvPsRi8r5HosytVj5Y5dJF5fGnUHfqWdQqaoq2FdNXCL9HQkI85kwcgZYdumLzwQsoVa4SFkwdk27dQH8fTBzeV+H+3r1lDXR09bBuzylMXbQOR/Zux5MHd5SXJT4eE0YNgYtrdxw+cxXlKlbGlHGKfXj/7h1CQd+69xiWrd2Kw/v3CEWbWLF4LkKC34iyhSs3YPf2Tbhy8axKskwZMwztOnfH3hNX4CjGmpEZjjUjB/ZSGGvmTx8vxprdxy5g0drtOLLfHfdUGGtS+vCsNsWx7UYAGiy6ilu+HzCtZTGFevWK5EWbspbos+0+Wi6/Ifpwl8qSvtFpvSfqLrgiXs2XX8fbT/FYfPa10rJ8TkzA2VXTUKphO7gu2A2romVxfu3MDOv73r8G71sXZY7d3LsWajnU0HHWVrSbvBbBXg/x8sYZqAItIIyqVwAHH4ag67YHeBAUieF18ivUs8+pi4APsei85X7qi5RuokNZC8QlJqHnjof499gLNC9hhmLmBkrLQosd24fVwqIjT2DXexfOPwrGxkE1Fer1alAYNnn0UXLwAVQaeRj1SlnCpbqszP0aF0HVIqZKyyAjj4Ya1verjBWnvFB06BFcehaKVX0qKtSrM/kMCg4+LF6Oozzw5kMMJu+RjDcT25eEdW49VB9/Cm3nX8JfDQuKRT+lZdFUx67R9bHwwENYdNmKsw+CsHW4opdlX6disM1rgCJ9d6HcoH2oX8YanWoXFGXjOpRFVOxn2PfYgXrjjmJgi5KoXtxcpWujppYDI7o3wIwhrTKsM2VAc+jraiF/w3HoMHwtZg1tjZKFrL5bpko7behXBStOvkCRIYdx8elbrO5dSaFet1oFRFtUGHMctSedRu3iZmhXWbKgPaZ1Cehpa6DsSA/0XHkdk9qXQjFr4z/6efknkCMbv/40sp3iTRag8ePHo3LlyihXrhy6du2KR48eZegmLn+scOHCWLJkCerUqYPq1avD19dXxtU8heXLl6NSpUpwdHTEiBEjEBERkVpGf0+ePBm1atVCqVKl4OLigps30yYSdC5XV1ehZNPnp06ditq1a2PKlCminFboHj58iDNnzggFPAWSY82aNejTp49wR6f3VIdejRo1QpkyZdCzZ0+EhYVlwpWFUKD1DIzgWKO+sBg3aNsVYSFBCAmQXdVt33cEOg4YLSy3ZHGmCQh9jrh7+TRqt3SBvqER8lpYo7pTG2H9VhavR3fFOcrXbCBkadSuK96HBCFYThZaCW7U3g3aunrCql2+RgP4vniM+LhYvHjoidbdBkBbRxfW+QvCsXpd3LqgvCzEw3u3YWBkjFr1naCpqQnnLr0QHBQIf1/ZCVuArzfGDe6DVs6uCufwee0Fe4dC+Fke3L0NQyMj1G4gkYUs1SFBAfD3kZXF39cbowf1RmsXRVkmz12Kbn0GQl1DA58+RgjrmZ6B8hMsv6f3oWNgiOJV60JdQxPVWnVCxNs3eBfoJ1OvcffBaNpnBDS1tIX1m/qMrr6hwvnO71wH+2JlUNCxMlThructGBkbo0HjpsIq3LVnXwQFBsDH+5VMvdMnjqFjl24wMjaBtY0d2jh3wsljRxTOt3LpApSrUBHVairvKeF56yaMjU3QuEkzIUvPPn8hMCAA3q9lZTnhcRRd3bqLura2dujQsTM8jhxOLe/Vtx/09PSRM1cuODVphocP7kMVHG1N8CnuM848f4fPX5Kx5YY/rEx0YJ87zcJDNC9pjo3X/BH8MR6xiV8w1eMFPB5LrF4Opvp4JWd9UIWqhfIgIiYRhzyDkJiUjCUnXsAurz4Kmiv2iRTGti6Oay/e4exXWfLlNYC6Wg7xShlXpS0LyvD4nicMDI1Ro25jcU+17dwTIW8Cxf0sTaCfROlu3k7Riyc40F/cR8nJX5AjRw6oqaup5Jlw784tGBoZo16jJkIW1+598CYoAL7esvf32VMe6NDZTfR38uho3b4jTh2X9OGrl86jx18DRZmFpTWat3bGyWNpfUrZsabO17HGxa03gt8EwC+dsYaU7jYduiicY8rcZejeVzLWRH4da/T1lR9riHJ2OUUfPv1M0oc3XfODVU7FPtyytIWwLJElm/rw5CPPcexRiML5/q6dH3f8InD1dbjSsgS/eAAtfUMUqFBbjH2lnTrg0/sQfHijaF2Li/oIzwMbUbCq7EJrtU4DUKPrUGhoaSM+JgpJiQnQ1sv4HvgWJSwMEZWQhCveH8S12fcgGOZG2rA2SbPuE3StfMNj0z2HhZE21HLkEPGaZD388iUZn5OUdyGpUcwcH6ISsO+6LxKTvmDewcfIZ2aAwlayClABc0OZe5i+Lz4xSaa8W92COHo7AD9D1cJ5ERGdgIO3A8V4s9jjOezy6KOgRcbXelybErj6/B3OfO03pGTPOfREjFsBYTHYeskH7avYKS1LrZIWCI+Kx+4r3kj8/AWz995HfnMjFLE2kannYGEke21ofEuQXJsClsbiOLUVjXt0TyVIXTdlWDelC6qUKYANB65lWMfZqTxmrTuJ2LhE3H3qjz0n78DFqfx3y5SlWpF02imvPgrJtRP1JTX5a5MoGftbV7TBomPPEJuQhAd+EThwKwBtKtn80c9L5r9FtlK8aYDp3bu3cNNevXo1du/eLZTRjh074unTpz98nh07dgjle9myZbC3t1coDwoKwo0bN7Bx40asWrVKKPZjxkisH0lJScJd3NPTE3PnzsX+/ftRqFAhoRCTMp3C7du3kSdPHhw6dAhduqRNRujzJDPFehsbG2PAgAEy371ixQphCT9y5AiKFCmCkSNHChnou1JkWbt2LTKDt0F+MLVKc4Mld7fc5lYIDZKdSNAESkNTC5vmjsf0/h2QM68ZileoKsqorplV2sPI1MoGoUF+Ksgiex6ShVze3wbKytLp71GwzidZBSae3L0OC7sCoq/QS9qtm1yKSXlXhUB/X1jbpvUVdXV1WFhZI9DPV6ZeblMzrN5xCPWcWiicgyzeTx/eQ4/2Tujp3AR7tq1XURYfWNvlk5HF3MoGAf6ysuQxNcO6nYdRPx1ZNLW0RDsO6d0ZA7p3EJb4QkWKKy1LWLA/clvYyFxjEzNLcTy9PrN/8RSsHNoVxnlMUdCxikyd90F+eHr9HGq7qO6GSgqAnb3stSEXXX9f2QUbem9nn2ZZsbWzV6jj6/MaZ054oO8ARSv1j+Dj4w37fLKyWNvYiOOy30P10mQh+VPqjJ80FYUKp62yX7l8CQ4FVVu8sc2lCz+pCfeXZAgXXToujYOpgXCr3OTmiEP9KqFbFVuERSekruDb5NTFjh7lcKBvRQyonU+4fCsLTahfS7lWkizkTuiQgXWNjrcsb42Zh9LG+R3X/FDUyhhP5jXFwzlN8DIkCkdUtCYEBfjCykb2/ja3tBbHpcmd1xTLthxEnUbNFc7h1LoDbl45j85Na6C/awvUqOeEQsVKKi2Lv58PbOXub0srG3FcmgBfH9hK9XUbO3thdSa+JCUJt+4UaBGAlHdlofPZyMliYWmT+j0p5Mlrhg3uR9CgieJYo/V1rBnUqxP6d3NGhao1UKio8mMNYZdbF35hMbJ9+EOcwmS4oJk+DLTVsa1HORwbUAXdq9nhfZSsyzV9pmFRU6y4KHs//igfQwJhYiaxbKWMfUZ5zPHxreJ1vrZjOUo2bAd9kzwyx9XUNaCuqYmza2Zgz/ieMMhtCttSiha+H8HKWEfG5Z6uTcineHFcGvtcurA01sbStsWx1qUkulW0Tr2HPZ6+QyU7E+zoWharOpTEpdfh8FJBcShkaYyXbz5KyZIMn7dRKGQpWaBPYcv5VyhukxN+a53hvdoZXm8+Yv8NyXyBlMqVf1XFyM23hcvwz+BgbohXIVGy4817Gm/SV7zpeKuKNph54EnqMVL0SJlLIelLslAKlaWwlQm8AqWuzZdkeId8QmE5xXvj6RcoYZ8LwVu7IGCzK14ERmDvVUlfXXnsCVpUtsP7nW54vtoF7pde45bXO6jC2EUH0XbwKrx9/yndchNDXZjlNsILn7SFKy/ftyiUz/ybZaq3U3rPBdl22nHZB8WsjPB8UQs8XtAcL4MjcdgzEMZ6mshrpIOXUud4/TYqw3b+U56XzH+LbKV4kzJ8//59LFq0SFiECxQogGHDhglFdsuWLT98npYtW6JkyZLic+lB8d4LFy5EsWLFULFiRUyYMAHnzp2Dn58frly5gidPnog4bSpzcHAQ1u+CBQti/XpZRWrQoEGwsbGRUe5pZXLbtm3Csh0TEyMWEkhBTIEs461atRLu6M7OzoiOjhaWc7Ksk5W/atWqePnyJTKDhLg4aGnLPqTpfUK8YkwL0Xnwv5i8/iBiIiNxfOe61HNoSp2DPp8YH6+CLLHQlIu7l5wrfVmIQ5tX4G2AH+q1dBEunw7Fy+Dw1tXCXTLQ5yXuXTsvXKNVIT42FtpSE1lCW1sH8XLykGWSYirTw9DYWCi4K7bsx8Q5S3HyyAGcOa68FSouNk58t4wsOjqIj/txWVKYs2wD1u48hId3b8Pj4F6lZZG0t2w7kVX7cwZt3qLfaAxavhtx0ZG4uGejTNmt4/tQurYT9AyVdwtLIVa0k+yDkRSQOLlrExcn256SOrJWoF3bt6BZqzYwyZlTJVniYmNF/LysLLqi/eRllq4n6sjJSyxeMA8+Pq/Rxa27SvJQvJm0NUnImPgFOhqyw7yhjgYaFzfFP/sew23TXRQ01UeXrxaD2MQk3Av4iN7b7uOvHQ9Q2toYXb+68CoDxZLSuaShSa2uVvqxrb3rOsD9mh8+fJ3QpLglkjWj1D8eqPzvKWG9cquZpiQqA3nIyN/fNN7I31O6dE/ppn9PUW4CsoRvO3IR89fsxJVzJ+F5/ZJK/UZeFuqfJKM0sXIy098p/aZy9VrYtHYFoiI/IfhNIDwOH0BCvPJjn/x9kvI9CuOe/vfHmnnLN2K9+2Ex1hw7uAeq9uG4z3J9+HOSiOuUxlBHE04lzDB0zyN0Xu+JwmYGcKsim1vBpYIVjjwMwcdY1ZS6xIQ4YamWRp3GvgTZsc/b8yIS42NRuFqjDM9Vq/sIdJy9DfHRkbhz+MfnMtLQNZD3+IhP+iLuE/l7/nFwFEYdfoYxR54LV/K2pSWKElkQDz9+i85b7mHYgaeoUSAXytkoPx6Tq29Mgux1jYn/DF0t2bRBWhrq2H3VB/n77kHJQfuFUtqrgWRhcVCzYnjiH4GLTxQ9FZSXRx2xcvJ8a7zpU98BO6/6IlxqvCHL94jmxWCkqwmb3HroWM1euNQrL4uGuBYystC10dZQdEm/+ArWbttQuI87itiYoK9T0dTY8yWHH8O002ZUHLofztULwKm8amE2IRko3Cno60r6eExcYuqxmLgE6OlofrNMFfS0NGQWNwhqN/l20tJUEzk9ig87ItzNySLerXZ+8XnJZ5LkPq/xRz8v/wh+tz95jv8fX/NspXiTwktKKrmJly1bNvV17949vH794zFadnZ23y0na3UKpOQTpPB6eXnB0NBQWLlTILfC8uXLi7IUcufOLerJQ+56pPSTm/qsWbPEQgJZz9OTTVdXMhknJVx6ApZZmdDJOkyx1dKQ0i2vyEgrWEY5c4vkaU89r0uOyZ2DPq+Vwee/LYtOurKkd66kpM/YsWwW7l+7gAFTFkPfSDJR6DpkPD68e4sJvdrg0KYVqFTXCToqxvLTZJMUeGlo8kkK/o/yz4SZaO3SFTq6urC1L4CmrZ1x68pFFWWRnfiSgkDnVaXNrWzsRHK1W9eUVxJokUV+MYPaTTODNqeYewOTXKjS3AWv7t1IPZ70ORHPblwQivfPIFFQ5JXsOAVlSaI8xMvWkVIcEhMTcO7UCTRt2fYXyxILPTkFRdSTak/5Op8/f8aUif/i7OmTWLVuE0xMVFwISFSchNNkndzjpPmc9AV7777Bu6gERMQmwt0zCNXy5xJlyy74YNVlX0QnJOFtZDy23QxAtQK5lZaFJkY6mrKTKZpcRccnpRu72ryclVC8pZnfpSwOegbiY2wiAsNjsPTEC7hUVd71M6MFRnr/o/cUJeBbPHM8nFp1EOOlfYFCcGrZHudOHP4l97d8/yR0tGX7cLxUPx8wdKRYwHFt1wxT/x2FRk1bQF+FUBL5+0T+e1QZa5qrONak9WHZfqOjoY4Yuck69eHdnkF4FynpwztuBaK6Q1o/JatT/SKmOPwwWCU5xDlIyU6UHfuSEuKhIbUoGvvpAzwPbka1zoO+fS5NLegZ50KpRu0R8OiWSvKQ0q0ld39rq6spLFRsuhWIbZ5BiEn8gvfRidj/MAQVbE3ENRlSyx7Hn71DQlKycEc//vQd6hVS5f5WVHZI4YyWUzhX9K2Cvdd8hHux//tozDv4CF1rO6CIlTFcaxXA+B3K50hIX54k6Ggpjjcx6VjSabxpUd4aO6/IertM3P1QKMxXpzbEil4Vsee6HyJVWLQR10ZbTha6NrFpyiuxemBN7Lr8WnJt3kVhzp77cKtXWCjdG4bUxiqPp+J3PfINx6rjT0VZZkCKtETGNGVaT0cL0THx3yz7de1E/Ua2Dy9yK4/9NwPwMSZRJNskl/RO1e1TF1ekny30efmFjj/tecn8t8hWijdZiw0MDHDw4EGZl4eHh3AdTw+atMoj7YKXHuROJw25h6cozdLWaWnouIaGRobfQa7wZLGXhuLNibdv07KGSp9DWrHPCkyt7EQ28xTIXfF9cJCM+zmxdvpIPPFMiwf6nJgIna8xe2Zy5wgNCoCppeznfwQ6T2g6spjJyUIK0prpo/HG7zWGzV4tk/U8OvITeo2ejllbj+HvyQsRHhoCK3sHqAK5mVMGcek+ERwUIOKDfwRSrDasWCgyH6fJnghNbeVjQMmlNCjAX04WfxlX+G9BfXVAN2fh+p4mSwL001ko+h65LW0QHhKY+v7LlyR8oAy/FmkumMTuueNkFe3ERGhLxXkGvHgCfZNcyGv9Y78hI8h9XNrlnq4NXStbuZAScucOkAoT8PfzlXHvfXT/HnLlyYP8BVTrLwS5j1M2c2lZAgL8YSflfp5ePT/hBi+pQ4tsQwf2x6uXXti0zV0hI7oy+IXHCLe3FMjjzcpEF/7hspnEKfGSvtTEUJ3Gn69jUI+qtrCUcl3VUlcT2VuVhdz/KJu5tCz2eQ3w+q1sZl+iQoHcePcpDl7BsmUWJrrQVE97RFEsKk2CVMHK1h5vpMJYUu5vaffzbxEXG4MYke8ibfJM7tX0UhbqhwH+smMN5SmwsZXtN+RmTlnPU6D+TGMD8SE8DENHj8fBk5ewYsN2REVGokBB5Sfm9J3y4x65rCsz1vR3c4a39FiTkAh9A9XimH3DYmRcPanfWOekPizrDUDvDaQsiFRP+ilaytpYuIP6yGXRVwYTMxuRzVx67Pv0LljG/Tzo2T2hfB+Y2h9bh7bHw5N78Pr2Beyf2l+Un1o+Ef5SivaXz4nQ0lMt/p3cYCmbufRvppjtoAhZJYgSqJkZpj13NNVyiAznZMkjl1lpV1hyp6aXspDLOIWTpMmSA/nMDGXczwnLXHpCkUyB7l+K7aUs5xa59PBkaVv4re2A9tXsMbR5CewaUQeqQO7LiuONPl69lc2ynjrefFQcb/IaamPU9nsoOeIYms++ACM9LTyVchn/Uchl3MHCWMaFvYCFkbhm0ljl1hceASlQrDxdHwMdTZjoa8sssojrpmJ+i+/x4VMMQsMjUdAuLcFdIXszePmGfrNMFV6m106m+jJhSYRFTl2Z3099hl4Uf//+U5zIiJ4C/S3tvv6jZKfnJfPfIlsp3mRljoqKEgoLWYZTXhTzfPbsWaEYk2u2NOQeriyUcI2+J4U7d+4I5ZfcyklZpgRv0tZtmlxQHSrPCIrZHj16tMxCwIMHD8T/3/pcVuJQwhGRHz+IDOU0gTy9bwvymFvCTE4Zoq29zuzbipioSHx4/xZnD2xD+VoSN7qy1euK95ERH0Q89ZXj+1GuZgOlZSlY0lGc4+b540KWk3slspjLTYT3rlmImOhIDJq2FIZylsA9axfi4tG9YsHm6d0beHrnBirWaazStSnpWAERH8Jx7sQR0f92b10nthqykYoT/hbkGn7v1nW4b1qDz58TxdZixw7sQp2GTZWWpZSQJQxnj0tk2bVlnYi7tP1BWagvk0Vu+4ZVYkGAkrIdPbAbdVWQxa5YGUR//IBHl08Jq/XVgzuQ09QSeaTi8wmzfAVx9dAOxEZH4lNYKK4dcUfJ6mmJhoK9n8PKQeJG9zM4lq8olI7jRw+JxYQt61eLrY/s8xWQqVevoRO2bVon6pJiThmiGzql/f6nTx6heIlSPyVL+YqVEB4WhqOHDwpZ1q9ZBWtrG+TPLytLo8ZNsGn9WlGXFPNdO7ejSVNJDDFtJfbp00esXr8ZuXL/3Er53YCPyKmvhcbFTMXkumtlW7yJiJWJYyNOPg1F6zKWyGOgBWNdDXSsYIWLXu9FWSFTA/SpYS8sAWZG2uhcyUbUV5ZrXu+Qx1AbbSvZCAvToMaFRcyldBxmCmXscuKuzweF4xeehuKf5kWFq19eI230a1gQx+7JZtT+UUqUKY+PH8Jx4dRRcU/t275exHhL51L4FpQMzaFwcWxbu0RkSCel/cShPahSs57SspQtJ+nDJz0OC1m2bVwDSytr2EnlASDqNGiMHVvWS/pwYAAO7NmJ+o0kfXjbxrVYv3KJUJSfP32MY4f2oWmLNkrLUrpcBUSEh+HM17HGffNakdtCmbEmn0NBbFu/Uow1lJTt6IFdqPtVTmW56x+BXHpawo2c+nC3qnYIiogVCrk0J568RVtHS+T92oepn55/IenDKVuSPX7zbRfb72FRuBRiIyPw8sZZMfY9OL4LhnktYGKRtjjmUKku3JYcQJeFe8SLLNqUjK3N+BWiPLeNg/gcuZhHhb/Dg5N7xGdU4XFwJIx1NVHbIZe4Nm1LWyAkMh5Bctsf5c+th87lrUTWZro+rUub4+KrMJGY7eW7aHSpYCXuSXNDbTQulhfX0rn3vsflJ29haqwLlxr5xeLYiFYl4BsaCS+5a3724Rv8276McN82NdbBkObFceiWH+YdegyrHu4iIzq99lz1xcIjj9FhnmTnCWWhpIwU+0uZr+m3DW5SRMQOp6eQlc2XC3d8FJPtDWpSBKNbFRcKWGm7nOhc3R47rii/ndjFx8EwNdFFp9oOYtFhVLsy8A6JFAq5NKfvBWJCp3Iw0tOEmYkuhrcujQPXffAhKh6eL0MxrWtF4Y5OidkoAzqVZRZ7T97Bv/2awkBPG2WL2sC5cXnsPuH53TJlufYiVLRTe7l2ko7ZJs4/eYuRLYvBUFcy9g9oXAhHv+b3oMRsI1oUE4tIpWxNRLK1g7cC/ujn5Z9Ajmz8708jWyneNWrUQNGiRUXMM1mPSameOXOmSHBG8d4Us00ZxynWOjAwEO7u7rh0SXmXNnKtGzJkiLBS03ZflJWc4q6trKxEJnSSYfjw4bh165Zwcads5aSIu7m5ZXhOSgD38eNHES/u4+ODy5cvY9y4cSJbOSVRyw6QK2DvcXPElmD/ujXFiweecBshycQ+a3AX3Lko2f6pQTs3oXzPHNAJS8b2h2ONBqjSQKIo1GjaDvmLlsbcYd2weEw/VG3UEiUqVldJlr/+nYNLx/ZhdJcmeH7/Nrr/M1WUTR/oitsXT4mM6tfPHkOg90uMcWuO4S4NxGvFlOGiXse/R+HhzcsY2akRDm1ZiZ6jpiFXXtWSfpDiPHH2ErEVTudmtcXWW6MmzxZl/bu2xYVT39/jeczUufD1folOzepg0j8D4OzaE+UrV1dJlklzluLwvp1waVIL927fwJipc0TZX65tcP7Use+e468hI8U17tq6ESaPHoIuvfqjXCVJgjxloHAD53+mw/PUQSzs2wY+j++g9aDxooz25358VbKFUfVWnWFuXxCrR3THlsmDRRb0MnXSJt+0jze5oP8s5Bo7Z/FK7Nu1HU3qVsPtm9cxddb81P25T3kcFX+3c3FF6bLl4ObSGn/1cEWrdh1QvVbahJe2YsqdJ+9PyUJeL4uXrxLbhdWpXhk3blzD7PmLJN/fqhk8jkoyULt07oKyjuXQoW1LdHftiHbOHVGrTl2xwHfowD68eP4M9WtVQ7WKjuI14C/JHt/KQivtI/c/EQqJx4DKqGBngvFHnouyrd0c0aCo5Pfu8gzCGdpup1NpuPcsj+chUWJLFWL2qZdiEkKJYta5lsHlV2E4+CBYJTc+txXX0b12fjya2wQ1iuZFv3W3Uvfubl0hzWpolVsXoensnTpm5328/RiHK5Mb4Pjo2rjy/B3WnlN+W6iUe2rsjMXwOLgL3VrXxcM7NzF8wixRNrhHe1w68/37e/jE2YiOjkJv58aY/E8/sY931VoNVOrDMxcsx4HdO9CyYXXcuXUDE2dI+nA3l1Y4fULSh9s6d0ap0o7o2bktBvZyRYu2zqhWU2IR/GvQcAQG+KNF/WqYNn4UBg0fg2IlSysvi7aOyEp+aO9OODvVxN3bNzB2ylxR1qdza5w7+f2xpt+QUeI8rq0aYtKoweja+2+Ur5S2m4ey7tTD9jxC+3KWODm4Kira58S4g5KEe7Q/d6NiEsvbzluBOPU0FGu6lMWevhXxLDhSuHmmYG6sjTC5ZGuquJo3/HsSnp4/jO3DXYR1u25vSRLWfZP/wqub31cSyzRxQW6bAtg7qQ+Ozh0hlPLC1VVbHCb38OmnXqFJMVNs7lwapa0MMe+cJBnXojbFULOAZHxdccVPWOXWdiyFOS2K4JZfBE4+lygKVJ/yL6zrWAqTnAri2JNQXPeVVQh/BNqSzHnuOfRtWBg+a5xRp6QFui2WzMVuzGmO9tUkC1pD199E8IcY3FvYCpdmNMWFxyFY7vFMpd//bXm+oMuya+hRpwCeLGiGmkVN0XfNrdS9u0k5S8Eql166483UfY+Qz9QAzxY2x/KeFfCv+4N0FwS/K0tCEtpMO4n+TYojaIsr6pW2gus8yXPyzuK2cKkpWZgduOoqgsNj8HiFM67Pb4VzD4NEXDfRee45YXH3Xt8RHpOdxD7e+6/9WsX73dX5qFZWIsv4JYcRHhGNZ0cnY9f83hg5fx8eegV9t0yldlp6FT3qFsDThc1Rq5gZ+qyR7Bh0YVIDtPnaTqO23cXbiDhcn9YYp/6th8vPQrHmjCT30YwDj0VG/VszG2ND/yqYtPshnqjgmZCdnpfMf4scyRn5Vv8mwsPDRYbv8+fPi6REpHBTZvCULcMoU/nOnTuFxbpmzZpiyzFKvEbJ0QiyWJOy3qZN2uo/fZb22B44cKDYCoyUdUpkRuehFXvKMk7W6pSYa5Jh9uzZQgZyBS1RogQGDx6MChUk+9DSOQ4cOJD6nSlQ1nOS/fHjx2Lf8ObNm4tFBMr6Ki8HQVuU0XZpZM23tpZMREkOyrq+detWla+hx5Pss+KW3TI82ufK3P3clSFlq4zswBW/NGtRdqBJEeX3T80saKKanWi05AqyC77embP1oaqcGCu7ndPvJJeB8mEmmYWq27BlFh3XqbbPd2bQppJs2Mzv5oa38opwZnH27I/vJpMV6Btmn+f3h1Dlt6jLNHxV24IyszCpoFrIQGZQoNDP7RH/q7kyogb+RPzCVIvrzwrscssmwczuZDvFm/l5WPHOGFa804cV74xhxTtjWPHOGFa8M4YV74xhxTtjWPHOAFa8M4QV71+Df3j2Vbxtc/1Zine2cjVnGIZhGIZhGIZhmP83WPFmGIZhGIZhGIZhmExE+b1QGIZhGIZhGIZhmP97sk9g5J8PW7wZhmEYhmEYhmEYJhNhxZthGIZhGIZhGIZhMhF2NWcYhmEYhmEYhmEUyMG+5r8MtngzDMMwDMMwDMMwTCbCijfDMAzDMAzDMAzDZCLsas4wDMMwDMMwDMOkA/ua/yrY4s0wDMMwDMMwDMMwmQgr3gzDMAzDMAzDMAyTibCrOcMwDMMwDMMwDKMAZzX/dbDFm2EYhmEYhmEYhmEyEbZ4/x+irZ591lOSkpORnciRjRJEfIxORHahSE4jZCc01LJPO6lnI1mIioXyIrvw/HEQshN5jbSRXUj6kn3GvuwkC1GxiBmyCycfhyI7oZaNTEsJfs+Rnfhs4YBsw5ckZBdMKtRBdiLi9nlkF6q3GvS7RWAYGVjxZhiGYRiGYRiGYRTIPsuBfz7ZxzTKMAzDMAzDMAzDMP+HsOLNMAzDMAzDMAzDMJkIu5ozDMMwDMMwDMMwCmSj1BN/PGzxZhiGYRiGYRiGYZhMhBVvhmEYhmEYhmEYhslE2NWcYRiGYRiGYRiGydZb8f7psMWbYRiGYRiGYRiGYTIRVrwZhmEYhmEYhmEYJhNhV3OGYRiGYRiGYRhGEfY0/2WwxZthGIZhGIZhGIZhMhFWvKXYv38/Chcu/FtluHnzppAhMDDwt8rBMAzDMAzDMAzD/BrY1fw/hs+LJ9i5ci5C3wTApkAhdB00DnktrGXqxEZHYdeaBXh69ybU1NTgWK0u2nQfAA1NTcRERWL78tl48dATmlraqNOsPRq2dVVJFl+vJ9i1cp6QxTp/IbgKWawUZNmzZiGe3buJHF9ladXtbyHLpw9h2LVqHl4+vgdD45xo7toXZarWVvnavHj6CMvnT0NQgB8KFCqKoWOmwMLKJt26kZ8+YkivjpixeC3Mvsrs6/0Kg3o4Q0tbO7Xe0DFTUa12faVlefX8MdYtmYmQQH/YOxRBvxETYWYp204x0VHYuHwOHnheF+1UuWYDuPYeLK5N2Lu32LBsNl48fgBtHR3Ua9IabTr3giq8fv4YG5fNQkgQyVIYvYdNhJmFoixbVszFozvXoaauhoo16qNjT4ksKSQnJ2Pm6H4oUtIRbVz7QFUeP3qAOdMnw9/PD4WLFsX4yTNgbWMrU+fLly9YPH82jh87DHU1dXTs0g1du0t+f3R0NBrUrARtqXbq3W8gOnXpprQsDx8+wLTJE+Hn54uiRYth6vRZsLFVlGXe7Jk4euSwuDZd3bqjR68+3y1TBVsTHbQrbY68+loI+hiHnfeCERaTmGH9TmUt8CUZcL8fLN5rq6uhdUlTFDc3RPznLzj3KgzXfCNUksUxfy7Mc6uAAuaGeOj7AQPX3YTvuyiZOhrqOTCnS3k0cbRCMoC913wxYdd9JCcDFjl1MbdreVQqmAexCUnYfOE15h9+AlV5+vgh5s+cggB/PxQqUhRjJk6DlbViWy1bOAenjh+Bmpo6OnR2Q2e3nqLs8+dELJw9HZcunEWOHDnQ0KkZ+g8eIe49VWRZOHsqAv39ULBwUYyaQLLYKMiyYtFcnCZZ1NXh3KkrOnaVyBITHY2l82fi2uUL0NXTE8dbtu2g0nV5/iRt3HOgcW/st8e9wb06YqbUuCd9f48Z1Asly5ZH5x79oCp2OXXQgfqwgRYCI+Kw/W4w3n+jD3cpJ+nDVI/Q1lBD25KmKGkh6cNnvMJwRcU+XMTMAEPq5Ie1iQ5evYvG7NOvEPwpXqFe+7IWaFfGUnz3Tb8PmH/WGwlJX6CvpY6BtfKhgp0JvnxJxoVXYVh9xQ+fSWAV5RlcOx+svsoz98zrdOVpJ+SxgJa6Gm75RWDBuddISEqGHslT0x7lv8pz8VUY1lz1V0meCsWsseSflihokwf3vd6g9/R98AkKl6ljoKeF+UOaoWn1ooiOjce8rZew9uAtUaamlgNT/2qILk3KIUcOwP3UfYxcclz0I1UoXzAPlvSpCgcLI9z3CUPfZVfg8zZSYbxZ2KsKmle0ox4L90uvMWbLbTHekDxTOpWDa52CQp5dl15j1OZbokzpa1PIFEv61UBBS2Pcf/0evZdcgE/IJzlZ1LCob3W0qGwvvsP94kuM3nhd/G2sr4UVf9dE7VJWiEtIwoqjjzB//wOVrkvZfDkxu7MjCpgZ4JF/BAZv8oTfu2iF6zKzY1k4lbUU13/fzQBM3vtQyKKjqYb5XcuhXklzRMV9xuxDT7Dnuj9+lkGudVGioCX6TNymUKajrYmVEzqhcY3iiIqOx6QVR7H9yM3vlilLuN8L3N+zAlHvgmBiVQCOnYbAII9FhvU9t80X89BynYaK92dm9UfMh3ep5V+SPkMvlykajl2N/zfY0/zXwRbv/xCJCfFYM3MMGrTpjHnbT6Bo6QpYP3eCQr39m5YjMSEBU9bswbglW+D36hnOHNwhyjzcN0BbRxezNh3B8JkrcPaQO7we31NJlrUzx6Je606Yve04ipSpgI3zFGU5SLIkxmPS6t0Ys3izkOXswZ2ibOuiadDQ0sLU9QfQfcQUuK+ci4DXL1S6Ngnx8Zg+bhjaduwG92OXUbZ8ZcyeNCrdugF+PhgzuDfehryROe7z6gUqVKmJvSevp75UUboTEuIxf/I/aN6+K9btO4eSjhWxeMZYhXrb1y4W7bRk8yHMWeUOb6+nOLpX8hBbvWAqTM0tscr9BCbNX4tLp4/h6rkTKsmyeNpING3XBat2n0WJspWwfKaiLO7rl4h2mr/xIKav2Clk8dgv+0A9ecgdL57cx88QHx+P0cMGwdWtJ05fuo6Klari31HDFertcd8uFPQ9h45jzabtOLB3Fy5fPC/KXr18gfwFCuL8tTupL1WUbpJl2KC/0b1HL1y5dguVq1TFyBFDFOrt3L5VKOhHPE5iyzZ37Nntjgvnz323TFk01HKge0UrnH8Vhn+Pe8HrXTS6lrfMsH4JcwM4WhvJHGtR3BS59DQx8+xrrLjmj9oFcol6yqKtqYYtA2tgmcczOPTfj4tPQrCuf1WFej3qFoR1bj04jjiC6uOOo05JCzhXtRdlS3pWgt+7KBQbfAhNZ5xFh2r2aFuZJsxQqa3G/TMYHbv2wLFz11C+YhVMGjtCod6+XduFUrxjnwdWrN+GQ/t34+qlC6LswB53hIS8we7DJ7Fl10Hcun4VJz2OqDTWTBg1BC6u3XH4zFWUq1gZU8YpyrJ/9w4hy9a9x7Bs7VYc3r9HKNrEisVzERL8RpQtXLkBu7dvwpWLZ1Uf9zp1wy6PyyhTvjJmTfzGuDeoN94Gy457KRzasx1PHir/LJDvw70qWuHMyzCMPuaFF++i0a1Cxn24pIUBysn14VYlTJFbTxNTT7/Gkiv+qFswl6inLJrqOTC5SWHsuhOEVmtu447/R4xvXEihXi2H3GhR0hyD9z2Gy6Y7MNHVhEs5icx9qtkJ5bfz5rvoteMBipgawNkx49/zPXkmNSmE3XffoM1aT9wN+Ih/GxdUqFfTIRealzDDkL1P0GnzXZjoaqBDOckiSZ9qttDSUEOXLffQZ+dDFDYzEIsGyqKtpYFdMztj4fbLsGg8DWdvv8LWKS4K9WYNaAI7i5wo2WEBGg5YjyGdqqN5jaKibIhLddQokw9lOy8Sr1qOBdDZqYxK10ZbUx3u/9TDwoOPYNVtB849eIMtwxQX4fs0KgrbvAYo1n8Pyg89gHplrNCppoMoG9y8OKoXN0e5IfvFq1ZJC3Su5aCSLLvGNMTC/fdh0XkTzj4IxNZ/FOcBfZ2KwdbUAEV670C5gbtRv6w1OtWW9K9xLuWEkmvfbSvqjTmEgS1LoXpxFdpJQw0b+lXBipMvUGTIYVx8+hare1dSqNetVgExDlcYcxy1J51G7eJmaFdZsig5pnUJ6GlroOxID/RceR2T2pdCMWtjqAotcIzo3gAzhrTKsM6UAc2hr6uF/A3HocPwtZg1tDVKFrL6bpkyJCUm4OaGGShYtw2aTd8J08JlcHvznAzrv3l0HQF3L8kcqz96BVrM3iNeTpM2Qc8kD0q2lCyOMkyWKt7kKr13715069YNpUqVQvXq1bFs2bLU8qVLl8LV1RVDhw6Fo6Mjpk6dqnCOyMhIjB8/HpUrV0a5cuXQtWtXPHr0SOYcdH46b9WqVVG2bFlMmDABwcHB6Nu3L0qXLo0GDRrgwgXJRIWoW7cuVqxYgZ49ewq5qHzPnj0Z/o64uDgsWrQI9erVQ8mSJdGyZUucPHlSlCUmJqJKlSoyv4twd3cXv/fz589i5XDt2rXi8yQPff7w4cMy9T09PdG+fXshT4sWLfD8+XNkFl6P7kLP0AgVajYQlsjG7d3wLuQNgv19ZCsmJ8PJ2Q06unrCkly+ZgN4v5BYmkKDA4UlJjn5C2hZmKw9mlJWTWVk0Tc0EucmWRq164r3IUEIDpCVhRabG7V3g3aKLDUawPfFY8THxQqre+tuA8RCgHX+gnCsXhe3LkjaR1ke3rsNAyMj1KrvJH6Pc5deCA4KgL/va5l6Ab7eGDu4N1o7K1r5fV57IZ+D4sRMWZ4+8ISBoRGq1Wkkrk3rjj3EdQ/085apR/2LyqidjExyomqdRnj57KFoH00tLbR06S4+n9fcEuWq1ITXs7T750d59uCOaKcqtSWytOjQHaEhQQjyV5SlpctXWYxzivqvpL4vONAPF44fRPkqqnskEHdu34SRsTEaOjWFpqYWuvXqi6DAAPi8fiVT7+Txo+jcpTuMjU1gY2uHdh064cQxyb330usFChb6+ZCS27duwMjYBE5Nm4nr3btvPwQEBOD1K1lZPI4dhVu3HjA2MYGtnR1cOrni2JFD3y1TFoc8eohJ+IJ7QZFISgZOe4Uht54WzAy0FOqSJa5Zsby45f9R5ngJCwN4PH+PmMQvCI9JxHXfCFSwUX6SVb2IGT5Ex2P/TX8kJn3BgiNPYW9qgEKWskpSfjMDqKvROCJZTycrXHxikrA40f+Ljj4Vnw94H40T94JQ3iE3VOGe5y0YGRmjfqMm4v7u0qMPggID4este3+fOekBF9duoo+RF0Wb9h2F9ZsIDPDHl6Qv4kWQ5UNLS0t5We7cgqGRMep9lcW1ex+8CQpQkOXsKQ9hcSdZrGxs0VpKlquXzqPHXwNFmYWlNZq3dsbJr/1b2XHP0MgItb+Oex26fh33fGRl8ff1Fkp3qw7pezcF+fvhxOH9qFKjLn6Ggnn0EJ34BXe/9uGTL8KQR18L5obp9+EWxfLipp9sHy5lYYCjz9L68BWfCFRUoQ+XtTZGZPxnnH8ZJizC2z0DYWmsA7ucujL1mhY3xZZbAQj5FI+4xC+YdeoVTj6TWMGoH2/zDBTHP8Z9xlmv9yimwkIWUcbKGJ/i0uTZ4RkECyMd2MrJ06SYKbbeCkRI5Fd5Tr/GqRR5aMH2dlCqPOe83qOouaHSstRyzI/wT7HYfeYhEj8nYfbmC8hvmQtF7PPK1GtesygmrzmND5Gx8Av+gHUHb8HVyVGUdW9RHmOWn0DYxxi8j4hB25FbcPaW7Nj5w/KUMMeHqHjsueqDxM9fMGf/Q+QzM0QROQWxgIWRGG/oRdA0Ji4xSfzdrX5hjNtyG2GR8Xj/KR5tZ57BmQdBystS0hLhkfHYffm1kGX2nnvIb26EIjYmMvUcLI1lZEkZ+yRySsrUcuQQVmcqS/hapgzViuRFRHQCDt4ORGJSMhZ7PIddXn0UspBt83xmBmIMTpUlmWSRjHOtK9pg0bFnwuvogV8EDtwKQJtK6XvE/AjrpnRBlTIFsOHAtQzrODuVx6x1JxEbl4i7T/2x5+QduDiV/26ZMrx79RCaegawcawFNQ1NFG7gjOiwYHwKUbTmx0d9xJMjm2FXsV6G53t8ZBPyFCwFi+IVlZaF+W+RaRbv2bNno3Xr1jh27JhQsklRvn37dmo5/Z0nTx4cOnQIXbp0UZjE9+7dW0xiV69ejd27d6NMmTLo2LEjnj59KqO0+vj4YPv27fj333+xa9cutGvXDk5OTiJeu0CBAhg9erSM6xIp3qSkHzx4EJ07dxbKuoeHR7q/YdiwYaIeLQCQwly/fn0MHjwYZ86cEZMUUpTlFWmqT8c1NDSwcOFC7Ny5U3z+yJEjYvFg0qRJQl6Cfl+PHj1QtGhRHDhwAH///beQL7MICfSDuVWaxYjcF0kpCwnyk6nXecBoWOdLW0l/cucGrOzyi79rN22HBzcuYmiHBpjQpz0q1GqIfIVLKC3L2yB/mMnJksfcCm8DZQe9Tn+PkpXl7nVY2BUQbUovabducg0l5V0VAv19YG2bL/W9urq6cLcM9POVqZfb1AxrdhxGPacWCufweeWFJw/vont7J/RwdsLubetVkuVNgB8sbSRWv5RrY2phjTcBsrL0Gfov7AqkKfr3b12Fjb2DWAz5Z/ICmOSUKCm0CPTo7k3Y5iugtCzBgb6wtJaTxdxKyChNz8HjYJs/TZaHt68JWYgvSUlYu3AKuvQbDm1d2Umisvj5+sDOXtIXU9qJXHR9fX0U6+VLq2dnny+1ziuv5/D394VzqyZo3rC2cElPTExQWhYfbx/kyycri42NDXx8ZBclfH28YZ8/rZ69fb7UOt8qUxZTAy2ERqW5ndKoFxaTANN0lJa2Jc1w/lW4mHxLQxM9miymQBOw3PrKL6wVtDDEy+BImfP4hkahoIWs4r3tkjeK2Zjg9Yo2eLG0NbyCP+HgrQAx2XRdfBnvvrrRkitk7eLmeBYgq2T9KP5+PrC1l72/rayt4ecre639fX1ga5dWz9bOPrVOs5Zt8fqVF5rWq4oWDWvCPl9+1GvopJosdrKyWFrZiOPSBPjKymxjZy+szin3lI6OTmoZhSmQ8q4sdL70xr0Af9mxJo+pGdbuPIz66Yx7SUlJWDBzPP4aMgo6P3l/mxlqITRStg+/j04QfVse59JmOPsqHBHp9eGviyPiHMnJyKNCH7bJqYuAD7Gp78kb+83HONjkkv2NBfLqQ19LA2s7lsKeHuXgWtEa4dGS8WTBOW94v49JrVvJ3gQ+YWnvlZNHR0Ge4E9xsM2poyiPtjpWu5TEru6OcK1glSrPwvM+8Jb6/op2OeGrgjyF7fLAy0/KxfZLMrzfhKOwnazira6mhpi4tDCBpKRk5LPKJSyWDjZ54GCTGw93DsWrAyPh1qw8gt/Luob/KIWsjPEi6KOMPORmXshKVtndfNYLJexyImhTJ/ht6ITnQRHYd80H+joawkWdFPP7S9rAa7Uz3OoWRIjU9f5RClubwCsoQvbahHxCYaucMvU2nn6OEna5Eby9GwK2uuFFYAT2XpEseK089li4oL/f1QPP13aC+8VXuOUVqrQsDuaGeBUiPQ5DuJnTcWl2XPZBMSsjPF/UAo8XNBdj92HPQBjraSKvkQ5eSp3j9dsohc8rw9hFB9F28Cq8fS/rep+CiaEuzHIb4YVPSOoxL9+3KJTP/JtlyhL1NhCGpmkhcznU1KGf2wKRoYr5lR7sXSks47omedI916e3AQi8dwnFm3bF/yu0iJhdX38amaZ4t2rVSlh4aSL6119/wcjICHfv3pWpM2jQIFFub582sSdu3LiB+/fvC2szWYpJgSYlmJTvLVu2pNYjy97kyZORL18+tG3bFjlz5hQWcvpu+gwp6h8+fMC7d2kPCLJGDxgwAPnz5xcW88aNG2Pz5s0K8r9+/Rpnz57FxIkTUbt2bfEdAwcOFNbrVatWiTr0nX5+frh3T+JeR4sA9HebNm0QExODTZs2YezYseLztra2oj595/r1EoWMFhRo8YG+g+Rt1KgR+vVTPTbueyTEx0FTW/YhraWtI9wNM+LA5hUICfRFvZYdxfukpM+o19IFC9xPYeyiTfC8fAaPbl9VXpa4WGhKKc0psiTGx2X4mUObV+BtgJ/4frKsOhQvg8NbVwv5A31e4t618/icoLwCRcTFxolYaGm0tXUQLyePnp6+iKlMD7I+kav5yi37MWnOMpw8sh9njitvvYyLixXf/T1ZpNmxbimCAnzRtF1nmeM0QV81bxI0NLVQs34zpWUhzwLpxY0UWagvZcSuDUvFIkHjNp3Ee3I5JyW8eJmfXwmOjY2VUTgIek/XTJo4uXr0N/0WQldXD47lKmLD1l1Yu3kH7t+9g03r16ggSwx0dOVl0VWQhWTW1dGVlTc27rtlykIurRTHKQ29p+PSlLE0lMSiylm7iadvo9CoSB7oaKgJl/NKtibQUCGGmVwTYxNkFSJ6TzGmMjJrqGHfdT8UGnAAZUccQWFLI/So56CgSC3rVQkJn7/A/aqcd85P9BvylImPk73W1HbS9aTr0OJMg8ZNceT0Zew6dFJYqPfvloS9KAP1TfmxRrp/pspM44CMLNTPJbJUrl4Lm9auQFTkJwS/CYTH4QNIiFd+7KPfpjDuCVl+fNzb774F+QoUQpnyii6smdWHy1pJ+vANOWs38TgkCk5F8kBXU9KHK9uZQFPu8z8C3QNxUotQBMWM03FpDLU10KBIXow5/Fy4k5PnScfyiq6vvavaCuv0nnuSWHSl5dFUF98vDVmutTXUFeUpnBfjjrwQ7uQOefXhko48vap8ledrfgdl0NPRklGoidi4BOhqyy5wHL/2HP/2qgdjAx3hcu7WvBx0tDRgYiDpcy1rFUetPqtQt98atK9fEq5Nyioti5BHW1NhvImJT2e80VTDrsvesO2xE0X77UFRaxP0aVwExnqShZ2WlexQZ+xR1P/XA+2q5YdrbQeVxj76bmli4z9DV1tD0SX90ktYd9mMwr23o4hNTvRtUlyUUX9dcugRTF02ouLgPXCuUQBO5W2Vl0WLxmFZSzldJ910rsv+WwEoPuyIcDcni3i32vnF5yWfSZL7vOrpoUIyULhT0NeVzDek+1dMXAL0dDS/WaYsnxPioa4lO7eh90kJsvPhwHuX8Tk+FvaVG2Z4rtcXDsGuUgNoG6jugs/8d8g0xZsUSWkMDQ2Fe3YKuXPnFsfS48mTJ2KVuk6dOsI6nfIipZYUYulzGBikuW3p6ekJBTeFlAlUgpQyVqmS7OSAzuvl5aUgw4sXklhhcnOXpkKFCqn1CxUqJFzQycpN0P/kMu7g4IBXr16JuMLhw4fL/AZyPQ8KChITKDpPsWLFhJUhBXK9zyyEYis3qJACRZNLeUjB3rZ0plBmB09ZDAMjY3xOTMSmhVNQq2lbcS6yRNds0gbXzhz9ZbJoZSDLjmWzcP/aBQyYshj6RpLBreuQ8fjw7i0m9GqDQ5tWoFJdJ+jo60MVaLIpr0ySoquMBeefCbPQxqWr+IytfQE0bd0BN69cVF4WUmzlro1EFr10r82ahdNw88pZ/DtrBQyNTGSUiLmThuNNoD9GT18i3KGVRSsjWTJop/WLpuH2lXMYNXO5kCXQ7zUunToCl56D8CsQCopcO9G9RPe+gvIgVY/qkMJNDB4+Cn8PHgYDQ0OYW1iiS/deqfHfysmSvuJGSoq8zHFysqTI+60yZSErH8WBSqOlnkNmsm6grY4mRfNiz4M0i4E0Bx+/RcLnZIytlx9dHC1xO/BjqiumMtBETUduckeTtSi5CenSnpWw74YfPsYkCnfyhUeewrVGmgcATZy3D6kBB3MjOM+/IJRv1fuNXD+Oi1VQJrXl6ok6X/vNzCn/Cld1chO3sLQS7urHDu//JWON6J9ysuhoy8uS1ocHDB0p+p9ru2aY+u8oNGraAvpSz8IfliWdBT3J9/zYuOfn8wqnjx1Ej/6SZEM/S4Z9WMqCbaitjubF8sL9fvp9eP+jt0JZH18/P7qVtxThFLEq9GG6byjZoDSk7Mufi2Q+8CBYWObJg4QU2Sr50qyb5L07vG5+1HTIjREHngp3cVWI/5wkvl8aSnyVnjwHH4akyrP33htUtjeRkWdYnfyo4ZALIw8+RaQK8pCbr7wiqaujhehY2cWffxYfQ0xsAh65D8OWyc7Y7nEPn6LjUt2m52+7KNzQ/UMisP7gbTStVkRpWYQ88Z8VxhtSgClOWppV/WsIxZvcr/3fRWHOvgdwq1so1ctn/sFH+BAlKdtw+gWcyivvUi2UbPmxT1sD0XILFasH1caui68ksoRGYc6eu3CrXxiaFJc9tC5WHXsslNxHvuFY5fEEbvWL/LJxODpets8sciuP/TcDxDgcGBYjXNI7VbdPXcygRR/pz8svLPxKSJEW3yO1iEMLPdEx8d8sUxahZMt5upHSrSFl9IiL/ICnx7agjPOADM/z5XMiAu9fhn2lBkrLwPw3ybSs5unFvkm7fMtbH6QhSzYp1OQu/q3zphdb/L0Ms+QCLv9dymSlpd8gfQ6yYpNL+bhx44Q7ea9evWR+K1ntybqe3u+gzLj0/d+S71diZmWLG+eOy1hD34UEiePSkGWHkrBFf/qEf2avgaFJztRJKGUZT/qcNuiqq2uIl/Ky2OHmeVlZ3genL8u6mWMRHfkRw2avTpWFiI78hF6jp4vs6sSm+ZNg9dW9WVmsbe1x9sQRGffJ4CB/WEu5fH8LmrxuX78CHbr2hr6BZEHpc2ICtLSVV3bJzZySoUlfm7dvAmBpLZtYihKrLZjyj8g0PGXRBhib5EotI0vYjDEDkDNXbkyYtzpdRflHZblyVlYWijc3l5clMQGLp45E1KePmLBgPYy+ynL3+kV8CHuHoW7NU6+TWg41+Lx8huGTFyotD7lie0jFQFM7UeyttOuupF5+kfWckqiluJ6nuO2uXbkUTZq3Ss0iTbJry618/wj58ufHkUMHZGQJ8PcXMsrIki8//Hx94eAgkYVc3u3y5ftumbKERiXIxGOT+kLxsXQ8hcJ59YVF7J86+VKTWdE4ZG2ijXkXfEXZ3ochqZa+JkXy4E06WZO/x8vgTyIZmrTVmuIIX0m5nxOWufRkrJGkNFAsIkFujvv+qYO3H2PRYuZZxMhZbpSB2v7EMdl+ExQQINy3ZerZ5RNu1vkKSMYRfz/f1DrvQt+KzObSY7Uq4zV9h3Q8tpAlMAA2Ui7fKTJT1vN8+SWyBEjJ8iE8DENHj4fB17Fm7YrFKFBQ+bwF1nbpj3tWtj827l2/fB5h70PRrW2jVKWdYt9fPn+KSXOWKi3P26gEVLSV68MUQhGp2IdH15VcL82UPmysjdnnJX141/20PtysaB68+ah8H/b/EIuGRfPKKKyUTTzgg+xCBWVe15dSQqleytIByTa5aWEY6Whg4J5HiIhVXWGh7yXLuvT3UMx5YISsp0QQySOlbNG9R/9S5KEEbYY6mhi897HK8rzwf4fOTmnWaYoPLmCVC17+72XqmeY0wMC5h/ApWnL9J/dtgIevQvAuIhofPsXCSD9tHqiuLmlHVfAK+ojOUtZpkie/uSFevpH1iLDKrSe8bGTHmy949ylOxIgb6aXNKSneWRV5XgRFoHPdwrLXxtxIxv1cIou+giyfk77AQEcTJgbaMmV0XDp84kchF/H2VWxl+oy9qT5eS7mOE7SDhKwsyeIVEZOI95/iREb0x1/DfOhvaff1X82HTzEIDY9EQTtTPHghcfsuZG8GL9/Qb5YpC7mZ+99OS0iZ/CUJ0e+DYSDlfh764r5Qvs/NGSjeJ31OEHP7iEBv1BspGd/CfJ5BxzAnjCxUS/z5p5AyhjD/p1nNyZIcFRUlLOR2dnapL7IWk/v3zyCdoI0g93eyOsuTsp/3nTt3ZI5TXDlZtFNo1qyZsEps3LgR79+/F+8JUrZpUvbmzRuZ33Dx4kXhak7KfpEiRfD48WMZizy9zywKlSyHyIhwoXyT9frEns0irtpCTrncvWah2DZsyPSlMoouJdmyK1hUuJ+TtZoUsEse++FYrY7SshQs6YjIiA9C+SZZTu7dgjzmljCXk2UvyRIdiUHTZGUh9qxdiItH94rFi6d3b+DpnRuoWKcxVKGUYwVEfAgTk1Dqd7u3roO5pQ1spOKJv2c5unvrOnZuWiMm57S12NEDu1CnofLu3cVLl8PHiDChfNO1ObBzg9i+y0puYr5pxVxER0Vi/JxVMko3sWTGWBGXOXziPJWVbqJoqXL4FBEulG+S5fCujSLeXF6WrSvnITrqE8bMWpmqdBMtXHpg7f6LWLXnnHhR0rWm7buqpHQTjhUqITz8vVC+SWHetG41rGxskC+/rIdN/UZO2LJxLcLDw4RivnfXDjRykrTFi+fPsXLpIuHyG/wmCFs2rkPjpoqxq9+jQsVKCAsLw5FDB8UiyNrVK0VCrvxy3j6NnZpiw7o1oi4p5u47tqFp0+bfLVOWV+9jYKCtgfLWRiCjYYNCufE+OlFG8b4T+AljPLww7vhL8Tr3Khx3Az8JpVtct4K5hUWcHrE2JjrCTfemv/JbMV15Foq8xjoiQzkp1sOaFxMx3qSQS3P2UTDGtCkJQ11NmBrrYFCTojjiKYlVXte/GgLDotFl8ZWfUroJCi34EBYmlG+6v7duWANLaxvYy+U9oJjt7ZvXC8U2KNAf+/fsRIPGkn5TqUp1rFu1DFFRkQh7/x47Nq9H7XrKWznKkizhYTjpcVjIsm3jGlhaWcvkJCDqNGiMHVtSZAnAgT07Ub9RU1G2beNarF+5RCjKz58+xrFD+9C0RRuVxr0PUuPeri2Scc/2B8c9l669se/Udew+fkW8KDll+87dVVK6iZfvYoTiXMFG0ocbFc6NsOhEoZCn4Bn4Cf8c9cLoYy/F68zLcNGvSekm6DOUODDH1+31qtqb4Lqf8n34fuAn5NTVRIMiecQCVefy1iLGmxRyac68eIeWJc3EIhcp2M5lLXHptWRbrQG18onfM/zA059SuiXyfBTy1C8skadTeauv8sguBJx58R7NS5qJ3AwkT7uylrjyOkyU/V3LHgY6Gvjn4M/Jc/GON0xzGaBT4zLQ1FDHKLfa8A4KxwupuG+Cjk/u21Aon+WKWKF78wrYdMRTlNH2YUM6VoeJoQ5szUzQq1VFHLyg2naBF58Ei/GjU60CwmI8sk0p+IREysR9E6fvB2GCi6NQsM1MdDGsVUkcvC7pN7S12OAWJWCirwWbPPro2bAwDt3wVV6WR29gaqKLTnUKCllGtS8rYrwphltGlrsBmNC5AowoAaaJLoa3KYMD13zEAoCnVyimuVUW7uiUmI1c0A9cVT73x7UXoSJGu31lW+FJMrhJERHjLR2zTZx/8hYjWxaDoa4G8hppY0DjQjh6R5IvhxKzjWhRTCwulbI1EcnWKA9HZrL35B38268pDPS0UbaoDZwbl8fuE57fLVOGvA4lER8ZAf/b54TV+sXp3dDPYw4jszQvB9vyddBi9l40m+kuXoXqtYONY81UpZv44O+FnHY/n6yV+e+QbRTv8PBwkcmcqFGjhkg4RlnPKd6b4qhnzpyZmjDtZ6Bkb5TczNfXF+vWrcPp06dTrdTS0PeQqzvFkFNmdIrfpgzmpPhTQrQUyF2esqNTUjSK/6ZY9pTjLi4uWLx4sUggR4nUKNP73LlzYWpqKupQDDrFHlIcOLnQnz9/XiShyywoVrf/+Lm4cGwv/nF1wrMHt9HrnymibOqAziIjOFm0yXU8wPslRnVthqEd6ovXssmSLZt6jZyG2JhojOneEksmDEbtZu3E3tqqyPLXv3Nw6dg+jO7SBM/v30b3fyTZ7acPdMXti6eELNfPHkOg90uMcWuO4S4NxGvFFIksHf8ehYc3L2Nkp0Y4tGUleo6ahlx5lU+ykaI4T5q9FEf370SnZrVwz/MGRk+WbC3Rv2sbnD+VZvXNiDFT58HX2wsdm9XGpH/+hrNrT5SvXF0l9+6RUxfh5OFd6N2+Ph7dvYXB42aKshG9nXHl3HGxb/b5k4fh++oF+nZoiG4ta4rXrHGDEOD7SiRTu3/7Onq0qZNatm7xTJVkGTZpIU4f3o3+Lg3w+N5N/D1mhuT3/tUB186fELJcPHUY/q+9MKBTI/RuU0u85o0fjF8NecosWLJKbBfWqHZV3Lp5DdNnLxBlHds2x4mv2zs5d3RFmbLl4OrcCr27dUab9i6oWVvST8dMmCwSzrVoXAc9XDugVu16aNO+g0qyLFu5WmwJVrNaJdy4fg1z5y8SZa1bNMWxoxKrZifXLnAsVx7tW7dAV1cXOHfoiNp16323TFkSvyRj3c0AVM+XE1OdCqJQXn1s8ZRMnkbWzgdHK9nEZulx5GmoSEQ13akgXB0thduun9zE/kcg9/ROCy6hd/2CeLmsNWoVN0fP5ZIstlemO6FdFYl1YMRmT4RExOL27KY4N6mR2O5mJW19Y2WMOiXMUa+UBbxXtoHvqrbiNc9N+ey1Ke7dsxetwP5dO9CsfjV43rqOyTPnibKuzi1x6rgkXKZth84oVcYR3Tu2Qf+ermjVtgOq15IsLA4fPQF58uRFx9ZN0KtLe7ENWPuOXVWSZeaC5TiwewdaNqyOO7duYOKM+aKsm0srnD7xVRbnzihV2hE9O7fFwF6uaNHWGdVqSmT5a9BwsaDUon41TBs/CoOGj0GxkqVVG/fmLMWRfTvRsWkt3Pe8gTFTJONevy4/Nu79SqgPr74egJr5c2Jmk4LCur3xlqQPj6mbTywqfY+Dj0ORV18Ts5sWFNvp7X34Fr4q9GHah3vskedoVcoCB3pXQDlbY0w5LgkzW9+pNOoVkiRa2nsvGGdfvMeSdiWwpUtZeIVGiy2/yOrsVMxUxFjv61keR/tWFK+ZLVRzpyb3+X+PvkCrUubY16s8HG2MMe3ES1FGid3qFpIk09x3PxjnvMKwuG0JbHItg5ehUdh9L1iEbTQuagqHPPoiCdzhPhXEa3pz5eWJS/iMNv9sQf92VRB0fBzqVXCA6wR3UXZn2yC4NJT0xbHLT6CAdW4En/gXmyY5Y/jCI7j1RKK0jV52HI9eheDutsG4sr4/dpy4D/dTqu1VTXtdt5l5Bn85FUXAxk6oW9oSXRZIdrS5vbAVOnwNXxm85hqCP8Tg4dJ2uDqnBc4/DMbSoxJlf+yW23js+wGeC1vj8uwW2HnptXBLV0mWqcfRv2kJBG1zQ73S1nCde0ZybZa2h8vXLcoGrryM4PAYPF7lgusL2+LcgyAsOfRQlHWec1oo5N4bXeExpRlWHH2M/ddUkCXxC7osvYoedQvg6cLmqFXMDH3WSPa8vjCpAdpUlCiZo7bdxduIOFyf1hin/q2Hy89CseaMpG/NOPBYuN/fmtkYG/pXwaTdD/EkULUkl9/i3dX5qFZWMr8fv+QwwiOi8ezoZOya3xsj5+/DQ6+g75Yp62pepfdEvL58BMf+7Sys2xXcRqXuzx1wJ21HpG8R8yEUOkayRiGG+RY5kqX9v38RZC0mRZmSjElv5UVZzilBGSmXlMX73LlzMuUVK1bErFmzUhVxUlJJGSXllBRhSopG9YiMzpHyHcTNmzdFJnFSlq2trUU5bT0WGBgoLNmU1I3OSUnNCFLsx4wZkxrfTQnSFixYgOPHj+PTp0/CEk+J4kjRlubatWvo3r27UORp0SAFmtxTIjY6b2hoKCwsLODs7CwU/RQXJsrSPmPGDDx8+FCUu7m5CWU/RWZVOPtc1t3rd5L067vXT5Evl2pbuWQGkbGyMV+/kxT33uxCIRX23c0s5OP1fjdjPTJvy0Fl2bL/5/Zl/9U8WdIW2YUkSiGcTfhZj4FfzZJrsrsi/E6eBHxAdoJcw7MLV3Yqv099ZqJmoVooWWbwRYWdMDILE7P0s23/LiJuK58zJbMYPP3X5Jf5Vcxq8vNbzv4O3kVlXlz/z5LXIPNCdP8YxTu7Iq+Y/ypIsaaFAFKWlYkXzyxY8c4YVrzThxXvjGHFO2NY8c4YVrwzhhXvjGHFO2NY8U4fVrwzhhXvXwMr3r+OP0vabAZlX/f29saSJUvEXuXZQelmGIZhGIZhGIZhsheseP8EtNf4nDlzxD7d5CLOMAzDMAzDMAzz/0L28cP58/lPKd7S8eC/gs6dO4sXwzAMwzAMwzAMw2QE+0YzDMMwDMMwDMMwTCbyn7J4MwzDMAzDMAzDMD9GNsr5+MfDFm+GYRiGYRiGYRiGyURY8WYYhmEYhmEYhmGYTIRdzRmGYRiGYRiGYRgFcnBe818GW7wZhmEYhmEYhmEYJhNhxZthGIZhGIZhGIZhMhF2NWcYhmEYhmEYhmEU4Kzmvw62eDMMwzAMwzAMwzBMJsKKN8MwDMMwDMMwDMNkIjmSk5OTM/MLmKznklc4sgv6WtkrmiFfXn1kF2ISkpBd8HkXjexEuXwmyC6oZTMfq613/JBd+BSXffow0aeSPbILbtvvIbswt3kxZCdW3PRHdqFVYVNkJ8Z7PPvdImRb2pS3QHbh+KNQZBcioxOQnahezAzZhcXjliA7EXtvGf5EPsRkr2e9NDn11PEnwRZvhmEYhmEYhmEYhslEWPFmGIZhGIZhGIZhmEwke/kBMwzDMAzDMAzDMNmCbBZx90fDFm+GYRiGYRiGYRiGyURY8WYYhmEYhmEYhmGYTIRdzRmGYRiGYRiGYRgFcoB9zX8VbPFmGIZhGIZhGIZhmEyEFW+GYRiGYRiGYRiGyUTY1ZxhGIZhGIZhGIZRgLOa/zrY4s0wDMMwDMMwDMMwmQgr3gzDMAzDMAzDMAyTibCr+X8M7xdPsG3FbLwNCoBtgcLoPuRfmFpYy9SJiY7CzlXz8fjuDaipqaF89Xpo32MgNDQ1MaB9XZm6iQkJKFKqHIZOXay0LK+eP8b6JTMREugPe4ci+GvERJhZKsqyafkcPPC8LmSpXLMBOvceLGQJe/cWG5fNxovHD6Cto4O6TVqjTedeKl4Z4MmjB5g9YzIC/PxQuEhR/Dt5BqxtbGXqfPnyBYvnz8YJj8NQV1NHxy7d0KWb5Dujo6PRsFYlaGtrp9bv3W8gOrp2U1qWZ48fYtGcqQj094ND4aIYNX4aLK1t0q376eNH9OvWAfOXr4e5pZU4Fh8Xh/kzJuLGtcvQ09ND974D0ahpS6iC94vH2LpiDt4G+cNO9Jnx6faZHavmyfQZ5x6DRDt9SUrCvi0rcPXMMSA5GZXrNIZzz8Ginio8evgA06dMgp+fL4oWLYbJ02bCxlaxnebPmYVjRw5BTV0dXdy6o3vP3jJ1Pn6MQCfntli7YTMsrWR/z4/y8OEDTJs8MVWWqdNnpSvLvNkzcfTIYaipq6GrW3f06NXnu2WqEPz6GU5vXILwkECY2ReEU+8RMDGzlKkTHxONUxsXwe/xXeRQU0OxqnVRy6WPuE4JsTE4u20FXt+9Dk0dXVRq1gFl6jVXSZZQ7+e4vH0pPr4NQh5bB9TuNgxGprKySHNu/VzRJ2p3Hy7eJ8RE48rOFQh84okcaurIX74GKrfrBXUNTZXkefzwAWZMmwx/P18UKVoMk6amf38vnDcLHkcPQ01NHZ27dkO3HpJ+ExUZielTJ+Lm9WuirZyaNsfgof9AQ0P5x2jBvHroW80Olkba8A6LwdJLvngbmSBTR0dTDVtdyyAh6UvqMfe7b3DkcSj0tNTRv7odSloaIuHzF3g8DcWBh29Vui7PnzzCsvnTEBTgB4dCRTFs7BRYWKU/1kR++ohBvTpi1uK1MLOQjDUpJCcnY/SgXihZtjxce/SDqtia6KBdKTPk0ddC0Mc4uN8PQVhMYob1O5Y1p2FF1CPUcgBtSpqhpLkBkgHcDfyEI0/fib//9LGvqLkBhtXND+ucungZGo1Zp17izcd4hXodHC3R3tES2hpquOH7AXNPvxb9SF9LHcPrFUB5O2N8+QKcfv4Oqy77Iin5z5aFCPF+jotbliLibSDy2jmgXo/hMP7GeHN67RzRDvV6jpA5HhcVid1TB6DVP7NhlMdcJVkKm+pjYM18sDLRwav30VhwzhvBnxSvTdvS5mhd2gJaGmrw9IvAogveSJC6AAba6ljargRGHX6GULnx4UcpZm6IEQ0cYJNLF15vozD9uBfefIxTqNexvBU6lLcS7XTd+4NoTxpbdDXVcWJgFcR/ThuH1l/1w647QSrJE+73Avf3rEDUuyCYWBWAY6chMMhjkWF9z23zxXOqXKeh4v2ZWf0R8+FdavmXpM/Qy2WKhmNXQ1UGudZFiYKW6DNxm0KZjrYmVk7ohMY1iiMqOh6TVhzF9iM3v1v2/wZ7mv862OL9HyIxIR4rZoxGozauWLzzFIqVqYA1c8Yr1Nu7cRkSE+Mxc90+TFq2Db4vn+Hkge2ibNmec6mvycu3w9AkJ9q4KT/JSkiIx4LJ/6B5+65Yu+8cSjpWxJIZYxXqbV+7GAkJCVi8+RBmr3LHa6+nOLpXMjiuWTAVec0tsdL9BCbOX4vLp4/h6rkTKl2b+Ph4jB4+CK5uPXHq4nVUqFwV40dLFABp9rhvFwr67oPHsXrjdhzYuwuXL54XZa9evkD+AgVx7uqd1JcqSndCfDwmjh6CDq7dcfD0VZSrWBlT/5WdHKTg7+uN4X/3QEiw7ENw/arFiI2Lxe6jZzF59mKsWjIPr1++UKnPLJ8xGo3buGLJztMoVqYiVs/5V6He3o1LkZiYgFnr9mPysu0yfebkwR3wenwPU1e4Y+pKdzx76Inr5zygajsNGzwAbj164tK1m6hUpSpGjZA8kKVx375NKOiHPE5i07ad2LvbHRcvnEst9/H2Ru/ubngTpNrkIVWWQX+je49euHLtFipXqYqRI4Yo1Nu5fatQ0I94nMSWbe7Ys9sdF86f+26ZsnxOSMDBxZNRoakzBq7aD7sSjjiyfLpCvQs7V4sJZ9/FO9Bj9nr4P3uAJ1dOpZZ9ev8WPeduRIexc3H7+F68vHNVeVkSE3Bq5VSUbtQebov2wKpYWZxZOyvD+r73ruH1rQsyx27sW4ekxAR0nLEJ7SauwDtfLzw8tQ+qttWIYQPRtXtPnL9yA5UqV8GYkcMU6u3aKek3+4+cwIYtO7B/zy5cuiC5vxfOnw11dXV4nL6AfYc8cOf2LRw9fFBpWTTVc2BUvQI4+DAEXbc9wIOgSAyvk1+hnn1OXQR8iEXnLfdTX6R0Ex3KWiAuMQk9dzzEv8deoHkJMxQzN1BprJk2bhjadeqG3R6XUbZ8ZcycOCrdugF+Phg9qDfeBr9Jt/zQnu148vAefgYNtRzoVsEK51+FY/yJl/B6F4Mu5TJWnkqYG8DRykjmWDV7E+TS1cT0s96Ye8FXKEHlrGXr/Iljn5Z6DkxtVgQ777xB85W34OkfgYlNCivUq10wN1qUMseA3Y/gvN4TJrqa6FRBskjSv6Y9kpKT0W7tHXTZfA9lbYzRqJjpHy1LynhzfNkUlHVqh15L98KmmCNOrpqZYX3vu9fw8qbseEN8CA7AwbkjEfletUWslPt7fONC2HM/GO033MG9gE8Y3cBBoV6NArnQtLgZhh94iq5b7sFYVxPty6b1dWsTHcxuURTmRjoqy0LtNKNVUey4HQinpddx2y8CU5oXUahXt3AetCpjgX47H6DN6lsw0dOEa0XJApNDXn34vI9GwyXXUl+qKt00nt/cMAMF67ZBs+k7YVq4DG5vnpNh/TePriPg7iWZY/VHr0CL2XvEy2nSJuiZ5EHJlj1VkkdNLQdGdG+AGUNaZVhnyoDm0NfVQv6G49Bh+FrMGtoaJQtZfbeMYTKCFe/fzIwZM1C/fn2ZY5GRkShVqhQuXFB8MPwMzx/ehb6BESrVaihW45s6d8O74CC88feRrZicjKYdukNHVw+GxjlRsVZDeD9/rHC+rctno06TtrBzUBzIv8fTB54wMDRC1TqNhCytOvbA2+BABPp5K8jSumMPIYuRSU5Uq9MIL589FJYpTS0ttHLpLj5PCni5KjXx8tkjqMJdz5swMjZGw8ZNoamphW49+yIoMAA+3q9k6p06cRSdunaHsbEJbGzt0K5DJ2H9Jl55vYBDIcXJh7Lcu3MLhkbGqNuwCTQ1NdG5Wx+8CQqAr89rmXp+PqR090S7jl0VznH2pAdcu/eFjo4uChctjroNnHDmxDGlZXn+8M4P9RmydjWT6jNU//VzSVtcPnkI7bsPhKGxiSgbNH4+ipetBFW4feumuPZOTZqJdurV5y8EBgbg9WvZdjrucRRduknaydbWDh06dsaxI5J28n79Gn16uMHVTflFEVlZbsCIZGnaTPTF3n37ISAgAK9fycricewo3Lr1gLGJCWzt7ODSyVVY4r9Xpiz+z+5DR98QRavUEVbhyi06IiI0GO+D/GTq1XcbhEa9hkNTS1tYv2kyRJ8jXt65huptu0HXwAgmeS1Quk5TPLlyWmlZ3jx/AG19QzhUrC1kKdvEBZ/eBePDG1lZiLjIj7i5fwMKVWsgW5AMODbtKCzvuoYm4lxvvZ9BFTxv34SRkTEaO0nu7x69/0JgQAC85frNCY9jcHXrkXp/O7t0hscxSb8ZM24iJkyeDh0dHTFGkzJvbGystCwlLAwRlZCEK94f8PlLMvY9CIa5kbaYaEtjn1sPvuGx6Z7DwkgbajlyiIQ3ZO398iUZn1UwFT64dxuGRkaoXd9JjDUduvZCSFAA/OXGGlrgI6W7dQfXdM9DnjnHD+9HlRqyHlHK4pBHDzEJSbj3JlJYPs+8DENuPU2YGWgp1CWLadOieXHb/6PMcbKU03XJ8TUbEF0fus5/+thXxsYYkXGfce7Fe/F7tt0KhKWxDuxy6crUa1bCDJtvBiDkUzxiE79gxsmXOPFUsmBDltc5p18JizNZU0kx+xT3+Y+WhQh6/kCMYYUqSca+cs0k4014OuNNbORHXN+7HkWqy4434W/8hdJdpmEb/AylrYwQGf8ZF1+FiWvjfjcIFsY6sM0pe20aFzXFds8gvI2MR9znL5h79hVOv5BYcm2+Kt0HHkq8OFTF0dZEXNMzz98JWbbc8BdWeBpbpGle0hwbr/kj+KOknaZ6vIDHY8nig4OpPl69i8av4N2rh9DUM4CNYy2oaWiicANnRIcF41OIv0Ld+KiPeHJkM+wq1svwfI+PbEKegqVgUbyiSvKsm9IFVcoUwIYD1zKs4+xUHrPWnURsXCLuPvXHnpN34OJU/rtlDJMRrHj/Ztq0aSMm656enqnHPDw8YGRkhBo1avzS7woJ9IW5tV3qe3ItzWthhZBA2YdT14FjYJOvYOr7x57XYGVfQKbOk7s3ERzgh0ZtOqsky5sAP1ja2MvIYmZhjTcBvjL1eg/9F3YFCqW+v3/rKmzsHYTFbsTkBTDOmVsc//z5Mx7dvQmbfLJy/ii+Pj6ws0+zOpFly8raBn4+spMsP1/ZerZ2+VLrvPR6jgA/X3Ro3QTNG9XGkgWzhSVEWciyZGOXT0YWSysbBPjKypLX1Axb9hxTcCEnd9CID+FCthRs7OzFeZUlONAPFun0meBA2XZyGzhWps888rwGa3sHxMXGIDQ4EG/fBGBc3/b4p1tzXDl9BMa58kAVfH28YZ9P9tpYW9vA19tboV6+fGntZG+fL7WOmbkZDnmcQIuWrfEz+Hj7yHwHyWJjYwMfH0VZ7PPLypJS51tlyhIeHIBclmkuwuQqbWJqgfA3ATL11DU0oKGphcNLp2LdCDcY5TZDgbJVRFnyly/Q0EoLlaD7jJR3ZYkICYSJubWMLEZ5LcRxea7sWC4s4/omsn2iZtfByG2Tdm0CHnkil1Va2yvfb2TbytrGRhyXqefrLdogBTt7+9Q6pHxpaWlh1IghaNW0ISwsLFGjVh2lZbEy1kFQRJqrJ+mEpJjQcWnsc+nC0lgbS9sWx1qXkuhW0VpYhAmPp+9Qyc4EO7qWxaoOJXHpdTi8VJgcB/r5wNpW9n4yp7HGX/b+zmNqhnU7D6O+UwuFcyQlJWHhzPHoN2QUdHVllQtlMTXQQmhU2phJ6jK5mdNxedqUNBWW8Qg5Ze2m/0exMDGtsQOmNHLA26h43H8T+cePfaS4+X+Ilek35DIsr9CRhZIWJdZ3Lo39vcuja0VrhEVLrmnSl2QkJiVjUpNC2NmjHEIi43HdO/yPliXFUp3TwkZhvKHj8lzctgxlndrDIKdsO9D7zjM2oIj8AqCSWJvoIvCD7P0d/DFOYWGtQB49cW1WOJfEdrey6FjOCh+iJSEV76MT0HPHA5x58f6nZLHNpQs/qcU7koXGHjoujYOpAfS1NbDJzRGH+lVCtyq2qe1EbWiTUxc7epTDgb4VMaB2vtRxSFmi3gbC0DTtuUAhRPq5LRAZqvhceLB3pbCM68o9F1L49DYAgfcuoXhTRcPDjzJ20UG0HbwKb99/SrfcxFAXZrmN8MInbQHEy/ctCuUz/2bZ/yU5svHrD4MV799MkSJFULx4cRw+LLGqEAcOHECLFi3EJOhXEh8fBy2p+GNCS1sHCfGK8T4p7N20XEw0GrbqJHP81IEdaNiqo5iMqiRLXKz4bmm0vyPLznVLERTgi6btZJV9iqNbNW+SUCZq1m+mkjxxcbEiTlwasmzRcZl6sbHieHp1KJbasXxFrN+yC2s37cD9u3ewef0a5WWR+w5COx1Z9PT1oaunl+5vSflM2ud1xTVXloR4xXb6fp9ZltpnKP6RuHv9AsbMW4dRs1fj1uXTuHZWees7ESuujeykQUdXF3Fxcd+sJ11HX98Aenr6Kn2/7HfEQEdXvs/Q98QqyKIrLQu1ZWzcd8uUJTE+DppasvJoamvjc0L652vSdxT6LXFHbHQkruzbJI7lL1MJ1w5sQVx0FCLeBePRpZNISlB+8Yi+U0NOFlLoPyfIxjm+vn0RiXGxKFK90TfPd3PfenwI8UepBqpZoyT9Ib37O07x3pNSHiXtKVtnyvTZOHH2Ej59+ohVy5coLQvFbkvHSxLxSV9EbKWMLIlf8Dg4SsR3jjnyXLiSU0wooa6WA4cfv0XnLfcw7MBT4bZazkZ56zv9Nvlxj95Tjghp6H5Jb6wh9rtvgX2BQihTXjVLrjRk9UyUimknyCKqqS57bcpYGorrdStA1tpNkFJwN+gTJpx8hWlnXsPMQFu4n//pYx/F2lJ4gTT0nvqTNIY6GmhU1BSjDz1D9233hcWycwXZuHSyPLdZcxtG2proUdX2j5aF+BxP4432d8ebl7ck402xGo0VzqGlqwctuWeLKuhoqCHus+y1oftd/v420NZAvcJ5MOHYC/Tf9QgF8ujD2VHiak5WZ7KC/yzUTvEK7fRFyCjfTo2Lm+KffY/htukuCprqo0slyUJGbGIS7gV8RO9t9/HXjgcobW2MrpXTzwHxPag91OXaid4nybVT4L3L+BwfC/vKDTM81+sLh2BXqQG0DZQf91IIyUDhTkFfVyJrTFxajomYuATo6Wh+s4xhvgUr3tmAtm3b4vjx4yKW2c/PD/fu3RPHfjU0aaC4NWloEkFKmTxJSZ+xeckM3L16HsOmLYWBUdrgFhH+Hl5P7qNy3cY/JQvFecsvDGjr6qUry5qF03DzylmMm7UChkZpkyhScuZNGo7gQH+Mmr5EuPyqAk3C6fvlJ6Xyk01tuXpUhxRuYtCwUeg/aBgMDA1hbmGJLt174fIlSXyoMsh/B0ET4Ywmvgqf15a0p/Q5SOnW+cHPf6+dqM/o6KTfTpuWTMedq+cxfNoy0WdSEk85tesKA0Nj5DGzRK3GrfDg1hX8snaKjU1tg4zqUZ0fvX4/LgstZsj3mVgFpV4oeBn0mW+VKYtmOhPNxPh44aqdHhpaWtA3ySUSqHnflySEqevaD5raOlg/sjuOrZiJ4tUbQEuFRYr0Jr30ns6dQsynD7h1YBNqdBmU4XloUe3ilkXwvnMFzYbOhI6B8rG6qW0VLytPetda9BupNpW0p9wYoK2NPHnywq1Hb1y+pHw4EE3CKZmSzDnVFSfrm24FYptnEGISv+B9dCL2PwxBBVsToVgOqWWP48/eiURM5I5+/Ok71Csk8f5RhvQWO+n3Sy8+fAs/n1c4dewgevZXzLOgCvR75JVsLXU1mQRzBlrqcCqSB3sfpB+H26GMOe4FRgrl5UPsZ5x9GYaKtsZ//NhHiq288qajqS5+pzS0cLHvfjDeRSXgY+xn7L7zBlXy5ZT9HUnJCI9JxA7PQIWyP02Wb483af045uMH3Ni/CbXdBiMzSU/Jpvek8Mpfm0OP3grr9se4z9j/IBiV7FX7/RlB36nYTmoK7fQ56Qv23n0j2ikiNhHunkGolj+XKFt2wUckvYtOSBJu8dtuBqBaAeXHmlQlW84LkJRuDannQlzkBzw9tgVlnAdkeJ4vnxMReP8y7Cv9nHfC9yBFmtDVTlOm9XS0EB0T/80yhvkWrHhnA5o3by4mhefPnxeWb4rvLlBANZfpb0Fuc5TNXHpSS65w0u7nBLlHL5s6EkF+rzF67hqFLK5P7t5AoRJlRfybqpCbOWUzl5aFXPIs5WVJSMC8icMR4PMKkxdtkMl6HhX5CVNH9BWxfOPnrRbxtqpiZ59PZDOXdp8MDPCHnZS7tqRefvhL1fP380l16V67cqmIC0+BFlK05FZ3fwRb+3wiZlJaFjqvjZRL6LegWHWTnLlkzkEu8Da2aa79P4q5tb3I6CvfZ8ysbRX6zNKp/4g+M2bu2tQ+Q3GNevqGiP1q/RHn+PIFySrlGIZwF/bz9ZW5NgHUTlLuwenV8/X1kXEh/hXky5+OLP7+Ct+Tnix2X93lv1WmLLksbfEhJC3pzZcvSYgIfYNc5rLWif3zx+P1V0VbyJ2YCG09SWKu6I8f0KDbYPy9fA86T1yC+JgomNoqJv76HuRm/jFUVpZPoW9gLOV+HvT0HmI/fcDeyf2waXA7PDixG69uXRDvJXIl4OTySQgP9EWr0Qu/mRH9e1B4AmUz/16/kdzfafWobezsJPfNkAF/4YqUok1jk6Gh8mMguXpSNvMUyGuTXKODImQnbJRAzcwwbSFRUy2HUEDJWkVuodLunuS2Sy9loRCUoAB/mesSHOQP6x8cK65fPo+w96Fwa9sI7Z2q48KZ49izfSMmjhwIVSA387z6aRNZ+oV59DVl3M8L5dWHobYGRtS2F+7kdR1yoayVEYbXkshsoqMhPAJSf1Oyatcmu4195NpNGcRToJ9I8br+cnkAAiPiRMx0aj01SS4AYmaLIqgspdzRIkdUfNIfLQthYmGDiLey483H0Dcy4S4BT+8i5mM43Cf8hbUD2uKux2543bwA94l/4VcSGBErEzZC14bi3+m4NJSxn1zN0+rl+OVes37hMcJNXFoWKxNd+IfHyNSjJI76Uu2kLkmSIP4mLwSSX2YhTEVrPLmZUzbzFJK/JCH6fTAMpNzPQ1/cF8r3uTkDcXSMC7zO7hUJ1s7OSRtTwnyeQccwJ4wsZOeLv5oPn2IQGh6JgnZpSf8K2ZvByzf0m2X/j+TIxv/+NFjxzgZQPHeDBg1w+vRpnDx5UsR9ZwaFSzriU0Q4rp3zwOfERBzbvQl5za1gIRVrTexcvQAxUZEYPn05jEwkq57S+Hg9Rf7CxX9KluKly+FjRBgunT4mZDm4c4OYsFjJKZebVsxFdFQk/p2zCsZysiydMVbEHg6fOE/B/VhZHMtXQnj4e3gcPSQmUpvWrxYx3vb5ZRdAGjRywtZNaxEeHiYU8727dqBRE4l7u9eL51i1bJGwrga/CcLWjevg1FQxJvJ7lHGsiA/hYTjlcRiJiYnYvmmN2O7KTipG9XvUqd8Ym9euQEx0NLyeP8HZUx4iWZuyFMmgz1jayLbTztXzRZ8ZMX2FTJ+hRZHKdRqJLL/RUZ8QFhqMi8cPoFxV5WNjiQoVKyE8LAxHDh0U7bRuzSoRV51fbqGqkVMTbFy/VtQlZXjXzu1waqbatljfkiUsRZaEBKxdvVJsTyUvCyX02rBujahLsrjv2IamTZt/t0xZbIqWRvSnDyIZWtLnRNw4vFPEeOe2klUUTO0dcPPwTsRFR+JTWChuHtuFYtUkCWzo+OW9G8XENdj7BR5eOI6StZyUlsWycGnEfoqA1/UzQpZ7Hu4i5jKnRZosBSvXRY9lB9Ft8V7xKt3YWSRQazdxpSi/6r5SKP7Nh8+CrpSXiyqUryDpN0ePSPrNhrWrRG6AfHL3d8PGTbBpwzpRl+7v3e7b0fhre9AWZBvWrRYu5iEhwdi0YS2aNFP+/n4cHCkyGNd2yCWU57alLUR8K03EpcmfWw+dy1sJ9+u8BlpoXdpcJGyixGwv30WjSwUrkUHZ3FAbjYvlxTWfD0rLUsqxAiI+hOHsiSNirNm1ZR0sLG1gK5XH4lu4dO2N/aeuY8/xK+JFSdrad+6OyXOWQhVevY8RLriUhVw9B1C/YG5h7ZdWvMmNfOzxl/j3xCvxOvcqHPeCPmH+RcmCyfN30WhcJLdYoDDUVkcdh1x4GBz5x499lB07l54mGhbNK/oNZZ2mRRzpWGvi1LN3aFnKXCSZM9bRQIdylrj0MkyUeYVGw7WilVCGqU91Km8l6v/JshDWRUoj5lMEnl+TjDd3jrrD2NRCLEamULhKPfRdeQi9l+0TL8cmzihUqTZcJq/Cr+RB0CeRFbxeoTzi2rg4WomtxAKk8joQ57zeo1lxM+TW14SRjgbalrHAVRVj3DPibsBH5NTXQuNipkKWrpVt8SYiVibumzj5NBSty1gij4EWjHU10LGCFS56SeLLC5kaoE8Ne2E5NzPSRudKNqK+KuR1KIn4yAj43z4nrNYvTu+Gfh5zGJmlLQ7blq+DFrP3otlMd/EqVK8dbBxrot7ItDHlg78Xctr9fCLbH2HvyTv4t19TGOhpo2xRGzg3Lo/dJzy/W8YwGZEjmVJyMr+da9euoV+/fiJD6pUrV4QyriqXvDIevP1ePcfW5XMQEuQnEsKk7OM9oX8nNHF2Q6kK1TCkUyOoq2vIxJgXLFYagycvFH8vnjQMpStVR22n7y8Q6GtlvMet98tn2LBkpki0Zpe/UOo+3v/0dkbLjt3hWKkGererBw11DZHYJoUiJcqgU+9BGNW3o3Cvld4TtXpdJ/QcPCbD78yXN2O32edPn2DOjMnw8/VGwUJFUvfx7tSuOdx69EGjJs1FErcVSxfgpMcRkS23k2s3uHaTbGURHvYec2dOxR3Pm0LmVu06oPdfA1Kz68pD2XszgpTlRbOnCot6gYJFUvfx7tGxFTq59UL9xrKx7PUql8T2/SdS9/Gm+OOl82bg+pWLwn2W9vFu2CRjJcHnG4mZfF89x7blsxEc5Adb0Wcke9lO6N/xa5+pjsGdGqbbZ4ZMXiQUHdqizvPqOSR9/ow6TduiZSfZPbXlKZcvY0Xr6ZPHYh9vSnpF+62n7OPdtmUz9OzdF02aSdppycL58DhK7ZQsMpx366G4x3vZEkVw7OSZb+7jTZaIb8lC+3j7fJUlZR/v1i2aolefvmjarIWQZfHC+SKrOlm7ukrtKf6tsozYekcxU28KIT5eOL1piUi0ZmpbIHUf741jeqNScxcUq1pPTEzP71iNFzcvirwItE93xWYdRD+NjgjH8TVz8ebVM+gZm6B6WzcUqZyxovApLuM+/M7vJa5sWyoSqlGStJR9vPdM7IsyTTqgYCXZDNieh7chKuyt2Meb9vDePNRZ3Pc5pPqUhUMJOA2emuF39qmUsaX22dMnmDlN0m8KFS6auo+3c+tm6N6rr9iXm9pj2eIFOH5M0m9oH2+37pJ+Q/14wdzZOHPqhMiV0d65I9x69Mrw/nbbnvHWWqRU/1XNVljGfMLT9vFe1KYY9j8IEcnSSFHpU9UWJSwNRdbyk8/fwf2uJNEdKSq9qtigiJkBYhOScPRJqHhlxNzmxTIse/niKZbNm4ZAP1/kL1g4dR/vv7q0QYcuPVGnYVOZ+k1qlMHG3ccU9vEmFkynscHyu/t4r7ipmMU4BWtjbbQtZQZTA22RsCtlH+9/atsLt/G7QbJKdMNCuYUSmLKPt66mGlqXMEPhvHoiM7pnwEecePFeJJZKj1aFTbPV2DfeI+PM/YVM9TGsbgGRHIsyTafsnb2xSxlsvxUoknFRbyRFuGkJM2FRPfPiHZZf9BVZrUn5+rumPWoXyiOslocehmCHp2pbQ/0OWdqUz3i/51Dfl7i4dQk+BAcij23+1H28d4zvg3JNXVC4sux4c+vQVrFtmPw+3sTyno3RZfamb+7jffxR6Dez8w+slU8kWvMOS9vHmxIh7rr7BudfholrQ3uck1Ksp6WOCy/DsOaqn0IG/uP9KsFt271v7uMd+TURWnoUNjMQ+3hTxnnabz1lH++t3Ryx5WYATj97J2ShuO3mpcxFO9GxJee9hSw59TQxvL4DHG2MhffIwQchYh/vb1G9mFmGZR8CXuH+nuWICg2CsWW+1H28aX9uynJuU662TP1nJ3YgJvxt6j7exP29K6ChrYcSzb+/M8nicd/PwzGubxPYWeZK3cf73dX5aDVgBa7eey3cxxeOdkaTmiUQG5cg9urecfSWqPetsoyIvbcMfyJR8dlXVTTQ/rOs3qx4ZxOoGerUqQNHR0csWLDgp871LcU7q9H/huL9O/iW4p3VfEvxzmq+pXj/Dr6leGc131K8fwffUryzmm8p3r+DbyneWc23FO+s5luK9+/gW4p3VvMtxft38C3F+7/OtxTvrOZbindW8y3F+3fwLcU7q/kRxTsr+VMV7+iE7Ksq6mtlrzna92BX82xCTEwMPn78iHbt2v1uURiGYRiGYRiGYZhfSPYyR/4HIWX7xo0bIqu5lZUVqlSR7KfLMAzDMAzDMAzD/H/AivdvhrLIjhs3Drly5cKiRYsyjBdkGIZhGIZhGIbJSlgz+XWw4v2bIYXb05OzIDIMwzAMwzAMw/y/wjHeDMMwDMMwDMMwDJOJsMWbYRiGYRiGYRiGUYR9zX8ZbPFmGIZhGIZhGIZhmEyEFW+GYRiGYRiGYRiGyUTY1ZxhGIZhGIZhGIZRIAf7mv8y2OLNMAzDMAzDMAzD/Gf48uULlixZgho1aqBMmTLo3bs3AgICMqz/4cMHDB8+HBUqVEDFihUxefJkxMbGKvWdrHgzDMMwDMMwDMMw/xlWrFiBHTt2YOrUqXB3dxeKeK9evZCQkJBu/UGDBsHPzw+bNm3C4sWLcfHiRUyaNEmp72TFm2EYhmEYhmEYhlEgR47s+1IVUq43bNgglOnatWujSJEiWLhwIUJCQnDq1CmF+vfu3cOtW7cwe/ZsFC9eHFWqVMGUKVNw6NAhvH379oe/lxVvhmEYhmEYhmEY5j/B8+fPER0dLRToFIyMjFCsWDHcvn1bob6npyfy5s2LAgUKpB4jd/McOXLgzp07P/y9nFyNYRiGYRiGYRiG+aOoV6/eN8vPnj2b7nGybBMWFhYyx01NTVPLpCGrtnxdLS0tmJiYIDg4+IflZcX7/5CahXL9bhGYHyCXvjqyC9Y5tX63CMwP0ruS3e8WgfkB9vcs97tFyLbMb174d4uQbblQqOrvFoH5AQZVz/e7RWB+gFlNlv1uEf4v0Pk/1BZjvyZFI+VZGm1tbXz8+DHd+vJ1U+rHx8f/8Pf+H15KhmEYhmEYhmEY5v+ZsxlYtL+Hjo5Oaqx3yt8EKdG6urrp1k8v6RrV19PT++Hv5RhvhmEYhmEYhmEY5j+BxVe38dDQUJnj9N7MzEyhvrm5uUJdUsQjIiKEe/qPwoo3wzAMwzAMwzAM85+gSJEiMDAwwM2bN1OPffr0CU+fPhX7dMtDxyj2m7YTS4GynBPlyv14aBm7mjMMwzAMwzAMwzD/CbS0tODq6op58+YhV65csLKywty5c4Vlu2HDhkhKSkJ4eDgMDQ2Fm3np0qXh6OiIoUOHir27Y2JiMGHCBLRq1SpdC3lG5EhOTk7O1F/GMAzDMAzDMAzDMNkEUq4XLFiA/fv3Iy4uTli1SZm2trZGYGCgyJg+c+ZMtGnTRtQPCwvD5MmTcfnyZZFUrXHjxhgzZoz4+0dhxZthGIZhGIZhGIZhMhGO8WYYhmEYhmEYhmGYTIQVb4ZhGIZhGIZhGIbJRFjxZhiGYRiGYRiGYZhMhBVvhmEYhmEYhmEYhslEWPFmGIZhGIZhGIZhmEyEFW+GYRiGYRiGYRiGyURY8WYYhmEYhmEYhmGYTIQVb4ZhGIZhGIZh/vNcvHgRycnJv1sM5v+UHMncu5hsxrt377Bjxw68fPkSWlpaKFSoEDp16gQjI6PfLRrDMAzDMD9AQkKCeIb/Tj5//gwNDY10y0JDQ2FqaorsAE3Fc+TI8bvFYACULl0axsbGaNmyJdq0aYN8+fL9bpGY/yNY8WZSef78OTZv3gwfHx8sXrwYZ86cgYODAypVqpRlMty8eRN9+/ZFrly5ULx4cSQlJeHx48fiAb5p0yYUKVIkS+QYM2bMD9edOXMmspr3798jMTFRYVXW0tIyS+Wg6zRu3DgYGBjIHI+IiMDYsWOxYsWKLJcnPWhCo6mpCXNzczRu3Pg/9yDt2rUrli1bprB4FRYWhp49e+LgwYNZLlNsbCxevXqF+Ph4hX5coUKFLJPj0aNHKFmypMLxyMhITJs2DbNnz8Z/9f7OrvKkQDLRcyt//vzQ19f/z8tCz8nAwEDY2tqKtqIx73ewc+dOrF27FiEhITh58iTWrVsHMzMz9O/fP8tladu2LRYtWgQbGxuZ48eOHcOUKVPEnCOroPFk1KhRCu0SEBCAf/75B+7u7shKwsPDRTuRkYP6jjxbtmzJdBnevHnzw3WzaryJiooS/YOei/fu3ROKOCngTZs2VZjrMIyypL8MyPznIOWWrMo0wKQous+ePRNK5fLly1GrVq0skWPOnDlo3rw5Jk2aBHV1dXGMZBk9erR4aG3bti1L5KDJS3bk7t27Qrn09/dPd7Wc2iyzuXPnjpgoEPRgogUS+YfR69evcf36dfyOyS89MPPkyYNSpUqJY0+ePMHbt29F36ZJ1qpVq7BhwwaUK1cuU2Xx9vYWEztqM5JLnsxuK3KXI6WSuH37tvjdenp6MnX8/PwQFBSUqXJkJNuQIUMQFxenoMxlVT9OoVevXmJRr2jRoqnHzp07hwkTJoiFv//a/Z2d5QkODhYLfdR3yBOqXbt2YvGGrFPybfhfkoXaY/78+di6dasYa0jZXbhwIXR1dcWzNCsV8CNHjghZ3NzchMJNFChQAPPmzYOOjg569OiBrERbWxutWrUS9zNZMGlBja6Jh4eHmPNkJUePHhXPzwULFqQu/u7evVvMs37HYvDIkSPFM6Jq1aqibX4HdevW/WFLf1aNNzSf6dChg3jRM5L6NM09qZ3q168v7vXKlStniSzM/x+seDMCeih24rLl1wAAPuBJREFU794dQ4cORdmyZcUxUnRp5X7p0qVZpnh7eXkJWVKUboJc1WilnFYcswqawGRHqE3y5s0rHpiGhoa/RQZ6SNJCSMrfJJM8pOCRJTWroclDw4YNMXfu3FQXR5qIkvWdrhdNvqh/kQUks9t44sSJwqI8YsSI39JWVlZWQvFPUWxpoqmmlpbWg9qO2on6UlZD7VOtWjX8/fffvz2EpEWLFujWrZvw9rGwsMDUqVPFBLlZs2ai3/zX7u/sLA9NfElxIo+o48ePC2sZhSXt379f9ClaUPsvykJj2aFDh8SYQ/c8QQrC5MmTxSIkPdezCvrdtCDRunXr1GtAHjc01pB1NasV7+3bt2PNmjX4999/hRcfKZr0nKBrVr58+SyV5fDhw2Ihi+Yyw4YNw9WrV3Ht2jUxv+nduzeyGloEWL16NSpWrIjfhbRVnTxGyNBD14PmobRgRO1F3lq/w1sixcpeuHBhoYCTwYGuGS3M0vOV7vOs8sJk/o8gV3OGKVeuXLK3t7f4u0yZMsn+/v7ibz8/P/E+q2jevHnyiRMnFI6fOXMmuXHjxsm/i8TExOSQkJDkoKAg8QoMDBTX69ChQ1kqR4kSJZJfvXqVnF0oXLhw8rt375KzUz9++fKlwnE6Vr58efG3j49PctmyZTNdlpIlSyY/fvw4OTtQp06d5PDw8OTsAvVjX1/f5OzC7NmzkytVqpRcrVo1ca0uXbr0W+TIbvd3dpOnQoUKyU+fPhV/Dx48OHnQoEHibxqLs/I5ld1kadKkSfKpU6cUnt90jPpzVlK6dOnU75eWhf6nMfF3Pb9HjhwpnlfFixdPvnDhQvLvZMyYMamy3L59+7fJ0ahRo2zzjCJatmyZ2o+lOXfuXJbP/+7cuZM8YcKE5IoVK4o+PXz48ORr166JsqioKHHP0/VjGGVhizcjoJVFimtJz52O3NUyE3KDTYFiaMgqSTGFjo6OwkJHrsLkujZw4ED8Dq5cuSLisigeSh5aOSeLWVZBFrno6GhkF2iFOjtBSXSo71BuAvmEfSnubOQ+nFGynV9Jzpw5f1uMpTy0Qn/r1i2RaIjcCgmKXa5Xr16WW30Ie3t70SZ2dnbIDpBFlzwkyDJG8akUlvA7yG73d3aTh7xXyJWbvDgolIWshsSXL1+y5J7OrrJQaFR6ru1kjaP7LCshCzvliZGPqaZY2d+RyIxC58hzheYyM2bMEBbUfv36CTdiiquWD7/JTOheonA6CtEi9/cXL15g0KBBGD9+PJycnJDV0O8nrwjyiKD2kvaI+h05HKjfyD+7CcpZQO2XVTRo0EDcU8WKFcPgwYNF+KO0xw95glJ7kccCwygLK95Mqlsaud9SXJh0nO706dNRu3btTP3uLl26CKVIOtaT3D3loQeEi4sLshqKx6IBmOSkQZhclcmtcMmSJVmeWI0mDDR5oGtBSXx+h2KXnRPPNWrUSCzcUAwfKU/Up+7fvy/6EymZMTExWLlyZbrJtH41rq6uou9Qf/ndCVko7p0Wj2iClaJ4U2w3uVjTfU/3f1Ym0aH7mCab5JJKyrd0aElWTPjI9TU9SGGi5I4Us5uVCYay0/2dneWhcXjv3r3C/f3Tp08iBIpygJALc1a7fGYnWcjtlRRKa2trmeOXLl1SUIAzG1Joyd095TlBuS5o8ZrGGYr7zmpIHlrEpxwXNK6QmzfFFdPYQ7kmaFEyq2jSpIlY/KS5A4259Dclsh0+fLgIBaKwvqyEno80z5N3//9dORzIpZvGW3qGpyyU0zUid/iseGanQP2D+gnJkxFVqlQRuRQYRlk4qzkjIGs3JRl6+PChWLGn1T06RhOIjRs3wsTEJNO+W5nkTjTByGooSRclQKFrQclYyPJOg+6+ffvExIssZFkFxS+TApNR0qeseFDSAkR2jZWnZF1kvTx16pRMwhZanabJ4I0bN8T/ZNnM7Mkx5Uzw9PQUbZU7d26FbXXOnj2LrILilUnZpcUAaWiSQ/2Y4kMzG7reKW0i/diRbqesmvBl18Wj7HB/Z2d56Pn0119/4cOHDyImlqzMtMhGC0uUyCsrPRWykyx0D1O8KcXB0mIfWXgpIR6Nv5SPo2PHjshKSAbKmUA7FqQsaNH4Q3LJW1UzG5q/0AKjfAIv2nmD2osWBLIK6i9kzKDngTQUN0ztdPr0aWQlpGCSp4Szs3O6no1ZHftNz0vKDUOLWbSwRXNR8ligHTCoP3E8NfP/ACvejAzkMvf06VMx4JHVp0aNGln+oCRI6aeVcrKw0Ir977QYUpIPSrZESj9N2Gnwp5V7WjCgBDLkwptVHDhw4JvlJA8j2Z6FlAKypNKqdYolKCv3laWEMN9iwIAByCpICaA+LG/9outESvmDBw8yXQZl7pPfmeznd5Ld7u/sJg9BzyZ6PqQk5SP3VArryMzF4T9Bll27dglvHtrCi6Ckb7QgQAuAv4OU7QJpikneEvQMJ7d3UqoYRcgbKyvd3okyZcqIjN1Z7RXxLeiZRIYO2uKMoIUBWjjKLvutM8zPwoo3k62giQzFnlJ2WHIxou5JihK5i9Fq+Y9uO/ErodVgivEhSy+5EZJLH7mK0So1uWJmpeKd3fjeHpy873D2gPYu79Onj8LOAJRll/oyZfvNSmhRgiwb8lYWUmLI9ZLcQLOS0NBQMdkjxYnGGco7QQuPpDAw2Yf27duLfZlpseh3h29kVygXCY178lbVrIIUJYp9JcVfGoqZpecoxXpnNhmFkqRHZoeSfG8B9nctxhIUVkN5dbIyT82PQovkZHj5HXM+hslMOMabUXADlYcGP3Nzc7EHJrmyZeZASLE85DZHST/I6kWKOE2CaYsJMzMz4Q6f1ZDCQglQ6DrQhI/isOgYJUb5HXs5kosyXSfaeo1c+CgZCSkxlBAku+3B+V/fd5iSz1E7UT9OkYMmFLR4k942bJkFWQwozp2uS4oLLMlA7ntZtU0LxRKmJCik+5nGHEpOJQ1dK1KAs1Lxpm1iaHGNFDna7532ZaZ4S+pHtB9zViday073d0Yu+XQvpTwXaFEnq/YgpvGWYnXJ/Z9yNtBCEm1L9zsm5996ZhJZPdaQhZBeNL7IQ4m8MhMKuaJFvJQxjrYJlM8HQItbWbV1oHRIGrm70/1MCwJk4aV7ityXKVSAFnIyG9peThpKEpbiyUey0JhMi8QlSpTIcsWbEmvSFnQXLlwQCczkkwJmtTwEhe5RqAZdJ4qhXr9+vbB2/67txBjmV8MWbyZ11Zcyh9MEPSXLMa1M0x6YdIwmyFSH3NYyc79JUuQoARStjEtD7lCk8FLs7u+AMquT2zJNtsjCTXFjlPGXkq3JKw+ZCf1++k6adFaoUEFMcmhh4vz58+L60PGsRN7aT7GgZDUkhYVi1qg9sxKaiJO7HvXT9PYdzkoXZuoj5L1BSCcPpL/pHsvq+Hfy1qB7OCXLMU1maAFJPu47s6DJHcU4EvLJFKUhiybFQWYV5LVC1jlaCKEkTKRA0L1NyehIWcjKdspu9zftQU8xy5SpmnJdpIyFtEBBCxIUJ0sTZNqvuVy5clkiE10T2vuYMkOTpwYpc6RY0iurFgBSFCppxZs8tHx9fYVclGeCFqqzClqMyChWOSsWHKkfpIx1FJ5AOTVoxw9pKBM0tREpmFm9eETPaHoeSUPXixYDszKhGT0XaRykuVaKRwIl5qP+Qh42KZnxs4pvPZ+p32RlHpKUeR4lcqRQPlK+KTyKxj5KUEoLolm9BzzDZApKb0DG/F/i7Oyc7O7urnB87969yS4uLql7aTds2DBT5ShVqpTYO1weOkZ7yv4Oli5dmhwTE6NwPDIyMnnatGlZvs8lySMPHWvXrl1ydoH2QW7fvv1/et/hevXqJc+bNy85Li4uuUqVKmIf+OfPnyc3bdo0eePGjb9NLtrPm/ru7yAoKCg5ICBA7GH78OHD5MDAwP+1dybQeo1XHz/L6hJEFaHGDjGklGBpjVGhRUrboGIoGoIYixhiaIJKSNUUMcYQQ0skxsaUUI2pppYmUkODinlqNYhaaPR+67f7Pfc799xzB76c/Tzve/6/te7KzYm13uM95zzn2Xv/93+3hB/+be7cue7nxJzWMPs9P3eY+2j99dev9fM9YsQIm0/98ccftx775JNPWo4++uiWk08+2f5+xhlntOy5554tMWBdvvjii23O7hprrNGy++67t9x5550tMbnjjjtahgwZ4vqZrC/jxo2ztSY2xx13XLT1pQye6Tlz5rQ7zjHuG+/r9Mwzz7Q7Pnv2bFuH6s4OO+zQctNNN7Vbi6+//vrK955CeOHvmiWShIx4mWyayhwVDsBlsupZisz3pZpRhJ4xT0dzMuFUmoLMnc8Pfw8/OEEji/UEw7miGgCQwCNNTQWuY4wZ3ynNHcbkCCljjx49TCmBtBujNyovSDO9oSJHpRLTI6osmAOiTggSUQ/oscfojkoKlS+e6fDDv8UyyAqtAHm4j4pjzur2fE+bNs2mOOQNCZHJ0htKdQoGDRrU+o7wAiUCFTG8P8K4R6YV8A4bOXKkq2KiCMoA/D88QapMhZ21Jja0AZT13yOB9/5eAEUEhrFlDtreffBcJ0zUirzzzjvRe5n5PpDkx9xH8D4Kiss8G220kescbyGqRD3ewmAzjKSHsRt5OEYfH9CLVDRMWdAgEWaGI86WyD6BlzWSd+RYXvD5yGLDy7CjXidksZ4gD6YnldnHeThWJq2OYa6GQRY9qsWZsnWbO4zkPYxhon8Oh19mt6666qqfaYTegoA5ukinQ491HiSh3uY6JEgI+OnJLzPB8xzhtdlmm9n9yjimvHSWv3t7OKT2fNPziVEhfeZ5aFcIayP3eLE3tCpIdvLz6KOP2rsI6TLmgCT68vcWgbe3QV9I1lx99dUmzfeEoJskMN4osSEJQ/Ij720Rs/ed5Ax7CpLpJPs4J9Yd9hTe3xfS7hNOOMHOh3Nh3WN/g/8GJmcesN4idaeYwNpHPz7eOTNnzrR/57keMGCArX/e70+eG4Lvoss6bY9yNRfNggJv0RqwUImjKsf4LF5OjBiaOnWqvRRYDOmVYq5rlbCRYtNLNQNTjbAY0/e9xx57ZF5sscUW2fTp0+17IFi6/vrr2yQdeDkRWHlX6Kh8MXsUQ5TQU8mLm0Bzu+22y1IwV2MzwXeTD2S8YJwOyYCOzIQ8N30kjpgXziaLihxVbnqquV70O3oSqoI489NDTM8c3xNBi2eQGyA5wsYXJUBsd2rWPVyQ2YRixMRaSGKEZ/u0006r9fPNBpz7l3Oip5tnmw067wT6zane8cz17dvX5XwIprfccktTIW2++ealoy5JuHn4FnRkrsYxrpcnBE4E31QsSXgWz6tq5+7is41ShOCbtYXni6Q9z/vpp5+eeYMpF+dDQoT7JiRnSOTvvvvurudC0M36Sw9zuEY8UxgUkhj1gDUf3wbWE8zLSGKRMJo0aZIpsni+uXb0wHsnJkiSoFwJpo4ogEgacy58Z0I0AzJXE22q25jkkLGmgsEiTKDALG+k1SyAVH4XdBYUMxpeAsgZ+R24LZFfQb56EJx0CWq8pFlswpHBxpaCAYEBSQiSAvkXN4kCXk5FQ5uqKRulxjXCKMY7uExt7jAVH8xgUJFgUIiEGIk3Um9cqj2NdJC/UhEjWGCziXx4k002sQkCJARwkvUE6SAb8lTmznNNMPIhMUOybfXVV7dAxjspkNrz/dFHH1mAgulbfv3DPIsN8iOPPGJ/kmDi3qoaFBtVq64+r7laWPtIUHjPRWaNCe1iZbOgPZNrJO6ZlsCaQ6sNASXyYYzF7rvvPjOdjMXcuXPtmsVoaclDIYP3A+eC27rn/cJawv3A+o+zO8Euzy/7vMADDzxgYxX50xuSxNw/rIXAXnS33Xaz8ylLtAnRaCjwFu1GHyEdDK7DHqOP2LAhe6LfqjubN86NIKbK7DkZV6orbLw7GqkTiFExRDbHteIakSBBvizSg8CFqiDBApJdgrswgskTNsN8Nr3U3M88Z1QQSCoR/HrPoud86BGO0Y7QEax1zBoOm+CYbQqpPd98L/TJUjnkfMJ14zvL93/XaURfShDsU9X2Hn3X0bngDUBVGVd8kuQk+2jfYmzfww8/XPk5lCXzO6LqUWsoi/gu2LeUtWblIcFfNYxUY+0N6xx/R42w1lprtf43uPMzIQRJvic80wTXJEJpzeLZRsESWxUlxIJEUnNhkIUmkA3zjoujj6okb8LVlSEXSQGqL1X377HRDBs7fo9J2Yt70UUXbbPJCsc9Xtx5yEpPnjy5NWETYCPMrFSkbFXT3SQJ3x8ySE+oUBLcIucjkEMey0bCGyq4VFGRmvP5yJcJvDGAiwHVFapfnu0jHcFaR88jY8Pof+SeHTt2rD1jSKyrDsBTe77LzofNcH4MVKz1pqsRfd6kMnOd6xUzUZQHfwLWF9omWGtIiMC8efNKZ4xXAWoa1hiS+cUxYnm4b6oOvGnJQC3IuZS1ZkHYd3m0QqFGQ62B5B0IrvO9+PxOq5/32Dfg/UgimB+v9hUhvFHgLQwynvSJISWnhw7JLr3WRx11lPvs2M6g4kIGncx5leRn9/KCQjbnXdlJ9cWdhwoTFQX6h4M/AEZQtAkUjfrqkCQpJiV4ftic5wMEni9kw573Ey0jhx12mG3O2RAzu5Zjs2fPdjcQC1UWPACoflHNLQYNHZkZVvWsY9hFXzWyacDXgT7d4C9Rp+c7tfMpvqeGDh2axHsqP3MdY6wwc51j3jPXqSzTi8+sY4wci2Z3ngkSknshMY5HAC0bJCAJ8HjuPfgsyfyqQTbNHHHvXvuO4B7BOBbZPYlFkmpBwk2CmEQFLVGctzc81+wnLr30Uks8UnXn2VLFWzQTkpoLg+wmxiy8tOlLRRrG5pMNGAZDyFTrCr1QZIDzUixPkAGTbGAz1ZUkeMMNN8w82XTTTa33imCOKg/VHyRsBCtIqjFpqSs8NzxTBHRcF5IDbMxJVtAqQbDgCd4NJK6QmXMfUT2kUkagEDaGXhDQdQQBHckKL9jYsRnl/iVxhNs69/Dvfvc7ayNBKVCn5zu180n1PUWllM8uJonOP/98U3NgyOkF76agOMonSmIlSO6++27ro0aFgKyZQIq1BnOxlNpL6goKDcZz9e/fv81x7hPWP54rb5+CYg88ATj3Dr4OJLGYIMN+Q4iGx21iuEiaDTbYoOWFF16w30866aSWiy66yH5//fXXW9Zbb72WOrPddtu1PPzwwy0pcN5557V8+OGH7Y7Pmzev5ZRTTnE/n7XWWqvltddes98PPPDAlltvvdV+nzVrVst3v/vdlhhwPnwfwHU7+eSTW8/Lk379+rVMnz693XGO9e/fv9b3TUqss846La+88or9zlr38ssv2+/8ufbaa7uei65T47yn+vbt2/Liiy+2Oz5nzhy7pzx59NFHO/3xZPTo0S0vvfRSS+rwTB133HEtKfDRRx+13Hzzze6fm/q1+uSTT1ouvvjilnXXXbdljTXWaNlyyy1bLr/88pb58+fHPjUhPjeSmovkRh+lBn1HBxxwgGWH6V/r0aOHqywWo6Uwf5lxKFQsixVKMti4VnvPrsU0DFk5UkZm6XIesNRSS5mZmDdUKam2h8o77RP8SU/be++959pTzIiWsn7u3r17l87TrtN9E6pxuOaG/lj60JG9U5X3BMM52iSKlbj777/fpeqT8nVKwcMh1fdUSjPX88oD7iWepyWWWCKLAfJ/rzaj/w/cw0irU4D+dyTeVfebN8q1YpQtFW/ULVwn1EjIzqnS08bBeo37uRCNiAJvYTDaCOkePXSMPho/fry9zMPoozrD5pJ+Rzaa/ORBxld14I0bLD1ZQULY0echxYqRlKAXFkkuc4cxL+MlyQsTqbk3F154od2vtAcwX5iEADNLcdnlhe0ZeGNiw+eStMkzdepUC76rJuX7hr5crhPyd4IUgvAPPvjAJLNI4D2DBs6De/jvf/+7nQd95wSb9H53ZsxUh+uUgodDqu+p1Gau0z9MUiI/hpPvxPs6kaBmZjb3ccq9uSSNq24j+Szn4tleU7xWjJdMocDC+xu/Dea+01ZCEp3nLH8f4QdC4k2IRkU93iK50UeiPbgI0yNMTyG9g/lZtmzYmd0aYzYpJiwEJ/369bO+MKpPVDGpuOA+TP+sJ5jgEdhSxeR8COSoEvL9cR8zt9SLe++9Nzv44IOzbbbZxip1YWNOVR4XbWYh1/W+wX2ea8H3EEYIYoI0fPhw+64IXjwh0CZRE1ze+Z4w8RoyZIjL56d6nVL0cCi+p+gDpX/Y+z2V0sz1SZMmZaeeeqqteRtssEGr0RvHCVIGDRrkaq7GZ/OdkLAuKsRiBJiBGOPvMIJFybLsssu2GXOWAqldK9abgQMHWpIRBVQZjDWcOXOm3etCNCIKvIX4nITZsaHa4QGjqajiljkNe8HYOaq4yGEJGNiAB1dUlhMMWqi2IMX0ZrPNNjMjPAJvqt5UuXE/fuSRR7JjjjnG5MOeEGRjLJSfyYz8nWDckxTumzxIys8999x25lxIP6lqPvjgg27n8tZbb2XLLbdcq0yX68QmNAapXSeqTrh3c04HHXSQJdIIwln3MKSLGUSlQgoz10k67LnnnvaTB2UAwTfJCS8wl+sMz4kFgWuvvdbWYRJrKNh4R/DMkxj1SAbz+SSB11xzTVvb8om1mKR2rebPn9/OkV+IZkN3uBBdgLwcN1Y2V/l5lwFPx1gCSja7ZT2XbIaR6VYN0jSyzQTeuI3mNxIEDMhSY4F0jgoPsjkkzFTiH3roIZOEUonyhiqh90zfMqgI4lbLSB9mVRfzrbQKeG+wSM4U4RiSc+97hk0x1WbuZ1oEYpHC852ah0NHI83KqDoRkNrM9fxn0vZThFnWYe65FzEC684g6YCyZq+99rKAG0iOnHnmmaZKoHWhSlDw0BbB2sa6SzU3JKqLeCeyUrtWBN18ByhrgvfHaqutZi0TKbxHhVgQKPAWogsISjB8QlbJ70ir6UGimkD11xM2C2weeImzISZrzwaYTbqXrJvggBc22Xs2EvSBFiVqsQI6EiTIPOmbRTqMpA95N/Njjz322Mo/Hylhd/E00qH3nvsVWXcKfZcEulSBimZhHOO+8oSeQsY/8UMFCAUHATg/yHY72iQ36/OdmofDjjvu2Bp44w0wceJEU7HQb87GnIQEVfmqA6iUZ5wT5JMgZsxaHr6bsgRXDPheMMfyTEjA5ZdfbusM9xG/w+DBg619gyp41ffNuHHjLOmJuSfrC+qEFPqpA9w3EyZMaBPokqSgUu8NzzHjLXnOWO9CywTHUK9xXIhGR1JzIbqADd5VV11lL6Kdd97ZAjjmk1555ZW2WfesQlGdI/vLxoHfCVTYQBxyyCEm2+UF5fGiJiPNRoKXItUeDE/KwKCqToR+5a7w3phvtNFGljBi85kCM2bMsHuY7yvf/06fN4EnUvQY4FmARwEbQGYRo5qgTaFOz3fKHg7I3blf6L8vrjNcL9bpOs44511EopH7I/880c7BvcT9ExsSSFTgvWeKk3Sl6o03Ae9ygmB+JznL/evp+4G3BUmAFJKfwD1M4gGVD3saFH2oogjCeZY82+hCMhrlUbEST8KCvRb+F0I0Oqp4C9EFvIwwRgFGx/BS4iVF9pUA1BOqYFRagH5CNg1k0DH54YXusTGn75PsM3AubPiQnqZAVxXnqqvMBI4pglSZ6m0qsAGmAk8Figpi6I+lTSBGpYXPJ6FEkE2fOUELySQq83V7vvPgLo/TcADX7JgeDjjOlznNU5lHLVA1+WAa1RMGiSlULwmu8QdAkYA6gvuZ5MBuu+1myQpP+F6KlXcgicX5ecO9OmfOnHajAUn+ed/DKEdw4GdcVlnLj/caPXbsWJO+F80s+TvKMe/E+QsvvJD96Ec/anccXwnUCUI0Awq8hegCgm024iz+zGVGvhdmbxLQeG+EcfQFNjfPP/+8/Y58D5Mob8I4FnoMMRli48D86ljmVB2Nf0IKjzTWe05qKlBpomLgOU6tKwiw2dzFhlFePN+4ZRNoow6gokpywNt9OLXnG+i5R1pOwhHZPd9RDAMxIFAi+C7OzqbaTQuMJwSROImHGcOxVBrAdQmJGYIX4BrFSAqwxuDiXUygsQbHUNzsuuuu2ahRo6zaDHw/JPtYe5BUe78vUczxTBWDbm8VVHAIp1WsCCZ9nk74+eebcYXF55tjJG6EaAYUeAvRjZEboRd1wIAB2fbbb2+mLEiykLF5QlBAZWf06NEm8abijgQUp9YYTqlk7XELZ4QXmz/OAwkqwTdVcW9JXbHiTPXnxRdfNHM1NmB1hfv0jDPOsKCFDXmxNcDbZIeEFbJBgrmy5JWnNwCVLzbCSLvpHcYNv6xiV8fnm2QawQnPM7PneZ6uu+46q4IjRfXq8w4gw+e74Zr17du3VRrL9ACPinceTBv5XMZuMqmAoIF3A0F4sbpaNSSNqFJigMfECUA5QYsAvheeCSTWlpScqUmikSRnWgIj4Ph+ghqApJsnrMGsL7ippxBIolSbO3duu+NMd4gx8oziBu/qk046qVXmTlKUe5sxbEI0A+rxFqIbUFFhji4Sc/rFkD3hbsumZuWVV3Y7D8xpkA5SuWVDzuaBrDXZcqq93hl8jGOmTZtmL0s2MfTPUf2muoD8k+MpwHdENYiNch0J8uUyuHe83XSRTvNMYaRWZsznKXHkFfjUU09ZIIVDP0Ed8lQqmGySy6SPns93qILFeL6ZY06QQlDLFIOwKT/qqKOsmtrVOKIqINBlssLs2bPt3uUeovecxEks+E5IPt5+++0mI0YtwTl6wTrLvUsFPsjhWesI9GiJ8jCWDJBwxZuAJASVy+I881iqIyTeKEh43lGuxeizJlnEPRIrsVeEgJbE1dlnn92qYuE74vlmOom3OSqJEd4NKAOCcSHXi4kkKBSK95IQjYgCbyEaEF5QBCxsJpDN4X4cozeWedRs+jbddNM2xjVUVqmEY8SUAlTCqXizKRbxoZpx2mmnJTkihj7r8ePHZ5MnTzZFh6f8M/THpvJ880xT4V599dXbPU8kBti0i/8qOO69915TJhA0UP3mdy8222wzC3i5XnkwvySIuv/++5MwmIwhp05JDUASj8/0NN7rDAxSSa5xTUIFHnUA1xD/jVjeLShtSKwFr4tYrS1CVEE6eiAhEiUlWSzSSmSeVOSohjFDluo7G4kYG3P6Tsuy96gBeKmnYK6GjJjgIcb3kxLkWEmEhLExBFNUdRmV5w29zEiXU/le8G2gYkjVe+bMmVbdHThwoEnPY/bH8nzHTE6wzrz55pvtAm+eKRRAMeD6oIjgPubeped87733bneOHmDGhwIKF3zWZszWWI9RRnlCKwDPVBHaE7zX4dQMJknwPfbYY236y1FkoQbAXMxTDXD00UdbqwRVXaruxaDfe9Qa69wNN9xg74Xnnnuu1eSSRI7nGMUiBNoKtkWzosBbiC7gxdyZLNYTxsNMmjTJXt4BRqLgLA7ePWu8HKluM2YtD3I65oGmYK5GkEklKBXZewyYf0x/LJJqKhtssAieCFoYh1e2aa8S7lMSVlwT737Ysr5qqjwEbgTaw4cPj5akSa0/FtUK1UKeK6p0YW42x3DSpq3EM2igmowfAZJdKpb0nNMaQF8197FnwIthIeoIPhMPEPw/SJTE8nBgDB9S8xAw8YzTh893lQokcbx9AXh3F9UAJLNIHKEG8Ay86e3mnuXP/Az4GLPfA9wvJAHmz59viQDe255BN9X1/HfRGTG+HyEWNJKaC9FAslh6nXAhJSOdB8dqnFu9e3Xvuecey94j46avD5MhRrcgs6SawGZUxIcKD6OpzjrrrFYpKJUpgkzm/hbHyVQNwRLBN3OiY2+w6MUl4O7KFZt+ZowWQ69zHfpj87LhskAh/7vHNUOqyxpIwJQHQ0dk77QHeMH9wPXw9PjoCJ5t+v+RBjPuEUiykXBDMoxRnxfMx+Z6oEggyAz3CGoxeuHx2/CEgJuqbrGCipyZhI1n+1FKs98BNcTPf/5zS2iFUICgm/sagzOPQsNNN93U7cA7hiu+EAsaBd5CdAGbcuSDMSq4ZZWNm2++uZ1Ml3EbbErZgHmDTI2eWDZUyC2pHOIkGzPoZlPFxo8KIhuuVGTNsUBSjlqiuLFjZjVuv8isPcGhlso7cu7FFlusITZYJCimTJlSaYU+tf7YrgIF76ABJQI+EvTr5mFyAcmKGB4O9FGz3uDITEWXc4uhWnj11Vct8YBkmM9n3aN1wXtWNWs/14P586gQ9tlnH0vGYvZGcniXXXZxPR96mKmyF9UABJaMFvM0wctDEoLr5K02ykPiFQXLiSeeaM8W729k+ST3SXBxXAixYElH0yZEoqQki2VjToa4WPEhIPBKDJT1URel5phC8d95V+gwpeK7QV6YD1hInuCKGmNESgogI6RftwjHkJzHCBLKAqiU8chRp9Yfm4oJVIB2H1pbivfNk08+6d7jzXODwoeec9YYpO+4v1PxpcqMIZ4XrLUks4rvBWbCX3nlldYD7wXKA3xIaOEgKbvVVltZUIcCCmWWd+CNIgs1AEnGMjWAN7/+9a+zSy65xNoUwhpMG5DnNQpQ6WZkYb5FA78YKt0kZGME3kwHoEUieDjgrk4yp6jyE6JRUeAtRBf06dPHxm3g4F2GZxXqkEMOMWdWstJhhjgZazZ/mDLF6KMOMjFe1mTw2ZDywkT26B14s7mj6s93QdBABp+KFBl8ZLzFjWldoJcbCXOYRx/gGMGMN/SdotJopMC7jlCVQ+1DFbXMWJIgwhMUEgS3VCoJ7ELPORt1zCbzScGq1x7eCUAll/MKFUQMtE4//XRr66j62uDYHVpJSDwUXahRIXGenkEd90kw3ERphDs1gTfXg1YNb4JKAoPNoAZAnRBDDYA/C6ZuTATYYIMNLJnH+4lrxHizQYMGuZ4PirCysWqY8vHu9IaWAIJ91BJ419CqQCKHPQ+jS0niCNHoSGouRIPJYumPRR4X3KmRFFJ56UymWuVM3QkTJpgiIHw+MkMMa9jceG+0yIpjPFd0o6YXnT5mRv7UEe4ZzLC4Rkim4fHHH7cKK6ZMSNE9YROMAoGNJioSNoApzPrtjPy4vKqg2tRZv6O3hwPrCoEt4wLLZuh6z/nt7hrnIctnjSG45nnK3xs8ayRIccivEpIMJEH5f8333OfhOPPNqWp6QdBEIoDPpb2FyjLBFHJ8nne+n7rCd7PnnnvaT55rrrnGgnIc8j1BmYAzP2sxwXZQSQwbNswSsqgFPKG4QVKimCjiHcXzxY8QjY4q3kI0mCyWTV5xXmssqD6Ric5viPmeRo4cmR100EHugTdjdXBoLULlhQpRXeF+YXPHBoa50GzIqThT8Y7h4B0kjEguixBApBh4e0ASLx9A0SJAIgvJ7mGHHeZ+PiRnCNpSkZynJMVnPVl22WXbHadnl+ClanhGMASkMomUmiA3b/zHfUSiGMWW9z2MGz5Vf/qESfjheI+PBKOqPCDwR91DNZffO8MzecQUgM0337zUIR9DOg+Kyb3XXnvNjmHmiFKNfnxatmKMA2U8KfdMEYxtUawJ0Qwo8BaigWSxZf3VebwDFlypy5xP2QwGGaQnbDKnTZtm0rRi31idDdboaaRPDhdfNujAZouxNhggeffHphRApcShhx5aepxqGBVUAixP6FPu2bOn62c20nuBdWX//fdvc5wEF32pHiBXDpJ/Ku8pjKLj++CdQHKPpB5rDOMuV1hhBZNZeyXLg1Sa31OBBAR+BEGKH0BVUubB4ZHcSwl6ze+44w67Z/KQLGa6jBDNgKTmQjSQLLYjqSUbHZxbGePlCVVtMuNUN8JYHSSF9DpSeaYi7glScl7aSNbykmr6MJGFbrvttlkdQXnA9UFuHwzm6J9DmUCVIYbJUKPhITXvCKpStG54y3SRtlPxRnLK/3dxvq/H7O5UofcUx27aWzANY6oEax9JLtpv6EGvY0IWc7nYJqR58EMhAZCCsSZGdyQhDj/88DbvJ5KhKANoUagzfDf88EyhsmGvRVKCljaSxvme/J/97GdRz1WIz4sCbyEabMRPHoInpKg4rjNLm825JwRtOLKy4URiyXIyb9482+ggI65y5nFHEGRjCEUPPOeDvJFe1Y7M8eocNCIrJKHE5q9OEBzxXCOtbITAm8QIP1R+PGE6AH4NRem05+zulME4jCA7P0qRYNxzbnZqCVnOheokgRI9zbEVE5tssom12GAwGRvuEaTttPjw7uY5QqWAMSDztIuJrarmz/POXnTRRe33juD59k4EoMLqDpybt9+FEAsKBd5CNAFs/MiiE3R6wwYCGSyOsbwQ2Xhh1pWqnK2OUEFAlYBJVh5G7GCkw4imOkG1CUkjQQmVJjagXc3T5b/HUIsNq6e5Gr4FqEqQoRclmFXD+WCyxAiosv/vVHq/Y8CkBO6domw4BWImZHHpJkF11113mcM5/bnImwmAY4A79gknnOBuINkZTP7AmR8wR/VMTvBM33jjjeaA31mgq+BWiGpQ4C1EE0DPLBusJ554Iqs7BJP00dFjXlze6ipPw+mdaikb8WCmhoRv1KhR1lfHn3UCGTDOwvwZAu+O1Bmhj9aDsgoUcktGB3pKlwN8Lk7LKUmHU4Gq7pQpU1pbbFIkZkL23//+t7X+cP8gxe/Vq5dJ3r1NAjEtmzhxormsYyBW9CTxfCfwTqLdB7+Y4ENC8MsMeJID3nJ4vGv4TlLjH//4R+n4wjq3tojmQYG3EA1EWS8f2XP60AkcfvOb32R1Bnk7M1EZ/8ZPnjpn8JEKswHHHTtfUaUaNWbMmNJZrs0MfYT0VQbJdEevQQ85dVf9uTHNEwkOqBiGOdXi/zjyyCOt55TALdXnJ4WELO7v3OMXXHCBBZ60eXiSUlWXxCfu7qeeemqrWoSkCKZz3/ve96ytwxPc1LkuMSZblEGCBhf6uXPntjmu1hbRTCjwFqKBKOvlo0eM/lNe6sjW6gyjWn7yk5+Y6ZtoDz3d+fnvKTj1x4KEFRJuNrzXX3996xzbIoxs8nymQyKAudlcJ86TXnSkod493nglMOsXiT2S6qJrdl0VJMGwEFk114tqbrGS6hnQpZaQJdFHQEm1mznRPEPbb7+9Sc5xN69zyw9jsYrjQLmPjjrqqOz+++93T0qgsvFy4e8KfFgwZWWWN+tfkTq3tojmIf7sCSFEt9EYps559913zV1YlMNItTqPVctDlZIfRjHRxxxrFFP+mca9F7MuDJhCQE6vLpUwb+NEwASKgH/mzJn2k4eAs86BN9L/GPL/Mo477rhOE7Ke4ICPxJz7A3M1nLxpZ4ltaoaPBUlHDMwwWotxTvg1lHlJkPSLMTebRAjGoyRFkJwXg11vhc3bb7+djR8/3oJvIZoVVbyFEE3DkCFDzE1Xwbf4PGOzghpgtdVWM+dfpPiebLHFFtm4cePauWLTj4+Kw7viLcTnUQLstNNO2YABAyo1IvwswRzPMuafVP8xnkMNgMEiz3yxJanq9xOGjkjNg4M5W/CTTjrJzNauvvrqrM4TWw488EBrbdH7WzQzCryFSJwyp+OOqGMPc15myeblmmuuyfbYYw/L4BfHRXln8EX64L5M/zuSc4zUeCUi/bznnntMFspxLwgGMIIqbojp0SV4YCZxCmB8RDIAg7E6gwoAGTcJG9YaKql77723jRWLAWMdORcM+Wglkbrlv+0Qb7zxhvVRh0oqQTgqEkZNoi7xYtasWdlee+1lKpK1117bjtHzjlKLcYHeY+hS480337TxlkzfwNCxuO+ps8JGNA8KvIVIHDb/4QXEC5qNOT2XyAipzrEBJnhgfiwyv7rRWdY+j8xZRBkkY7baaqt2mzp6HzH7of/bC6raSE4Z/Rbcsgmmhg8fbkHDmWeemXnCdADclgnmkOsWqfPzNH36dLtn+vbta2sxldQZM2bYbO8rrrjCVcr88ccfW48wc9fz6x3viXPOOcfdLbujvm+CS+/giWQW7SQh0M0nTfbff//sj3/8o+v5vPrqq9nkyZMt+A9eGySKMeqrOyeeeKL5EpCYKKol6myOKpoLBd5CNBBszNlIDB06tM1xqi5suq666qpo5yZEI4KjLyZQxbE69FbT++jpCP3WW29ZZZtgm15QXs/z5s2zc8Sxv6ORZ1VBQEBQh3SYyiC9xC+//LKpSkgObLvttlldQQ5LawABb3F81Z///GcLrrw47bTTbM48kmUMqEiSoNpg1jjnWTzHWCOiMBfz9inBuZsJBkVDMyrNBN64jNeVrtR03oEuexsSffSeC9GsyFxNiAYCg5gyIx3cvL2rYUI0A1SayubZcsyz/xOWW245mw390EMPWUWMTTGKjo033rjb7SYLeg40yTwC/5tuuinr06ePOQ7Tp0plqs6BN/cHCYkijO9CleQJpnyjR4+2CncAFQfyd+ZGpxB4L7PMMlHMQZkbTiWVRBEmiqHqTFIiFekyM8+pwNPq4gkBbn5dmT9/viUcGTvpPW8dqHITfAvRzCjwFqLBggSC72KQQLW76rFHQjQjuIXj/Ey1MPQsP/744xawbLfddu7nQ7BElY6f2FA5XXbZZe131hwk50io6XvHmKrOEMSxFhdH8iHP9+7xxi27zAmaHm/maNcZWkbeeecdM93s2bOnybtp50BNQrA7atSo6K0TnM/gwYPdP//QQw8tPT5p0iRL/tGP7glJPVrrSCKlYMwnRBUo8BaigUCGykuJXkJ6C9kYI2tkZqoq3kJ8vvYNAsoDDjigtfrDphwZ8ZFHHpnVGYJtkhAkJwjs8JMA5O8YrNWZgQMH2pqLoSNjxYLfBgqB3XbbrY3pY9WmjigRpk2bZvdwnqlTp0YxWONz+R6C6RxzommPQmruzbBhw7LUoYUkpTYxkn60THiDeSQtEtzLvXr1ajfiUT3eohlQj7cQDQayQsaOsKmBsKnp379/7FMTomEJjtC8EnE7xvQoD9VNZJA9evTI6gLGciT6xowZYxVeet533nlnS/YhHWbmeF1JydSRudkHH3xwts0227RKdUmYkJA966yzXFsCbrjhBpN2M8M7mM5xvxA0MSoPCbxIG0zw+PEeX4g6oTNSaQ0Q4v+DAm8hGgz65MiOU2lhI8OGhrnDVF2EENVAQEP/NWNu6gRtLEsuuaRJzDGhGz9+vH0HmCCpvSUdCLIvvfTSNsmj/fbbz4JxT/g8JMOMVctz2WWXZbfccov91LmvmiQE7QlLL720qSJQB7C2YPTm7eNQZq5G2wLSd2ToJHOEEAsWSc2FaCDoH2RTw7xPXFnZPBCI4zh8wQUXqOotREXUMUfNGjNixAjrjyXwxiF77Nixtg4xHkqkw9Zbb20/scGZnzaNIpwb/bupEKOvmt5pvCOoJjMy6/jjj8822WST7Morr7R3uXdFt2iuBsyAX2+99aIl8kNhYc6cOVZYIPGHZwJu/UI0AwvFPgEhRPehp3DIkCE2PowXJCAFZexPSpsaIUTjw5gqqmJHHHFEm8oqPaAk+0Q6UL3FvZzkCD3lJExwxveGBA2jzYogWw7mhXXtq+bzRo4cacE23xEBJUE4jutMDfCGqjbS/9dee82czGkjWXzxxbNYkNDjHHCd53d8JEiM7LPPPtl9990X7byEWJAo8BaigeBlVGbUQ+BNj6oQQizI9Qa56cILL9x6DLMsZLGe881F50yfPt2UUAQs/fr1M/n07NmzTamAYZV34E07AvcNlVxmvjMCk0TNyiuvbH284ScmJK69q6hcHxJZwPxwxoACfhLMOY/xfO+yyy52XqhbCHSpOGPiGiPQpbBAkJ0vLDD2TYUF0UxIai5EA8HL6IMPPmh3/I033tD4DSHEAoXxS6+88kq7vva33367TTAu4oL8n2CpOK8bZ+ozzjgjmzx5sqshX5jZnZ/bzSjMvFkXEmcvaXUqfdU4dfPs4NZNJffoo4+243xPfGfecG+goEPRghFeUNAttthiFuh6t66RCGCsYxEC7+uuu871XISoCgXeQjQQyMLOOecc22gFqHSfeuqppX11QgjxeRkwYID1pDLnfJ111rFjjMxi9nEK/cTiv7z00kvZTjvt1O74rrvumk2cONG9+p4SKfVV/+AHP7BgmyT58ssvbxV3JOcEu4MGDcq8ocrNs51KoKvCgqgDCryFaCCOPfZYc6rdeOONbYY3UkJeVIy2OeaYY2KfnhCiiaCC+vLLL1tVLF8ZJOjWepMOjHpj3B1V3WIFkT7iGCCdLpv1vuKKK0brqz777LNb+6rpaaa66hl48zwRcKMiIbilbeOdd96xue8xRmWlFuiqsCDqgAJvIRoIjE/I4LPJevrppy347tOnj5kdLbSQLBuEEAsOJKeMqMJhmDFVSGTpRy0GeCIuAwcOtP5YRkziRs11QplA0ElQh7w6UOYRsiChN5iq8ty5c9tNBfCYaZ5yXzXv6J/+9KdtjhX/XudAV4UFUQc0x1sIIURtIVBgM95VrydyUKpSyFWFSAkCk+7gEfgyx3uVVVYxs7dFFlmk3b97G5oRQDKWiko7PcsTJkyw6jeSeIy7PKXxBJO33nqr9Zwjcy9uv70nBRDUEujOmjXLzu2LX/xia6B7xRVXZEsuuWQWAxUWRDOjwFsIIURtWXfddW200Pbbb28Vlt69e8c+JSEaFmZAMxqL4DsFMBC76667TDpNUMk4vDvvvLO1r7poSFclBPq4vBPYlo3tws07Bgp0hfBDgbcQQojawmb89ttvNznujBkzLBAnAMcIKeZMWyEakQMPPNCeHeaJpwDBJMFu6Kv+2te+ZgHuP//5T1Ow0GftBW0AjFbbcccd3T6zWdZo5O/eigAhqkCBtxBCCPG/7tBIQamIsVGnB5KqGD2HQoiuefPNN+2Z2XTTTW0MXbGFI4aJWCowsov1hXnmovuQJOGeSs0xX4jPgwJvIYQQIsus7/Lee+81aSqSVPq533vvvWyllVYyyWp3e2mFqCsnnniijaLi2Sk6YxOE//73v3c9n5T6qg877DCrelN5F+VS/MGDB2df/epXY5+KEJUhV3MhhBC1hk35lClTsmnTpmUff/yxVbovuugiM2H617/+lY0YMSIbNmyY/bsQomNuu+02C2ZTkVOPGTOm075q7/53Enj0VOOqzjivPHVWA8DNN9+c7b333rFPQ4hKUcVbCCFEbWEmNSOHvvnNb2Y77bST9abi7psH6TmzgP/0pz9FO08hGoF+/fplEydOtF7qFEiprzqMNSsjhhogNY488sjsy1/+cnbooYdmPXv2jH06QlSCAm8hhBC1heocZmrf+MY3Ovxv3n///Wz+/PnZ0ksv7XpuQjQaF1xwgc19xzW8KDWPgfqqGwdmmpPcJAnRq1evrEePHm3+ve6JCdEcKPAWQgghOjCKWn755WOfhhANw5AhQ1qVIQRPX/jCF6IGT6n1VbPlfuCBB7Jnn33WvpvVV1/dzBs93dVT5fzzz+/03+suxRfNgXq8hRBC1Bbcy3/1q1/ZRvjTTz9t3Rx/8skn5qbLfFshRPf41re+ZT+pkFJf9bvvvpvtu+++2VNPPWXtLKwzjMpaa621siuuuCJbYoklsjqjwFrUAVW8hRBC1JahQ4dmL774Yvb973/fNr/77LOPSWVxNR81alS2yy67xD5FIRqKv/71r9lVV12VvfDCC9m5556b3X333dlqq61mlec691Uff/zx2axZs7KzzjqrdUIC39Xw4cOz9ddfPzv55JOzuvPYY4+VOtBzrQ455JCo5ybEgkCBtxBCiNpCde7CCy+0oGCHHXawYHudddbJxo4dmz3//PPWsyqE6B5PPvlktvvuu2frrrtuNmPGjGzq1KnZJZdcYo7VPEv9+/fP6gqSchIRG264YZvjjz76qBmLPfjgg1md4f4477zzrPJfdKCX+ZxoFiQ1F0IIUVuQlIe5sb17985mz55tgTdBOGY/Qojug6ybPu8jjjjCjM0Ao7XFFlvMgqoYgXcqfdUYNC6zzDLtjnMMyXndufbaa+2+OeCAA2KfihCVocBbCCFEbVlppZVsQ77CCitY4P3MM8/Y8f/85z82w1sI0X3oX/7FL37R7jjmZtddd537+aTUV81nElyOGDGizXGOrbnmmlndmTdvXvbDH/4w9mkIUSkKvIUQQtQW5vsec8wx2emnn55tscUW2eDBg7MVV1zRZJ+djRgTQrQH87Ky6u0bb7wRZbwYxokfffRR9tvf/rZdXzW91p591cOGDbP1ZebMmdbTDY8//ridz2WXXZbVHb4T2hNIhgrRrKjHWwghRG3hFYgR1Ne//nULvOlHvfjiiy34JhhXJUqI7nPCCSdkr7/+unkkICu/5ZZbrJ0DCfHaa6+djRkzptZ91ZirEWT/7W9/s7XnpZdesoo37S1158Ybb7Q1l2ToKquski288MJt/p32HyEaHQXeQgghagXVr+6izZ4Q3Ydq93777WcBJu0ayLs5RrUZafeSSy7pej7f/va3TeJOIJeHwPfHP/5x9sQTT7idC3J3pibwuccee2yr6zqJCb4bes/rTFAklIG5WmgDEqKRUeAthBCi1hs8NnW8ChdZZBEzXyJQwHhpqaWWyv7whz9EO08hGhXmZj/99NMWfPfp0yf7zne+ky200ELu57HXXnvZ5xf7qk855RRzYJ80aZLbuWDWuPLKK5u8PVRzP/3002zkyJHZW2+9lV1++eVu5yKEiIMCbyGEELXltttuyyZMmJD98pe/bA3ImetNRQqjHzmbC9G40DNMXzXPdllfNVJ0L3B5R3r/la98pc3xOXPmZIMGDbLzEkI0N/7pRyGEECIRzjzzTHNhzlfB6femCkWvtxCicSHYveaaa2xqAeoVxoohWZ44caJr0A09e/bMXnnllXbH33777Xb9zEKI5kSBtxBCiNry/vvvZz169Gh3HIksbshCiMaFvuqhQ4eaU/btt9+e3XHHHdlyyy2XHXzwwdlzzz3nei4DBgwwmTkyfEYV8vPII4/Ysa233tr1XIQQcZDUXAghRG056KCDsvfee8/cdOm/DMZLjBvCkImKuBCiMUmpr/rDDz/MDj/8cKu64ysRIOjG7X3xxRd3OxchRBwUeAshhKgtbL733XdfC7aXWGIJM1mbN2+ejfdhtNiXvvSl2KcohGiivmo++9lnnzUjx1VXXdVaW4QQ9eALsU9ACCGEiAWy0ylTpmQPPfSQSU+pRNHvTf9nviolhGg8Ql91MfCO2Vfdu3dv+xFC1A9VvIUQQgghRNMxevRoM1XDQBEVC/zlL3/JRo0aZTO++VMIIbxQ4C2EEEIIIZoO9VULIVJCgbcQQgghhGha1FcthEgBBd5CCCGEEEIIIUSFaI63EEIIIYQQQghRIQq8hRBCCCGEEEKIClHgLYQQQgghhBBCVIgCbyGEEEIIIYQQokIUeAshhBBCCCGEEBWiwFsIIYQQQgghhKgQBd5CCCGEEEIIIUSFKPAWQgghhBBCCCGy6vgfpMEH7CD1rdEAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 1200x1000 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"## ref: https://phik.readthedocs.io/en/latest/phik.html\n",
|
||
"## install\n",
|
||
"!pip install phik\n",
|
||
"\n",
|
||
"data = pd.read_csv('bank_data.csv', sep=';')\n",
|
||
"\n",
|
||
"from phik import resources, report\n",
|
||
"cor = data.phik_matrix()\n",
|
||
"#cor.style.background_gradient()\n",
|
||
"\n",
|
||
"## heatmap\n",
|
||
"plt.figure(figsize=(12, 10)) ## figure size\n",
|
||
"ax = sns.heatmap(\n",
|
||
" cor, \n",
|
||
" annot=True,\n",
|
||
" annot_kws={'fontsize':9}, \n",
|
||
" fmt='.2f', ## format annotations\n",
|
||
" cmap='Blues');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"source": [
|
||
"### pandas-profiling (ein Nachtrag)\n",
|
||
"ref: https://github.com/ydataai/ydata-profiling"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
" ## may need to be installed from the console with admin rights\n",
|
||
" pip install ydata-profiling"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "raw",
|
||
"metadata": {
|
||
"tags": []
|
||
},
|
||
"source": [
|
||
"from ydata_profiling import ProfileReport\n",
|
||
"ProfileReport(data)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.13.0"
|
||
},
|
||
"toc": {
|
||
"base_numbering": "1.2",
|
||
"nav_menu": {},
|
||
"number_sections": true,
|
||
"sideBar": true,
|
||
"skip_h1_title": false,
|
||
"title_cell": "1.2 Feature Engineering - Exploration",
|
||
"title_sidebar": "Contents",
|
||
"toc_cell": true,
|
||
"toc_position": {
|
||
"height": "calc(100% - 180px)",
|
||
"left": "10px",
|
||
"top": "150px",
|
||
"width": "245.667px"
|
||
},
|
||
"toc_section_display": true,
|
||
"toc_window_display": true
|
||
},
|
||
"toc-autonumbering": true,
|
||
"varInspector": {
|
||
"cols": {
|
||
"lenName": 16,
|
||
"lenType": 16,
|
||
"lenVar": 40
|
||
},
|
||
"kernels_config": {
|
||
"python": {
|
||
"delete_cmd_postfix": "",
|
||
"delete_cmd_prefix": "del ",
|
||
"library": "var_list.py",
|
||
"varRefreshCmd": "print(var_dic_list())"
|
||
},
|
||
"r": {
|
||
"delete_cmd_postfix": ") ",
|
||
"delete_cmd_prefix": "rm(",
|
||
"library": "var_list.r",
|
||
"varRefreshCmd": "cat(var_dic_list()) "
|
||
}
|
||
},
|
||
"oldHeight": 217.64999999999998,
|
||
"position": {
|
||
"height": "238.85px",
|
||
"left": "802.2px",
|
||
"right": "20px",
|
||
"top": "116px",
|
||
"width": "326.8px"
|
||
},
|
||
"types_to_exclude": [
|
||
"module",
|
||
"function",
|
||
"builtin_function_or_method",
|
||
"instance",
|
||
"_Feature"
|
||
],
|
||
"varInspector_section_display": "block",
|
||
"window_display": false
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|