From 577d882eebab761421d6188217f6fe068cb756bc Mon Sep 17 00:00:00 2001 From: jide9785 Date: Tue, 29 Apr 2025 14:50:01 +0900 Subject: [PATCH] update code --- 1st-project | 1 + Nam/url data_preprocessing.ipynb | 1720 +++++++++++++ ...url data_preprocessing_undersampling.ipynb | 1869 ++++++++++++++ Nam/url.ipynb | 2166 ++++++++--------- 4 files changed, 4578 insertions(+), 1178 deletions(-) create mode 160000 1st-project create mode 100644 Nam/url data_preprocessing.ipynb create mode 100644 Nam/url data_preprocessing_undersampling.ipynb diff --git a/1st-project b/1st-project new file mode 160000 index 0000000..16f48f8 --- /dev/null +++ b/1st-project @@ -0,0 +1 @@ +Subproject commit 16f48f84a3e41567dceba299f709853f51aa72b3 diff --git a/Nam/url data_preprocessing.ipynb b/Nam/url data_preprocessing.ipynb new file mode 100644 index 0000000..a19bfb1 --- /dev/null +++ b/Nam/url data_preprocessing.ipynb @@ -0,0 +1,1720 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "#! pip install tensorflow\n", + "#! pip install scikit-learn\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns \n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "train_df = pd.read_csv(\"train.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 poznan.wuoz.gov.pl\n", + "1 vill.okawa.kochi.jp\n", + "2 nationalfinance.co.om\n", + "3 town.ozora.hokkaido.jp\n", + "4 open24.ie-news.irish/online/Login\n", + " ... \n", + "6995051 ddht.co.kr\n", + "6995052 www.upstartepoxy.com\n", + "6995053 employeesalaryschedule70.000webhostapp.com/adb...\n", + "6995054 dekalbtool.com\n", + "6995055 helpinganimals.com\n", + "Name: URL_clean, Length: 6995056, dtype: object" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 대괄호 [ ] 제거\n", + "train_df['URL_clean'] = train_df['URL'].str.replace(r'[\\[\\]]', '', regex=True)\n", + "train_df[\"URL_clean\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IDURLlabelURL_clean
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login
...............
6995051TRAIN_6995051ddht[.]co[.]kr0ddht.co.kr
6995052TRAIN_6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...
6995054TRAIN_6995054dekalbtool[.]com0dekalbtool.com
6995055TRAIN_6995055helpinganimals[.]com0helpinganimals.com
\n", + "

6995056 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + "[6995056 rows x 4 columns]" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "\n", + "# URL 전처리 (특징 생성)\n", + "train_df['digit_count'] = train_df['URL_clean'].str.count(r'\\d')\n", + "train_df['dash_count'] = train_df['URL_clean'].str.count(r'-')\n", + "train_df['underscore_count'] = train_df['URL_clean'].str.count(r'_')\n", + "train_df['percent_count'] = train_df['URL_clean'].str.count(r'%')\n", + "train_df['equal_count'] = train_df['URL_clean'].str.count(r'=')\n", + "train_df['question_count'] = train_df['URL_clean'].str.count(r'\\?')\n", + "train_df['at_count'] = train_df['URL_clean'].str.count(r'@')\n", + "train_df['is_ip_in_url'] = train_df['URL_clean'].apply(lambda x: bool(re.search(r'\\b(?:\\d{1,3}\\.){3}\\d{1,3}\\b', x)))\n", + "train_df['special_char_count'] = train_df['URL_clean'].str.count(r'[^a-zA-Z0-9]')\n", + "train_df['count_of_double_slash'] = train_df['URL_clean'].str.count(r'//')\n", + "\n", + "# www 포함 여부\n", + "train_df['has_www'] = train_df['URL_clean'].str.contains('www')\n", + "\n", + "# suspicious word 포함 여부\n", + "suspicious_words = ['login', 'verify', 'update', 'confirm', 'account', 'secure', 'ebayisapi', 'banking']\n", + "train_df['suspicious_word_count'] = train_df['URL_clean'].apply(\n", + " lambda x: sum(word in x.lower() for word in suspicious_words)\n", + ")\n", + "# path 깊이\n", + "train_df['path_depth'] = train_df['URL_clean'].str.count(r'/') - 2\n", + "\n", + "# 숫자 연속 등장 여부\n", + "train_df['has_long_digit_sequence'] = train_df['URL_clean'].str.contains(r'\\d{4,}')\n", + "# 하이픈 연속 등장 여부\n", + "train_df['has_multiple_dash'] = train_df['URL_clean'].str.contains(r'-{2,}')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IDURLlabelURL_cleandigit_countdash_countunderscore_countpercent_countequal_countquestion_countat_countis_ip_in_urlspecial_char_countcount_of_double_slashhas_wwwsuspicious_word_countpath_depthhas_long_digit_sequencehas_multiple_dash
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl0000000False30False0-2FalseFalse
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp0000000False30False0-2FalseFalse
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om0000000False20False0-2FalseFalse
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp0000000False30False0-2FalseFalse
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login2100000False50False10FalseFalse
............................................................
6995051TRAIN_6995051ddht[.]co[.]kr0ddht.co.kr0000000False20False0-2FalseFalse
6995052TRAIN_6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com0000000False20True0-2FalseFalse
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...5000000False40False00FalseFalse
6995054TRAIN_6995054dekalbtool[.]com0dekalbtool.com0000000False10False0-2FalseFalse
6995055TRAIN_6995055helpinganimals[.]com0helpinganimals.com0000000False10False0-2FalseFalse
\n", + "

6995056 rows × 19 columns

\n", + "
" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \\\n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", + "\n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash \n", + "0 False \n", + "1 False \n", + "2 False \n", + "3 False \n", + "4 False \n", + "... ... \n", + "6995051 False \n", + "6995052 False \n", + "6995053 False \n", + "6995054 False \n", + "6995055 False \n", + "\n", + "[6995056 rows x 19 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# url 엔트로피 차수 저장 \n", + "import math\n", + "\n", + "def calculate_entropy(url):\n", + " probability = [url.count(c) / len(url) for c in set(url)]\n", + " return -sum(p * math.log(p, 2) for p in probability)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "train_df['url_entropy'] = train_df['URL_clean'].apply(calculate_entropy)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IDURLlabelURL_cleandigit_countdash_countunderscore_countpercent_countequal_countquestion_countat_countis_ip_in_urlspecial_char_countcount_of_double_slashhas_wwwsuspicious_word_countpath_depthhas_long_digit_sequencehas_multiple_dashurl_entropy
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl0000000False30False0-2FalseFalse3.308271
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp0000000False30False0-2FalseFalse3.471354
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om0000000False20False0-2FalseFalse3.272804
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp0000000False30False0-2FalseFalse3.533771
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login2100000False50False10FalseFalse3.772450
...............................................................
6995051TRAIN_6995051ddht[.]co[.]kr0ddht.co.kr0000000False20False0-2FalseFalse2.921928
6995052TRAIN_6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com0000000False20True0-2FalseFalse3.684184
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...5000000False40False00FalseFalse4.130881
6995054TRAIN_6995054dekalbtool[.]com0dekalbtool.com0000000False10False0-2FalseFalse3.324863
6995055TRAIN_6995055helpinganimals[.]com0helpinganimals.com0000000False10False0-2FalseFalse3.614369
\n", + "

6995056 rows × 20 columns

\n", + "
" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \\\n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", + "\n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash url_entropy \n", + "0 False 3.308271 \n", + "1 False 3.471354 \n", + "2 False 3.272804 \n", + "3 False 3.533771 \n", + "4 False 3.772450 \n", + "... ... ... \n", + "6995051 False 2.921928 \n", + "6995052 False 3.684184 \n", + "6995053 False 4.130881 \n", + "6995054 False 3.324863 \n", + "6995055 False 3.614369 \n", + "\n", + "[6995056 rows x 20 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "S = train_df.drop(['URL', 'URL_clean','ID'], axis=1) " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", + "\n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash url_entropy \n", + "0 False 3.308271 \n", + "1 False 3.471354 \n", + "2 False 3.272804 \n", + "3 False 3.533771 \n", + "4 False 3.772450 \n", + "... ... ... \n", + "6995051 False 2.921928 \n", + "6995052 False 3.684184 \n", + "6995053 False 4.130881 \n", + "6995054 False 3.324863 \n", + "6995055 False 3.614369 \n", + "\n", + "[6995056 rows x 16 columns]\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 1\n", + " ..\n", + "6995051 0\n", + "6995052 0\n", + "6995053 1\n", + "6995054 0\n", + "6995055 0\n", + "Name: label, Length: 6995056, dtype: int64\n" + ] + } + ], + "source": [ + "y = train_df['label']\n", + "X = train_df.drop(['URL', 'URL_clean', 'label', 'ID'], axis=1, errors='ignore') \n", + "print(X)\n", + "print(y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "S.corr()\n", + "# 상관계수 행렬 계산\n", + "corr_matrix = S.corr()\n", + "\n", + "# 히트맵 시각화\n", + "plt.figure(figsize=(15, 12)) \n", + "sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', linewidths=0.5)\n", + "plt.title(\"Correlation Heatmap\", fontsize=16)\n", + "plt.xticks(rotation=90, fontsize=8)\n", + "plt.yticks(fontsize=8)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from collections import Counter\n", + "\n", + "# y_train의 클래스 분포 시각화\n", + "plt.figure(figsize=(6,4))\n", + "plt.bar(*zip(*Counter(y).items())) # y_train의 클래스 값과 빈도수로 막대 그래프\n", + "plt.xlabel('Class')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Class Distribution in y')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42, stratify=y\n", + ")\n", + "\n", + "\n", + "# # 2단계: 훈련셋에서 검증셋 분리\n", + "# X_train, X_val, y_train, y_val = train_test_split(\n", + "# X_train_full, y_train_full, test_size=0.2, random_state=42, stratify=y_train_full\n", + "# )\n", + "\n", + "# 스케일링\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler = MinMaxScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train) \n", + "X_test_scaled = scaler.transform(X_test) " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\human\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "data": { + "text/html": [ + "
Model: \"sequential\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ dense (Dense)                   │ (None, 64)             │         1,088 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_1 (Dense)                 │ (None, 32)             │         2,080 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_2 (Dense)                 │ (None, 1)              │            33 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", + "│ dense (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,088\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_1 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_2 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n", + "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 3,201 (12.50 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,201\u001b[0m (12.50 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 3,201 (12.50 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,201\u001b[0m (12.50 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense\n", + "\n", + "# 모델 구성 \n", + "model = Sequential()\n", + "model.add(Dense(64, input_dim=16, activation='relu')) # 첫번째 은닉층 노드 64개 input_dim=X_train.shape[1]: 입력피처 개수 설정 \n", + "model.add(Dense(32, activation='relu')) # 이진분류 두번쨰 은닉층 \n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# 모델 컴파일\n", + "from tensorflow.keras.optimizers import Adam\n", + "\n", + "optimizer = Adam(learning_rate=0.001)\n", + "model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# EarlyStopping 콜백을 사용하여 검증 손실이 개선되지 않으면 학습을 멈추도록 설정\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=20)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# from imblearn.under_sampling import RandomUnderSampler\n", + "\n", + "# # 언더샘플링 적용\n", + "# rus = RandomUnderSampler(random_state=42)\n", + "\n", + "# # X_train과 y_train을 언더샘플링하여 균형 맞추기\n", + "# X_train_under, y_train_under = rus.fit_resample(X_train, y_train)\n", + "\n", + "# # 언더샘플링 후 클래스 분포 확인\n", + "# print(\"After undersampling:\", Counter(y_train_under))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# # 언더샘플링 후 클래스 분포 시각화\n", + "# plt.figure(figsize=(6,4))\n", + "# plt.bar(*zip(*Counter(y_train_under).items())) # 이게 핵심!\n", + "# plt.xlabel('Class')\n", + "# plt.ylabel('Frequency')\n", + "# plt.title('Class Distribution in y_train (after undersampling)')\n", + "# plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 2ms/step - accuracy: 0.8544 - loss: 0.3490 - val_accuracy: 0.8739 - val_loss: 0.3093\n", + "Epoch 2/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8740 - loss: 0.3083 - val_accuracy: 0.8766 - val_loss: 0.3043\n", + "Epoch 3/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8770 - loss: 0.3039 - val_accuracy: 0.8779 - val_loss: 0.3015\n", + "Epoch 4/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8788 - loss: 0.3006 - val_accuracy: 0.8760 - val_loss: 0.3048\n", + "Epoch 5/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8797 - loss: 0.2988 - val_accuracy: 0.8789 - val_loss: 0.3026\n", + "Epoch 6/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8801 - loss: 0.2981 - val_accuracy: 0.8798 - val_loss: 0.2976\n", + "Epoch 7/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 2ms/step - accuracy: 0.8806 - loss: 0.2970 - val_accuracy: 0.8813 - val_loss: 0.2963\n", + "Epoch 8/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8810 - loss: 0.2961 - val_accuracy: 0.8825 - val_loss: 0.2944\n", + "Epoch 9/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8815 - loss: 0.2957 - val_accuracy: 0.8818 - val_loss: 0.2948\n", + "Epoch 10/10\n", + "\u001b[1m17488/17488\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m30s\u001b[0m 2ms/step - accuracy: 0.8814 - loss: 0.2958 - val_accuracy: 0.8826 - val_loss: 0.2947\n", + "\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 1ms/step - accuracy: 0.8826 - loss: 0.2943\n", + "Validation Accuracy: 0.8827\n" + ] + } + ], + "source": [ + "from sklearn.utils import class_weight\n", + "\n", + "\n", + "# 클래스 가중치 계산 (불균형 보정)\n", + "weights = class_weight.compute_class_weight(\n", + " class_weight='balanced',\n", + " classes=np.unique(y_train),\n", + " y=y_train\n", + ")\n", + "class_weights = dict(zip(np.unique(y_train), weights))\n", + "\n", + "# 모델 학습 (스케일링된 데이터 사용 + 클래스 가중치 적용)\n", + "history = model.fit(\n", + " X_train_scaled, y_train, # ← 스케일링된 훈련 데이터\n", + " epochs=10,\n", + " batch_size=256,\n", + " validation_split =0.2\n", + ")\n", + "\n", + "# 모델 평가\n", + "from sklearn.metrics import accuracy_score\n", + "val_loss, val_accuracy = model.evaluate(X_test_scaled, y_test)\n", + "print(f'Validation Accuracy: {val_accuracy:.4f}')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m174877/174877\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m129s\u001b[0m 738us/step\n" + ] + } + ], + "source": [ + "# 검증 데이터에 대한 예측 확률을 먼저 계산 \n", + "y_train_proba = model.predict(X_train_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import f1_score, accuracy_score\n", + "\n", + "f1_scores = []\n", + "accuracies = []\n", + "thresholds = []\n", + "\n", + "\n", + "# threshold 범위 0.00 ~ 0.99\n", + "for t in [i * 0.01 for i in range(100)]:\n", + " y_pred = (y_train_proba > t).astype(int)\n", + " try:\n", + " f1 = f1_score(y_train, y_pred)\n", + " acc = accuracy_score(y_train, y_pred)\n", + "\n", + " thresholds.append(t)\n", + " f1_scores.append(f1)\n", + " accuracies.append(acc)\n", + " except:\n", + " continue\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Threshold(임계값): 0.35\n", + "Best F1 Score(재현율): 0.7204\n", + "Accuracy at Best Threshold: 0.8757\n" + ] + } + ], + "source": [ + "# 최고 F1 점수 기준 인덱스\n", + "best_idx = f1_scores.index(max(f1_scores))\n", + "best_threshold = thresholds[best_idx]\n", + "best_f1 = f1_scores[best_idx]\n", + "best_acc = accuracies[best_idx] \n", + "\n", + "print(f\"Best Threshold(임계값): {best_threshold:.2f}\")\n", + "print(f\"Best F1 Score(재현율): {best_f1:.4f}\")\n", + "print(f\"Accuracy at Best Threshold: {best_acc:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(thresholds, f1_scores, label='F1 Score', color='blue')\n", + "plt.plot(thresholds, accuracies, label='Accuracy', color='green')\n", + "plt.axvline(x=best_threshold, color='red', linestyle='--', label=f'Best Threshold: {best_threshold:0.2f}')\n", + "plt.xlabel(\"Threshold\")\n", + "plt.ylabel(\"Score\")\n", + "plt.title(\"F1 Score & Accuracy by Threshold\")\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 737us/step\n" + ] + } + ], + "source": [ + "# 테스트 데이터 확률 예측 (스케일링된 데이터 사용!)\n", + "y_test_proba = model.predict(X_test_scaled).ravel()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Accuracy (threshold=0.35): 0.8761347293661527\n", + "Test ROC AUC: 0.8188600654518927\n", + "Test Precision: 0.7267703676286765\n", + "Test Recall: 0.7152086395296824\n" + ] + } + ], + "source": [ + "# 확률을 threshold 기준으로 0/1 변환\n", + "y_test_pred = (y_test_proba > 0.35).astype(int)\n", + "\n", + "# 3. 정확도 및 AUC + precision + recall 계산\n", + "from sklearn.metrics import accuracy_score, roc_auc_score, precision_score, recall_score\n", + "\n", + "print(f\"Test Accuracy (threshold={best_threshold:.2f}):\", accuracy_score(y_test, y_test_pred))\n", + "print(\"Test ROC AUC:\", roc_auc_score(y_test, y_test_pred))\n", + "print(\"Test Precision:\", precision_score(y_test, y_test_pred))\n", + "print(\"Test Recall:\", recall_score(y_test, y_test_pred))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.92 0.92 0.92 1086032\n", + " 1 0.73 0.72 0.72 312980\n", + "\n", + " accuracy 0.88 1399012\n", + " macro avg 0.82 0.82 0.82 1399012\n", + "weighted avg 0.88 0.88 0.88 1399012\n", + "\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import classification_report, ConfusionMatrixDisplay\n", + "\n", + "\n", + "# 평가 지표 출력\n", + "print(\"Classification Report:\\n\")\n", + "print(classification_report(y_test, y_test_pred))\n", + "\n", + "# 혼동 행렬 시각화\n", + "ConfusionMatrixDisplay.from_predictions(y_test, y_test_pred, cmap='Purples')\n", + "plt.title(\"Confusion Matrix\")\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Nam/url data_preprocessing_undersampling.ipynb b/Nam/url data_preprocessing_undersampling.ipynb new file mode 100644 index 0000000..0f9101b --- /dev/null +++ b/Nam/url data_preprocessing_undersampling.ipynb @@ -0,0 +1,1869 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "#! pip install tensorflow\n", + "#! pip install scikit-learn\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns \n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "train_df = pd.read_csv(\"train.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 poznan.wuoz.gov.pl\n", + "1 vill.okawa.kochi.jp\n", + "2 nationalfinance.co.om\n", + "3 town.ozora.hokkaido.jp\n", + "4 open24.ie-news.irish/online/Login\n", + " ... \n", + "6995051 ddht.co.kr\n", + "6995052 www.upstartepoxy.com\n", + "6995053 employeesalaryschedule70.000webhostapp.com/adb...\n", + "6995054 dekalbtool.com\n", + "6995055 helpinganimals.com\n", + "Name: URL_clean, Length: 6995056, dtype: object" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 대괄호 [ ] 제거\n", + "train_df['URL_clean'] = train_df['URL'].str.replace(r'[\\[\\]]', '', regex=True)\n", + "train_df[\"URL_clean\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IDURLlabelURL_clean
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login
...............
6995051TRAIN_6995051ddht[.]co[.]kr0ddht.co.kr
6995052TRAIN_6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...
6995054TRAIN_6995054dekalbtool[.]com0dekalbtool.com
6995055TRAIN_6995055helpinganimals[.]com0helpinganimals.com
\n", + "

6995056 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + "[6995056 rows x 4 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "import re\n", + "\n", + "# URL 전처리 (특징 생성)\n", + "train_df['digit_count'] = train_df['URL_clean'].str.count(r'\\d')\n", + "train_df['dash_count'] = train_df['URL_clean'].str.count(r'-')\n", + "train_df['underscore_count'] = train_df['URL_clean'].str.count(r'_')\n", + "train_df['percent_count'] = train_df['URL_clean'].str.count(r'%')\n", + "train_df['equal_count'] = train_df['URL_clean'].str.count(r'=')\n", + "train_df['question_count'] = train_df['URL_clean'].str.count(r'\\?')\n", + "train_df['at_count'] = train_df['URL_clean'].str.count(r'@')\n", + "train_df['is_ip_in_url'] = train_df['URL_clean'].apply(lambda x: bool(re.search(r'\\b(?:\\d{1,3}\\.){3}\\d{1,3}\\b', x)))\n", + "train_df['special_char_count'] = train_df['URL_clean'].str.count(r'[^a-zA-Z0-9]')\n", + "train_df['count_of_double_slash'] = train_df['URL_clean'].str.count(r'//')\n", + "\n", + "# www 포함 여부\n", + "train_df['has_www'] = train_df['URL_clean'].str.contains('www')\n", + "\n", + "# suspicious word 포함 여부\n", + "suspicious_words = ['login', 'verify', 'update', 'confirm', 'account', 'secure', 'ebayisapi', 'banking']\n", + "train_df['suspicious_word_count'] = train_df['URL_clean'].apply(\n", + " lambda x: sum(word in x.lower() for word in suspicious_words)\n", + ")\n", + "# path 깊이\n", + "train_df['path_depth'] = train_df['URL_clean'].str.count(r'/') - 2\n", + "\n", + "# 숫자 연속 등장 여부\n", + "train_df['has_long_digit_sequence'] = train_df['URL_clean'].str.contains(r'\\d{4,}')\n", + "# 하이픈 연속 등장 여부\n", + "train_df['has_multiple_dash'] = train_df['URL_clean'].str.contains(r'-{2,}')\n", + "\n", + "# has_https (https로 시작하는지 여부)\n", + "train_df['has_https'] = train_df['URL_clean'].str.startswith('https')\n", + "\n", + "# count_of_exclamation ('!' 등장 수)\n", + "train_df['count_of_exclamation'] = train_df['URL_clean'].str.count('!')\n", + "\n", + "# count_of_dot ('.' 등장 수)\n", + "train_df['count_of_dot'] = train_df['URL_clean'].str.count(r'\\.')\n", + "\n", + "# ends_with_common_extension (.html, .php 등으로 끝나는지 여부)\n", + "train_df['ends_with_common_extension'] = train_df['URL_clean'].str.endswith(('.html', '.php'))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IDURLlabelURL_cleandigit_countdash_countunderscore_countpercent_countequal_countquestion_count...count_of_double_slashhas_wwwsuspicious_word_countpath_depthhas_long_digit_sequencehas_multiple_dashhas_httpscount_of_exclamationcount_of_dotends_with_common_extension
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl000000...0False0-2FalseFalseFalse03False
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp000000...0False0-2FalseFalseFalse03False
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om000000...0False0-2FalseFalseFalse02False
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp000000...0False0-2FalseFalseFalse03False
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login210000...0False10FalseFalseFalse02False
..................................................................
6995051TRAIN_6995051ddht[.]co[.]kr0ddht.co.kr000000...0False0-2FalseFalseFalse02False
6995052TRAIN_6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com000000...0True0-2FalseFalseFalse02False
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...500000...0False00FalseFalseFalse02False
6995054TRAIN_6995054dekalbtool[.]com0dekalbtool.com000000...0False0-2FalseFalseFalse01False
6995055TRAIN_6995055helpinganimals[.]com0helpinganimals.com000000...0False0-2FalseFalseFalse01False
\n", + "

6995056 rows × 23 columns

\n", + "
" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \\\n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count ... count_of_double_slash has_www \\\n", + "0 0 0 ... 0 False \n", + "1 0 0 ... 0 False \n", + "2 0 0 ... 0 False \n", + "3 0 0 ... 0 False \n", + "4 0 0 ... 0 False \n", + "... ... ... ... ... ... \n", + "6995051 0 0 ... 0 False \n", + "6995052 0 0 ... 0 True \n", + "6995053 0 0 ... 0 False \n", + "6995054 0 0 ... 0 False \n", + "6995055 0 0 ... 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash has_https count_of_exclamation count_of_dot \\\n", + "0 False False 0 3 \n", + "1 False False 0 3 \n", + "2 False False 0 2 \n", + "3 False False 0 3 \n", + "4 False False 0 2 \n", + "... ... ... ... ... \n", + "6995051 False False 0 2 \n", + "6995052 False False 0 2 \n", + "6995053 False False 0 2 \n", + "6995054 False False 0 1 \n", + "6995055 False False 0 1 \n", + "\n", + " ends_with_common_extension \n", + "0 False \n", + "1 False \n", + "2 False \n", + "3 False \n", + "4 False \n", + "... ... \n", + "6995051 False \n", + "6995052 False \n", + "6995053 False \n", + "6995054 False \n", + "6995055 False \n", + "\n", + "[6995056 rows x 23 columns]" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# url 엔트로피 차수 저장 \n", + "import math\n", + "\n", + "def calculate_entropy(url):\n", + " probability = [url.count(c) / len(url) for c in set(url)]\n", + " return -sum(p * math.log(p, 2) for p in probability)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "train_df['url_entropy'] = train_df['URL_clean'].apply(calculate_entropy)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IDURLlabelURL_cleandigit_countdash_countunderscore_countpercent_countequal_countquestion_count...has_wwwsuspicious_word_countpath_depthhas_long_digit_sequencehas_multiple_dashhas_httpscount_of_exclamationcount_of_dotends_with_common_extensionurl_entropy
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl000000...False0-2FalseFalseFalse03False3.308271
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp000000...False0-2FalseFalseFalse03False3.471354
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om000000...False0-2FalseFalseFalse02False3.272804
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp000000...False0-2FalseFalseFalse03False3.533771
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login210000...False10FalseFalseFalse02False3.772450
..................................................................
6995051TRAIN_6995051ddht[.]co[.]kr0ddht.co.kr000000...False0-2FalseFalseFalse02False2.921928
6995052TRAIN_6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com000000...True0-2FalseFalseFalse02False3.684184
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...500000...False00FalseFalseFalse02False4.130881
6995054TRAIN_6995054dekalbtool[.]com0dekalbtool.com000000...False0-2FalseFalseFalse01False3.324863
6995055TRAIN_6995055helpinganimals[.]com0helpinganimals.com000000...False0-2FalseFalseFalse01False3.614369
\n", + "

6995056 rows × 24 columns

\n", + "
" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \\\n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count ... has_www suspicious_word_count \\\n", + "0 0 0 ... False 0 \n", + "1 0 0 ... False 0 \n", + "2 0 0 ... False 0 \n", + "3 0 0 ... False 0 \n", + "4 0 0 ... False 1 \n", + "... ... ... ... ... ... \n", + "6995051 0 0 ... False 0 \n", + "6995052 0 0 ... True 0 \n", + "6995053 0 0 ... False 0 \n", + "6995054 0 0 ... False 0 \n", + "6995055 0 0 ... False 0 \n", + "\n", + " path_depth has_long_digit_sequence has_multiple_dash has_https \\\n", + "0 -2 False False False \n", + "1 -2 False False False \n", + "2 -2 False False False \n", + "3 -2 False False False \n", + "4 0 False False False \n", + "... ... ... ... ... \n", + "6995051 -2 False False False \n", + "6995052 -2 False False False \n", + "6995053 0 False False False \n", + "6995054 -2 False False False \n", + "6995055 -2 False False False \n", + "\n", + " count_of_exclamation count_of_dot ends_with_common_extension \\\n", + "0 0 3 False \n", + "1 0 3 False \n", + "2 0 2 False \n", + "3 0 3 False \n", + "4 0 2 False \n", + "... ... ... ... \n", + "6995051 0 2 False \n", + "6995052 0 2 False \n", + "6995053 0 2 False \n", + "6995054 0 1 False \n", + "6995055 0 1 False \n", + "\n", + " url_entropy \n", + "0 3.308271 \n", + "1 3.471354 \n", + "2 3.272804 \n", + "3 3.533771 \n", + "4 3.772450 \n", + "... ... \n", + "6995051 2.921928 \n", + "6995052 3.684184 \n", + "6995053 4.130881 \n", + "6995054 3.324863 \n", + "6995055 3.614369 \n", + "\n", + "[6995056 rows x 24 columns]" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "S = train_df.drop(['URL', 'URL_clean','ID'], axis=1) " + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", + "\n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash has_https count_of_exclamation count_of_dot \\\n", + "0 False False 0 3 \n", + "1 False False 0 3 \n", + "2 False False 0 2 \n", + "3 False False 0 3 \n", + "4 False False 0 2 \n", + "... ... ... ... ... \n", + "6995051 False False 0 2 \n", + "6995052 False False 0 2 \n", + "6995053 False False 0 2 \n", + "6995054 False False 0 1 \n", + "6995055 False False 0 1 \n", + "\n", + " ends_with_common_extension url_entropy \n", + "0 False 3.308271 \n", + "1 False 3.471354 \n", + "2 False 3.272804 \n", + "3 False 3.533771 \n", + "4 False 3.772450 \n", + "... ... ... \n", + "6995051 False 2.921928 \n", + "6995052 False 3.684184 \n", + "6995053 False 4.130881 \n", + "6995054 False 3.324863 \n", + "6995055 False 3.614369 \n", + "\n", + "[6995056 rows x 20 columns]\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 1\n", + " ..\n", + "6995051 0\n", + "6995052 0\n", + "6995053 1\n", + "6995054 0\n", + "6995055 0\n", + "Name: label, Length: 6995056, dtype: int64\n" + ] + } + ], + "source": [ + "y = train_df['label']\n", + "X = train_df.drop(['URL', 'URL_clean', 'label', 'ID'], axis=1, errors='ignore') \n", + "print(X)\n", + "print(y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "S.corr()\n", + "# 상관계수 행렬 계산\n", + "corr_matrix = S.corr()\n", + "\n", + "# 히트맵 시각화\n", + "plt.figure(figsize=(15, 12)) \n", + "sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', linewidths=0.5)\n", + "plt.title(\"Correlation Heatmap\", fontsize=16)\n", + "plt.xticks(rotation=90, fontsize=8)\n", + "plt.yticks(fontsize=8)\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from collections import Counter\n", + "\n", + "# y_train의 클래스 분포 시각화\n", + "plt.figure(figsize=(6,4))\n", + "plt.bar(*zip(*Counter(y).items())) # y_train의 클래스 값과 빈도수로 막대 그래프\n", + "plt.xlabel('Class')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Class Distribution in y')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42, stratify=y\n", + ")\n", + "\n", + "\n", + "# # 2단계: 훈련셋에서 검증셋 분리\n", + "# X_train, X_val, y_train, y_val = train_test_split(\n", + "# X_train_full, y_train_full, test_size=0.2, random_state=42, stratify=y_train_full\n", + "# )\n", + "\n", + "# 스케일링\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler = MinMaxScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train) \n", + "X_test_scaled = scaler.transform(X_test) " + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After undersampling: Counter({0: 1251917, 1: 1251917})\n" + ] + } + ], + "source": [ + "from imblearn.under_sampling import RandomUnderSampler\n", + "\n", + "# 언더샘플링 적용\n", + "rus = RandomUnderSampler(random_state=42)\n", + "\n", + "# X_train과 y_train을 언더샘플링하여 균형 맞추기\n", + "X_train_under, y_train_under = rus.fit_resample(X_train, y_train)\n", + "\n", + "# 언더샘플링 후 클래스 분포 확인\n", + "print(\"After undersampling:\", Counter(y_train_under))" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 언더샘플링 후 클래스 분포 시각화\n", + "plt.figure(figsize=(6,4))\n", + "plt.bar(*zip(*Counter(y_train_under).items())) # 이게 핵심!\n", + "plt.xlabel('Class')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Class Distribution in y_train (after undersampling)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# 스케일링\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler = MinMaxScaler()\n", + "X_train_scaled = scaler.fit_transform(X_train) \n", + "X_test_scaled = scaler.transform(X_test) " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(5596044, 20)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\human\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, + { + "data": { + "text/html": [ + "
Model: \"sequential_2\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_2\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ dense_6 (Dense)                 │ (None, 64)             │         1,344 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_7 (Dense)                 │ (None, 32)             │         2,080 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_8 (Dense)                 │ (None, 1)              │            33 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", + "│ dense_6 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,344\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_7 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_8 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n", + "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 3,457 (13.50 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,457\u001b[0m (13.50 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 3,457 (13.50 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,457\u001b[0m (13.50 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense\n", + "\n", + "# 모델 구성 \n", + "model = Sequential()\n", + "model.add(Dense(64, input_dim=X_train_scaled.shape[1], activation='relu')) # 첫번째 은닉층 노드 64개 input_dim=X_train.shape[1]: 입력피처 개수 설정 \n", + "model.add(Dense(32, activation='relu')) # 이진분류 두번쨰 은닉층 \n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", + "# 모델 컴파일\n", + "from tensorflow.keras.optimizers import Adam\n", + "\n", + "optimizer = Adam(learning_rate=0.001)\n", + "model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.summary()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# EarlyStopping 콜백을 사용하여 검증 손실이 개선되지 않으면 학습을 멈추도록 설정\n", + "from tensorflow.keras.callbacks import EarlyStopping\n", + "early_stopping = EarlyStopping(monitor='val_loss', patience=5)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "After undersampling: Counter({0: 1251917, 1: 1251917})\n" + ] + } + ], + "source": [ + "from imblearn.under_sampling import RandomUnderSampler\n", + "\n", + "# 언더샘플링 적용\n", + "rus = RandomUnderSampler(random_state=42)\n", + "\n", + "# X_train과 y_train을 언더샘플링하여 균형 맞추기\n", + "X_train_under, y_train_under = rus.fit_resample(X_train, y_train)\n", + "\n", + "# 언더샘플링 후 클래스 분포 확인\n", + "print(\"After undersampling:\", Counter(y_train_under))" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 언더샘플링 후 클래스 분포 시각화\n", + "plt.figure(figsize=(6,4))\n", + "plt.bar(*zip(*Counter(y_train_under).items())) # 이게 핵심!\n", + "plt.xlabel('Class')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Class Distribution in y_train (after undersampling)')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 2ms/step - accuracy: 0.8592 - loss: 0.3808 - val_accuracy: 0.8577 - val_loss: 0.3686\n", + "Epoch 2/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m19s\u001b[0m 2ms/step - accuracy: 0.8596 - loss: 0.3803 - val_accuracy: 0.8606 - val_loss: 0.3593\n", + "Epoch 3/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 2ms/step - accuracy: 0.8598 - loss: 0.3793 - val_accuracy: 0.8575 - val_loss: 0.3638\n", + "Epoch 4/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 3ms/step - accuracy: 0.8596 - loss: 0.3799 - val_accuracy: 0.8600 - val_loss: 0.3581\n", + "Epoch 5/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 3ms/step - accuracy: 0.8599 - loss: 0.3793 - val_accuracy: 0.8547 - val_loss: 0.3733\n", + "Epoch 6/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m22s\u001b[0m 2ms/step - accuracy: 0.8601 - loss: 0.3799 - val_accuracy: 0.8580 - val_loss: 0.3647\n", + "Epoch 7/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 2ms/step - accuracy: 0.8601 - loss: 0.3795 - val_accuracy: 0.8590 - val_loss: 0.3653\n", + "Epoch 8/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 2ms/step - accuracy: 0.8601 - loss: 0.3796 - val_accuracy: 0.8603 - val_loss: 0.3598\n", + "Epoch 9/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 2ms/step - accuracy: 0.8604 - loss: 0.3792 - val_accuracy: 0.8574 - val_loss: 0.3635\n", + "Epoch 10/10\n", + "\u001b[1m8744/8744\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 2ms/step - accuracy: 0.8604 - loss: 0.3786 - val_accuracy: 0.8630 - val_loss: 0.3525\n", + "\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 1ms/step - accuracy: 0.8637 - loss: 0.3514\n", + "Validation Accuracy: 0.8635\n" + ] + } + ], + "source": [ + "from sklearn.utils import class_weight\n", + "\n", + "\n", + "# 클래스 가중치 계산 (불균형 보정)\n", + "weights = class_weight.compute_class_weight(\n", + " class_weight='balanced',\n", + " classes=np.unique(y_train),\n", + " y=y_train\n", + ")\n", + "class_weights = dict(zip(np.unique(y_train), weights))\n", + "\n", + "# 모델 학습 (스케일링된 데이터 사용 + 클래스 가중치 적용)\n", + "history = model.fit(\n", + " X_train_scaled, y_train, # ← 스케일링된 훈련 데이터\n", + " epochs=10,\n", + " batch_size=512,\n", + " validation_split = 0.2,\n", + " class_weight = class_weights\n", + ")\n", + "\n", + "# 모델 평가\n", + "from sklearn.metrics import accuracy_score\n", + "val_loss, val_accuracy = model.evaluate(X_test_scaled, y_test)\n", + "print(f'Validation Accuracy: {val_accuracy:.4f}')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m174877/174877\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m155s\u001b[0m 889us/step\n" + ] + } + ], + "source": [ + "# 검증 데이터에 대한 예측 확률을 먼저 계산 \n", + "y_train_proba = model.predict(X_train_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import f1_score, accuracy_score\n", + "\n", + "f1_scores = []\n", + "accuracies = []\n", + "thresholds = []\n", + "\n", + "\n", + "# threshold 범위 0.00 ~ 0.99\n", + "for t in [i * 0.01 for i in range(100)]:\n", + " y_pred = (y_train_proba > t).astype(int)\n", + " try:\n", + " f1 = f1_score(y_train, y_pred)\n", + " acc = accuracy_score(y_train, y_pred)\n", + "\n", + " thresholds.append(t)\n", + " f1_scores.append(f1)\n", + " accuracies.append(acc)\n", + " except:\n", + " continue\n" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best Threshold(임계값): 0.66\n", + "Best F1 Score(재현율): 0.7320\n", + "Accuracy at Best Threshold: 0.8826\n" + ] + } + ], + "source": [ + "# 최고 F1 점수 기준 인덱스\n", + "best_idx = f1_scores.index(max(f1_scores))\n", + "best_threshold = thresholds[best_idx]\n", + "best_f1 = f1_scores[best_idx]\n", + "best_acc = accuracies[best_idx] \n", + "\n", + "print(f\"Best Threshold(임계값): {best_threshold:.2f}\")\n", + "print(f\"Best F1 Score(재현율): {best_f1:.4f}\")\n", + "print(f\"Accuracy at Best Threshold: {best_acc:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(thresholds, f1_scores, label='F1 Score', color='blue')\n", + "plt.plot(thresholds, accuracies, label='Accuracy', color='green')\n", + "plt.axvline(x=best_threshold, color='red', linestyle='--', label=f'Best Threshold: {best_threshold:0.2f}')\n", + "plt.xlabel(\"Threshold\")\n", + "plt.ylabel(\"Score\")\n", + "plt.title(\"F1 Score & Accuracy by Threshold\")\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Accuracy (threshold=0.66): 0.8750732659905704\n", + "Test ROC AUC: 0.7371575316915601\n", + "Test Precision: 0.9138102424068218\n", + "Test Recall: 0.48756789571218606\n" + ] + } + ], + "source": [ + "# 확률을 threshold 기준으로 0/1 변환\n", + "y_test_pred = (y_test_proba > 0.66).astype(int)\n", + "\n", + "# 3. 정확도 및 AUC + precision + recall 계산\n", + "from sklearn.metrics import accuracy_score, roc_auc_score, precision_score, recall_score\n", + "\n", + "print(f\"Test Accuracy (threshold={best_threshold:.2f}):\", accuracy_score(y_test, y_test_pred))\n", + "print(\"Test ROC AUC:\", roc_auc_score(y_test, y_test_pred))\n", + "print(\"Test Precision:\", precision_score(y_test, y_test_pred))\n", + "print(\"Test Recall:\", recall_score(y_test, y_test_pred))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report:\n", + "\n", + " precision recall f1-score support\n", + "\n", + " 0 0.87 0.99 0.92 1086032\n", + " 1 0.91 0.49 0.64 312980\n", + "\n", + " accuracy 0.88 1399012\n", + " macro avg 0.89 0.74 0.78 1399012\n", + "weighted avg 0.88 0.88 0.86 1399012\n", + "\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import classification_report, ConfusionMatrixDisplay\n", + "\n", + "\n", + "# 평가 지표 출력\n", + "print(\"Classification Report:\\n\")\n", + "print(classification_report(y_test, y_test_pred))\n", + "\n", + "# 혼동 행렬 시각화\n", + "ConfusionMatrixDisplay.from_predictions(y_test, y_test_pred, cmap='Purples')\n", + "plt.title(\"Confusion Matrix\")\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Nam/url.ipynb b/Nam/url.ipynb index 9b7bf40..133b70f 100644 --- a/Nam/url.ipynb +++ b/Nam/url.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -14,28 +14,28 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n" + "import seaborn as sns \n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ - "train = pd.read_csv(\"train.csv\")" + "train_df = pd.read_csv(\"train.csv\")" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -55,20 +55,20 @@ "Name: URL_clean, Length: 6995056, dtype: object" ] }, - "execution_count": 6, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 대괄호 [ ] 제거\n", - "train['URL_clean'] = train['URL'].str.replace(r'[\\[\\]]', '', regex=True)\n", - "train[\"URL_clean\"]" + "train_df['URL_clean'] = train_df['URL'].str.replace(r'[\\[\\]]', '', regex=True)\n", + "train_df[\"URL_clean\"]" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -211,80 +211,55 @@ "[6995056 rows x 4 columns]" ] }, - "execution_count": 7, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "train" + "train_df" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# url 엔트로피 차수 저장 \n", - "import math\n", - "\n", - "def calculate_entropy(url):\n", - " probability = [url.count(c) / len(url) for c in set(url)]\n", - " return -sum(p * math.log(p, 2) for p in probability)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "import re\n", "\n", - "train['dot_count'] = train['URL_clean'].str.count(r'\\.')\n", - "train['digit_count'] = train['URL_clean'].str.count(r'\\d')\n", - "train['alpha_count'] = train['URL_clean'].str.count(r'[a-zA-Z]')\n", - "train['dash_count'] = train['URL_clean'].str.count(r'-')\n", - "train['underscore_count'] = train['URL_clean'].str.count(r'_')\n", - "train['digit_count'] = train['URL_clean'].str.count(r'\\d')\n", - "train['percent_count'] = train['URL_clean'].str.count(r'%')\n", - "train['equal_count'] = train['URL_clean'].str.count(r'=')\n", - "train['question_count'] = train['URL_clean'].str.count(r'\\?')\n", - "train['at_count'] = train['URL_clean'].str.count(r'@')\n", - "train['subdomain_count'] = train['URL_clean'].str.count(r'\\.')\n", - "train['length_of_url'] = train['URL_clean'].str.len()\n", - "train['path_length'] = train['URL_clean'].str.extract(r'https?://[^/]+(/.*)')[0].str.len()\n", - "train['top_level_domain_count'] = train['URL_clean'].str.count(r'\\.[a-zA-Z]{2,}')\n", - "train['is_ip_in_url'] = train['URL_clean'].apply(lambda x: bool(re.search(r'\\b(?:\\d{1,3}\\.){3}\\d{1,3}\\b', x)))\n", - "train['special_char_count'] = train['URL_clean'].str.count(r'[^a-zA-Z0-9]')\n", - "train['count_of_double_slash'] = train['URL_clean'].str.count(r'//')\n", - "train['subdomain_to_domain_ratio'] = train['subdomain_count'] / (train['dot_count'] + 1)\n", - "train['url_entropy'] = train['URL_clean'].apply(calculate_entropy)\n", + "# URL 전처리 (특징 생성)\n", + "train_df['digit_count'] = train_df['URL_clean'].str.count(r'\\d')\n", + "train_df['dash_count'] = train_df['URL_clean'].str.count(r'-')\n", + "train_df['underscore_count'] = train_df['URL_clean'].str.count(r'_')\n", + "train_df['percent_count'] = train_df['URL_clean'].str.count(r'%')\n", + "train_df['equal_count'] = train_df['URL_clean'].str.count(r'=')\n", + "train_df['question_count'] = train_df['URL_clean'].str.count(r'\\?')\n", + "train_df['at_count'] = train_df['URL_clean'].str.count(r'@')\n", + "train_df['is_ip_in_url'] = train_df['URL_clean'].apply(lambda x: bool(re.search(r'\\b(?:\\d{1,3}\\.){3}\\d{1,3}\\b', x)))\n", + "train_df['special_char_count'] = train_df['URL_clean'].str.count(r'[^a-zA-Z0-9]')\n", + "train_df['count_of_double_slash'] = train_df['URL_clean'].str.count(r'//')\n", + "\n", "# www 포함 여부\n", - "train['has_www'] = train['URL_clean'].str.contains('www')\n", + "train_df['has_www'] = train_df['URL_clean'].str.contains('www')\n", + "\n", "# suspicious word 포함 여부\n", "suspicious_words = ['login', 'verify', 'update', 'confirm', 'account', 'secure', 'ebayisapi', 'banking']\n", - "train['suspicious_word_count'] = train['URL_clean'].apply(lambda x: sum(word in x.lower() for word in suspicious_words))\n", - "# 숫자 비율 (전체 길이 대비)\n", - "train['digit_ratio'] = train['digit_count'] / (train['length_of_url'] + 1)\n", - "# 알파벳 비율\n", - "train['alpha_ratio'] = train['alpha_count'] / (train['length_of_url'] + 1)\n", - "# 특수문자 비율\n", - "train['special_ratio'] = train['special_char_count'] / (train['length_of_url'] + 1)\n", - "# path 깊이 (슬래시 개수 기반)\n", - "train['path_depth'] = train['URL_clean'].str.count(r'/') - 2 # 도메인 뒤의 / 개수 (http:// 제외)\n", - "# 도메인 길이 (host만 추출해서)\n", - "train['domain_length'] = train['URL_clean'].str.extract(r'https?://([^/]+)')[0].str.len()\n", - "# 숫자 연속 등장 (ex: 1234 같은 경우)\n", - "train['has_long_digit_sequence'] = train['URL_clean'].str.contains(r'\\d{4,}')\n", + "train_df['suspicious_word_count'] = train_df['URL_clean'].apply(\n", + " lambda x: sum(word in x.lower() for word in suspicious_words)\n", + ")\n", + "# path 깊이\n", + "train_df['path_depth'] = train_df['URL_clean'].str.count(r'/') - 2\n", + "\n", + "# 숫자 연속 등장 여부\n", + "train_df['has_long_digit_sequence'] = train_df['URL_clean'].str.contains(r'\\d{4,}')\n", "# 하이픈 연속 등장 여부\n", - "train['has_multiple_dash'] = train['URL_clean'].str.contains(r'-{2,}')\n" + "train_df['has_multiple_dash'] = train_df['URL_clean'].str.contains(r'-{2,}')\n" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -312,21 +287,19 @@ " URL\n", " label\n", " URL_clean\n", - " dot_count\n", " digit_count\n", - " alpha_count\n", " dash_count\n", " underscore_count\n", " percent_count\n", - " ...\n", - " url_entropy\n", + " equal_count\n", + " question_count\n", + " at_count\n", + " is_ip_in_url\n", + " special_char_count\n", + " count_of_double_slash\n", " has_www\n", " suspicious_word_count\n", - " digit_ratio\n", - " alpha_ratio\n", - " special_ratio\n", " path_depth\n", - " domain_length\n", " has_long_digit_sequence\n", " has_multiple_dash\n", " \n", @@ -338,21 +311,19 @@ " poznan[.]wuoz[.]gov[.]pl\n", " 0\n", " poznan.wuoz.gov.pl\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", " 3\n", " 0\n", - " 15\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 3.308271\n", " False\n", " 0\n", - " 0.000000\n", - " 0.789474\n", - " 0.157895\n", " -2\n", - " NaN\n", " False\n", " False\n", " \n", @@ -362,21 +333,19 @@ " vill[.]okawa[.]kochi[.]jp\n", " 0\n", " vill.okawa.kochi.jp\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", " 3\n", " 0\n", - " 16\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 3.471354\n", " False\n", " 0\n", - " 0.000000\n", - " 0.800000\n", - " 0.150000\n", " -2\n", - " NaN\n", " False\n", " False\n", " \n", @@ -386,21 +355,19 @@ " nationalfinance[.]co[.]om\n", " 0\n", " nationalfinance.co.om\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", " 2\n", " 0\n", - " 19\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 3.272804\n", " False\n", " 0\n", - " 0.000000\n", - " 0.863636\n", - " 0.090909\n", " -2\n", - " NaN\n", " False\n", " False\n", " \n", @@ -410,21 +377,19 @@ " town[.]ozora[.]hokkaido[.]jp\n", " 0\n", " town.ozora.hokkaido.jp\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", " 3\n", " 0\n", - " 19\n", - " 0\n", - " 0\n", - " 0\n", - " ...\n", - " 3.533771\n", " False\n", " 0\n", - " 0.000000\n", - " 0.826087\n", - " 0.130435\n", " -2\n", - " NaN\n", " False\n", " False\n", " \n", @@ -435,20 +400,18 @@ " 1\n", " open24.ie-news.irish/online/Login\n", " 2\n", - " 2\n", - " 26\n", " 1\n", " 0\n", " 0\n", - " ...\n", - " 3.772450\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", + " 5\n", + " 0\n", " False\n", " 1\n", - " 0.058824\n", - " 0.764706\n", - " 0.147059\n", " 0\n", - " NaN\n", " False\n", " False\n", " \n", @@ -473,6 +436,433 @@ " ...\n", " ...\n", " ...\n", + " \n", + " \n", + " 6995051\n", + " TRAIN_6995051\n", + " ddht[.]co[.]kr\n", + " 0\n", + " ddht.co.kr\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", + " 2\n", + " 0\n", + " False\n", + " 0\n", + " -2\n", + " False\n", + " False\n", + " \n", + " \n", + " 6995052\n", + " TRAIN_6995052\n", + " www[.]upstartepoxy[.]com\n", + " 0\n", + " www.upstartepoxy.com\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", + " 2\n", + " 0\n", + " True\n", + " 0\n", + " -2\n", + " False\n", + " False\n", + " \n", + " \n", + " 6995053\n", + " TRAIN_6995053\n", + " employeesalaryschedule70[.]000webhostapp[.]com...\n", + " 1\n", + " employeesalaryschedule70.000webhostapp.com/adb...\n", + " 5\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", + " 4\n", + " 0\n", + " False\n", + " 0\n", + " 0\n", + " False\n", + " False\n", + " \n", + " \n", + " 6995054\n", + " TRAIN_6995054\n", + " dekalbtool[.]com\n", + " 0\n", + " dekalbtool.com\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", + " 1\n", + " 0\n", + " False\n", + " 0\n", + " -2\n", + " False\n", + " False\n", + " \n", + " \n", + " 6995055\n", + " TRAIN_6995055\n", + " helpinganimals[.]com\n", + " 0\n", + " helpinganimals.com\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " 0\n", + " False\n", + " 1\n", + " 0\n", + " False\n", + " 0\n", + " -2\n", + " False\n", + " False\n", + " \n", + " \n", + "\n", + "

6995056 rows × 19 columns

\n", + "" + ], + "text/plain": [ + " ID URL \\\n", + "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", + "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", + "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", + "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", + "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", + "... ... ... \n", + "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", + "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", + "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", + "6995054 TRAIN_6995054 dekalbtool[.]com \n", + "6995055 TRAIN_6995055 helpinganimals[.]com \n", + "\n", + " label URL_clean \\\n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", + "\n", + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", + "\n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash \n", + "0 False \n", + "1 False \n", + "2 False \n", + "3 False \n", + "4 False \n", + "... ... \n", + "6995051 False \n", + "6995052 False \n", + "6995053 False \n", + "6995054 False \n", + "6995055 False \n", + "\n", + "[6995056 rows x 19 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_df" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# url 엔트로피 차수 저장 \n", + "import math\n", + "\n", + "def calculate_entropy(url):\n", + " probability = [url.count(c) / len(url) for c in set(url)]\n", + " return -sum(p * math.log(p, 2) for p in probability)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "train_df['url_entropy'] = train_df['URL_clean'].apply(calculate_entropy)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -482,23 +872,22 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -506,23 +895,22 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -530,23 +918,22 @@ " \n", " \n", " \n", - " \n", " \n", - " \n", " \n", " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", " \n", @@ -554,23 +941,22 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", " \n", + " \n", " \n", " \n", " \n", @@ -578,27 +964,26 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", " \n", " \n", + " \n", " \n", " \n", "
IDURLlabelURL_cleandigit_countdash_countunderscore_countpercent_countequal_countquestion_countat_countis_ip_in_urlspecial_char_countcount_of_double_slashhas_wwwsuspicious_word_countpath_depthhas_long_digit_sequencehas_multiple_dashurl_entropy
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl0poznan.wuoz.gov.pl0000000False30False0-2FalseFalse3.308271
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp0vill.okawa.kochi.jp0000000False30False0-2FalseFalse3.471354
2TRAIN_0000002nationalfinance[.]co[.]om0nationalfinance.co.om0000000False20False0-2FalseFalse3.272804
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp0town.ozora.hokkaido.jp0000000False30False0-2FalseFalse3.533771
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login1open24.ie-news.irish/online/Login2100000False50False10FalseFalse3.772450
...............................................................
ddht[.]co[.]kr0ddht.co.kr0000000False208000...2.921928False00.0000000.7272730.181818-2NaNFalseFalse2.921928
6995052www[.]upstartepoxy[.]com0www.upstartepoxy.com0000000False2018000...3.684184True00.0000000.8571430.095238-2NaNFalseFalse3.684184
6995053employeesalaryschedule70[.]000webhostapp[.]com...1employeesalaryschedule70.000webhostapp.com/adb...2541000...000False40False00FalseFalse4.130881False00.0980390.8039220.0784310NaNFalseFalse
6995054dekalbtool[.]com0dekalbtool.com0000000False1013000...3.324863False00.0000000.8666670.066667-2NaNFalseFalse3.324863
6995055helpinganimals[.]com0helpinganimals.com0000000False1017000...3.614369False00.0000000.8947370.052632-2NaNFalseFalse3.614369
\n", - "

6995056 rows × 31 columns

\n", + "

6995056 rows × 20 columns

\n", "
" ], "text/plain": [ @@ -615,566 +1000,210 @@ "6995054 TRAIN_6995054 dekalbtool[.]com \n", "6995055 TRAIN_6995055 helpinganimals[.]com \n", "\n", - " label URL_clean dot_count \\\n", - "0 0 poznan.wuoz.gov.pl 3 \n", - "1 0 vill.okawa.kochi.jp 3 \n", - "2 0 nationalfinance.co.om 2 \n", - "3 0 town.ozora.hokkaido.jp 3 \n", - "4 1 open24.ie-news.irish/online/Login 2 \n", - "... ... ... ... \n", - "6995051 0 ddht.co.kr 2 \n", - "6995052 0 www.upstartepoxy.com 2 \n", - "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... 2 \n", - "6995054 0 dekalbtool.com 1 \n", - "6995055 0 helpinganimals.com 1 \n", + " label URL_clean \\\n", + "0 0 poznan.wuoz.gov.pl \n", + "1 0 vill.okawa.kochi.jp \n", + "2 0 nationalfinance.co.om \n", + "3 0 town.ozora.hokkaido.jp \n", + "4 1 open24.ie-news.irish/online/Login \n", + "... ... ... \n", + "6995051 0 ddht.co.kr \n", + "6995052 0 www.upstartepoxy.com \n", + "6995053 1 employeesalaryschedule70.000webhostapp.com/adb... \n", + "6995054 0 dekalbtool.com \n", + "6995055 0 helpinganimals.com \n", "\n", - " digit_count alpha_count dash_count underscore_count \\\n", - "0 0 15 0 0 \n", - "1 0 16 0 0 \n", - "2 0 19 0 0 \n", - "3 0 19 0 0 \n", - "4 2 26 1 0 \n", - "... ... ... ... ... \n", - "6995051 0 8 0 0 \n", - "6995052 0 18 0 0 \n", - "6995053 5 41 0 0 \n", - "6995054 0 13 0 0 \n", - "6995055 0 17 0 0 \n", + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", "\n", - " percent_count ... url_entropy has_www suspicious_word_count \\\n", - "0 0 ... 3.308271 False 0 \n", - "1 0 ... 3.471354 False 0 \n", - "2 0 ... 3.272804 False 0 \n", - "3 0 ... 3.533771 False 0 \n", - "4 0 ... 3.772450 False 1 \n", - "... ... ... ... ... ... \n", - "6995051 0 ... 2.921928 False 0 \n", - "6995052 0 ... 3.684184 True 0 \n", - "6995053 0 ... 4.130881 False 0 \n", - "6995054 0 ... 3.324863 False 0 \n", - "6995055 0 ... 3.614369 False 0 \n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", "\n", - " digit_ratio alpha_ratio special_ratio path_depth domain_length \\\n", - "0 0.000000 0.789474 0.157895 -2 NaN \n", - "1 0.000000 0.800000 0.150000 -2 NaN \n", - "2 0.000000 0.863636 0.090909 -2 NaN \n", - "3 0.000000 0.826087 0.130435 -2 NaN \n", - "4 0.058824 0.764706 0.147059 0 NaN \n", - "... ... ... ... ... ... \n", - "6995051 0.000000 0.727273 0.181818 -2 NaN \n", - "6995052 0.000000 0.857143 0.095238 -2 NaN \n", - "6995053 0.098039 0.803922 0.078431 0 NaN \n", - "6995054 0.000000 0.866667 0.066667 -2 NaN \n", - "6995055 0.000000 0.894737 0.052632 -2 NaN \n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", "\n", - " has_long_digit_sequence has_multiple_dash \n", - "0 False False \n", - "1 False False \n", - "2 False False \n", - "3 False False \n", - "4 False False \n", - "... ... ... \n", - "6995051 False False \n", - "6995052 False False \n", - "6995053 False False \n", - "6995054 False False \n", - "6995055 False False \n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", "\n", - "[6995056 rows x 31 columns]" + " has_multiple_dash url_entropy \n", + "0 False 3.308271 \n", + "1 False 3.471354 \n", + "2 False 3.272804 \n", + "3 False 3.533771 \n", + "4 False 3.772450 \n", + "... ... ... \n", + "6995051 False 2.921928 \n", + "6995052 False 3.684184 \n", + "6995053 False 4.130881 \n", + "6995054 False 3.324863 \n", + "6995055 False 3.614369 \n", + "\n", + "[6995056 rows x 20 columns]" ] }, - "execution_count": 10, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "train" + "train_df" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "features = [col for col in train.columns if col not in ['URL_clean']]\n", - "X = train[features]\n" + "S = train_df.drop(['URL', 'URL_clean','ID'], axis=1) " ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
IDURLlabeldot_countdigit_countalpha_countdash_countunderscore_countpercent_countequal_count...url_entropyhas_wwwsuspicious_word_countdigit_ratioalpha_ratiospecial_ratiopath_depthdomain_lengthhas_long_digit_sequencehas_multiple_dash
0TRAIN_0000000poznan[.]wuoz[.]gov[.]pl030150000...3.308271False00.0000000.7894740.157895-2NaNFalseFalse
1TRAIN_0000001vill[.]okawa[.]kochi[.]jp030160000...3.471354False00.0000000.8000000.150000-2NaNFalseFalse
2TRAIN_0000002nationalfinance[.]co[.]om020190000...3.272804False00.0000000.8636360.090909-2NaNFalseFalse
3TRAIN_0000003town[.]ozora[.]hokkaido[.]jp030190000...3.533771False00.0000000.8260870.130435-2NaNFalseFalse
4TRAIN_0000004open24[.]ie-news[.]irish/online/Login122261000...3.772450False10.0588240.7647060.1470590NaNFalseFalse
..................................................................
6995051TRAIN_6995051ddht[.]co[.]kr02080000...2.921928False00.0000000.7272730.181818-2NaNFalseFalse
6995052TRAIN_6995052www[.]upstartepoxy[.]com020180000...3.684184True00.0000000.8571430.095238-2NaNFalseFalse
6995053TRAIN_6995053employeesalaryschedule70[.]000webhostapp[.]com...125410000...4.130881False00.0980390.8039220.0784310NaNFalseFalse
6995054TRAIN_6995054dekalbtool[.]com010130000...3.324863False00.0000000.8666670.066667-2NaNFalseFalse
6995055TRAIN_6995055helpinganimals[.]com010170000...3.614369False00.0000000.8947370.052632-2NaNFalseFalse
\n", - "

6995056 rows × 30 columns

\n", - "
" - ], - "text/plain": [ - " ID URL \\\n", - "0 TRAIN_0000000 poznan[.]wuoz[.]gov[.]pl \n", - "1 TRAIN_0000001 vill[.]okawa[.]kochi[.]jp \n", - "2 TRAIN_0000002 nationalfinance[.]co[.]om \n", - "3 TRAIN_0000003 town[.]ozora[.]hokkaido[.]jp \n", - "4 TRAIN_0000004 open24[.]ie-news[.]irish/online/Login \n", - "... ... ... \n", - "6995051 TRAIN_6995051 ddht[.]co[.]kr \n", - "6995052 TRAIN_6995052 www[.]upstartepoxy[.]com \n", - "6995053 TRAIN_6995053 employeesalaryschedule70[.]000webhostapp[.]com... \n", - "6995054 TRAIN_6995054 dekalbtool[.]com \n", - "6995055 TRAIN_6995055 helpinganimals[.]com \n", - "\n", - " label dot_count digit_count alpha_count dash_count \\\n", - "0 0 3 0 15 0 \n", - "1 0 3 0 16 0 \n", - "2 0 2 0 19 0 \n", - "3 0 3 0 19 0 \n", - "4 1 2 2 26 1 \n", - "... ... ... ... ... ... \n", - "6995051 0 2 0 8 0 \n", - "6995052 0 2 0 18 0 \n", - "6995053 1 2 5 41 0 \n", - "6995054 0 1 0 13 0 \n", - "6995055 0 1 0 17 0 \n", - "\n", - " underscore_count percent_count equal_count ... url_entropy \\\n", - "0 0 0 0 ... 3.308271 \n", - "1 0 0 0 ... 3.471354 \n", - "2 0 0 0 ... 3.272804 \n", - "3 0 0 0 ... 3.533771 \n", - "4 0 0 0 ... 3.772450 \n", - "... ... ... ... ... ... \n", - "6995051 0 0 0 ... 2.921928 \n", - "6995052 0 0 0 ... 3.684184 \n", - "6995053 0 0 0 ... 4.130881 \n", - "6995054 0 0 0 ... 3.324863 \n", - "6995055 0 0 0 ... 3.614369 \n", - "\n", - " has_www suspicious_word_count digit_ratio alpha_ratio \\\n", - "0 False 0 0.000000 0.789474 \n", - "1 False 0 0.000000 0.800000 \n", - "2 False 0 0.000000 0.863636 \n", - "3 False 0 0.000000 0.826087 \n", - "4 False 1 0.058824 0.764706 \n", - "... ... ... ... ... \n", - "6995051 False 0 0.000000 0.727273 \n", - "6995052 True 0 0.000000 0.857143 \n", - "6995053 False 0 0.098039 0.803922 \n", - "6995054 False 0 0.000000 0.866667 \n", - "6995055 False 0 0.000000 0.894737 \n", - "\n", - " special_ratio path_depth domain_length has_long_digit_sequence \\\n", - "0 0.157895 -2 NaN False \n", - "1 0.150000 -2 NaN False \n", - "2 0.090909 -2 NaN False \n", - "3 0.130435 -2 NaN False \n", - "4 0.147059 0 NaN False \n", - "... ... ... ... ... \n", - "6995051 0.181818 -2 NaN False \n", - "6995052 0.095238 -2 NaN False \n", - "6995053 0.078431 0 NaN False \n", - "6995054 0.066667 -2 NaN False \n", - "6995055 0.052632 -2 NaN False \n", - "\n", - " has_multiple_dash \n", - "0 False \n", - "1 False \n", - "2 False \n", - "3 False \n", - "4 False \n", - "... ... \n", - "6995051 False \n", - "6995052 False \n", - "6995053 False \n", - "6995054 False \n", - "6995055 False \n", - "\n", - "[6995056 rows x 30 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "X\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "y = train['label']\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ID object\n", - "URL object\n", - "URL_clean object\n", - "path_length object\n", - "domain_length object\n", - "dtype: object\n" + " digit_count dash_count underscore_count percent_count \\\n", + "0 0 0 0 0 \n", + "1 0 0 0 0 \n", + "2 0 0 0 0 \n", + "3 0 0 0 0 \n", + "4 2 1 0 0 \n", + "... ... ... ... ... \n", + "6995051 0 0 0 0 \n", + "6995052 0 0 0 0 \n", + "6995053 5 0 0 0 \n", + "6995054 0 0 0 0 \n", + "6995055 0 0 0 0 \n", + "\n", + " equal_count question_count at_count is_ip_in_url \\\n", + "0 0 0 0 False \n", + "1 0 0 0 False \n", + "2 0 0 0 False \n", + "3 0 0 0 False \n", + "4 0 0 0 False \n", + "... ... ... ... ... \n", + "6995051 0 0 0 False \n", + "6995052 0 0 0 False \n", + "6995053 0 0 0 False \n", + "6995054 0 0 0 False \n", + "6995055 0 0 0 False \n", + "\n", + " special_char_count count_of_double_slash has_www \\\n", + "0 3 0 False \n", + "1 3 0 False \n", + "2 2 0 False \n", + "3 3 0 False \n", + "4 5 0 False \n", + "... ... ... ... \n", + "6995051 2 0 False \n", + "6995052 2 0 True \n", + "6995053 4 0 False \n", + "6995054 1 0 False \n", + "6995055 1 0 False \n", + "\n", + " suspicious_word_count path_depth has_long_digit_sequence \\\n", + "0 0 -2 False \n", + "1 0 -2 False \n", + "2 0 -2 False \n", + "3 0 -2 False \n", + "4 1 0 False \n", + "... ... ... ... \n", + "6995051 0 -2 False \n", + "6995052 0 -2 False \n", + "6995053 0 0 False \n", + "6995054 0 -2 False \n", + "6995055 0 -2 False \n", + "\n", + " has_multiple_dash url_entropy \n", + "0 False 3.308271 \n", + "1 False 3.471354 \n", + "2 False 3.272804 \n", + "3 False 3.533771 \n", + "4 False 3.772450 \n", + "... ... ... \n", + "6995051 False 2.921928 \n", + "6995052 False 3.684184 \n", + "6995053 False 4.130881 \n", + "6995054 False 3.324863 \n", + "6995055 False 3.614369 \n", + "\n", + "[6995056 rows x 16 columns]\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 1\n", + " ..\n", + "6995051 0\n", + "6995052 0\n", + "6995053 1\n", + "6995054 0\n", + "6995055 0\n", + "Name: label, Length: 6995056, dtype: int64\n" ] } ], "source": [ - "print(train.dtypes[train.dtypes == 'object']) # 문자열 컬럼 확인" + "y = train_df['label']\n", + "X = train_df.drop(['URL', 'URL_clean', 'label', 'ID'], axis=1, errors='ignore') \n", + "print(X)\n", + "print(y)\n" ] }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "# bool 컬럼들을 int로 변환\n", - "bool_cols = [\n", - " 'has_www', 'is_ip_in_url',\n", - " 'has_long_digit_sequence', 'has_multiple_dash'\n", - "]\n", - "\n", - "for col in bool_cols:\n", - " if col in train.columns:\n", - " train[col] = train[col].astype(int)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, + "execution_count": 27, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "상관계수 0.9 이상 피처 제거 목록: {'subdomain_count', 'top_level_domain_count', 'length_of_url'}\n" - ] - }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABXMAAASlCAYAAADqPEqFAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QdUU0kXB/A/vUnvvVc7imLvvde1d9de19511dVddS2rrl2s2BVFwK5YUVGxYANUbEjvnXxnJhIIBEQ3fGvW+zsnuyaZvAwvM5OX++bdkRMIBAIQQgghhBBCCCGEEEII+a7J/9sVIIQQQgghhBBCCCGEEPJlFMwlhBBCCCGEEEIIIYQQGUDBXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUDBXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUDBXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUDBXEIIIYQQQgghhBBCCJEBFMwlhBBCyFe7dOkS5OTksGDBArHHGzduzB//r7CxseE3QqTZT2TtPQghhBBCyPeDgrmEEEIIEXn16hUPDJV2S0hI+Kpt7ty5k7+O/f+/LD+oVtJNR0fn/1IPWd/fAoEAR48eRdeuXWFhYQEVFRVoamqiatWqmDRpEp48eYIfDfs82YkSWeoHI0eO/GIbXbZs2f+1brK0HwkhhBBCSqJY4jOEEEII+WHZ29ujX79+Ep9TVVVFrVq1EBoaCgMDg/973b53NWrUQPv27SXuN1K6uLg49OjRAxcuXODB7xYtWsDOzg5ZWVl4/PgxNmzYgLVr1+L8+fMUlPuM+iIhhBBCyI+FgrmEEEIIKcbBweGLl227uLj83+ojS2rWrEmXvH+DnJwcdOnSBVeuXOEnEtavXw8tLS2xMh8+fMDs2bORmJj4r9Xze6Ourk59kRBCCCHkB0JpFgghhBBSbnk6Bw0ahMGDB/N/s/8XTjtQWHJyMubPn4+KFStCTU2Nz8ps1aoVrl69Wmyb+Xl5MzIyMGfOHD6LWElJSawuERERGDZsGKysrPhl+qamprwur1+/lljPEydOwMPDg7+3sbExhg8fjvj4eJQnFrTs0KEDn1HJ6ujo6Mj/nrS0NLFybFbqunXr+P6wtLTkZY2MjHgagnv37n31/i4tD7CknMdsv7LH2GfOLo93d3fnAcTCM2O/5vMrye7du/k+adiwIby8vIoFchn2OW7fvh2tW7cWe/zRo0fo2bMn3y9s/9ja2mLixImIjY0tto38v5+lCxk7dizfp4qKivxvy08zwvYjm+3Kgsv6+vr8MfZc4fbSrFkz6Orq8hnXlSpVwooVK5Cbm1umv/XixYsYMmQInJ2dUaFCBX5jJwE2b94ssZ8xly9fFvs889NolNYXv2W/pKSkYMKECTAzM+OvqVKlCg4fPoz/l0+fPvF0GuyEEnt/1j+6devG/5by3I+F05OcPHkStWvX5u3c3Nwcc+fORV5eHi/H2iZL+cHaORtf/vjjj2L1ev/+Pe8Pnp6eon3P9u3o0aP531cUa2/svcPDw/H777/zsYC1K/Z5LVq0CNnZ2VLbv4QQQgiRfTQzlxBCCCHlpnPnzjxoxoJfnTp1QrVq1SReWs8CeOwy+nr16vFcm0lJSfw1TZo0waFDh/h2imIBngcPHvDAHgsessAHc+vWLR5ITE1N5ekOWGCEBeL27t0LPz8/3Lhxg1+6n2/Xrl0YOHAgDx7279+fb+vUqVNo3rw5D6QqKytLfb9s3LgRY8aM4e/FAros4HPnzh0sWbKEB6jYLf992f5hAbgGDRqgbdu2PIDIgj4+Pj7872EBUBaILuv+/lYsaMXqxbbbsmVLKCgo/KPPr6ht27bx/7OAtrx86fMNWHAsHwsYs8+bfVbdu3fnQTP2Ga9Zs4Z/jjdv3iyWgiAzMxNNmzblgcuOHTvyYC4L4ud7+fIlD8RVrlyZB9pY8DP/85g5cybP9cqCfCygrq2tjcDAQEydOpW3Pfb3fsny5ctF78ECxuwz8/f3x4gRI/Ds2TOsXLmSl2N/CwsKLly4ENbW1rwu+b702X7LfmFBQ/bZshMZrH+xEwve3t48IMzqx54rT2FhYfwkwdu3b/l7sXbDgp9HjhxBQEAAT6/BgqzluR+PHTuGM2fO8Pdm7dnX1xeLFy/muZzZZ83+zfoAqyer17Rp03jbGTBggGgbrE+y92YBf1ZfdrKJnXhh/Z79HcHBwXxbRbF+fu3aNb6/WWCaBZVZvUNCQv6vAXVCCCGEfOcEhBBCCCGfRURECNjhgb29vWD+/PnFbjdu3ODlLl68yMuxxwpr1KgRf7ywHTt28MfY/yXp06cPf37Lli1ij0dFRQksLS0FhoaGgvT09GLvUa1aNUFsbKzYa7KysgQ2NjYCTU1NQXBwsNhzgYGBAgUFBUH79u1FjyUmJgq0tLQEGhoagmfPnoltp2HDhvx9rK2ty7Tv8vdJjRo1JO670NBQXu7x48cCRUVFQdWqVQUxMTFi2/jtt9/4NlasWCF6LCMjQ/D27dti7/fo0SNBhQoVBM2bN/+q/c3+npL+JkmfH6s7e4zto5CQkH/8+UmSnZ0tUFJS4vvlS2ULy83N5W2Vvb+/v7/Yc1OnTuWPDxkyROxx9rezx1u1aiVIS0uT2P7Zbd68ecXe78yZM6LXpqSkiB7Py8sTjBw5kj93+PBh0eMl9ZPw8HCJ+6BFixa8jb5+/VrsObYN9tlIIuk9/sl+6dSpkyAzM1P0+Llz50R/szT6Abux92BlWHsvrG7duvzvL1pn1jdZn65cuXK57cf8fsPaYVBQkOjxpKQkgZGRkUBdXV1gYmIiCAsLEz335s0bgbKycrF6sbafnJxc7D28vLz4eyxevFjs8YEDB/LHWV+JjIwUPc4+h/xxqHC7IoQQQsiPjYK5hBBCCJEYzJJ0+/PPP6UazI2OjuZBl6ZNm0qsz9q1a/lrT548Wew9Tpw4Uaz80aNH+XOLFi2SuL2uXbsK5OXleRC3cHBl3Lhxxcqy4O+3BHNLuh07doyXGz9+PL9/5cqVYttgQTgW0GGBsLLo0KEDDyax4HN5B3MnTZoklc9Pko8fP/JyLFj2Ndg+ZK9r06ZNsedYME1PT0+gqqoqFpzMD1o+ePCgxPbP6lH4Nfk6duzIny8aJGQSEhIEcnJygm7duokeK6mflOTIkSO8/M6dO/9RMPef7BdJAVL2HHtNWXypHxS+FQ7mspMvkoLM+SZPnsyff/jwYbnsx/x+M3jw4GLPsTqx5xYuXFjsOdb2WR9gQeQvYUF/dvKocePGEoO5RYO8hcehwiehCCGEEPJjozQLhBBCCCmGXZ7NLlcub7dv3+Z5Rtll75Jyfr548YL//+nTpzxlQmG1atUqVp5dOs6wS6wlbe/jx4889+Xz5895bk2WpoFhKQyKqlOnDr/8/muxS7z//vvvEp/Pr2P+ZeNFsUuy2d9b2P3793kuTXbpPPsbiubQjImJ4flky5Ok/f1PPj9pyM8ZXDh/b778/KnsknnWHljKhHwsH2nh+0WxnKiS0muwz05DQ4Pn7ZWE5VEt+tlJwnIMsxy7x48f56kFWEqQojlX/439UjhdSWEWFhY8RYO0+gHLS5uf27lov4iKipLYlvL3K/s/y1FcXvtRUvqK/L5V0nOsD7B6s9Qb+Y4ePYpNmzbxlAosbUXhfMol1au0cahofmxCCCGE/LgomEsIIYSQfw3Lt8qwPJHsVpKiQRqmcI7Tottj+XFLk7+9xMRE/n+Ws7YolhOWLX4lbfl1ZPlxy+L69es8vyvD8oiyHMAsIMcWTGJBLBaQZsHU8lba/v6Wz68wtp9ZEJvlpmV/S+GcuKVhuXlLqlvhIFx+uXzs8y660FthJW2P/b05OTk89+q3/q0shy0LsrIgX/Xq1XmeZvb3s4Ady+3MFtj6p5/nt+4XSXlcGVa3/AXAykt+W2I5atntS/u3vPajpIX38k/qlPZc4RMsLF/ulClTYGhoyPssC4azQD+zevXqEusl6fPKH4fyxypCCCGEEArmEkIIIeRfkx8c+eWXX/gMu68hKRiXvz22cFBZZoLmB68krTDPZtKx4GLh2XbSkF9HFkjT1NT8YnkW9GXBH7bIVv369YvNZsyfXVxWbHExFgiTpLSAUWn7+1s+v6IBMTbzlwWE2eJRLVq0KNPr8t+fzYqUhM1iLlwuX2mB3NKeZ9thz7GZ0N+KLQzHApBDhw7F1q1bxZ5ji42xIOQ/9a375d+UX5d169Zh7Nix38V+/BYs2P/rr7/ygDmbUV/4RBHL9MBm2JeEfV7Ozs4Sx6GSAvOEEEII+fGUvlQwIYQQQsg/xGaWMYUvM87n4eHBg2Nfewl3SfJXui/r9tjl9AwLlBbFtsECM9KWX8f8y8q/hF0+rqenVyyQm5aWxoNZX7O/GV1dXR68Lvq3sRmP+WkRykqanx8LyjFLly7lQa/S5M9sZDMymUuXLhUrw/6eO3fu8BmRRQNk/+SzY4G1r91PRT9PplOnTsWek9QO8wPwJX2ekvy/98u/0Xf/H/vxW7BAPzspwtIjFJ3xz/Z7enp6ia8tbRzK/0wJIYQQQiiYSwghhJByxQKRTGRkZLHnTExM0LNnT55K4I8//pAYxLt16xYPXJYFC+xYWVlh1apVfIZnUexSaJZ3tnB5NiOQ5UBleXQLl5szZw7Kw+jRo/lM1HHjxuHNmzfFnk9ISBDLj2ltbc1zbj5+/Fj0GAtIscu4o6Ojv2p/5wdg2d9XOBUF2+8zZ878YoqA8vz82GXyLGcoC0CyfKosH6qkmYvDhw8X5XOuV68e7O3t4efnh3PnzomVXbx4MQ+89u7dW2L+228xfvx4/v8hQ4bwbUua8RoaGlrqNtjnyRRuh8zly5exZcsWia9hn+nbt2/LXM//936RBjYzmwV09+/fjwMHDhR7nqV5YPvo/7kfvwUL4LJAOTvRUrjdsz7M+nxp1qxZI1Y/NoN+9uzZ/N+DBg0qx1oTQgghRJZQmgVCCCGElCs2Q40FN1iuSBbQYHkkmfxg6YYNG/hCTNOmTcPu3bt5ebYQEwtGsplsbBbkhw8foK6u/sX3YrlWDx8+jDZt2qBRo0Y81yxb4InNHn39+jWf+cbyT+YvpsTSLKxdu5YHSliQs1evXvyxU6dO8TqXx6JibPEm9jePGjWKz4xs27YtD7yx4GV4eDgPRrH65C8exQJAbLEqNjOXBU7Z4l0s4Pnu3TueM7To7Msv7W92CfuOHTswbNgwnD17lj/P9gsLIrOZyl+btkFanx8LcLMcwD169OCXyPv4+PB8o2xBLhbUevLkCf9bWSC6X79+opmWbDEttmAf24/stSzIx2YzsrJsvy5btgzS0rp1a8ydO5dfRu/g4MDvs/djwdGXL1/y/ciCpa6uriVuo0OHDrCxseGX2z969Ii3B7b/WJvr0qULb79FsXZ88OBBdO7cmc/QZLOvO3bsiCpVqkh8j//3fpEWFsht0qQJ74es/bq7u/O2zE56sLqzkxcZGRn/t/34Ldi+ZydsWN5c1p9YPVlKFRZYZ5+BmZlZia/19PTkr/npp5/4QnssXQz7m7p27Ypu3bpJrY6EEEIIkXECQgghhJDPIiIi2NRKQatWrUotd/HiRV5u/vz5Yo83atSIP16Ur6+vwMPDQ6CmpsafL1omLS1N8Pvvvwtq1Kgh0NDQ4OVsbW0FnTt3FuzatUuQnZ39xfco7O3bt4IJEyYIHB0dBSoqKgItLS2Bq6urYNiwYYLz588XK3/s2DH+3qyskZERLxcXFyewtrbmt7LI3ycjRowoU/mgoCBBr169BGZmZgIlJSWBgYGBwN3dXTBjxgxBaGioWNnDhw/z59TV1Xm5nj17CsLCwgQDBw7k78k+t6/Z3xcuXBDUrl2b/736+vqC/v37C6KioiTuW/YZs8fY31eSr/n8viQvL4//vey1bN8oKyvzv7tSpUqC8ePHC548eVLsNSEhIYLu3bvzfcP2JfvM2OcfHR1drGxpn2l++2f7tTRnz54VdOjQQWBoaMjfz8TERFCnTh3Br7/+Knjz5s0X+0l4eLigW7du/PXsb2Oflbe3d4nlP3z4wD9z9vfJy8vzMjt27Cj1PaS5X8rS576mH7C6szK//fZbsedYv5szZw7/vFk7qlChAu/Hffr0ERw9erTc9mN+nfLvl7UPSOqDWVlZgiVLlojGHysrK8Evv/wiSE5Olrif87fB+vSyZcsEDg4OvN2zcgsWLBBkZmaWus8JIYQQ8mORY//5twPKhBBCCCGEEPIjYjPx2Wz0iIgIPtuYEEIIIaQ0lDOXEEIIIYQQQgghhBBCZAAFcwkhhBBCCCGEEEIIIUQGUDCXEEIIIYQQQgghhBBCZAAFcwkhhBBCCCHkX7Jz5062uhzlyyWEEELK2ZUrV9ChQweYmZlBTk4Ox48f/+JrLl26BHd3d6ioqMDBwYF/bxe1fv16/j2uqqqK2rVrIygoCOWJgrmEEEIIIYQQQgghhJD/tNTUVFStWpUHX8uCLU7arl07NGnSBPfv38fEiRMxbNgwBAQEiMocOHAAkydPxvz58xEcHMy336pVK3z69Knc/g45ATsNTAghhBBCCCGEEEIIITIkMzOT3wpjs2jZrTRsZu6xY8fQuXPnEstMnz4dvr6+ePTokeixXr16ISEhAf7+/vw+m4nr4eGBv/76i9/Py8uDpaUlxo0bhxkzZqA8KJbLVgkhhBBCCCGEEEIIId8tXyVnyLrbs3tj4cKFYo+xWbILFiz4x9u+ceMGmjdvLvYYm3XLZugyWVlZuHv3LmbOnCl6Xl5enr+Gvba8UDCX/CfI6gDULvsZUm98OUfL90qjTmdkHFwBWaTacwriH1yGrNKt2khm68/q/uTle8giNwczpF/aD1ml1ri3zI45bLz58PQ+ZJWpSzUk3L8EWaRTrbHMtnvW5pPvCGdNyCLNmq3xsH0TyKLKpy4i4+gayCLVrhOQGHwOskrbvTnSrh2BLFKv103m++yOi5BJg5sAGWd2QBapthyMjFMbIatU249C8u3TkEWaHm0R8qL8LiUvT1Ucjf7tKhApmTlzJk9zUNiXZuWW1cePH2FsbCz2GLuflJSE9PR0xMfHIzc3V2KZp0+forxQMJcQQgghhBBCCCGEECJzVMqQUuG/hoK5hBBCCCGEEEIIIYQQUoiJiQmioqIKP8Tva2lpQU1NDQoKCvwmqQx7bXmRL7ctE0IIIYQQQgghhBBCvktySnIyfytPderUwfnz58UeO3v2LH+cUVZWRo0aNcTKsAXQ2P38MuWBgrmEEEIIIYQQQgghhJD/tJSUFNy/f5/fmIiICP7vN2/eiPLvDhgwQFR+5MiRCA8Px7Rp03gO3A0bNuDgwYOYNGmSqAzL17tlyxZ4eXkhNDQUo0aNQmpqKgYPHlxufwelWSCEEEIIIYQQQgghhPyn3blzB02aFCwum79w2sCBA7Fz5058+PBBFNhlbG1t4evry4O3a9asgYWFBbZu3YpWrVqJyvz000+Ijo7GvHnz+IJp1apVg7+/f7FF0aSJgrmEEEIIIYQQQgghhJD/tMaNG0MgEJT4PAvoSnrNvXv3St3u2LFj+e3/hYK5hBBCCCGEEEIIIYT8YOQVyzfnLCkflDOXEEIIIYQQQgghhBBCZAAFcwkhhBBCCCGEEEIIIUQGUDCXEEIIIYQQQgghhBBCZADlzCWEEEIIIYQQQggh5Acjp0RzPGURfWqEEEIIIYQQQgghhBAiAyiYSwghhBBCCCGEEEIIITKAgrmEEEIIIYQQQgghhBAiAyhnLiGEEEIIIYQQQgghPxh5Rbl/uwrkG9DMXEIIIYQQQgghhBBCCJEBNDOX/DD06teE3S9Doe1eCapmRrjTbTSifM6X/pqGteC2YgYquDkiI/IDXv62EW93HRMrYz2qD+wmD4WKiSGSQp7i8cRfkXj7Ybn8DQfOXccuvyuITUyGk5UppvXrhEp2lhLLnr/zCNtPXUBkVCxycnNhZWyAfq0bon09d1EZgUCAv4+dxbHLQUhOS0dVRxvMGtAFViYGUq+7963H8LoagpiUdDiZ6GFGu7qobGH0xdf5hYRhxqELaOJijdV9W4o9F/4pHqvPBOHuqw/IyRPA3kgHK3u1gKlOBanW/bD/Rew5eQZxCYlwsLbAL0N6o6KDrcSyx88Fwu/KDYRHvuf3ne2sMKp3F1H5nJwc/O19AjfuPcS7TzGooK4Gj8quGN2nKwz1dKRa7/9C/U+fOobjRw4gIT4ONrb2GDZyPJycXUssfy3wEvbv2Y5PUR9hamaBAYN/Rg0PT9Hz3nt34uqVC4iJjoaioiLsHZzQd8BQOLm4Sb3u/P0uBsHr7DXEJqbAycIE03u1QWVbC4llzwc/wTa/QLyJjkNObh6sjPQwoEVdtPesKrH84r0ncfjKXUzp0Qr9mteRet1lebw55hsA7+MnERefAAcba4z/eTBcnRwklo14E4kd+w7iWVgEoj5FY8zQAejRsZ1YmR37D8HL+7DYY5bmZti94U+Uh0MBF7H35FnEJiTCkfXZwb1K7rPnA3H6yk1Rn3WxZX22s1j5LYdO4uz124iKjYeSoiIvM7JXZ1RylLzN76nNz915DCdvPBB7XV03e2yY0F/qdT94JhC7fS8gNjEJjlbmmDqwGyrZW0sse+zCdfhevY2wyA/8vqutJUb/1L5Y+Yh3H7HW+ySCQ18iNy8PdubG+H3CEJgY6Em9/nrtOsOw609Q1NVDRkQY3m9ai/TnT0ssr9+xG/TbdoSSoTFykhKRdO0yPnptgSA7u1hZw+69YTLoZ8ScOIwPW9ZLve7eNx7C68p9xKSkwclEHzM6NkBlS+Mvvs7vwQvM8D6LJm62WN2/jcQyvx67hMNBTzC1XT30qy95PP2nDp25jD0nz4nazpRBPVHRwUZi2ePnr8E38BbC3xb02dE/dSyx/G9b9+PY+auY1L8berdtKvW6Hzh/A17+gcI+a2mC6X07lDzW332EbacuI/JTwVjfv1V9tK9bnT+fnZOLDcfO4mrIM7yNjkMFNVXUdnPA+O6tYKSrJfW6y3qfZd+LgSfX4sHVQ8hMT4K5vTta9V4APWPJbYG54b8Jz+6dQdzHcCgqq8Lcrjoad5kCfRM7UZn46De4cHg53obdRW5OFuzcGqBFr7nQ0JLe9633lbvwOn8LMUmpcDI3wozuLVDZxkxi2XP3n2HbmRuIjIlHdm4erA110b9pLXSoVUlUJi0zC6tPXMLFhy+QmJoOc31t9G5UEz3rC9uWNHlffQCvS3cQk5wGJzMDzOjSBJWtTL74Or97zzBjjx+aVLTD6iEdC/6+kJc4dCMEoW8/ITEtAwcm94GL+Zd/43yrg2evfm73yXC0MsPUAV1LbvcXb8A38DbC3n7k911tLTC6Zzux8jX7TZL42vG9OmBA+6bl0u4P7N2G8wEnkZqaAhfXyhg++heYmksed/L5nzoKn6P7+W8Ca1t7DBkxEY7OBcfvWVmZ2LVtPa5dOY/s7GxUc6+FYaMmQ0dX+n2XkO8Bzcz9jzIwMMCrV69KfD4hIQHLli3D92bBggXIyMgol20raKgjKeQZHo1fWKbyajYW8PDZhNhLt3C1ZidErPNC5U2LYdCivqiMaY82cP1jJl4sXo+rtbogOeQpavtug7Kh9L80Am49wCrvU/i5czPsWzgejpamGLNiG+KSUiSW19ZQw9AOTbFz7mgcWDwJHRvUxMJth3D94TNRGa/Tl7H/7DXMGtgFXvPGQk1FGWNWbkNmVvEfcv+E/8MwrPC7iRFN3OE9qgucTfQxyssPsSnppb7uXXwyVgXcgrt18QOsyLgkDNp6EraGOtg6pD0Oj+2Gnxu5Q1lRQap1ZwGQNbsOYVj39vBaPgeO1paYuGQN4hKTJJYPfvIMLerVwvr5v2DL4ukw1tfDhMWr8Skunj+fkZWFZxFvMLibcHvLfhmF1+8/Yurv0v9xLOv1Z0HXHVs24qc+A7Fy7WYezF00dxoSEoR1Kerpk0dY9fuvaNayLVau3YLadepj2eK5eP0qQlTGzNwCw0dOwOr127D0j7UwMjbBwrnTkJiYIPX6B9x+hJWHAzCiXWPsnz0CThbGGL12T4l9VktDDcPaNsSu6cNwaN4odKpbHfO9juP645fFyl64F4qQ8Lcw1NGUer1lfby5EHgdG7bvwqCfumHLqmWwt7XG1AVLEZ+QKLF8ZmYmTI2N8XP/3tDTLfmEhI2VBY7s3CS6rVtWtu+Sb+uzhzG0Wzt4LZvNT8BMWLq25D77+Dla1vXAhnmTsfXX6TDS18X4JWtEfZaxMjXGlMG9se+Pedi8cCpMDfUxfslqxCcly0Sbr1fRAed+/0V0WzasO6TtzI1g/Ln3GIZ3bYU9i6fCycoM45ZtRFyi5H10N/QlWtVxx9+zx2LHwkkw1tfB2GUb8SmuYCx5GxWDYYvWwMbUCJvmjIP3b9MxtHMrKCspSb3+2g2awHTYKHza74WXE37mwVzbRb9DQVtym9Zu1IwHZ6P278LzUQPxbu0ffBsmA4cXK6vm6Ay91h2QHhGG8uAf8gIrfK9hRLOa8B7bA86mBhi1/RRiU9JKfd27+CSsOn0d7jamJZY5/zgcDyOjYKilgfJy9sZdrN59FMO6tcWupTP4CZjxy/4qpe08R6u6NbFxzgRsWzgFxvq6GPfbX2JtJ9/F2/fx6GUEDHW1y6XuAUEhWHngNEZ0bIZ988fAydIUo1ftKGWsV8ew9o3hNXskDi4aj0713bFg+xFcf/ScP5+RlY3Q1+8xvEMT7J8/FivH9sXrj9GYuHa31Osu632WuXVmC+5e3I1WfRZgwPSDUFJWw4F1Q5GTnVnia948D4J7o77oP/0gfpqwA3m5OTiwdiiyMoX9hf3/wJohkJOTQ+9JXug3dT9yc7NxeP1ICPLypFJv/7uhWHHsAka0qQ/vaYPhbG6EURsOIDY5VWJ5bQ1VDGtVB7sm98fhGUPQybMy5u/1xbXQcFGZFUfP43poOJYOaI9js4ehb2MPLDt0BpcevpBKnUV1v/cMK3yuYERLT3hP6gNnM0OM2nwMsclfGG/iErHqZCDc7cyLPZeelY3qtmaY2K7gN2J5OXPzHv7cexzDu7B2/4uw3S/fVIZ2PwY7FkyAsZ4uxi7/W6zd+/+1UOw2b3gv3n6a1qpSLn/DiSP74HfyCH4eMwW/rdwEFVU1LJ73Cw/GloQFaL22/oUevQdh+ZqtsLZ1wJJ5vyCx0G+CnVvW4U7QNUyesQgLl61DXGwMViydXS5/w3+NnJKczN9+RBTM/UF9r8HchQsXllswNzrgCp7PX42oE+fKVN76515Ij3iL0GnLkfI0HK837MXHIwGwnTBIVMZ24mBEbjuIt15HkRIahoej5yM3LQOWg7pJvf57AwLRpVEtdGrgwWcJzB7YBarKSjhx5bbE8jVd7dG0RiXYmRnD0kgffVrWh6OlCe4/fyU6K7rvzFUM69gUjd0r8gP4RcN7Ijo+CZeCH0u17ruvP0TXmi7o7O4MeyNdzOlQH6pKijgeXBDoKYrNhph1+CJGNXWHhV7xgNW6s7dR38kSk1rVhquZASz1tNDY1Rr6FdSkWvf9p86iU7P6aN+kHmwtzDB9eF+oKivj1MVrEssvGj8M3Vs1hpONJWzMTTFr5ADkCQS481A4O6qCujrWzZ2E5nVrwtrMBJWc7DBlSB88DX+NjzGxUq27rNff59ghtGjdDs1atIGllQ1Gjp0MFVVVnD/jJ7H8KZ8jqF6jFrp06wVLK2v06T8EdvaOfHZvvoaNm6Nq9RowMTWDlbUtBg8fjbS0VLwuhyDF7nM30LW+OzrXqw57MyPM6due99nj1+9JLO/hbIum1V1hZ2oIS0M99G3mCUdzY9x7+UasXFR8EpZ5n8bSod2gqFA+X+OyPN4cOuGLdi2boU3zJjwAO3nUMKiqKOP0uYsSy7s4OmDU4H5o1rAelEr5wa6goAB9XR3RTUdL+rPMmP2+53if7dCkHuwszDBjmLDPnrx4XWL5ReOHFuqzJphdpM8yrerXQq0qrjA3NoSdpRkmDOiB1PQMvHz9VibavJKiAgy0NUU3FgSWtr1+l9C5SV10bOQJOwsTzBzSk7cbn8s3JZZfPGYAerRoAGcbC9iYGWPO8N48UBL0WBjUYtYfPIW6Vd0woU8nuNhYwMLYAI1qVIaetvRPwhh07oH4AF/En/NHZuRrvFu/CnmZGdBrIXm2qoZrRaSFPkLi5fPI/hSFlHt3kHDlAtQcXcTKyauqwnLKbLxdtwK5KdIN/ufbHfgAXT3c0LmmK+yN9TCncyOoKivi+J2npR8jHDiHUc09YKEnuS9GJaZgmU8glv7UAkry5feTZ5/veXRuWhcdGteBnYUpZgztJeyzl25ILP/r2MHo3rJhQZ/9uS8fI28/Ej8mYsGWlTsPYdGYQVBUkO6J6nx7Aq6ia0MPdGpQA/ZsrB/Qidf9eOBdieVrutihaY2KsDMzEo71LerB0cIE956/5s9rqqvi7ylD0LJWFdiYGqKKvRVm9OuI0Nfv8CFWuidNZb3P8s/8/C7UbTMKTtWaw8jCBe0H/46UhE94fr/k3yo/jd+GKnW7wtDMEcYWLmg3cBmS4t7j4xvhd+m7sGAkxr7jjxuZO/Nbu0HL8eHNI7x+JnnffK3dF4PQtU5VdPasAntTA8z5qbVwrL8RIrG8h6M1mlV1hp2JASwNdXmg1tHMCPfCCr6D7ke8Q4falXlZc30ddK9Xjc/4ffRaOJNaWnZfCUZXz0roXKsi7E30MadbM+FvkqDHpY83e/0xqpWnxPGmQ01XjGzpidpOpc8slV67r4OOjWrDztwEMwf3+Nzub0ksv3h0f/RoUR/O1uaf2/1PEOQJEPS4IEhuoKMldrsc/Ag1XR1gYWRQLu3e98RBdPtpADw8G/Cg7NjJsxEfF4vbNwJLfN2p4wfQrFUHNGnRDpZWtjwQrKyiigtnffnzbIYv+/fAoWNRuWoN2Ds4Y8zEmXgW+gjPn0r3OJOQ7wUFc/8jfHx84OrqiipVqmDatGmix+/cuYO6devyx2vVqoVr14QBnJEjRyI5ORnVqlVDzZo1S922r68vPDw8ULVqVV7+1i3hl0VAQADc3d35ths1aoQnT57wxy9dusTL5Xv06BFsbISXC7HZwjo6Opg/fz5q1KgBBwcHnD59WlQnpkGDBvz1nz59wr9Jx7MaYi6IH4hHn70KXU/h3yanpARt94qIOV/oB7ZAgJgL16HjKd1LgrJzchD66h1quzmKHpOXl0ftig4ICRP/0VvSF+etJy/x6kM03J2Fl9W+i45DTGKy2DY11dVQyd6yTNsse91zEfo+Bp6FzmTLy8vB094cIZElf8abLt6DroYqutYQ/2HJ5OUJEPg8Etb62hjpdRqNl+1G303HceFJybPRv63uOXgW/oanESiouzy///B5wWyC0mRkZiE3JxdaFUqeFZSSlsbPgGuqq0OaZLn+7PKosJfPUbVaDbG6V6nmjmclHJQ9e/pErDxTzd2jxIM49h5n/E5BXUMDNraSL8H/R332zXvUdrUT77MudnxGbZn6bGg4XkXFwt2x4FK4vLw8zNlxFANb1oODWflcwifT4012Dp6FhaNG1cpidWf3nzz7Z7N73r3/iG6DRqL3z+OweOVaREXHoDz2/dPwN6hVrM+64OEL6fRZ9h4sNQNLkcJm6n/vbZ658/wVmkz5HZ3mrcOSvaeQ8IUZm99S96cRkahdyUms7rUqOSHkxasy73eWKoLNXMzvq9fuP4G1qRGf/ddi1GwMnLcKl+5IDnb8E3KKilBzcELK/UIBOIEAKfeDoe5SUeJrUkMfQ83eCWpOwu9YJWNTaNasjeQ74gEBs1ETkXz7JlIfBKM8CI8RouHpYFHkGMECIW+ElwVLsun8HehqqPEgsCTsOGH2wfMY1LAaHIzL7xLb/LbjUclFvM9W+ro+m8P7bMF3KGs/89d7oV/75rC3NCu3urNZtCwNQuG613az/7qx/mM0ajiXnBYgOS3j8zGCqlTrLst9lkmMeYvUpGjYuNYVPaaqpgkz26p4Fy75BJgkmenCkyxq6sLZ2zk5WYCcHBQUlUVlFBVVICcnj8iXkoP0X91nIz/Cs9Bnzvussw1CXr0rW7t59gqvPsWhhkPBd1A1W3NcfvgCUQnJvEzQ89d4/SkedVxKblvfVPe3n+DpaCledycrhJQSNN505hZ0K6ija+2CtBD/BmG7f4vaFYu0+4qOCHkpPKFS5nZfaLwpjKVuuHr/CTo1ro3y8CnqA0+TULlaQfxBQ6MCHJxdSzy+Z8fr4S+fo0qx3wQ1Rcf44S+fITcnhz+Wz9zSGgaGxnj+9FG5/C2E/NsoZ+5/AAt6Dh48GIGBgXBzc8PmzZsRGxuLrKwsdO3aFVu2bEGrVq1w9epVdOvWDS9fvsTff//NA6b3798vddvPnz/n275y5QpcXFz4YJqWlsbfs0+fPjxwW7lyZezduxfdu3fH48dfPvOVmJjIA8BsFq6/vz8mTJiAtm3b8jpt2rSJ/x0s4FvS5bDsVpiKigrKg4qxATKjxH+ss/tK2pqQV1WBkq425BUVkflJfDZiZlQsNJwLfsxKQ0JyGj8rrKctngtWT0uTB0xKwvJStp60lH/5y8vJY8aAzvD8fODLvqz5NopsU1+rAg+6SEt8WgZy8wTFZsyy+xExkmdpBL/+iGPBz3BwdFeJz8elpiMtKxvbAx9gbPOamNiyNq69iMRk77PYOrg9atqWfMnl10hIShHudx3xs/C6Opp49b5sMwXW7z0CAz1tsYBqYewS8/V7j6JFPQ9oqEt3tpks1z85KZH/sNLW0RV7XEdHF+8iJf/IZAeHOhLKx8eLp2W4HXQDq5Yv4mOJrp4+FixeAS1t6V7CGp/C+qwA+ppF+5cGXn0sOQiYnJ6BltNXIjs7l//AmNWnHeq42Yue3xFwDQry8ujTtHwOsmV9vElMSuLtRk9H/PPU1dHGm8/5Kb+Fm5MDZkwYxfPkxsbFw8v7CMbPnI8da1dAXYrtXtRni8wC09PW4ulMyoL1R0l99urdEMxZs5WnSjHQ0ca62ROho1Xhu2/zLMVCs+quMDfQRWR0HP46fh5j1u3hqRlYX5CGhORUyfudtfn3ZTuxvM7bBwa6WqhVyZnfZ5epp2VkYufJcxjVoy3G9eqAGyGhmLp6O7/Mu4ar9E4gKWhpQ05BATlFUtCw+yoWVhJfw2bkKmppw275Wh5oYwHh2NMnEH1or6iMdsMmULN3xMtJwpPt5aHgGEE8sKCvqYaIaMkpdYJffcCxO6E4OL5nidvdcSUYCvJy6FO3fC4T/nKf1Sxzn/1r33EY6GqjVqGA8C6fs/zKi59aN0Z5ic8f67WKj8ulj/UZaPXLMtFYP7N/R3hWLDhRV1hmdjbWHvZH69pVeP5caZH1PsukJAn3sYaWvtjjGpr6SE0q28lCNrP43KGlsLB3h6G58PvW3LYalJXVcOnYH2jUeTIPjF46thKCvFwePP6n4lM/j/VFUpfoa2ogIiq21LG+xZz1PKDKx/qeLVHHpSBvO8u5u8jbHy3nroeivDzk5OUwv1dr1HCQPIZ9W93TP39PFRlvKqgj4lOcxNcEh7/DsaDHODi5L/5tJbZ7bXZ8VtZ2f0rY7gsFhAs7FRgEDVVVNKlZPmNnQrywjRQ/XtdDQkJcKb8JcqGtI35ijv1GePf2teg3gKKiEjQqiO8b9hr2HCH/RRTM/Q+4efMmD46yQC4zdOhQjBs3jgcq2FkrFshl6tevD2NjYx7AtbCQvBhJUWfPnkXr1q15IJdhl6Bqa2vj5MmTPIjLbkzfvn0xZswYvHv35TOyqqqqPMjM1KlTB2FhZb+8+bfffuNB4MLYLF+PMm/hx6KhqoL9iyYgPSMLQU9eYtX+U7Aw1OOXRH+vUjOzMPvwRczv1IDPzJWEXULMsEXR+tcVtkEXU308eBOFQ7dDpRbM/ad2HffDuWu3sX7BFKgoF798my0mNvvPTRBAgOnD/v2DxP9a/UtSuUo1rFq3FUlJiTjrfworli3E8lUbih1Y/hs0VJRxYM5IvhBI0NMIrDgUwINY7HL0J6/fY9+FmzwXKQu+fG9kcbwpq9o1Cq62sLexhquTI3oNH4OL126gXQvpLw7yrbyO+/Ocuxvm/1Ksz9ao6Izdv8/hwacTF65i1urN2L5kBg8Uf69tnmntUTDLmqVgcDI3Rvs5a3Hn2SuxWcD/pp0+Z3Hmxj1smjNWtN9ZAIVp5F4Jfds04f9ml3c/ePEKR85fk3pg6GtpVK4Kw5598X7jaqQ9C4WKmTlMh4+FUa/++OS9G0oGhvz+q7lTJS6I9q8eIxw8h/ldG/OZuZI8efcJe6+FwHtcz+9yrCzM68QZnnN349yJorYTGv4G3v4XsXvpjO+y/hqqyvBeMA7pmZm49SQMK71PC8d6F/H+yIJ20zbuZ5PEMat/J3xP/o0++/iWD/z3zRfd7zFmE/6pM94LEf3uBfpN3Sd6TF1TD51/XoOAfQtw5+JuPiPXzaMdjK0q/qvtSUNFBQdnDOFjPZuZu/LYBVgY6PC0Csz+K3cR8uo91vzcDWZ62rj7MhJLD52FobYmPKU4O/drpGZkYfb+AMzv0Qy6Uk7j9m/Y6XOO59zdNHuMxON6xudyEFrXdS/x+a8VePEMNq1fIbo/c/5yqWyXSJe84vf3XUO+jIK5/0GlfVH/P77E2Qrxubm5ovtFc+CymbT59WA5CAuX/ZKZM2di8uTJxbZ3bsl+SBubhctm54q9l7EBshOTkZeRiayYeOTl5EDFSPyMuoqxPjJLmYX0LXQ01fkMpLhE8QUp4pKSoV9KHi8WzGcrDTPO1maI+PAJ230v8uBK/uvYNg0LzdyMTUqBs5X0LunTVVfls2OKLnbG7htIuMQnMi4Z7xNSMH5vQLHgrfv8rTgxoSdMtDSgKC8HOyPxGdxsMbT7b6KkVnc2a43v9wTxhYfiE5KhX2TmX1F7fc5g13F/nl+WLYYiORC6GR9j4rB+3mSpz8qV9fpramnz9lt4YQOGLX5W0qq07PGii6Ox+7q64kFaVVU1mLLAhZk5nF3cMHp4P5w/cxrdekovIM0ux+PtPlm8z8YmpcKgyOzUYn3285jiYmmKiA/R2O5/lQe2gl+8RlxyKtrM/FNUns0wWXX4DPZeuAm/pZJXI/6RxhttLS1ej7gii52xxc9KW9zsa2lW0ICFmSnefSjbzLuv7rNFZiuzxc+KzjYuas/JM9h1wh9/zZkosc+qqarA0sSI3yo72aHbhLnwuXANg7pIzqn6PbR5SVjQiL0Xm6UrrWCujqaG5P3+hTbPsBXFd548jw0zR8PRylx8mwrysDUXX8DT1swY95+V7fL7sspNSoQgNxeKRU5Isfs5JcxIMu43BAkXziD+jDDVVebrCMirqMJ87C/4dGAPT9ugpKsHhzWbRa9hs381KlaBfvsueNSlJbsuXYrHCOKpM2KT02FQZPYcExmbhPfxyRi/S1hvsWOE2RtxYnIfBEd84FfwtF6+S2ysXHn6Og/y+k3vj/Lvs+x7tvQTJXtOnYOXzxn8NWscHK0L2s79py8Rn5SCjuPmFqp/HtbsOQpvv4s4se5XqdRdN3+sL7LYGRuXvzzWC/ssG795n/W9LBbMZYHc6Rv340NMAjZPGybVWbmy2mcdqjbFENuqovs8HQILGCbFooJ2Qdqk1ORYnj/3S87sX4SXDy+h7y97oKVbpM5u9TFy8TmkpcRBXl4RqupaWDetHnQM2v7jv0NX4/NYnyS+2Blb/MyglIUG2WxcK0PhGOViYcxn8W47c5MHc9nCeWtPXsafw7qiYSVh0Jzly332LgpeF25JLZjLTgAJv6eKjDcpaTDQLF73yNgEvI9LwvjtPsXHm6lrcGL6QFgaSO/Y4pvbPRtvvnBidrfvRew8dR4bZoyCYwnHXfeehuH1h0/4bewAqdW5Zu36cHAuSIeT8/nkID8+1yv4nc1m5drYOpbym0ABiUVm7rLfCDq6+qLfADk52UhNSRabncteU9LvBkJkHeXM/Q9gs1tDQkLw9KlwoYjt27fzFAssyMkuN2Wza5nr16/j48ePPL2ClpYW0tPTebnSsFm9LDdu/rZZmgWWJsHT0xMPHz7k+XAZb29vmJub85udnR1ev36N6GjhpTy7d5d9BVtNTU2+/ZKwv4nVvfCtvNIsJNy8D/2mnmKPGTSri/ibwtQUbKZKYvBjGDStU1BATg76Teog4WbZc12VhZKiIlxtzPlst3zss2X32eISZcUOQNilrIy5oR5fSKbwNlPSM/AoLPKrtvnluivwBcpuhb8Ty2V3K/w9qlgWz/lpa6CNw2O74cDorqJbY2dreNia8X+zQC7bZkVzQ7yKEW8rr2MTYVpK0ODr664IZzsr3H70VGy/334UyoMhJdl9wh/bj5zC6lkT4GpvU2IgNPLjJx4s1S5yWTLVX3gVgL2DE0LuB4vV/eH9YDiXkAOSBWZDiuR1fHDvLpxKKF+wXdYvsqXfZ63MEBQaUeh98hD0NBxV7Mp2ZQR/jUCArJwc/u/2nlVxaO4oPosx/2aoo4mBLeti43jpBSdkerxRUoSzvR2CQx6K1f1uyCO4OUv+kfAt0tIz8P5jFPSLnCiQxr53YX32YWiRPvsUlR1L67MB2H7EF6tnjpfYZyURCPL4ZdLfc5uXJCo+EQmpaaUGiL9pv9taii2EJNzvz1HFseT96XXyPLYeC8C6aSPhZmdVbJsV7az4D+PC3nz8BFMD6bYbQU4O0l8+h0ZV94IH5eRQoao70krIQcgCt3zKZOHt5Adn5eSQ8iAYz8cMxovxw0S3tOdPkXDpHP+3NAK5BccIhrgVVuQYIewtqliJB6jyT9oenvATDozrKbo1drWFh505/7eJdgW0r+6MQ+PFyxhqaWBgw2rYOKS9VOpdtO0UXryMtZ07j5+V2mdZGoVtR/2wZsYYuNmL54hu06AW9i2fhT3LZopuhrra6NehOdbOHCvVurtam+FWaJGxPjTsq8ZlQZE+mx/IffMphi+GplNCbs4frc+qqFaArpG16GZg6gANLUO8elqwPkdmegreRzyAuV31Uvc3C+Q+v38WvSd6Qceg5Nzn6hX0eCCXvQcLEjtUaSqdPmtpglufFzgV9dnnr1HFpiA4XqZjhM/thuVwZTf5IpOO2ImD/OCpNPC6Wxjh1otI8bq/iEQV6+JX9dka6eHwlH44MLmv6NbYzQ4e9pb83yY60l8Y78vt3qJ4u3/8AlUcxMeRwrxOncfW42ewbtqIYu2+sBOXb8HV1gJOhU4u/VNq6uowNbMQ3SysbHhw9VGhHO9sIeKXz0JLPL5nvwnsHJzw8MFd8d8EDwqO8e0cnKGgqChW5t3bN4iJjoKTy7+b65iQ8kIzc/8DDA0NeQC3S5cuUFZW5mkR9PX1+b+PHj2K8ePH45dffuHpDQ4fPowKFYQ/gAYMGMDTM7D7bKE0SdgCZTt27EC/fv14sIPNpGW5bdliaixPLtsGC+ywmW+HDh3iM27NzMz4ImysDEvr0KZN2Wf9sHq2aNEC6urqOHPmDIyMpLfAj4KGOjQK5V1St7WAVlUXZMUlIiPyA5wXT4aquTEeDJ7On3+92RvWo/vC5bepiNx5BAZNPGHaow1udxwh2kbE6h2oun05Eu4+QuLtENiMHwhFDTVEeh2FtPVt1QDztxyEm60FKtpZ8JXh0zOz0bGBMNH73M0HYKSrhXE9hPt7+6mLcLMxh4WRPj/IvvbgGU5fD8bMAV348+yzYivObz15AVYmBjAz0MXGo2dgqKvFV5uXJpYKYe7RyzwAW8ncEHtuPEJ6VjY6uwvzNbG0CkZaGpjQshZUlBThWGSxEk014SIOhR8fWL8Kph28gBo2pvCwNcW1F29x5dkbbJXyD7Xe7Vvg1/U74GpnDTcHWxw4fY4vHtCucT3+/MK/tsNQTwej+whTh7DZrFsO+mDh+KEwNdJH7OcZgmxWnLqqKu8vM1dtwrOIN1g5fSw/GMkvwxYsYgdqVH+hjl16YO2qZbB3dIKjkytOnTjMZ/o3a9GaP79m5VLo6Rui/6Dh/H77jt0wZ8ZEnDh6EDU8PHH1ygWEvXyGUeN+4c9nZKTj8IE98KhdD7p6ekhOTMRp3+OIi41G3fqNIG39m9fB3J3H4GZjhko25th7/iZv953qCn+ksYXMjHS0ML5Lc35/m18g3KzN+ErPWTm5uProBXxvhmBW33b8efaDuOiPYpZTkeU3tDGR7orDsjze9OjUDr+t2QBnB3u4Otrj8MnTyMjIRJvmwtyTS//8Cwb6evh5QB/RommvIoULdOVk5yAmNh4vwl9BTU0VFqbCYNKGHbtR16MGjA0NeM7cHfsP8R+ZzRoK+5E09W7XHIs27ORBWTd7G3ifPs/7bPvGwkVyFvy1g/fZMX2E+5bNxt188CQWjR8KMwl9Nj0jEzuOnUaDGlV5Xs6E5BQcDriE6LgENPMUXzDwe2vzLH/l36cuo7m7K2/nb6PjsfroWVga6qFuoUWbpKFvm8ZYsGkv3GytUNHeCvv8LyM9MwsdGgnzU8/buAdGutoY26sDv8/yam46fBqLxwyAqaEeYj5fAaHO97vwJHP/dk0xc50X3F3sUdPNEddDQhEY/Jhf2i1tMccPwWLSDKS/eI7056HQ79Qd8qqqiD/nz5+3mDwT2bHRiPLayu8nBV2HQeceSA9/IUyzYGrOZ+smBd3ggdq89HRkvhZfSCovMwO5yUnFHv+n+jeoirmHLgiPESyNsOdaCNKzctD58wKoLK0CP0ZoXUd4jGAifkWUpurnY4TPj+soKkCnSJomJXl5fjWQzeeZgdLUp10zLNy4C652VqjoYANvvws8BUH7RsIJAfM3eMFIVwdjegtTDbDZuJsP+eLXsYM+t53EQm1HFTqaFfitMEUFBT7zztrMWKp179eqPuZtPQw3GwtUsrXAvrPXeLvvVF94YmDOlkN8rB/fXZiybZvvJVRkY72hcKy/GvIMvjfuYebnNAoskDt1wz48ff0eayYM4IG4/Lzo2hpqUj1GkPU+y74XPZoNwHW/jdAzsoa2gQUCfdaggo4RnKoJx0hm/58D4VStBWo06cfvn9m/EE9un0K3URugrKqBlETh5BkVNU0oKQvbfcj1I9A3secpF9hiaucOLoVHs0HQN5HO1Qz9m9TC3D2nUNHKFJWsTbHn0h2+7zt7CvOszt51EkY6mpjQUfi9u+3MDbhZmcDSgI31OQh8HAbfoMeY/ZOwXVVQU0FNB0usOnERKsqKMNVlaRbe4FTQI0zpIt1URv0bumOu9xlUtDRGJSsT7LkSLPxNUks4e3T2vgAYaWtgQrv6wvHGVPz4SlNN2FYKP56YloEP8UmI/jxb+dUn4VVibLZvabOVv73d74ObrSUq2lsXb/d/7xW2+5+Ev4fYLPRNR/yweHR/mBpIbvdMSloGzgU9wMQ+HVGeWLtv16knjhzwgom5BYyMTXFgz1a+hoVHnQaicgtnTUCtOg3RpkM3fr9955+w/s+lsHd0gYOTK3xPHEJmRjqaNG8rWkStaYt28Nr6FypoakFNXQPb/17NA7lfmtRBiKyiYO5/RKdOnfgt3/Llwnw0NjY2fEauJGxhtLJgi5OxW1EsaMxuksyZM4ffCue1za9PQkLBolcskJyfoyq/XH5ZadOuUQl1zhfMEnZbMYv/P3LXUYQMnQkVU0OoWRaclU1/9ZYHbt1WzoTNuAHIePsRD0fMQczZq6IyHw75QdlQD07zx0PFxBBJD0IR1H4YsoosiiYNrWpXRXxyKjYeO8MXE2KXtv31yxDR5WQfYxPEzmizL/bfdh/Hp7hEnvfIxtQQv/7ci28n38C2jXi5xTuO8AUtqjnZ8G1KK09SvtaV7RGfmoEN5+8iJiUNzqb62DCgjWjBk4+Jqfzyq6/RzM0WczrUx/Yr97Hc9zpsDLSxsldzuFsXn8nzT7So64GEpGQe4IxNSIKjjQX+nDVedPkkSzNQOH3J0bOX+UyDWavEc6EN7d4ew3t2xKe4BATeecAf6z9N/FLJ9fN/4Xktqf5C9Rs2RVJiIrz37ER8fBxs7ewxb9Fy0eVS0dGfeC64fC5ulTBp6hzs270de7y2wtTcHDPm/AprG+Hl2uwSrbeRkbh4fj7frqaWFhwcnbHk97WwspZ8Sfc/0cqjEuJTUrHR5yJiWDoBCxNsGN+PB6WYD3GJYvue9cWl+33xKT6J/4BgAdolQ7ry7fy/yfJ407RBXSQkJWHHvoOIi0+Ag60Nfp8/E3qfF9aMiomFXKGFs2Li4jB8kvAkHnPg+El+q1rJDWuWCL+PomNi8euKtUhKToa2thYquzpjw++LoVMO+WaFfTYFmz/3WScbCz7jNr/PRsWyy2YL99krvM+ykyyFDWN9tkcHHnR+/e4jTl++yQO52poaPFC8acFU2FlKL8VFebR5VvcX76Jw8uZ93mbYTPQ6rvYY06kplJWkewjbso474pNT8Pfh04hNTIKTtQXWTR8punT1Y2y8WJs/cu6acAbimh1i2xnetTVGdBOe5GjiURUzh/Tk+TlX7DoKa1MjLJ8wBNWcpZ9HOjHwIhS1tWHcbxAUdfWQER6GiHnTRYuiKRkaic2mZXlx2cxc435DoaRvgJzEBCQH3cDH3cJg7/9T6yqOiE/JwIZzQYhJZscIBtgwuL1okaKPCSnFZux9T1rUqYH4pGRsPnwKsQnJfFYbm3Er6rMx4m3n6NlA3mdnrBbf18O6tcXP3YUnMv5fWtWqIhzrj58TjvWWplg/aXDBWB+XIDbesBNLS3f74FP857HexBCLh/fk22GiE5Jw+b7wyoJeC9aJvdeWacOK5dX9kfssU7vlcGRlpsN/7zxkpCXBwqEGfhq3FYpKBUG2+OhIpKUUpJC6d0WYWm7fKvErctoO+A1V6gpPzMdFReDy8VVIT02Etr456rYZyYO50tK6hitf9HKDbyBiklPhbG6EDaN/Ei2K9jE+SfwYISsbSw+eQVRCMh/rbY31sWRAB76dfMsHd8Ian8uY6XUSSWkZMNXVwtj2DdGjfsmzlL+p7tWd+UJoGwJuICYpDc7mBtgwvDNfwI3XPYHV/eu2eelRGOYdEF4Jy0zf48f/P7JlbYxqVegKTilo6Vmdp2H5+4j/53ZvzmfcivpskfGG5Xvm7X7tTrHtDO/SCiO6FfyOP3MzmP8mb12n0BUe5aRTtz58gsWmdX8gLTUFLm6VMXvRCigrF7T7qI/v+cJn+eo1bIakxAQc2LONL2hmY+fAX1M4hcKg4eP4ccOKpXN4Ooeq7rUwbLR4ekYimZzS9/sdS0omJygcSSNERvkqSTcA9v/SLvsZUm8ch6zSqNMZGQcLktrLEtWeUxD/4DJklW7VRjJbf1b3Jy/fQxa5OZgh/ZL0c3T/v6g17i2zYw4bbz48Faa5kUWmLtWQcP8SZJFOtcYy2+5Zm0++I5ydKos0a7bGw/bCxZhkTeVTF5FxdA1kkWrXCUgMPgdZpe3eHGnXjkAWqdfrJvN9dsdFyKTBTYCMM+LBblmh2nIwMk5thKxSbT8KybcLcoHLEk2Ptgh5IZ6eRFZUcZTeVcCy7KJjweQLWdXkhXCy0Y+EZuYSrmPHjnjz5o3YYyx1wsWLMno0QgghhBBCCCGEEELIfwwFcwnn41OwSichhBBCCCGEEEIIIeT7Q8FcQgghhBBCCCGEEEJ+MPKKlDNXFhWsAEIIIYQQQgghhBBCCCHku0XBXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUA5cwkhhBBCCCGEEEII+cHIKVDOXFlEM3MJIYQQQgghhBBCCCFEBlAwlxBCCCGEEEIIIYQQQmQABXMJIYQQQgghhBBCCCFEBlDOXEIIIYQQQgghhBBCfjDylDNXJtHMXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUBpFgghhBBCCCGEEEII+cHIyVOaBVlEM3MJIYQQQgghhBBCCCFEBlAwlxBCCCGEEEIIIYQQQmSAnEAgEPzblSCEEEIIIYQQQgghhPz/XKteA7Ku3r27+NFQzlzyn5B64zhkkUadzvBVcoasapf9DDHzhkIWGSzahrTAQ5BV6g16IMP3b8gi1XYjkXF+F2SRarMByDjyJ2SVardJyPBZD1mk2nEMXoS9hqxytLfG2+ePIIssnCoh/dJ+yCK1xr3xLCwSssrZ3hJxIYGQRXpVGiD9wm7IIrWm/fHo5UfIqkoOJki+fRqySNOjLVI3zYas0hixBCuO5kEWTekqj3svYiCLqjsayP5x/YHfIYtUf5qGxy8/QBZVdDD9t6vwXZBToAv2ZRF9aoQQQgghhBBCCCGEECIDKJhLCCGEEEIIIYQQQgghMoCCuYQQQgghhBBCCCGEECIDKGcuIYQQQgghhBBCCCE/GHkFuX+7CuQb0MxcQgghhBBCCCGEEEIIkQEUzCWEEEIIIYQQQgghhBAZQMFcQgghhBBCCCGEEEIIkQGUM5cQQgghhBBCCCGEkB+MnDzlzJVFNDOXEEIIIYQQQgghhBBCZAAFcwkhhBBCCCGEEEIIIUQGUDCXEEIIIYQQQgghhBBCZADlzCWEEEIIIYQQQggh5Acjr0A5c2URzcwlhBBCCCGEEEIIIYQQGUDBXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUA5c8kP5cC569jldwWxiclwsjLFtH6dUMnOUmLZ83ceYfupC4iMikVObi6sjA3Qr3VDtK/nLiojEAjw97GzOHY5CMlp6ajqaINZA7rAysRAqvXWq18Tdr8MhbZ7JaiaGeFOt9GI8jlf+msa1oLbihmo4OaIjMgPePnbRrzddUysjPWoPrCbPBQqJoZICnmKxxN/ReLthygPqrWaQK1ea8hX0EZOVCRSffch511EieXlVNWg3qwrVNzcIaemgbyEWKT4eSP7RUH95DV1oN6yO5QdK0NOSRm5cZ+Qcmw7ct6/lmrdD1y4Ca+Aq4hNTIGTpQmm926PSnYWEsuev/sY205fRuSnuM/tRh/9W9ZD+zrV+fPZObnYcPwcrj58jrfRcaigporabvYY360ljHS0UB68r96H18W7iElOhZOZIWZ0aYLK1iZffJ3fvWeYsfs0mlSyx+ohHcXa/Qb/Gzh68yGS0zNRzdYMs7s3g7WhrvTrfvkOvM7eRExSCpwsjDGjZ0tUtjGXWPbcvafYFnANkdHxyM7Ng7WRLvo380SH2pVFZaqOXiLxtZO6NMWgFnWkX/8bj+AVeB8xKelwMtHHjA71UNnS+Iuv83vwEjMOnEMTVxus7t9a9PjcwxfgE/xcrGxdR0tsHNxO+nW/9gBel4MRk5wGJ1MDzOjcCJWtytBu7j/HjL3+aFLRDqsHteePZefm4i//m7j69BXexiZCU00FtR0sMaFtXRhpV5B63U+d9MHRI4cQHx8HW1s7jBg1Bs7OLiWWvxp4BXt270RUVBTMzMwxaMgweHjUEisT+eYNduzYikcPQ5DL+raVNWbOngcjIyOp1/+4rx8OHj2BuPgE2NvaYNyIoXBxcpRY9tXrN9i51xvPw8IR9Skao4cNRrdOwv2ez+e0P3z8AhAVFc3vW1tZon+vHqhds+D7TFq8LwbB6+w14XhpYYLpvdqgsm0J42XwE2zzC8SbaDZe5sHKSA8DWtRFe8+qEssv3nsSh6/cxZQerdCvufT7K+N78gSOHTn4ue3Y4+dRY+FUatu5jL27d+JT1EfedgYOGY6aHrVFz69e9TsunDsj9prqNWpi4a/LpF73w/4XsNcnAHEJiXCwtsTkIb1R0dFOYtkT567A7/INhEe+4/ed7awxsncXsfKXbt3FsTOX8TT8NZJSUuH1+zw42VqhPHhfYmP9DcR+Huun/9SqxLH+PBvr/a+Jt5vmtdG+dhVRmblePjh5M0TsdXXd7LBhXJ9yqb/fqWM4ccQbCfFxsLG1x9CRE+Do7Fpi+euBF7F/z3ZER32EqZk5+g0eiRoenqLnb167gjN+JxD28jlSkpOwYu1W2NpLHgP+qYNnr2K37wV+bOxoZYapA7qikr21xLLHLt6Ab+BthL39yO+72lpgdM92YuVr9psk8bXje3XAgPZNpVr3A/dfYted54hNzYCToTamNamOSqZ6Esv6PH6FBQF3xB5TVpDHzQldJZZfci4YR0LC8UvjqujrXj77nh1P3T23Dk9vH0JWejKMraujfuf50DawKfE1T27uR+gtbyTHC/uurpED3JuNhqVzQ1GZpNg3uHn6d0S9DkZuThYsnBqgbofZUNc0kGrdD+3digsBJ5Gamgxn1yoYOnoKTM0l/67KF3DqCE4e3YfE+DhY2Tpg8IhJcHB248+xts62GXIvCDHRUdDS1oWHZwP07Dcc6hrSPVaQ5WN771tP4HXtofDY0lgPM9rVQWULwy++zu9hGGYcuoQmLlZY3aeF6PGq87ZJLD+ppQcG1S8YV6U1Vh4XjZUOGDZy/BfGykvYv2cb/441NbNA/8EjRGNlTk4O9u3ahuA7NxH18QPUNTRQpVoN9B/0M/T0pftb/L9OjnLmyiQK5pIfRsCtB1jlfQqzBnZBZTsr7D1zFWNWbMOxZVOgp1X8AEFbQw1DOzSFjakhlBQVEXg/FAu3HYKelgbqVnbmZbxOX8b+s9ewaHhPmBnqYePRMxizchsOL5kMFWUlqdVdQUMdSSHPELnzCGoeXv/F8mo2FvDw2YQ3m71xf8AU6Detg8qbFiPjQzRizl7lZUx7tIHrHzPxaMx8JAQ9gO34gajtuw2XKrZGVnQcpEm5kgc0Wv+ElJO7kfM2HGp1WkBrwCTEr50NQWqyhD9YAVoDf+HPJR3YiLykeMjr6EOQniYqIqeqDu1hM5Ed8RRJu1cjLzUZCvrGyCtURhoCgh5i5UE/zO7XkQf+9527jtGrd+L44okltpth7RrDxsQASooKCAx5hgU7jkFPswLqVnJERlY2Ql+/x/D2jfnBY1JqBv7w9sXEdXuwb+5oSJv/vWdYceIK5vRoxgNxe68EY9TmozgxYxD0NdVLfN27uESs8rkCd7viP6Z3XLiD/YH38WufVjDX08J6v+sYtekojk0fCBUl6X2t+N95ghVHzmFO7zaobGOGvReCMGqdN04sGAl9TQ3J+751PdgaC/f9lYcvMH/3SehpqqOemz0vc/63CWKvufokDAv2nELz6iUHa765/iEvseL0dczp3BCVLYyw9/pDjNrhixOTe0O/glqJr3sXn4RVfjfgbmMq8fl6TpZY1K2J6L6yooL0637/OVacDMScbk1R2coYewPvY9TWEzgxrT/0K5TWbpKw6lQg3G3NxB7PyMrB03ef8HNzDzibGiIpPQPLT1zBhJ2nsH9CL6nW/crlS9i6ZRPGjB0PZxcXnDh+FPPmzsKmzdugo1P8hEPok8f4fflSDBw0BLVqeeLSpQtY8usCrF67HjY2trzMhw/vMW3qJLRo2Rp9+w2Auro63rx+DWUpjvP5LgZew99bd2LimBE8gHvU5xSmz/sVO/9eB10d7WLlMzKzYGpijIb162Lj1h0St2lgoI/hA/vB3MwUAgFw5vxFzFuyHJtW/wEba+kF5wJuP8LKwwGY3ac9KtuaY+/5mxi9dg9OLBwrcbzUYn22bUPReHkl5Dnmex2HnqYG6lZ0ECt74V4oQsLfwlBHE+Ul8PJFbNvyN0aPnQAnF1f4HD+C+XNnYOPmHSW2nRXLl2DAoKHwqOWJy5cuYOmv8/Hn2o2w/tx2GPcaHpgwaarovpKS9NvNuWtBWOt1ENN+7oeKDnY44HsOk5ashveaxdDTLh5MCH78DC3q10JlJ3vejvcc98PExX9i76pFMNIX/q3pGVmo4uKIZnVr4re/d6G8BNx5jJVHzmI2G+tZu7kQhNFr9+PEglH8mKsoLQ1VDGtTDzZ8rJfHlYcvMX8XG+s1UPfzWM+wcX/hgA7lOlYy165cwM4t6zFi7GQ4Orvh1PFD+HXuFKzbvAfaEtrN0yeP8Ofvv6LvIBb4r4PAy+fx++LZ+GPNFljZCIPpGZnpcHGrjLoNmmDj2j9QXs7cvIc/9x7HzME9UMnBGvv9L2Pc8k048sdM6GkX72t3Q1+iVR13VHGy5d/3XicvYOzyv3Fw2XQY6enwMv5/LRR7zfUHofh16wE0rSXdoFDAs0isuhyCWc3cUdlUD3uDX2DM0UAcG9wKeuqqEl9TQVkRRwcXnCAtKXxx4cU7PPwQC0MNyduRlgdXtuLx9T1o1OM3aOpa4O7ZtfDbPhzdJ52CopKKxNdoaJvAo9VkaBtY84Dqi+ATOLN7LLqMOwI9Y0dkZ6Xh9PZh0Dd1RrthO/lr7pxdizO7RqPTKG/IyUvnwlyfI3vhf/IwRk+aA0NjUxzcswW/zZuMFRv3QFlZct2vXzmH3VvXYdiYqTyAe/rEQf6aVZv2874SHxuD+LgY9BsyFuZWNoj5FIWt6/9AXGwMJs+SfDL+Rzu2938YjhX+tzCHTQ6wMMTeG48xapc/Tozv/oVjy2SsCgiCu3XxCQXnp/YWu3/1xVssOBGI5m4ln1T4FlevXMCOLRv4WOnk7IpTxw9j0dypWLd5t8TvWDZWrvp9EfoN+pmPlVcun8PyxXPwx5rNsLaxQ2ZmBsLDnqNH7wH8JFpKSjK2b/oLvy2axcsQ8l9HaRZkmIGBAV69eoW2bdvi2bNnXyw/b9487N27l//70qVL8Pf3x/fk/v378Pb2Lrft7w0IRJdGtdCpgQfszI0xe2AXqCor4cSV2xLL13S1R9MalWBnZgxLI330aVkfjpYmuP/8FX+eHUDtO3MVwzo2RWP3inCyNOVB3ej4JFwKfizVukcHXMHz+asRdeJcmcpb/9wL6RFvETptOVKehuP1hr34eCQAthMGicrYThyMyG0H8dbrKFJCw/Bw9HzkpmXAclA3SJta3ZbIuHsFmfeuITf6Aw/qCrKzoOpeX2J51er1Ia+mgaR9fyHnzUs+Kzfn1XPkRr0t2GaDNshLikPK8R18hm9eQgyywx4jL14480xa9py9hq4NaqJT/RqwNzPiB36s3Ry/eldi+Zoudmjq7gY7MyNhu2leF44Wxrj3UjhbWFNdFX//MhgtPSrDxsQQVewtMaNPe34Q+CE2AdK2+3IwunpWQudaFWFvoo853ZtDVUkRx4Melfia3Lw8zNrjh1Gt6sBCXzx4xNo9CwgPb1GLz9hlM30X92mN6KRUXHgUJt26X7iFrvWqoXOdqrA3NcSc3m2hqqyI49cfSCzv4WSNZtVcYGdqAEtDXfRtWguO5ka4FxYpKmOgXUHsdunBc3g42cDCQPqzindfDUFXD1d0ruECe2M9zOnUUFj/u09L3/cHzmNU85qw0JMctFJWUICBprropqWmIv26X7mHrrUrobOHG+yN9TGna9PP7eZJ6XXfF4BRLT1hoSfebthM3E0/d0Grqk6wMdJFFWtTzOzSGE/efsKHeAkndP6B48eOoFXrNmjRshWfPTtm7ASoqKjg7JkAieV9ThxHjRoe6Na9JyytrNB/wCDY2zvw2b35dnntQM2atTBk6HD+nKmpGWp71pH44+OfOnz8JNq2ao7WzZvCxsoSE0eP4PX3Pyv5agwXJweMGDIQTRvWLzFIWLeWB2rXrAELMzNYmpth6IC+UFNVxZNn4rO8/6nd526ga313dK5XnY+Xc/q2F46X1+9JLO/hbIum1V1hZ2oIS0M99G3mCUdzNl6+ESsXFZ+EZd6nsXRoNygqlN+h64ljR9CydVs0b9mat53RYyfyfX/ujOTjpZMnjvJAbdfuP8HSyhr9BgyGnb0Dn91bGPtcdPX0RLcKmtIPSO8/dRYdmzVA+yb1YWtpxoO6KsrKOHVBeAK3qIUThqNbqyZ8pq2NuSlmjhyEPIEAdx6Fisq0aVQHQ3t0gEdl4ay58rL7PBvrq6Nz3WqFxnolHL9xX2J5NmY3FY31ep/HetZuCsZ6RklJQWy8ZycPysPJYwfRvHV7NG3RFpZWNhgx9heoqKri/JnTEsv7+hxG9Rq10Llbb1hY2aB3/6GwtXfiM9byNW7aCj37DOKzzMrTXr9L6NykDjo2qg07cxMe1FVVUYbP5VsSyy8e3R89WtSHs7U5bMyMMWf4TxDkCRD0+IWojIGOltjtcvAj1HR1gIWRdGfK7b37HF0q2aJTJRvY6WthdnN3qCoq4MQj4XG6RHJyMNBQFd30JQRrPyWn4/eL97GkTa1yHW/Y8dSja7tQvclI2Lg148HXxj2XIS35E14/Kfl439q1CaxcGvHZuzqGtvBoNRFKyur49EZ4bBT16h5S4t+hUfffoGfixG+Ne/yG6HeP8D78ptTq7nfiILr8NBA1PRvA2tYBYybP5YHYOzcCS3yd7/EDaNqqAxq3aAcLK1se1FVWUcGls6f485Y2dpg8aylq1K4PE1MLVKpaA70G/IzgoGvIzc2BtMjysf3u64/QtYYzOrs7wd5Ilwd1+fFZkau2ih2fHb6EUU3cYaFb/ORe4WNKdrv09DU8bExhoSfdWcUnjx1Ci9bt0KxFm89j5WQ+Vl4oYaw85XPk81jZCxZW1ujDx0pH0VipoVEBC5asRL0GTWBuYQVnl4oYNmoCv6Ih+lOUVOtOyPeIgrn/AadPn4azs3CmaGkWLVqEvn37/pDB3OycHIS+eofabgWXScnLy6N2RQeEhIn/aCzpoOXWk5d49SEa7s7C2TbvouMQk5gstk1NdTVUsrcs0zbLk45nNcRcuCH2WPTZq9D1rMb/LaekBG33iog5f72ggECAmAvXoeMpvGRIahQUoGhqjeywULH3yg57AkWLghk0hSm7VEN2ZBgqtO8LvWmroDNmEdQatuUH4aIyztWQ8+4VNHuOgt60P6Ezaj5UahRcYia1dvP6Pb9USqzduNojJFz8R2OJ7SY0DK8+xqCGY8lnt5PTMyAnJ8cPBqWJXfYV+jYKnk4FM+/k5eX4/ZBXH0p83aYzN6FbQZ0HgSXN2GWX3dcutE0WqGOzfkNevZdu3d98gOfn/iaqu4stQiIKgvql7vunEXgVFYcaDpJnHrLLeQMfvUSXupIv6f7H9X8fDU8HC/H621sg5E3JB5ibLtyFbgU1dK1Z8iVndyLeo/GSnei4aj8WH7+ChLQM6df93Sd4OlqK193REiGvS2k3Z4OEda9VsUzvk5Keybu0ppoypCU7OxsvX75AtWrVxfosu//0aaExqJCnT5+gWnXxcc+9Rk1R+by8PNy5HQQzc3PMnTMTfXv3wOSJ43Dj+jWp1btw/Z+/DIN71Spi9XevVkVqgVeWIuLClavIyMiAm8uXjx2+arx88x61Xe3Ex0sXOz6jtmzjZTheRcXC3bHgkm22/+fsOIqBLevBwUz6KS3E285zVKvmLlb/qtXceRuRhD1etbp4qgoW3C1a/tHDB+jfuztGDR+EDX+tRlJSopTrnoNn4a/hUcVNrO4eVVzx6Hl4mbaRkZWFnJxcaFUoPhO2POWP9bVdxMf62i42CAkXXkZetrGetRvxsf7O89doMnUVOs3fgCX7TiMhJU369c/O5oGDwkFXtu/Z/edPJZ/YZ48XDdJWc/fAsxLKlxfWZ59GvEXtik5ida9V0REhn4NUX8KuDGCpLrRLuGKDpW64ev8JOjUuSD0iDSyVUmhUAmpbF4wJ8nJyqG1tjJAPsSW+Lj0rB223nEabzb6YdOIawmLE+yI7oTHHPwgDajrB3qD4lRDSlBz/FunJMTB3KEgZo6yqCUPLKoj6HJj9kry8XIQ98OWzcY2thMf4ublZ/HhZQbHgu1VBUQVycvL4+CpYKnX/FPUeCfGxqFytpugxlgaBzbZ9/lTyZIGc7GxEvHyGytU8xNob20ZJr2HSUlOgpq4BBQXpXPkly8f2fLz8EANPe7Mix5ZmCHn7qcTXbbp0X3h8VuPL3/mxKekIfB6JLmUo+/Vj5TOJY+WzEr5jJY2V1d1rlVg+v72w/a5RQfopvP7L2Ix9Wb/9iCjNggzx8fHB9OnT+QyP1q0LLhGysbHB8ePHUa1aNTx9+hSDBw9GUlISD/CmpKSgT58+GDRoEL+xMo0bN8bff//Nf9CxoG7Xrl35rF1JsrKyMHv2bPj5+UFBQQGmpqY8CMxeO2PGDP4406RJE6xcuRLKysqi95k4cSJ/bsqUKahQoQIWLFjAb6GhoUhLS0NYWBhMTExw+PBhnvOG1SExMZG/1tPTk9exqMzMTH4rjM2a+ZKE5DR+VlKvSG5GPS1NHqAtCcuD23rSUv7FLy8njxkDOsOzkpPoAJVvo8g29bUq8CDvv0nF2ACZUTFij7H7StqakFdVgZKuNuQVFZH5SfyANzMqFhrOkvPrfSt5dU3IKSggLzVJ7HF2X8lQ8mXk8rqGULJ1RWbITSTuXgMFfSNUaN8PkFdE+iXhbDkFXUMoeDRB+o0zSLviC0VzG1Ro2xvIzUHm/UJB6n8gPuVzu9Eq/hmzg7iSJKdloNXU30XtZma/DvAscslwvszsbKw9fAata1XmObakKT41Hbl5gmLpFNj9iE/xEl8THP4Ox249xsFf+kl8PiZJ+GNY0jZZkFdqdef7XgD9IpfYsvQKEVGxpR48t5i1FtnZufwAd1av1qhTKLhUmM/Nh1BXVeazeaUtPi1DWP8il7yx+xHRkmdpBL/6gGN3nuLguO4lbreuoxWaVbSDua4mIuOSsC4gCKN3+mL3yC5QkNKBjKjdFPlxzu6X2G4i3uPY7cc4OKls+Sgzs3Ow+vQ1tKnmjAqq0ptZzL77WPBPR1d8xiybQfs2UvKPtPj4+GIzbHV0dHg+NyYxIQHp6ek4fOgAn7U7ePAw3L17G0uXLMLSZX+gcmXpXTqcmJTM66+rK7xcOR9LrxD59suBrdKEv3qNcVNn8e91NTVVLJw9jc/8lXqf1Sw6XmqUPl6mZ6Dl9JUFfbZPO9Qp9CN7R8A13rb7NJVuMKgoFmAtqe28K6HtJJTQdli+3cLB3Tp168PY2AQfP3zAbq9tWDhvFn5fuZYfV0lDQnLK52Mc8VlU7P7rd8Lcpl+yYc9hGOrplPss3DKP9ex79gtjfcuZawraTe82YmM9S7HAxnZzAx2eR/2vExcx5i9v7Jo2SGpjJa8Hbze5xdoBu2T8XaTkE/tsbCmafoG9Pn/M+X9JSE793G7EZ4qz+68+lBwYKmyd9ykY6GqhVqGAcGGnAoOgoaqKJjWlm2IhIT0TuQJBsXQKeuoqeBUnfryZz1pXE/Nb1YSjgTZSMrOx6+5zDPa+iEMDW8L48zHNztvPoCgvh97VJR+zSRML5DJqFfTFHlerYID05NKvMov7+BwnNvZGbk4mn5Xbot866BoL62xkWRWKSmoI8lsBj1aTIIAAQf6rIMjLRdoXtltW+W1VW0c8PzG7n5Agud8mJSXwviLpNe/eSu4rSYkJOOq9E81aF6zb8CMf24uOLYtcZcDuR0RLPkkY/PojjgU/w8FRXcr0Hj73XkBdRQnNXCXnzf5nY2UedIp8/jpfGCuLltcuZazMysrE7h2bUb9RM6ir/39PTBLyb6Bgroz49OkTD9IGBgbCzc0NmzdvRmxs8S/L/v37Y/To0bwsC5pWr16dB3MLY8HSkSNHIiEhAatXry71fX/77Tc8f/4cd+/e5UHT6GjhQQB7/9u3b/PH2Y+Rjh074s8//+TB5i+5desWf52+vj569eqFTZs2YebMmXzmMAtKs1tp9Vm4UDwX1/z58zG1lfBstLRpqKpg/6IJPG9c0JOXWLX/FCwM9XgKBlJ+2BlVFuxN8fHis3hzP7xGmpYu1Ou1EgVz2ayDnPevkHbuKL+b+/ENFI3NoerRWGrB3G+loaoM73ljkJ6Zxc/erzzgxy/jZ5dpFT3DPu3vA/xAe1Y/6R2ofqvUjCzM3ueP+T2b8zP4skhDRQUHZw5DGtv3z15h5ZFzfN+zFAxFHb/xAG09Kkk1z++3Ss3MwuxDFzC/SyPolnIpcJuqBT8cHE30+aJq7Vbsw53w96hdaBbw/73d7D+D+d2blVr3fGwxtKl7/CAAMLtrY3zv2EwtxtOzLjp3EaahsbO3R2joE/idPiXVYG55YukVNq9ZgdS0NFy5dgPL//wLq35bJNWA7rfQUFHGgTkjeZ8NehqBFYcCYM76rLMtnrx+j30XbmL/7BH8e0EWNWxUkN/axtYONra2+HnoAD5bl836/R7sOnYaZ68FYcPCqVLN91/eY/2BWcOF7ebZK6w4fJYHblkKBqa1R8EVAizdjpO5EdrPW89n6xaeBUy+3U6fczzn7qbZY0psNz6Xg9C6rvt30a6qmunzW74qZvrotjOAL3I2ul4lPImKx/7gF9jXr3m5jDcv751E4PEFovutB2785m2xFAtdxx1FVmYKIh4G4PLhmWg/fBcP6KpV0EPzPqtx9cRCPLqxh8/Ita/SFgZmbt/8d129GIAt6wtyN0+fX355nPOlpaVi+cKpMLeyRfc+Q/Fvk8Vje35seeQy5nesD90y5n8+fu852lZx+C6Ojb8Gmxi24reFfL+PGCN5EUZC/mtkq5f+wG7evIkqVarwQC4zdOhQjBs3rtiMJJaqYMCAAfy+q6sr6teXnJO0rE6dOoXly5eLZr8aGgpXyjx37hyfgZv/+PDhw7F+/foyBXPZrGIWyGXq1KmDhw8flrk+LOg7efJkscdYHXKChTOES6Kjqc5nYsQlpog9HpeUDH0JCzwUvvzDyliY48vZ2gwRHz5hu+9FHszNfx3bpmGhlUrZpdvOVuKL//y/sVm4bHZuYex+dmIy8jIykRUTj7ycHKgYic8GUDHWR2YpZ6W/RV5aMgS5uZDXEJ8xxO7nJUs+i5yXkshfw1fq+Sw3+j3kNXV42gbk5vIy7LHCWD5eZTfp5ZdjqQZ4u0kSbzfsM9YvMiO7eLsR7ltnK1NEfIjGdr8rYgd87GBv+iZvnktr85QhUp+Vy+uvoQYFeTnEFpkxy+6znFhFRcYm4H1cEsZvO1EskOU+ZTVfNM1AS120DcNCsxrYfWdzQynveznEJqUWqXsqDCQsiJOPzdBiK5szLpYmiPgYg20B14sFc4NfvuGzvn4fWraZCl9df3VVYf1T0sXrn5Jewr5Pwvv4ZIzf7Vd838/ZhBOTesGySP5ihuUzY+/1JjYJtR2k3G6KXJLM7kuueyLexydh/I6Txes+fR1OTO0PSwOdgkDubj+eJ3fLiC5SnZXLaGlp8f7HZkwWlpAQz3OVSqKrq8ufFy+fAB1dPdE22UlLlk+3MEtLKzx5XPKlod9CW0uT1z8+Xnz2dnxCIvSKzNb9WuyqHrYAGuPkYI9nL17iqI8vJo8dCan22eSi42Uqz1da6nj5+bvIxfLzeOl/lQdzg1+8RlxyKtrM/FNUns1KWnX4DPZeuAm/pdL7waalpV1i29HRk5wbWaeEtqP7ue1IYmJqxt/rw/v3Ugvm6mhW+HyMIz4jkd3Xl7BoXmF7fQKw+7gf1s77BQ7W///AfoljfVIKDCQsRFTiWP8hBtv92Vgv+bJnC0Nd/l6R0XFSDeZq8najUKwdJLJ2U0I7YI+z54u1s1LaTXnQ0dT43G7EryZj9/UlLJpX2G7fi9h56jw2zBgFxxKOee89DcPrD5/w21jh7xJp0lFTgYKcHOKKpBmKS8uUmAdXEiUFebgY6SAyQdj27r2L4a9naRjysdm/f15+gH3BL+A7rO0/qrOVW1N0tSw4+cfTIbAZuimxUNcqSBeRnhIDfdOSUy0xLIUCWwCNMTSviOi3D/Ho+m406CKc8GLhVA+9pp5BRmo85OQVoKKmhT1LGsBO79v6OMth6+BccIIkO1tY98SEOOjqFfzeYPetbQvSzxWmpaXD+worUxi7X7Ttp6el8oXR1NTU8cvspVBUlF7IQpaP7UXHlqlFji1T2bFl8ZPpkXHJeJ+QgvH7zhY/PluwnS+aZlkoL27wq494FZOI33sWnISU7lgpj4Qin39pYx97vGh5SWMrD+QuW4Do6CgsWrqKZuWSH8aPmVziP6CsZ1b/XzNZCr8P+8JlaRjysbx8hamqFnyxsR/IbAAuKxa4ZT+sC9/KkmZBSVERrjbmfHZtPnapB7tfxb7sK3mzL0B2SR9jbqgHA21NsW2mpGfgUVjkV22zPCTcvA/9pp5ijxk0q4v4m8LFRATZ2UgMfgyDpgV5uthMV/0mdZBwU/JCNd8sNxc5H15Dya7QgamcHL+f81byglnZb15CQc9ILEeugr4JcpMS+PaEZV5AwcBE7HUK+sZ8sTRp4e3G2ozncRRrN0/DUcWu7AfELL9WVnZOsYO9N1GxfMEEnRJyzf1TbMVdVwtj3HpRcIlwXp6A369iUzzFha2RHg5P7Y8Dv/QT3RpXtIeHgyX/t4mOJsz1tHlAr/A2UzIy8fDNR1SxMZNu3a1M+exasbo/e4UqthZf12cljDHHrj+Am5UJnC2Kr+ortfqbGeLWy3fi9Q97hypWxd/T1lAHh8f3xIGxPUS3xi428LA15/82KeEHRlRiChLSM2D4OcgutbqbG+FWocWEeN1fRvKFy4rV3UgXh3/piwOT+ohujd3s4GFvwf/N2k3hQO6bmARs+rkzdMphMSIWsHRwcMSDB/fF+uyD+/fh4iL5x7GLixvu3xcf9+7dCxaVZ9t0dHLGu7fieV/fvXsLIyPpth/2XizQei/koVj97z0IgZuz5MuYv5Xw+yxbuuOllRmCQiMkjJdf12ezPvfZ9p5VcWjuKD5zN/9mqKOJgS3rYuP4/lKre0HbccKDB8Fi9Q+5f4+3EUnY4+z5wu7fu1tieSYmJhrJyUklnlz4trorwtnOGnceFuSF5rmeHz5FJaeSUyftOeGHHYdP4c/ZE+FqL91Vy792rA96VrjdCPhs2yp25t/UbiRhi+glpKbBQEtT6u3G3sEJD+/fLdJuguHkIjl/OHs85IH4Qksh9+7wxXv+n1ifdbG1QNDj52J1v/34Bao4lHyJtdep89h6/AzWTRsBN7uSj3dPXL4FV1sLOFmbS7/uCvJwNdZB0JtPYm2A3a9iKj5RoSTsxNDLmCS+EBrTztUKBwa0wP7+zUU3Qw1VDKjpjPVdG/zjOiuraPAAbP5N18gBapoGeBdWsChZVkYKoiNDYGz1dbn82XFmbo4wwFqYqoYuD+Sy90hPjYW1a9NvqjvLWWtiZiG6scXLdHT18ahQu2czaV8+ewInl+LrLTCKSkqwdXDGowd3xNrbowd3xV7DtrN07iQoKiph6tzlUFaW7klfWT625+OlqQFuhX8QPz4Lf48qFsVzytsaaOPwmC44MKqz6NbY2Yovbsb+bVJkcsSx4OdwMzOAs4m+9OvOx0pnPjaKj5V34VzCdyYbKx8W+k5mHvCx0q1YIPfD+7d8MTQWNCZfT05eTuZvPyIK5soINoM1JCSE58Rltm/fzvPeFcYCm1WrVsWePXv4/WfPnuHqVcmrGLOyLD/tl7D0CWvWrBHlqc1Ps9C8eXPs2rWL14ENolu3bkXLli35cw4ODggKCuL/Zqkg2AJtZVHWOn2rvq0a4NjlIJy8ehfh76OwdNcxpGdmo2MDYfL+uZsPYN2hgllx209dxM1Hz/H2Uywvv9vvCk5fD0bbutVFAew+Letj68kLuHzvCV5EfsC8zQdgqKuFxu7SPSBX0FCHVlUXfmPUbS34v1UthYEV58WTUXXHclH515u9oW5rCZffpvIcuNYj+8C0RxtErNkpKhOxegcsh/aEef/OqOBih0rrF0BRQw2RXsK0BdKUfv0MVGs0hEq1ulAwMIVG+36QU1ZBRrBwAaEKXYdCvXlXUfmMoIuQU9OARpvekNc3hpJTFag3bIuMoAsFZa6fhaKFHV8YTV7PCCqVa0O1ZiOxMtLQr0U9HLtyBz7XghH+/hOW7vHhl1h1qiecATxn22GsPXJGVH7b6cu4+fgl3kbH8fK7Aq7C9+Z9tP28+Bw72Jv69348efUOS4b34AcyLMcyu0kKOv5T/Ru54+jNh/C5/RjhUbFYfPg80rOy0fnzIlUsrcKaU8Jxgl1S5WhqIHZji5uxy6DZv9lBJGv3fRu6Y8vZW7j0KAwv3sdgzr4AGGppoGkl6aYf6d+0No5euwefmyEI/xCDxd5+vM92riOc2TJ7pw/WHL8oKr/N/xpuhIbjbUw8L+917iZ8bz1Cu1qVii28dSY4FF3qlk96FlH961fB0Tuh8Al+hvBP8Vh84opw37sLF5VgaRXWBNwq2PcmemI3tjCYhooS/zfb92mZ2Vjld4MvoPYuPgm3Xr7FhN3+sNTTRt1Ci5VJpe4Nq+PorcfwuROK8Kg4LD56kS8c09lDeADN0iqsOX2tUN31xW6aqp/bjYk+rzsL5E7ZdRpP3n7Cb31a8R8fMUmp/Mb6hDSxVAgB/qdx/twZRL55gw3r1yIjMwPNW7Tiz69c8Tt27tgmKt+xU2cE372Do0cPIzLyDfbu2YWXL56jfYeCyyO7duuOwMDL8Pc/jffv3+HkyRMIunUTbdt3gLR179wBvgHnEHD+Il5HvsXqDZuRkZGJVs2FP8KXrVqLrV7C73nRwl3hEfzGvo9jYmP5v9+9L/ixx8qHPHqMj1GfeO5cdv/Bw8do1li6i0b2b14HR6/ehc+N+wj/EI0l+3x5m+/0+XuTLWS29ljBKu3b/AJx40mYcLz8EI1dZ6/D92YI2tUW9nH2Y9jB3FjsxlaXZ7kNbUzErz6Rhk5duuGMqO28xsb1a3jbadZCuE7BnyuWwWvHVlH5Dp26IvjubRw7eghvI99g3x4v3nbadejEn2e5lnds28QXRIuK+ogH94OxZNE8mJqa8UX2pKl3+xbwOX8Fvpeu4dXb9/h9yx5kZGaifZN6/PmF67Zhw94jovJsNu5m7xOYPXoQTA0NEBufyG9p6QUn4BOTU/A84g0i3gqvgnnz/iO/z8pJU/9mtXH06j343HjAx+4l+0/zsb5THWFAa87OE1h7/ELxsT5aONbv4mP9Q7SrVZk/n5aRhVVHzvGF997FJvAF0iZuPAhLQz3UdZPuugBMhy49cS7AFxfP+ePtm1fYvH4VMjPS0bRFG/782pVLsGfnZlH5dh274/7dIPgcPYC3ka9xYO8OvjBQm/YFV4qwgH9E2AveDpn37yL5/fg46Z2wZvq2aYzjl27i1JUgRLyLwm87DvNjnA6NhDmq5/29F38dOCUqv/Pkefx92A/zhveCqYEeYhKS+C0tQ3w9i5S0DJwLeoBOjcUnFki17jWccOxhBE4+foXw2CQsPReM9OwcdKwoPDEx1y8I6wILToxtvvEEN159xNuEFIRGxWOOXxA+JKWiS2Vb0WxfBwNtsRsfbzRUYaMn3ZMADDueqlRvAO5d+Buvn1zgeXAvHZoBdU0jWLs1F5Xz3ToYj6/vFd1n+W8/RNxGcvw7/hrh/SA4VGsvKvPszlFEvbmPpNg3eHHPB+f3TkTlegOhY2grtbq36dQTxw544c6tQLx5FYYNq37ls3Rr1ikIfP86azz8Tx4W3W/X+SdcCDiJy+dP413kK2zbsAKZGRlo1LxdoUDuRGRmZmDEhBlIT0/lC62xW16hiUI/8rF9/7qVcPTuM57bNjw6AYtPXRMen7kLT/iytAprzt4uOD4z1hO7CY/PlPi/2fFZvpSMLJx5HIEuNaR74riwDl164FzAqc9j5WtsWv8n//zzx8o1K5eKjZXtO3bDvbtBOPF5rPQuMlayY54/ls5H2ItnmDhlDm8jbIxkN2merCbke0VpFmQES2/AArhdunThi4wVTlVQGAuwDhkyBH/88QcPqnp4ePDFOIpi29m9ezfPn1vaAmgsbQJbAM3d3Z2fUTMzM+PB2Z9//pkvYMYeZ9iiavkLnrHnunfvztM82NnZ8cXMyqJZs2ZYsWIFTydRt25diQug/ROtaldFfHIqNh47wxcvY6kQ/vpliChdwsfYBL4Sbj72pf7b7uP4FJfIc33ZmBri15978e3kG9i2ES+3eMcRnhi/mpMN36a0c4Np16iEOud3i+67rZjF/x+56yhChs6Eiqkh1D4HdnndX73F7Y4j4LZyJmzGDUDG2494OGIOYs4WBPc/HPKDsqEenOaPh4qJIZIehCKo/TBkFVkUTRqyHt1Gqrom1Jt2hnwFLeR8jETS7j8h+LwomoK2nlhKhbykeP68RuufoDt6IfKS45F+8xzSAwuC7SxfbtL+9dBo0Q3qjToiNyEaKX7eyAwRBsekpVWtyohPScXGE+eFKTQsTbF+4kDRpVhF2w1b2Xnp3pP4FJ8IFSXWbgyweGgPvh0mOiEJl+8LT8r0Wrhe7L22TBlSLPfWP9W6ujPiU9Kxwf8GX7yMpULY8HMXvpAYr398slj9y2Jw05o8QLPo0Dkkp2eiuq0ZNvzcVer5tVrXdOP7fsOpyzzox2bRbhjbiwdyhHVP5Jfa5mN1Wurtj6iEZF4XW2N9LBnUiW+nMP+7j3l7a1Mop2J5aF3FAfGpGdhw7jZfHM7Z1AAbBrcTLR73MYHt+7Jvj/2tzz/G8uBwckYWjDTVUcfREmOae0C50AG5VOpezYkvhLYh4CZiklPhbGaIDcM6Fal72Sv/KTEVl54IZ971/HO/2HNbR3bls3ilpWGjxkhMSsSe3bv44mbse2jRoiU8nQITHf1JrN24ulXE1GkzsXvXTuzauQNm5maYPXcBbGwKfvTWrVsfo8eOx6GD3tj89waYW1hg1ux5qFhR8gykf6JJg3r8xObOvd483YK9nS2WLZwjSrPwKTpG7GqY2Lh4jJgwRXT/4DEffqtaqSLPicvEJyZi2Z/rEBcXDw0NddjZWGPZwrmoWf3rZn99SSuPSsLx0uciYth4aWGCDeP7ifrsh7hEsbqz78+l+33xKT6J91kWoF0ypCvfzr+hQaMmvO3s273zc9uxx4JFv4m1ncIrJrO288u0Wdi7awd279wOM3NzzJq7ENaf2w67pPRVRDgunDuL1NQU6Onpo5p7DfTtPxhKSgUrzUtD83q1EJ+Ugq0HTiA2IQmONpZ8xq3e5zQLUTGxYn326JlLPMgwa6V43s6hPTpgWE9hMPrqnQdYvGGH6Lm5qzcXKyMNrWpW5IsSbSw81o/r/YV244dPn8d63m4Gd+LbYVj/fvHuE07eDOELpRlqa6KOmx3GdGgE5XLIA1mvYVMkJibAe892vjCPrZ0D5iz6Q3QpcAxrN3IF7cbFrRImTp2L/bu3Ya/XFpiaW2DanCWwsin4/r998xrWr14mur9qufDy+Z59BuGnvoOlVveWntV5u/n7iD9iE5P4LFo241Z0bBwTL9Zujpy/JpyBuLZgcgAzvEsrjOhWsDjzmZvBfOZi6zrllxe6lbMl4tMysfH6E8SmZcDZUBt/da0vSrPwMTlNrO5JmVn49WwwL6ulogRXY13s6N0Edvqlp5QoT1UbDkNOVjoCj81HVkYSjK3d0XrwZigqFcxGZQHZjLSCtBxshu2lgzP4YmbKqprQM3FCm8FbYOEoPHHDJMZE4HbAn8hMT0QFHTNUazISlesPlGrdO3bry09abFn3O9JSU+DsVgUzFrHFsAvqHvXxHV/4Kl/dhs35omaH9mzlfcXazpG/Jr+vRLx8xmf3MhOH/yT2fmu3HYaRseSFk3+kY/vWle34QmgbLtxFTEo6n0W7oX8r0YK7HxNTvvq4nvF/xGYqC9CmcvmtC1O/YVP++e/fs0M0Vs5d9HuhsTJKrO5srJw0dS728bFyK0zNzTF9zmJYfx4r42KjcfuWcGLBL+OGib3Xot/+RKUqwhPJhPxXyQnYNy35z0hJSYGGhgY/6I2IiOAzetlCZZaW/+4CJ+Ut9UbJi6Z9zzTqdIavknCWnixql/0MMfP+/UUJvoXBom1ICzwEWaXeoAcyfKV7wuP/RbXdSGSc3wVZpNpsADKOFOTvlDWq3SYhw0f8h4asUO04Bi/ChLPUZJGjvTXePpdujt3/FwunSki/JB6ElxVqjXvjWVhByhBZ42xvibiQQMgivSoNkH6h4ES0LFFr2h+PXn6ErKrkYILk22W7Mu57o+nRFqmbZkNWaYxYghVH8yCLpnSVx70X0l074/+luqOB7B/XH/gdskj1p2l4/LLgaiBZUtFBOicIZF1ws3+2ztL3wP285CvS/8toZu5/zPXr1zF16lT+b5a39s8///zPB3IJIYQQQgghhBBCyNeRV/gxc87KOgrm/sewvLX5uWvL6v79+xg0aFCxxwcOHIhJk6S3UjQhhBBCCCGEEEIIIeTbUTCX8Ly5LKBLCCGEEEIIIYQQQgj5fhVk4yeEEEIIIYQQQgghhBDy3aKZuYQQQgghhBBCCCGE/GDk5ClnriyimbmEEEIIIYQQQgghhBAiAyiYSwghhBBCCCGEEEIIITKAgrmEEEIIIYQQQgghhBAiAyhnLiGEEEIIIYQQQgghPxg5eZrjKYvoUyOEEEIIIYQQQgghhBAZQMFcQgghhBBCCCGEEEIIkQEUzCWEEEIIIYQQQgghhBAZQDlzCSGEEEIIIYQQQgj5wcjJy/3bVSDfgGbmEkIIIYQQQgghhBBCiAygYC4hhBBCCCGEEEIIIYTIAEqzQAghhBBCCCGEEELID0ZegdIsyCI5gUAg+LcrQQghhBBCCCGEEEII+f953KkpZF3FExfwo6GZueQ/IePgCsgi1Z5TEDNvKGSVwaJt8FVyhixql/0MGQHbIKtUWw1F8rqpkEWa4/5AxpE/IYtUu01C+r7fIKvU+sxExtE1kEWqXSfg7fNHkFUWTpUQEfYSssjW3kFm2z1r89GPb0FWGVasjfRL+yGL1Br3RsqGGZBFFUYvQ3hYGGSVnb09Ms7vgixSbTYACfcvQVbpVGuMm08TIYs8XbRx/0U0ZFE1R0PELxkFWaU7eyNSbxyHLNKo0xmPXn6ELKrkYPJvV4GQb0Y5cwkhhBBCCCGEEEIIIUQG0MxcQgghhBBCCCGEEEJ+MHLylDNXFtHMXEIIIYQQQgghhBBCCJEBFMwlhBBCCCGEEEIIIYQQGUDBXEIIIYQQQgghhBBCCJEBlDOXEEIIIYQQQgghhJAfjJw8zfGURfSpEUIIIYQQQgghhBBCiAygYC4hhBBCCCGEEEIIIYTIAArmEkIIIYQQQgghhBBCiAygnLmEEEIIIYQQQgghhPxg5OTl/u0qkG9AM3MJIYQQQgghhBBCCCFEBlAwlxBCCCGEEEIIIYQQQmQABXMJIYQQQgghhBBCCCFEBlDOXEIIIYQQQgghhBBCfjCUM1c20cxcQgghhBBCCCGEEEIIkQEUzCWEEEIIIYQQQgghhBAZQGkWyA/F+9ZjeF0NQUxKOpxM9DCjXV1UtjD64uv8QsIw49AFNHGxxuq+LcWeC/8Uj9VngnD31Qfk5Algb6SDlb1awFSngtTrr1qrCdTqtYZ8BW3kREUi1Xcfct5FlFheTlUN6s26QsXNHXJqGshLiEWKnzeyXzwUlZHX1IF6y+5QdqwMOSVl5MZ9Qsqx7ch5/1pq9darXxN2vwyFtnslqJoZ4U630YjyOV/6axrWgtuKGajg5oiMyA94+dtGvN11TKyM9ag+sJs8FComhkgKeYrHE39F4u2Cv01avK8Ew+tCEGKSUuFkboQZ3ZujsrWpxLLnHjzHtjM3EBmTgOzcPFgb6qJ/Ew90qFVRVCY2KRWrfS7jxtMIJKdnwt3eEjO6N4O1kR7Kg1LlulB2bwQ5dU3kxXxAxpXjyIuKlFhW0aUm1Fr8JPaYICcbKRtnie5rjvtD4mszrp5C9r3LUq27941H8Aq8/7nP6mNGh3qobGn8xdf5PXiJGQfOoYmrDVb3by16fO7hC/AJfi5Wtq6jJTYObifVeovqHxQKr+uPEPt5zJnepjYqmxt+8XX+j8Ix48gVNHa2xOpezUSPs+2sPncHN8PeIzkjC+7WxpjexhPW+lrSr/uNh/C6wvZ9mnDfd2xQxn3/AjO8z6KJmy1W928jscyvxy7hcNATTG1XD/3qV5V63Y/7+uHg0ROIi0+Ava0Nxo0YChcnR4llX71+g517vfE8LBxRn6IxethgdOvUXqyMz2l/+PgFICoqmt+3trJE/149ULumu9Trzt/v5CkcPnIE8fHxsLO1xehRI+Hs7Fxi+SuBgdi1ew+ioqJgbmaGIUMGo5aHh+h5tp1tO3YgOPgeUlNTUalSRYweORLm5uZSr7sst/kjfuew//hpxCUkwt7GEpOG9Yebo73EsuFv3mKb91E8C3uFj9ExGD+4D3p2KBhrmNzcPGw/cBRnrlxHbEIiDHR10bZJfQzs0QlyctK/pNH7YhC8zl5DbGIKnCxMML1XG1S2tZBY9nzwE2zzC8Sb6Djk5ObBykgPA1rURXtPyf1x8d6TOHzlLqb0aIV+zetIve4HH4Rj190XiE3LgKOBNqY1roJKJpK/E32evMbCs8FijykryOPG2E5ij0XEJWHt1ce4+y4GuXkC2Olp4vd2tWGqpS71+p88eVKsz44aNarUPhvI++xuUZ8dPGSIWJ9NT0/Hjh07cP3GDSQnJ8PY2BidOnZEu3bS/67yvnwHXmdvIiaJtRtjzOjZEpVtJI8N5+49xbaAa4iMjhce4xjpon8zT3SoXVmsXPiHGKw+fgF3X7xBTl4e7E0MsPLnbjDV05Zq3Q8FXMTek2d5/3K0tsAvg3uhooOtxLLHzwfi9JWbCI98z++72FphVO/OYuW3HDqJs9dvIyo2HkqKirzMyF6dUclR8jb/KYFAgGP7NuPS2eNIS02Bo0sVDBw1HSZmVqW+7pzvIfgd34PE+FhY2jii389TYO9UcJzJvHwagsN7NiLs+WPIyyvAytYRUxeshbKKqtTqfmjvNpwPOInU1GQ4u1bGsNFTYGpuWerrAk4dwcmj+5EQHwdrW3sMHjEJDs5uBX+b/wlcu3QWEWHPkZ6ehu3eftCooAlpUqnRCCqeLSBfQQu5UW+RduYAckv53SOnogbVxp2g7FINcqrqyEuMQ9rZQ8gJe8yfV3ZvCBX3BlDQ0ef3c6M/IP3qadHz0nbg3HXs8ruC2MRkOFmZYlq/TqhkJ3m/n7/zCNtPXUBkVCxycnNhZWyAfq0bon09d7HP8u9jZ3HschCS09JR1dEGswZ0gZWJgdTr7nfqGE4c8eafv42tPYaOnABHZ9cSy18PvIj9e7YjOuojTM3M0W/wSNTw8BQ9f/PaFZzxO4Gwl8+RkpyEFWu3wtZe8vEeKRmlWZBNNDNXRrx69Qo6OjplKst+ICQkJEAW/8a///673Lbv/zAMK/xuYkQTd3iP6gJnE32M8vLjPxRL8y4+GasCbsHd2qTYc5FxSRi09SRsDXWwdUh7HB7bDT83coeyooLU669cyQMarX9C2iUfJPy9ELkfI6E1YBLkNEo4wFFQgNbAX6Cga4CkAxsRv3Y2kn28kJcULyrCDki0h81kvziRtHs14tfNRar/QeSlp0m17goa6kgKeYZH4xeWqbyajQU8fDYh9tItXK3ZCRHrvFB502IYtKgvKmPaow1c/5iJF4vX42qtLkgOeYravtugbCjdgKh/cChWHLuIEa3rwXvqQDibG2LUhoOITU6VWF5bXRXDWtbBrkn9cHj6IHSqXQnz953GtdAI0QHTxK3H8DY2AauHd8WBaQNhqqeFEesPIi0zC9Km6FgVKg06IDPoLNK8VyM35j3UOw7jwf2SCDLTkbJtkeiWunOp2POFn2O39HMHIBDkISdMuoF0/5CXWHH6OkY0qwnvMd3gbKqPUTt8y9Bnk7DK7wbcbSQH3Os5WeL8zAGi2/JezVEeAh5FYOWZ2xjRqBr2j+gIJ2M9jN5zFnGpX6h/QjJWnbkDdyvxwClrO5MOXMC7+BT82asZvEd0hKl2BYzcHYD0rGyp1t0/5AVW+F4T7vuxPeBsaoBR208hNiXty/v+9PUS9z1z/nE4HkZGwVCr5Db4T1wMvIa/t+7EgN498ffqP2Bva43p835FfEKixPIZmVkwNTHGsIH9oKcr+XvWwEAfwwf2w8bVv2PDn7+jepVKmLdkOQ8ES9vly1ewZcsW9OvTB3+tWws7O1vMnju3xO/1J0+eYNny39GqZUusX7cWderUwaJfF/Pv1Px2s/DXxfj44SPmz5vLt2lkZISZs2YjIyNDqnWX5TZ//upN/LVjHwb37IxtKxbBwcYKkxf9gfiEJInlMzOzYGZsiJH9e0JfR3KAau+xUzgecAGThg3A3rXLMKp/T+w9fhqHT5+FtAXcfoSVhwMwol1j7J89ggflRq/dg7ikFInltTTUMKxtQ+yaPgyH5o1Cp7rVMd/rOK4/flms7IV7oQgJfwtDHekGVPKdef4WqwIf4ufaLtjbuwmcDLUx9vh1xKVllvgaDWVFBAxrI7qdGtxK7PnIhBQMPXQFNnqa2NytAbz7NsWw2i5QKYfjs8uXL2Pzli3o26cP1q1bB1s7O8z5Yp9dzvvsX+vW8T7766+/ivosw7Z35+5dTJs6FZs3bULnzp2xYeNG3Lx5U6p197/zBCuOnMOIdg3gPXMonM2NMGqdd8nHOKzdtK6HXVMG4fDs4ejkWRXzd5/EtSdhojIs0Dto1S7YGutjKzsWmj0cP7etD2Ul6c4hYkHXNbsOY2i3dvBaNhsO1haYsHQt4hIl99ngx8/Rsq4HNsybjK2/ToeRvi7GL1mDT3EFx8VWpsaYMrg39v0xD5sXToWpoT7GL1mN+KRklIfTR3fhrO8BDBo1A/P+2A4VVTWsWDAeWVklt/1bgWexf/tqdPppGBau2gVLW0f+mqSEOLFA7oqFE1Cpmifmr9iBBSt2onm7HpCTl95Pf58je+F38jCGjZmCJSs3Q1VVDUvnTS617tevnMeurX+hW+/BWLZmG6xtHfhrEhMKPoPMzExUrVEbnXv2R3lQcq0BtebdkBHoi6RtS5H76S0q9BrPJzxIJK+ACn3GQ0FHDylHNiPp7wVIO70XguSC/i1Ijkf6xeNI2vYbkrYvQ/brZ6jQYyTkDUo+FvpWAbceYJX3KfzcuRn2LRwPR0tTjFmxrcSxnvXZoR2aYufc0TiweBI6NqiJhdsO4frDZ6IyXqcvY//Za5g1sAu85o2Fmooyxqzchkwpf89eu3IBO7esR88+A/HH2i08mP/r3Clin39hT588wp+//4pmLdtixdotqFWnAX5fPBtvXoWLymRkpsPFrTL6Dx4h1boSIgsomEt+mGDu7usP0bWmCzq7O8PeSBdzOtSHqpIijgcXfJkVlZuXh1mHL2JUU3dY6BX/kl939jbqO1liUqvacDUzgKWeFhq7WkO/gprU669WtyUy7l5B5r1r/IxvysndEGRnQdW9IMBZmGr1+pBX00DSvr+Q8+Yln5Wb8+o5PwMt2maDNshLikPK8R18hm9eQgyywx4jL144+0xaogOu4Pn81Yg6ca5M5a1/7oX0iLcInbYcKU/D8XrDXnw8EgDbCYNEZWwnDkbktoN463UUKaFheDh6PnLTMmA5qJtU67774h10rVsFnT0rw97UAHN6toKqshKO35QcuPRwtEKzqk6wM9GHpaEu+jauCUczQ9wLF+7319HxCHn1HrN7tkQla1PYGOtjTs+WyMjOgf/dUEibcrWGyH58Czmhd5AX/wmZF4/ymbZKbrVKfZ0gLbnglp5S8nNpyVC0q4jct2EQJBX8kJCG3VdD0NXDFZ1ruMDeWA9zOjWEqrIijt99WnqfPXAeo5rXlNhnGWUFBRhoqotuWmoqUq23qP43H6OruxM6V3eEvaEO5rSvIxxz7r0ovf5HAzGqcTWY64rP7n8Tl4SQt9GY1c4TlcwNYGOgjdnt6yAjOxd+jyKkW/fAB+jq4YbONV2F+75zI+G+v/OlfX8Oo5p7wEJP8qzJqMQULPMJxNKfWkBJij8qCzt8/CTatmqO1s2bwsbKEhNHj4CKigr8z0q+GsDFyQEjhgxE04b1oaSkJLFM3VoeqF2zBizMzGBpboahA/pCTVUVT56Jz/KWhqPHjqF169Zo2bIFrK2sMG7sWKioqCLgzBmJ5Y+f8EHNGjXQo3s3WFlZYeCA/nCwt+eze5l3797j6dOnGDt2DJydnGBpYYFxY8YgMysLFy9Jdya9LLd575P+6NCiMdo1awhbS3NMHTEIqioqOHVB8j5ydbTDmIG90by+Z4nt5tGzF6hfyx11a1aDqZEhmtSthVrVKiH0RcEPUWnZfe4GutZ3R+d61WFvZoQ5fdsLv6uu35NY3sPZFk2ru8LO1BCWhnro28wTjubGuPdS/ARFVHwSlnmfxtKh3aCoUD59dk/wS3SpaIOOFa1hp6+FWU2rQVVRASceFwQ3i5KDHAw0VEU3fQ3x2YYbbjxBPRsTTKhfCS5GOrDUqYBGdqbQU5f+eH/s2DG04X22ZaE+q4IzJfTZEydO8D7bvXt33mcHDBgAe3t7Prs3X2hoKJo3a4YqVarwWblt27SBnZ0dnj0r+Zj1W+y+cAtd61VD5zpVYW9qiDm92wrH+usPJJb3cLJGs2ousDM1EB7jNK0FR3Mj3AsruNpnnc8l1K9oj0ldm8HV0oSXa1zFCfqa0j2Bt9/3HDo1q48OTerBzsIMM4b1haqyMk5evC6x/KLxQ9G9VWM42VjCxtwEs0cOQJ5AgDsPC77XWtWvhVpVXGFubAg7SzNMGNADqekZePm64NhZWtjJqoCT3ujQYwjcazeClY0jfp64AAlxMQi+WfLY7H9iHxq17IyGzTvA3MqOB4LZbNsr5wraz75tq9Gi/U9o330gLKzsYWphjdr1W0BJSVlqdT994hC6/jQAHp4NeFB2zOQ5iI+Lxe0bgSW+zve4N5q16oAmLdrBwsoWw8ZM5XW/eFb4fcW069QTnXv0h6Oz+ExjaVGt3QyZ968hK+QG8mI+Iu30fiAnC8pVJV9xoFytLp8AkXLob+S+DeezcnPevEDup3eiMuyKx5zPv5/y4j4h45IPBFmZUDSX/ozuvQGB6NKoFjo18ICduTFmD+zCx/oTV25LLF/T1R5Na1SCnZkxLI300adlfThamuD+84ITvvvOXMWwjk3R2L0inCxNsWh4T0THJ+FSsHRnFp88dhDNW7dH0xZtYWllgxFjf4GKqirOnzktsbyvz2FUr1ELnbv1hoWVDXr3Hwpbeyc+uzdf46at0LPPIFSpVkOqdSVEFlAw9zvUt29f1KxZkx/AscupPn78KHH27Zw5c1C9enU4OTlh7969Ys9v2LABtWrVgq2tLb9MK9+UKVPg4eGBatWqoWHDhmU6KFy+fDkqV66MqlWrwtPTE2lpwplZf/zxBypWrMifY3VOTBTOelqwYAEmTpwoev1ff/2FQYOEQbidO3eiefPm6N27N38d+zvDw4U/akaOHMnrw+rWsWNHSFN2Ti5C38fA067gsjF5eTl42psjJPJTia/bdPEedDVU0bWGS7Hn8vIECHweCWt9bYz0Oo3Gy3aj76bjuPCk5B8f30xBAYqm1sgOKxTsEwiQHfYEihaSLwFllwJlR4ahQvu+0Ju2CjpjFkGtYVvWeArKOFdDzrtX0Ow5CnrT/oTOqPlQqdEQ/zYdz2qIuXBD7LHos1eh61mN/1tOSQna7hURc77QAbtAgJgL16HjWV267SbyIzydbcTbjbM1QiKEl+mVhh0g3Xr2Gq8+xaOGvaVom0zh2UFsm2w2973wggNDqZBXgLyROXIjCwdSBPy+vIl1ya9TUobGwFnQGDQbqu0GQV6v5Evr5dQqQNHaFdlPgsqhz0bD08GiSJ+1QMibqBJft+nCXehWUEPXmiVfsnUn4j0aL9mJjqv2Y/HxK0hIk+7sRF7/XFb/WNS2K5iVIS8nx++z4FSJ9b/8AHoaquji7lTsuaycvOJtR461HXncK2WfSHfffyy57ufvQFdDjQeBJWFj5uyD5zGoYTU4GJdPSpHs7Gw8fxkG96pVCtVdHu7Vqkgt8Jqbm4sLV67yWa1uLiVfRv2t9X/x8iWqVxOOdfn1Z/dDn0oOpLPHq1cvKM/UqOEuKs+2ySgrK4ttkwUgHz+R3g81mW7z2Tl4HvYKNatUFNtHNau44fGz4jNVy6qSsyPuhjzBm/cf+P0XEW8QEvocntUL2qc0ZOfkIPTNe9R2tROrf20XOz6jtkzfVaHheBUVC3fHgu+GvLw8zNlxFANb1oOD2ZdTUn1T3XPz8PRTAmpZGYp9xuz+w48lnyBMz85Bu+3+aLvNH5NP3kBYbMFsTBaguxoRBSudChhz7Bqab/bFAO9LuBj2Xvr1/9xn2bGrqP7y8vx+aX22WnXxY5UaNWqIlXd1dcXNW7cQExPDP58HDx7g3bt3cHd3l+5Y/+YDPJ1txcd6F1uERJSx3TyNwKuoONRwsCo4Nn70kqeNGrluPxpP+xN9f9+BC/efSb3NPw1/g1qVXcX2u0dlFzws48kSdlVGbk4utCpolPgeLDVDBXU1OFqXnjrgW0RHvedpEipWLTi5rq5RAXZOFfHymeQJAznZ2XgV9hQVq3qI/d3sfv5r2AzdsOePoKWti1+nDcW4Aa2xdNYIPH9yX2p1/xT1HgnxsahczUOs7ixdwounj0qse/jL56hcraZY3dn9F0/LJx1BMfIKUDC1Qk5E4b4pQHbEUyhaFIyfhSk7VkHO23Cot+4F7QnLoTV8LlTrthb7PSVGTg5KbjV56rqcd+HSH+tfvUNtN0fxsb6iA0LC3pStzz55iVcfouH+ud+/i45DTGKy2DY11dVQyd6yTNssc92zs3kqhMJBV1Z3dv95CZ8/e7xokLaauwee/b/aCyHfOcqZ+x1avXo1DA2FB7XLli3jwdEZM2ZIDOjeu3ePB0NZULRevXqwsREGndiMgKCgID4bhwVv+/fvD0VFRUyfPh0rVqzgZby9vTFhwgT4+/uXWBcvLy8cOXIEV69ehba2Ns8Fxrbt5+eH7du348aNGzz9w88//8zruHHjxi/+fbdv38b9+/d5oJm9hgWLN23axGflsiAwe64k7NIbdiuM1edL4tMyeL60ojNm2f2IGMmXwQW//ohjwc9wcHRXic+zy0bTsrKxPfABxjaviYkt/8feXUA3lXRxAP/Xjbq7e4Eixd3d3d0WZ3GKs7i7SwsUq+HF3a24SwvU3fU7M2nTpqRdFtJd8nF/5+RAksnLNJmZ93LfvDtVce11CMb7nMG2/q1Q2Vpyl9bIqqpDRk4OOcmil46x+wr64t9HVlsfCtbOSA++iXiv1ZDTNUCZVr0AWXmkXgzkZeS09SHnUR+pN4KQcvk45E2tUKZFdyA7C+kPxc9s+DcoGeohPTxK5DF2X0FTHbLKSlDQ1oSsvDzSI6KLlImGmqP4g7EfEZucImg36qL59djskvfhxf/IZHlwG3tu4D+U2A+jaZ0bo7qToG9aGerAWFsDa45ehme3plBRVOCzf8PjEhFZzCVSP4rNJJCRlUNOStGZtUmQ0xb/wzwnLhJp5w7x3Loyiso8165qpz+QvHc5cpO/vUxdwbkykJmOrLfiD95/VIl9NrKYPvvhK/zuvsDBUZ2K3W4NNnPa1Qam2uo8Tcra07cxYtdxeA1rDzkJzhSNTUlHdm4udNWK1F9NBR+ixF/uz4JTbAbjgWHiT2axWYnGmmpYc+4+PFtVh4qiPLxvPEN4QgrPKSz5z75ou2effWwJn/1zHBzdpdjt7rx8H3KyMuhRQ7KBrMLiExJ5AEq7SLoEbS1NhIT+3MmSdx8+YtTEacjIyICKijLmTJ/EZ/5KUkJCAq+/VpH6s/1sSIj4PNdsv1w0DRO7zx5nzM3NYKCvj507d2H0qJFQVlaGn78/DxLFFLq8+Hdu8/GJiXyGsI6W6IxyHS1NfPwsCMT+iF4dWiE5NRU9R03hP1rZdzukRyc0qVsDkhSblL+vEp3ZrKuhhg9hovvSwhJT09Bk8nJkZubtq3q0RHWXghPEO09f4+NijwZVUVriUvPaTZEZs7qqyvgQI36faKVdBjMbV4S9ngaS0rPgdf81+h+8hEO9GsFQXYWnZ0jJzMKuu68woroLRtdyxfUP4Zh47BY2d6yNSmZ6Eu+z2traIo9ra2khtIQ+y54vWj6/zzIs5+6aNWvQu08fyMnJ8WN+dszOJkJIvN0USXkjOMYRPb4q2m4aT1tT0G66NUP1vBMJMYnJPGXUjqAbGNm6Lsa2q49rz95h/NbD2DamFyo7lHAi+R+IS0gS9FlN0StwdDQ18PFL8ScdC1u/1xd6OprwKBQQZq7eC8aM1duQlpEBPS1NrJ0+Floakl8HgwVyGU0t0ZObGlo6wueKSkyIQ05O9jevYfe/hgpyvkaEC/Z1fj5b0a3fGFjaOODq+eNY7PkHFqzd/7f5eL8Hy3cqeF/Rds/uxxVK91BYQkJ8sXX/klf30iajWkZwXFzk91RucgLkdMVPXJDV0oO8lSMyntxG0oH1/PcVC+yyiTYsVYOwnL4JNPpNBOQV+KzcpMOb+cxfSYpLTMlr96LtUUdDnQdoi8Py4DYb9xcPBsvKyGJKn3ao5iY4gcry7vJtFNmmrkYZHuSVlMS8719LTJv5HPKp2HZWtI2x1+e3PyI5kkzBQv49FMz9Be3btw9eXl581g+76emJP+gcNGgQ/5dddsVm2V6+fFkYzGUzZRknJycexGWze83MzHDmzBmez4stpsAOPmNiSh4Mjx07xmfMskAuk3+wevbsWXTt2lX4A5IddHbu3Pm7/j6WG4wFcvP/z+rzvRYuXIg5c0Tzrs6aNQtTXCR7kJWcnoHphy9gVtvafGauOGzmB8MWRetdQ3Bw7WSsi0efwnHoznOJBnN/BDvwZwcrSYG7+azV7K8fkaKhDdWaTYXBXHb2OOvLB6Sc9eV3s8M+Qd7QFMoe9f7TYK60U1NSxMHJ/fgPmluvPmK5/wWY6WnxFAwKcnJYMbAdZu8/hdpT1vDgVlUHK9RyseFnzP9rOWEf+S1fatgHqPWcCAW3asi4dfqb8vIuHsh8eZ+fAPgv8T576Dxmta/LZ4cWp3l5O+H/7Y10+cJeLZftw913X1C10EzUf1tyeiam+13BzNY1oK0qfsxRkJPF8i71MTvwGuos2Q+5vFmPNe0kv4jVP/7sD57FrA71iv3sn32OwN5rwfAZ1aVUFn76N7D0CltWL0NySgouX7uBxSvXYcXCuRIP6EoaOwbwnDEdK1evRueu3QQzfSu4w6Ny5f90zJHmNv+9zl+/jTOXb2DWuOE8dQObmbtmhzf0dLTQvH7tX2JfdWDGML6vuv3iPZYdOg1TPW2eguHZxy/Yd/4mz7/7q/XZcsa6/FZwXwedvM7iyJP3PHib365ZWoWeFQVjvqO+FoK/xuDI4/cSDeaWlsDAQD4hgx3jGhoY4PGTJ/yqO10dHX5V3n9JTUkJB6cOEhzjvPyA5UfOwoy1GwfLgmPjcg7o3VBwEsDJ3AiP3oXi0NX7Egvm/qzd/qd4zt0NsyZASVE0TUolV0d4LZnBA8YB569i2qot2LFgCg8U/4zrF09h18aFwvvjPVeiNOTm5H0HTTvwVAyMpY0jngXf5akYuvT54x9v88qFIGxdX7D47ZRZS/DbkJFBbnIiz5PLf0+FfUKauhaUqzcWCebmRIcjYdtffLE0BacKUGvdF4neKyQe0P0RaspK2D93DFLTMnD72Rus2H8MZvo6PAUDIUR6UTD3F8NmwLIz8WzGK1ughB3MzZw587teW/hgm828ycfO6GdlZeHTp08YOXIknxnLcnMFBwfzILAkFH5v9sORXYaar+gCK+Lq9r2mTp2K8ePHfzMzNzeg5IAw+6HIgmZFF05i9/WKzD5jQmIS8SUuCaP3FgSv8g9QK87ahoAxXWCkoQZ5WRnYGIjOrmCLoT2U4OWf/L1ZbtLsbMiqiR5Isvs5ieJnPOUkxfPXsAOPfNmRXyCrrsXPJrNFz1gZ9lhhLB+vost/m3eIzcJls3MLY/cz4xORk5aOjKhY5GRlQclAt0gZXaSXMAvpn9JWUxW0m0TRRZ/YwiB6JeR+YzNVLPQFJz6czAzxPiwa28/c5MFcxsXCiAd72QxeNntXR10VPZd7wdX820X2fkZuajJyc7Ihq1oGgouVC2YmsDb1XXJykB35GbJ5K/QWJmdizWf4pp3yhqSV2GeLzJRmQqIT8CU2EaO9Tn7bZ2dsRsC4bjDX/XaRIpbblb3Xp+gEVLWTZP2VeOApusjCT+y+npic2iGxCXzMGbP/3Df1rzR3N/xHtuc5uV1M9HBwWFskpmXwy5PZ5em9th2Di7FeKXz2Rdv933z2e058+9lP34iA8T1w//1XfjVDs8V7hGXYjLDlJ67zIO/JyZJZ6ERTQ50HK2NjRWdvs8XPilvc7HuxtASmJoKTdA52tnj5+g18A49j/MhhkBQNDQ1e/7gi9WcLKWnriM5OycdOshZdaImXLzRT0N7eHhvWrUNycjKfmaOlqYkxY8fxxyVFmtu8pro6n4EaU2Sxs5i4+GIXN/seG3b7oGeHVjyvLmNraY6wyCh4+R6TaDBXu0z+vkp0Jmt0QjL0isy2Koy1NYu8/aiTuTHef43EjlNXeTD3/uuPfJZl86krRfrsisNB2Hv+Jk7+NU4idddSyWs3RRY7i05Jg57a9+W3ZUF/R31NhMYlF2yTHZ/pis7atNZRx8Mvxc84/Zk+W3hWLRPL+6z4dDKsb7Lnvymf12fZFWjsyjjPGTN4yjRed2trvHv7Fkd8fSUWzBW2m4Tkb49xNP7mGMdARxiofR8Whe2nr/NgLtumvKwsz6lbmLWRHh4Wyqv7s9hMWd5ni8wcZIufsRn1JfE+GoQ9AaewbsZY2Ft+exJXRVkJ5kYG/FbWwQYdx3gi8Pw19Gvf/KfqXKFKbdgWygObmSlY9DY+LgZaOgWfF0uTYGH9bdoZRl1DC7Kycvw1hbH7mtqCvqylI/jXxFw0X6uJmRViIn8ssFi5ai3YO7qIqXsstAvVnd23shZ/MKWhoVls3bXy6l7a2JVp/LhYTQMFv1QBGfZ7qshs3XzstxI7Fhb5PRUdBtkymjxtA3LytpSTLVxzhE+OMbGCskcDpJzcJ7H6a6mr5rV70bE+JiERukVmqX8z1uf9rnK0NMH7rxHYcfwCD+bmv45tU7/Q1SnRCUlwtDCRWN3V877/uCKLnbE2o6UtfqxkjxddHC2uhPKE/G5oPvUvhh0MqqurQ1dXl1/KydIPFCc/Fy5bOOzKlSuoXbvkHwYspy37MWpsbMxnLbBctn+H5a5l6Q/y8+GyH4gsUMvy3h48eJBfXsawerKFHxg7OzvcvXuXl2P5dVmahu89IM5/n+KwwC0rV/j2PWkWFOTl+AJltwrlJGV5vW69+4Jy5t9ebm6tp4nDIzviwIgOwls9R0t4WJvw/7NALtumq6n+N5ePfoyO56ttS1R2NrK+foSCjbNoTiYbZ2SFFqwgXFjmpzeQ0zEQyekkp2uE7IQ4vj1BmdeQ0xMNILLLjNhiaf+luJsPodtA8OM3n17DGoi9KUjBkZuZifj7T6HXoNBiBTIy0K1fHXE3xS/28iN4uzE34rNrRdrNy48oZ/39BzhskkR+rtzC1FWUeCD3Y0QMnn0KQ72yEowm8jfORk7EZ8iZFd6uDOTM7URm35ZIRoavxstmJRTFFlHLDg/hKRkkTdBn9XHrTZE++/YzyhVZ8T7/JMrh0V1wYGRn4a2ekxU8rE35/42K6ZNsQa641DToa6hKtv5yrP66uP3uq0igit0vZ6YvfswZ3pZfbp5/q+toDg9rY/5/I03RH9bqyoo8qPUxOgHPvkSjnpO55D/7t0U/+1CUszAS/9mP6YoDo7oIb/WcreFhY8r/zz77VhUccWi0aBl9DTX0reOOjQNaSa7uCgo80PoguCDfILsK5cGjYLg4iv9x/KPY95mfj1aS9be3s8PDRw9F6s/SDzk7fZu7nWGPP3wouljR/QcPxJZXU1PjgVyWe5Pl+axevZrk6i7NbV5BHg62VrgX/FTkc2f5bl0df3xcTktP5/lfC2M/xNm2JUlBXh7OFia4/bxgUTj2HrdfvEM5m++/4oB9Xxl5J9hbVSuPQ57D+czd/Ju+ljr6NqmBjaMlt8o8C8SyBcruhESK1IPdL2v0fT/YWZD5TXSCMPjLtulqqI2PsaIBj49xSTASc0JKMn320T/ss6IpxVjatPzyWeyYLyvrmxnRsizdlgTbDh/rLYz57FrRY5wPKGf9z9oNO0mUv01XS2Oef7mwjxHRMNbRlGDd5eFkY4E7jwvWkmCfzZ0nL1DWvvh0W14Bp7HjyHGsmjoazrYF6yGUJDc3R/j3/QwVVTUYGpsLb6bmNjwA+yy4YOGq1JQkvHv1FHaO4tNpyCsowMrWSeQ17O9ms27zX6NnYAItHX2EfRY9zgv78gm6Bj921aCKqiqMTMyEN7Z4GQvAPn54V1gmJSUZb14+g72TW7F1t7FzwONH90Tq/uTRPdg7lc5iZ9/IyUb21088bUIBGShYOfK8uOKwx1lqBVYuH/t9lZMYVxDIFYf1Xzl5yY/1VqZ8dq3IWP/sDcrZWvzD4xdB3U31daCnqS6yzaTUNDx5G/KPtvm3dVdQgC37/h+Kfv/BD+/DoZjvnz0eXKi9MMEP7sLx32ovhPziaGbuL4atYO3t7Q1HR0ce0GVBU/ajSxwWLGVn59lMGzabNz/FQnFYnq1u3brxRcvYttu1a/e39WG5dr98+YIaNWrwGbfshyBLsdC8eXM8efKEp0ngycvLleOXfzEdOnTAoUOH+OINLLUDq2P+omklYdtgdXNzc+OpI9isZEliqRA8fS/xAKybqT68bzxBakYm2uUtusLSKhhoqGFMkypQUpCHfZEFetRVBIvHFH68b61ymHTwPCpZGfMfoNdeh+Lyy0/YJsHgRL7U60FQbz+Qp0XICn0P5eqNIKOohLT71/jzZToMRE5CrDBlQtrtC1Cu0gBqzbsj9dY5HqRVrdMCqTcLZkGlXT8DzcFT+cJo6U/uQsHUGsqV6wpSM0iQnJoq1PIWx2BUrc2gUd4JGTHxSAv5Csf546FsaohH/Sfz5z9u8YHliJ5wWjgRIbuOQK9+NRh3bo47bYYKt/F+1U6U37EYcfeeIP5OMKxG94W8mgpCdgv+fknpXb8yPL1P8FmzbpbG8L54V9BuqgoOmqd7HYeBZhmMaVOX398edJPPvDXX00JGVjauPHuL43eeYnqXxsJtBj14wWevsNy5r79EYonvOdQvZ48azpJf9Tbj4WUoN+qK7IhQ5ISHQMG9NmTkFZH5TPBDQLlxNz7rIOOGYEarokcjPqMgJz6KXyrGcubKqmsj7ekt0Q0rKEHerhzSrxasnixpvWuVg+fhC3A104ebmQG8rwXn9VnBQThLq8D7bNOqgj5rVEyfzXs8JT0Tm87fRSNXG57/NTQ6AStP3YS5jiZq2Ev+Uvne1Vzh6X+Fzyx0M9XD3pvP+KI9bd0FsyFn+F2BgboqRjeqBCV5edgZaH8TvGIKPx709AO01ZT4CaPX4bFYcuoW6jtZoIatZC877127PDwPnReMl+b5n30W2uUtBsnSKvDPvln1vM9eV2zd8x/XkpeDVpGUNQqysvzKCKu8WeyS0qldayxeuZYHdZ0c7HEk4BjS0tLRtFED/vyiFWugp6uDQX178fssIPsxRLDYDwugREVH482791BRVhbOxN222xtVKlXguWdTUlNx/tIVPHr8FIvmeELSOrRvj2UrVvBZs44ODvALCEBaehqaNBaMIUuXLef78AH9BQuLtmvbBhMnT+Ez9qp4eODipct4/foNxowaJdzm5StXeLokVn92Anjj5i2oXq0aKklwMSVpb/PdWjfDgrVb4WRnDWd7Gxw8GoTU9HS0bCC4gmne6s3Q19XGsF5dhIumfcjLw8wCPZExsXj9/iNvN2bGghNONT0qYM/hQBjq6cLawhSv3n3EgaOn0CJvm5LUu1F1eO7yg4uVCdysTLH33E0+XratIZjFyRYyM9DSwOj2jfj97SevwMXSBOb62nxfdfXJaxy/GYxpPVvy57XKqPJbYfJysjyPopWRZNMU9Kpoh1lB9+BsoAU3I23se/AWqZnZaOMiuCR/5um70C+jglE1BT/gt9x6gbJG2jDXKoPE9Ex43XuNsIQUtHMtOA7uXdEeU0/eRgVTXXiY6eP6x3BceReGzR1rQdLat2+P5YX6rH9AAJ9d2zivz7K1Klif7d+/P7/ftm1bTJo8WdhnL126hNevX2N0Xp9VU1Xlx+zbd+zgExbYlXqPHz/GuXPnMHjwYInWvXeDqvDcE8gDsG6WJvC+cBup6ZloV12Q23z6rkAYaKljTLv6/P72U9fgYmksaDeZ2bjy9A2O33qC6d2bCbfZt3E1TNruxxdFY7N1rz17i8uPX2PbWMmdBGC6t2yEuRt28aCsi60VfE6c44uataonyEk9e91O6Oto4Y8e7fl9Nht3y8GjmDt6IEwMdBEdFy+ciauqrIzUtHTs9DuB2pXKQ09bE3GJSTh8+iIiY+LQsJrkr1hjwfqmrbsh8OAOHtzVNzSB775NfJZuxWqCY0pmsecIVKxWD41bCsaeZm17YOvqObC2c4aNvStOH/VBeloqajdqJdxui/a94Ld/Cyys7GGRlzP36+ePGDl5kcTq3qJtZ/gd2A1jU3MYGBrjgPc2aOvowqN6weSiedPGwKN6HTRr3ZHfb9muGzasXABbeyfYOjjjRMBBXvd6jQTjDsMWVmM5UcO+CsbXTx/e8WCynr4hyqj/XKoLJu3WOai16cuDuuw3FfutxI5pM4IFCy+rtu7LA7VpFwP4/fR7l/lvI5UmnZF+9yJkdQz4Amjpdy8It6lcry2y3j5FTkIMwNabcPWAvKU9kvZ/fyrB79WzaW3M2noQLtZmcLUxw76gq7zPtqktWFjOc8sBGGhrYFRnwUzyHccuwMXKFGYGuvxk3bVHL3Hi+n1M7dNe+F32aFIL246eh4WRHkz0tLHRNwj62hqoV1GyQdPW7btg7YqF/Pu3d3DCsYDD/Ptv0FhQ1zXLF0BHVx+9+g3h91u26YSZU0Yj0PcAKnpUw7XL5/H2zUsMG/WncJuJiQmIighHTIzgBNKXz4IrANjsXdYeyfeRlfu10imR70PB3F8MO2t14MABkccWLFjA/y16GeWECRMwb968b7ZRNAceW+Qk3+rVq/kt34wZM/62TmzRNHYrauLEifxWFFsxu7jZuP369eO3fK1ateI3hgWLWY7e0tKsrC1ik9Ow4dw9RCWlwNFYFxv6NBcu8hMWn8wvHfsnGrpYY0brWthx+SEWH7/OF2tZ3q0RKlpK9nJ5JuPJHSSrqkO1QTvIltFAVlgIErxW8qT9jJymjsglQCywy55Xa9YV2iPmICcxFqk3zyL1SsFl6OwgJmH/eqg17gjVum2QHReJpJM+SA8uErj7SZqV3FD9nJfwvsuyafzfkD2+CB44FUrG+lAxL5gtkPohlAduXZZPhdWoPkgLDcPjoTMQdeaqsMzXQyehqK8Dh1mjoWSkj4RHz3G71SBkFFkU7Wc1q+iM2KRUbDhxFVEJyXA0M8CG4Z2FC4aExSaIzLxiP57/OhSE8LgkHuSyNtDBgj4t+XbyRSYkY5nfBX4po75GGbSq4oqhTSW7IE6+rNePkK6iBqWqTSGjpo6cyC9ICdyG3FTBjCWZMlqQLdRuWABXuUEnXjY3LRU5kaFIObQOObERIttVcBCs3J35SnKrIxfVrJydoM+evYOoRNZn9bChf0vhgnRhcYn4J12W9e9XYdEIvP+SX7LNgkrV7c3xRyMPKMrLSbz+Td2s+WJiGy8+4Is1ORrpYEPPxsJF3b7GJxW7GHJx2Ni1POg2opPSoK+uglblbDGkbnmJ171ZOXvEJrHP/nahz75Voc8+6ZsZh7+K+rVr8qs8du314ekWbG2ssWjODGGahYjIKJEZb9ExsRg6puCHwUG/QH4r7+bKc+IysfHxWLRyLV8wTE1NFTZWljyQW7mC5D/7unXrID4hHl5e3vxqHXZyc/7cucJLsCMiIyFTqOG7uLhg8qSJ2L3HC7t27YaJqSlmes4QOcHL6r1l6zZ+HKGjrY2GDRuiR/duEq+7NLf5hrWqIS4hEdv2+/L0CnbWFljuOVF4yXZ4VLTIMUJUbCz6TygI5u8POMlv7q5OWDdPsI8bN6g3tu47guVbdiM2IQF62tpo06Q++nf++5Pp/1RTDzfEJiVjY+AFRLHLY82MsGF0Lx58Zb7GxIu0+9T0DPy1/zgiYhP4vooFaBcM6MC3829r4mCG2NR0bLr5nKdbcNDTxNp2NaCbdwIoLDFVpO5s/J5/7gEvq6GkwGf27uhSFza6BYGeBnYmmNbAHTvvvMKyi8Gw1FbHkpZVUMFU8vly69ati/iEBHh7eSEmNha2NjaY902flS3SZydh95492LVrF0xNTeHp6SnSZ6dMnsyfW7J0KV/nggV0+/bpg5YtWki07s0qu/B2s+HYpbxjHENsGNlN2G7CYuNF2j0/xvE5xRdt5cc4hrpY0K8t306+hu5OmNG9OXacvo7Fh4L4wq/LB3dERTvJnjRtXMOD57XdcjAQ0XEJcLAy4zNudfMuFQ+PjhGpu++Zy/zEy9QVolc9DurUCoM7t+aTUz5+DsOJSzd5IFdTXY0HijfPnggbc8ldbl5Yiw59kJ6Whl0b/kJKchLsncvjz1mroahYcNVhRNhnJLGr6vJUrd0YCQmx8N23hS+UxlIysNdoFkqH1bRNd2RmZGDf9pVISkrgQd1Jc9bC0FhyawO06diT133L2iW87o4uZTF17nKRuoeHfeaLtuWrUachEuLjcNB7Gw/YWtnY8dcUvmz+zAl/HN4vuPqUmT1FkON3+NhpqNfo59t/5vN7SFUrA+W6rQTpFsJDkeSzVngFmmyR31O5ibFI3L8Wqo07Q2nwDB7oTb9zAWk3ClLxyaqpQ7VNP/77LDc9DdkRn3kgN+v9C0ha06rlEZuYjI1+QXzxMpYKYd2EAcJ0CWHRcaK/S9IzsNDLHxEx8Tw/tJWxPuYN6ca3k69vi7q83PydR5CYkgZ3Byu+zaL5pH9WzToNEB8fBx/vHfz7t7axw4y5S4Xff1RkBGRkCsZKJxc3jJ3oif1e27F391YYm5ph0owFsLAqmH1/5+Y1rF9VcJJixWLB2jpdevRD156CE2iE/L+Syf0VVtwh/xg7qBW3gvXvKu3gMkgj5S5/ImrmQEgrvbnbcVyh8KVK0qNl5kuknd4OaaXcdCAS1357MkUaqI9airQjpbPwR2lT7jgOqfsKFjCRNio9piLNt+CEnjRR7jAGoa+eQFqZObjh/duCyxilibWtndS2e9bmI4teWSBF9F2rIvXifkgjlXrdkbRhCqRRmRGLeI5aaWVja4u0cwU5yqWJcsM+iHt4EdJKy70ebr4oOW3cr6qakyYevi5IeSJN3O31EbtgOKSV9vSNSL7hD2mkVr0dnrz57xd6+xFudpKfgCWN3vYpmB0vrWz3FCxI+LugmblSSpIx+IiICGG+28LY5WFLlxasXEoIIYQQQgghhBBCCPnvUDCX8Eu3ii7EQAghhBBCCCGEEEL+fxVO30WkR0FSEkIIIYQQQgghhBBCCCG/LArmEkIIIYQQQgghhBBCiBSgYC4hhBBCCCGEEEIIIYRIAcqZSwghhBBCCCGEEELIb0ZGluZ4SiP61gghhBBCCCGEEEIIIUQKUDCXEEIIIYQQQgghhBBCpAAFcwkhhBBCCCGEEEIIIUQKUM5cQgghhBBCCCGEEEJ+MzKyMv91FcgPoJm5hBBCCCGEEEIIIYQQIgUomEsIIYQQQgghhBBCCCFSgIK5hBBCCCGEEEIIIYT8hmkWpP32T61fvx5WVlZQVlZG1apVcfv27WLL1qtXDzIyMt/cWrZsKSzTr1+/b55v1qwZShPlzCWEEEIIIYQQQgghhPxfO3DgAMaPH49NmzbxQO6qVavQtGlTvHz5EgYGBt+U9/X1RUZGhvB+dHQ0ypcvj86dO4uUY8HbnTt3Cu8rKSmV6t9BM3MJIYQQQgghhBBCCCH/11asWIHBgwejf//+cHFx4UFdVVVV7NixQ2x5HR0dGBkZCW9nzpzh5YsGc1nwtnA5bW3tUv07KJhLCCGEEEIIIYQQQgiROunp6UhISBC5sceKYjNs7927h0aNGgkfk5WV5fdv3LjxXe+1fft2dOvWDWpqaiKPX7x4kc/sdXR0xPDhw/kM3tIkk5ubm1uq70AIIYQQQgghhBBCCPmlfBrWAdJuh1E5zJkzR+SxWbNmYfbs2SKPffnyBaamprh+/TqqV68ufHzSpEm4dOkSbt26VeL7sNy6LDUDK1elShXh4z4+Pny2rrW1Nd6+fYtp06ahTJkyPEAsJyeH0kA5c8n/hdhHlyCNtMvXRcqVQ5BWqrU7I+30dkgj5aYDcVzBEdKqZeZLhLx+Bmlkbu+C528/Qxo525oi7uFFSCst93qIeHYX0sjApTJevA2FtHKyNcOTN2GQRm52RlLb7lmbf/k2BNLK0dYc4c/vQRoZOldC6sX9kEYq9brj6ZuvkFaudsaIfFryD9Jflb5rVamte379/W5nQxq1ryKHhHunIY00KjVF2IsHkFZGThWkej8b/eQ6pJGuW43/ugpEQqZOncrz4BZWGjlr2azcsmXLigRyGTZTNx97vly5crC1teWzdRs2bIjSQGkWCCGEEEIIIYQQQgghUkdJSQkaGhoiN3HBXD09PT5TNjw8XORxdp/luS1JcnIyn4E7cODAv62PjY0Nf683b96gtFAwlxBCCCGEEEIIIYQQ8n9LUVERlSpVwrlz54SP5eTk8PuF0y6Ic+jQIZ6Ht1evXn/7PqGhoTxnrrGxMUoLpVkghBBCCCGEEEIIIeQ3IyMrg9/J+PHj0bdvX1SuXJmnS1i1ahWfddu/f3/+fJ8+fXhe3YULF36TYqFdu3bQ1dUVeTwpKYnn6+3YsSOf3cty5rIcvHZ2dmjatGmp/R0UzCWEEEIIIYQQQgghhPxf69q1KyIjIzFz5kyEhYXB3d0dp06dgqGhIX/+06dPkJUVTWLw8uVLXL16FUFBQd9sj6VtCA4Oxu7duxEXFwcTExM0adIE8+bNK5W8vfkomEsIIYQQQgghhBBCCPm/N3LkSH4Thy1aVpSjoyNyc3PFlldRUcHp0//+4pGUM5cQQgghhBBCCCGEEEKkAM3MJYQQQgghhBBCCCHkNyNTJKUAkQ70rRFCCCGEEEIIIYQQQogUoGAuIYQQQgghhBBCCCGESAEK5hJCCCGEEEIIIYQQQogUoJy5hBBCCCGEEEIIIYT8bmRk/usakB9AM3MJIYQQQgghhBBCCCFEClAwlxBCCCGEEEIIIYQQQqQABXMJIYQQQgghhBBCCCFEClDOXEIIIYQQQgghhBBCfjMyspQzVxpRMJf8Vg6fugDvo0GIiYuHnaUZJgzoDlc7a7Fl/c9ewcnLN/Au5Au/72hjgeHd2wvLZ2VlYZNPAG48eIzPEVEoo6oCj7LOGNGjA/R1tEql/gfO38Tu01cRHZ8EB3MjTO7eCm42ZmLLnrv3FNtPXEJIRAyysrNhYaiL3k1qolX1Cvz5zKxsbPA/i6uPXyE0MgZlVJRR1cUWozs2gYGWhsTr7nP5Pnafv42ohGQ4mBpgSqdGKGtpLLbs2UevsD3oBkKi4pCZnQNLfW30ru+B1lVchWWiE5KxKvASbrx4j8TUdFS0NceUTg1haaAj0Xrr1KoMmwkDoVnRDcomBrjbcQTCA8+V/Jo6VeCybArKuNgjLeQr3izciNA9fiJlLIf3gM34gVAy0kdC8As8HTsP8XceozQEHDuBg77+iImNg621FUYOHQQnRwexZT98/IRde/fj9Zu3CI+IxPDBA9CxbWuRMvsOHsHVGzcREhoKJUVFuDg7YXC/PjA3M5V43U8c9YffkQOIi42BlbUtBg8fBQdH52LLX7tyEfu8diIiPAzGJmboM2AwKntUEz6/33sXrl6+gKjISMgryMPWzgG9+gyEg1Px2/wZh05fwN6jZxAdFw97Nub071b8mHPuCk5cvikcc5ys2ZjTTqT81kNHceb6HYRHx0JBXp6XGdatHdzsxW/zZ/ieCMJ+/+N8vLS1ssDYQX3h4mArtuz7T6HYvv8wXr59j7DIKIwa0AtdWjcXKdN5yBj+XFHtmzXC+KH9JVr340f94X/kIGLz2s0Q3m6cii1/7col7M1rNybCdlNVbNkNa1fi9MljGDhkBNq064jScPKYHwKO+Ajb/cBhY2BfQru/fuUC9nvvQCRv96bo1X8YKhVq9zevXUbQyQC8ffMKSYkJWLZmG6xt7Uul7tLc5pnjRwPgl9d2rHnbGVli27nK286uvLZjir5F2s6qFUtw/myQyGsqVKqMOfMWlUqf9fE7JuyzYwazPmtXfJ/ddwiv8vrsyAG90aWNaJ9lIqNjsGnPfty6/whp6ekwNTLC1NFD4WRnI9G6+1y4jd1nrgmOb8yMMLlbc5S1Lub45v4zbD95BZ8i2fFNDiwMdNCncQ20qlZebPn5e4/i8OV7+LNzU/RqVB2l1Wf9hX3WDoOGjf6bPnsR+723C/dVvfsPFfZZdny5b8923L97E+FhX6GqpoZy7pXQu98Q6OjqSbzuR06exX7/E3ntxhzjBvWGi734sf4dazc+vnj59gNvN6P790CX1s1EyqSkpmLrviO4fOseYhMS4GBtiTEDesHZ3uaXr3t2dg52HPBF0OXrfAzT09ZGi/q10LdzW8iUwgJBubm5OOO7DncuHEJqSiKsHCqgXb+Z0DOyKvY1FwK34Onds4j4+g4KCsqwtHdH824ToG9cMCZmZqTj+L4lCL51AlmZGbAvWwvt+nlCXVNy7edg0GV4HzuP6PgE2FuYYmLfTnC1sxRb1u/8dZy4chtvQ77y+07W5vija+tvyr//HIa1+wNx//kbZOfkwNrUCEvGDoCRnmSP7f2On4aP/1HExOaNlUP6w7nYsTIEO/hY+Q5hEVEYObAPOrdpIVJm5/5D2OVzROQxC1MTeG1YgdIgzfvZIyfPYW/AScFvcSsLjB/YEy7FjA0BZy7h1KVrePfpM7/vaGOFYT07ipRnfWibjz8Cz15CYkoKyjnaY+KQ3jA3MZJ43Qn51VCaBfLbYDup1XsOYVCnVti9eAbsLc0xdsFqxMQniC1//9lLNK5ZBetnTcDW+ZNhqKuDMfNXISImlj+flpGBl+8/oX9HwfYWTRiOj1/CMHHJ+lKp/+nbj7H84EkMbV0f+2aO4MHcEat2ISYhSWx5TTUVDGpZD7unDsHB2SPRtmZFzN7ph+tPXufVPxPPP37B4Fb1sH/mCCwf0QMfw6Iwdq23xOt+6v5zLPO7gKHNasJnYl84mupj+IaDiE5MFl93VWUMalIde8b1wuHJ/dC2qhtm7TuBa8/fC3fcY7f5ITQ6DqsGd8CBSX1hrKOBoesPIiU9Q6J1l1NTRULwSzwZPee7yqtYmcEjcDOiL97C1cpt8X7tbpTdPB96jWsJyxh3bg7npVPxev56XK3SHonBL1D1+HYo6kv2YJW5cPkqNm3bid7du2LT6uWwsbbClJlzERsXJ7Y8+7FubGSIQX17Q0dbW2yZ4CdP0bZlc6xdthiL581GVlY2JnvOQWpamkTrfvXSBezYuhHdevTBirWbYWVjizmekxEXJ+iDRb149gTLF89HoybNsWLtFlStXhOL5s3Exw+CdsOYmJpjyPDRWL1hGxYuXQ0DAyPMnjEJ8fHiP4+fH3MOY2DHlti9aDo/gTTmrzXFjzlPX6FJDQ9smDke2+ZNhoGuNkYvWC0ccxgLY0P82b879i2diS1zJsJYXxejF6xCbEKiROt+7uoNrNu5F/26dsC25fP5AfeEuYsQGxdffLsxNMDQ3t2goy3+ZNaWpfPgv2O98LZy9lT+eP2a4oOmP+oKbzeb0JW3m02wtrHF7BLazfNnT7Esr92sXLuZt5uFRdpNvhvXr+LVy+fQ0dVFabl2+Tx2bV2PLj36YumarbC0tsU8zz8RX0K7X7lkHho2aYFla7aiSvXaWDJ/Oj59eCcsk5aeCieXsjxgVJqkuc3nt53tWzehW4/eWLl2E6xsbDDLc8rftJ0FaNykGVat3cTbzl/zZn3TdipW8sBu74PC28RJ0yVed9Zn1+/wRr9uHbBtxQLeZ/+cU3KfNTEywNA+xffZxKQk/DFlNuTl5LDEcxL2rF2KP/r3hLqamkTrfvrOEyw/fBpDW9bD/ulD4WBmiBFrvIs9vtFgxzct6mDP5EE4NHM42taogFm7/XH96Ztvyp5/8BzB70Khr6WO0nL18nns3LoBXXr0432QnYCZ6zmxxH3ViiVz0bBJSyxfsw1VqtfC4vkz8DGvz6anp+Hd21fo3L0Plq3ZgknT5+JLaAgWzp0m8bqfu3oT63buQ/8u7bB92VxBcGXuUsTGie+z6ekZMDHUx7DeXaCrpSm2zKL123En+Ck8xwzFnpV/waO8G8bOWcxPDPzqdd/rdwz+p89j3KA+2LtmEYb37oK9/idw+MQZlIZLx7fjepA32vWfhT9m+0BBSQU7lgzhwdjivH9xF9Uadccfs/Zj4ORtyM7OwvbFg5CRliIsc2zvIjx/eAE9Rq7EkOl7kBgXAe/VYyRW76Ab97HK2w+DOjSD14KJPJg7atEGxMSLH5fvPXuNJjUqYeOMUdgxZzwMdbUxctEGRMQUHHuFhkdi8JxVsDIxxGbPUdi/aDIGtm8KRQUFSNL5K9exfocX+nbthK0rFsLW2hJ/zl5YwljJ2o0BhvTuUexYyVhbmMF31ybhbe2i2SgN0ryfPXvtFtbs8sGALm2xc+ls2FmaY9y85cXW/cHTF2hUqxrWzpmMzX/NgIGeDsbOXYbI6IK6e/ufwKETZzBxaB9sW+gJZWVFjJu3AukZmRKtOyG/IgrmSiE9PT18+PDhH7/u4sWLcHd3x6/q4cOH8PHxKbXt7z92Bm0b1kKr+jVhbWaCyYN7QllREccuXBNbfu7oQejUtB4crMxhZWqMacP6ICc3F3cfv+DPl1FVxVrPcWhUozIsTYzg5mCDPwf0wIt3HxEWFS3x+nufuYYOtSujba1KsDUxwPRebaCsqAD/q/fElq/sZIMGFV1gY2IAcwNd9GhUA/Zmhnjw5iN/Xl1VGZsm9EcTj7KwMtJHOTaztUcrHuD9Gi3ZwJbXhbvoUKMc2lUrC1tjPczo0lRQ95viZ6J62FugYXkH2BjpwlxfGz3rVYa9iT4evAvlz3+MjEXwhy+Y3qUJ3CyNYWWoixldmiAtMwun7j2XaN0jT1/Gq1mrEB5w9rvKWw7phtT3oXg+aTGSXrzDxw17EXbkNKzH9BOWsR7bHyHbDyJ0ty+Snr/F4xGzkJ2SBvN+kp/ld8Q/EC2aNkazxg1haWGOsX8Mg5KSEk6dET+72MnBHkMH9EP9urWhoCD+4o1Fc2eiaaMGsLK0gK2NNSaNG4WIyEg+m1eSAvwOoUmzFmjYpDnMLawwfOQ4XvdzQSfFlj8a4IuKlaqgfaduMLewRM8+A2Bja89n9+arW78hyleoBCNjE1hYWmPAkOFISUnGh/cFgS9J2X/8LB9zWtevCRszE0wZJBhzjl64Lrb83NEDC405RpheZMxhmtaqgirlnGFqqA8bcxOM6dMZyalpePNR0Dck5UDgSbRuXB8tG9aFtbkZ/hw2AMpKSjh+7pLY8s72tvijXw80ql0divLi2422pgZ0tbWEt+t3H8DUyBDurpKdFR3gd5i3m0ZNmsGCt5uxvN2cDTpVQrvxQIdOXfPaTX/ebtjs3sKioyKxdeNajJ84DfJypXdh01G/g2jUrBUaNG7B2/3QkROgpKyMc0EnxJY/HngYFSpVQbuO3WFmYYXuvQfC2taBzxTMV69BUx5oYrP7SpM0t3kmwO9IobZjiRH/sO304m3Hjs/uLUxBQQHaOjrCWxl1yQcWDwacQKsm9dGiYT1YmZthwvCBf9tnR/TriYa1axTbZ/f6HoWBni6mjh7GZ/iygEaVCuVgamwo0bp7nb2BDrUqol3NCvz4ZkbPVoJjhOsPxJb3cLRGgwrOsDHWh7m+Dno2rAZ7U3Z880mkXHhsAhb5nMBfAztCXq70fvIc9TuExs1aomFjwb5q6MjxvM+eL6bPHgs8ktdnu8HMwhI9eJ+1F/ZZNbUymL1gOWrWrg9TMws4Orli0PAxfGZ9ZES4ROvuc/QUWjeuh5YN68Da3BQTh/bj7ebY+eLajQ3+6NudB1hYuxYXML108y5G9O4Kd1cnmBkbYmC3Dnys9zt9/peuO/Pk5WvUqlIRNSq7w9hAH/VrVEEVdzc8fy35YwQ2MeHaqT1o0GYoXCs1hLGFI7oOXYSEuAg8u1f8FWADJm1B5TrtYWhmDxNLJ3Qe8hfior8i9MMz/nxaSiLuXjqCVj0mw861GsysXdFp8AJ8fP0An948kkjd9524gHb1a6BNvWqwMTPG1IFdoKykiMBLN8WWnz+yLzo3rg1HKzNYmRpixpDuyM3NwZ0nr4RlNhw4jhruLhjdoy0crcxhZqiPupXKQkdTsuPlwYDjaNWkAVo0qgcrCzZWDuJ1P3H2YrFj5fD+vdCwTg0oFnNczMjJyYkc42hpSP4qR2nfz/ocDUKbRnXQqkFt3mcnDe0DJSVFHDt3RWz52WOHomOzBnCwtoAVa2fD++fV/ZmwDx08dgb9OrVGnSoVYWdljpmjBiMqNhaXb9+XaN3/38nIykr97Xf0e/7V5LcL5mZmZeHlu088DUI+WVlZfv/xq+87QGNnZrOzsqFRpvgZKUkpKfwyLHVVVUi6/izIytIgFK5/VWdbBL8L+dvXs53dredv8SEsCpXsi790KzE1La/+yhKsezaeh4ShmmPB+8rKyqCaoyWC33/5vrq//IgPEbGoZGsu3CajJC8nsk1FeTk8eCe4FOe/olXNHVHnb4g8FnnmKrSrCU6kyCgoQLOiK6LOFTroys1F1Pnr0KomSIEhKZmZmXj15i0qupcXaTcV3cvh2YuXEnuf5GTBbBD1MmUkWnf2w7Vw8InVvbx7Jbx8ITiIK4o9Xq5CRZHHKlTywMsXT4t9j6CTx/glrOxyakn32RfvPqHKN2OOEx6/lsyYw96DXT7HUrywKw0kVvfMLH7pdaXybiJ1r1zODU9fvpbYewRduooWDetK9NLV/HZT3r1ikXZTscR2wwL8RS+DL1w+JycHK5ctQvuOXWBhWfwYWlrtnt1/VUw7Zo8XDdK6Vyy+3ZcWaW7zfNuZmXjz5hXcxbSdF8W0HfZ4+SJjDgvuFi3/5PEj9O7eCcMH98OGdauQkBAv4boL+izro4Xrzvrwz/TZa7fvw9HOBjOXrEKbvsMwcNxUHA06L/njm09fUNXZRvT4xsmGz6j9vuObd/gQHo2K9pYifXbGTl/0bVITdiYGEq3zt332pdg+W9yYI67PVqhYpdjyTEpyEh8r1SS6n2Xt5gMql3MtMta74OnLb2c5f4/snGx+ebyiomiwVElRAcHPCwJ3v2LdGTdHe9wLfoZPXwTpAF6//8TrXa1COUhaTGQoEuOjYOdWkPpDWVUd5jbl8PHNw+/eTlqqYPakqppgtnHo+6d8tq6da8F2DUxsoKVrjI+vv3+7JY7170NQxc1R5LNn9x+/fv99dU7PQFZWDjTKqAr767WHT2FhZIBRCzegybBp6Oe5HBfvBP90fcUf35QVqTu7//Tlz7XP0C9h6NBvOLoNGY15y9ciXExaqd95P8s++5di+qxHORc8efV9fTYtI52nDsyv+5fwSJ5qovA2y6ip8lQrT35iHCBEWlDOXCkQGBiIyZMn87PIzZoV5Hb6888/cenSJX4gqaGhga1bt8LR0RGpqano168fHj9+zF9jaGiIoKAgYR6uESNG4Nq1a/z/u3fvRuXKlYt974yMDEyfPh0nT57kZxyNjY1x6tQpZGdnY8qUKfxxpn79+li+fDkUFRX5e7MZwGPHjhXWs0yZMpg9eza/PX/+HCkpKXj79i2MjIxw+PBhXpeZM2ciPj6ev7ZatWrYtGnTN/VJT0/nt8LYrJm/E5eQxA8udYrkgtXWUseHvAO2v7N+7xHo6WiKBIRF6paRifV7fdG4pgfUVFUgSbFJKYL6a4gexOtqlOEB2uIkpqSh6cQlfMcsKyOLqb1ao5qr+JxQ6ZmZWHM4CM2qlOX5cyVW92RW91zoqosGuHXV1fA+vPhL7lge3MaeG3jglgVqp3VujOpOgiCKlaEOjLU1sOboZXh2awoVRQU++zc8LhGRxVyW+W9RMtRDerjod8LuK2iqQ1ZZCQrampCVl0d6hOjs7fTwaKg5SjafXHxCIj9A1i5yOaG2lhZCQiUT9Gbb37B1O1xdnGBtJT5X2o9ITIjn29YqkupBU0sboSGis6/ysVyFWlrflo+NFb3U9c6tG1i+eB4fS9gsuTkLlkJDU/wllz9KOOYUmVGio6nB07F8DzaeiBtzrt4LxozV23iqFz0tTaydPhZaRcaGnxGfmJhX96LtRgMfP//9CZjvceX2XSQlp6BFgzqQpIRi2g1rF6EhId/dbth9ljM1n+8hH74PbNW2A0qToN1ni23Hn0to9+z5wtjr2eP/Jmlu83/Xdj4X23ZixbQdLZG2w4K71WvUgqGhEcK+foXX7u2YM3Malixfw9uUJPts0bGe9eFPoT/eZ7+GRyDg1FmeS7dXp3Z48fotVm/bDXl5eTSXUN8VHN+wY4SixzdqJR/fpKahyeTlyMzMO0bo0RLVC53w3nn6GuRkZdGjgWTTuHxTj/x2o6Ujpt2UtK8SLa9ZQp/NyEiH184tqFW3IVRV1SQ/1hc5NtbR0sTHz993bFyUqooK3BztsOtQAKzMTKCtqYmzV2/g6as3fHbur1x3pleHVkhOTUXPUVN4oIl9t0N6dEKTujUgaUlxgvZdpkge2zKaukiK/75AIKvfMe9FsHSoCCNzQR509lo5eQWoqIl+Nux9vne7JYlLTC5mrGe/qb5v5jjLi6unrSEMCLOUKilp6dh99CyGd26Jkd3b4Ebwc0xatR0bZ4xEJWfJ5HiPT0gQO1ay+59+4riY5dudMmY4LEyNER0Th10+hzFq6mzsWrMUqhL8TSjN+9m44vqsJuuz31f3DV6HoKetJQzesry7fBvfbFND+Bwh/88omPuLi4iIQP/+/XHlyhW4uLhgy5YtiI4WBIFYgHfZsmX8/2xG65gxY3igld3i4uLw7JngDH9MTMHB4YsXL7B9+3Zs2LCBB0tZoPb06dPFvv/ChQvx6tUr3Lt3jwdNIyMj+eOsHnfu3OGPsx8jbdq0wcqVK3md/s6tW7f463R1ddGtWzds3rwZU6dOxdy5c+Hv789vJdVnzhzR3KWzZs3CmPb1UZr2+J/E2Wt3sH72n3x2QVEsGD195WbkIheTB/XEr0JNWRE+M/9AanoGn5m7/MBJmOlp8xQMhbGA6aRNB3j9p/Vqg1+BmpIiDk7ux3Pg3nr1Ecv9L8BMT4unYFCQk8OKge0we/8p1J6yBnKyMqjqYIVaLjZ8lg7596zZuIUvmrZqyV+QFmXLu2Pluq08eBN06jiWLpyLJSvXfxOU+S/t9j/F86JtmDXhmzGnkqsjvJbM4Af1AeevYtqqLdixYAo/eJUWx85eRNWK5aGn8+t85sV58/oVjgb6YsWaTaWyAA75/27zdeoWHJ9YWdvAytoaQwb24bN1C88g/xXl5ObA0dYGQ3p34/cdbKz4wmmBp89KLJj7M8cIB2YM48cIt1+8x7JDp2Gqp81TMDz7+AX7zt/k+Xelvc+y48tlC+fw47Ohf4yDNGC5cheu24Z2g8bwgDprN41qVecLZP7qzl+/jTOXb2DWuOH8MnA2M3fNDm/o6Wihef3aP7XtB9eOwm9nQR7VfhO+nbTyTwXsnoew0NcY7in59S5Ky67AMzhz4z42eY4SjvX5x+4srUKPFoIxk6VkCH71Hr5nr0ksmFtaqlUquLLO1sqSB3e7Dh6JC9duoGXjBvhVSPN+do/vcZy9dhvr50wW+1uckN8RBXN/cTdv3kS5cuV4IJcZOHAgRo0axf9/5swZrF27FomJgtl3+UHb8uXL89mvbAZu3bp10aJFwYqbdnZ2qFpVMEuhevXqwmBwcY4dO4bFixcLZ7/q6+vzf8+ePctn4OY/PnjwYKxfv/67grlsdjEL5ObXgc0g/l4s6Dt+/HiRx1gdUl6Iz9GUj51ZZAeUMUUWRYiNSyx2EYR8ewODsMf/FM+Py1YMFR/I3YKwqBisnzle4rNyGe0yqoL6F5l1Gp2QBF3N4s+aslkFFoaCz9rRwhjvv0Zix8nLIsFcFsidvNmH58nd8ucAic7K5XVXY3WXQXRiimjdE5Ohp178DBM208ZCXxDocTIzxPuwaGw/c5MHcxkXCyMe7GUzeNnfoKOuip7LveBq/t+uXspm4bLZuYWx+5nxichJS0dGVCxysrKgZCC6gJKSoS7SS5iF9CM0NdR5Gyi6qANb/Ey7hEUcvtfajVtw685drFi0APp6kl1hW11Dk9edzXwrjC0CxWbTiqOlrfPNgjO8fJGZdsrKKjA2MeU3RycXDB/UG2dPn0Snrj0kVn/hmFNkMRC2yAObOVQS76NB2BNwCutmjBU75qgoK8HcyIDfyjrYoOMYTwSev4Z+7b9dif5HaKqr59W9aLtJ+Nvx8nuERUTiXvATzJ8kuHpDkjSKaTdx/7Dd8PLagvLPnj5GfFwcBvXtLnye7XN3btuEo/5HsHXXPgm3ezmx7ZjVs7j6F10cLa6E8qVFmtv837UdrWJOOrBZvN+2HTa+Fv/Zs3zd7L2+fvkisWBufp8tOtazPlzSgj1/R1dbG1bmpiKPWZqZ4NKN25Ds8Q07Rih6fJMMvb87vsnbjzqZ5x3fnLrKg7n3X39ETGIymk9dKSzPZv+uOByEvedv4uRf4yS/r4qL+e4+KBhzYv62j/NA7qLZiIwMx9y/Vkh0Vq7IWF/k2JjNaPuZsZ7NwF03fzpS09KRnJLKA6Ezl63jOZd/9bpv2O2Dnh1a8by6jK2lOcIio+Dle+yng7kuFRvA3K4gXUN2pmDBXjZbVkNL8PtKcD8axpZOf7u9gN3z8eLhJQydvgeaOkYiM3CzszKRmpwgMjuXvU/RWcA/QktdrZixnv2mKjm/rdexc9gdeBbrp/3BF00T2aacLKxNRY/hrU0N8fCl5PIVa2poiB0r2f2fGSuLUi+jBjMTY3z+Ktkc19K8n9Uqrs+y/VSRmbVF7Qs4CW+/41g9ayLPi5sv/29m22Qzdgu2mQD7QuXI35ORle4Tn78rypkrZfJnGHz69AkjR46Et7c3njx5wmfmpuWtJG9jY8Nn5bKgKUun4ObmJrzMWFm5IFDHZtSyA0VJ1othl9+xNAz58uuV72fqwAK3LKVE4dv3pFlQkJeHo40F7jx5IfJj/M6T53yHVRyvgFPYceQYVk0bA2dbq2IDuSFhETzYq1nkMkFJYfV3tjTheeEK1//2i3coZ/P9Oyt25jsjM+ubQO6n8Gi+GJpWXu4qydZdDs7mRnx2bUHdBXlwy1mbfPd2cnILcuUWpq6ixAO5HyNi8OxTGOqVFZ9G4t8Sd/MhdBsIfgTk02tYA7E3BXnKcjMzEX//KfQaFOQyg4wMdOtXR9xN8Yu9/CiWZsXBzhb3HwWLtJsHjx7Dxakg19k/xdoRC+RevXELSxfMhbEEL50sXHdbOwcEP7ovUvfgh/d5AFYc9jh7vrCHD+7yxWNKwrabmfejSpJ91omNOY+fFxlzXqCsfUljzmnsOHIcq6aOFjvmiMMWEWGpVCSFLXznYGuNe8FPRep+7/ETuDr+/OyYE+cvQ0tTE9UrSzZHtGi7eVCk3Tz4h+3mnrB8vQaNsHr9Vqxat0V409HVRbuOXTBr/uJSqf/jh/e+afcOxbRj9njwI9GFMIO/o91LmjS3+fzP3s7OAY++GXMewKmYtsMeZ88XbTvFlWeioiKRmJhQ7MkFSfbZ+8FPf6rPlnVyQEiRS9ZDvoTBUF9Pssc3Fia4/fy9mOObbwMOxWGL4mTktYlW1crjkOdwPnM3/6avpY6+TWpg4+jeEqt7QZ91FBlDBO2mYAwR12cfF2pnzCPeZ12+CeR+/RLKF0NjQWNJE7Qbq2/H+uBncHX8+WMpFhxigdyEpGTcfviELyz2q9c9LT0dskVmc7MAFNv2z1JSUYOeoaXwZmBqB3VNPbx5WjAhJS01CSHvgmFp517iMRgL5D69dxaDp+6AjoFoP2ELnsnJyePNs4LtRn59zxdJs7R3l8xYb22OO09fiY71T1+irL11sa/bc/QstvudxprJw+BiY/HNNtljH4sEPz99jYSxXmmMlU9E6n4/mB3fOEjsfVJS0/AlLFyiAWJp38+yz96R9dm8xcvy6343+DncHIrvs97+J7Dz8FGs8JwAZzvR9mViqM9P3uQviMawE0jPXr/l6V4I+X9HwdxfHJu5GhwczNMjMDt27OB5bNlMM3YAyXLYsp36unXrhK8JDQ3lwVWW+oDNvGXPhxST7+3vsG2sXr1amKc2P81Co0aNsGfPHl4XdsC5bds2NGnSRDj79/ZtwawNlhLixAnxq/kWxQKzLGduaeneqjECz13B8YvX8T70K5Zs28uTwLesV5M/P2fdDmzY5yssz2bjbjkQiOnD+8LYQJcnWGe3lLzgNPu7p67YjOfvPmLOqIF8h5RfRtI/MplejWvC7/JdBF67j3dfIvCXdyBPn9C2pmARjRnbD2PNEUFuZGb7iUu4+fQNQiNjePk9p6/i+M2HaJG3EBcLjE7ctB/PPnzGgsGdef2j4hP5TdL1712/MnyvP0LgrSd4FxaN+QeDkJqRiXZVBQsQTPc6jtWBBasPbw+6iRsvPiA0Ko6X333+No7feYqWlQt+6AQ9eIE7rz/xMheCX2PYhoOoX84eNZyLP5D8EXJqqtAo78RvjKq1Gf+/srkxv+84fzzK7ywI6Hzc4gNVa3M4LZzIc+BaDusB487N8X71LmGZ96t2wnxgF5j2bocyTjZwWz8b8moqCNld0P4kpWO7Njhx+gyCzp3Hx5AQrN6wmZ9gadaoIX9+0fLV2LbLS3QRoHfv+Y218ajoaP7/z4VyS7PUCmcvXsK0ieN4LrCY2Fh+K5rP+me1bd8ZZ04dx/mzpxHy6SM2rV+FtPQ0NGwsyB2+atlCeO3cKizfum0HPLh3B/6+B3le3f3eu/D29Su0aN2OP5+WlgqvXdv4IjMR4WH88vm1K5cgJjoKNWvXhaR1b9mIX6p2/NINPuYs3raPjzmt6gly781etxPr9wlWL2fYjInNBwMxY3hfmIgZc9gspw37/fiijV8jo/nYM2/jbkTGxKFhNdHFdH5W1zbNcezMBZw8fxkfQj5j+ead/P3ZgmXM/NUbscnLR2Rhi9fvP/AbGz8io2P5/0O/iuZBY+PMifOX0LxebchLKF9oUW3bd+LpM4q2m0aNm/Ln2UJme3ZuE2k390XazW7eblrmtRs2i9LSylrkJi8nz2dfmplJfuZH6/ZdcPb0cVw4ewqhnz5gy/oVSE9LRYPGgtkxa5YvgPeuLcLyLdt0wsN7txHoewChIR9xYO9OviBT81bthWVY8PD929f882C+fA7h92NjRHN3/85tnmnbviOCTp3AubNB/LPauH61yJjD2s5uMW3Hz/cQbzv7vHfzcaVl67aC+qemYuf2zXxBtPDwMDx6eB8L5s6EsbEJKlYqfr2CH9GlbQvRPrtpB1LT0oR9dsGqDdhctM+++8BvrM9GxcTw/xfus53bNOe5Tr0O+fPHz1y6xhdAa9+isUTr3rtRdfhevYfAGw/x7mskFuw7zo8R2tYQnPBhC5mt8TsrLL/95BXcePZWcHzzNRJ7zlzH8ZvBaFlVMOuRnZi2MzUUucnLyfJ1BqyMJHsVCdO6fWecPX0sr89+xOb1K5Gelibss6uX/yXSZ1u16YgH924jIK/P+hTps2zfu/SvWXj7+iXG/jkDOdnZvK+yG9tHS1K31s1w9OwlnLxwBR9CP2PZ5t1ITU9Hy7w0GvNWb8Ym74NFxvqP/MbH+hg21n9EaKEg3K0Hwbh5P5gvTnTn4ROMnrmQ5xJt2aD2L1/3mh4VsOdwIK7ffYivEZG4dPMuDhw9hTpVJdtfGfZbrWazPjgfsBnP7p9HWMgrHNw0BRpaBnCpJDhGY7Yu7I/rZ/aKpFZ4cP0oug1fCiVlNSTGRfJbZkaacBG1ynU74vjexXj77BZfEO3QlumwsHOHhV3Bgrg/g6VC8L9wHccu38L7z2FYtOMgUtMy0Lqu4OrPWRu8sM4nUFh+d+AZbDp0HDOH9oCxvi6i4hL4jeXJzde7VUOcufEAfuevIyQsEgdPX8aV+0/QqVEtSFKXti1xPOg8Tp2/xMfKFZu2831N80Z5Y+XK9diyZ7/4sTIzG1HR346VG3Z64eGTZzzP+JPnLzFj4XI+Y79RHcFvTEmS5v1st9ZNEHj2Ek5cuIoPoV+wdMsefgKlVQPBdzx3zVZs9D4kLO/ldxxb9/th2ogBMNbXQ3RsPL+xYHl+H+rSqjF2Hz6KK3ce4O3HEL4NPW1t1JHgySNCflWUZuEXx9IasABu+/bt+eJi+SkK1NXVeb5ZV1dXfr9dO8GPToalLWDpCFgQlx0Q9u7dm6dquHjx4j9+f5Y2geXVrVixIg8em5iY8ODskCFD+AJm7HGmXr16wgXP2HOdOnWCs7MznyXMFjP7Hg0bNuTBZ1bXGjVqiF0A7Wc0ruGBuIREbD0YiOg4dvmFGVZOGw3dvEs7WJqEwjOMfc9c4gd701ZsFtnOwE6tMLhLG0TExOHK3Uf8sd6T5omUWT9rAs89JElNq5RFbFIyNgac4+kVHM2NsX5sX2GahbDoOJHZBGzH/tfeo4iIjYeSggKsjPUwf2Bnvh0mMi4Blx4KThJ0m7Ne5L22/jngm7y6P6NZRWfEJqViw4mriEpIhqOZATYM78wXOOF1j00QqTv7EffXoSCExyVBSUEe1gY6WNCnJd9OvsiEZCzzu8DTNehrlEGrKq4Y2lTyC1RoVnJD9XMFwU6XZdP4vyF7fBE8cCqUjPWhkhfY5XX/EIo7bYbCZflUWI3qg7TQMDweOgNRZ64Ky3w9dBKK+jpwmDUaSkb6SHj0HLdbDUJGkUXRJKF+nVqIj0/ALm8fPkPf1sYaC+fOFKZZiIiM5Ckt8kXHxGLY6IJUJod8A/itnJsrViyazx87euIU/3fCVE+R95o4dhSaNpJcbrBadesjPiEO+7128rpb29hi1tzFwktRIyMjICNbcE7SycUN4ydNx949O+C9aztMTE0xxXMuD74x7PL1z6GfsHjBaSTEJ0BdQwP2Do74a+lqWFhK9iRAwZiThC15Y46DlRmfFZE/5oRHx4h89r5nLvMxh50kKmwQG3M6t+Y/DNgiEScu3URcYhI01dX4DIvNsyfCxvz7Z7l/j4a1qvPxcrvPYcTExsPO2hLLZk4WXtIWHhktMl5GxcZiwPjpwvs+Acf5zd3VGWvnzxA+fjf4CX9tfoCpNNSuW5/nQ97ntatQu1kkbDdRkREin7uziysmTJoO7z074LVrB283Uwu1m39bzToNEB8fBx/vHXxBJGsbO8yYu1Sk/jIyou1+7ERP7Pfajr27t8LY1AyTZiyAhVXBGH7n5jWsX7VIeH/FYkHu+S49+qFrz/4Sq7s0t/n8thNfqO3Y2Nhi9tyFwlQtRcccQduZhr17dgrbzjTPOYXGHFl8eP8O58+eQXJyEnR0dOFesRJ69u4PBQVFyffZ+ATs2M/6bJygz86aUqTPFtQ9KiYWA8cL9meMj/9xfmN9ds0CwdjubG+LBVPGYbPXAew+6AcjQ32MGtgbTepKNrjS1MNNcHwTeAFR7PjGzAgbRvfiwVfma0y8yHjDTmT/tf84ImIT+DECC9AuGNCBb+e/UKtOAyTEx2G/905hn/Wcu6RQnw0XOcZhfXbcRE/s4312G4xNTTF5xnxY5vXZmOhI3Ll1jf9/wqhBIu81d+FKuJWT3FUNDWtV42P9tv2+PEWBnbUFlntOLGg3UdEifZaN9f0nFOz79wec5Dd3VyesmydoT0kpqdjsfQiR0TF81fm61T34ImLsyj1JKo26jxvUG1v3HcHyLbsRm8Au3dZGmyb10b9zwe8sSarbciAy0lPhu2MW0lISYeVQEf0nboGCYsFVh9ERIUhOLEjncvOc4KTMlr/6imyr0+AFqFxHcEKgVc8pvL97rxmDrMxMOJSriXZ9RY/ZfkaT6hX5WL/58AnBWG9phjVThkM3L79qWHSsyGXbR85eE1wNuGqHyHYGd2iGIZ0E6QDre5TH1IFdsCvgLJbvPgILEwMsHjsA7k4FCxtKQoPaNRCXkIAd+w4Jx8qlfKzMOy6OihJtNzExGDRuivC+j/8xfnN3c8bqBbP4Y5FRMZi7bC0SEhOhpamBss6O2LhkHv+/pEnzfrZRzaqIi0/EVh9/3mftrS2wYsZ40T5baKz0O32B1336MtHfqQO6tMWgroI+2atdC6SlZWDxpl18Yd1yTg5Y4Tme8uqS34JMLq0WRP4PxD4qmNUpTbTL10XKlYIzkNJGtXZnpJ3eDmmk3HQgjitINuD+b2qZ+RIhrwsuK5Im5vYueP72x1cN/i8525oi7uE/PzH2q9Byr4eIZ3chjQxcKuPF21BIKydbMzx5830rNv9q3OyMpLbdszb/8u2PXZ30K3C0NUf4c9E0GtLC0LkSUi8WzHCTJir1uuPpG9EUE9LE1c4YkU9vQRrpu1aV2rrn19/v9rdpwaRB+ypySLhX/MLYvzKNSk0R9kKy6cr+TUZOFaR6Pxv95Dqkka6b5CcCSaOwib0g7YyWSs9CkJJCaRYIIYQQQgghhBBCCCFEClCaBYKHDx+iX79+3zzet29fjBsnuRV/CSGEEEIIIYQQQgghP46CuQTu7u48oEsIIYQQQgghhBBCCPl1UTCXEEIIIYQQQgghhJDfTOEFC4n0oJy5hBBCCCGEEEIIIYQQIgUomEsIIYQQQgghhBBCCCFSgIK5hBBCCCGEEEIIIYQQIgUoZy4hhBBCCCGEEEIIIb8ZypkrnWhmLiGEEEIIIYQQQgghhEgBCuYSQgghhBBCCCGEEEKIFKBgLiGEEEIIIYQQQgghhEgByplLCCGEEEIIIYQQQsjvRpbmeEoj+tYIIYQQQgghhBBCCCFEClAwlxBCCCGEEEIIIYQQQqQApVkghBBCCCGEEEIIIeQ3IyMj819XgfwAmplLCCGEEEIIIYQQQgghUkAmNzc397+uBCGEEEIIIYQQQggh5N8TOaM/pJ3+/J343VCaBfJ/IfbRJUgj7fJ1kXZ8E6SVcsthSFw7EdJIfdRShLx+Bmllbu+C4wqOkEYtM18ifHJvSCPDxV5Ivu4LaaVWowOin1yHNNJ1q4FPr59DWlnYO+PF21BIIydbM6QFrIM0Um47Uur77Mc3LyGNLO0cEfbiAaSRkVMFqe2v+X32w5tXkEZWdg549/YtpJWNrS1uPE+ANKrurIHXbz9CGtnbWiL1vBeklUqD3lLdZx+/CYc0Kmtn+F9XgZAfRsFcQgghhBBCCCGEEEJ+MzKylH1VGtG3RgghhBBCCCGEEEIIIVKAgrmEEEIIIYQQQgghhBAiBSiYSwghhBBCCCGEEEIIIVKAcuYSQgghhBBCCCGEEPKbkZGV+a+rQH4AzcwlhBBCCCGEEEIIIYQQKUDBXEIIIYQQQgghhBBCCJECFMwlhBBCCCGEEEIIIYQQKUA5cwkhhBBCCCGEEEII+d3I0hxPaUTfGiGEEEIIIYQQQgghhEgBCuYSQgghhBBCCCGEEEKIFKBgLiGEEEIIIYQQQgghhEgByplLCCGEEEIIIYQQQshvRkZW5r+uAvkBNDOXEEIIIYQQQgghhBBCpAAFcwkhhBBCCCGEEEIIIUQKUJoFQgghhBBCCCGEEEJ+MzIyNMdTGlEwl/xWDp+6AO+jQYiJi4edpRkmDOgOVztrsWX9z17Bycs38C7kC7/vaGOB4d3bC8tnZWVhk08Abjx4jM8RUSijqgKPss4Y0aMD9HW0SqX+PlcfYveFe4hKTIaDiT6mtK+PspZGf/u6kw9eYorXCdR3s8WqAW2Ej+fm5mLDqRvwvfkYianpcLc2wfRODWGpry3xuiuUrQHFinUho6qOnKivSLvsj5zwELFl5Z0qQ6VxV5HHcrMykbRxmvC++qilYl+bdvUYMh9ckmjdA46dwEFff8TExsHW2gojhw6Ck6OD2LIfPn7Crr378frNW4RHRGL44AHo2La1SJl9B4/g6o2bCAkNhZKiIlycnTC4Xx+Ym5lKtN46tSrDZsJAaFZ0g7KJAe52HIHwwHMlv6ZOFbgsm4IyLvZIC/mKNws3InSPn0gZy+E9YDN+IJSM9JEQ/AJPx85D/J3HKA0q1RtBrU4LyKprIutrCBIC9iAr9F2x5WWUVVGmaWcouVWGrKoasmOjkHh0LzJePhI8r6gMtaYdoexaGbJlNJD55SMSA72QFfq+VOp/4NwN7Dl5GdHxSXCwMMKknm3gZmMutuy5u0+w4/hFhIRHIys7GxaGeujVrBZa1agoUubIxVt4/uEz4pNTsX/OKDhamJRK3Y+cPIe9AScF46WVBcYP7AkXexuxZQPOXMKpS9fw7tNnft/RxgrDenYUKc/Gm20+/gg8ewmJKSko52iPiUN6w9zk78ewH+mzh3z9hH32j6GDS+yzu/fuE+mzHdoWjJNM8JOnOHTED6/evkVMTCxmT5+CmtWrobQcP+oP/yMHERsbAytrWwwZPgoOjk7Flr925RL2eu1ERHgYTEzM0GfAYFT2qCq27Ia1K3H65DEMHDICbdp1lHjdfa4HY/el+4hKTIGDsR6mtK2DshbfsZ96+ApT9p1GfVdrrOrbSvj4xqBbOPXoFcLikqAgLwcXU32MbFYd5b5jm79Tf2UCjx3n7TQmNhY21tb4Y9iQEtv9Hu+9ee0+AsMGD0SHdm1/aps/w+/4afj4H0VMbDxsrSwwZkh/ODvYiS37/lMIduw7hFdv3yEsIgojB/ZB5zYtvikXGR2Dzbv34db9h0hLT4epsRGmjBoGJ3tbiddfmvss+44PH/EVfscjhg0tod185O3mTV67GTp4ULHt5nu3+TOOHj2Kw0eOIDbvfYYPHw5HR8diy1+5cgV7vLwQHh4OUxMT9B8wAFU8PITPp6amYufOnbh+4wYSExNhaGiItm3aoGXLligNbL/ot38zLp3xR0pyEuydyqHPsCkwMrEo8XVnTxzEST9vxMdFw8LKHr0GT4SNgyt/LjL8CyYO/fY7YUZMXIgqNRtJpO7HjgbC98gh3uatrW0wdPgfcCyhzV+9chneXrv4Z29iYop+AwbBw6OK8PlWLZqIfV3/AYPQsVMXSJrPxbvYfeYGohOS4GBmiMldm6Kslfjj8HMPXmD7qWv4FBmDrOwcWBjooE+jqmhVtZywjOfuQBy9GSzyuhouNtgwqofE6y7NffbkMV8EHvFBXGwMLK1tMXDYGNg7uhRb/vqVC/Dx3o7I8DAYm5iiV/9hqOhRXaQPHfDegbOnj/I+5OhcFkP+GA9jU/H7bkL+n1AIvpR06tQJu3bt+q+rIVUuXryIU6dOldr2z1y/g9V7DmFQp1bYvXgG7C3NMXbBasTEJ4gtf//ZSzSuWQXrZ03A1vmTYairgzHzVyEiJpY/n5aRgZfvP6F/R8H2Fk0Yjo9fwjBxyfpSqf+pBy+xLOAyhjatBp/xPeFooofhW3wRnZhS4us+x8RjReBlVLT59gBl5/m72H/lIWZ0bgTvsd2hoqiA4Zt9kZ6ZJdG6y9uXh1Lt1ki/fQYpPquQHfUFqm0GQUZFrdjX5KanImn7XOEteddfIs8Xfo7dUs8eQG5uDrLeSjaoeOHyVWzathO9u3fFptXLYWNthSkz5yI2Lk5sefaD0djIEIP69oaOtvigOAsMtW3ZHGuXLcbiebORlZWNyZ5zkJqWJtG6y6mpIiH4JZ6MnvNd5VWszOARuBnRF2/hauW2eL92N8pung+9xrWEZYw7N4fz0ql4PX89rlZpj8TgF6h6fDsU9XUgaUrlqkK9VQ8knfND9BpPZH79BO2BkyCjpiH+BXJy0B40GXLaeoj3XoOoZZOQcGQHchIEfZbR6DQQSvZuiD+wCdErpyLj1WNoD54CWQ3Jn8A4fSsYK3yOY0jbhtg3eyTszY3xx/IdiElIEltes4wqBraqj10zhuPAvDFoU6sS5mw/guuPXwnLpGZkwN3eCqM7N0dpOnvtFtbs8sGALm2xc+ls2FmaY9y85cWOlw+evkCjWtWwds5kbP5rBgz0dDB27jJERhd89t7+J3DoxBlMHNoH2xZ6QllZEePmrUB6RqZE637x8lVs3rYDvbp3w8bVK3ifnTpzTrF9Np33WSMM7Nun2D6blpYGGxtrjBo2FKXtyqUL2LF1E7r26IMVazfB2sYWsz0nIy6u4LMs7Pmzp1i2eD4aNWmOlWs3o2r1mlg4byY+fvj2BMWN61fx6uVz6OjqlkrdTz18hWVHr2BooyrwGdMNjsZ6GL49ENFJf7efSsCK41dR0frbQKelvhamtquLI+N7YNfwjjDR1sDwbQGISUqVaN2lub8yFy9fweat29GrRzdsWLOSt/tpnrNKbPdGRkYY0K/4dv9Pt/mjzl+5jvU7vNC3aydsXbEQttaW+HP2QsTGxYstn5aeARNDAwzp3QM62uJPnicmJWHklJmQk5PDkplTsGfdcvzRvxfUyxR/3PE79ln2HW/Zug09e3TH+jWreBBnuudMxP3NeDmgX98S280/2eaPunTpErZs3YqePXpg7dq1sLaxwQxPz2Lf59mzZ1i0eDGaNmmCdWvXonr16pg3bx4+fPggLMO2d/fePUyaOBFbNm9Gu3btsGHjRty8eROl4YTfHpw5dgB9h03FzCU7oaSsguVzRiEjI73Y19y6GgSfHavQrtsgzFnhBXMreyybMwoJcTH8eV09Q6zaeVLk1r77ECgrq6JcxRoSqfflSxexbetmdO/RC6vXbuCf/UzPaSW2+SWL/0LjJs2wZu1GVKteAwvmzcaHQm3ey9tH5DZm7ATIyMigZs3akLTTd59i+ZEzGNqyNvZPG8SDuSPW7EdMQrLY8hpqyhjUvCb2TOyPQzMGo2318pi15yiuP3srUq6miy3OLhorvC0a0F7idZfmPnvt8jns3roenXv0w5I122BlbYf5nn8ivph28+LZY6xaMhcNm7TE0jXb4FG9NpbMn45PHwomdfgf3ocTR49gyB8T8NeKzVBSVsY8zz9L7EOE/L+gYO4vhM30LC05OTn89jsHc/cfO4O2DWuhVf2asDYzweTBPaGsqIhjF66JLT939CB0aloPDlbmsDI1xrRhfZCTm4u7j1/w58uoqmKt5zg0qlEZliZGcHOwwZ8DeuDFu48Ii4qWeP29Lt1Hh2puaFfFFbZGupjRqRGUFeThf/tJsa/JzsnBNO+TGN60Osx0NUWeY2cy916+j8GNq/AZu2ym7/wezRCZkIzzT0QPTn6WonsdZD69haznd5ETG4H0C758pq2CS8EZeXFyUxILbqlJxT+Xkgh5G1dkh75FboLgYFZSjvgHokXTxmjWuCEsLcwx9o9hUFJSwqkz4me4OjnYY+iAfqhftzYUFMRf/LBo7kw0bdQAVpYWsLWxxqRxoxARGclnSElS5OnLeDVrFcIDzn5Xecsh3ZD6PhTPJy1G0ot3+LhhL8KOnIb1mH7CMtZj+yNk+0GE7vZF0vO3eDxiFrJT0mDeT/KzhdRqN0fq7YtIu3sF2RFfkOi3E7mZ6VDxqCO2vEplNvNbDXF7ViHz42vkxEYh8/0LZH39JCggrwAlNw8knvBB5vuXyI6OQPJZP2RHhUOlWkOJ139v0BW0r+OBtrUrw8bUENP7tONjTsCVu2LLV3ayQYNKrrAxMYC5gS56NKkJezMjPHxd8EOTzfpjwaaqruJnrEmKz9EgtGlUB60a1Ia1uSkmDe0DJSVFHDt3RWz52WOHomOzBnCwtoCVmTGmDu+fN14+E443B4+dQb9OrVGnSkXYWZlj5qjBiIqNxeXb9yVa9yP+AWjetImwz475Yzjvs6eL6bOODvYY8jd9tkrlSujfuydq1Si92bj5AvwOo0mzFmjUpBksLKwwfORYXv+zQeL3j0cDfFGxkgc6dOoKcwtL9OzTHza29nymYGHRUZHYunEtxk+cBnm50rkwy+vKQ3So6op2Hi6wNdTBjA71BfupO4J2UOx+an8QhjeuCjOdb0/UtKjgiGr2FnwfZmekiz9b10ZSWgZef42SaN2lub8yR/wC0LxZEzRt3AiWFhYYM3IElJSVcDrobPHtfmB/1K9bBwoKChLZ5o86GHAcrZo0QItG9WBlYYYJwwdBWUkRJ85eFFve2d4Ww/v3QsM6NaBYTJ/ddyQQ+nq6mDpmOJ/ha2xoAI8K5fnsXEmT5j7r6+ePZs2aCr/j0cLv+IzY8o4ODhg8cADqldBu/uk2f5Sfnx+aN2uGJk2a8PcZNXIk/9yDgoLElg8ICEDlSpX4hBsLCwv06dMHtra2fHZvvufPn6NRw4YoV64cn5Xbonlz2NjY4OXLl5A0tl8MOrofbboMQMWqdXlQdvCYOYiNicL9W8VfYXY6YB/qNmmH2g3bwNTcBn2HT4WikjIunwvkz8vKyUFLW0/kdu/mRXjUbARlFVWJ1N3f7wiaNmuOxk2awsLCEn+MHMM/+zNBp8WWDwzwR6VKHnyGrbmFBXr36QdbWzs+uzefto6OyO3WzesoW648jIyNIWle526hQ80KaFfDHbbG+pjRvQWUFRXgf+Oh2PIeDlZo4O4EG2M9mOvroGeDKrA3NcSDN6JXGCooyEFPs4zwpqGmIvG6S3OfPep3EI2atUKDxi1gbmGFISMn8ODr+aDjYsufCDwM90pV0LZjd5hZWKF770GwtnXgs3vz+9DxgEPo2LU3qlSvza+KGDVhOmJjonH7xlWJ1p2QXxEFc4tgZwALn4XS09MTnrG1srLCzJkz+Zlca2trzJ8/X1juxYsXqFGjBlxdXflZ3ISEgtlL7DKdwYMHo0qVKvzgYMiQIcjIyODP1atXD6NHj+bbZAcjkZGR/N+yZcvysv379xduZ/Hixfzx8uXLo1q1akhJEcx0Wbp0KX9f9lzPnj0RHy+YyTB79mx07NgRTZs2hZubG75+/YrTp0+jVq1aqFSpEq/PhQsXSvw82LYGDRrEX8/ed8CAAfzxpKQk/n/2OLvNmVMw84/9Tf7+/mJnKffr1w9Dhw5Fw4YN4eDggA4dOvDP4uHDh9i0aRP27t0Ld3d3zJ07F5KUmZWFl+8+8TQI+WRlZfn9x6+Kv2S76EyQ7KxsaJQwqyMpJYW3IXVVyRws5cvMysbz0HBUcyi47EpWVobfD/7wtdjXbQ66Ce0yqjwILG7GLrsMtmqhbaqrKPHLYYM/CFJLSISsHGQNTJEd8rrQg7n8vqyRZfGvU1CEWt9pUOs3Hcot+0FWx7DYojIqZSBv6YzMZ7cl+7lnZuLVm7eo6F5epN1UdC+HZy8kd2CfnCzoy+plyuC/pFXNHVHnb4g8FnnmKrSrufP/yygoQLOiK6LOXS8okJuLqPPXoVWtgmQrIycHeVMrZLx+KvJeGW+eQsFCfGBEyaUiMj++gXq7vtCbsQ664xZCtX5rNrAL6i8rBxk5OfbFirwuNzMDilYOEh9znn/4IhLEYW2nqostgt/kBZdLwA5Qbz17gw9hkajoKD4VTGnJzMzCy7cfULmc4JJN4XhZzgVPXr35rm2kZaTzS8/zx8sv4ZGIjosX2WYZNVW42Nviycs3pdBnyxXps+Ul2mdLC6v/2zevUN69okj92f2XL8QHRNnj5StUEnmsQqXKIuXZydyVyxahfccusLC0Kp26s/3U5whUszMX3U/ZmyP4Y1ixr9t89ja0y6igQxXX73qPI7eeQF1ZEQ4mehKsu/T21/x28/rNG1RwF4zV+fWv4F4ez1+8+GW2Kf59svDq7XtUKl9W5H3Y/acvC2Y5/1PXbt+Dk60NZi5eibZ9hmDg2Ck4GlRymqHfrs/mfcdFj3HYd/6j42VpbLOk92G/GQq/D7tfXPtkj7tXED1WYb+HCpd3dnbGzVu3EBUVxfv1o0eP8PnzZ1SsWPD9Skpk+GfEx0bDpVzBxAZVtTKwdXDF25eil+vny8rMxIe3L0Rew/5u1/JV8Pal+CvTPrx5jk/vX6FOY9H0QT/z2b958xru7hWKfPYV8OLFc7GvefHi2TeffcVKlYstz9Jm3LlzG02aNEOp7Ks+fUVVJ2uRfVVVJysEvxOkivrb8f7Fe3wIj0ZFe9F0GHdffUT9iSvQdtYGLNh3AnF/c1XK79Zn3715hXLulUXep6x7Jbx8UehYv5BXL56inLvoWOlesQp/nIkI+8rTNRTepppaGdg7OuPVi+InOxExZGWk//Ybopy5/xAL9N64cYPv5NnZXBZsNTU1Re/evTFs2DAMHDgQjx8/RuXKldGjhyBHzoQJE1C7dm1s3bqV7wBYYHf16tWYOHEif/7Vq1e4fPkyP1u2cuVKHijOP6scEyOYZbh7924cOXIEV69ehaamJt/JsTOgJ0+exI4dO3idtLS0eKB4ypQp2LhxI38de/zBgwf87PK7d+94gJcFdDU0NPDmzRteLxasZtsSZ+zYsVBRUUFwcDAfcFmwmWGXJbHLNtjjLL8UCxA7OTmha1fRPKfisMAtCyKz96xTpw7/u7p3784/P/b5rlq1qtjXsvdkt8KKq7vI95aQxGf/6GiJzvrR1lLHhy/FB0MLW7/3CPR0NEUCwiJ1y8jE+r2+aFzTA2qqkj0TG5uciuycXOiqiwaJ2f33EeIvTbn/7jP8bj3FwQm9xD4flSA4wBC3TRbklRSWSoEF0XJSis6sTYKctoHY1+TERSLt3CGeW5flOGW5dlU7/YHkvcuRm/ztZZcKzpWBzHRkvZXsjjs+IZH/oNLWEp3VrK2lhZDQvz/g+x5s+xu2boerixOsrUoIbv8LlAz1kB4uOtuN3VfQVIesshIUtDUhKy+P9AjRmefp4dFQcxSfS/VHyaqq88BrTpLo952TmABFffE5J+V09KFo64y0hzcQt3MZ5HQNodGuL2Tk5PkM3NyMNGR8fA21hu2QFfGFb1vZvToULO2RHR0u0frHJaYIxhwN0QC9jqY6D/gUJzElDc3GL+TBJVkZWUzp3RbVXO3xb4pLTBQ7XupoauLj5+KDcoVt8DoEPW0tYfCW5d3l2/hmmxrC5yTbZ0UvvWZ9mOWo/tUlJMTz+msVuRRSS0sboSHic4yzHzLs+aLlWR7DfL6HfPjl5q3adiilmpewnypTwn7q/Rf43XmGg2O7l7jtS8/eY/K+00jLzISeuho2DW4HbQnOeJLm/sqwCQTi270WQkI+/zLbFCc+IYF/9t/uZzXx6Sf2s1/DIxBw6iw6t22BXp3b4cXrt1izdRcU5OXRrEFdSIo099n877hoXQTfcegvs82S3kdb+9v3Ke5zZ7+dxLVn9ng+lnN3zZo16N2nD//82QSNMVKdyUwAAQAASURBVGPG8Akzksby3TKaWqIpNDQ0dXmQV5zExDjk5GRDU0s0tZWGpg6+hhZcFVDY5bMBMDGzhr1TQbDuZwi/43/Q5tln/G2b1+J9QZxzZ89ARUUVNWoWpPmSlNgkNt7nQldDdHKOrkYZHqAtTmJqGppMXY3MzGwe/J3WvTmqO9uIpFho6O4EUz0thETGYl3ABfyxzgd7JvWDnKxk5s9Jc59N5GMla7tF24EOPod8KmGsFG3r7PX57SY2r58UbYusfxTXtgj5f0LB3H8oP0DLZuyyy27ev38PdXV1HqBks04ZtsNnwc18bJYqC6quWLGC32fBT3aAkK9Xr17Cyx7YjFsW0GUBYBbobNZMcEby2LFjPNjJArlM/sHL2bNneQCV7RDzD0I6d+4s3HaLFi14IJdhKQxYAJdtNx8L0H769An29uJ/fLD3vXXrFi/H6OvrC993+fLl/HE1NTV+qdKZM2e+K5jbvn17qObNXGWzg9++/f5LyxcuXCgyC5iZNWsWxrSvj9K0x/8kzl67g/Wz/4SSooLYFBnTV25GLnIxeVBP/NeS0zIwfd8pzOrSiM94kjY5YR/5LV9q2Aeo9ZwIBbdqyLj17SVc8i4eyHx5H8guvVQlpWXNxi18IZpVS0RzApMfICODnOQEJBzZzmfxZn3+gGRNbajWacmDuUyCzyZodB4M/RlrkZudjawvH3jwV8GsdGY+/VNqyop8kaTU9AzcfvaW5/A0M9Dhl3RLiz2+x3H22m2snzNZ7HhJ/l1vXr/C0UBfrFiziQcmfhV8P+VzBrM6NvjbwKyHnRkOju2GuOQ0HLn9FBO9T8F7VGceKP4v/T/01/9XObk5cLS1wZDeghMFDjbWeP8xlAd4JRnM/Z367O8gMDCQX23JflsYGhjg8ZMn2LBhA3R1dFChyMzSf+r6pZPYvXGh8P64GStR2jLS03Dj8mm06TIQ0uTsmVOoV78BFBUV8atQU1LCgWmDkcLG+5cfsOzwGR64ZSkYmGYeBVeX2JsawMHUAK1mruezdQvPAiaEEEmhYG4RLMianZ0tsuhJYcrKyiJli8tzW/jgi83GZbNPWVoBccoUurSapVtggWEWLPX19YWnpyefWfu9ih70Fd42q0fjxo2xb9++797ej7yvvLy8RD5DcaZOnYrx48d/MzM35UXJCxNoaZThZ0Vj4kQX74mNS4RukdkgRe0NDMIe/1M8P669pVkxgdwtCIuKwfqZ4yU+K5dhP3TlZGW+WeyM3dcrMguKCYmOw5eYBIzeHiB8jOWvZCr+uQoBU/pBT0NVuA39QrOR2H1HU0HQXhJyU5ORm5MNWdUyKJy1WYbdT0n8vo3k5CA78jNki8xeYORMrPkM37RT3pA0TQ11fsKi6CIsbPEX7WIWXfkn1m7cglt37mLFogXQ15PcJcM/is3CZbNzC2P3M+MTkZOWjoyoWORkZUHJQPR7UDLURXqYZPNXsrbBgq2yZUT7p6y6BrITxS/IkJMYj1wW0M9r6wybgSunocXTNiA7G9kxEYjdvABQUIKssjJ/jWaPP5AdXfzsux+hpa4qGHOKLJ4UE58IXQ31Yl/H2ptF3nfAVr1//yUCO45d/FeDQ1rq6mLHy5j4+G9m1ha1L+AkvP2OY/WsiTwvbj6dvHGWbZPN2C3YZgLsC5WTXJ8VbSOsDxedwfUr0tDQ5PWPKzRTjGGLyrAcguJoaet8s+gML68tKP/s6WPEx8VhUN+C2a9sFs7ObZtw1P8Itu7aV7r7qaRi9lMx8fgSm4DRu459u5+asg4BE3vDPC/Xu6qiAiz0tGChB5SzNELrxXvgf/sZBjYouLTyd+2vDLvaSny7jyt2gbD/YpviaGpo8M/+2/1s/E+9j662NqzMRY/ZLM1NcPnGLUiSNPfZ/O+4aF0Exzjav8w2S3qfwrNqhe9TzOfO3l9ce86vF7vyj10J6TljBp9swrCrJd+9fYsjvr4/HcytUKUObB0K0p5lZWYIZ+hq6RQceyXER8PCWvxvRnV1LcjKyiE+b7GzgtfEQFP722PkO9fPIyMjDTXrt4SkCL/jf9Dm2Wf8bZuP432hqCdPHiM0NBSTpkyXWJ1F6lKGjfcyiC6y2Fl0QhL0ilydURibjWthIKivk7kR3n+Nwo5T14XB3KLM9LX5e4VExkgsmCvNfVadj5Ws7RZtBzFi20HBWCna1tnr88tr57V51ha1C/Uh1j+sbEo/Vz0h/zXKmVuEnZ0dn4nKsGBqcrL4VS2LDoJsB79nzx5+/+nTpzwdQj6WQ5flu80PWrIDDzZDVhw205cFYLt06cJXZmUpGFh+2jZt2vCcsvn5cNkOkAVMGzVqhIMHDwpz9G7evJnn3BWH5c5lQWKWGiHf7dsl5xhl77ts2TLh4mn5aRbY+27fvp0HiNln5OXlJXzfwp8h+3sKfxZ/9znm/33FYYFbVq7w7XvSLLDL6hxtLHDnSUFeLPY33XnyHGUdiv/R5RVwCjuOHMOqaWPgbGtVbCA3JCyCB3s11Usn56mCvByczQxx63XB5Us5Obn8fjmrbxcGsDbQweGJvXFgQi/hrZ6rLTzszPn/jbTUYaqjyX9gF95mUlo6Hn8KQzkr8Zex/5CcbOREfIacWeGdqgzkzO1EZt+WSEYGsnrGyE3+NvjLFlHLDg/hKRkkjc2Yd7Czxf1HwSLt5sGjx3Bxcvzh7bJ+wwK5V2/cwtIFc2FsVHw+4H9T3M2H0G0gusCTXsMaiL0pWBAiNzMT8fefQq9B9YICMjLQrV8dcTe//6TTd2GzZj9/gKKdi8h7Kdq5IvOT+PEz88MryOsaCnPkMnJ6RshOiOXbEy2czgO5MiqqUHQoi/Rnkl2Ei405zlYmfLZe4bZz+/lblLMTzbFWEhbcYpdw/5vYImCOtla4l7d4Ga9HTg7uBj+Hm0PxB8fe/iew8/BRrPCcAGc70R8uJob6/MRZ/oJoTHJKKp69fgs3RzuJ99kH3/TZ4J/qs/8WVn9bOwcEP3ogUv/ghw/g6FSoLxTCHg9+KNp+Hz64Jyxfr0EjrF6/FavWbRHedHR10a5jF8yav1iy+ylTA9x6Eyq6n3oTwgOwRVnra+Pw+B44MLa78FbPxRoetmb8/0aaZUrsFxlZ2RKsu/T21/x2Y29nh4cPHxXUJScHDx8Gw9nJ6ZfZpvj3kYeDrTXuBT8ReZ/7wU/g6vjjuczdnB3w6Yto/v/Qz19hqC/ZE6dS3WfzvuMHD0XHS/ad/+h4WRrbLOl9Hj4q2j4fFts+2ePs+cLYhJn88izPOzuuLzoxhi0oJolFpFVU1GBobC68mZjb8ADss+A7wjKpKUl4++opbB0L8r4XJq+gACtbJ5HXsLqx+7aOZcWmWKjgUQcamtoS/ezt7Ozx6NFDkTo8evgQTk7iU9E5Obng4UPR48QHD+6LLX8m6BTfvo2NLUoD31dZGOP2y/ci+yo227acjel3b0ewHyp+vA+PTUBccgr0Sjgh+Lv1WRs7Bzx+eE/kfR4/vA9HJ/E58x2cXPH4kehY+ejBHf44Y2BkzAO7jx8VbDMlJRmvXz6Hg9O368WQ4snIykr97XdEM3OLYCkO2IJkM2bMQMuWLaGr++1ZTnFYIJflz2WpB1jKgsKpDNg2WR5blpSfnfliM1eXLFnCg55FXbx4kadjyJ+xyhY3Y6kVWE7eL1++8EXW2OtZagMWmG3evDmePHnCZ/SybbNF09jlQOKw92OzctkCZGzxNLbwGAtClzRTl9V93LhxPHUEG4Q9PDx47l82Y5h9Tvk5pFhqBxaAZiZNmsTTLbDn2MJsVatW/a7PkKVfYEFh9jmxhdHYYnOS1L1VY8xbvxPONpZwsbPGgRNn+aJmLevV5M/PWbcD+jpaGNFDkJ+MzcbdejAQc0YPhLGBLl+8h1FRVoKqsjL/fqau2IyX7z9h+eSRfIeUX4Yt+sN+HEpS77oV4bn/NFzNDeBmYQTvSw+QmpGJdnmLxrC0CgYaZTCmVS0oKcjD3lj0Bwtb3Iwp/HjPOhWx9cwtWOpp8eDu+lPXoa+hhgZukj2Aynh4GcqNuiI7IhQ54SFQcK8NGXlFZD4THIwqN+7G85dm3DjJ7yt6NEJ22CfkxEdBRkmF58yVVddG2tMiM2oUlCBvVw7pVwtWIpa0ju3aYMnKNXC0t+Wrf/sGHOOzzZs1asifX7R8NfR0dTCoX29hgv+PeTmmWBuJio7Gm3fvoaKsDFMTY2FqhfOXLmPujKlQVVVBTN7sBjVV1e86OfG95NRUoVYoEKFqbQaN8k7IiIlHWshXOM4fD2VTQzzqP5k//3GLDyxH9ITTwokI2XUEevWrwbhzc9xpM1S4jferdqL8jsWIu/cE8XeCYTW6L+TVVBCyW7CyrCQlXzkJzS5DkBn6Hpmh76BaqylkFJSQdvcyf16jy1DkJMQi6dRBfj/l5jmo1GgM9da9kHL9DOT0DKFWvw1SrxWsbM0Ct0xWZBjk9QxRpkU3ZEV+RWreNiWpZ5PamLXtEFysTOFqY459Qdf45dhtagkWc/DcehAGWhoY1VmQTofN6HOxNoWZvi7/gXAt+CVO3HiAqb3bCbcZn5SCsJg4RMYKTuB9+CqYEa2rqQ49Tcn9YOjWugnmr90GJ1sruNjb4MCxIKSlp6NVA0EKoblrtvLxcngvQVofL7/j2Objj9ljh8JYXw/RsYXGSxVl/uO4S6vG2H34KMyNDWFioIct+/2gp62NOlUku7BMx3ZtsWTlajjY2/E+6xdwlPfZpnl9dvHyVdDT1cVAkT4rOKnFAnFR0TF48+4dVJRVhH2WpUf6/LXghFFYeAQvo1FGHQYGkruSgWnbvhNWr1gMO3sH2Ds44WjAEaSlp6FR46b8ebYokq6uHvr0H8Tvt27bAdMnj4O/70FU9qiGK5cu4O3rV/hj1HjhzEF2K0xeTp7PAjQzk9ysaKZ3bXd4HjwLVzMDuJkbwvvqQ6RmZKFdZUGQarpPEAw0y2BM8xqC/ZSR6DGWunLefirv8ZSMTGw7dwf1XGz41SQszYLP9WBEJCSjcTnJzrqR5v7KdGzfFktXrIK9vR2cHBzgGxAoaPeNBe1+yfKV0NXVwcB+fYXt/tMn0Xb/9u07KKuwfZXJd21TUrq0bYmFqzfCyc4GTvZ2OHz0BFLT0tG8kSAdwoKV66Gvq4MhfboLF037kLefZfkrWd1fv/sAFRVlmBkLThx0btMSf0yeCa9Dfqhfqzqev3qDo0Hn8eeIwZA0ae6zHdq3w7IVK/PGSwf4BQTw77hJ40b8+SXLV/DxckAx7SY6OvqbdvN325QU9rth+YoV/HcXex//gAA+u5ZdhciwySjsd1z+YtJt27bFpMmT+SzbKh4euHTpEl6/fo3Ro0YJj8HYb5ftO3bwYzEDlmbh8WOcO3eOr3ciaWy/2KR1dxw9tANGJubQMzCF775NfIZhxaoFqUAWew5HpWr10ail4HdW07Y9sHX1HFjbOcPG3hVBR/cjPS0VtRu2Ftl++NcQvHr2AOM8i1+L5Ee1a98RK1cs5Z+9g4MTAgJ8Rdr88mVL+Gffr78gvUObtu0wZfKf8PU9DA+PKrh86SJPJzJy1BiR7bJA3NUrlzFwUMFxZ2no3bAqPHcHwsXCGG5Wpth7/hZS0zPRtrogr/CMXQEw0FLH6HYN+P3tp67BxdIY5nra/ETi1advcPzWY543l9c7LQObjl9GowpO0NUsg9DIWKzyPQdzfR3UcJHslRrS3Gdbt++CdSsWwtbeEXYOzjgecIi33fqNW/Dn1yxfwMfKnv0E33+LNp0wa8poBPr6oJJHdVy9fA7v3rzEsFEThX2oZdvOOOKzB8YmZjy46+O1Hdo6uqhSXfL5lgn51VAwtwgWHGU79nxsoa98bKGwwu7evSv8P1v8i+XFFYfNtF23bp3Y51jwtjB2wJF/0FHU5MmT+a0otpBa/mJqhbHFzopiM2rZ7Xuxma9sBq64v4ktvCYOyyV8507BGePCdu3aJXKfHWjlY5cy/ZOUEv9U4xoeiEtI5AHa6Dh2aa8ZVk4bDd28y4ZZmoTCZ+N9z1ziO71pKzaLbGdgp1YY3KUNImLicOWuYEZA70kF7YRZP2sCKrlKdhZYswqOiE1KxYZTN/jiZSwVwoYh7aGrLkjgHxabCNl/mFutf4PKPCA899BZJKamo4K1CTYM6cB/ZEtS1utHSFdRg1LVppBRU0dO5BekBG5DbqrgklaZMlqQLXRpPAvgKjfoxMvmpqUiJzIUKYfWISc2QmS7Cg6CVYwzX4nOtJCk+nVqIT4+Abu8ffiselsbayycO1OYZiEiMpJfepUvOiYWw0YXpAI55BvAb+XcXLFi0Xz+2NETp/i/E6Z6irzXxLGj0LSR4MBREjQruaH6OS/hfZdl0/i/IXt8ETxwKpSM9aFiXjCzO/VDKA/cuiyfCqtRfZAWGobHQ2cg6kzB7Pqvh05CUV8HDrNGQ8lIHwmPnuN2q0HIKLIomiSkB99Copo6yjTpCFl1TWR9+YTYHUuRkyQIjMixtBuF2k1OfAziti9BmdY9oTt2AZ+Rm3LtNFIuFlzGLaOsgjLNukBOUwc5KclIf3IHSacP8Rnkkta0ajnEJiZho/9ZRMcnwtHCGOvG9+eBHCYsOk6kz7LA0cI9AYiIjee5Zq2M9DFvcFe+nXyXHj7H7O2HhfenbtrP/x3StiGGtZPcQXejmlURF5+IrT7+fIEye2sLrJgxXpguITwqWqTufqcv8PFy+rL1ItsZ0KUtBnUVBLd6tWuBtLQMLN60C0nJKSjn5IAVnuMlnle3Xp1aiIuPx27v/cI++9fcWSJ9Vkakz8ZguEif9ec31meXL1rAH3v1+g3+nFbQXzdtE+z/Gjesj0njRH+M/qzadevzRZX2ee3i9be2scWsuYuElxVGRUaIjDnOLq6YMGk6vPfsgNeuHTAxNcVUz7mwtPr3c/Q1c3fgC6FtCLqFqMRkOJroY8PANsJF0cLikv7RfkpORgbvI2MR6HUCccmp0FJV4Sc0dw7vCLsigeDfub8y9erU5lc37fHex9sNOxZbMHe28DJZ3u5lirb7scL7h339+K1cWTcsW/TXd21TUhrUroG4hATs2HcIMbFxsLO2xNJZU6CTtx5ERFSUSJuPionBoHFThPd9/I/xm7ubM1YvmMUfc7a3xfyp47HFywd7DvjCyFAfIwf1QeN6kv+BL819tuA73lvoO54j/I7ZFXmyRdrNiNFjxLabpYsWftc2JaVu3bp8AT1vLy9+UtzWxgbz5s4VbfOFZmu5uLhg8qRJ2L1nD/89whawZpNTrKwKrrybMnkyf27J0qVITEzkAd2+ffqgZQtBsEnSWrTvw4NZOzf8hZTkJDg4l8eEmWugqFhwYj8i7DMSEwrSQ1St1QSJ8XHw27+ZL5TGUjJMmLXmm4XUrpwNhLauAdzcRa+4koQ6deshPiEe3l57hN/x3LkLCrWbb9v8xElT4bVnF/bs2gkTUxNM95wNqyJtngV5mbr1SnctlKaVXflCaBuPXUJUQjIczQyxYVR3vgga8zUmXmS8ZOP9X/tPIiIukf9GsjLSw4L+bfl2GPa3vv4cgaM3g/lCafqa6qjuYoM/WteFooR/U0lzn61ZpyES4uPg472DL1DGUiFMn7us0FgZLlJ3J5eyGDNxJny8tmHf7q0wNjXDpBkLYGFVECBv16kH0tPSsHntMiQnJ/HXzJi3TKQPEfL/SiaXXe9LiJSLfXQJ0ki7fF2kHd8EaaXcchgS1357IkEaqI9aipDXBZd8SxtzexccV/j1LxsXp2XmS4RPFsyKlDaGi72QfF3ys5D/LWo1OiD6yXVII123Gvj0+jmklYW9M168ldzK0P8mJ1szpAWIPyn9q1NuO1Lq++zHNy8hjSztHBH2ovRO0pcmI6cKUttf8/vshzevII2s7Bx4nlppZWNrixvPRXPOS4vqzhp4/fY7U6D9YuxtLZF6vmACg7RRadBbqvvs4zfhkEZl7X6NVHf/tbjFIyHttCZL53Hqz6CZuQQnTpzAtGmCGXtFFxtj6RIIIYQQQgghhBBCyP+XwlesEelBwVyCFi1a8BshhBBCCCGEEEIIIeTX9Xsu+0YIIYQQQgghhBBCCCFShoK5hBBCCCGEEEIIIYQQIgUozQIhhBBCCCGEEEIIIb8bGZrjKY3oWyOEEEIIIYQQQgghhBApQMFcQgghhBBCCCGEEEIIkQIUzCWEEEIIIYQQQgghhBApQDlzCSGEEEIIIYQQQgj5zcjIyvzXVSA/gGbmEkIIIYQQQgghhBBCiBSgYC4hhBBCCCGEEEIIIYRIAUqzQAghhBBCCCGEEELI70aW5nhKI/rWCCGEEEIIIYQQQgghRApQMJcQQgghhBBCCCGEEEKkAAVzCSGEEEIIIYQQQgghRApQzlxCCCGEEEIIIYQQQn4zMjIy/3UVyA+Qyc3Nzf2RFxJCCCGEEEIIIYQQQqRT4uoJkHbqY5bjd0Mzc8n/hWdvvkAaudiZIO3cHkgr5YZ9kHZkJaSRcsdxeP72M6SVs60pwif3hjQyXOyF4wqOkEYtM1/ixdtQSCsnWzOpHi+fvAmDtHKzM8LjN+GQRmXtDJEWtBPSSLlJf6n93PM/+6dvvkIaudoZS3Xdpb3dSOsxDju+kdb9VP6+6v6raEijig66Ut1nE+6dhrTSqNRUao9x2PFN8OsISKNy9gb/dRUI+WGUM5cQQgghhBBCCCGEEEKkAM3MJYQQQgghhBBCCCHkdyNLczylEX1rhBBCCCGEEEIIIYQQIgUomEsIIYQQQgghhBBCCCFSgIK5hBBCCCGEEEIIIYQQIgUoZy4hhBBCCCGEEEIIIb8ZGVmZ/7oK5AfQzFxCCCGEEEIIIYQQQgiRAhTMJYQQQgghhBBCCCGEEClAwVxCCCGEEEIIIYQQQgiRApQzlxBCCCGEEEIIIYSQ340MzfGURvStEUIIIYQQQgghhBBCiBSgYC4hhBBCCCGEEEIIIYRIAQrmEkIIIYQQQgghhBBCiBSgnLmEEEIIIYQQQgghhPxuZGX+6xqQH0AzcwkhhBBCCCGEEEIIIUQK0Mzc35S/vz+MjIxQrVo1/CouXryItLQ0NGvWrNTe48QxP/gfOYC42BhYWdti0LDRcHB0Lrb8tSsXsd97ByLCw2BsYoY+/YegkkfBZ+azdxeuXj6PqMhIyMvLw9bOAT37DISDk0up1N/n0l3sPnMTUQlJcDAzxJQuTVDWylRs2bMPXmD76WsIiYxFZnYOLA200bthNbSuWlZYpvyIBWJfO659A/RrXF2ydb/xBLuvPERUUiocjHQxpXVNlDU3/NvXnXz0BlMOnEV9Zyus6l3QNjwPn0fg/VciZWvYm2Nj/5aQtBNH/eFXqN0MHj7qb9vNPq+dBe1mwGBULtRu9nuzdnNB0G4UBO2mF283xW/zZ6hUbwS1Oi0gq66JrK8hSAjYg6zQd8WWl1FWRZmmnaHkVhmyqmrIjo1C4tG9yHj5SPC8ojLUmnaEsmtlyJbRQOaXj0gM9EJW6HuJ1lunVmXYTBgIzYpuUDYxwN2OIxAeeK7k19SpApdlU1DGxR5pIV/xZuFGhO7xEyljObwHbMYPhJKRPhKCX+Dp2HmIv/MYpeH4UX/4HzmI2Ly2M4S3Hadiy1+7cgl789qOibDtVBVbdsPalTh98hgGDhmBNu06Srzu0jxenjzmh4AjPsK6Dxw2BvYl1P36lQu87pG87qbo1X+YSN1vXruMoJMBePvmFZISE7BszTZY29pLvN4F9fdFYF79LYX1dymx/j7e20XqX9GjYAzPzc3FAe8dOHv6KFKSk+DoXBZD/hgPY1Nzidfd5/I97D53C1EJyXAwNcCUTo1R1spEbNmzD19ie9ANhETl7af0tdG7QRW0ruImLJOSnoFVARdx4fFrxCenwlRXE93rVkaXWhV++c/95rVLvN28y2s3S9dsL+V2w/psfru343225HbP+ux2YZ/t3X+osN1nZWVh357tuH/3JsLDvkJVTQ3l3Cuhd78h0NHVo7r/H/VZaT7Gkeb9VP73fHjvNpwPCkRyciIcncthwIiJMDYp+XsOOn4ER333Ij42BhbWdug3dDzsHAR1ZGPNoX3b8PjBbURFhkFDQxuVq9VGl15DoKpWRmJ1l+Y+ezDoMryPnUd0fALsLUwxsW8nuNpZii3rd/46Tly5jbchX/l9J2tz/NG19Tfl338Ow9r9gbj//A2yc3JgbWqEJWMHwEhPR+L1l+ZjnFNsrPTdLxwrBwwdW+JYeeMqGyu38bobmZihVz8xY+Xe7Th3+iiSk5Pg5FwWg0dMKJWxkpBfDc3MlQJsB1cawdybN2/iV8KCuadOnSq17bODs51bN6Jrj75YvmYL3/nN9ZyEuLhYseVfPHuCFUvmoWGTFli+ZiuqVq+FRfM98fFDQcDKxNQMg4eNwar12/HX0jUwMDTCHM9JiI+Pk3j9T919hmVHzmJoy9rwmToQjqYGGL7WB9GJyWLLa6qpYFCzmtjzZz8cnj4YbauVxyyvo7j27K2wzLmFY0Ruc3q3gowM0KiCk2TrHvwGy05cx9CGleHzR0c4Guti+M7jiE5KLfF1n2MTsOLkDVS0Mhb7fE0Hc5yb2kd4W9ytESTt6qUL2LF1I7r16IMVazfDysYWczwnl9huli+ej0ZNmmPF2i2oWr0mFs2bWaTdmGPI8NFYvWEbFi5dDQMDI8yeUTrtRqlcVai36oGkc36IXuOJzK+foD1wEmTUNMS/QE4O2oMmQ05bD/HeaxC1bBISjuxATkLB36vRaSCU7N0Qf2AToldORcarx9AePAWyGtoSrbucmioSgl/iyeg531VexcoMHoGbEX3xFq5Wbov3a3ej7Ob50GtcS1jGuHNzOC+ditfz1+NqlfZIDH6Bqse3Q1Ff8gfbV3jb2YSuvO1sgrWNLWaX0HaeP3uKZXltZ+XazbztLCzSdvLduH4Vr14+h46uLkqDNI+X1y6fx66t69GlR18sXbOV/1iY5/kn4kuo+8q8ui9bsxVVqtfGkvnT8elDwQmPtPRUOLmU5T8+S9u1y+ewe+t6dO7RD0vWbOM/kueXWP/HWLVkLho2aYmla7bBQ0z9/Q/vw4mjRzDkjwn4a8VmKCkr888kIyNdonU/de85lvmdx9DmteAzqb9gP7XhQAn7KWUMalode8b3xuEpA9C2WlnM2nsc154X1H2Z7zlcf/4Of/VpBb/pg9CzngcWHQrCxcevf/nPPT09Dc4u5fgP59Im6LMb0KVHP96OBX124t/0WUH9l6/ZhirVa2Hx/Bn4mFd/Vvd3b1+hc/c+WLZmCyZNn4svoSFYOHca1f3/qM9K8zGONO+n8h094o1Txw5h4IiJmLdsG/+eF80cV+L3fOPKWXhtW4OO3Qfgr1U7YWltx18THxfDn4+NiURcdBR6DhiJpeu8MWzsdDy6fwub1/wlsXpLc58NunEfq7z9MKhDM3gtmMiDuaMWbUBMfKLY8veevUaTGpWwccYo7JgzHoa62hi5aAMiYgraRGh4JAbPWQUrE0Ns9hyF/YsmY2D7plBUUJB4/aX5GIePldvWoXP3fli8ehtvuwtmTii27i+fs7FyDho0bokla7ajSrXaWLJgmkjdA47sw0k+Vv6JhcvZWKmC+TMnSHys/H8nIyMr9bff0e/5V/+LZGRkMGPGDFSoUAEODg7Yu3ev8Lk7d+6gQYMGqFy5Mn/+0KFD/PEPHz5AS0sLkydPRsWKFbFu3Tp8/vwZnTp1QtmyZVGuXDl4enrysomJiRg8eDCqVKnCHx8yZAgyMjL4c/Xq1cOff/6J2rVrw9bWFsOGCX5MnDhxAoGBgVi6dCnc3d2xbdu2YusfHx+PQYMGwc3NDeXLl8eAAQP440lJSfz/7HF2mzOnINjC3pcFi/Oxeu/atYv/v1+/fhg6dCgaNmzIP48OHTrw+j58+BCbNm3inw+r09y5cyX8TQCBfofQuFlLNGzcHOYWVhg2cjw/aDoXdFJs+WOBR1ChUhW079gN5haW6NF7AGxs7fksgHx16jVC+QqVYGRsAgtLa/QfPAIpKcn4+L4gYCopXudvoUNNd7SrXh62xvqY0b0FlBXl4X9dMFuyKA8HSzR0d4KNsR7M9bXRs0EV2Jsa4MHbEGEZPc0yIreLj17Bw8EKZnqSDcp5XQ1GBw9ntKvkBFtDHcxoW0dQ93svin0NO6s97cA5DG9UGWY66mLLKMrJQU9dVXjTUFGCpAX4HUKTZi3QsImg3QwfOQ5KSkrFtpujAb6oyNpNJ0G76dknr90cLegTdes3FGk3A4YM5+3mw/viZ8v+KLXazZF6+yLS7l5BdsQXJPrtRG5mOlQ86ogtr1K5LmRU1RC3ZxUyP75GTmwUMt+/QNbXT4IC8gpQcvNA4gkfZL5/iezoCCSf9UN2VDhUqjWUaN0jT1/Gq1mrEB5w9rvKWw7phtT3oXg+aTGSXrzDxw17EXbkNKzH9BOWsR7bHyHbDyJ0ty+Snr/F4xGzkJ2SBvN+kp/ZGuB3mLedRk2awYK3nbG87ZwNOlVC2/FAh05d89pOf9522OzewqKjIrF141qMnzgN8nKlc4GNNI+XR/0OolGzVmjQuAWv+9CRE/LqfkJs+eOBh3nd23XsDjMLK3TvPRDWtg585ku+eg2a8h+tbKZQaSta/yF59T8fdFxs+ROBh+FeqQraCus/KK/+vsJZK8cDDqFj1978Rxz70T1qwnTExkTj9o2rEq2714Xb6FC9PNpVKwdbYz3M6NoMyooK8L8RLLa8h70lGpZ3hI1R3n6qngfsTdh+KlRY5uH7z/yKElbWVFcLnWq68xm/Tz4KZkn9qp87U7dBUx7g+3fajWifHZrXZ88X0+7z+2y7jt1gxvssa/f2wnavplYGsxcsR83a9WFqZgFHJ1cMGj6Gz9yKjAinuv+f9FlpPsaR5v1U/vd8MvAg2nfph8rV6vDA1ohxMxEbE4W7Ny8X+7rj/j5o0LQN6jVqBTMLawwcMQmKSkq4eOYYf97c0hbjpv2FSlVqwdDYDG7lK6Nr76G4f/sasrMlM0FImvvsvhMX0K5+DbSpVw02ZsaYOrALlJUUEXhJ/CSn+SP7onPj2nC0MoOVqSFmDOmO3Nwc3HlScHXghgPHUcPdBaN7tIWjlTnMDPVRt1JZ6GiK//3yux7jHPM/gIZNW6N+45Ywt7DmAVhFJWWcP3O82LoLxsoeMDO3Qrfeg2Bj68Bn9xaMlQfRsWsfeFSrzfvQyPGCsfLOjSul+rcQ8iugYO6/FNB98OABn3U6atQoHqyNi4vjgVcWvLx79y7OnDmDCRMm8KBtfhDV1dUV9+/fx9ixY9GrVy9UqlQJjx8/RnBwMEaPHs3LsdewYO3t27fx6NEj5OTkYPXq1cL3fvv2LS5cuIAnT57g9OnTuHHjBlq0aIE2bdpg4sSJPIjKgrXFYe+tqKjI35Ntf/HixfzxefPmIT09nT9+69YtHrw9cODAd30e7D2PHj2K58+fIzw8HEeOHOEBXBZs7tmzJ39+5syZkKTMzEx+QFC+0E5KVlYW5dwr4uWLp2Jf8/LFM5HyjHtFD7wqpjx7j6CTx/ilQWxWhkTrn5WN55++opqjdaH6y6CakzWC3xf86C0O29ndevEeH8JjUMnOQmyZ6IQkXHnyBu1rlJd83b9EopqdmWjdbc0Q/Kn4A7TN5+9Bu4wKOlQu/rKhu++/oN6CXWizYj/m+19GXEpaqbSbckXaDWsXrH2Iwx4vV6GiyGMVKnkU284Ktxtra1uJ1p/NspU3tULG60LvnZuLjDdPoWAhvo0quVRE5sc3UG/XF3oz1kF33EKo1m/NBjL+vIysHGTk5FjFRV6Xm5kBRSsH/Je0qrkj6vwNkcciz1yFdjV3/n8ZBQVoVnRF1LnrBQVycxF1/jq0qlUopTGnYpG2U7HEtsN+RBZWoVJlkfJsjF+5bBHad+wCC0sridb5/2G8LK7PsvvF1YU9Xk5M3Yv7W0sTqz+7JL+ce2WR+pflY84/qX8V4d8bEfaVX85YeJvshzO7JPPViyeSHetDwlDN0Up0rHe0QvAHwbHN3+6nXn7Ahwi2nyq4PNLd2hSXHr9GeFwiL3P71Ud8jIhFdSerX/pz/zcJ2v1Lse2+uPFGXP0rVKxSbHmGXe7PjmnVykjuUm1prrvU91kpPsaR5v1UvojwL4iLjYZboe+ZpUGwdXDB62K+56zMTLx/85IHaAv/3W7uHnj98kmJ7V9FVQ1yEjgBLM19NjMrCy/eh6CKm6NI3dn9x6+/L1VYWnoGsrJyoFFGVXhcdu3hU1gYGWDUwg1oMmwa+nkux8U74k9i/q7HOAVjZdG6Vy6h7k9ExkGmPB8rBW09IlwwVpYtMlbaOTr/J8dwhPzbKGfuvyA/WGpjY4M6derg8uXL0NPTw7t379C8eXORsi9fvuTlFBQUeAA3fxbs1atXeTA2n76+Pv+XBVFZgHbFihX8fmpqKuRYoCVP165dec4ndmMBUxbcrV79+3OhHjt2jAdr2WBb+H3Pnj2L5cuX88fV1NTQp08fHpBm7/d32rdvD1VVwQ6QzShmdfpeLIDMboWxGQR/JzEhnu9sNbVEZ5xqaWnjc0jejMMi2M5BS0z52FjRS0Hu3L6BFYvn8npp6+hi9vxl0NDUhCTFJqUgOycXuhpqIo/rqqvhfXh0sa9LTE1D42lrkJmZzX9UT+vWDNWdbcSWDbz5GKrKinw2r0TrnpImqHsZFdG6l1HB+0jxl63d//AVfndf4OCoTsVut4a9BRq62sBUWx0hMQlYe/o2Ruw6Dq9h7SGX115/Vn670dIWbQesHYX+g3ajKa7d3LqB5YsFJ0W0dXQwZ8FSibcbWVV1HnjNSYoXeTwnMQGK+uJzWMrp6EPR1hlpD28gbucyyOkaQqNdX8jIyfMZuLkZacj4+BpqDdshK+IL37aye3UoWNojO1ryM57+CSVDPaSHR4k8xu4raKpDVlkJCtqakJWXR3qEaJ9JD4+GmqP4fvGjEoppO6xthIYUzI7/H3t3ARbV0sYB/I8ooEh3d9qECnZhi93dndcWu6/drYiBhaSB3V0YWNiFdAmo6PfMLCws7BrXw73u5/t7nvPI7s4eh8OcmTlz5ryDH6pzRI9OMgF7/Hkd38S7JQqLPNeXorxnST0Hv5V3ab8re//flpP/gvnR/s6xlwwTopEn/wkJovJesB7TFvR3TEj7hXZq0ko+GMzbqbZe8HDMvXHJYu5O9z8EL5+VKFqkCBSKKGBK+wYyb0z+Lsf93yRuq/Ll5/vn7I/nnz2y6rd5HarWqIMSJST/xn9q3uX9nJXnPo48t1M5WLzbnL/rj/6dk5MTReVNq+B33rx6Lv07SYnYv2sz6tRvhj/9nE1MSeNP/uWfMcteP3vzY31YFhdXV0tdPCAcn5yKDxmZ8A05igFtGmNwh2a4EBGJMUs2YvWkwXB1Ei72rDz3cXLryoLl4LWMsivKe/5ypo3E7JAi7GaI6D0tmWkI+X9Gg7n/AXaXkc0uYTNvz5/PM0MsG5u5ywY7cwZQv4Xth81sZSELpFFRURH/zAYACiP+bs7vlIMNHGdlZYlfs0XNhMrTnDlzJEI6MFOmTOFB/f8rZcqWx6LlG/jgzZFDoVgwdxrmLVpVoGH5L6gqK2P3+N58ARk242nhvqM8hAILwZBf4IVbaOReGsrF/ttqIS3zIybuOY4pLWpAS1VyADivhuVyZ0nYGerwRdUaL9iBq0/eoFKeWcC/qzLlymPxivW83IQfCsPfc6Zj/uKV/325UVDAl7RkJO/byGetfn79DGkaWihRvTEfzGWS/ddAvU0f6E1ajq9ZWfj85hkf/C1mWjgzRYnI40cPERIcgEXL1kjUufLkd64vyX/YTo3rmdtO7T8OU11NHlaB2Xn6GiKevcHSvq1grK2Ba49fYvaeI9DTUENlAWfnEtlYP23BnGn4iq/oN2gE5Ik8512e/bZ9nP+wnTp78jA2rJwvfj1m8gIUNhYiYv70v2BiZoVWHWU/ifk7+Z3P2S3BR3DkwnWs8RkCZaVi4mtxhoVV6NioFv+ZhWSIePgUAUfPCTqYS0ihKSKf1xV/Ogqz8C/YvHmzeJD2zJkzPCyCp6cnnj59yme45mDhBXLi3eZVsmRJPqOXzYTNERMTw/9t3rw5D32QMyDK7i4/fvz4u3lSV1fnoRy+h4VjWLBgAb8Dm/f/rVu3LjZu3MgbsLS0NPj5+cHLy4t/Zmtry2fzMux3ZLOKf8SP5Gn8+PE8Td6Nvfc9auoafHA8f4B1FqhfM9/d7Rzs/fyB/NlrrXwzGFRUivOVQR0cnTF4+Bg+QC0rbtE/pVWyBBSLKCAuWXIRGbaojG6+WVB5sVlO5vracDQzRLe6lfnCZhsPF7yBcP3xCzyLjuMxeYWmVUJFlPd8i52x1yzObX4v45LxJiEFQ/0OwmXSWr6F3HiIk/ef8Z9fxkkvI6ba6vz/ehGXLFjec8pNYr5ZG6wcsZkmP1pukr5TboYMH83LzdHD0uO8/VNfPqTwwdYiJSVnlBRRU0dWivRZ0V9SkvA55h0fyM3BZuAqqmvysA1MVvx7JKydhehJvRE7ZxjiV0zlM4Cz4kT1w3+FzcJls3PzYq8/JaXgS0YmPsYm4Mvnz1DWl1w0TNlAB5nvJGf0/ip1GWUn8SfLjqjOEaW/d/c2khIT0btbB7RoUo9v799HY/OGNejTvaNgeZfn+lKUd0Wp5+C38v4zv2thysl/wfzEf+fYx8v8fbW0ROW9YD0me5//hJbqL7RTelpwNDVAtzqVULe8AzaGi2IXZnz8hGUhp/BXi9qoWcaOx8rtUMMV9V0c4Xtc1M/4XY/7v0ncVuXLz/fP2e/nnw+szJ2KmJhoPkNR6Jmt8px3eT9n5bmPI4/tFIthO3epr3hjvwOTs3DZj/yd1dU1ReUt4fvfSf+QhrlTRqB48RIYOXEOn2zzp5+zmmqq/Om9/Iudsdc6mt+Ob+sXegy+wUexfPxAvmiaxD4Vi8DKxFAivZWJAd7FSV/Y60/s4+TWldLKgc438p6/nOXO8s75XsHzuuBMcEL+H9Fg7r+AzVJlC5yxwc5ly5bB0tKSdxzCwsIwe/ZsvrCYs7Mzxo0bJx40zY8NlrLYumw2LwuXwBZFYxYvXozixYvz99gCaGxhMTZo/D1dunTB7t27eb6+tQAa2z97zIgtvMb+jwkTRKuKsgXYWCgI9n6lSpX4oG/btm35Z2PGjOFxetlnbKCVff4jWPgFNqD9rQXQWEgFNuibd/uRMAssrza29oi4eV38HjvWt29e50H2pWGduIhbuemZWzeuwV5G+tz9fuVxgYRUrKginMyN+KylvP8Pe13W6sdnoX75+pXHi8pv//lbcDY3hIOpAYTG826sh0uPX0vmPeo1ypoX/P+s9DSxd2hb7BrcRrzVdLSEu5UJ/9lQQ3rsrOikVCSmZ0BPvYRwec8pN7ckyw0rR6x8yCw3ecoZc/PGVZnlLO9+P30qeDPnl7BZs6+fQck2T14VFKBkWwqfXki/6fPp2UMU1TEQx8hlFHUNkZWcwPcnmTiTD/4qFC8BJfsyyLwn+Xv/2xIv3oRO7coS7+nW8UTCxZv856+fPiHp+l3o1s4TakZBATq1PJB48YagecktOzfylZ0bP1l2ronT16xdF0tXrseSFevEm7aODpq3aospM+cJn3c5rC9z8n775rUC56ysvLD3I27lpmcifuCcLQws/9ZS8v+tY8/yf7vAsb8i/n31DY34BdHtPL8jm6316EEk7B1LC1vXmxni0sN87dTD5yhrmXvh+zPt1OesL3wrkm8mOhtIYOl+5+P+bxKVe4cC52zEzdz648fyf1Uifc7Ayts3r/jiRDmDT5T3/5NzVo77OPLYTrGYtYbGpuKNLV7GBqPu3Loq8XeOengPdjL+zkWLFYOVrQPuREiWt7u3rsLOobTEfuZMHo6iRYvhr0nzoaQk3ALB8nzOFitaFI5WZrhy96FE3q/cfYAydrnhffLbGnIUG/cfxrKx/eFsbV5gn+y9528lwzS8eBsDI11hBxTluY8jrivz5IWfs7dkn4Osvsv7u+bkPace1DcQ1ZV38qRhZf/xg8j/pA9HyL+Nwiz8C9giZWzBsPxcXFxw/PjxAu+zwV62QFpexsbGPJyCtFm7OQO7+Z08eVLi9d69e8U/u7u74+7d7wcGZ4OlbAautP9306ZNUr/DYv5euXJF6mdbtmyReM1m/eawsrLiC8UVlmYt2mDZormwsbOHnb0TQoP28hAQdeo14J8vXTgb2jp66NK9D3/dpFkrTBo3HEEBu+HqXhlnTx/nAf8HDBnFP8/ISMfeXdvgXqkKn8GQkpSEA2GBiI+LgWfVGoLnv0vtSvDZGoxSFkYobWGMbScuIz3zE5p7lOWfT9wSDH1NNQxrLnrEZ+Ohc3C2MOIrhH/8lIUzdx8j7NIdTOwg+n1zpKZnIvx6JEa1rCN4nsV5r1oWPntPoJSpHkqb6mPbuQikf/yE5i6ieFMsrIK+uiqG1a/EwzzYGUp2ftSKK/F/c97/kPkJa45fRd1S1tBRK45XcclYfOgizLQ14GmXu3COELxbtMHSRXNha+cAO3tHhATtQ0ZmbrlZsmAOdHR00aWHqNw09W6JiWNHIDBgN9zcK+PMqeOIevQQA/OUmz3+21GxsiefcZmcnIyDoazcxKJKNeHLTdqZg9Bo2xefXj3Fp1dPUKJqfSgUU0bGVdFKyept++FLcgJSD+3mrz9cPIbinvWg1rQzPpw/AkVdA6jWaob0c+HifbKBW4bN4C2qa4CSjdrjc8xbpGfvUyiKqiWgmicuZgkrU6iXc8TH+CRkvHwLh5kjoWJigFs9xvLPn6/zh8XATnCcMxovt+yDbq3KMGrTEFea9RPv4+mSzSi3aR4Sr91B0pUIWA7thqKqxfHSN3cFeqF4t2iNpYvmwZbXObllp269+vxztpAZKztde/SWUXZO8LIzaMhI8WxftuVVVLEoL0empsKWe3muL5u2aIvli+bAxs6RH3eW98yMdNSuJ4pRv2zhLJ73zt1F4XkaN2uNyeOGIjhgF1zcK+Ncdt77D/lLvM+UlGTEvo9GfLwoPtub16K4x+wigsVUFDr/K3j+HWBr78RXtWf5r1WvkTj/rNx06i4q142atcYUnn9/uLp74OzpY3jC8z+af85CcjT2boN9/lthZGzKB4r8/TbyfFf0qCpo3rvUqgifbaEoZc7aKSNsO3kV6Zkf0bxydju1NUTUTjWryV9vDL/AbySa6Wrh4+fPOHM3CmGX72JiO9E5UrK4MtxszbAo6ASUlYrCSIuFWXiB0Mt3+Gzd3/m45y03bHV65s3rF4VYbtrwci9qq5wQwst9hrjcs3OW5T+n3LNz1mfcMAQF7JI4Z/tnn7NsYOXv2VPwJOohJkyZgy9ZWXyFcKakmjq/MKe8y/85K899HHlup3L+zg2btUXgLl8YGptB38AYe7atg5a2LtwqVxenmzlxCNw9aqB+E9E6Eo2bt8fqxTNhbesIW3tnHAzaxc+XGnWbSAzkZmZmYNSoKUhPT+ObeGZvnrVV/sRzloVCmLZmG5yszVDKxgI7D55EesZHNK0hmnw0ZZUf9LQ1MLi9KMawb/ARrN17ADMHd4ORng5iE0VPAJZQUeYb06VJHUxYtgUVHG3h5myHC7ciceb6HayZNARCk+c+TpPm7bBy8Wyed4m6sq6orly+cCa0eV3ZX5z3KeOGICTAHy7uHjh3+hiiHt9Hv8F568q22MfOIRNTPri7a9sGnmd3j2qC5ZuQ3xUN5pI/RtXqtZGclAT/bVv4gkJW1jaYPH2e+DGTmJj3UFDInazu6FwaI0ZPwg6/TdjmuwFGJiYYN2kGLCxFd27ZoyJsIaMTx6bw/aqpq/NOzaz5y2BuIfvu7j/VwM0ZCalpWBV6CrHJaXwW7arB7aGjLpqp+i4hiT+umoMNls72P8RXAGcDpFYGOpjV3ZvvJ69D1+7yR+obuhfeHcwGZW2RkJaBVUevIDblAxyMdLGqR2PoZIdZeJeY8lOhetjv+fBdHIKvP0BKxkfoq5WAh50ZBtV1h1LRX++k5lW1Ri0kJSdip99mHsaElZsp+ctNEclyM3LMRGzfugnbtmyEMSs3PtMlys3rVy8wb9ZhJCcl83JjZ++A2X8vLZRykxlxCSmqaijp1QpF1DTw+c0LJGz6G19SRZ1RRU0diZAKX5LikbhxPko27QSd4bP4jNwP5w7jw8lQcRoFleIo2aAtFDW08eVDGjLvXEHq4T3Al3wzd3+RhmtpeBzzE792XiB6MuDl1gBE9BoPZSM9FDczEn+e/uwVH7h1XjgelkO6IuPVO9zuNwmxR3JDvbzdcxBKetqwnzIUyoZ6SL4VictNeuNjvkXRhFCtRi0ec2+H35Y8ZWeuuOzExryXOGednEth1JiJ2LZ1E/y2bOJlZ3yesvNvkuf6skr12khKSoT/tk188Qwra1tMmv63xHHPn/fho32w028jtvuuh5GJKcZMmgVzy9xF8a5cPIeVS+aKXy+aJ4rd3rZjd7Tr1EPg/NfhC9bk5N/S2hYTpy/Ik/9oiZmqjs5lMGz0ZPj7bcAOGflv3rojv9Beu3wB0tJS+XcmzVgg6GwtpoGrE1+wc1XYGcSmpMHBRB+rBrYTL4r2LiFZIu+8ndodLtlOdW3K95NjXg9vLA0+hfG+IUj+kAEjLXUMblIdbapW+O2P+1VebuaIXy/OLjdteLnpWQjnbCJ2btssLvc+0+d/I//snPXBDl7uRefs2EkzYZGdfzaAdeXSOf7zqCGSsTanz1mM0mWFO/7ynHd5P2fluY8jz+1UjqatOvO/84YV8/AhLRUOzmUxbtoiib9z9LvXSEnOneTjUa0uL297t6/n5c3C2o5/J+f3fhb1AI8fiCbsDO8remoyx7IN+6BnkNtv+hPPWS8PFyQmp/IB2rjEZNhbmGLZuAHQ0VDnn7PQCGyhzRz7jp7jC3SOXSI5ialPywbo21o0CFnLvRzG92qLLUFHsdB3H8yN9TFveE+Ud7SB0OS5j5NTV+7atlFmXZn32Ds4sbpyCnb6rceOrev4za0xE2dL5N27VUd+I2bt8r/5OcTqSrZPoevK/3d563kiPxS+5kTtJn+sAwcOiMMn5MVCJLRr1w7y4N7jN5BHzrbGyDi2FfJKpU5XZOxbDHmk0moEIqNyQz/IGycbE0SP7QJ5ZDDPD2HFRLOy5U3jTw9wP+oV5JWjjalc15d3Hr+DvCpta4jbj39stezfTRlbA2SEi+L/yxsVrx5ye9xzjv3dx28hj0rZGsl13uW93MhrH4f1b+S1ncppq64/FP4G8b/BxV5Hrs/Z5GuHIa/UXevLbR+H9W8iHr2HPCprp/9fZ+G38GHjZMi7Er2kh+n8f0YzcwkaNWrEN0IIIYQQQgghhBBCyO+L5lMTQgghhBBCCCGEEEKIHKCZuYQQQgghhBBCCCGE/GnyxLgm8oNm5hJCCCGEEEIIIYQQQogcoMFcQgghhBBCCCGEEEIIkQM0mEsIIYQQQgghhBBCCCFygGLmEkIIIYQQQgghhBDypylCczzlEf3VCCGEEEIIIYQQQgghRA7QYC4hhBBCCCGEEEIIIYTIARrMJYQQQgghhBBCCCGEEDlAMXMJIYQQQgghhBBCCPnTKCj81zkg/wDNzCWEEEIIIYQQQgghhBA5QIO5hBBCCCGEEEIIIYSQ/3srV66EpaUlVFRUUKlSJVy+fFlm2i1btkBBQUFiY9/L6+vXr5g8eTKMjIxQvHhx1K1bF48ePSrU34EGcwkhhBBCCCGEEEII+cMoFCki99vP2LVrF0aOHIkpU6bg+vXrKFeuHOrXr4/379/L/I66ujrevn0r3p4/fy7x+fz587Fs2TKsWbMGly5dgqqqKt9nRkYGCgsN5hJCCCGEEEIIIYQQQv6vLVq0CH369EGPHj3g7OzMB2BLlCiBTZs2yfwOm41raGgo3gwMDCRm5S5ZsgSTJk2Ct7c3ypYti61bt+LNmzcIDAwstN+DBnMJIYQQQgghhBBCCCFyJzMzE8nJyRIbey+/jx8/4tq1azwMQo4iRYrw1xcuXJC5/9TUVFhYWMDMzIwP2N69e1f82dOnT/Hu3TuJfWpoaPDwDd/a569S+MqGkQkhhBBCCCGEEEIIIX+MdL+ZkHfzoj5j2rRpEu+xMApTp06VeI/NljUxMcH58+fh4eEhfn/MmDE4deoUD5GQHxuQZfFv2YzbpKQkLFiwAKdPn+YDuqampnxfVapU4ftmMXNztG3bls/oZWEdCkPRQtkrIf+y9JM7IY+K1+yAjH2LIa9UWo1A+o45kEfFO45H4s2TkFea5Wsi7XwA5JGqZ0vcj3oFeeRoY4qwYg6QV40/PUDs5F6QR7rTNyI68hrklYGTK6KePIE8srG2RtqFwntMrDCpejRHypUDkFdq7o0Qd+c85JFOaU98OLMH8qhEtTZy207ltFUpVw9BHqm5NUDijeOQV5oVaiP0+mfIoyYuRfEoSjIOpLyws7FAwq1TkFda5Wog9WIw5FHJys1w+3E05FEZ29xH5f9oCvL/wP748eN5HNy8lJWVBdk3G/TNO/Dr6ekJJycnrF27FjNmzMB/hQZzCSGEEEIIIYQQQgghckdZWfmHBm91dXWhqKiI6GjJGxDsNYuF+yOKFSuGChUq4PHjx/x1zvfYPvLOzGWvy5cvj8Ii/0PwhBBCCCGEEEIIIYQQIoOSkhJcXV1x7Ngx8Xtfvnzhr/POvv2WrKws3L59Wzxwa2VlxQd08+6TxexlIRt+dJ//BM3MJYQQQgghhBBCCCGE/F8bOXIkunXrBjc3N1SsWBFLlixBWloaevTowT/v2rUrj6s7Z44onOT06dNRuXJl2NraIjExEX///TeeP3+O3r17889ZXNzhw4dj5syZsLOz44O7Pj4+MDY2RvPmzQvt96DBXEIIIYQQQgghhBBC/jRFFPAnadeuHWJiYjB58mS8e/eOh0I4dOgQDAxEMZRfvHiBIkVygxgkJCSgT58+PK2Wlhaf2csWPXN2dpZYQI0NCPft25cP+FatWpXvU0VFpdB+DxrMJYQQQgghhBBCCCGE/N8bPHgw36Q5eVJykfTFixfz7VvY7Fw2g5dt/xaKmUsIIYQQQgghhBBCCCFygAZzCSGEEEIIIYQQQgghRA5QmAVCCCGEEEIIIYQQQv4wCgo0x1Me0V+NEEIIIYQQQgghhBBC5AAN5hJCCCGEEEIIIYQQQogcoMFcQgghhBBCCCGEEEIIkQMUM5cQQgghhBBCCCGEkD9NEYX/OgfkH6CZuYQQQgghhBBCCCGEECIHaDCXEEIIIYQQQgghhBBC5ACFWSCEEEIIIYQQQggh5E+jQHM85RH91QghhBBCCCGEEEIIIUQO0Mxc8kfxP3EZvkfOIS4pFfamhhjbviHKWJlKTXvs+j1sPHgGL2Li8TnrC8z1tdG1nieaVC4nNf3M7SHYe/oa/mpTH53rehRO/i/cge+Zm4hNTYe9oQ7GNa2CMmYG3/3ewVuPMW7XUdRyssSSLg3E7/vsPY7g6w8l0nramWF1j8bC5/1yJHzP30Ecz7s2xjashDImet/93qE7TzBu32nUdDDDkvZ1xO+z/Sw5ehUXo94gJeMjXCwMMLZhZVjoqAue9z2HT2B7yBHEJSbBzsIUo3q0RylbK6lpA4+dwYHTF/Hk5Rv+2tHKHAM6NJdIv35PCI6cv4LouAQUK1qUp+nfvjlK20nf56/adewCth48LSr35oYY06kZSlubSU177OodbAo7iZfRcficlQVzA110blAVTTxdJNLsO3kJkc9eIyktHTunDYGDuXGh5D0sJBCB+3YjISEellY26DtgCOwdHGWmP3fmFLb7bcb76HcwNjZF15594OZeSWraVcsX4/DBUPTqOxDNmrcSNN/aVd1gPaoXNFxKQ8VYH1dbDUR08LFvf6d6RTgvGIeSznbIePkWj+esxqut+yXSWAzoCOuRvaBsqIfkiPu4O3wGkq7cRmFQqVgLxas0QJGSGvgc/RJpYTvw+fVTmekVVIqjRJ2WUHZ2gUJxVXxJjEPqQX98epSbvyJqmijh1RpKdmWgUEwJWfHvkbp/Ez6/eS5o3gMOhMN/fyjiE5NgY2mOYX26wdneVmrapy9eYeOOPXgY9RTvYmIxuGcXtG3WsEC6mLh4rNm6E5eu30JGZiZMDA0xfmg/ONpaQ2ghISHYt3cvEhISYGVtjQEDBsDBwUFm+jNnzsBv61ZER0fD2MQEPXv0gHvFiuLP09PTsXnzZlw4fx4pKSkwMDBAM29vNG4sfF2/6+j57PomBfbmRhjT2fvb9U3o8Xz1TXU0qZJb33z9+hVr9h/B/lOXkfIhHeXsLDGhawuYG+qiMOw+chZ+Ycd5/u3MjTG6a0uUtrGQmnb/iQsIO3MFUa/e8ddOVqYY2LaxRHq3ziOkfndo+6bo2qS2oHnfd/AYtgcd5OXe1tIcI3t1grOd9PIZdOQUDp06hycvXvPXDtaW6N+plUR6duw3+Aci+OgppHz4gLIOdhjdtwvMjA0htF3HL8L38FlRO2VmiLEdmqC0tYz+2bW72HjgFF6+j88uNzro4lUFTTwq8M8/fc7CqsCjOHv7IV7FxKNkcRVUcrbB0FZe0NcUvo8gz20Vszv8THaZT4aduQlGd2slu8wfP4+ws1cQ9fItf+1kZYaB7ZoUSP/09Tss8w/B9cjHyPryBdYmBpg/rCcMdbUFzfuewydF/TOed9Y/a4dStpZS0wYeOyvqn73K0z9r31xm+rkbdmD/0TMY3rU1OjTK7X8KiZ1jh/euwMXje5GelgIrhwpo1XMy9IykH38mKvIqToZuwqsn95CcGIPuI5ehjLtk/jIz0hC2czHuXD2OtJRE6OiboGr9zvCs106wvIeGBCNg3x5e5q2srNFvwCA4fKPMnz1zGtv8tojaKWMTdO/ZG+7uue0U8/LFC2zevAF3bkcgi53b5hYYP3Ey9PX1IbS9h05gW0i4qL5kffueHWT37Y+ewcHTF8R9ewdr1rdvIU7/+fNnrPEPwoUbt/H6fSxKligO9zJOGNixJfS0NQXP++6j57D14ClRO2XG2tnmKG1jLjVtwMlLCDt3LbedsjTBoNYNJdKz/SzbHYaLdx7xdtbFwYrv09zw+9dpP+tgaACC9/kjMSEeFlY26NV/GOwcnGWmP3/mBPy3bURM9DsYGZugc4/+cHH3kDiHdm3bhKOHQ/AhLRUOTmXQd9BIGJlI73cQ8v+EZub+4RQUFJCYmIjfAcvH3LlzC23/h6/cwcK9h9GvcU3snNgP9qYGGLhsG+KTU6WmV1ctjt6NqmPr2N7YM3kAvD0rYIpvIM7ffVwg7fEbkYh48gp6mmqFlv9DEY+x4MB59KvjBv9BreBgpIMBm8P4oOa3vE5IxqKDF+BiaST18yr2Zjg2vqt4m9e+ruB5P3znKRaGX0G/GuWxs18z2BtoY+C2I4hP+07eE1OwKPwqXMwlB6xZwz1i13G8TkjF4vZ14N+vGYw0SqK/32Gkf/wkaN7ZoOvSrXvRq1Vj+M6dyDt8w2YvQ3xSstT01+8+hJenO1ZNHokNM8ZCX0cLQ2ctxfv4BHEacyMD/NWjA3b8PRnrpo2GkZ4Ohs5agoTkFAjt8KUILPIPQ1/vOtgxdTDv9A1auElmudcoWQK9mtTClkkDsGvGMDSr6oppG/fh/O3cQf/0jx9R3s4SQ9sUHPAS0plTJ7Bp/Rq069gVi5avgZW1Dab6jEViYu6xzCvy3l0smDcTdb0aYvHytajkUQVzZkzG82cFByAvnD+Lhw8ioa2jUyh5V1QtgeSIB7gzdNoPpS9uaQr34LWIO3kJZ9288XS5L8qsnQndelXFaYzaNITT3+PxaOZKnK3YAikR91EpbCOU9IS9OGaUSrtDtUE7fDgZjMQ105D17iXUu46AgqqMOk5REerdRkFRSxfJu1YjYdlEpAT74kty7t9KQaUENHqPB7KykOy3BAnLfZB2aDe+pH8QNO/Hzl7Ayk3b0L19S2xYNIsPav01bS4SEpOkpmcDs8aG+ujXtT20taRfdKWkpmLQuKkoqqiI+T5jsHX53xjUoxPUVFUhtFOnTmH9unXo2KkTli9fDmsrK/hMmiSzrb537x7mzZ0Lr/r1sXzFCnh4eGDGjBl49uyZOA3b37WrVzF6zBisXbcOzZs3x+pVq3Dx4kVB83740i0s8g9F3+Z1sGPaUFF9s2Cj7PpGtTh6Na2NLT4DsWvmCDSr5oZpG/fg/O0H4jS+B05h55FzmNCtBXwnD0ZxZSUMWrgRmQLX9Uz4xRtYvD0QfVrUx7aZo2Bvbowh89YiPkl63Xwt8jHqe7hgzcRB2Dx1GAy0tTB43hq8j8/9Wx1aMU1im9ynPe971a5YVtC8Hz13Ccu2+KNnW29s/nsqbC3MMGLGQplt1Y2791G3amUsnzYWa2dPgr6uNoZPX4CYuNxzdlvgAew5cASj+3XFhjk+UFFRwogZiwQ/9ocv38bC3QfRr2kt7Jg8kA/mDlyy5ZvlpnfjmvAd3xe7pw6GdxUXTN28H+fvPOKfZ3z8hMjnb9CnSU3snDwQCwd2xPN3sRi+fBsKgzy3VeEXrmPx9v3o05KV+dGiMj939Q+U+cHYPG0EDHQ0MXjuaoky/yo6Fr2nL4WlkT7WThoC/zlj0at5fSgVKyZo3o+cv4qlfvvQq3Vj+M6ZIOqfzflG/+zeQ3hVcccqnxHYMH0M9HW0MXT2Mom85zh5+SbuPHoKPS0NFKYTIRtx5tB2tO41BcNm7ISScnGsm9sXnz5myvzOx8x0GJs7oGXPSTLTBPvNx/1bZ9Fx0FyMXRiCag27YP+WWXxwVwinT53EhvVr0aFjZyxdvorfdJzsM+GbZX7+vNmo59UAy5avRmUPT8yaMRXP8pT5t2/fYMzoETA1NcOceQuwYtVatO/QCUpKwpab3L79HvRu3QS+8ybBzsIMw2ct/UbZeYB6VSpi5ZRRWD9zLAx0tDFs5hJx3z7j40c8ePoCPVqJ9jd31AA8f/MOo+evFDzv4ZduYtHOEPT1roft04bD3swYgxdskFlfXrsfhfqVy2PtuH7Y7DMYBtqaGLRgPd7HJ4mvqUYt3YLX7+OxaFh37Jg+HEY6Whgwfx3SMz8Kmvdzp4/Bd/1KtOnYHfOXbYCllS1m+vyFJBnl5v6921gyfzrqeDXG38s2wN2jGubPnIgXz56I0wTu3YEDIfvQd9AozF60FsoqKpjh8xc+fuMcIuT/BQ3mkt9GYQ/m+h29gJZVXdC8SgXYGOtjUqcmUFEqhsDzN6Smd3ewQu0KTrA20oOZnjY61akMOxMD3Hj8QiJddEIy5vofwOxerVBUsfBOKb+zEWjp7oTmro6wMdDGJO/qUFEqisBr92V+h82GmLDrGAbUdYOptvRBGCVFReiqlRBv6sWVhc/7xbto6WKP5hXsYKOniUlNPKBSrCgCbzz6dt4DzmBAzfIw0Sop8dmL+GREvIrBhMaVUdpEF5a6GpjYxAMZn7Jw8I7smYP/xM6wo/CuUxVNa1WBtakxxvXuBBUlJYScOC81/fShvdC6fk3YW5rB0sQQE/t3xZevX3H1du7fqX7ViqhY1gkmBnqwNjPGsK5tkJaegcfPX0Fo28PPoEV1d3hXc+MzYyZ2bc7zH3TmqtT0bo7WqO1aCtbG+jDT10FHryqwMzXEzUe5A0Nsli4bHK5USvpMR6EE7d8LrwaNUNerAczNLTFg8HAoKyvjaPghqelDggLg4uqOlq3bwczcAp269oC1jR2fMZVXXGwM1q9ejpGjJ6CoYuE8oBJz+DQeTlmC6KCjP5Teom97pD99hcgx85B6/wmer9qOd/sOw2pYd3Eaq+E98HLjbrzyDUBqZBRuD5yCrA8ZMOsu/Eyt4p5eyLh2Gpk3ziEr5i1SQ/zw9dNHqLjkDi7npVKhKooUV0XyjhX4/OIxn5X7+dlDZEXnluni1RriS3I8UgM38xm+XxJj8SnqLr4kxAia991BB9DEqxYa1akJSzNTjBrQCyrKygg7dkpqeic7Gwzs3gl1qnlCqaj08rA9IAT6ujoYP7Q/n+FrbKCPihXKwsTo+09G/Kz9+/ejQcOG8PLygrmFBQYPGcLLfXh4uNT0QUFBcHVzQ+vWrWFubo6uXbvCxsaGz+7NERkZiTp166Js2bJ8Vm7DRo1gbW2NBw9yB02FsP3wGbSoURHe1dxF9U23FrydDTp9RWp6Nycb1HYtDWtjg+z6pirszAxx8+Ez8UXmjvCz6N2sNmq6lIK9mRGm92mLmIRknLx+V9C88/wfPInmtTzQrEYlWJsYYnyPNlBRVkLwqUtS088c2AVt6lWFg4UJLI0NMKlPO3z98hWX7+a2bbqa6hLbqet34OZkC1N9YWcW+4eEo1nd6mhSuxqszEwwpl9XKCsrIfTYGanppw7vh1YNasPeyhyWpkYYP6BHdlt1T3zsd4ceQffWTVG9ogtsLc0weUgfxCYk4PTl64LmfduRc2hZzQ3eVV15/2xi52ai/tnZa7LbKRfn3HaqrifsTFn/TDTDX62ECtaM6gEv9zKwNNRDWRszjOvYhA/wvo0TfgKDPLdVojLviWY1KsPa1BDje7bNLvPSb/TMHNQVbepVg4OlaXaZ74CvX77g8t3cG74rd4fCs5wzhnX0hqOlKUwNdFHDtQy0NYSd8LAz7Bi8a1dB05qesDY1wrjeHUT9s5MXpKafPqQnWnvVyO2f9essKvN3JPvRbHB3wZZdmD64B7+BV1jYOXb6oB/qtuiH0m61YWzhgA4D5yA54T3uXJX9JI9T+Wpo2G4YyrjLnnzx7OFNuFf3hq1zRWjrmcCjTlu+/5dRwjzJE7h/H+o3aIh6XvX57NlBg4fxMn8k/LDU9MFBgXB1dUer1m1hZm6OLl27w8bGls/uzbHVdzPc3CqiZ68+/DMjI2NUquwBTU0tCG1n6BHet29SqwqsTI0xto+obx964pzU9NOH9s7TtzfChHx9+5IlSmC5zwjU9XSDhbEhSttb46+eHXH/yXO8i40TNO/bDp1GixqV0Ky6qJ2d0L1ldjt7WWr6Wf07om0dT95OWRnrw6dXG1E7dU/UTr2IjsXtqBcY360lSlmb8Zsw7Gd20+7QBenXyP9UyP7dqNugCWrXawQzc0v0HTyKD74eDw+Tmv5A8F6Ud60I71YdYGpuiQ5desPKxp7P7s05h8KC9qBVuy6o6FGNPxUxZNREJMTH4fKFs4Lm/f+egoL8b38gGsz9DV25cgW1a9eGm5sbKlSogD179vD3165dCzs7O/4em3XDZnbImmGrq6srnpXz119/wd3dHeXLl0f16tV/+uKNPZrJvluuXDmep5z9+vn58QtDtrFHNV+/Fj2qt2XLFj7rJ0doaChq1qzJfz558iRKly6NgQMH8v2VKlUKV6+KBpX69+/PH/9k/xf7f4T06fNnRL54g0pOuY8PFilSBJUcrfmM2u9hjcWlyCd4Fh0HF7vcR5++fPmCSZsD0M2rCmyNhX8EKDf/WYh8E4PKtrmPHBYpooDKNqaIeBEt83trj1+DVsniaOnmJDPN1advUHPWFjRbtBMzA08j8UOGsHnPYnmPQyXr3JnBRRQU+Gs2ICsz76duQVtVBS1c7At89vHzF/6vclFFiX0qFS2CG984Hj+d98+fcf/JC1Qs4yRRbtzLOOL2o9y7wt+SkfkRWZ+zoF5SVeb/wUIzsEey2MwAwcv9szcSg6683DvbICLfTQmZ5f7eYzx7F8Mfufo3ffr0CVGPH6JceReJvLPXD+6LBhvyY++Xq+Aq8V4FVzeJ9OycXbxgLlq0agtzC+mPVv4XNCuXR+xxyQvQmCNnoVW5PP9ZoVgxaLiUQuyxPDcRvn5F7PHz0KwserRYMIqKKGpkgU9RkRL/16eoeyhqaiP1K0qO5fHpZRRKNukE7TGLoDloOopXbyTRuVJyKI/Pr59Bre0AaI9ZDM0BU6DsWl3QrH/69JmHS3ArW1qi3LiWK427D2TfPPqec5evw8HWGpPnL0Gzbv3Ra8R4hIQLM8Mpf7l//OgRbwfz5p+9vh+Z5++RB3u/Qp70jKurq0R6JycnXLp4EbGxsfy8vnXrFm+zXVxcBK5vXqOSs51E3ln9ExH1E/XN29z65nVMPGKTUiT2qVaiOErbmP3QPn82//efvkKlUvYS+a9Yyg4R2YOEP1Lfs7BM7AkHadijrGdv3oN3TemP0/9KuX8Q9QxuZUtJtlVlnXHnYcGniaTJ+JjJQxbktFVvomN4aKG8+yypWgLOdja48+CxsOXm+RveLuXNeyUnG0Q8efmD/bMoPHsXC1c72XV6SnoG7yuzgV4hyXNbJSrzL1GpdL4yX9oeEXlu4P5QmVctIc73uZv3YGGkz2fs1hswEd0mL8LJqxGFkHfWP3Ms2D97+JP9szxPWLD8T125GZ2b1OM32wtT/PtXSEmMhX3pyuL3ipdQg7lNWTx/dOuX9m1pXx53r51AUnw0P0ce372EmLfPYF+2ijDt1GPWTlXI105VwP37Mtqp+/dQvoJkX8XF1U2cnh33q1cu8zBBPpPGo1OHNhg5fAgunJc+uPpL+f/8GQ+evOBhEPLmn73+6bIjo2/PpH74kF3nSG8P/nG5f/aat0v526nbP9VOsbyL8vXx02f+r1KxohL7ZK9vPhJuggwrN08eP0TZ8m4S/0+Z8q54cF/6zdmH9++ibHnJurK8S0X+PvP+3VseriHvPlVVS8LOwQkP798RLO+E/K4oZu5vhg3I9u3bFwcOHICRkRG/8GIXWyxW0JQpU3Djxg3+/oQJE354n2PHjsWCBQv4z/7+/hg2bBgOHZI+WyA/Nvg6ffp0nD9/nv+/Hz6IHoe9c+cORo8ejWvXrsHExASzZs1C7969cfDgwe/u8/79+9i4cSNWrVqFNWvWYOLEiTh8+DD/mV2w3rx5U+Z3MzMz+ZYXuxP8PQmpH5D15St01CRneOqoq/ILgG91/r3GLsSnT1l88HRCx8bwyHPBsfnwOSgWKYKOtYW9MCuQ/w8ZovyXLC6Z/5LF8TRG+iyT68/eYv/V+9g9pLXM/XramaNOKWuYaKnhZXwylh++jIFbwuDXvwX/vYTJeyayvn6Fjmq+vKsWx7NY6Y89swFZNmt3V/9mUj9nM3GNNFSx7Nh1+DTxQHGloth24R6ikz/weMJCSUxO5TOE888m0dZQ549P/YiV2wOgq60h0Wlkzl6LwKSlG/ijWbqaGlg+cTg01SXL5y/nP4WV+y/Qzrdf9vuwAVpZUj5koMHIObzTWEShCMZ18UblPB3Hf0NychLv3GtqSc7IYDM0Xr2UfoHPOnT5Z3Cw1yyeW46APf5QVFREE++W+J0oG+giM1qyLmKvi2mooYiKMoppaaBI0aLIfC85wyMzOg6qDsLGbC1SQg0Kior4kib5uCF7XUxPeriWIlp6KGblhMyIi0jyWwpFHX2UbNIZKFIU6SdFM28UtfSg6F4L6RfC8eF0GIqaWKJkow5A1mdk3pQ+0/1nJaWk8DKvpSn5aKy2hgZeZMdJ/CfeRr9H0KGjPJZu59bNcf9RFJZu8EXRokXRsLZwA9LJycm83GvlL/daWnj5SvqNRxZXt8B5osXKfe5jiyzm7rJly9C1Sxde/tkFJusLlClTRvj6RiNffaOuxgdoZWHx+RqMmJ1b33RtjsrZg0ts8JPvI98+ddRL8kFeISWmpMmo71n+3//QPpb7h0JXSx0V8wwI5xV65jJUVVRQy03YEAuJ2eVeO188WFbun7/+sbZqld8e6GppigdvWRxJvo8C+1QXfyYEUf+sYDvF/sbf7J99yED90fPF5WZ856aoLONpkcxPn7BsbzgaVCzD4+cKSZ7bKpllnp2zb360zAeLynxpUUxv9qj3h4xMbAk5igFtGmFI+6a4EBGJ0Us28dAMrk62AvfPCpbP569/7Kb+yh37oavF+me5A8Jbg8OhWEQR7RrWQmFLThKVbzUNyVn6aho6SE6UXfZ/RIvuE7Fn/RRMH1QbRRSL8jq/bZ9psHFyE6yd+pkyz9upAmVek58LTFJiIo/tvnfPLj5rt0eP3rh27Qpmz5qO2XP/RpkywtWZ4rKTr27T0mTlXhQL+ntWbt8ntW+fg81qZf3/elXcoVpC8vpHiHNWJ3+bqFHyh9upZbsP8KdEcm6Sspm4hjqaWLHnICb2aMVDGbGnbKLjkxCbKFw7m8LryixoFCgH2nj98sU36krJUGLs+znlJiFB1CfOXxY1NLXFaQj5f0aDub8ZNmj65MkTNGwoGYuSzaJh77EB1ZwLszlz5vzQPo8cOcLj7rFZr6zxjY//8cotLCwMXbp0Ef+/JbLvLp44cQINGjTgA7kMm2nLBn1ZsPrvsbW1RaVKosFPFtsvZ6D5R7Dfedo0yRiUbJB7bE3ZC8P8ClVlJeya1B8fMj/i8v2nWLDnMEx0tXgIhnvP32DH8Ys8/m7eWdK/g7TMj5i45zimtKgBrXyDqHk1LJfbqbYz1OGLqjVesANXn7xBpTyzgP9NaZmfMHH/GUxu6gktGTNoiikWwcK2tTA1+Byqz98JxeyZvlVsReXxd+EbeIjH5Vo1ZRSU88X8ci3lAL/5k3inMuj4WUxYsg6bZo0rcGHyX1BVUeKLmrFYWZfvRfGYu6b62vzRVnn2+NFDhAQHYNGyNb/dOSvv2PFkg72pwb58Fm/W2+f4oK6FElXqiwdz2Szdz2+e4cNR0eNxWe9eoKiBCVTcawo2mFtYvnz9Agcba/Tt0p6/tre25AunBR8+KuhgbmEJDg7mN1JZe6lvYIA7t2/zG6osDid72ue/pKqijJ3ThyE9g9U3j7FoZyhM9bR5CAZ5siX4KI+5u3bioAL1fY7gU5fRwNNF5uf/la0BYTh67jJWThv72+XtW+2U/+RBvJ1iM3MX7joIU12tAu0Ue7JpzJpd+IqvmNBZ+g3i3428tFVbgo8g/MINrJ00WFxu2CxQpoZLaXTKHhBlIRluPXqGfcfOCTaY+6t8gw7zmLurJo8Q5z3yyXPsOngCW+eML5Tjfu1sKPZumCp+3XvMahSWM4e34/njCPT8awW0dI3x5P5VBGyeCXUtfdiXKZxFmn8FC1nAVK7sieYtRKGjrG1sEBl5DwcPhAo6mPurtgYexNFzV7By6l9S60u2GNrExWt5nTO2dyf8TjaHHucxd9eN6y/Oe7GiilgwpBumb9qNWgOn8Mk8FUvZokpZR/H5TAj5PdFg7m+GVZos9AAb1M2LzajJK38ng929zzuQmpEhelT+xYsXGDx4MA/dwGLoRURE8FALQsubHzZTSVpecqioqEjkmzV6P2r8+PEYOXJkgZm5Xy6IBgdk0SpZAopFFBCXIhkcPi45Dbr57m7mxR7/MNcXLTrhaGaEp29jsOnQWT6Ye/3Rc8SnpKHh+MXi9Gz27KK94dh+/CIOzpa+gvU/wQY1ef7zzTplr1mc2/xexiXjTUIKhvodLNBRcpm0FkEj2sNMp+CiDqba6vz/ehGXjEoC9be1Sijzwda4fIudsde6+WYa87wnJONNYiqG7TxWIO+u030ROLgFzLTV4Wysi939vZGS8RGfsr7wkAydN4TC2Ui4OIRspizr1ORfCIQtkKCdb+ZffmyF3K1Bh7Bi0nDYWRQcGC+uogwzQ32+lbG3RqthPgg+fg7dWwi3qJimGiv3RQosisB+Hx11tW+XewPRcXQwN8bTN++xKfTkvzqYq66uwfORmGd2IcMW19DSlr7gl6aWdoHFN3h6LVH6e3dv89kfvbt1EH/ObnBt3rAGIYH7sH7LDvxX2CxcNjs3L/b6U1IKvmRk4mNsAr58/gzl7PooN40OMr8xe+2f+PIhBV+zslBEVfLGAnv9JUX6jLwvqUn8O2wgN0dWzBsUUdPkYRvYomcsDXsvLxaPV8lZ8hG6X6GhpsbLfP7FzuKTkmQubvYjdLS0YGkmebPIwtQYpy5Ij1H3T6mrq/Nyn3dWLcPOA+18M09ysFm8Bc6TBFbuRenZ0yy+vr6Y5OODihVFK4dbWVkh6skTBOzbJ9hgrri+ScpX3ySnQEfjB+sbC2M8ffsem8JO8MHcnO+xferlmUUVl5zK6yYhaaqpyqjvWf6/fZPNL+wEtoQew6pxA2AnI1837kfh+dv3mDO4K4SmmV3u4xOTC5b7fLPP8tsRdBDb9odh6ZTRPC5ujpw2ju2TzdjN3Wcy7PKk+1Wi/lnBdor9jfPPPitYbkT1oYN5dv/s4GmJdooN5I5d68/j5K77q6fgs3Llva2SWea/c84yfmHHsSXkGFaNHwg7cxPJfSoWgZWJoUR6K2MD3HzwY4+w/1z/LFlK/+zbZX5byBFsDTqMFROHSfTPbt5/zBei9R48UfwemwW5zG8fdh04jsAVs34pz6Vca8HCNvdpiM+fRAsJpiTFQl1LT/x+SlIcTCxzZwv/rE8fM3DQfwm6j1wGZ5ca/D0WL/f18wc4Gbr5lwdzc9qpnynzvJ0qUOYT+bmQs092Tcji6eZlZmaOe3eFfVxeXHby1ZcJiSnQ+U7ffntwOLYGHuLxcaX17UUDuevwLjYeKyePFHRWbt5zNi5fO8te637nnN164CS2hJ3A6jF9C7RTTlam2DljJH9S5vPnLGipl0TXacvgbCXcxB41XlcqFljsLDExXlwOpNeVkpPQ2Pdz0mtp6eT2ebRz+9BJifGwtP49bhzJDYGeyCX/Lvqr/WY8PT3x9OlTHD2au2gOCzvAYs6y0Ajv3okel2MhCfLPdr10SbRAR0BAANLS0vjPSUlJKFasGJ9ZywaKV6xY8VP5adq0KbZt24a3b0WPnbAwC2yrVasWz8+bN2/E+alTpw5viFle2KAxe1yGNWo7dvxYp5M15Ow7Hz/KXjmTDdyydHm3HwmzUKxoUTiZG+Ny5FOJjvHl+09Q1vrHGyo2qPgxe/C5SeVy2OMzgM/czdn0NNXQzcsTq4d2gZDYXVMnYz1cevw6T/6/4lLUa5Q1L7gAj5WeJvYObYtdg9uIt5qOlnC3MuE/G8q4QIpOSkViegb01IWL71RMkeVdB5efvJU4jux1WVO9gnnX1cDeAd48xELOVsPBDO5WRvxnQw3J+FRqKkp8IPd5XDLuvYlDTUfhLjJZuXG0NseV25ES5ebKnfsoYyd7YNMv6DA27QvDkvFD4WTzY7Huvn79wh8XFRIv95bGfHatRLmPjEJZW8kO87ewv5fQefseVm/Z2Noj4tYNibxH3LwBB0dnqd9h70fclFyY5+aNa+L0NWvXxdKV67FkxTrxxmYmNm/VFlNmzsN/KfHiTejUzo2bx+jW8UTCRVHYma+fPiHp+l3o1s5zEaagAJ1aHki8KOwCFWzg9fPb5yhmnefxQQUF/vrzq9yylNenF4+hqK0vESNXUccQWcmJfH+iNI+gqCt5ga+oY8AXSxNKsWJFYW9jhWsRdyXKzfWIuyjl8M9DhZRxtMfL15KPX7588w4GerqCl3tbOzvcyhNuiOWf9QMcnaQ/zsnezx+eiIVkykmf9fkzb4sL3AQuUoTvW9j6xoTPrs2bd/a6rM1P1jefRGXGRE+bX6Dm3WdqegbuRL38qX3+aP4drUwlFnLi9f3dRyhrmxsrPz/f0GPYEBiO5WP6wdladp6CTl3iF8z2FsI/QcLKvYONJa5lL16Wk/erEZEobS/7gnZb4AFs3huCRT6j4GQrGRfd2ECPD2zkLIjGpH1Ix71HUSjtYCtsubEw5usSFOyf/Xh7zvq4ObEf8w7kvoiO44uhacqIY/wnt1WiMm9WsMzfeYiy34g/7BtyDBv2H8byMf0LlHm2z1LW5vzGRV4v3r2Hka6WwHk3x5U7D/Ll/QG/QS6LX3A4NgUcwJLxg+FkI3leN6pWCdvnT4TfvAniTU9LA52b1sPSCUN+Oc8qxVWha2gh3gxMbaCmqYtHd3IXWMz4kIoXURGwsCv3j/8fVudnZX2GQr7BGTYAK8RMS95O2drh1i3Jdoq1W46OMtopR2fcvCnZV7lx47o4Pdunnb0DXucLJ/T69Svo6wu70CgrOw6sb59n4TtR2Yn8dtkJOoRN+0KxZMIwqX37nIHcl+/e88FejXyh/YTKu6OlCa7ka2fZ6zLfaqfCTmBD8DGsGNUbzlay61UWk54N5L54F4PIp69Qo0Ip4fJerBisbe1x++Y1ibzfvnkdDo7S/x97x1K4fUuyrrx14wp/n9E3NOIDu7dv5e7zw4c0PHoQCXvH3LUTCPl/RTNzfzPsziULbcAWLRs1ahQPFs5Wpw4MDMTUqVNRrVo1lCxZEi1bSsbQWrx4MYYOHYpJkybxxch0dER3qlg8vPbt2/PZvuy9vAuT/Qg2i5c9llm/fn1+IaikpIS9e/fyRcz+/vtvHmqBMTMzw/r16/nPlStXRqNGjXgaNohcpUoV8UDzt2hra/NVuNmCaux3zFkYTShd6nrAZ8t+OFsao7SlCbYfu4j0j5/g7SmalcQWMtPXVMfQFqLVYTcePANnC2OY6Wnh4+csnL3zCGEXIzChU2P+ObswyH9xUFSxCI/zZmko7AU+z3/VsvDZewKlTPVQ2lQf285F8Pw3dxGFmGBhFfTVVTGsfiUoFysKO0PJu5xqxZX4vznvf8j8hDXHr6JuKWvoqBXHq7hkLD50EWbaGvC0E3Yhri6VS8En8AyfTVvaRBfbL95D+qfP8C4vGlyZtP8M9NVKYGhdVygXLQpbfa0CA7ZM3vfD7z6DlqoyjDRK4lF0AuYfuoRajubwtBH2QrlD47qYvmoL77g521jC/8AxvnhAk5qe/POpKzZDT1sTgzq24K/ZbNx1u0MwfWgvGOvr8AVkcmbillBRQXpGJjbvP4BqruV4rLbElFTsPXwSMfGJqFNZuBmKOTp5VcOUDXvgbGnCV6ndEX6OP5barKro//JZv5uX+yFtROcym4HrbGUCUz0dfuPiXMQDHLhwA+O75NYdSakf8C4+ka8ozzx7K5oZymbyfG9mwM/wbtEaSxfNg62dPezsHREStA8ZmRmoW68+/5wtDqOjo4uuPXrz1029W2Li2BEIDNgNN/fKOHPqBKIePcSgISPFM6jYlhdbIZzNhjI1FbbMK6qWgGqeAfMSVqZQL+eIj/FJyHj5Fg4zR0LFxAC3eozlnz9f5w+LgZ3gOGc0Xm7ZB91alWHUpiGuNOsn3sfTJZtRbtM8JF67g6QrEbAc2g1FVYvjpe+3n0z4J9LPh0OtRS8eFuHzq6dQ8agLBSVlZFwXLUZSsmUvfElOEIdMyLh8AioVa0O1YQekXzrGB2lLVG+E9Iu5M+wzzh+BRp/xfGG0zDtXUczECipuNUShGQTU1rsR5ixdwxcsc7KzwZ6Qg0jPyECjOqIZSrOWrIKujjb6ZYdMYItHPXspuoBkNy1i4+Px6MkzFC+uAlMj0eBzm2YNMXDcVPjtCUStqpUR+TCKL4D218BeEFqLFi2waOFCvuCpvYMDggID+ezaevXq8c9ZaCLWnvfo0YO/9vb2xtgxY/gsW/eKFXHq1Ck8evQIQ4YO5Z+XUFXlfYFNGzfym58sBv/t27dx7Ngx9OnTR9C8d6pfDVPW7+azeUpZm2JH+FmkZ35Cs2qiOI0+63ZBX4vVN6InEDaFnuB1k6l+dn1z6wEOnL+O8V1F9Snrd3T0qooNIcdhbqgLY10trA4Ih56WOmq6CHeRKc5/w5qYunYHv9gtZWOBHYdO8fqyaQ1RaKjJa7ZDX0sDg9s14a/ZzMS1+w5i5sAuMNLVRmz2TK8SvL7PvdGc+iEDRy/fwvCOhfeYf/umXpi5fAMcWVtlZ41doeHIyMxEk9pV+efTl63nbdWAzm34a7/9YdjgH4ipw/vBSE8XcQl52qriKqIYm03qwXdvCMyMDGCsr4t1O1mMUS1UryjcwnlM53pVMHnTPt7nKm1lih1Hz/Pj7l1F1E5N2rhX1D9r5cVfbzxwCqUsWLnR5gO4Z28/RNjFmxjfqZl4IHf0mp24//wNlg7twgcMcmIsa6gW5wMiQpLntkpU5rfD2cocpWzMC5b51dtEZb59U/6axcJdu/cAZg7qCiM96WW+S+PaGL/cFy6ONnBztsP5iEicuX6Xh2MQUofGdTB9tS+crM3hbMv6Z8dFZb6G6Kbn1JVbRP2zDqL+C5uNu25PKKYP6QFjvYL9Mzb4ln8ArqiiIp/pa2EseSNSCOwcq96wC44GroWuoTl09E1xcM9yHgqhtFsdcbrVM3uijHsdVK0vemQ/MyMNse9yY4zGx7zC62eRKFFSg4dUUClREjZO7gjdvgDFlJT5e1GRV3D1dDC8u4wRJO8sFMLiRX+L2il7RwQFBUiU+YUL5vN2qnsPURvZzLs5xo39CwEBe+HuXhGnT53k4UQGDxkm3mfLVq0xf+5slCpTBmXLlsO1a1dx+dJFzJn34+H4flSHJvUwY+VmOFlbwNnWCrsOHOV9+8Y1RQvETVuxiZedgR1F19tsNu763cGYNrQXjKT07dlA7vhFa/Hg6QssHDuY1zk5adgiaULWOZ0bVMeU9bv4zcHSrF9/+IyoX1/NnX8+ee1OfhNiSNtG/DWbjbsm4DBm9e/Ib6hIO2ePXL4FLbWSPHbu41dvsWB7MGq6loJHGWHDGDZt0RYrFs2BjZ0DbO2dEBa0B5kZ6ahVT5TXZQtn8bqyU3dR37dRs9aYMm4oggP84erugbOnj+HJ4wfoP2S0+Bxq7N0G+/y3wsjYlA/u+vtthJa2Dip6iNo+Qv6f0WDub4gteHb8eMFVsvv168c3JjU1FZMnTxZ/xuLpsou3HDNmzBD/vHTpUr7lYAO+OX7kDm23bt34lh+Lpcs2aVavlh4His0wzjuDiA34PnuWu2JuzoBwYajvXhoJqWlYHXwCsewRTVNDrBramQ++Mm/jkyRmLrGGcfbOMLxPSOaDo2yAdlbPlnw//4UGZW2RkJaBVUevIDblAxyMdLGqR2PoZIdZeJeYgiI/EeKLLej28F0cgq8/4KEK2GCqh50ZBtV1h1JRRUHzXr+0FV/EbfXJG3yBMgdDbazqVE+8oNvbpNS8E/p+SGzqBywMv4y41AzoqRVHk7I26Fvjn89kkKWepzuPa7tudzDiEpNhb2nKZ9zqZD/GFx0Xz49ljoAjp/mAEOvU5dW7dRP0adOUz4xgC9IcOHWRD+RqqKnygeK1U0cXysrJ9SuVRUJKKlYHHuWLCbHHUVeM7CF+hPJdXCKK5Cv3c7YG4X1CEo+nZWmohxl92vH95Dh1MxJTN+4Vvx6/Zif/t693HfRvLroZIoRqNWrxxWV2+G3hj51bWdtgyvS54serYmPeSxx7J+dSGDVmIrZt3QS/LZv4qsjjfabDwlJyxtm/QcO1NDyO+YlfOy8QLVr5cmsAInqNh7KRHoqb5S4mlv7sFR+4dV44HpZDuiLj1Tvc7jcJsUfOitO83XMQSnrasJ8yFMqGeki+FYnLTXrjY75F0YTw8c4VpJVQQ4nazVGkpDo+v3uJZL/F+Jq9KJqihrZESAU2sMs+V23QDloDp+FLSgLSLx5F+pncUC9sYDh550qo1muFEjWaISsxBqkH/ZEZ8f2bfT+jTlUPJCYlY9POvYhPSIStlQUWTBknfmw8OiYOCgq5M5Zi4xPQa2TuoqL+gWF8K1/KCctm+fD32KDwrHEjsNZvF3x374ehgR6G9OoCrxrCXyzUqFEDyUlJ8Nu2DQnx8Txu4PQZM8RhE2Lev5c4Z52dnTFm7Fhs9fXFli1beCx7Hx8fWFrmzhwaO24c/+zv+fN5/Hw2oNu1Wzc0aiy6OSmU+pXKISElDav3h2fXN8ZYMarnt+sbv0C8j8+ub4z0MKNve76fHN0a1eDpZm7exxe9Km9vyfdZGLFdvSpXQEJyKtbsO4S4pGQ+i5bNuBXnPzZBIv8sBiifAbpsi8R++rSoj36tRDfImPCL13l/q4GHsIOgedWtUgmJSSlY7x/IFyizszLHokkjc8t9bJxE3vcfPsHbqokLVkrsp2dbb/RuJxr86ty8ETIyPmLemi1ITfuAso72WOQzUvBjX79iGVH/LOiYKISGmRFWDu8mDrOQv9ywQZfZ20NE7VQxVm50MbNXG74fJiYxGaduimbdtZ8m+fut/6un4CGD5Lmt8vJw4X2ENXsPZJd5Uywf218cWuRdXL4yfzS7zC/dLLGfPi0boF8r0U2aWu7lML5nWx5Td8HWAFgY6WPesJ4o7yBsHOx6nm6i/tmeUFH/zMIUS8YNye2fxcZL5F3cP1ssea3Ru1Vj9GkjukHzb6vVtBc+ZqbzWLrpH1Jg5eCCvuPW8kHYHHHRL5GWkrvY8csnd7F6huhmHhPsN5//61bdGx0GzOY/dx76Nw74L8H2FWPxITUJWnrGaNRuKDzqthMk39Vr1ERSchK2+W3lZd7a2hrTp8/KbaeklPnRY8bDb+sWbN2yGcYmxpjoMxWWecq8p2dVDBw8FHt2+2PdmlUwMTXFhImTUapU6ULq26fwAVpWduwsTbF4Qm7fnoVJyHtNGHDkFC87E/L17Xuxvn3bZngfn4gzV2/x97qMyb0GZ1ZOGcXXyRCKV6XySEhO4wO0rJ21NzfG8r9657ZT8YlQyHPs9x6/IIodviK3T8r0bV4P/VqIbpCxhc4W7wwRhWvQVEPjKq7o4y1cfz5Hlep1kJyUCP9tm/gCZSwUwsTpC/LUldES56yjcxkMGz0Z/n4bsMN3PYxMTDFm0iyYW+bW4c1bd0RmRgbWLl+AtLRU/p1JMxZAKc85RMj/K4WvFNlaLrHBXDU1NQpMni39pGgwSd4Ur9kBGftyY+7KG5VWI5C+48cW4vvdFO84Hok3T0JeaZavibTzws/I/DeoerbE/SjJR+nkhaONKcKKFc6Ci/+Gxp8eIHay8LNJ/w260zciOjL3UTp5Y+DkyuPUyiMba2ukXQiEPFL1aI6UKwcgr9TcGyHuzu+9QKAsOqU98eHMHsijEtXayG07ldNWpVw9BHmk5tYAiTcKTmqRF5oVaiP0+r8bmkooTVyK4lHUc8gjOxsLJNw6BXmlVa4GUi9mLxgrZ0pWbobbj6Mhj8rYChvGQ15lBORO/JNXKi1zZ/r/KWhmrpxiYQiEHMh1c3MrsBAZC82wfft2wf4PQgghhBBCCCGEEELIP0eDuYQTOj4tIYQQQgghhBBCCCFEWJLLXBJCCCGEEEIIIYQQQgj5LdHMXEIIIYQQQgghhBBC/jQ/s4o6+W3QzFxCCCGEEEIIIYQQQgiRAzSYSwghhBBCCCGEEEIIIXKABnMJIYQQQgghhBBCCCFEDlDMXEIIIYQQQgghhBBC/jQKNMdTHtFfjRBCCCGEEEIIIYQQQuQADeYSQgghhBBCCCGEEEKIHKAwC4QQQgghhBBCCCGE/GkUFP7rHJB/gGbmEkIIIYQQQgghhBBCiBygwVxCCCGEEEIIIYQQQgiRAzSYSwghhBBCCCGEEEIIIXKAYuYSQgghhBBCCCGEEPKnKUJzPOUR/dUIIYQQQgghhBBCCCFEDih8/fr163+dCUIIIYQQQgghhBBCyL8nI3Q15J1KkwH401CYBfJ/Ie1CIOSRqkdzZASvhLxSaTYIGQFLIY9UWg7D+3tXIa/0nd0Qd+c85JFOaU/ce/wG8sjZ1hixk3tBXulO34iwYg6QR40/PUDM3UuQV3qlKuFR1HPIIzsbCyRfPwJ5pO5SD9GR1yCvDJxckXjjOOSRZoXayDi8EfJIpX4v3I96BXnlaGOKlCsHII/U3Bsh9WIw5FXJys2w99IXyKPWlYrgSVQU5JG1jQ2Srh+FvNJwqYv0kzshj4rX7ICIR+8hj8ra6f/XWSDkH6PBXEIIIYQQQgghhBBC/jQKCv91Dsg/QDFzCSGEEEIIIYQQQgghRA7QYC4hhBBCCCGEEEIIIYTIARrMJYQQQgghhBBCCCGEEDlAMXMJIYQQQgghhBBCCPnTKNAcT3lEfzVCCCGEEEIIIYQQQgiRAzSYSwghhBBCCCGEEEIIIXKABnMJIYQQQgghhBBCCCFEDlDMXEIIIYQQQgghhBBC/jRFaI6nPKK/GiGEEEIIIYQQQgghhMgBGswlhBBCCCGEEEIIIYQQOUCDuYQQQgghhBBCCCGEECIHKGYuIYQQQgghhBBCCCF/GgWF/zoH5B+gmbmEEEIIIYQQQgghhBAiB2gwlxBCCCGEEEIIIYQQQuQAhVkgf5RdR89j68HTiEtKgb25EcZ09kZpazOpaY9dvYNNocfxMjoOn7OyYG6gi84NqqNJFRdxmq9fv2LN/iPYf+oyUj6ko5ydJSZ0bQFzQ91Cyb//uVvwPXUdsSkfYG+ki3HNa6CMueF3v3fw5kOM234ItUpZY0n3Jvy9T1lZWHHoIs7ef4ZXcUlQK66MSrZmGNbIE/oaJYXP+4Xb8D19E7GpH2BvqINxzaqhjJnB9/N+6xHG+R9BLWcrLOnSUGqaGftPYu/lexjduAo6Vy0neN4DDoRjZ2AY4hOTYGNpjuG9u8HZ3kZq2qcvXmHjzr14EPUU72JiMaRnZ7RtKpnvNn2H8c/ya9GgLkb26yF4/vcdPIbtQQd5/m0tzTGyVyc421lLTRt05BQOnTqHJy9e89cO1pbo36mVRHpW7jf4ByL46CmkfPiAsg52GN23C8yMv18Wf9aB0P0I3LcLiQnxsLSyQe/+Q2Hv4CQz/bkzJ7Fz2ya8j34HI2NTdO3RF67ulcWf+2/fgrOnjyM2JgZFixaFja09OnXtBXtHZ8HzrlKxFopXaYAiJTXwOfol0sJ24PPrpzLTK6gUR4k6LaHs7AKF4qr4khiH1IP++PTotjhNETVNlPBqDSW7MlAopoSs+PdI3b8Jn988FzTv2lXdYD2qFzRcSkPFWB9XWw1EdPCxb3+nekU4LxiHks52yHj5Fo/nrMarrfsl0lgM6Ajrkb2gbKiH5Ij7uDt8BpKu5P5+Qtl38Ch2Bh7IPmfNMKJ3FzjbST9nn7Bz1j8AD6Ke8fNyaI+OaNu0gUSarKwv2LQrAOGnzyMuMQm6WlpoVKsqurXxhkIhPJoWGhKMgH17kJAQDysra/QbMAgODo4y0589cxrb/LYgOjoaxsYm6N6zN9zdK0qkefniBTZv3oA7tyOQxdo0cwuMnzgZ+vr6guZ9d/gpbAs5hrikZNiZm2B09zYoZWspNe3+Y+dw4MxlRL16w187WpljULumEumnrvZD2OlLEt+rXNYJy8cPQmHU9f77Q8V1/bA+rK63lV3X79iDh9l1/eCeXdC2mWRd37bPUKl1ffOG9Qqlrt9z+CS2hxzJPvamGNWjncxjH3jsLA6cvogneY79gPbNJdKv3xOKIxeuIjouAcWKKvI0/dt5o7SdleB59z99Hb7HLyM2OQ32JvoY17ouylgYSU179NZDbAy/gJexifiU9QUWelroUssdTSuWEqeJS07DkuBTuHD/KVLSM+FiY4ZxrevAQl8bhSEsJBCB+3bzc5a1VX0HDIH9N87Zc2dOYbvfZt5WGbO2qmcfuLlXkpp21fLFOHwwFL36DkSz5q0Ez/vuI2fhF3ac943tzI0xumtLlLaxkJp2/4kLCDtzBVGv3vHXTlamGNi2sUR6t84jpH53aPum6NqktrB5P3oOWw+eEuXdjPXrm6O0jbnUtAEnLyHs3LXcvFuaYFDrhhLp2X6W7Q7DxTuPeL/excGK79PcUA+FgfWnjgUsx5WTe5DxIQUWdhXQrPsU6BpKP2+ZUyHrcPfqEcS8fYJixVRgblcB9duNgp6R6Lz8kJqIYwEr8PjOOSTGvYWqmjacXeugbquhUCmhJljeQ0JCsHffPiQkJMDaygoDBgyAg4ODzPRnzpzBVj8/3k6ZGBujR8+eqOjuLv48PT0dmzdvxvkLF5CSkgIDAwN4N2uGxo0bozDs4W3VUXFb9Vf3tt+oL88h7MwlifpyYLtmMtPP2bAT+4+dxYgurdChkbBlnvE/cRm+R84hLikV9qaGGNu+IcpYmUpNe+z6PWw8eAYvYuLxOesLzPW10bWeJ5pUzr1e8tmyHyEXbkl8z9PZBquGdRE874dCAxAcsJP36y2sbNCz33DYOcjug184ewL+2zYgJvodDI1N0bl7f7i4e0icQ7u2b8SxwyFIS0uFo1MZ9Bk4CkYm0q/viQwKNMdTHtFfjfwxDl+6hUX+oejbvA52TBvKO32DFmxEfHKq1PQaqsXRq2ltbPEZiF0zR6BZNTdM27gH528/EKfxPXAKO4+cw4RuLeA7eTCKKyth0MKNyPz4SfD8H7r5EAtCzqBfvUrwH94eDsa6GLAhCHGpH775vdfxyVgUegYuVsYS72d8/Iz7r9+jb1137BreAYu6NsKzmAQM2xIqfN4jHmFB2Dn0q+MG/8Ft4GCkiwGbQr+f94RkLDpwHi6W0i/omGN3n+D2y2joqasKnm++/7MXsGLzdnRv1xIbFs7kg6Gjps9FQmKS1PQZmZkwMtBHvy7toa2lKTXNur9nIHDTSvG2eOp4/n6tKtIv5H7F0XOXsGyLP3q29cbmv6fC1sIMI2YsRHxSstT0N+7eR92qlbF82lisnT0J+rraGD59AWLiEsRptgUewJ4DRzC6X1dsmOMDFRUljJixSPByzwZdN69fjXYdu2HhsnX8Anm6zxgkJubmJa/79+5g0fwZqOPVCAuXrUclj6qYO9MHz5/lDqAam5iiT/9hWLJyI2b/vQz6BoaY5jMGSUmJguZdqbQ7VBu0w4eTwUhcMw1Z715CvesIKKjKuJBSVIR6t1FQ1NJF8q7VSFg2ESnBvviSnPu7KqiUgEbv8WxkEcl+S5Cw3Adph3bjS/q3z6N/QlG1BJIjHuDO0Gk/lL64pSncg9ci7uQlnHXzxtPlviizdiZ061UVpzFq0xBOf4/Ho5krcbZiC6RE3EelsI1Q0hN2cOXY2YtYsXkHerRtjo0LpotuYEz/GwmJ0st8ZuZHGBvooX+XttDR1JCaZvv+UAQePo4Rvbti+7K5GNClLbYHHsDeA0cgtNOnTmLD+rXo0LEzli5fBStra0z2mSCz3Efeu4v582ajnlcDLFu+GpU9PDFrxlQ8y1Pu3759gzGjR8DU1Axz5i3AilVr0b5DJygpFRM07+EXrmGJ3370btUQfrPHws7CBEPmrkR8UorU9NciH8HL0xWrJw3DpmmjYKCjicFzVuJ9vOT56FHOGQdXzxZvs4b0KJS6fuWmbejeviU2LJrFy81f075d1xsb6qNf12/U9QtmYv/mVeJt0bTsut5T+Lr+yPmrWOq3D71aN4bvnAmwtTDFsDnLZNb11+89hFcVd6zyGYEN08dAX0cbQ2cvkzj25kb6+KtHO+yYPwnrpv4FIz0dniYhWfrf8586dD0SC/afQL8GVeA/uhscTPQwYNVuxKWkSU2vUUIFvb08sHVEZ+wd2x3elUpjyo4DOBf5VHxxP3zDfryKS8SSPi2xa0w3GGmro9/K3fiQ+RFCO3PqBDatX4N2Hbti0fI1sLK2wVSfsd88ZxfMm4m6Xg2xePlaVPKogjkzJku0VTkunD+Lhw8ioa2jg8IQfvEGFm8PRJ8W9bFt5ijYmxtjyLy13zhnH6O+hwvWTByEzVOHwUBbC4PnrZEoN4dWTJPYJvdpz2961a5YVti8X7qJRTtD0Ne7HrZPGw57M2MMXrBBZr/+2v0o1K9cHmvH9cNmn8Ew0NbEoAXr8T4+SVxuRi3dgtfv47FoWHfsmD4cRjpaGDB/HdILodwwZ8I24MKRbfDuPhUDpuxCMeUS2PJ3H3z6mCnzO0/vX0Hluh3Rf7I/eozdiKysT9gyvxc+Zor6AimJ7/nWoMMYDJ0djFZ9Z+NhxBkEbJwkWL5PnTqFdevXo1PHjli+fDlvpyb5+CAxUXpf6t69e5g7bx7qe3lhxfLl8PDwwIwZM/Ds2TNxGra/q9euYczo0Vi3di2aN2+OVatX4+LFixDaEd5WBaB3q0bYOnsc7CxMMXTuim+U+4eo7+nG26qN0/6CgY4WhsxZUaCtYk5cuYk7j59CT0t6f+JXHb5yBwv3Hka/xjWxc2I/2JsaYOCybTLLvbpqcfRuVB1bx/bGnskD4O1ZAVN8A3H+7mOJdFVK2eLo/FHibW7v1oLn/dzpY/DdsAJtOnTHvKUbYGFli1mTRyFJRl35IPI2lsyfhtr1GmP+so2oWLka5s+agBfPnojTBO3bgYMh+9B30F+Ys3AtlFWKY+bkUfj4jXOIkP8XNJgrh1hDOXfuXIn3evfujRMnTkDeTZ06FRkZGYWy7+2Hz6BFjYrwruYOaxMDTOzWAipKxRB0+orU9G5ONqjtWhrWxgYw09dBR6+qsDMzxM2Hz8Sdvh3hZ9G7WW3UdCkFezMjTO/TFjEJyTh5/a7g+fc7fQMtK5VGc3dn2BjoYFLL2lApVhSBl+/J/E7Wly+YsOMwBnhVhqm2ZKeCzcRd27cF6pezh6W+FspaGGF8i5q49+o93iYIe6Hmd+YWWro7o7mbE2wMtDGpeQ2oKBVF4NX73877rqMYUNcdptrqUtNEJ6VibvAZzG5XD8WKFE51tiv4IJrWq4XGdWrAyswUf/XvCRVlZYQdOyU1vZOdDQZ174i61TygVFT6ww9aGurQ0dIUb+ev3oCJoQHKl5I94/Sf8g8JR7O61dGkdjVYmZlgTL+uUFZWQuixM1LTTx3eD60a1Ia9lTksTY0wfkAPfPn6FVdv3xOX+92hR9C9dVNUr+gCW0szTB7SB7EJCTh9+bqgeQ/evwf1GjRGnXoNYWZuif6DR0JZRQXHwg9KTR8avA8VXCuiRav2MDO3QMcuPWFtY8dn9+aoXrMuylVwhaGRMcwtrNCjz0B8+JCG50+jBM17cU8vZFw7jcwb55AV8xapIX74+ukjVFxyBzfzUqlQFUWKqyJ5xwp8fvGYz8r9/OwhsqJf5e6zWkN8SY5HauBmPsP3S2IsPkXdxZeEGAgt5vBpPJyyBNFBR38ovUXf9kh/+gqRY+Yh9f4TPF+1He/2HYbVsO7iNFbDe+Dlxt145RuA1Mgo3B44BVkfMmDWXdiZZv4hh9C0Xk00rlOdl/nR/brzczb0uKxz1hqDunXgNzGKFZM+uHnnwSNUregCT7fyMNLXQy3PiqhYvjQiH+VeUAglcP8+1G/QEPW86vPZs4MGD4OysjKOhB+Wmj44KBCuru5o1botzMzN0aVrd9jY2PLZvTm2+m6Gm1tF9OzVh39mZGSMSpU9oKmpJWjed4QdR/PanmhW0wPWrP7o1R4qSkoIPnlBavqZg7ujjVd1OFiawtLEEJP6duJ1zJU7uTdNGaViRaGrqS7e1EuWgNB2Bx1AE69aaFSnJizNTDFqQK/v1vUDu3dCnWqeMut6zfx1/ZXsur608HX9zrBj8K5dBU1revJjP653B37sQ2Qc++lDeqK1Vw3YW5rxYz+xX2dRXX8nt12uX7UiKpZxgomBHqzNjDGsS2ukpWfg8XPRkxtC8TtxFS09y6J55TKwMdLFpLb1ef8s8KL0WfvuduaoU84e1oY6MNPTQqeabrAz1sONJ6L68nlMAiKevcHEtl4obWEES9ZnauuFjE+fcehaJIQWtH8vvBo0Ql2vBjA3t8SAwcP5OXs0/JDU9CFBAXBxdUfL1u14W9Wpaw/eVrHZvXnFxcZg/erlGDl6AooqFs7DlNsPnkTzWh5oVqMSrE0MMb5HG6goKyH4lORs+BwzB3ZBm3pV4WBhAktjA0zq0w5fv3zF5buPxGnynqtsO3X9DtycbGGqL+xTa9sOnUaLGpXQrLqoXz+he8vsfv1lqeln9e+ItnU8ed6tjPXh06uNKO/3RHl/ER2L21EvML5bS5SyNoOlkT7/md2oPnThBoTG6rpzh7eiZrP+fOasobkD2vSbywdiI6/Lbnu7j14Pl2otYGBqByNzR7TuM4fPwH39VHTtYWBqj45Dl8GpQi3oGJjDxrky6rUZjvs3TiAr67Mged+/fz8aNmgALy8vWJibY8jgwbzMh4eHS00fFBQEN1dXtG7dGubm5ujatStsbGz47N4ckZGRqFunDsqWLctn5TZq2BDW1tZ48ECyPRDCjrBjvK1qmt1Wjctuq2TVlzMG90Brr+q59aWMtooN7i7csgfTB3VHUUVFFAa/oxfQsqoLmlepABtjfUzq1ERUX56XXkbdHaxQu4ITrI30YKanjU51KsPOxAA3Hr+QSMeevtDVUBNvbBBYaKGBu1CnflPUqtcYZuZWfABWSVkFx4+ESU0fFrwX5V0rwrtVR5iaWaJ9l96wtrHns3sZ9jcIC9qNVu26wr1yNT44PHjkRCTEx+HKBenXOYT8P6HB3P+TwdwNGzagVq1akHfTpk0rlMHcT58/I/LZa1RythO/V6RIEVQqZYuIKMnGTBrWWFy69xjP3sbwR66Y1zHxiE1KkdinWoniKG1j9kP7/Ln8ZyHy9XtUtst9ZKRIEQX+OuL5W5nfW3vkMrRKFkfLPI8efktqeiZfzFKtuBIEzfubGFS2NZXMu40pIl6IHnWTZu2xq9BSLc4HgaX58uUrJu4+hu7Vy8PWoHAem/z06TN/hNa1XOk8eS8Ct7KlcffBI8H+j/BTZ9GoTg3BH9dm+2aPjruVLSWRf/eyzrjzUPKOvCwZHzN5mBH1kqKZz2+iY/hj5nn3WVK1BH+E/c6DxwLm/ROiHj9EufKuEnkvW94FD+5Lv1ny4P49ifRMeRd3PJSRnv0f4QdDUUJVFZZW0h+l/kcUFVHUyAKfovIMGnz9ik9R91DUVPqj/kqO5fHpZRRKNukE7TGLoDloOopXbySxuqySQ3l8fv0Mam0HQHvMYmgOmAJl1+r4HWhWLo/Y45IXQTFHzkKrcnn+s0KxYtBwKYXYY+dzE3z9itjj56FZuYLA52zBMu9W1hl3f6F8lnaww7WIe3jxRlTfPnr6AhGRD1G5grAzzViZfPz4EcqXryCRf/b6/n3pg1D3799D+QqSx9DF1U2c/suXL7h65TKMTUzgM2k8OnVog5HDh+DC+XPC5v3zZ9x/+hIVSztI5J29vv1IdniRvDIyP+Lz56wCg7XX7j2CV79xaDVyOuZu9EdiSmqh1PWsbs+bd1b3C1nXHymsup4f+xeoWMZRsq4v44jbD5/88LHPYsdeVVXm/8FCM5QsUZzPYhMu71mIfPkOlR0sJfsIDhaIeCp6pPm7/bMHz/HsfQJcbczE+2SUiypK7FOpqCJuPBF2IDq3rXKROPbsNWuTZLZVFSTbqgqubhLp2Xm7eMFctGjVFuYWsh+5//Vy8wqVStlL5L1iKTtEPH7+4+ds1hdoyLjBwsIWnL15D941Kwmf92eveV7z5/32T+U9t775+Omz+OZR3n2y1zd/sA77GQkxr5CaFAubUrmPjLMwCKbWZfHiseQj79+SkS6agFGipOyZoCyEg3LxklAU4KYAK/OPHj9G+fKi9j23nSqPyPvSJ2mw9/O3U66urhLpnZyccPHSJcTGxvLz+tatW3j9+jVcXHLPLSHbKvfS+erL0o64/YM3aKW1VeycnbLSF52b1IWNmeTTkELmPfLFG1Ryspa8nnW0RkT2zazv1peRT/AsOg4udpKhVK4+fIZaf82H9+TlmLU9FInfeXryp/P+6ROePH6IsgX69W4y++kP79/hn+dVzqUif595H/2Wh2sokyeNqmpJ2Do4ybxWIOT/CQ3mCiw4OJg3Ruyu4pgxY6Crq8sfIbG0tMTNmzfF6dzc3HDy5En+87t379C2bVtUrFgRZcqUwaRJk8SNwuDBg/n+ypUrxxs9NtDZv39/HkuINZpsP0zNmjURGCi6o//+/Xu0bNmS76t06dJYu3at+P9l+Zg8eTJ/vMXKygozZ8787u8UFhYGd3d3ngf2f166JLpbf/jwYd7Ast+1Ro0a/BEahv1eeRv4O3fu8P+XYcdCU1MTU6ZM4b+Pra0tDhw4wD9jvxdTrVo1/n32e+SXmZmJ5ORkiY299z2JKR/4TE/tfLFgtdXVeEdTFhYvq0o/H1TqPQHDFm3mMXYrlxZ1enO+l3+fOuol+SCvkBLS0pH15St08nWW2WsWP1ea60/fYP+Vu5jSps4P/R+Znz5jyYFzaFjeASVVlCGUhA8Z0vOuVlx23p+9xf6rkZjSsqbM/W4+fR2KRRTQ0VPYwZS8klJSssuNZAdZS1OdD2gK4czlq0hN+4BGtYUflEvMyb+m5Mxm9vvEy3jkPL9Vfnugq6UpHhxjsST5PgrsU138mRBSkpN4HaiRb+Ygm0nIOm7SsPfzzzRkr1k8t7yuXL6ADq0aol2L+ggJ2oupMxdAPd/f+FcUKaEGBUVFfEmTPMbsdRE16f9PES09KDu78ZhVSX5L8eFUCIp71kfxGk3FaRS19KDiXgtZ8dFI2roY6ZdPoGSjDlAu74n/mrKBLjKjJWODstfFNNRQREUZSrpaKFK0KDLfx+VLEwdlAWOMi8/Z/OVTU+OXztnOLZugTtVK6DRkHGq06YGef/mgbZP68Koh7LFnbRor95paUspxvPRyz8p3wXKvKT5PkhITeSzCvXt2wdXVDTNmzoWHZxXMnjUdt29HCJb3xOTU7PpSrUDdEPeD9c3yHUHQ1dJAxTwX2Z7lnDB1QBesmjgEQzp443rkYwybt5r/X0KXG618YTZ4XZkgTAiWM5dEdX3DOjUgtNxjL61e/rFjv3LHfn7s2QBwXmev3UbNbsNRrctQ+B84huUTh0JTXbi4+glprH/2FTpq+fsIqoiVEWaBYXFwK/+1GG4jFmLw2r0Y16oOPBxFfU1LA20YaaljWchpJH/I4IO7m45cQnRiCmJkPIr8TyVnt1U/c87Kbqty0wfs8YeioiKaeLcUNL8S+UhJk3HOsr7xD56z/qHQ1VJHxTwDwnmFnrkMVRUV1HIrWyh518nfB9f48T74st0H+MzhnEkZbCauoY4mVuw5iOS0D3zgbEvYCUTHJyE2Udh+PZOSJGozS2pIhtAoqaGL1MQfe+KGlb2wbXNgYefCZ+RKk5aSgJNBq+Fes62g7ZRWvjKvpan5zXaKfV4gfZ7+GYu5y2btdunaFU2bNeNhGwYOHMivZ4Uku61S++G2asWOwAJt1dbgIyiqWATtGsi+dvlVCak59WX+a09VxCbJrttS0jPgMXQW3AfOwJAV2zGufUN4ONtIhFiY2aMF1o3ohmEt6+Lao2cYtHyboO2sqF+fBQ1NyQk4rJ+fmCDZN8xbV+ZPr6mpjcREUTnL+V7B+jQ3DflB7CazvG9/IFoATUBs8LFHjx48wLuzszPWrVuHuDjplVNe3bp1w4QJE/iA6OfPn9GkSRPs2bOHD3QeO3YMd+/e5XeukpKSoKSkhDVr1vDBzryDw3kNGTKEB6APCAjgeWKDpmwgtnLlyuKZvRcuXOB3PtkjLizPJiYmUvf18OFD/vnp06fh6OjI76p9+PCB77djx4584JY1stu3b+ePzrC8fg/7PdgAMJuFe+jQIQwbNgyNGjXivxcbeGbHj12ISjNnzhz+vbzYwPDo+rmDx0JSVVHGzunDkJ7xEZfvPcainaEw1dPmIRh+Z2kZHzFxZzimtK7DZ7d+D1sMbfS2g/gKYOI3BlD/DWmZHzFx91E+kCsr7/dev8f2cxHwH9K2UBYf+jeFHj2JSi7loKst7OPOQtgaEIaj5y5j5bSxUBY4tuZ/qUzZ8li0fAO/CD9yKBQL5k7DvEWrBH/k/GewcswGe1ODffmM1ay3z/FBXQslqtRH+snsx+UVFPD5zTN8OCp6vCzr3QsUNTCBintNZN7MM+OVCO74+cs4cvoCpowYwEM3sJm5yzZtg662JhrWqobfGXt0nqlc2RPNW4hCWljb2CAy8h4OHghFmTKFd0PsZ2wJCudxDNf4DJOob7w8c2fc2Jqb8K3F8Kl8tm7eWcC/u7CjJ37but436DCPubtq8ogCdb1rKXv4zZvAZ0MHHTuHCUs2YNPMMQUGjv9tqspK2D22O4+Be+nhcywMPAFTXU0egqGYoiIW9WqOqTsPodq4ZfzGbyV7S1R1tuYz0353jx89REhwABYtW/Nb93G2BB/lMXfXThwks48QfOoyGni6/HZ9iM2hx3nM3XXj+ovzxh4zXzCkG6Zv2o1aA6dAkc/0tUWVso6ClJub50MQtHmq+HXXUat/eZ8hW6cj+vUj9J20XernGemp2LqwP/RMbFGnhfCLRgo9Ier+/fv8us5AXx+379zBqlWroKOtjQr5ZvX+l3yz26rVPsPFZSfyyQv4HzoBv9njfstzltWXuyb15/Xl5ftPsWDPYZjoavEQDEwD99wBcxaCwd7EAE0mLcPVB88kZgETQn4vNJgrIBagnQ1SsoFcplevXnxg9VvS0tL4gC1b2TNHamoqjw/E4hCxwd2ePXvyEApsNU82qPs9R48exbVr1/jPbJVqNkuXvZczmMsGYRk2a5jFInr69KnMwdwjR46gQYMGfCCXYfEENTQ0eIwjNoibc7e0U6dOGDRoEH8c5ntUVFR4nhg2Qzgq6sdjVY4fPx4jR46UeI/FaPp8XXoMzRyaaiV4pyw+313L+OQU6OS7M5sXO97mBqJZYw4Wxnj69j02hZ3gg7k532P71MszCywuORUO5sI+XsMGNdnFSP4Fw9hr3XyzWZiXcUl4k5CMoZtDClzQu4xdjqDRXWCmq5k7kOt3kMfJXd+vhaCzcnneS6hIz3tKuoy8J+NNQgqGbj1QMO8TVyNoZEdcf/oW8WnpaDBvqzgNu1O98MB5Psh7cKwwq69qqKlllxvJGX1sISVZCyX9jHfvY3At4g5mjhmOwqCZk/98Mw3Y75N/5mJ+O4IOYtv+MCydMprHxc07w5HvIzGZz9jN3Wcy7PKk+1Vq6hqim1j5FkVgC8poakkPq8Hez7/gDHudf/aIikpxGBmb8M3B0RkD+3TGsfADaNW2kyB5//IhBV+zslBEVfIYs9dfUqTPDv2SmsS/wwZyc2TFvEERNU0etoEtesbSsPfyYvF4lZwlH9f9L7BZuGx2bl7s9aekFHzJyMTH2AR8+fwZyvqSM5CUDXSQ+U5yRq8g52z+Mp+Y9Evn7Cpff3Rq2YTH1WVsLMzwLiYWfgGhgg7mqqur83KfmCClHGtLL/esfBcs94ni84Ttk83wY/F08zIzM8e9u6JHFYXAZmuK6kvJGWysbtD5Tn3jF3oUvsFHsHLCYL5o2reYGuhCU60kXr2LEWwwN6fc5F/sjNeVMhY3+yd1/YyxI1AYco99/ro++bt1/baQI9gadBgrJg6TGj6huIoyzAz1+VbGzhqthk9G8Inz6N68gSB511Jl/TMFxOV7UoctfqarJnthUxY2wVxPVLc7mhrg6bs4bDxykQ/mMs7mhnywl83gZTNztdVKoNNCP5QyM4SQ1LPbqp85Z2W3VaL09+7e5jPqe3frIP6czYTcvGENQgL3Yf2WHYLkXVNNVcY5y/rG3zlnw05gS+gxrBo3AHYy+rw37kfh+dv3mDO4K4SWk/e4fP169prF+/yWrQdO8hm3q8f0LZB3JytT7Jwxkj+Zxx6j11Ivia7TlsHZ6tdDizhVqA0zm9ybZ58/iRZVS02Kg7qmvvh9FnrByOL7cbWDt87Ag5un0HuiHzS0C5brzPQ0+P7dB8oqJdBp6HIoFi0maDuV/6mnhMTEb7ZT7PMC6bP7Z+wpS19fX/hMmsSfVGXYE6RPoqKwLyBA0MFc2W1Vynfbqm28rQrHiglDJNqqm/cfIyE5Fc2G+IjfY7Nal24LgP/BEwhaPkOQvGuVzKkv85X75DTo5pulXuB6Nrv/5WhmhKdvY7Dp0FnxYG5+bOIS+79exsQLNpgr6tcrIinfjFnWz9fU0pFZV+ZPz2bcspm3os918tS3uhJpLK1yQ7AQ8v+KwiwUorx35ooWLYosdqGeLScubM6dXjYQzGbasu3x48c81AIbNGUhCtjgK7tTyQaK2We/ko+cwdQc7AKPDRgLSdbvmnfwNSdP7P/Pm/Z72HdZJyLvxt77nmJFi8LJ0oTPrs3bMWavy9pIXuB+CxtU/PRJlF8TPW3eYcy7z9T0DNyJevlT+/wRbLaAk4k+Lj1+mSf/X/lrtnBZflb6Wtg7qhN2jego3mo6W8PdxpT/bKipJjGQ+yI2EWv7NodmIQS753k31sOlqNeSeY96hbLmBTufVnqa2DusHXYNaSveajpZwd3ahP9sqFESTSo4YM9QyTR66qroVr08VvdsIlzeixWFvY0VrkXclSg3127fQSmHX+8kHDh+GpoaGvBwK5wZByz/DjaWuJa9eJk4fmZEJErby44Ruy3wADbvDcEin1FwspXs6Bkb6PFBsZwF0Zi0D+m49ygKpR2EizvLbhzZ2Noj4uZ1ibzfvnkdDo7SY0CzgdmIW5KLsN26cQ32MtLn7ped158EyjnrwWfh89vnKGad52JMQYG//vxK+s2rTy8eQ1FbX+IxIUUdQ2QlJ/L9idI8gqKu5DmjqGPAF0v7ryVevAmd2qKBzhy6dTyRcFH0BMnXT5+QdP0udGvnxgZkv6tOLQ8kXrwh8DlrWfCcjbiHUr9QPjMyM1EkX1vKLgbZvoXEyr2trR1u3cp98ob9H7du3oSjo/SLe0dHZ9y8KXkMb9y4Lk7P9mln74DXryTj6b1+/Qr6+gbC5b1oUThamUksCMPyfuXuQ5Sxk37BmPNo6saAQ1g2biCcbSRj+EkTHZeApNS07150C1HXX4+4K0xdf+xU4db1/NibFzz2dx6gjL3sC3G/4HBsCjiAJeMHw+kHjj3DFoxi8X8F7SOYGfLZtRJ9hAfPUdbqx2+Mf/maGys3/2KvbCD3+ft43HvxDjXLCBgfPW9bdeuGxLGPuHmDt0ky26o8bRtz88Y1cfqateti6cr1WLJinXjT1tFB81ZtMWXmPIHLjSku330okfcrdx+hrK3s8uAbegwbAsOxfEw/OFvL7u8GnbrEB0ftv3OD5h/n3dIEV/L169nrMt/Ke9gJbAg+hhWjesPZSvYNaLYGBhvIffEuBpFPX6FGhR9be+JblIurQsfAQrzpm9jykApP7l2UmEn76kkEzG3LydwPu3ZkA7n3rh1Fz3Gboa1XcKCZ7Wfz/F58ALfziFUopiTcRA3eptja4uatWxLHnl3DOmVP/smPvZ//idIbN26I07PYxex6NP81axEWskrodlZGW3X17gN+w+rbbdVBLB03qEBb1bBaReyYNwHb5o4Xb3paGujctC6WjR8saN6dzI1xOfKp5PXs/Scoa236U9ezH79x/R+dkITEtA/fHCD+J+XG2tYet29dk+zX35LdT7d3LI3bN3PTMxE3rvL3GX0DIz7geydPGrao8eMHkTKvFQj5f0KDuQJis0wjIiL4wCuzadMmfPwouuvKQibkxJq9fPmyeGXOkiVL8lm3eRc0e/PmDV69eoWYmBg+c5fN0J09ezaPO8vi0rIBTBb/Lmff+dWtWxfr16/nP7N9sHAL9erV+0e/U/369Xls3JzfiQ14sDAJbJbv7du3+WAz4+/vz2f3so3N9n3+/Dn/vxk/P78f/v/U1NT4/gtDp/rVsP/UZYScvYYnb6Ixe+t+pGd+QrNqokc4fdbtwvI9uTN8N4WewMU7D/HqfRxP73fwNA6cv45GnqKLMdbh6OhVFRtCjuPUjXt49PItJq/bBT0tddR0Eb4B6VK9AgIu3UXw1Ug8iY7HzIATSP/4Gc2zFwhjYRWWHhAtaKNcrCjsDHUkNjUVZf6YDfuZXTyxgdy/th7AvVfvMadjfX7xFJucxjdpF0S/lPdq5RBw5R6Cr93Hk/fxmBl0SpR3V1EnjoVVWHrowjfyriSRd01VlQJpihUpAt2SJWCZPVNHKO2aNUTokRM4ePw0nr18jYVrNyM9I5MvYsPMXLoaa/z8xenZRe6jp8/4xuKtxcQl8J9fvZVc7I11YA4cP4WGNasV2oq3TPumXgg+egoHTpzFs1dv8Pe6rXxgqkntqvzz6cvWY/W2PeL0fvvDsH7nfkwY2BNGerqIS0ji24f0DHG5b9ukHnz3huDMlRuIev6S70NXSwvVKwq7SEWzFm1w5HAojh89hJcvnmPtysX85lCdeqIZYUsXzobfFlFdxzRp1go3rl1GUMBuvHr5Av7btyDq8QM0atKCf56RkY5tvuv5IjPv379D1KMHWL5kHuLjYuBZVdg4lunnw6HiWp3Hs1XUNYJqk85QUFJGxnXROVqyZS+UqJsbCzHj8gkoFFeFasMOKKJjgGL2ZVGieiNkXD6em+b8ERQ1teYLoxXR1odymUpQcashkUYoiqoloF7OkW9MCStT/rOKmejmkcPMkSi3OXdQ4fk6f5SwMoPjnNFQdbCGRf+OMGrTEE+XbhGnebpkM8x6tYVJl+Yo6WiN0iunoqhqcbz0FYWNEEr7pg0QcvQUDp44g2evXmPBWl+kZ2aicXZc6hlL12LNtt35ztnnfOPnbDw7Z5/j1dvcJ2aquFfA1r3BOH/1Jt6+j8Gpi1exK+QQqleSXJhDCCwUwuFDB3DsaDhevniBVSuXISMzA3Xr1eefL1wwH1s2bxSnb+bdHNevXUVAwF68fPkC27dt5Y9pN2naTJymZavWOHPmFA4dOoA3b14jJCQIly9dRKMmuTGZhdCxcW0EnjiP0FMX8fT1O8zdtIsf+6Y1RAP9U1ZtxYqdQeL0bDbumj1hmNyvE4z0dBCbmMy3DxmiWPjs36Xb9/MF1N7ExOHynQf4a+E6mBnowqPc92eu/Yy23o0k6/o1m5CekSGu62ctWYW1+ev6J8/4xspNbHw8/1laXc/22aBW4db1HRrXQdDxswg7dQFPX7/FvI07RXV9DdENlKkrt2DlTtHaCgybjbt2dwgm9e8CYz0dHlOabR+yb8Czdm7VzkC+INDbmDhEPnmOGWu2IiYhEXUqC1vXd6nlhoDztxB86Q6evIvDzN3hSP/4Cc0riZ7+mugXhqXBp8TpN4ZfxIX7z/AqNpGn9z1+GWFX7qKxW+7gafiN+7jy6AVPcyLiEfqv2o1aZe3g6ST7xsI/5d2iNcIPheH40cO8rVqzconEOcsWMtu6eYM4fVPvlrh+7QoCs9uqndt8EfXoIRo3bS6e7WthaSWxFVUsymfumpoK9wQM06lhTQSevIjQ05fx9HU05mzei/TMj2haQ7Rg2eQ127FiV6g4/ZaQY1iz9yAm92kPI13tAudsjtQPGTh6+Ra8a0re5BNS5wbVsf/UJYScvYqnb6IxxzeA571ZNXdR3tfuxPLduU958dm4AYcxpVcbGOlqSc37kcu3cDUyivf9T16/g4F/r0dN11LwKCN8SBfWn6pSvytOBK1B5PXjePfyIfauHQc1TX04udQVp9s4twcuHMkNoxDsOx23zoeg3YC/oayiipTEGL59+pghHsjdMr8XPn5MR4teM5GZnipOw2KWCqFFixY8VN6Ro0fx4sULrFi5ks+uzbneXLBgATZv3ixO7+3tzZ8aZbNsX758iW3btuHRo0do2lTUBqmWKMGf9ty4aRO/lmbrybCnQ9nTq56ewq8L0JHVlyfOiduqeZv8eVvVRNxW+WKlRFsVjrV7QuHTrzOM9Fi5Z3GUc+tL9rQIW/Qs78bqezbD3cJYuJumTJe6Hgg4ew3BF27iydsYzNoRxutL7+zr00mbA7Bs/1Fx+o0Hz+DCvSi8ionn6bceOY+wixFoXEk0S5yV/0V7wxHx5CVexybwBdKGr/KHmZ42PJ2FvfnVpHk7HDscipPHDuLVy2dYv2ohMjPSUatuI/758oUzsX3LGnH6xs1a4+b1SwgJ8Mfrl8+xe/smRD2+jwZNWorPocbebbFvly+uXDqL58+isGLRTGhp68Dd4/cOgfXbYU9/y/v2B6IwCwLS09PjA7isgWOxbVl4Ah0d0fR/ttAYi43LYsKyQd9SpXIH+1i8WRY6gC1WxiolVVVVno7NWO3Tpw8fQGU/V6lSBQ0bNuR3trp27cpn6rLB4KtXr0rkY9myZTyIPGsU2d3biRMnolKlf7aKLBuEZo1x586deT7YTFoW25Y9AsPyzfLB7qSyx2RYnF+Wf2NjY774G0tjYGDA8/yjRo0axTsCJUqUQHh4OA8TIZT6lcohISUNq/eH88XLWCiEFaN6isMlvItLlJh5xTqEc/wC8T4+icdEsjTSw4y+7fl+cnRrVIOnm7l5H1I+ZKC8vSXfZ2HEBmtQ3p4vhLbq8EW+KIiDsR5W9fYWLxryLjGlwMyxb3mflIaT90R3dtsu3inx2Yb+LfksXsHyXtYOCakZWHX0Ml/0zMFIF6t6NMmT99Sfyvu/qU5VDyQmp2Cj/17EJyTB1soCCyaPFYcbiI6Jk5hJEJuQgJ4jJ4pf+weF8a18KScsnyla3JC5GnGHfzdnoKCw1K1SCYlJKVjvH8gfNbezMseiSSNz8x8bJ3Hs9x8+wQcmJi5YKbGfnm290bud6EKzc/NGyMj4iHlrtvAFfco62mORz0jBy33V6rWRnJQE/21b+MIwVtY2mDx9nvjx8ZiY91BQyG28HZ1LY8ToSdjhtwnbfDfAyMQE4ybN4BfCDHu869XLlzhxbArfr5q6OmztHDBr/jKYWwh7gf/xzhWklVBDidrNUaSkOj6/e4lkv8X4mr0omqKGtkRIhS/JCfxz1QbtoDVwGr6kJCD94lGkn8m9wcTi5SbvXAnVeq1QokYzZCXGIPWgPzIjRDcKhaThWhoex3JvxDkvmMD/fbk1ABG9xkPZSA/Fswd2mfRnr3ClWT84LxwPyyFdkfHqHW73m4TYI2fFad7uOQglPW3YTxkKZUM9JN+KxOUmvfEx36Jov6pO1cr8nN2wM4CXeVsrcyz0GS1Z5otInrM9RuU+Grkz6CDfypdyxIoZot97RO8uWL9jHxau80VCMgsxooVmXrXQo43onBBS9Ro1kZSchG1+W/ljrOwG6fTps8SPo7Jynzf/Ts6lMHrMePht3YKtWzbD2MQYE32mwjK73DOenlUxcPBQ7Nntj3VrVsHE1BQTJk5GqVKi2S1C8fJw5YvLrN0bhrjEFD4jb9m4QeJZtO9i4yXqy31HzvD6ZuyS3MFppk+rhujbmoWWUsDjF68RdvoSUtLS+UynSmUd0b9NEygVKyZ8XZ+UjE07WV2fKKrrp4zLV9fn1jex8QnoNVJUPhj/wDC+sbp+2azc8nT1FqvrY9G4TuHGo6/n6caP/bo9oXwRH3sLUywZN0R87KNj4yXq+oAjp/mxH78494YY07tVY/Rp04Q/lvv8TTQOLFrHF5vSUFOFk7UF1k4dBWuBV2pv4OKEhNR0rDpwlt9QdjDVx6oBbfiiPsy7hGTJ/tnHT5i9JxzRian8BrCVvjZmdW3M95MjJjkNC/af4OEa9NRLoknFUuhXv3AWi6xWoxaPwb7Dj7VVCbytmjJ9rritipVyzo4aMxHbtm6C35ZNMDYxwXif6eK26t/kVbkCfzx8zb5DfNEzds6yGbfivnFsgsSx33fsHL/hP3ZZ7o06pk+L+ujXKjf0RvjF6/wapIGHS+HlvVJ5JCSnYU3AYd6vtzc3xvK/eufmPT4RCnmO+97jF3jex6yQnGTSt3k99GvhxX9mC50t3hkiCtegqYbGVVzRxzt3YFVo1Rr3xsfMdARunoKMD8l8IbPuf62TmEkb//4FPqTkhjS4fFx0U2nD7G4S+2rVZzZcqrXAm2f38DJKtLjlotGiGwo5/lp4FFp6vz5Tmq3zkpScjG1+fohPSICNtTVmTJ8ubqfex8RAIc/gCgtBOHbMGPhu3YotW7bwyT8+Pj7iBbKZcWPH8s/m//03X+ibXQN269oVjRuJBvqEVM/DFQnJKVi3N1TcVrEZt7n1pWS5D8huq8Ytyb0pw/Ru1Yi3Vf+m+u6lkZCahtXBJxDLQvuZGmLV0M58AW7mbXySRDvLrlNn7wzD+4RkXl9aGupiVs+WfD8Mq+sfvY5GyMWb/FpWT1MNHk42GORdG0rFhB0qqlK9DpKTErFr20a+uJmltS0mTl+Qp66MljhnHZzKYNjoKdjptx47tq6DkbEpxkycDXPL3BnU3q068skaa5f/jQ9pqXB0LsP3qSTgbHRCflcKX+VhJQA5xuLSssHWvI0VEV7ahdzZJvJE1aM5MoIlB83kiUqzQcgIWAp5pNJyGN7fk7wRIk/0nd0Qd0c+F73SKe2Je48lY7/KC2dbY8RO7gV5pTt9I8KKyc+iUXk1/vQAMXeFH7j+t+iVqoRHUbmPkssTOxsLJF8/Anmk7lIP0ZGSj2nKEwMnVyTeEH72/b9Bs0JtZByWHKiXFyr1e+F+lGRoEnniaGOKlCu5s1LliZp7I6RezF74Uw6VrNwMey8JGxrg39K6UhEep1YesYU9k67nzkiVNxoudZF+UnJyjbwoXrMDIh69hzwqayfcxDF5lnEsdx0aeaVSR/j47L+7P3M+MiGEEEIIIYQQQgghhMgZCrNQyGJjhVuluzA1a9aMxzzKiz0qc+LEif8sT4QQQgghhBBCCCGkcHz9TcMdkm+jwVzCBQfL7+NMhBBCCCGEEEIIIYT8CSjMAiGEEEIIIYQQQgghhMgBGswlhBBCCCGEEEIIIYQQOUBhFgghhBBCCCGEEEII+dMo0BxPeUR/NUIIIYQQQgghhBBCCJEDNJhLCCGEEEIIIYQQQgghcoAGcwkhhBBCCCGEEEIIIUQOUMxcQgghhBBCCCGEEEL+NBQzVy7RX40QQgghhBBCCCGEEELkAA3mEkIIIYQQQgghhBBCiBygMAuEEEIIIYQQQgghhPxhvioo/NdZIP8AzcwlhBBCCCGEEEIIIYQQOUCDuYQQQgghhBBCCCGEECIHaDCXEEIIIYQQQgghhBBC5ADFzCWEEEIIIYQQQggh5E+jQHM85ZHC169fv/7XmSCEEEIIIYQQQgghhPx7PpzeDXlXonpb/GloZi75v/D2/k3IIyPH8ngU9Rzyys7GAq8e3oE8MrUvjftRryCvHG1M8eJRJOSRuZ0T7jx+B3lU2tYQ0ZHXIK8MnFwRc/cS5JFeqUoIK+YAedX40wPcffwW8qiUrRGePX4IeWRpa4/XD29DXpnYl0HUkyeQRzbW1nga9RjyyMrGVm7bqZy26kHUS8gjBxszue+fXX2QAHnk5qAl1+VGXtupnLbqYdQLyCN7G3NEPHoPeVTWTv+/zgIh/xjNpyaEEEIIIYQQQgghhBA5QDNzCSGEEEIIIYQQQgj50ygo/Nc5IP8AzcwlhBBCCCGEEEIIIYQQOUCDuYQQQgghhBBCCCGEECIHaDCXEEIIIYQQQgghhBBC5ADFzCWEEEIIIYQQQggh5E9ThOZ4yiP6qxFCCCGEEEIIIYQQQogcoMFcQgghhBBCCCGEEEIIkQM0mEsIIYQQQgghhBBCCCFygGLmEkIIIYQQQgghhBDyh/mqoPBfZ4H8AzQzlxBCCCGEEEIIIYQQQuQADeYSQgghhBBCCCGEEEKIHKAwC4QQQgghhBBCCCGE/GkUaI6nPKK/GiGEEEIIIYQQQgghhMgBGswlhBBCCCGEEEIIIYQQOUBhFv5QiYmJWLNmDcaNG4ffydSpU3meVFRUCmX/+8MOwz8wBPEJibC1tMDQvj3gZG8rNe3TFy+xecduPIh6iuj3MRjUqyvaNGsskWbzzj3w9d8r8Z6ZiTH8Vi0ulPyHhgQjYN8eJCTEw8rKGv0GDIKDg6PM9GfPnMY2vy2Ijo6GsbEJuvfsDXf3ihJpXr54gc2bN+DO7QhkZWXB3NwC4ydOhr6+vqB5Dww7iN0BQfzY21hZYki/XnC0t5Oa9tnzF9iy3R8Po57wYz+wdw+08m4ikSb4wCEEHzyM6OgY/trC3Axd2rdBJTcXCC0sJBCB+3bz425pZYO+A4bA/hvH/dyZU9jutxnvo9/B2NgUXXv2gZt7JalpVy1fjMMHQ9Gr70A0a94KhSEo9AD2BOwXH/tB/frA0cFe5rH33b4Djx5H8WM/oE9PtPRuJpEm4s5d7Nm3Hw+johAfn4CpE8ehikflQsn7wdD9CNrnj8TsY9+r/zDYOTjJTH/+zAns3LYJMdHvYGRsgs49+sPVPTdvF8+dRvjBIEQ9fojUlGQsWLYBVjbSy+GvCjgQDv/9oYhPTIKNpTmG9ekGZ5n1zSts3LEHD6Oe4l1MLAb37IK2zRoWSBcTF481W3fi0vVbyMjMhImhIcYP7QdHW2vB87/v4FHsDDyQnX8zjOjdBc52NlLTPmH59w/Ag6hnPP9De3RE26YNJNJkZX3Bpl0BCD99HnGJSdDV0kKjWlXRrY03FARcRVe7qhusR/WChktpqBjr42qrgYgOPvbt71SvCOcF41DS2Q4ZL9/i8ZzVeLV1v0QaiwEdYT2yF5QN9ZAccR93h89A0pXbKKxyHygu97bo3X/od8r9SezctpHXOUbGpujSo5+43H/+/Bk7tm7E9asXEf3uLUqoqqJseVd06d4X2jq6guc9ODQMe/cFID4hAdZWVhjYv9836pvn2LptOx7z+uY9+vXpjZbNvX9pn7/aTu0KCM6uKy14O+Uko516+vxlvnaqO1rna6eCDhxGyMHDeJfdTlnydqp1obRTTEhICPbt3YuEhARYWVtjwIABcHBwkJn+zJkz8Nu6VdRHMDFBzx494F4xt4+Qnp6OzZs348L580hJSYGBgQGaeXujcWPJvpAQgkNCsXffPp53/jce0P+beT995gy2+m3jeTcxNkbPnj1Q0d1d/Dnbz8bNm3H9+g2kpaWhdOlSGNi/P0xMTFAY5LmtCgsJwv7sPo4V7+MM/mYf5yzv42zJ7uOYoFu+Ps6SRfNx/Gi4xHcquLph2oy5hZB3+e6fff36Fft2rMeJ8CCkpaXC3qkMeg4YA0Nj829+LzxsL8L2b0NSQjzMrWzRre8o2NiXkrr/+dNGIOL6RYyYMA9ulWsIlnd5Ljfy3E7lHPvc60Ebfj34vWO/zc9XfOzZ9WDeY7+YH/sjEt9x4cd+juB5PxQagOCAnbyutLCyQc9+w2Hn4Cwz/YWzJ+C/bQOvKw2NTdG5e3+4uHtIlPFd2zfi2OEQfg45OpVBn4GjYGRiJnjeCfnd0MzcP3gwd+5c4RvHXzVt2jRkZGQUyr6PnzmPVZu2onu7Vli/aC6/UBs9dTYSEpOkps/MzISRgQH6dukAbS1Nmfu1NDfFvi1rxdvyudMKJf+nT53EhvVr0aFjZyxdvopfqE32mYDExASp6SPv3cX8ebNRz6sBli1fjcoenpg1YyqePXsqTvP27RuMGT0CpqZmmDNvAVasWov2HTpBSamYoHk/ceYc1mzYgq4d2mLNkr/5sR87eYbMY5+R+RFGhgbo3a2zzGOvq6uDPt06Y/WS+Vi1eD4qlC2NybPm8cFIIZ05dQKb1q9Bu45dsWj5GlhZ22Cqz9hvHvcF82airldDLF6+FpU8qmDOjMl4nue457hw/iwePoiEto4OCsvJ02exdsMmdO7QHquXLoK1lSXGT56GhMRE2eXe0BC9unWFtpaW1DTsHLW2tsKQ/v1QmM6dPo4t61eibcdu+HvZet7pm+HzF5JkHPv79+5g8fwZqOPVCAuWrUdFj2qYP3MiXjx7kpv3zHQ4Opfhg12F6djZC1i5aRu6t2+JDYtmwdbSHH9Nm/uNMp8JY0N99OvaXmaZT0lNxaBxU1FUURHzfcZg6/K/MahHJ6ipqhZC/i9ixeYd6NG2OTYumM7zP3L630hITJaaPjPzI4wN9NC/S1voaGpITbN9fygCDx/HiN5dsX3ZXAzo0hbbAw9g7wHJC4hfpahaAskRD3Bn6I/VxcUtTeEevBZxJy/hrJs3ni73RZm1M6Fbr6o4jVGbhnD6ezwezVyJsxVbICXiPiqFbYSSnjaEdvb0cWxevwptO3bn5ZgNUEz3GS2zzmHlftH86ajj1RgLl21ARY+qmDdzEp5nl/vMzAw8iXqINh26YsGydRgzcTrevHqJOdMnCJ73k6fPYN36DejUsQNWLlvCL2gn+kzmfY5v1Tc9u3eTWd/87D5/pZ1avcEXXTu0wdol8/mNr7GTZ367j2BogD7dOsk8Z/V0dXg7tmbJfKxePI+3Uz6z5vOBYKGdOnUK69etQ8dOnbB8+XJ+nHwmTZJ5nO7du4d5c+fCq359LF+xAh4eHpgxYwaePXsmTsP2d+3qVYweMwZr161D8+bNsXrVKly8eFHgvJ/G+vXr0bljR6xYvoy3LxN9fL6Z97nz5qO+lxdWLl/G8z59xkxx3tnF/bQZM/Hu7TtMmezD98luUI+fMLFQ+pjy3FaxPs7G9WvQvmMXLF6+BpbW1pjiM+47fZxZvG+5ZPka3seZPWNKgT6Oi6s7fLftFm+jx0wslLzLc/+MCQ3ww+HQ3egxYCym/70BysrFMXfKcHz8mCnzOxfOHMH2jUvRsn1vzFzsC3NLO/6dpMT4AmkPBfsLerP0/6HcyHM7xZzJcz24ZPnq7OvB8d889n/Pmw0vrwZYyq8Hq/DrQWnHfuu2XeJt9Bjh+wjnTh+D74YVaNOhO+Yt3QALK1vMmjxKZl35IPI2lsyfhtr1GmP+so2oWLka5s+aIFFXBu3bgYMh+9B30F+Ys3AtlFWKY+bkUd88h0hBXxWKyP32J/ozf+s/TKdOneDm5oayZcvy2RTv3r1D//79+SyL8uXL88++JSwsDO7u7ihXrhxPf+nSJf7+4cOH4eLiwvdbo0YN3rlmTp48ydPluHPnDiwtLfnPrKOtqamJKVOmwNXVFba2tjhw4AD/jOWJqVatGv/++/fvBT0Oe4LC0NirDhrWrcUHYEcO6A0VZSUcOHpCanpHO1sM6NEZdapXQbFisgc3FRUVoaOlKd401dVRGAL370P9Bg1Rz6s+nz07aPAwKCsr40j4Yanpg4MC4erqjlat28LM3BxdunaHjY0tn92bY6vvZri5VUTPXn34Z0ZGxqhU2QOamtI7K//U3sAQNKpfFw3q1uYzk4YP7MfzfuiI9Nlyjva26NezG2pXryrz2HtWdEclN1eYGhvz2dC9unZCcRUV3HvwUNC8B+3fC68GjVDXqwHMzS0xYPBwnvej4Yekpg8JCuAdopat28HM3AKduvaAtY0dnz2SV1xsDNavXo6RoyegqGLhPSSxLzAIDet7oUG9Onz28rBBA3j+D8s49g72dujbsztq1aiGYsWk56uimyt6dOmEqp6FMxs3R8j+3ajboAlq12sEM3NL9Bs8CsoqKjgWLqoz8gsL3osKrhXRvFUHmJpbokOXXrCyseczpnLUrF2fD5KxmYmFaXfQATTxqoVGdWrC0swUowb0goqyMsKOnZKa3snOBgO7d0Kdap5QKir9uG8PCIG+rg7GD+3PZ/gaG+ijYoWyMDEyEDz//iGH0LReTTSuUx1WZiYY3a87z3/ocVn5t8agbh1Qt2plmefsnQePULWiCzzdysNIXw+1PCuiYvnSiHyU2ykXQszh03g4ZQmig47+UHqLvu2R/vQVIsfMQ+r9J3i+ajve7TsMq2HdxWmshvfAy4278co3AKmRUbg9cAqyPmTArLvws7VC9u9BvQaNUadew+xyP5KX++Myyn1o8L7sct8epuYW6MjLvZ243KuqlsTUWQtRpVotmJiaw8GxFHoPGMZn/MW8jxY07wH7A9GgQX3Ur1cXFubmGDp4IJRVlHE4XPqAvYO9Pfr06omaNarLLDc/u89/ak92O9Uwu50aMbAvrysPHjkus53q37Prd9opN1R2c4GpsVF2O9WRt1ORArdTzP79+9GgYUN4eXnB3MICg4cM4fkPD5ec6ZYjKCgIrm5uaN26NczNzdG1a1fY2Njw2b05IiMjUaduXd7PY7NyGzZqBGtrazx48EDQvAewvDdoAC+vevxvPGTwYCgrq+CwjLwHBgXDzdUVbVq34nnv1rULbG1s+Oxe5vXrN7h//z4GDx7Ey5iZqSmGDBqEzI8fceKk9DrsT22rgvbvy9PHscDAn+zjdOZ9HFs+UzAvdk5oaWuLt5JqaoWQd/nun7GbDoeCd6F52x5wq1wd5lZ2GDBiChLjY3Ht4mmZ3zsYtBO1vLxRo24TmJpboefAsfx8OXVUVP5zPHvyEGGBO9B36CTB8y7P5Uae26m814O5x/5714P7s4992+xjn3M9+O8f+9DAXahTvylq1WsMM3MrPgCrpKyC40fCZNaV5V0rwrtVR5iaWaJ9l96wtrHns3tzzqGwoN1o1a4r3CtX44PDg0dOREJ83P/YuwuoqJo2DuB/fW1UurtDVBTEbsUWu7s7X+tVDOxWbFEBQcVCBRO7uzBQwgIVpMEA8zszC8vusmBd1P18fufco7s7exmGuXPnzp37DK5ePCt4/gn509Bg7l9g2bJluHbtGkJCQvhAKQtlwEIslCpVCrdu3eKf5SYsLAy9e/eGr68vbt++jatXr8LGxoYPtHbp0gU+Pj58vwMGDOAXBKxR/ZqUlBR+YXD9+nWsXLkSo0eP5u+zPGU99sfyJeRj/h8+fMTDyEdwLF9W/F7BggX56/sPw39q389fxKBtr0HoPGA4Zi32QGxcPIT24cMHRESEw8GhglT+2esHD0LlfufBg/twqJCdPuuRmaz0nz9/xrWrV/ijlW5TJqFr5/YYM2o4Ll44L3jewyIiUbF8Oam8V3QoJ9jAKwsPceLMOT7jxs4m98cyfyTvbMCjvENFqbyz1w8fiG5eyGLvl6/gmOMxMcn0rOyXLpqH1m07wMhYdKMjP4jL3kG27Mvj/gNhL8aFllX2kheyLO/sddiDe3K/w96XvfB1qFgJD3NJn19Ye8PCJTiVs5dpb+xx7yfam/NXbsDawgxTFyxDy56D0Hf0JAQFyx9o+vn8P4FTuTJS+XcqZ4d7DyN+eL/21pa4HnIfz1685K/DHz9DSGgYqlTIrp+/g0oVB8SfuCj1XtzRc1CtIropWaBwYShXLIP44xeyE3z5gvgTF6BSRbqNFabeP5Rb73Nrc+TV+woVnXNNz7x985rP1lIqWVLQvIdHRPD2RTLvFRwcfri9yY995vZzwiJYH0G6rXR0YH2Eh/lwnrISvo8QHi51I13UR3DAg9Bc+gihobwcJbGb7JLpbW1tcfnSJcTHx/P+HesHPn/+nN/IFzLv7G8smZesv3Hogwdyv8Per1BBNu8VxenZPpkiRYpI7ZMNVty7L+z5QLHPVaxvGQYHOX0c1oeUh71fvoL0358NFMmmv3vnNrp3bofB/Xth9cplSE1NETzvitw/Y+JiXyA5KQFlymeHBymhVJKHSwh/KD+Ez8cPH/A44iHsHSpJ/d725Ssh/EH2d9gTGasWT0WvgeOgoirs7GJFrzeKep6SLHvZeu+QR70XXQ9WzFHvZa8fWdl369weg/r3xuqVy5Gamip43h/JbSud8mgr7/LPJZWv6MzfZ17FvuThGspKpGE3sC2sbX95e0rI70Axc/8CW7du5YOx7AKCbRoa3x4j7+jRo3y2BBvAZVhHWFlZmc/cKFu2LN+yZv8OHTqUd/K/hsXDbdOmDf8/ezQuMjLym/PDHnVhmyR2N/JrUlJTeQdNTebxX1UVZTyLfoEfxWbHTRw5mM+4SUhMgo//boyYNA1eHotQokRxCCU1M/8qMo/3sBm00VHyH9dk8eJkZ9iyWdHspMekJCfzeHi7dm7ns3Z79+6H69evYs5sd8yZtxBlywozwJKSmsbzrirzGCor+6jor9eXvDx68hTDx/2H9+/fo3jxYpgxeTyfUSUU1on83nJn5Zuz3FV5XKssATv9+Yzu5q6i4yC/iMteRV7ZR+NPlsbL/lOOslRWUcXzqGe5lj37XBL7flad/1VS0tLwiZe7dHujpvxz7c3L2FfYd/gYj6XbrV0rPAiPxPINPihUqBCa1KsFofOvpiL9lAFrP58+Fw3E/ohubZrjzbt36Dp8Iu/As7o5oEs7uNSuht+pqLYGMmKlb8Kx14WVS6FgsaIorKqMgoUKIeNVgkyaBChZm+VDvf8MFRW1HPU4r3ovm145j3rPHj309VqPGrXro0QJJeHPUzLHIGt/oqKi/5h95n2eku0jqOCZAOepYeMm59t5SrKcVGXPVaqqubb1vI8gJz17PwuLuevh4YEe3bvzcxa7ATBy5Ehx30/IvKvI9BFYfyUqz/5NzvRZeTc0NICWpia8vLwxYvgw3u/cs3cvH5Rmcd6FpMjnqrz6OM9z7ePI71tK9nHYIF3VajWgra2DmJcv4euzETOm/ocFiz14PcrvvCtC/0yUH9E5RTlH+60m/kxWWmoyr2+y3ymtoooXz7NDpPhtWAYrm7J8xq/QFLveKO55SrLsVb+r3strL6XbG/YkZzVe9ro8BJ+vzyZMn/ofFi5eLljZZ7WVOeu7Kp5HP82jrZTtD6khOTOkSNZxkrNuZach5P8ZDeb+nzt37hzviF+8eJHPdA0MDMTUqVPz9WeygQU2AyWLbHwyNviaFb+JnSAk037N3LlzeVxdSSxkw8BOrfA7VHbMnpVlbmLMF0rp1H8oTp6/iGYN6+FP9jlzFnWVKtXQqrXoUWEzc3OEht7HoYP7BRvMzU9sEH398kV48/Ytzpy/iPlLV2LJXHfBL5SFFBEehqDAACzxWJsvcczI/6/PXz7D2twMA7p34q+tzEz4wmmBR44JOpibX05cuIKjZy5i2ujBPHQDm5nrsckPGmoqaFK35u/O3l+BLYa2aO4MfMEXDBwqeiqG5P95ynP5Qn6eOn3+Ej9PLZ07448+T2VhfUYWroD1s7S0tXH3zh2sXr2axxGtIPPkz5+E9UPdpkzG0uXL0b5jJ9EsuQoOqOTk9E1PkJGfU6t2XfH/TUzNYGJqigF9e/CZf5IzCv+2/tn5U4excfV88etxUxcjP1y/fAb3Qq5hzrLNUCSKWm/+H0iXvSlfZLs/lf3fha5JFRIN5v6fY7MUWDgFdXV1Pitk3bp1/P3SpUvzWZnsPcnH0GQ1atQI7u7uvDPPZueyRyTevn2LKlWq4M6dOzwerr29Pfz9/fkKwWxjneanT58iLi4OmpqafFbwt2J5ZWEYZO8gZpk0aRLGjBmTY3A48bH8xwizKJcuzfPFVmWXKp/klDwXN/tepUoq8dh4z1/GQEilM/PP7q5KYsHuWVwjedhdW9lg+CwQv4qqmnifbDCdxdOVZGhohPv3RI+vCEG5dCme96SkZMHLns0U19fT5f+3sjDHw/AIBAQewJhhovjLP6t0aeXvLndWvjnLPQmqmeV+/94dPiu6X8/O4s/ZXXavDWsRtHc3PL23QvCyT85Z9rJ39f80pXjZ/5OjLNkiCVl1WBZ7X3YRheQ80ucX5VKl8A8vd+n2JjHl5+q8uqoqTAylV2I3NtDD6YtXkB/5T5RZ7Iy1n7ktbvYtVvv4o2ub5jyuLmNubIiYuHj4Buz/rYO5bBYum50rib3+kJKGz+kZeB+fhM8fP6KolvSjqkW11ZERE58P9b5gjhkledVjUZuT+NXjhA/kzpuOuLhYuM9ZIuisXKnzlMwxyNqfH21v8mOfeZ+nZPsIyfl0njqIMcOEW9gqq5wkZ9Uy7NyV24I9vI8gJ31WubKnoFgorSlubnB2dubvmZqaIvLRIwTs3i3YYG52/yY5R39FVS2PvCfLSS/xu1paWmL1ypV48+YNPnz8CBVlZYwcNZq/LyRFPlfl1cdRyaXsVXLpW2b1ceTR0dXjP+vlixeCDQwpYv+sonNNHkIhy8ePonAgbOEyVbXscxB7bWwmv56WKq3C65vsYmepyUlQVhGdo+6HXMermOfo37mhVJpl8ybBxq48psxZ8xfXG8U9T0mWfZLcep9X2Sd/V3ujo6vLf9YLAcs+q62UrbuitlI9j7ZStj+U/TRS1vdEv7+GVBoTU2HbekL+RBQz9/8cC5FgbW3Nt6yFxRg1NTW+2AWLXZvXAmhsgTIvLy9069aNL4BWuXJlvvAFG6TdsmWLeB9r1qzBzp07+Z1sPT09jB8/nnf+2aAv+1nfauzYsWjYsGGuC6CxgVt20pTcviXMAlvIic1ouxFyR6qDdj3kLuyshWvs375Lx4uYWD7oIiR2MWhhYYnbt29J5f/2rVuwsbGV+x0bGzvcunVT6r2bN2+I07N9WlpZ47nMI5jPn0dDS0u4BZXYz2EXsDdlyv7m7RDYWVsJPts4K1aeUHk3t7BCyO2bUnkPuXUT1jZ2cr/D3g+5dUPqvVs3r4vT16nXAMtXeWLZyvXijc1yatW2A6bNyp6xIWjZ3w7JWfYCxhbOD1llf+fWdZmyvwErm+yLIUns/ZDb2emZkJvX+IJPvxJrb6zMTXE95J5U3m+E3EOZn2hvytpYIUomzEHUixhoa3576Jxvz79JjvyzeLdlrC1+eL/pGRkoKHPnnw0as33/TsmXbkG9nvRifhr1qyHpkqi9/fLhA1Ju3INGvarZCQoUgHrdqki+JN3GClPvraXaEFG9z25D5NX7O7el25zbvN7b5RjIffkimi+Gxi6qhMbPKRYWuHlLur25dev2D7c3+bHP3H6OlUXOPsKN23dgZ239R5+nxH0ES0veJ5Aup1uwsc2lj2Bryz+XdPPmTXH6Tx8/8npTIJ+P2ay/8S2Z/g3Lm21miC9Z7H1WByTduHlTbnolJSU+kMvCgLG4llWrCrtwp2Kfq1jf0gq3JdqPrD4O60PKw95nn8v2cXJLz8THxyEtLTXXQda/pX9WvIQSdPQMxZu+oSkfjLp3+6o4zdu3bxAZdg+W1vJDmRQqXBimFtZS32G/992Qq7C0EX2nRbsemOvhhznLN4s3plvfkRgwwg1/e71R1POUZNnL1vvbedR7Vsbsc0m3JK4H8yr777mG/5a8m7G2UqLtY3lnr3NvK+2l2tastpK9z2hp6/IB37sSadgxFPEw9Je3p4T8DjSY+3+ONZzbt29HREQELl++jNmzZ4s7756ennzGbV4LoDFNmzbladjCFzdu3BDP0GADxew1WwDt9OnTsLPLPolMmTIFjx8/xqVLl/jjeU+eiOI4mZiYSN0dLFmypNQjbywtW3RN6AXQmPauzbA/+AQOnziNp1HRWLp2A9LTM9CkQR3++ZylK7F+81apRYDCHz3h28cPHxGfkMT/Hy0x63a1ly9u3b3PY1neDX0It7mL+B3T+rWqQ2gsFMKRwwdx/Fgwop49w+pVHkjPSEeDho3454sXLYC310Zx+paurXDj+jUEBOxCVNQzbPHbzB8ha96ipThNm7btcPbsaRw+fBAvXjxHUNA+XLl8CU2btxA07+1atcCBI8dw5PhJXvbLVq/nZd+ogSgUxbwlHtjg4ycd4P/RY76xi8n4hAT+/+eZCycxLH3I3XuIiX3FYxKy17fv3EP9OsI+bu7auh2CDx/AiWNHEPXsKdauWiZV7myhjM1eG8TpW7i2wY3rV7E3YAeio55hm58PIsPD0KyFKBQIu9NtbGIqtbHVktnsBAMD4R+7bdvKFQePHEXw8RN4GhUFj9VreeiTRg3q88/nL16Gjd6+MmX/iG9sNlN8QiL/v2TZs1n9WWkY9jdg/3/1Kk7QvLdo3QHHjhzAyWOHEf3sCdavWoKM9Heo17AJ/9xj8Wz4ea8Xp2/Wsh1uXb+CwIDtiI56iu1bvPhiUk2atxanYZ3Tx5Hh/G/JvHgexV+zlW+F1MG1KfYfPYlDJ87gSdRzLF67Ce/S09G0fm3++exlq7HO119ue8PLPTExR3vTvmUT3AuLgO/Ovfz9o6fP8wXQWjeVnn0jhE4tGiPo2GkcOnkWT6KfY9E6H7zLyECzzHAOM5evw1q/HdL5f/yUbyz/cYlJ/P/RL2PFaapXqoDNuwJx4dotvHwVh9OXrmF70GHUqpz7DcUf8Y9SCZQub8M3poSpAf9/MUPR7EjrWWNQ3iv7wvzpen+UMDWEzdxxPAau8aAu0G3fBI+Xe4vTPF7mBcO+HaDfvRVK2pjBftV0FFIqjigf0YrKQmrRuj2OHdmfWe+fYt2qpchITxfX++WL50jV++Yt2+Lm9SvYl1nv/WXqPWtDF86Zhsjwhxj17xR8/vSJ13e2CT2o2KZ1Kxw6cgRHjx3Hs2dRWLFqNW9vXBo24J8vWLwEm7x9pBcxinzEN1ZvEhIS+P+fv3jxzfsUSnvxeepU5nnKk5+nGjcQPX46d4kHPH225HGeSsxxnmLpb9+9Lz5P8df8PCX8TPTWrVvj8OHDOHb0KJ49e4ZVK1fy2bXsBjmzaNEifnM+i6urK1+Ils2yZbFp/fz8EB4ejhYtROf/EkpKPDbupo0beT8vJiaGr6Nw/PhxVKsmbJzrNq1b49Bh9jc+xvO+YtUqfp51ycz7wkWLsckr+3hs5doS165fx+6AAJ53X78tCA+PQMsWzcVpzpw9i9shIXj58iUPNTZp8hRUrVIFjgIu3vb/cK5ybd0WweK+5VOsWbWcl339ho3FfRwfOX2cPQE7eR9nq58P71s2a+Eq7h94bVzHF12KjY3B7Vs3MNt9KnR19fgivMLmXbH7Z+xGSeOWHbF3hzcPjfDsSQTWLp0BFTUNOErEup0zZRiC9+8Uv27i2hkngwNx5vgBPI96DK81C/g5onb9ZvxzNkBsaGwutTEamjrQ0tHD315vFPk8lfN68GmO68Eli+bDR+p6sLW47Nn14Fbx9WB22W/auF6q7Ge5T8uXsm/eqiOOH9mPU8cPITrqCTxXL+ZtZd0GTfnnKxbPwhZv0YLo4rbyxmUEBfjjedRT7NiyCZERD9C4eRvxMdTMtQN2b/fB1cvn8PRJJFYumQVVNXVUqkrhu8j/PwqzQP4a9WpWQ3JqKry27kBiUjIsTE2wYNokqGWGdIiNT0CBgtn3N9hgSv/RE8Svt+8N4lt5ezssnz2NvxcXn4CZizyQmpYGZeXSKGtrjdULZkFFWXrhICHUql0HKakp8PPdzB+vMTMzg7v7bPEjPHFxr1CwYPYMGlu7Mhg3fhJ8N3tjs7cX9PT1MNltOkxMTMVpWLD7IcNGYOcOf6xfuxr6Bgb4b/JUlCkjuuMplLo1q/PwGd5b/Hm4BXMzU8ybMUX8+OqruHip2T9sMbmBI/8Vv96xJ5Bv5e3L8Ji4TFJKCuYtXcEXM1FSKgEzE2PMm+EGpwrZq8kKoWbtunzBga2+3rzcTc3MMc19nvjxpHg55T52/GT4bd4EX+9N0NPXxyQ3d35R8DvUqVUDySkp8PHbxvPPyn6O+zTxgnSv4uJQQCL/CYmJGDwiO5TJzoC9fCtnXwaL583m74WFR+Df/7Jnd6zdsIn/27B+XYwfPVKwvFevVQ8pKcnw99vEF0EwNbPAFPeFUmVfoED2MWtjZ49R49ywzXcjtvh4QlffAOOnzIaRSfYiVVcvnceqZfPEr5fMF8Xg7tClFzp27S1Y3uvXqIrklFRs2rYrs70xxqJpE8WLMMbGJUjlPT4xCX3H/Cd+7b/3AN8cytjCY7aorG0tzTF74mis890Onx17oKOtieF9u8Oldg3B8p2d/ypITk3Dhm0BPLyChakRFruNy85/fIJUvY9PSkLvsdl1Ytu+Q3xzKGODlTNFv9foft3huXU3Fq/3QVJqKjRUVdHSpS56txc25rmyoz2qHs++QWG3SPTzozYHIKTvJBTV1UTxzIFd5t2TaFxtORB2iyfBZHgPpEfH4M7AKYg/ek6c5uXOQyiiqQaraSNQVEcTqbdDcaV5P7yXWRRNCDVq1UNqSjK2+XmJ672b+wKJeh8rNcOZ1fvR49ywldf7DdDV18eEKbNgnFnvExPicPXyef7/scP7Sf0s97lLYV9OuNindWrV5G39Zr8t4vPUbPcZEuepOKm8s/ZmyIjsNmNXwB6+lStrj4Xz5n7TPoU8T7Fj1kt8njLB/BmTpc5TBSWOWXaeGjBynJzzlB2WZp6nkuWcp+bPmCL4eYqpXbs2UlNS4Ovnh6TERB4D333mzOyyf/VKquzZDfjxEyZgs48PvL29eZgsNzc3ftM9y4SJE/lnCxcsQFpaGr/J3qNnTzRt1kzgvNfi/RtfXz/x33iWu7s477LnKZb3CePHwWezL7y9ffh5dqrbFKm8szJf77mBTyBgoSbq16+PLp1F8caFpsjnKtbHSZHo45iZmWO6+1ypvqVk31jUx/kPWzZ7ifs4/7nNEPdx2ISGJ48f4cSxo3jz5jXU1NThUNERXbv3RuHCuYd1+xv7Z0zzNt35QOzGVfPw9s1rWNmVw4Tpy1CkSPZTh7Ex0XzhsyxVazZEWkoydm31REpSAg/JMGH6Uijn8qh6flDkeqPI5ymmJr8eTMYWXx9x2c9wnyNT9tL1/t/xk+Anvh7U59eDeZV9BV72vQQv++q16vP+zXa/jbytNDGzwGT3RVL9G8m8W9uWxchx07DN1xNbN6+Hrp4Bxk+eI9VWurbtgvT0d1i3YiE/hmzsyvJ9Sh5D5Ou+SJyjiOIo8IVWAiDsrl3Llnw2hCR2Ujh58iQUwcsH0o8KKgpdGweER8pfwVMRWJobIzpMuPi6v5KBlT0eRAq7yuyvZGNugGfheceK/lMZWdriboSwcaV/FXsLHcSGSj/ypUi0bR0Rd+8yFJFmmco4UPjPDg+Sl2YfHuJehHSYDEVRxkIXTyLCoIhMLKzwPCw7fIKi0bcqy+PUKiJzMzM8joyAIjI1t1DY81TWuephpPzV7f901uaGCt8/u/ZQOqaponCyVlXoeqOo56msc1VYpPS1uKKwMjdCSHjO8IiKoJylsE8CK6q0Kweg6Eo5C3ujWRHQzFwiXrGYEEIIIYQQQgghhBDy56L51IQQQgghhBBCCCGEEKIAaGYuIYQQQgghhBBCCCF/G4k40URx0MxcQgghhBBCCCGEEEIIUQA0mEsIIYQQQgghhBBCCCEKgAZzCSGEEEIIIYQQQgghRAFQzFxCCCGEEEIIIYQQQv42BWiOpyKivxohhBBCCCGEEEIIIYQoABrMJYQQQgghhBBCCCGEEAVAYRYIIYQQQgghhBBCCPnLfClQ4HdngfwAmplLCCGEEEIIIYQQQgghCoAGcwkhhBBCCCGEEEIIIf/3Vq1aBRMTExQrVgyVK1fGlStXck3r6emJmjVrQlVVlW8NGjTIkb5Xr14oUKCA1Na4ceN8/R1oMJcQQgghhBBCCCGEEPJ/bfv27RgzZgymTZuGGzduoHz58mjUqBFevXolN/2pU6fQuXNnnDx5EhcvXoShoSFcXFzw/PlzqXRs8Pbly5fibdu2bfn6e9BgLiGEEEIIIYQQQgghf5sCBRV/+w5LlixB//790bt3b9jZ2WHt2rUoUaIENm3aJDf9li1bMGTIEDg4OMDGxgYbNmzA58+fcfz4cal0RYsWhY6Ojnhjs3jzEw3mEkIIIYQQQgghhBBCFE5GRgZSU1OlNvaerPfv3+P69es8VEKWggUL8tds1u23ePv2LT58+AA1NbUcM3i1tLRgbW2NwYMHIyEhAfmJBnMJIYQQQgghhBBCCCEKZ+7cuVBWVpba2Huy4uPj8enTJ2hra0u9z17HxMR808+aMGEC9PT0pAaEWYiFzZs389m68+fPx+nTp9GkSRP+s/JLgS9fvnzJt70TQgghhBBCCCGEEEL+OKk3jkLRFS1TK8dMXBb2gG2SXrx4AX19fVy4cAFVq1YVvz9+/Hg+AHv58uU8f868efOwYMECPgu3XLlyuaZ79OgRzM3NcezYMdSvXx/5oVC+7JWQXyz51ikoIhWHOogOuwtFZWBlj8eREVBEpuYWuBvxbXff/kT2Fjp4EBkNRWRjboA7EbFQRGUttBH56BEUlbmZGcIjn0IRWZob417ESyiqMha6OFDYGoqo2YeHeBIRBkVkYmGFiMjHUFQW5qaIeXATikjHpgLCIp9BEVmZG+F+xAsoKjsLPTyKjIQiMjM3x9vzu6GoSlRvC89jUEj9GwBR4fehiAwt7ZAYchaKSq1cTYXu14eEy1846k9XzlLrd2fhj/AFBaDoisoZuJVHQ0MD//zzD2Jjpa9F2WsW5zYvixYt4oO5bIA2r4FcxszMjP+siIiIfBvMpTALhBBCCCGEEEIIIYSQ/1tFihSBo6Oj1OJlWYuZSc7UlcVm486cOROHDx+Gk5PTV39OdHQ0j5mrq6uL/EKDuYQQQgghhBBCCCGEkP9rY8aMgaenJ3x8fBAaGsoXK3vz5g169+7NP+/RowcmTZokTs9i4Lq5uWHTpk0wMTHhsXXZ9vr1a/45+3fcuHG4dOkSnjx5wgeGXV1dYWFhgUaNGuXb70FhFgghhBBCCCGEEEIIIf/XOnbsiLi4OEydOpUPyjo4OPAZt1mLoj179gwFC2bPe12zZg3ev3+Pdu3aSe1n2rRpmD59Og/bEBISwgeHk5OT+eJoLi4ufCbvt4R++FE0mEsIIYQQQgghhBBCyF/mS4G/74H9YcOG8U0etriZJDbbNi/FixfHkSNH8Kv9fX81QgghhBBCCCGEEEIIUUA0mEsIIYQQQgghhBBCCCEKgAZzCSGEEEIIIYQQQgghRAFQzFxCCCGEEEIIIYQQQv42f2HM3P8H9FcjhBBCCCGEEEIIIYQQBUCDuYQQQgghhBBCCCGEEKIAaDCXEEIIIYQQQgghhBBCFADFzCWEEEIIIYQQQggh5C/zpUCB350F8gNoZi4hhBBCCCGEEEIIIYQoABrMJYQQQgghhBBCCCGEEAVAYRYIIYQQQgghhBBCCPnLfClAczwVEQ3mkr/KziMnsSXoKBKSU2BpbICxvTuhjIWp3LR7j5/FwTOX8CjqBX9tY2qEwZ1bSaX33BmEoxeuIjYhCYULFeJpBnVqBXtL+fv8WXsPHMKOgH1ITEqGuakJhg/sCxsrS7lpnzx9Bu8t/giLfITYV3EY0q832ro2l0oTePAwAg8dQWxsHH9tbGSI7p3ao7JTRcHzHhi0H7t270ZSUhLMTE0xZPAgWFtb55r+zNmz2Ozrh9jYWOjr6aFPn95wrlRJ/Dnbz0YvL9y4cRNv3ryBvX0ZDBk0CPr6+oLn/dD+Pdi32x/JSYkwMTVH30EjYWltm2v6C2dPYpvfJsTFxkBXTx/deg+CY6Uq4s8vnT+D4EP7EBkRhtdpqVjksQGm5vL/jkI4ELQXe3fvQFJm/gcMHg4ra5tc058/expbfL3wKjYGenoG6NGnP5wqVZabdvWKpThyaD/6DhiClq3aCp73Q/sDEJhZ9sbisrfLs+z9/TZKlX3FSlXFn3/58gXb/Tbh2JEgvH3zGta2ZTFg6Bjo6hsiPwQFBWH3rl28vpqamWHw4MF51vuzZ8/Cd/NmXu/19PXRp3dvVHJ2Fn/+7t07eHl54eKFC0hLS4O2tjZaurqiWbNmgud9f1AgAnbv5PXG1NQMAwcPhXUe9ebc2TPw8/UW5V1PH7369EOlStl5Z6KePYOX1wbcvROCT58+wcjIGJMmT4WWlpbgx+xe8TFrgX6DRnzlmD2FbX4beZ3X1TNA994Dxcfsx48fsXXzRty4dgmxMS9RQkkJ5Rwc0b3XAKipawiab7UaTjAb2xfKFe1RTE8L19oOQWzg8by/U8sZdosmoqSdJdKjXiJi7hpEb94jlcZ4cBeYjemLojqaSA15gHujZiLl6h3kh8D9B7BrdwASs9r6QQNhY20lN+2Tp0+x2W8LIiIiEfvqFQb274c2rVx/ap9C1PvduzOPWVMzDBo85CvHLKv3mcesnj569+kjVe+bNW0s93t9+vRF23btBc37ngNH4L83CIlJKTA3McLIAb1ha2UhN+3jZ1HYtHUn7yPEvIrHsL490L5l0xzp4hISsc5nKy7fuIX0jAzo6+pg4vBBsLE0FzTvB4L2SbQ35ry9yes8de7safj5+mSep0Ttjex5KurZU3iL25vPMDQywqTJ0wRvb5iDvM3ZLu4nsDbHKo825zxvczaJ25wevQfkaHOuX7ssbnPKO1TMlzYn6zwl2T/7lvPUZl9fcf+M1XnJ/lnWeerCxYvi85Rry5b5cp7afvwifA6fRULKa1gZ6mBC1xawN5N/Pj9+/S427j+NqFcJ+MjOP9oa6N6oBppXq8A///DxE1bvOYpzIQ8RHZeIksWLobKdBUa0awQt1dLID6xPcv6AB+6c34mMd6nQM6uIhp2mQ1XLJNfv3DqzFbfObkNq4nP+Wl3XElWbDIFZmdriNLfPbUfotf14FXUP79PfYNjCqyhWQtjfYd/+g9gRsFd8TTJsYL882np2TbIN4bytj8Pg/n3Q1rWFVJqtO3bj3MVLiIqORtEiRWBna4P+vXrA0ED4fj2z6/AJbAk8gsTkFFgYG2JMn84oY2km/3c9dgaHTl/EoyhRmVubGWNQ59bi9OyYXee/Fxdu3MGLV3EoWaI4nMraYUjXttBUUxE874rcrxf3xbdsxPEjQXjz5jVsbMui/5CxX+2LH2bXBAHbxNcEfQaOkromeP8+A5s3rsL5M8fx4cMHOFR0Rr/BY6CiqpYvvwchvxsNwZO/Bht0Xb55F/q2bQafeZNhYWyAkXM8kJiSKjf9jXthcKlWCaunjsGGmROgpa6KEbOX41VikjiNka42/u3dGVsXTsX6GeOgq6mOEbOXISk1TfD8nzx7Hms3eKNH5w5Yu2whzE2NMWHqTCQlp8hNn57xHro62ujXsxvUVOV3JDQ01NG/ZzesWbYAq5cuQIVy9pg6ez7vdAnp9Okz8PT0RLcuXbByhQfMzEwx2c0NycnJctPfv38f8+YvQCMXF6xa4YGqVavCfeYsPHnyRNwJmDFzFmJexmDaVDe+T3ZxNum/yUhPTxc07+fPnIC35yp06NITCz08eedhptu/SEnOrgeSHty/i6ULZqK+S1Ms8vCEc9WaWDBrMp49eSROk57xDjZ2ZfmAUX47e/okNnmuRccuPbBkxVqYmpljutsEJOeS/9D797Bo/iw0cGmCpSvWoXLV6pg7cyqePnmcI+3FC+cQ9jAUaurq+ZJ31hnz8VyF9l16YYHHBj4oNyvPsr+DZQvcUd+lGRZ6bEAlOWW/d9dWHAzajQFDx2LOknUoWqwY/3uyDqDQTp8+Dc/169Gla1esWLGCXyS7TZmSZ72fP28eXBo1woqVK3m9nzlzprjeM2x/169dw7jx47Fu/Xq0atUKa1avxqVLlwTN+5nTp7DBcx06d+mG5StW84HoqW7/5VlvFsyfg4YujeGxYg2qVK2G2TOn44lEvXn58gXGjxsNAwNDzJ2/CCtXr0Onzl1RpEhhQfN+7swJeHmuRocuvfgxyC503N3G5Zp3dswuyaw3iz02wLlqDcyfNQVPM+tNRkY6HkWGoX3nHljksR7jJ7vjRXQU5rr/B6H9o1QCqSEPcXfEjG9KX9zEAJUC1yHh1GWcc3LF4xU+KLtuFjQa1hCn0W3fBLYLJyF81iqcc26NtJAHqHxgI4poCn9xc+rMWaz33ICuXTpjlccyXucnu03Ntc5nZGRAV0cHfXr1hJqqqiD7/Bln2DHr6YkuXbrBY8VKXu/d3CbnecwumD8PLi6N4LFiFT9mZ810lzpmff22Sm2jRo1BgQIFUK169t9ICCfOXsCqTb7o2bEdPJfM5X2Ef6fPzbOPoKethQHdu+TaR0h7/RrDJk7FP//8gwVTJ2LzysUY2rsbSpVUEjTvZyXam2Ur1mS2N5PybG8Wzp8DF5fGWM7bm+q8vXkq095M4O2NEebMX4wV+dTeZLc5a9CxS08s9lif2eaM/0qbI+onLPbwROWqNTBvlps4/6I2JxwdOnfHYo91mDDZHc+jozDHfXK+nKfWe3qia5cu/DzFyn7KV/tn83n/bOWKFXLPU2x/165fx/hx47B+3Tp+nlq9Zo3g56kjV0KwePtBDGxZH1unDYWVoS6GLPFCYupruemVlUqgX/M68Jk8CDvcR8C1RkVM37QbF+6G8c/T339A6NMX6N+iLrZNG4bFw7riaUwcRnn4Ir9cOeqJm6d8+QBu13E7ULhIcexa2RcfP+TeJymlqoNarv+i+4QAdBu/G0ZWVbB33VDEvwgXp/n4/h1M7WqicqNB+ZLvk2fOYe0GL3Tv3BFrly+GmakJJk51R1Iu9YbdCBJdk3TPta0PuXsPrs2aYMWi+Zg/czo+fvyECW4z8E7gfj1z7PwVePjsQN/2LeA9fyosjQ0xevayPK4JH6JhDWesnPYv1s+eBG11VYyatRSvEpLE7enDR0/Ru11zvr+5/w7BsxcxGD9/heB5V+R+fZZ9u7fiEO+L/4u5i1lfvDhmTR2bZ1+cXxNsWIn2nXth/vINMDa1wOypY6WuCbw9V+DalfMYM9EdM+atQGJCPBbNEb7dJORPQYO5CsTBwYHf4f5ea9euxcKFC3/45/br1w8nT57Er8A6gyoqwt/BZLYdOAbX+jXQom51mBnoYWK/rihWpAiCTl6Qm959RF+0a1QHViaGMNHXweRBPfD5yxdcu/NAnKZRDWc4l7OFvrYmzAz1MLJHe7x5l46Ip9GC53/X3iA0bdQAjRvUg4mRIUYNGYiiRYvi8FH5s7ZsrCwwsE9P1KtVA4ULy794qeZcCZWdHGGgpwdDfT307dEVxYsVw/2Hoo6tUAL27EHjxo3h4tIQxkZGGD5sGIoWLYYjwcFy0+/dFwgnR0e0b9cWRkZG6NmjOyzMzfnsXub58xd48OABhg0bCmsrKxgaGGD40KHIeP8eJ0+dFjTvQXt2oEHj5qjXsCkMjUwwcNhYPgB4PPig3PQHAnehgqMzWrXtDAMjE3Tu3hem5lZ8pmCWOvUa8YEmNrsvv+3bswsujZuigUtjGBmZYPCwUbzeHAs+LDd90L4AVHSshDbtOsLQyBhde/SGmbklnwUgKSE+Dp5rVmDMuP9Q6J/8echDtuwHZJb9ieADctMfDNwFB0dnuIrLvl9m2QeIbwIc2LcTbTt254Ps7IJ7+NjJSEpMwJWL5wTP/x5W75s0gYuLC4yMjTFs+HBe9sG51Pt9+/bB0ckJ7dq14/W+R48eMDc357OmsoSGhqJ+gwYoV64cn+3UpGlTmJmZ4eHDh4Lmfe+e3WjUuAkaujTis2eHDhvJ8340+Ijc9IH79sLRsRLatuvAZ79179EL5uYWfJZjls0+XnByckafvv35Z7q6eqhcpSpUVORf2P2ooD070bBxM9Rv2CTzmB2TWW/kH7P7A3dnHrOdYGBkjC78mLUUH7NKSiUxffZiVK9ZF/oGRrC2KYN+g0fymfVxr2IFzXvckTMIm7YMsfuOfVN64wGd8O5xNELHz8frB4/wdPUWxOw+AtORvcRpTEf1RtTGHYj2CcDr0EjcGTINn96mw7CX8DNuAvbsRePGjdCoYQPe1o8YNgRFixXFkeCjctOz9rt/3z6oU7tWruep793nz9izJ4CfqxqyY9bIGMOGDUcxfszmVe+d+Axbdsx279EzR71XU1OT2i5duohy5cpDV1dX0Lzv2HcAzV3qoWmDOjAxMsDYwf1QrGgRHDx2Sm56W0tzDO7dDfVrVUORwvLb8K27A6GpoY5JIwfzGb662lqoVKE8n52bH+2N6DxljCFfbW/2ZJ6nWHtjjG7i9mafOI2vjxccnZzRW6q9qSZ4e8PzI9PmDMpsc44HH8qzzWndthPPf5fuffh5ls3uzW5zFkm0OXbon09tDjtPNeH9MxeJ/lne5ynWP/vaeapB/fri81TTJk3y5Tzld+Qc2tSqBNeajjDX18bkHq68X7/37HW56Z1szFDPsQzM9LRgqKWOLg2rw9JABzfDnvLPS5UohrX/9oGLczmY6GqinLkRJnZridCnz/EyQfibR6xPcuPkZlRpPBgW5RtAU98GTXsuwOuUV4i4nfs5wLxsPZjZ1+azd9W0TVGz5WgUKVoCL5/cEqdxrNcLlV0GQNekPPLD7r2BaNqoIRo3rM+f6hs1dNBXrkksMbBPL9StXROFc2lv5rlPRSN2jWNsBHMzU4wfPRyv4uL4bF6hbdt/FC3r10TzujVgaqiH8QO68dnA+0/I7wvOGNkfbRvVhZWpEUz0dTFpUC/RNeHdUP55SaUS8Jg6Fg2qVYKxvg7srcwxtm8XPHj0FDFxCYLmXZH79dl98R1o27EHKlWpyQdlh40R9cWvXjyb6/f2792O+o1aoG7DZjA0MuUDwUWKFsOJo6JrAjbDl/2/Z99hKFveEeYW1hg6ahIeht5F2IN7+fb7EPI70WCuArl16xZKlSr13d8bNGgQxo0b98M/d8OGDahbty7yG3tEJb98+PgRDx49g3PZ7EfeChYsiEplbXAnPHvWXl7YXddPHz+hdC4zUtjPYKEZ2KM17A6vkNijImERkahYvpxU/is6lBNs4JU98nzizDk+s9XOJvfH634k7+EREajg4CCVd/Y69EH2wLgk9n6FCtnpGUfHiuL0bJ9MkSJFpPbJBgPu3RfuhM1+Drt4khx0ZT+Hvc6tY8Delx2kdahYCQ9/Q0ciK//s8UzJ/LPXDx/cl/sd9n75CtL5r+DoJJX+8+fPWLpoHlq37QAjY5N8y/sjXvZOUnkv6+CYa1nKL3tn8d/qVcxL/miW5D7ZRTN7/D7swV3B8x8RHs5vwknmn71+ECrq/Mti70seJ4yjo6NUeltbW1y+dAnx8fG8Q3z79m08f/4cFStWFDbvESzvFWTyXgEPHuSS9wf34VAhOz1T0dFJnJ7VmWtXr/DQEW5TJqFr5/YYM2o4Ll44L1i+s/IeGfFQ7jGbW52XV28qVHTONT3DQnSw2ZVKJUvid1Kp4oD4Exel3os7eg6qVUT1qEDhwlCuWAbxxyVuWn75gvgTF6BSRfrvJVRbX9GhfI62/v6Dh3/MPoWt96Fy6r1jrunZY+xXr17hM3mFzftHhEU+hmP5slJ5Z6/v/UQf4fyV67AxN8PU+Uvh2mMA+o6aiKDgvMN+/Fi55zxPOeRxnhK1NxVznKek25vL0Nc3wNQpE9Gtc3uMzYf2Rvo8K9vmVMz1XMXPs3L6CXkNOLx980bwNifr+JJ3nsqrfyZb59l5SjI9O09dunw5f89THz/yWbQsDIJk3ivbmSMk8utPl7F8Xb4fgScxcXC0zr0fk/Y2nZc7G+gVWkpCNN6kxsHYupr4vaLFS/EB2BePb37TPj5//oQH1w7gw/u30DUVtk3/6jWJTLvMr0kEbJffvHnL/y0l8HmWtZdsFm2lcnbS14TlbHE37BuvCd+/5zOHc7smZF6/fSeqO0olIBRF7tdneRUr6ouXlemLW1jb5tpmZl8TyLazTuJ281HEQ3z6+FGqj69vaAwNTW3B+/j/lwoUUPztL0QxcxUIOyGwC4HSpUtjxIgROH78OB/MKlSoEM6fP49ixeR3NKZPn84fl1q2bBm8vb2xefNmlCxZEhEREdDQ0OCvTUxyb7jr1KmDUaNG8cekevXqxe/+se9GRUXB3t4e/v7+UoNqsti+9+7dK+4sOjk5YdGiRXy/bGN37q9evYrixYtj06ZNeZYBeySTbZJYfr4mOfU1Pn3+DDVl6cFwNeXSePoiBt9i1ZYAaKgpo5LEgDBz7noIpizfwE/sGirKWDF5FFRKC9vxSElN4ydaVZlHIVVVlBEVLYrf9KMePXmK4eP+w/v371G8eDHMmDyez/wVSmpqKs+7ikze2QxsVofkYfVcdoY2e83eZwwNDaClqQkvL2+MGD6M1/09e/fyC4dEiTAYPystNYV3lGVn8iirqOJ5lPyLBdZBYZ9L512Vv/+rpfL8s7LPmZ/oXMqe5VP292WvWVyuLAE7/fljt81d2+RTzrPLPmdZquVZ9uxzScoSZZ+UJJodIVseyipqgv99suq9qmzZq6ryeHC51ns56bPqPcNiGXp4eKBH9+78b8DOCyNHjkTZsmUFz/v31BvRMSubXkVcrinJyTyO4q6d2/ms3d69++H69auYM9sdc+YtRNmy2Teqfr7efM5RD1jefrTeyGKPAfp6rUeN2vVRooSwj5t/r6LaGsiIjZd6j70urFwKBYsVRWFVZRQsVAgZr6RnBmXEJkDJWn5swJ+uNzL1QJW39dF/zD5/5blK1vFjx3hfp1r16gL3EVJ5H4f1CSSx189+oo/wMvYV9h0+hvauTdGtfSs8CI+Eh6c3XyOgcb3s+JxCnKdUv+s8Ja/cVeW2N2zWbi/e3lzD3NkzMJu3N8LNVsxqc+Sd9/Nuc+SdZ+XXG9Y/2+y1DjVr1xO0zcntPMWOr7zaeva5bHp556nuPXrk23kqKe2tqF8v099WL10ST16K1oHIbXC20dh5fDC4YIGCmNS9JaqUkb9mQcaHD/DYdRiNK5fj8XOFxgZymRKlpR9pL1FKHW9Spdt1WXHPH2Lrok74+DGDz8p17b8KGrry42MLTXxNkqO9Ufnpa5IsbP+rPTeijJ0NTE2MIaTktKxrwtI5rwmff9s14Wq/XTwWbqWy8tdwyHj/gadpWN0ZSiWKQyiK3K/Pzk9mX1xO/z45OfEr1wQ5+2rPo5+Kf89ChQpDqWSpfO/jE/KnoMFcBcTucLOB3Hv37vG7UikpKXkOpspiA79sli+7c75gwQIMGDAg18ep5GHfZWEX2CBqrVq1sHv3bnTu3PkHfxsgLCwMZ86c4bMqJWNuyTN37lzMmCEdS3DatGkY1aoO8pPP3sM85u7qaWNRVCbemmMZa/gumMIHjPedOIf/lq3HptkTc3QS/lQsvML65Yvw5u1bnDl/EfOXrsSSue6CDugKjd3AcJsyGUuXL0f7jp1EM7UqOKCSkxOfbUHyT0R4GIICA7DEYy2/QCO/VmBgIA8xwto9LW1t3L1zB6tXr+bxzSrIzJb6k7DHEZkqVaqhVWvR4/1m5uYIDb2PQwf3CzaY+yueIFk0dwa+4AsGDh39u7NDFMzRo0dQp2697+qz/U6fv3yGtbkZBnQX9fGszEzx+Gk0H+AVajA3v/LNsDAu2e2NBR6E3sNh3t7kz6Pn+dnmMIrS5kiep7S1tHDn7l1+nlJXU/vt5ymlYkXgP3043mVk4PL9SCz2PwgDTTUegkESWwxt/Jpt7EEG/Nc956KMP+L+lUAc3TZN/LrNkHU/vC8WXqHHpL3ISE9D2M0jOOQ7AR1H+f2yAd385rFmPV+/Y9mCOfjTbN5zEEfPX8HqGeNyXBNmHbNTlqwF6/WM798Nf3u//uzJYKxbtUj8etK0+YL/DEL+VjSYq4BY3Cl2oujTpw8Pf8BWh2WDWd+qWrVqfCCXYQO5U6ZM4Y/Yszty36J169YoUUL0yIizszMiI38ullG3bt1yjZUna9KkSRgzZozUe2xQ+V2o9GOmsthM2X8KFkRiinTMYRboXk3mzrIsv6BgbN53GCunjIKlsUGOz4sXKwpDHS2+lbUyQ9uRbgg8cR69WjeBUJRLl+J/46Qk6ZhdbGGT3BYu+Vas7PX1RLH7rCzM8TA8AgGBBzBmmDCLJrCZ5CzvyTJ5Z7PFVdXkx65js0RkF9/g6SXuRFtaWmL1ypV48+YNn2GhoqyMkaNG8/eFUqq0MgoW/CfHogIs2H5uK6Oy92UX6GLf/x0rqZbm+WdlnzM/qmq551/29+XpM/N//94dPuupX8/sGzhsloDXhrUI2rsbnt5bBS37nGWZmGfZy97Vl/xbqaqKZr+w8lBVy14RPCU5ESZmwl4AZdV72ZlW7GfntvgHr/dy0mfVe/ZUgo+PD1+chrW9jKmpKSIfPULA7t2CXSRnH7PfXm9Ex6xs+mRx2bN9snMMi6crydDQCPfvCff4m6jeFMxRD/I6Br9Wb6QGVeZNR1xcLNznLPnts3KzZuGy2bmS2OsPKWn4nJ6B9/FJ+PzxI4pqSc/8KqqtjoyYvGd+/XC9kakHbEEc2Zl/v3Ofv/pcleXu3buIjo7GhInCL5ynzI4v1t7ILHb2s30EdVVVmBhK93uMDfVw5uJlCH2eSpLb3sgvdxW55Z59zLJ9svaGxd/Nz/ZGss35nvN+7udZVTltzgzExcVgRj60Obmdp/jxlUdbL7vIleTxmHWeYot9Sp6nHkVGYndAgGDnKdVSJUT9epnFzhJSX0Nd5ik8Sez3NdIWtYfWRnp4/DIOmw6clhrMZQO5E9Zsw8v4ZKwf30+wWbkW5epJxbD99PE9//dtagJKKmuJ33+blgAtA5s89/VPoSJQ1RLVbx0je8Q8vcPj77p0cUd+E1+T5GhvWD34+XVPVqxZj8tXr2HJvNnQ1JA+vwlBpVTWNaH0YmfstfpXrgm3BB6B795DPD6uhZyQeuyYnbxkHWLiE/hiaULOylXUfr1T5RqwsM6ewfwxM1SeKM/Zf1/WDzMxtfzKNYG8vpq6+Pf8+PED3rxOk5qdy77zO67BCPkVKGauAlJWVuYXBV26dOF3vlmYAhb24FeRDOfAOstfi3XLZlGyweIsLCarJBby4VuxgVvW+ZTcviXMAnsk0MbMCFfvhEqdqK7efYCylrk/auq77wg27T6AZZNGwNb822IIffnymQ8uCokNuLKB1pshd6Tyf/N2COysrQSfQZcVk1aovFtaWODW7VtSeeezw23kd1bZ+7du3ZZ678bNm3LTKykp8YFcFo+NxX6rWrWKoHk3t7DCnVvXpfIecusGrGzKyP0Oez/ktvTiGyE3r/FFk361rPyH3L4pk/+bfEEVedj77PeTdOvmdXH6OvUaYPkqTyxbuV68sVmhrdp2wLRZ8wXNu5mcsr9z60auZcnK/s5t6bzfvnlV/LfS0tHlHbo7En+ft2/fIPxhKKxs7AXLe1b+LSwtcftWznpvk3kzTRZ7n30u6ebNm+L0LBYYa29lZ06wixK2b0HzbmGJ2zLHLPtdbGxyybuNHW7dko7xd/PmDXF63g5YWeO5TIiJ58+joaWlLWje2aIXknVYVOez6/C31Rt2zNrlGMh9+SKaL4bGLiz+BMmXbkG9nnSbp1G/GpIuif52Xz58QMqNe9CoVzU7QYECUK9bFcmXvi0m4/e29TdvhcjU+ds/HIc9P/b5tXov71yVe723lTrGZeu9pODgw3z/7Ia80NiCQlbmprgeclcq7zdC7qLMT/QR7G2t8OzFC6n3op+/hLamhsDlnvM8dTuP8xRrb9jnkm7JaW+io6UfO2b9BE0B2xup86xMm5PXuYqfZ3O0Odel+hVZA7kvMtscNogjtOz+2e3v7J/lPE9lpf/46ZPc81TBf/4R9jxVqBBsjfVwOTT7+oft/0poJF+47Fuxp7neS/TZswZyn72K54uhqZQULt5pkWIl+QBs1qauawGl0pp4+jB7QkrGu9d4+eQ29L4z/i279sgaHM5vWdckN25Lt8s3b9/5qXaZ/S3YQO65i5excLY7dHWEPVYl20trM2Nck7kmZAtc21vl3j777TsEr137sXTyKLnXhFkDudExsfBwGwvlUsLH1FfEfn3xEiWgq2cg3tgCxawvfveWdF884mForm2m+JpAov/O29nb2e2mmYU1/ilUSCrN8+hniI+LFbyP///oS4GCCr/9jf7O31rBxcXF8dmIbOXZOXPm8Ji09+/nvlCLrIsXL/JBYMnFzb51Vu6PsLCwwOXLolkcV65cEXw122/VuVkDHgbhwOmLeBz9EvM3bOWLmjUyo878AAEAAElEQVSvI1p4YPpKL6zaKlpJmGGzcdftCMSUwT2hp6WOhOQUvr3NHIx+l56B1dv24E7YI7yMS0Doo6eYucYHcYnJqF9FOtC8ENq1aoEDR47hyPGTeBoVjWWr1yM9PYOv/MrMW+KBDT5+0ouKPHrMN9bBiE9I4P9//uKlOA1LH3L3HmJiX/HYuez17Tv3UL9OLUHz3qZ1axw6fARHjx3Ds2fPsGLVKqRnpMOlYUP++cJFi7HJy1ucvpVrS1y7fp3P4mCxCn39tiA8PAItWzQXpzlz9ixuh4Tg5cuXvE5PmjwFVatUgaOAC2wwLVp3wLEjB3Dy2GFEP3uC9auWICP9Heo1FM289lg8G37e68Xpm7Vsh1vXryAwYDuio55i+xYvviBTk+atxWnS0lLxODIcUc9EcZ5ePI/ir9lKrkJzbd0OwYcP4MSxI/znrV21jJd9g4aiBXjYggebvTZk/76ubXDj+lXsDdiB6Khn2Obng8jwMDRr0Yp/zi4ojU1MpTa26i27w29gYJgPZb8fp44d4mXvuWoxL/u6DZuKy36Ld/Zjik152V9GYIA/nvOy38QXRGjSXBQDjF1cNnNtj93+m3H10jk8fRKJFYtnQ1VNHc5Va0Bo7CmGw4cP49jRo7zer1q5ks9aaphZ71nscC8vL3F6V1dXXL9+nc+yZfXez88P4eHhaNGiBf+8hJISjzm4aeNGhISEICYmBkePHuVhd9gTF0JijyYfOXwQx48FI+rZM6xe5SFVbxYvWgBvr43i9C1dW+HG9WsICNiFqKhn2OK3mT+617xFS3GaNm3b4ezZ0zh8+CBevHiOoKB9uHL5Epo2F/1+QmnRuj2vN6Jj9inWrVqKjPR08TG7fPEcqWO2ecu2uHn9CvZlHrP+Mscsaz8XzpmGyPCHGPXvFHz+9Ikfq2wT8sYX849SCZQub8M3poSpAf9/MUPR0xPWs8agvFf2xdXT9f4oYWoIm7njeAxc40FdoNu+CR4vz25PHy/zgmHfDtDv3golbcxgv2o6CikVR5RPAITWpnUrHDrC2vrjePYsCitWreY3cF0aNuCfL1i8BJu8faQXc4l8xDd2EzQhIYH//7nEAOLX9imk1q3b4MjhQzh2LPOYXbWC1/uGDV3454sXLYS31yapes9isQYEiI7ZLX6+fOFDyXqfdaF67uxZNGrUGPmlg2szHAg+gcMnTuNJ1HMsWbuR91OaNBCFQ5i9dBXWb94mtQhQ+KMnfPvw4RPiExL5/6NfZseMbN+yGe4/jIDvzj38/aOnzyEo+ARaN22Uj+3N0xztzZJF8+Ej1d605uepPQE7eXuzVdzeZD8O36Zte5w7e5rvl7U3+4P24srli2jaXPpvI4SWrdvj6JH9OHHsMM8/a3NYHa3fsLG4zfH19pTT5ojOs/5bvHmb01SizVkwZxoiwh9i9L+T8fnTZyQlJvJN6DYn6zyV1T9buWrVN52nsvpnsucppRIl+Hlq46ZN+X6e6taoBvacvobA8zfw6MUrzPHdh3cZ7+FaQ9QPnOK5Ex67jojTbzxwCpfuhSP6VSJPv/nwWRy4eBNNqzqIB3LHrd6K+0+eY3b/jnxyQ3xKGt+EnqSR1SepWLcHLh1eg4iQ4zwO7qHN4/ksXYvy2e3bjuU9ceNUdv/+zL7FiAq/yhdQY98Rvb4C20rZ59I3KXF4FRWK5DhR3Ob4F2H89bs30rOqf1TbVi1x8MhRBB8/gadRUVi+eh2v840b1Oefz1u8HBu8fb/rmoSFVjh26jT+GzcaJUoUR2JSEt9k10oRQufmDRF4/AwOnDqPJ9EvsMDTD+kZGWheVxTPfMaKjVi9Zbc4PZuNu95/HyYP6QVdTQ0kJKXw7e070TUh+53+W7wWDx49wfQR/flAY1Ya1tYKSZH79dl98Q7Yvd0HVy+L+uIrl8ziffFKVWuK0834byQOBWX/DZq36ojj7Jrg+CFERz2B5+rMa4IGTcWLqNVr2Aw+G1bibsgN3qauXjaXD+TmNgGHEEVHYRYUEOs89e/fn58Y2YzX6tWro0mTb3+kn3WmJkyYwGfzqqur8wXQ8tOsWbPQs2dPrFu3DlWrVkWZMr+nQW1YrRKPa7t+RyASklNhZWLAZ9yqq4hi28YmJKJgweyZBAFHz/DO26Ql0jGt+rVrjv7tW/DHXFig/IOnL/Fg+sqllPid2nXTx8HMUE/w/NetWZ3HR/be4s/DLZibmWLejCniRyhfxcVLzYRISEzCwJH/il/v2BPIt/L2ZXhMXCYpJQXzlq7gi4YpKZWAmYkx5s1wg1MFYePJ1a5dCympKfD19eOP87GZSbPc3cWP5b2Ki0MBibK3s7PDhPHj4LPZF97ePtDT18dUtylSC/WxPK/33MAftWSPrdevXx9dOneC0KrXqoeUlGT4+23iAfRNzSwwxX2h+JGd+LhXKCBxN9DGzh6jxrlhm+9GbPHxhK6+AcZPmQ0jk+y7/VcvnceqZfPEr5fMF8XD69ClFzp27S1o/mvWrssXTNjq683L3tTMHNPc50nlX7Le29qVwdjxk+G3eRN8vTfxsp/k5s47d79a9Vr1kSpR9iwUwmT3RRJ5j0VBiTpvY1cWI8dNhb/vBmzNpexbtevCB/bWrViEN29e8+9MmbkIRYp8fYb/96pduzZSU1Lg6+fHL8JZjFj3mTPF9T7u1Sup/LN6P37CBGz28eGLVerr68PNzU2q3k+YOJF/tnDBAqSlpUFLSws9evZE02bNBM17rdp1+DHr57tZfMy6u8/OzrucejNu/CT4bvbGZm8v6OnrYbLbdJhI1Jtq1WpgyLAR2LnDH+vXroa+gQH+mzwVZcoIO2OiRq16vN5s8/MSH7Nu7gvyqDf2GD3ODVv5MbsBuvr6mDBlFowz601iQhyuXj7P/z92eD+pn+U+dynsywkXA1LZ0R5Vj2dfANstEj2SH7U5ACF9J6GoriaKZw7sMu+eRONqy4GwWzwJJsN7ID06BncGTkH80XPiNC93HkIRTTVYTRuBojqaSL0diivN++G9zKJoQqhTqyY/T2322yKuN7PdZ0jUmzipsk9ITMSQESPFr3cF7OFbubL2WDhv7jftU0i1atfOrPe+EvV+llS9lz1XjRs/Ab6bfeDDj1k9THGbmmNR2dOnT/N/a9fJv/j+9WpWQ3JqKjZt3YnEpGRYmBpj4bSJUMtcrOpVfLzUMRufmIh+oyeKX/vv3c83B3tbLJ8tiutpa2mOWZPGYL2vPzZvD4COtiaG9euBhnWEvflVk7c3ydji65NZ7uaY4T4n13Jn7c2/4yfBT9ze6PP2RvI8VZW3NyOxc8c2rF+7irc3kyZPE7y9yW5zUuDvx86zrM0xx1T3+eI2J05OP2H0uCnY6rsJfpltzsQpM8X5T0yIx9XLF/j/xwzvL/WzZvI2RzT4KNR5ii2gx+o8GzgzNzPDzBz9s4Iy/bPx8Nm8Odfz1MQJE/hnCxYuFJ+nevbogWZNRYMuQmnkXA5JaW+wZu8xJKSkwdpQF6tG9xaHWYhJTJaq82wCxxzfQLxKSuGxTk10NDGrfwe+HyYuORWnb4lma3aavkLqZ3mO75cjrq4QnBv2x4f37xC8dSoy3qVC39wRbYduQKHC2X2S5PgovHuTJBWG4dDmCXiT+gpFipWCpr412g3dCBPb7IUVb53zx8WDK8Wv/Zd25f827jYX9lV/fpGrurVqICUlFd5+7JqE1RtTzHWfKg6zwOqNZNmza5JBI7LD5O0M2Me3cuyaZN4s/l7QwcP837GT3KR+1rhRw8UTV4TSoLozklJfY8P2ffya0NLEkM+4zQq9FxufIHWuCgg+xa8J/1u8Rmo/fdu3QL8Ornwiz9lrohnrPcZJr+2yavq/qFgm77AZf0u/Potr2y5IT3+HdSsW4m1mX5z17yX74rExL/jCZ7LXBNv9Nsq9JmB69R/Or88XzZnCwzmUr+iMfkOkwzMS8v+kwBdaLeivwjpXe/fu5dv/k+Rbp6CIVBzqIDpM2Phtv5KBlT0eR/66EB9CMjW3wN2Ib1u19k9kb6GDB5HCrub+q9iYG+BORCwUUVkLbR6jVlGxC/XwSNGMcEVjaW6MexHZs3gUTRkLXRwoLGxogF+l2YeHeBIRBkVkYmGFiMjHUFQW5qaIeSBsSIxfRcemAsIiRTMDFY2VuRHuR0iHmFAkdhZ6PE6tImI3Pt+ez56Rp2hKVG8Lz2NQSP0bAFHh3/6055/E0NIOiSFnoajUytVU6H59SPgrKKJyltnxqv9mCXdFNxAVmbq9sE9/KAKamUsIIYQQQgghhBBCyF/mC6TjnBPFQIO5/yfYYgS9evXK8T4LbzB69Gjxa5ZGXjoWO3flyuzHcbKsWLECNWtmx6/Jjbu7OwICcsbf2717N8zNzb/xtyCEEEIIIYQQQgghhOSGBnP/Tzg4OORYXfZ79OvXj28/aurUqXwjhBBCCCGEEEIIIYTkj+yI9oQQQgghhBBCCCGEEEL+WDQzlxBCCCGEEEIIIYSQv8yXAjTHUxHRX40QQgghhBBCCCGEEEIUAA3mEkIIIYQQQgghhBBCiAKgwVxCCCGEEEIIIYQQQghRABQzlxBCCCGEEEIIIYSQv02BAr87B+QH0MxcQgghhBBCCCGEEEIIUQA0mEsIIYQQQgghhBBCCCEKgMIsEEIIIYQQQgghhBDyl/lCczwVEv3VCCGEEEIIIYQQQgghRAHQYC4hhBBCCCGEEEIIIYQoABrMJYQQQgghhBBCCCGEEAVAMXMJIYQQQgghhBBCCPnLfClQ4HdngfwAmplLCCGEEEIIIYQQQgghCqDAly9fvvzuTBBCCCGEEEIIIYQQQn6d2NDrUHTato7421CYBfJ/4d2pbVBExet0Vti8i/O/dS4UUfEuk5B86xQUlYpDHaTvWwlFVMx1GNKDvaCIirn0xpuLe6GolKq2QuqNo1BEpSs2xJOIMCgqEwsrhc0/y/uBwtZQRM0+PETMg5tQVDo2FZB6/QgUUWnHRki7dhiKqJRTY0REPoaisjA3Rfzdi1BEGvZVFf6YPXTzAxRRkwqFFbrepO/1gKIq1moE4u5dhiLSLFMZ9yJeQhGVsdD93Vkg5IfRYC4hhBBCCCGEEEIIIX+ZLwUo+qoior8aIYQQQgghhBBCCCGEKAAazCWEEEIIIYQQQgghhBAFQIO5hBBCCCGEEEIIIYQQogAoZi4hhBBCCCGEEEIIIX+ZLyjwu7NAfgDNzCWEEEIIIYQQQgghhBAFQIO5hBBCCCGEEEIIIYQQogBoMJcQQgghhBBCCCGEEEIUAMXMJYQQQgghhBBCCCHkL/OlAM3xVET0VyOEEEIIIYQQQgghhBAFQIO5hBBCCCGEEEIIIYQQogBoMJcQQgghhBBCCCGEEEIUAMXMJYQQQgghhBBCCCHkL/OlQIHfnQXyA2hmLiGEEEIIIYQQQgghhCgAGswlhBBCCCGEEEIIIYQQBUBhFshfxf/kFfgcPY+ElNewMtDBhE5NUNbUQG7a4zfuY+Ohs3gWl4iPnz7DSEsNPRpWQ/Mq5cVp3Lz3IOjibanvVbMzx+qR3RUi/5JmbQnCrjPX8W/7RujWoKrweb8SCp8Ld5Hw+h2sdNQwoUlllNXX/Or3Dt99hIm7z6COtSGWdaovfp/tZ9mxa7gU+QJp6e9R0VgbE5pUgbF6acHzvvPISWwJOoqE5BRYGhtgbO9OKGNhKjft3uNncfDMJTyKesFf25gaYXDnVlLpPXcG4eiFq4hNSELhQoV4mkGdWsHeUv4+f5b/hRD4nL6B+LS3sNLVwETXWihrpPPV7x26FYaJW4+gbhlTLOvZXPz+muDLOHw7DDHJr1G40D+w09fEsMZVUe4b9vndeT9zHT7HLyM+9Q2s9LUwsV1DlDXRk5v22K2H2Bh8EVHxSfjw6TOMNVXRvZ4zWjjbi9O8zXiPZftO4eSdcKS8eQd9dWV0ru2EDjUqID9sP3YBmw+dQUJKGqyMdDG+myvszQzlpj1+7S427T+BqNgEfPz0CUbaGujWuBaaV68oTvPlyxes3XMUe05fQdrbdyhvaYL/erSGkY6G4HnfEXwafkHHkZCSCksjfYzr1R5lLEzkpt1z/DwOnr2CyOjsej+0Ywup9NPX+OLAmctS36tSzhYrJg0VPO+B+w9g1+4AJCYlwczUFEMGDYSNtZXctE+ePsVmvy2IiIhE7KtXGNi/H9q0cv2pff6t+Ver4QSzsX2hXNEexfS0cK3tEMQGHs/7O7WcYbdoIkraWSI96iUi5q5B9OY9UmmMB3eB2Zi+KKqjidSQB7g3aiZSrt6B0PYcOAL/vUFITEqBuYkRRg7oDVsrC7lpHz+LwqatOxEW+Qgxr+IxrG8PtG/ZVCqN17ad8PbfLfWekb4efFcvQX7YEXwGfvtPZB+zPduhjIWx3LR7TlwQHbNRL/lrG1PDzGNWOv3j5zFYsS0QN0Ij8OnzZ5jq62DBqD7Q0VATOO9n4XtAMu9tYW+ee94PnLsqzrutqSGGdGwuld6p60i53x3RuSV6NM/uSwhlf1Agdu/ehaSkJJiammHQ4CGwtrbONf3Zs2fg57sZsbGx0NPTR+8+fVCpkrP482ZNG8v9Xp8+fdG2XXtB87770DFs3XcIickpsDAxwui+3WBnaSY3beDRUzh0+gIeP4vmr63NTDCwazup9Ow8tcF/D4KOnUba27coZ22Jfwf0gKGezh9/zDJxCYlY57MVl2/cQnpGBvR1dTBx+CDYWJoLnn9WVod2rsKlE7vw7k0aTK0roH1fN2jqyq/7TGToNZwI8kLU4/tITYpDn7HLUa5Szjod8zwSQVuXIvL+NXz+/Ana+mboM2YZVDV0f3m9efTsOTb4B+DhoyeIiUvAiN6d0bF5I6k0b969g+e2AJy5fANJqamwMjXGqD5dYGshf58/y//CHficuZnZN1YX9Y0Ntb/6vUO3wjFxWzDq2rG+cc76w8wMOIVdl+9hXPMa6FZT/nXXz5b9tr0HedmbmxhidL/usMulfj56Fo2NrOwjWdnHY0TvLujQQrp9+fTpMzZtD0DwmQv8WkdDVRVN69ZAz/auKCDw4/eH9u/B3t3+SE5KhImpBfoNGgFLa9tc0184ewrb/DbiVWwMdPUM0L33QDhWqsI/+/jxI7Zu3ogb1y4hNuYlSigpoZyDI7r3GgA1deH7xf/PvoDCLCgimpmbj65du4aOHTt+Nd2pU6fg4ODwQz/D29sbrVq1wv+L6dOnIz09PV/2feTqXSzedQQDm9XBtskDYWWgjSEefkhMfS03fWml4ujXtBY2T+iHnVMHw7VaBUzz2YsL9yKk0lUvY4FjC8aKt3n92ilU/pkTN0MR8igamiql8ifvdx9jcfBVDKztgG0DW8JKWw1D/I4i8c27PL/3PDkNS4KvoaKRdo7O7+jtJ/A86TWWdqoP/4EtoatcEoN8j+Dd+w+C5p0Nui7fvAt92zaDz7zJsDA2wMg5HkhMSZWb/sa9MLhUq4TVU8dgw8wJ0FJXxYjZy/EqMUmcxkhXG//27oytC6di/Yxx0NVUx4jZy5CUmgahHb4VhkVBZzGwgTP8R3aCta4GBm8MRMLrt3l+73liKpYcOIeKpjkHTo01VTCpVW3sHtMF3oPbQk+1NAZv2IfE1++Ezfv1UCzacwIDm9SA//jesNbXwuDV25GQ9kZuemWlYujXqCo2j+mOXRP7wLVKWUzbcgDnQx+J0ywKOI4LoY8wp0dz7JncD13rVMK8ncE4dSccQjty+TaW+O/HgFb1sXXGCFga6mLooo25HrPKSsXRt0U9eLsNwfZZo9GyphNmbNyJC3ceitP4HDyNbUfP47+ereEzdRiKFy2CoYs3IkPgeh988TqW+e5Bv7ZN4DtnAiyN9TF83iokpsivo9dDw+FSzRFrpozEphljoa2ugmFzV+FVYrJUuqrl7XBozRzxNnt4bwjt1JmzWO+5AV27dMYqj2V84HKy21QkJ0vnJUtGRgZ0dXTQp1dPqKmqCrLPvzX//yiVQGrIQ9wdMeOb0hc3MUClwHVIOHUZ55xc8XiFD8qumwWNhjXEaXTbN4HtwkkIn7UK55xbIy3kASof2IgimsIOJp44ewGrNvmiZ8d28FwyF+amxvh3+lwkJafITZ+e8R562loY0L0L1FRVct2vqZEBArzXircV86YjPwRfvIFlfnvQr01j+M4exwdEh89bnfsxez/rmB2OTTPGQFtdFcPmrZY6ZqNj49B/xjKY6GljndtwbJs3AX1bN0KRwoUFz/vSLXvQv00j+M0aBysjPQyftyaP9iYCjapWxNrJw+A1Y7SovZm3Rirvh1fNlNqmDujMByXqOQs/sHLm9Gl4enqiS5du8FixEqZmZnBzm5zr8XX//n0smD8PLi6N4LFiFapWrYpZM93x5MkTcRpfv61S26hRY3j+q1XPPjaEcOz8Zazw9kefDq2waeEMWBgbYszMRUjKtY/zAA1rVIbHjAlYN2cKtDTUMNp9IeISsvs4W/YexK6DRzFuYE94zp2KYsWKYszMxch4//6PP2bTXr/GsIlT8c8//2DB1InYvHIxhvbuhlIllZAfjgduwpnDW9C+31SMnrUVRYoWx9q5A/HhfUau38lIfwc9Y2u06z051zTxMc/gMa0HtPVMMWyqF8bP341GbQahUOEiv6XeZLzPgJ62JgZ3aw91FWW5aeat9sLV2/cwdcQA+C6ZBefyZTByhnTdEsrh2+FYtP8cBtavBP8RHTL7xkHf2Dc+j4qmuQ+IH7/7CHeexUCzdD7VmXOXsNJrK3p3aIWNi9z5QPoY94VISs6l7Hm918Sg7h1yLfste/Zj75ETGN2vB7Z4zMPg7h3Ex7GQzp05AS/P1ejQpRcWeXjCxNQc7m7jkJws/2/84P5dLFngjvouzbDYYwOcq9bA/FlT8PSJqF+fkZGOR5FhaN+5BxZ5rMf4ye54ER2Fue7/CZpvQv5UNJibj5ycnLB9+3Yogk+fPuFPMGPGjHwbzPU9dhFtalREq+oVYK6nhSldm6NYkcLYe+Gm3PSVrE1Rr4ItzHQ1Yaiphq71q8BSXxs3I55JpWMzEzWUS4k3NoiqSPmPTUrFPP+DmNO3LQr9kz9Ngu+le2hT0QqtKljCXFMFU5pXRbHChbD3Zu4DaGwG0H8BZzG4jgP0VUtKffYsMRUh0XH4r1kV2OtrwERDGZObV0X6h084dPexoHnfduAYXOvXQIu61WFmoIeJ/bqiWJEiCDp5QW569xF90a5RHViZGMJEXweTB/XA5y9fcO3OA3GaRjWc4VzOFvramjAz1MPIHu3x5l06Ip6KZroIyffsLbSpXAatKtnBXFsNU9rUFZX91ft5l/22YAxuWBkGajlnOjetYI0qlkYwUFeGhY46/m1RE6/T3yP8ZbyweT95BW2qlkerKuVgrquBKR0bi+r8xRC56StZGqN+eWuY6WjAUFOVD9Ra6mnhZmR2ud56/BwtKpflafXVVdCuugOf8Xv3qWiGl5C2HDmL1rWd4VqzEsz0tTG5Z2ue/31nrspN72RrjnqO9jDT04ahljq6uNSApaEOboU9Ed/E2Bp8Dv1a1kOdimVgZagL9/4dEJeUilM37gma960HTqBVvWpoWacqzAx0MalvJ17vA09dlJt+1rBeaO9SC9YmBrzeTxnQlef36t3sgWimSOFC0FApLd5KlywBoQXs2YvGjRuhUcMGMDYywohhQ1C0WFEcCZZ/UWJtZYX+ffugTu1aKJzLINX37vNvzX/ckTMIm7YMsfuOfVN64wGd8O5xNELHz8frB4/wdPUWxOw+AtORvcRpTEf1RtTGHYj2CcDr0EjcGTINn96mw7BXW0HzvmPfATR3qYemDerAxMgAYwf3Q7GiRXDw2Cm56W0tzTG4dzfUr1WN1+vcsEEhdVUV8aZSWvinR5itB0+iVV12zFbJPGY78PwHnr4kN/2sYT3RvmHNzGNWG1MGdMaXL59x9W6YOM3q7QdQzcEOI7q4wtrEEAbamqjtWBZqysLe+N1y6JQo77VZ3nUwqc9X8j60R3be9bQxpX9nfPn8GVfuZeddsp1h2+nrd+FkZwEDLeFna+3ZE4DGjRujoYsLjIyMMWzYcBQrWhTBwUfkpg/ctxeOjk58hq2RkRG69+gJc3MLPrs3i5qamtR26dJFlCtXHrq6wsyqzLI96AhaNKiNZvVqwtRQnw/AFi1aBPuPn5GbfvqoQWjTuD6fNWnM+kSD+2T2cUR9Ctbu79gfjJ7tWqKmc0VYmBjCbXh/xCcl4eyVG3/8Mbt1dyA0NdQxaeRgPsNXV1sLlSqU57NzhcbK6swhX7i0HoCyTvX4AG3XoXOQkvQKd67l/kSDXYWaaNZxBMo5N8g1zYHtHrBzqImWXcfCwNQWGjpGsHeqi1LK6r+l3rDZtcN6dkKDGlVQWE7ZswHH05euYWiPDnAoYw0DXW307dgaBjpa2HPkBPKlb+zM+sa2or5x6zqZfePQvPvG/kcxuKEzDNTkD4rGprzGvH1nMKdTQxTOp2sq/6DDaNGwDprVr5VZ9r14e7P/xGm56W0tzTC0Z+fMspffR7j7MBw1nCuimpMDdLU0UbeaM5wd7BEanj0ZQghBe3aiYeNmqN+wCQyNTDBw2BgULVYMJ4IPyk2/P3A3Kjg6o1XbTjAwMkaX7n1ham7JZ/cySkolMX32YlSvWRf6BkawtimDfoNHIjIiDHGvYgXNOyF/or92MPfdu3d81qydnR3Kly8PFxcXPkPW3t4ePXr04P86Ojri1q1b4u/4+vqicuXKqFixImrVqoXbt7Mfr58/fz7Kli3L91WlShW8fftWasYtewygUaNGfIC3TJky6NKlC968kT+7TJ73799j3LhxPF/sZ7BOY5bXr1+jc+fO/Oez/T96JGp4Y2JiULduXf57sJ85bNgwfP78WTyjl33Wtm1b/r0rV67k+rMPHDiASpUq8Z/Lfp/Ll0WPyR45coSXRbly5VC7dm0+00DeTOO7d+/CxET0qC2bdaCiooJp06bxfFlYWODgQVEDPmjQIP5vzZo1+fdfvXoFoXz4+BGhz16gsm32ozoFCxZEZRszPiP1Wzpcl0Mf4UlsAipaSj/6dC3sCer+uwCuU1dg9pb9SP7KXd0/Kf+sPkzxCkBPl+qw0NMSPN88758+IfRFAiqbZV+AFCxQgL9mA7K5WXf6NtSUiqF1xZyPAb//KKrHRQv9I7XPIoUK4uazWEHL/cGjZ3AuaytV7pXK2uDON3Zw2EyQTx8/oXQuszrYz2ChGUqWKA5LY/mP3/+oDx8/IfT5K1SxyN5vwYIFUMXSECFPY3L93rpjV6Basjjv6H7Lz9h9+S5KFSsCKz0NYfMeFYMq1ibSebc2QciT599W5x8+wZNXiXCU+P0dTPVx+k44YpPTeJorYU/x9FUSqtrIDx/w4/n/iNAnz1HZzlIi/wVRuYwFQiKffVv+70fgycs4VLQWhd94HpeI+JQ0qX2WKlEc9uaG37TP78n7g8dRcLa3lso7e30n/PE31/uPvN6XyDkbcOBEtB3jjnkb/ZGcJn+W8g/n/cMHhEdEoKJDeam8V3BwwP0HD/+Yff6/5v97qVRxQPwJ6RsEcUfPQbWKqA9RoHBhKFcsg/jjEjfPvnxB/IkLUKkiXGiUDx8+IizyMRzLl5UqI/b63sPsAcIfEf0iBm16DUanASMwc/EKxMYJe9NL2GP2s/iYZf2D87fuwUhHC8PnrobLoP/Qy20xTl0NyZe8V7a3ksm7FULCn3x73j99hrKS/JtDLHTDuVv34Fpb9GiukNjxFRERDgeHClL5Z68fPJA/MMTed6ggXX8rOjrmmp6Fbrh69QqfySts3j/yR68rlbOTyrtTuTK4Gxb5TftIf5/BwwJl9XFexMbxx7SdJPZZUqkEfwT87sPIP/6YPX/lOmzMzTB1/lK49hiAvqMmIig471AxPyrhVTRSk+NhVTY7tFnxEqVgbFEOT8KkQ7h9D3bs3r95Bpq6JlgzZwCmDKiFJZM7I+Tq8T+m3sj6+PkTHywtIjNzuGiRIgh58HNtsPy+cRyqWBpI9y8tDBDyLK++8dXMvnH27y3p8+cvmLz9GHrVrsAnOuQHUb1/wstauuztcO9hzicvv5W9tSWuh9zHsxeiiQ3hj58hJDQMVSqUg5BtZWTEQx4GQTLv7PXDB/InmIQ9uCeVnqlQ0TnX9MzbN6/5UwxKJaUnAhHy/+ivjZl7+PBh/vhT1gBkYmIiQkJCcO/ePSxfvhybN2/Gjh070KlTJ4SGhuLChQvYtm0bzpw5g6JFi+Ls2bN8QJal9/Hxwe7du3Hu3DkoKyvzThdLIzszY+vWrVBXV+cX6UOGDMGKFSswceLEb8rv3LlzERYWhuvXr/N9x8VlD4JdvXqVDzqbmpry/bGB5XXr1vFB06CgIJQsWZLPvHV1dRX/TgwblL1582aeMb3Yz+zduzf/vW1sbHhDzAaq2UAr+/3ZwC0bDN6yZQvatWvHy+NrUlJS+AAwm4XL/g4jR45E06ZNsXbtWp5vVrYs77k9Tso2SbJlLU/S67f49PkL1EtJN+zqpZXwJCb3C6u0d+lwmbAYHz584if6/7o0Q1U7c6kQC/Ur2EJfQxVRcYlYufc4hq7w46EN/iko3L2S/Mq/15HzPJ9d6lUWLK858v42A5++fIG6zIxl9vpJvPxH4diALJu1u31QS7mfs5m4uspK8Dh+A27Nq6J4kULwu3gfsalvES/go/7Jqa9551J2FpKacmk8fZF7h0/Sqi0B0FBTRiWJAWHm3PUQTFm+Aenv30NDRRkrJo+CSmlhOx5Jb95l1hvpC1z1kiXw+JX8R5puPH6BPVfvY8eoznnu+/T9x5iw9QjSP3yARiklrO3fCqoCzkpPepNZ52UeU1MvpYTHsQl51vmGU1bxzjqv8x1cUNUmOxYxi7nr7n8YLm6rUKhgQRQoWADTOjWGo4URhJSc9jaz7kj/TdVKl+IDtLnm/+07NB49hw9wFCxQEBN7tEKVzEEOFneX70Nmn+qlS/JB3l9R75+8+LabJSu27oOGqjKc7W3E71Urb4u6lcpDX0sd0bHxWL09CCPnr8Em97GCtZepqan8QlZFRTrcgKqKCqKiov+Yff6/5v97FdXWQEas9DmMvS6sXAoFixVFYVVlFCxUCBmvpI/5jNgEKFkLF0cxJTWV13lVmUdQ2etn0V+/eZQbNrNv4sjBMNLXRUJiMrz9d2H4pOnw9liIEiWEay+T097kcsyW+vZjdlsgNFRLiweEWTiYt+kZ8Ak6hsHtm2FY55a4GBKK8cs2Ys2UYXC0tczfvLO28sW33dRf4S+dd1n7z1yFUrFivP0Rmvj4knlsn/Vjo6Ki5H6HXSfI9nPZa/a+PMePHUPx4sVRrXp1AXPOyj5NVPYy9Z619c+ef9vTKmt8d0JDVUU8eMtiePJ9yNknG+T904/Zl7GvsO/wMbR3bYpu7VvhQXgkPDy9+foGjevVhpDSkkVtn+xsWfaaDfL+qNepichIf4vjgRvRtMNwtOgyBg9un4PXklEY6rYJFnaVfnu9kaVUvDjsrS3gvWsfjA10oaasjGPnLuFuWAT0db4ex/Z7JL1NF/UvZW42s77y47i8+sah2DEq9/CJXqdviK6pqgs3ACorRVz20k94sL/F0x8se6Zbm+Y8ZnHX4RP5ACtr0wZ0aQeX2tUglLTUlMy+iHSIJNY3eR4lf0ICi6srm15ZRZW/L8/79xnw9VqPGrXro0SJ/Alz8f/qS4G/do6nQvtrB3PZLFM2SMsGVdmsUjaYyLAZpPXri4LId+jQAQMGDOCdsX379vGZuGxmbhY2AMxm+O7fv5/PKmUDuYyqnJh1bAB36dKlfJYrm6XLBjSrVfv2BpL9DDZImzVwqamZvXAUi7XFBnKz/s8GiRnWYE6YMIEPMrOfzwZg2czerMFc9vPzGshljh49ymcBs4Fchj2ewX5PNkjMBnHZxnTt2hVDhw7F8+df70AVK1YMbdq0Eec3MvLb7+KyQW02CCyJzfKdUCfv3+NHKRUtgu1TBvFFk648eIxFO4/wgVsWwoBpXCl7RgALYWClr43mUzxw7eETqVm0v0te+b//9AW2nrjE4+8KHdz+Z7zJ+IDJe85iaotqUC1RTG4a9ujS4g51MT3wPGot2IZ/Mmf6VrfQx5/EZ+9hHnN39bSxKFpE+tEmxzLW8F0whQ+c7TtxDv8tW49NsyfyzvDv8ib9PSb7H8W0tvW+OjBbycIAO0Z1QvKbdOy+cg/j/A7Db3j7HJ3jX02paFHsmNiH13k2M3fxnhMw0FDhYRWYbWeuI+TJCywf0BZ6asq4HhGFOTuPQlO5FKoIPDv3h/JfrCi2uY/Eu/T3uHI/Aku27YeBphoPwaAovPcF4+jF61jrNlKq3rtUcxL/38JIn2+tR03ns3VzG4QhRJFVccyefWluYswHdzv2H4aT5y+iWcN6+FN4Bx7F0Ys3sNZtuPiYZf1GhoVV6NK0Lv8/C2sQEvYYAcfOCzaYK0Tegy/exLopw3KcZ7OwcA2Nqzvm+vmf7ujRI6hTtx6KFBEm3qlQfAP289ipK2dM5DMo/x98/vIZ1uZmGNBddEPbyswUj59G8wHenx3MvXZuP3Z4Zl/DDJiwGvmBhRxh7B3rok6zHvz/BiY2eBx2C+eP7fjpwdz84jZiAOau2ohW/UfzQVErM2MeGoDNAv6d3mS85zNup7Wtm2vf+H70K2w5dxv+Izv+UddU3+rEhSs4euYipo0ezEM3sJm5Hpv8oKGmgiZ1a0IRsPGVRXNn4Au+YODQ0b87O4T8En/tYK6ZmRmflXvixAkcO3YM48ePx7Jly3KkYw0y21intmfPnpgzZ84P/Tw2K5f9rNOnT6N06dLw8PDgr4XABkclZwCzxoxZsmQJH8BlM3BZmjFjxkjFo2UzdvNDoUKFpGLwysbAZQPSWSc6lt/vidc7adIk/nvI7u/zxYA8v6dasgT+KVgACTKP9CakvoGGzCw3SezupJGW6I65jaEuHr+Mw6bD58SDubLYoAv7WWyWrpCDufmR/xvhT5GY9gZNJi0Vp2d3qpfsCsaWE5dwaI4wJ0LVEkX5YGuCzGJn7LVGyZydoqikVLxIfo2R27IfB2Px2BhHdx/sHdYahmqlYaengR2DXJGW/h4fPn3mIRm6bdgPO13hHvVnM2VZh1J2ERa2+JnsjARZfkHB2LzvMFZOGQVL4+xHubIUL1YUhjpafCtrZYa2I90QeOI8erVuIlj+WadTVG+kQ3+wBR40ZGbrMlGJKXiRlIoR3vtzlH3FiSuxb1x3GKqLfu8SRQrDSEMFRhpAOWMdtJi/GXuv3Effek4C5T2zzqdKh6Nhi59p5LGoBJuNa6QpuqFmY6DNZ/FuDL7EB3PT33+AR9BpLO3XBrXsRatds3i5D5/HwufEZUEHc1VKlcisO9LHbGJqGtTziDfJj1ltUR22NtbD45evsOnAST6Ym/U9tk9NiVkZCamvYW2k90vqvbrMbBBZvvuPwSfwKFb9N4wvmpYXA20NqJQqieiYOMEGc9n5lZWh7GIaScnJcm+0/q59/r/m/3uxWbhsdq4k9vpDSho+p2fgfXwSPn/8iKKZ57HsNOrIyOOplO+lXLo0r/OyCyex13ktbva92CJKBnq6eP5S2Fh+KqWUcjlm06D+lYVNffcfh0/gMaz6byhfNE1qn/8UhKm+dKxQU31t3Hr4KP/z/pW2kuf9wAl4Bx3H6klDpPIu6eaDSDx9+Qpzh2fHYRaS+PhKkl7sjD39p6om//hix53s4mjJuRyPLFRZdHQ0JkwUfkEflVKlRGUvU++/pY+zdd8h+O05gGXTxvO4uFmyvsf2yWbsSu7T0sTojz9m1VVVYWIo3WczNtTDmYuiEHM/gw2ushAKWT5+EC0Il5aSAGXV7Ek67LW+8Y+fE5VKq6LgP4WgYyB9E1hbzwyPH974rfUmLyw+7qqZk/AuPYPPEmX1x23xar54l5DYRBHev5QJi8f6ynL7xgmsb5yGET4HcvaNJ63Gvn+74sbjl3xR58ZzfaSuqRYfOI8t52/j0ETRoPrPUhaXvfRiZ+xvkdviZt9itY8/urZpzgfPGXNjQ8TExfMbNkIN5pYqrZzZF5GeVcv6Jiqq8hc0Ze/Lpk+Rk54P5M6bjri4WLjPWUKzcslf46+dT806RmxAsWXLlli0aBEfrGUzcFlM15MnT/I0u3btgra2NgwMDHg6Pz8/PHv2TDzr9dq1a/z/7DMWIoDNts3qkMkOULJHpzQ0NHinLy0tjces/R7sZ7DwD1khBiTDLOSG/UwdHR0+kMvi5+7cuRPfi8X5ZbFxHzwQLd7Ewiyw35PFBb5z5w7vZDL+/v7Q19fnGxsof/r0qTiPLNbwtypVqpS4HOVhA7esDCW3bwmzwB6PsjXSw5XQ7Nhx7G945cEjlDPLOdCWG3byfp85WC5PbFIKkt+8zXOA9UfkR/6bVymPnW6D+czdrE1TpRR6ulTDmhHdhcv7P//AVk8dVx69lMoHe13OIGcHzVRDGbsGu/IQC1lbbWtDVDLV5f/XUZY+QbNYrWwg92lCKu6/SEAdG0NBy93GzAhX74RKlfvVuw9Q1jL3wXrffUewafcBLJs0Arbm3zZAyBaeYY/WC4ktzmerr4XLEdFSMb0uR0TxAVhZppqq2DWmC7aP6ize6tiZopK5Af+/Th71WlS3Pgmbd0MdXM5c/Euc97CnKGfy7TOwWb6yypXFVGQbi68siT9SltkxF/SYNdHns2uljtn7EShnbvR9+f8gKld9TTW+yKLkPl+/S8fdyKjv2ue35N3G1FBq8TJe7++Foayl/BtZzObAo9gYcBgeE4fAzlw6trg8sQlJSHn95qsDxN+V98KFYWlhgZu3QqTyfuvWbdjZWP8x+/x/zf/3Sr50C+r1pOOYatSvhqRLovUKvrA+x4170KiXHVMSBQpAvW5VJF+Sv/jnj2AL8liZm+J6iKhPk1VGN0Luoox1zrjtP+rtu3S8iIkVdIBY6piVWABMdMw+zPuYDTqGjXuOwGPCINiZGeXYJ3vvqczA87OXcdDVUBM875KLl4nOs2EoZ5n7+dMn6Dg27DmCFeNz5l3SvlOXYGtqCKuv3Fz6Uez4srCwxK3bt2SOr1uwsZEOr5SFvX9bYk0O5ubNG3LTBwcf5vtnfWvh814I1uYm4sXLsvLOYmfaW+X+NAhb5d57VyAWu42FrYV0/WIDb2xQ6brEPt+8fYf74ZGwtzb/449Ze1srPHvxQuq96Ocvoa358xMFihVXgqaOkXhjg62lVTQQfjd7ob/0t6/xNCIEJlY/HhKkUKHCMDIrg1cvpONlx8U8gaqG3m+rN9+KTXZgA7mpr9/gyq07qFmpIoTvG2vK6RtHo5xRLn3j0Z2wfWRH8VbH1hSVzPT5/1nfuHlFa+wcJZ1Gs7QSetaugDV9Wwhc701wPeRejrIvYy2apPAj0jMycvSN2aBx1lo7QrWV5hbWCLmVfUOB7T/k1nVY28iPQ2xlUwZ3bkvfgLh985pU+qyB3JcvovliaGzQmJC/xV87M5cNRLJZnmwQlzUC3bt353Fc2UJhbKB1xIgR/HEmFieXDfqyRbkWLFiA1q1b8/RsQbJmzZrxBcfYd1+8eMHDFrBZqUpKSny2ryS2qBoL1cDCGrAQCWx/bMDzW7FwCZMnT+YLjrHGUE9PT7xwWG5YLFoWx5b9Tix9gwa5r3qaG7ZAmZeXF7p168YHctlMWjZw7ezszOPkst+LlQebTcAGi1lZsZ/FZjqzNGwwvEmTb59pOHbsWDRs2BAlSpRAcHAwtLSEW5Sre4OqcPPeAzsTPdib6GPL8Ut49/4DXKuJHoNkC4FpqZTGiNaictp46CzsjPVgqKnKB6nO3Q3HgUsh+K9rM/45iyW3dv9pNKhoy2NWRsclYVnAURhqqqGa3Y+fUH9V/lVKluCbpEL/FOS/i4mOsKs9d69SBm57z/LZtPb6Gthy6T7effgIVwfRY5pT9pyFVqkSGNHAEUULFYKFlmqOAVtG8v3ge0+gqlQUusolER6bhAWHL6OujRGqmQt7wda5WQO4r/bmg7J25ibwP3icL7bSvI4oTMr0lV7QVFPB0C6t+Ws2G3f9jiC4j+gLPS11cYw41jktUawYn3HgtecgajqW5zFF2QJQu46cQlxiMupXkQ7yL4TuNR3gtuMYyhhowd5QG37nbuHd+49o5STqCE32D4aWckmMbFINRQsXgqXMog2liolulmS9//b9B2w4fhV17MygUboED7PgfyEEr1LfoGE5Yet997rOcPPbjzJGurA31oXfqWt4l/EeraqIZrZM3hwELZVSGNmyDn+9Mfgi7Ix0YKjB6vxHnL0XiQNX7mFyR9GiMSWLF4WThSGW7DuJokUKQVeVhVl4hv1X7uLf1sI/8ty1UU1M89wBO1MDlDEzwNbgc3iX8QEta4pmL7ut3w4t1dIY3l7URm7afxJ2Jvow0FLn+T9/+yEOXriBST1EdYu1r11camBD0AkY6WhAT0MVawKCoalaGnUqfn2xuu/RpVk9zFjjC1szI5SxMMG2QyfxLiMDLTIXEJq2ejM0VZUxrLMrf81m467beQCzhvWErqY64jNnjZTg9b4oby89dx9EPWcHPnjLYuau2LoXhtoaqFpe/oDHj2rTuhUWLVkKK0sLWFtZYc++ffwJEZeGorZxweIl0FBXR59ePflrdm579kwU25IN/CckJCAy8hGKFS8GfT29b9on5V/kH6USUJKIP13C1ACly9vgfWIK0qNewnrWGBTT18bt3hP450/X+8N4SFfYzB2HKO/d0KhbBbrtm+Bqy4HifTxe5oXym+Yj+fpdpFwNgcmIniikVBxRPnk/kfO9Org2w9zla2BjYQYbSwvsCjrI2+smDUSPVs9eugqa6moY0KOzeCGaJ5kxh9kNl/iERIQ/eoLixYvBIHPl+9VevqhWyZEPBCUkJmHTtl385lGDWsLGPmVYKIQZa/1ga2aIMubG2HboFA/X0qK2KDzYtNW+0FRTxrBOLbOP2V0Hcz1mme7N6+M/D29UsLGAk50lLt4Oxdkbd7F2ynBB8961SR1MX7cFdqZGKGNuhK2HT/O2PivvU9f4QYu1N51EgyLeQcdEeR/aA7qaanLzzrx+m45jV25hVBdRO5VfWrdugyVLFsHS0hJWVtbYt28P0jPS0bChC/988aKFfM2MXr378NctXVth4oRxCAjYjUqVnHHm9ClEhIdj+PCRUvt9+/YNzp09i379BuRb3ju2aITZKzxhY24KO0sz7NgfzAd2mtUTzcab6bEeGmqqGNytPX/NZuNu8N+DaaMGQpfV68wZycWLFUOJ4sX4eapDcxf47Arix4GelgY8twVAQ1UVNZ0r/vHHbPuWzTB0wlT47tyDujWqIjQsAkHBJ/DvkP4QGiurWk26I3jPemjqGENNSx8Hd6yEsqoWyjqJQv4xq2b2RblK9VGzcRf+msXDjYvJjjGa+Oo5op88gFJJZahqiBYbrteiN3yW/wtzWydYlHHGg1vncO/6aQyb6vVb6g0r+8eZsYzZmgZxCUkIe/yU94sNdEUxcS/fvMMfkTfS00V0TCxWbd7O4403q1cD+dM3Pi7qGxtowe/cbX5d0spJ1B9hYRW0SithZJOq8vvGxaX7xiqF/oGKUrEcIeE0SpaASebTYkLp1KKxqOwtTGHLyj4omPfPmtWrxT+fuXwdNNVVMahbh+x6Ly77j4hLTEL446f8mM0q++qVKmDzrkBoa6jD1EgfYY+eYnvQYTTN3KdQWrRujxVL5sLC0hqWVrYI2rcLGenpqNdQ1A9evngO1NU10K2XqM1r3rIt3CaOxL6A7XCsVAXnzpzgi6gNGj6Wf87GIBbOmYZHkWH4b9pcfP70CUmJohj7JUuV5mMm5Nt8geKFByF/8WAuG2CUHWRki3mxwVi2oJk8LNZsVrxZeYOtbJNUp04dfmeeYXFmZQd45aXLDRtYXrhwId8k9erVi29ZmjdvzjfGyMgIV65ckbs/2e/lhcUTzoopLInF0mWbPFOmTOGbZFzbrJjEko+WsVAPWXHZstJlpRVao0r2SHr9BmsCTyKePZZsoIPVI7rxwUvmZWKKVJwjdiExZ9sBvEpK5SdyNsA5u08bvh+GXZCFP49F0KVbSHubzme1VrU1x1DXeihSuNAfn/9fqZG9KV9wYM2pm3yBMmsdNazu2hDqmWEWXqawlUe/b5/xr99icfAVJLxOh2ap4mhezhwDagu/uEnDapV4XNv1OwKRkJwKKxMDPuM2azZhbEIif7Q/S8DRM7yzNGnJOqn99GvXHP3bt+D15unzGBw8fYkP5CqXUuIDxeumj4OZoXCPymdp7GDFF0JbHXwZ8WlvYK2nidV9W4oXRYtJfp3jbnxeWMgMtkBEoO9BJL95B5USxVHGUAteg9sKvnpvY0dbvvjf6gNnRXnX18LqIR3Fi6LFJKVK5Z3d3JizIxixyWm8zptqq2N2jxZ8P1nm93bF8sDTmOQThNS36dBVLY1hzWuhfQ3plcWF0KhyeSSlvcGaPcF88TIWCmHl2D7iR4djEpKl85/xHnN99+JVYgqP7Wiiq4mZAzrx/WTp2bQ2TzfLazdvdxysTPg+hY4F6VLVkdf7dbsOICE5jc9q85g4VFzvY+ITpdqb3UfP8no/YdlGqf30b9sEA9o148dIxLPnOHDmMtLevOMDwZXL2WBQ++YoInBnu06tmvwJj81+W/gTKmxG22z3GeJHmNlTI5LlnpCYiCEjsgdRdgXs4Vu5svZYOG/uN+2T8i+i7GiPqsezn8axWyR6NDxqcwBC+k5CUV1NFDcUDTYw755E84Fbu8WTYDK8B9KjY3Bn4BTEHz0nTvNy5yEU0VSD1bQRKKqjidTbobjSvB/eyyyK9rPq1ayG5NRUbNq6E4lJybAwNcbCaROhlrlQ1av4eKm2Pj4xEf1GZy9i6793P98c7G2xfLaoHxMXnwj3RSuQmpYGFeXSKGtrjTULZvL/C82lasXMY/ag6FxlbACPiYOhnvmzYhKS+IKPWXYfO88HVSYs2yS1n/5tGmNAO1Gfjy0YNqlvB3jvO4bFPrthpKeF+aP6wMHGXPC8J6W9xlqW9xRR3ldMGCSVd8k6L877cq8ceR/YNrtvH3zpBu9jNq4m/I1SSbVq10ZKagr8fH3Fx5e7+yyJY/aVVNnb2dlh3PgJ8N3sAx9vb+jr62GK21TeR5bEQrMxteuIbljmhwbVKyM5JY0P0LJHtS1NjbB4yljx4/Kx8QlSbf2eIyd4Wz9l0Sqp/fTp4Iq+HUU3Hru2asoHVRes9cLrN29RzsaKz+IVOq5ufhyztpbmmDVpDNb7+mPz9gDoaGtiWL8eaFhH+AFFpn7LPnif8Q7bPafj3ds0mFlXxMCJa1G4SPZNifjYKLxOyw6T8yzyLlbNFN0YYPb6LuD/Vqrliq5DZvP/l3NugPb9puLYvg0I8J4LTT0T9B6zFGY2FX9LvYlPSkLvf7Ov77YFHuZbhTLWWOk+ib/3+u07rN2ykw/0li6phNpVnDCwS1t+bS60xuUtJfrGb2Gtp4HVfZpL9I3Tvqtv/CvVr1EFyalp2LAtgJe9BSt7t3FSZS9V71nZj3UTv9627xDfHMrYYOVM0Tl6dL/u8Ny6G4vX+yApNZXffGnpUhe927cSNO81atVDakoytvl58UXMTM0s4Oa+QBw2IT4uVqrcbezsMXqcG7b6bsQWnw3Q1dfHhCmzYGwielIhMSEOVy+f5/8fO7yf1M9yn7sU9uWE79sT8icp8EVyJO0vxwZzR40a9dWBVfLneXdqGxRR8TqdFTbv4vxvFQ0WKJriXSYh+dYpKCoVhzpI37cSiqiY6zCkBwszO+RXK+bSG28u7oWiUqraCqk3jkIRla7YEE8ish/FVjQmFlYKm3+W9wOFFXORumYfHiLmgXAhGX41HZsKSL1+BIqotGMjpF07DEVUyqkxIiKlH1NXJBbmpoi/exGKSMO+qsIfs4dufoAialKhsELXm/S9HlBUxVqNQNy9n4/N/DtolqmMexHZ4fQUSRmL7BvMf7Nn4dkhBRWVkaWwT/opgr92Zu6PzpDNT+xny5styxZeGz06f1dlZDF5s+IBZ2EzCrLiBxNCCCGEEEIIIYQQQn4vGsz9gzg4OPy2weTAwMDf8nMJIYQQQgghhBBCyK/3pUDB350F8gPor0YIIYQQQgghhBBCCCEKgAZzCSGEEEIIIYQQQgghRAHQYC4hhBBCCCGEEEIIIYQoAIqZSwghhBBCCCGEEELIX+YLCvzuLJAfQDNzCSGEEEIIIYQQQgghRAHQYC4hhBBCCCGEEEIIIYQoAAqzQAghhBBCCCGEEELIX+ZLAZrjqYjor0YIIYQQQgghhBBCCCEKgAZzCSGEEEIIIYQQQgghRAHQYC4hhBBCCCGEEEIIIYQoAIqZSwghhBBCCCGEEELIX+YLCvzuLJAfQDNzCSGEEEIIIYQQQgghRAHQYC4hhBBCCCGEEEIIIYQoABrMJYQQQgghhBBCCCGEEAVQ4MuXL19+dyYIIYQQQgghhBBCCCG/TuSjR1B05mZm+NvQAmjk/0LatcNQRKWcGuNhZBQUlbW5IeLuXYYi0ixTWeHL/s2FACgipWptcCciFoqorIU20q4ehKIqVakpYkOvQxFp2zriedgdKCp9q7KIiHwMRWRhboqYBzehiHRsKuBAYWsoqmYfHiI88ikUkaW5McIin0ERWZkbKezxmnXMhkY+hyKyNdfH3YgYKCp7Cx3cDI+HIqpgqYEHkdFQRDbmBgp7nso6V92LeAlFVMZCFyHhr6CIyllq/e4sEPLDKMwCIYQQQgghhBBCCCGEKAAazCWEEEIIIYQQQgghhBAFQGEWCCGEEEIIIYQQQgj5y3z5UuB3Z4H8AJqZSwghhBBCCCGEEEIIIQqABnMJIYQQQgghhBBCCCFEAdBgLiGEEEIIIYQQQgghhCgAiplLCCGEEEIIIYQQQshf5gvN8VRI9FcjhBBCCCGEEEIIIYQQBUCDuYQQQgghhBBCCCGEEKIAaDCXEEIIIYQQQgghhBBCFADFzCWEEEIIIYQQQggh5C/zBQV+dxbID6CZuYQQQgghhBBCCCGEEKIAaDCXEEIIIYQQQgghhBBCFACFWSCEEEIIIYQQQggh5C9DYRYUE83MJYQQQgghhBBCCCGEEAVAM3PJX2VH8Fn4HjiBhJRUWBrpY1zPtrA3N5abds+JCzhw7ioio17y17amhhjSsXmO9I+fx8DDPwg3QiPw6fNnmOlrY8HIPtDRUBM8/weC9mHP7h1ISkqEqak5BgweBitrm1zTnzt7Glt8vfEqNgZ6evro2ac/nCpVFn++bMkCnDgWLPWdCo5OmDFznuB5333oGLbtPYjE5BSYmxhidL/usLM0l5v20bNobPQPwMPIJ4iJi8eI3l3QoUVjqTSfPn3Gpu0BCD5zAQnJKdBQVUXTujXQs70rChQQ9u6iIpc7s/34RWw+dAYJKa9hZaSD8V1bwt7MUG7a49fuYtOBU4iKTcDHT59gpK2Bbo1roHm1ilJpdp+6jNAnz5Hy5h22zRgOayO9fMn7of0BCNztj+SkRBibmqPvoJGwtLbLNf2Fsyfh77cRcbEx0NXTR7feg1CxUlXx55fOn0bwoX14FBGG12mpWOixEabmlsgvO46ey2xz0mBppIdxPdrk3uacvIgDZ68iMjqGv7Y1NcCQDs2k0jt1Gy33uyM6tUCP5vUEzXvAwWD479mfecwaYWT/nrCzspCb9jE7ZrfuRFjkY37MDuvTHR1aNpFK06H/CP6ZrFZNGmLMwN6C5n3vgUPYHhCIxKRkmJsaY/jAvrC1kv93fvw0Ct5b/BEW+Qixr+IwpF8vtHNtLpVm38EjCDp0BDGxcfy1iZEhundqh8pO2ceFkPYHBWL37l1ISkqCqakZBg0eAmtr61zTnz17Bn6+mxEbG8vbnN59+qBSJWfx582aSrefWfr06Yu27doLmvc9B47Af28QEpMy682A3rDNtd5EYROvN48Q8yoew/r2QPuWTaXSeG3bCW//3VLvGenrwXf1EkHzrVbDCWZj+0K5oj2K6WnhWtshiA08nvd3ajnDbtFElLSzRHrUS0TMXYPozXuk0hgP7gKzMX1RVEcTqSEPcG/UTKRcvYP8qjcBu3dmnqvMMHDwUFjnea5i9cZbXG969eknVW+YqGfP4OW1AXfvhOATOycYGWPS5KnQ0tIS/DybnXdznvevnWf9fH3E51mWd8nzrCjvT+EtzvtnGBoZYdLkaYLnXdGP2YNBe7Fn93Z+njUxNUf/wcNhZW2ba/rzZ09hq68XL3tdPQP04H2cKuLPt/l549yZk4iPi0OhwoVgbmGFbj36wsom933+qEP792BfZh/BRNxHsM2zj7DNb5NUH8FRIu+Xzp/hfYTIzD7CIo8N+dpH+PLlC3Zu2YATR4Lw5k0arG3Loe+Qf6GrL7+PluXI/t0ICtiKlKREGJlaoPfA0bDI7BuxfLN9hty8gvi4WJRWVkWlKjXRoVt/lFAqKVjeDwTtxd7MvjEr+wG83uR+zJ7nfWNRvdET1xvpYzbL6hVLceTQfvQdMAQtW7WF0IQ+TzFxCYlY57MVl2/cQnpGBvR1dTBx+CDY5HKt87P1fq+43lug36ARX6n3p7DNb6P4mO3ee6C43n/8+BFbN2/EjWuXEBvzEiWUlFDOwRHdew2AmrqG4Hk/zPr1AdvE/fo+A0fl2a+/eI716zfwY1ZHzwDdekn369kxtH3LRhznx9Br2NiWRf8hY796DBHy/4Bm5pK/RvDFG1i6ZQ/6t2kEv1njYGWkh+Hz1iAxJU1u+uuhEWhUtSLWTh4Grxmjoa2ugmHz1uBVYrI4TXRsPPq5L4eJrhbWTRkO/7kT0LdVIxQpXFjw/J89fRIbPdeiU5fuWLpiLUzMzDDNbSKSk5Pkpg+9fw+L5s9GQ5fGWLZiLSpXrY45M6fh6ZPHUukqOlaCj98O8TZu/GTB83783CWs9NqK3h1aYeMid1iYGGGM+0IkJafKTZ+R8R562poY1L0D1FWU5abZsmc/9h45gdH9emCLxzwM7t4BW/YexK6DRwXNuyKXO3PkcgiW+B/AANf62Dp9GCwNdTF08SYkpr6Wm165ZAn0bV4X3lMGY/vMkWhZwxEzNu7GhTth4jTv3r+Hg6UJRrSXHqwT2vkzx+HjuQrtu/TCAo8NvMM6y+1fpORS9g/u38GyBe6o79IMCz02oFLVmlgwazKePXkkTpORkQ5bu3L8Ai6/BV+6iaVb9qJ/a9bmjBW1OfPXfUObMxRe00dCW00Vw+avlWpzDq+cIbVN7d+J37yo51xO0LwfP3cRqzb5oVenNtiwZDY/Zv+dMQ9JySly07MLFz0dLQzs0Qlqqipy06xfNAt7vFaLtyUzJvH361aTfzH3o06ePY81G3zQo3N7rFu2AOamJpgwdVauec/IyICujjb69+yaa941NdTRr2c3rF22AGuWzkeFcvZwm72ADwQL7czp0/D09ESXLt3gsWIlTM3M4OY2GcnJ2fVA0v3797Fg/jy4uDSCx4pVqFq1KmbNdMeTJ0/EaXz9tkpto0aN4fWmWvUagub9xNkLWLXJFz07toPnkrl8IP3f6XPzqDesrdfCgO5dci17xtTIAAHea8XbinnTIbR/lEogNeQh7o6Y8U3pi5sYoFLgOiScuoxzTq54vMIHZdfNgkbD7DLVbd8EtgsnIXzWKpxzbo20kAeofGAjimgKf7P3zOlT2OC5Dp27dMPyFat5vZnq9l+e56oF8+fwc5XHijWoUrUaZs+cjicS56qXL19g/LjRMDAwxNz5i7By9Tp06twVRYoI28c5K5H3ZSvWZOZ9Up55Xzh/DlxcGmM5z3t1nvenMnmfwPNuhDnzF2NFPuVd0Y/Zc6dPYpPnGnTq0gNLVqyDiZk5ZrhNyLXsH9y/i8XzZ6GBSxMsWbGe93HmzZwqVfZ6+oYYMHgElq/egLkLl0NLSwfTp4xHSor88vhR58+cgLfnKnTo0hMLPTz5wNDMPPsId7F0wUzUd2mKRR6ecJbTR0jPeAcbu7J8sOtXCNy9BYeDdqHf0HGYtdgTRYsVw9ypY/D+fUau37lw5hh8N6xAu859MHf5JhibWvDvZP3eSQnxSEqMR7c+w7BwlS8Gj5qMW9cvY+3yuYL2jTd5rkVHXm/WwtTMHNPzqDeivrGo3ixdsY7Xm7ky9SbLxQvnEPYwFGrq6sgP+XGeSnv9GsMmTsU///yDBVMnYvPKxRjauxtKlVQSPP/nzpyAl+dqdOjSi9djNpDu7jYuz2N2SWbfeLHHBjhXrYH5s6bgaWa9Z/3iR5FhaN+5BxZ5rMf4ye54ER2Fue7/5U+/fsNKtO/cC/OXb+B1d/bUsbkesw9DWb9+Buo1bIYFHhvhXKUmFsz+T+qY3bd7Kw4F7caAof9i7uJ1KFqsOGZNHZvnMUTI/wsazJVj2bJliIkRzYz6UevWrYONjQ0cHByQkJDwTd9ZuXIlevXq9VM/d/r06Rg1atR3f/ajWMdTRSX3C7Cv8fb2RqtWrfArbDl0Cq3qVkPL2lVgZqCDSX06oFjRIgg8fUlu+llDe6B9w5qwNjGAiZ42pvTvjC+fP+PKvexBrVU79qNaeTuM7OIKGxMDGGhroLZjWagplxI8//v27IZL46Zo4NKYz4wZMmwUihYtimPBh+WmD9oXwAcM27TrCEMjY3Tr0Rtm5hZ89oukwoULQ1VNTbyVLCV83v2DDqNFwzpoVr8WTA31MW5gLxQrWhT7T5yWm97W0gxDe3ZGgxpVeP7kufswHDWcK6KakwN0tTRRt5oznB3sERqefYL/28ud2RJ8Fq1rVYJrTSc+a3xyj1YoVqQI9p29Jje9k40Z6jmWgZmeFgy11NHFpTosDXRwKzz7IpPN0mWDw5XLyJ/FIJSgPTvQoHFz1GvYFIZGJhgwbCy/0DkRfEBu+oOBu+Dg6AzXtp1hYGSCzt37wdTcis/uzVK7XiM+OMxmHfyaNqcqWtauDDN9HUzq3T6zzbksN/2sId3RvmENWBvrZ7Y5HfHl8xdcuRcuTqOhUlpqO33jLpxsLWCgJezsiR37DqK5S100rV8HJoYGGDu4Lz9mDxzP7Zg1x5BeXVG/ZjUUKST/oR8V5dJQV1URbxeu3oS+jjYc7IWdrbVzbxCaNmqAJg3q8Rm0o4cM4MfsoaMn5Ka3sbLAoD49UK9WjVzbm2rOTqjiVBEGerow1NdD3x5dULxYMYQ+zD4fCGXPngA0btwYDV1ceJszbNhwXvbBwUfkpg/ctxeOjk58tp6RkRG69+gJc3MLPlMwi5qamtR26dJFlCtXHrq6uoLmfce+A2juUg9NG9SBiRGrN/14nT947FSu9WZw726oX6saihTO/WExdoEsWXdUSpeG0OKOnEHYtGWI3Xfsm9IbD+iEd4+jETp+Pl4/eISnq7cgZvcRmI7M7seZjuqNqI07EO0TgNehkbgzZBo+vU2HYS/hZ5rt3bMbjRo3QUOXRrzeDB02ktf7o3nWm0po264Dn7HavUevHPVms48XnJyc0advf/6Zrq4eKlepChUV1XzJe/Z59mt535N5nu2QeZ7Nynv2edbXxwuOTs7oLZX3aoLnXdGP2X17dvI+Tn2XJvw8O3jYaF72x4MP5dHHcUbrdp142Xft0Qdm5pZ8dm+W2nXro3wFR+jo6sHI2BR9BgzG27dv8OTxo3ztIwzM7CMcDz4oN/2BwF2o4OiMVuI+Qt/MPkL2bPo69RrxQbJf0UdgMwoP7duB1h17wqlKTT6wNXSMGx+IvXbxbK7fO7B3O+o1aoE6DZvBwMiUDwQXKVoUp47u558bmphhzH9z4Fi5BnR0DWBf3hGdegzAjSvn8enTR0Hyvm/PLom+Mas339c37sr7xpZ8dq+khPg4eK5ZgTHj/kOhf/LnAeL8OE9t3R3Ib/pOGjmYz/DV1dZCpQrl+excoQXt2YmGjZuhfkPRMTtw2JjMvrH8er8/cHdmve8EAyNjdOH13lJc75WUSmL67MWoXrMu9A2MYG1TBv0Gj+Sz0+NexQqa9/17t6N+oxao27AZDI1M+QBskaLFcOLogVyPWVG/vgsMDE3QqXs/mJlb8dm9WcfQgX070LZjDz77nB1Dw8ZMRlJiAq7mcQwR+TFzFX37G9Fgbj4N5rJ9eHl54datW1DPpzuL5Nt9+PgRDx5HobK9lfi9ggULwtneCiESg1R5YXdmP376DGWlEvz158+fcf7WfRjravEZuw0HT0bPqUtw6lqI8Pn/8AEREWFwcKgolf/yDhXx4MF9ud9h75evIP0IMOtIyaa/e+c2unduh8H9e2H1ymVITU0ROO8fERb5BE7lykjl3amcHe49jPjh/dpbW+J6yH08eyEKgxH++BlCQsNQpYJwMxQVudx5/j9+ROiTF1KDriz/le3MERLx7KvfZ52ky/cj8CQmDhWtTfErsbJnoRDKOThJ5b2sgyMePrgn9zthD+7luABzqOjM3/89bU40KpeRaXPKWCIk4un3tTklRW2OLBa64dyt+3CtUzkfjtnHcCpnL5V3x/L2uPcwXLCfcfT0OTStX1vQsCis3oRFPIJj+XLSeXcoi/sPHwryM9ij5ifOnEN6ejrsbLL/vsK1OeFwcKgglX/2+sGDULnfYe87VMhOz1R0dMw1PXsM/OrVK3xWYH7UG8fyZaXyzl7f+8lB7+gXMWjTazA6DRiBmYtXIFZOuI5fTaWKA+JPXJR6L+7oOahWceD/L1C4MJQrlkH88QvZCb58QfyJC1CpIv33+j315r6ceuMkTs/6ONeuXoGevj7cpkxC187tMWbUcFy8cD4f8h7Gz6vSea+Ih3mcZx1kzrMVcuT9MvT1DTB1ykR069weY/Mh74p/zH7gAzaS501RH8cx17Jn75fLUfaVcj0vs58RfGg/f3Sbhc/I77yz12Hf1UfIPe/57VXsCyQnJaCsRD+HhUFg4RLCHtyV+52PHz7gccRDlHWoJNM3csr1O8zbN69RvIQS/hFggDSr7GWPWfY6r3rDBvhlj1nJ9Oy4XbpoHlq37QAjY5OfzuevPE+dv3IdNuZmmDp/KVx7DEDfURMRFJx3mJ4fL/uHcut9bmUvr95XqOica/qs+sL6ZkolS+ZDv1427055HLN3pa4DmPK8Xy+q669iX/JwDZLHEBuctrC2/W3HNSG/kkIN5l68eBE1atRA+fLlUa5cOezbtw/Xrl1DtWrV+GtnZ2ecP39e7ozR169FjVIW9v85c+bw75iamvKBV8bd3R0vXrxAx44d+axaNhibm9x+drt27RAZGcln2bL/5yYtLY3/HBZTi/1ed+7ckbpYHDduHOzt7fk2fPhwvH//nn/G9ssGi7P8+++/fNZtlqioKNSrV4/PDG7RokWuM4MXLVrE812xYkU+o+Dp09wHGNgJdtiwYbC1teXl7+joyC9kZXXt2hVOTk68TJo1ayYeFI+Li4OLiwvKli3LP+vdu7fU36Zz5878M/bdR49yv3PPHodNTU2V2th7X5Oc9obHs5WdMatWuhQfEPkWK/wDoaFaGs72ohho7DH1t+kZ8A46hqrlbbBywmDUdSqLccs28celhcQG+tjfQEVVekYJm2GSnCj/0ZTkpKQcM1DYMcFiW0kOMo4aOwEz5yxAz979ce9OCGZM/Y/XP6GkpKWJyl5FeiaVmooyj3X7o7q1aY76NSqj6/CJqN2+N/r864YOzRvBpXY1CEWRy53nJe2tqOxLS3fG2HGQkJp7vU97m47qg6ahcv8pGLnUh8fYrVIm/2LGyc0DL/tPUM5Rlmq84yYPe599Lol9P7f0+SnXNoeVfYr88CKyVvjvF7U5EgPCkvafvQKlYsVQ10nYEAtZx6yqTIgTNWVlHoNWCGcvX8PrN2/RpH5tCCklNY0fs6qq0nlXVVH56bw/evIUTdt3Q6M2nbF09XrMmDyez/wVEjunidoclZxtSC5tDhvokX1CRtTmyE9//NgxFC9eHNWqVxe47FPl1hv2+mfKns1ymjhyMBZOn4gxg/riZewrDJ80HW/fvsPvVFRbAxmx0oPK7HVh5VIoWKwoimioomChQsh4Jd0Hy4hNQFEdjXyqNznPVUmJiXnUm5znqqz2MiU5Ge/evcOundv5LNKZs+aharXqmDPbHXfuhAh+nlWVm/e8zrOydV5Vbt7Z+dZ91lxUqVYdc2fPwJ07twXLu6Ifs6LzbM56o5xHvRGdZ+Wkl8n71csX0alNU3Ro1RiBe3dhxuyFKK2sLHDeP8nNS159hJx9it/TR8jKD6Oco9+ihuRk+dduqanJmX0jOd/J5fdITUlGgL836jdume994++pNzy9RJ4DdvrzpzCau7ZBfsmv8xQ7L+07fAwGejpYOH0SXJs0gIenNw7n8gTiTx+zMn//vOrx9/aNWXgCX6/1qFG7PkqUUMqHfr28vCTkcczK/q7s+BDlPet7OetWdhpC/p8pzAJoiYmJ/HH8Xbt2oWbNmrwhi4+P54N/LE5Vo0aNcO7cObRt2xYREd82kMYeB7ly5QoePHiASpUqoXv37pg6dSo2bdqE7du388Hc3LCB1TZt2sj92SyPJiYmX90HGzhmeWA/n3UGq1SpgsqVRTOs1q9fj6tXr+L69ev8xNayZUssXboUEyZM+OrvdfbsWYSEhEBHRwdDhgzBpEmT+P4kbd26FQ8fPuQD5Gz/vr6+PO2BA/Ifc7h9+zaOHz+Oe/fu8btoKSkpKFKkSI50bJBZU1OT/3/evHl8kHnt2rXw8/Pjg+bBwcHiv2cW9nuyQXP2+cSJEzF//nwepkKeuXPnYsYM6Xh206ZNw9jm2YsX5AfvwKMIvngT66YMQ9HMeGts1iJTu6I9ujapy//PQjLcDn+C3cfPw9E2fx9BF0Kt2qJ8MyamZjAxNcWAvj34rFHJO+5/ohMXruDomYuYNnowD93AZuZ6bPKDhpoKmtStiT/Zn17uSsWK8EXN3mW8x5X7kTzmroGWGg/BQH4N78BjPObuuslDxW2OrMDTV9C4WsVcP/+THTh2EpUrloeGmvCPPOcXFl7Bc/lCvHn7FqfPX8L8pSuxdO4MwQd089vRo0dQp249uefwP1EVx+wZjOYmxnxwt2P/YTh5/iKaNRR20T+S7XNmH6dKlWpo1VoUFsLM3Byhofdx6OB+lC0r7E0kIX3+8pn/y0JCZOfdAg9C7+Ewz3t5KBJFO2aZsuUdsHSl5//YuwuoqJo2DuB/G0Xp7i47ULETW+zu7no/W+xusRMBAwsUTMTuRkVFATFQ6UbA4jszy+6ysGu9i6+rz++cPbq7wzJ7mTt37nPnPgMW+As4eQzLFs3F0lXrCyTNhaK4fO4Utq5fJno+eZb4/wWFpbdYMmciDE3M0anHQPyuwkKfwd/PByvdNsl9EeNf1efYWlpgSO/u/LmNhTkiXkbyAG/zRvK9aF2Q2GJoyxfNQTayMXSk9AV3CSG/D4WZmcuCjmwGKwvkMiygyFaAZf+yYCrDZrfq6up+dTZt3lmkDJvBWrRo0R9KrcACof/mdzMsODpw4EB+0FJVVUWPHj1E7wUGBvIZuCzYy+o2ePBgnD79fQs7sRmxLJDLDBkyhH9WXocPH+avsxm2LOC8dOlSvHol+7ZrCwsL3sEPGDAAHh4e/FYJ9v3zYkFiFmBns4m3bdsm2h4sUH3ixAn8888/fEa1srL4Sh9b+IEFcoX/Z7OaZWGBaRZIzv1gr32LWhllFClcON/CQwkpqdD8Rn5bthL9Tv8zWDdlOKxNDCU/s0hhmBtK5kMyN9BFVJz02RU/S0VFlW9vNhslN5bsXk1GMIRdMc+bDJ8txqGuLnvhFZbfjP2ud2/fyqnmgGqZMoJtn2exs4SkZJmLm32PDR7e6NmhNc+ra2lqjOYNaqNLm+bw8hHkDPvbtzuvS5lSgm2fZ7Ezth9oqshu9+w7m+hqwdbEAL2b10WTauWw46j0XGIFpQzf9kXyLYrArrSrydiW7PW8V+LZz8sqX5Bk9jls26t+Pd+n17Fz2Hn0DNZNHgprEwOpZe6FhOPluxi0ayD/C1nCfTbvYiAJyclfXaTqe0XFxOLOg2C0aiq+qCEvqiplePtNTJSse2JS0r+uO8una2igDxsrS75YGls0xcdPeo66n6WiopLT5yTl70Nk9DlsRmPehZYEfU7+8sHBwYiMjESzZs0hb6oqKlLbDXsuj3YjxBaUYbmL37yTby6/H8Vm4bLZubmx5x+TU/ElMwsf4hLx5dMnlNCRTLVVQlcTWVFxBdRu8h+rWE522e0m/7FK2F+yz2QX+1k+3dyMjU0QGxMj9+NsotS6f+04m7fNi/t69pms7ix/bUHWXdH3WcFxNn+7Sf5KuxEcZ6WUz1N3JaWS0DcwhK2dA0aPm8j/HoGnTsi57kWk1uVrY4T8Y4pfN0ZgOWyXuO0UPdh3ENQ577iFzaSUnqJPRUUtZ2wk5WfyfI+M9+l8YbSSJUvhn+kL+flkQY+Nf6Td8PI5dX786CGfUT+ob3e0b92UP2JiouG+bRMG9xOfH/+uxylNdXW+vkBupsYGiJFzSiDRPpvn7/+1dvy9Y2MeyF08G7Gx0Zg9f7lcZ+WK6y6t7bK6aH5ln837XcUzjYU/l79t5Z+NTL7uv853Szlz//Bg7vcSXs1jB6zctyxLSwmgpKQk+j8bZLBOTB6/uyB+Pvd73/PdvvW5bFYpC4KyYCt7sBQPudM85MWCzWxAyQLObCYxS5WQdwY0m53s5uaG48eP87IrV64U1Y0FadnvYTOPfXx8+Exo4Xf4kb8DC26zgXPuB3vtW4oVLQo7c2OJxcvY7O5bwc9QwVp2XiYP/zPY5nsKaycNg4OFSb7PLGthwgMqub2KioG+lnxnHrAggpWVDe7fvytR/wdB92Bn5yD1Z9jr7P3cgu7dkVmeiYuLRWpqiszB2M/VvShsLM1w58EjibqzfLdlbX9+9nJmVhYK52nbbIDGPlteFHm7C9uovZkBn12bu/43n4SjgpVke/7WDC2WA/ZXYtvewsoGD4PuiOvx5QseBt3lizNIY2NXFg9z/a2Y+/du8dd/NUGfY5S/z3kUigpWkgGG3DyOnsG2wwFYO2lovj4ntyMXbsDe3Ag2pobyrzvfZ83z7bN3HzxCWdt/n27j+JkLUFNVhVM1+eYNFbYbGysL3H3wULLu9x/CwVaQIkde+H7x8aNcP1PQ51gj6H6QRP3Z8dPOTvpCcez1+3kuJN+7d1dq+YCAk/zz2QXagms3wXnaTTDK2sovt/D7jEy8jYqWa4D4ZyRdD4JmI8mLKVqNayHxuuBvkf3xI5LvPoJWIydxgUKFoNnQCUnXJY8R8mo39/O0m/tfbTcOCMpzrMrdbthnWtvY4k1kpESZN28ioaOjK+e62+DB/Xt56n6PBwJl1Z29n1uQlLpHRr7OU/c30JZj3RV/ny0GS77t845x7src9ux19n5uQfduyzwu5/7cjx8F6eLkWfe8YwRWN1nHfPb6g/vi8syD76i7vLCctXoGRqIHW7yMBaOCc30HNpM27Olj2NiJc9bnVrRYMZhb2SL4/m2J7x18/47Ez7DPWeg6HkWLFsNE1yUoXvzb50o/3m4k91k29v2xdnNHVL5BoyZYs34rVq/bInpoaGqiXccumDV/yW9/nCpnb4NXeSZkRL55B11t+abUEWx7W4ltKdj24m35fWPj2xLlhYHcd28j+WJowgsNBTKuv59nXM/brqx9tpzEPi7cZ4VtXUdXnwd88+9DT37Zfk3If0lhgrksN21oaChPISDc+dlMWPavcMbq1atX+exaNtOUzUxlAcvHjwXJvT09Pb/7d7EAIZvx+TVslrCs3/29mjRpwnP1snqyNAt79+6VeI/VmaVzYB0sm+XKcs4yVlZWPD0Ew/LhsuBpbuw5m7XMsJ9jn5UXS1nB0h8I0x2wE9J792SfXLCct+np6bwOLNcwSyMh3LZCbFZFmTJl+IJvrN65UyVERESgdOnS6NKlC9auXYtnz57xXLm/Us8WDXD43DUcvXgTEW+isMj9AL+NvE19QWqLmRt3YZ23v6g8y4W76eAxzBzSHfraGohLSuEPlidXqHerRjh9/R58z17F66hY7Au4iEt3H/EV6eXNpX1HBJw8jjOBAXj96iU2rl+DzKxMNG4qmK3BFg3wcN8mKt/GpQPu3rkFX58DiHz9Cnt2efDbmFq1ceHvs3xy7ts384VEoqOjcD/oLhbMnclXfGaLoMhTtzbN4R94ASfOXcKLyDdYvtkDGVlZaNWoHn9/3prN2LRrv8QCBaERL/mDBRFjExL5/yNzzcSq7VgZngf9cPV2EN7FxOLC9dvY538S9WrIt+6KvN2Zns514XvhFvwv38HztzFY6HmEt/u2dQQLELhu3Y+1B8SrD7MZuNcfhSIyJoGX9zp5Ccev3UNLJ3HgLTntPZ6+eovnbwR/jxfv4vjzuO/MP/292rTvgsBTR3E+8AQiX73A1vUrkJWZgYZNW/L33VYswO6d4n6mZdtOCLpzA34+3njz+iX27d6B52FP0aK1OP8aC5pHhIfyz2PevnnFn7OVbwukzzl/PafPicYi94OSfc6m3Vi3TzyTnN0BsOngCcwc3A36WtL7HCbtfSYCb96HSwHMyhXq4tISR0+fw4mzF/Hi9Rus2LQDGZmZfMEyZsHqDdjs5S25zz5/wR9sn41LSOD/j3wneccLO26yz2zesC6KFilSIHXv3K4Njp0KxKkz5/HydSRWb9iKzMwsNG8imAm8aKUbtnrszlX3jwh7HsEf7HgbF5/A//8mZ3FFhpW/H/wYUdExPHcuf/7wERo3kH9Kl/btO+DUyRMIDDzN75hZv34t73OaNhWMAVYsX4ad7jtE5du6tMOdO7fh43OI58zfvcsLYaGhaN1GMj8iO8G5fOlSgczwE+ri0grHAs7yPIGs3azctB0ZmVlo0SSn3axajy2ee6W3m4+f+bbP2242uHshKPgxz0kY/OQpZixawWcmNakn3/yhRZRLQaWiHX8wpcyN+P+VjPX5c9v5E1DRXRxUeLnFG6XMjWG3aCKUbS1gOqwH9Du3QMSanaIyEavdYTywCwx7t0NpOwuUWz8bRZVL4rWHYCVueWLpBE6JjlWvsGG9G283TZoK7iBbsXwpdrpvl2g3d3m7OYjXr19h9y5PfqzK3W46dOyES5cu4OTJ43j79g38/Y/g5o3raNm6TQHW/WW+uq9cvgQeEnVvLzrOsrrvEdXdJVfdO+PypQv8c1ndj/ofxs0b19CytXzyhv4p+6xL+844ffIYzgae4tt+0/rVEmOc1csXwct9q8QY596dWzjss5+Pcfbu2onw0Gdo2aYdfz8zMwNeO7fxxZVioqP432XtqqVIiI9D7br1C2CMcAznAk/yY/qW9Sv5GKFR0xaiMcKuneI0c634GOEm/Hz2IZKPEdz5YlItWrfPN0Zg24J5++Z1gY0R2GSbFi5d4LvPA7dvXMKrF+HYsHIe1DW0UM1JfGyZN20MTvofFH+Pdl1x9pQ/Lpw5jjevX2D7huXIysxE/SatcgVyxyErKxNDx05BRkY6zy3KHl/ktDaDS/tOPH1G3nYj3GfZ2NhTythY3G48eLtpldNu2GxfUzNziUfRIkX5zF0jI+Pf/jjVuW0rPH4aBq8Dvvx1tsCrf8BZtG8p30ULmTbtO/OxsaDdv8Tm9av431/Y7tesWCjR7lu37Yh7d27iSE67987T7tm4Z9nCWQgPfYpx/5vB2whr7+wh7wvWrdt1xRk2rj9zApGvX2DrhpxxfRPBuH7tivnYvXOT5D579wb8c8b1+3fvQHhYCJrnjOvZPtTKpQsO7fPArRuX8fJFONatnA91DU045tqHCPlTKUzOXHb7jq+vL79Nny0cxgby8+bN47M8x4wZw19nMzxZvloWNGRY0LB169Y8uPi1hcjyYp/H0hqUKlUKO3fulBqgZXmrvva7v4erqysGDRrE0zywPLMsVYNwMS+WHoGlG2CLkzENGjTAuHHjRO+x78MWI2NX6lkKg9xYKgo2g5bNQLC2tubfQVqKCRYIbthQcHIrTKFQOc/qukJssMm2CevU2Yza2rVro0WLFvx3CLFF1FhuXBboZtucBZGF758/f57P1BXOvF22bBmf7fsrOTtVQWJqGjYdPM4XILIxNcLaycNEtzxHxSdKzPQ8FHgFHz99xuQ1gsXxhAZ3aI6hHQUHzIaOFTF1QBeeU3e5pw9M9XWwZOwAVLKV34q9QnXrN0RySjL2eO3kgXMLC0vMnrtIdGtbbGwMCuVKfWHvUBb/TJqG3Z7u8Nq5g69IPc11Dh8gMWwfehHxHGcDTyM9PQ0aGpqoVKUqevbuj2LF5JuXrXGdmkhKScW2vT48vYKVuQlWuE7ki6Ax0XHxKFxYvO3jEhPR/x9X0fO9R07wR6Wydlg3bxp/bfyg3ti65xBWbPFAYkoKtNTV0da5Ifp3FgwM5UWRtzvTrEYF3u43Hg7ki/3Zmuhj3YT+ovQiUfFJEu2eBRsXeR5BTGIyz8VqpqeNeYO78s8RuhD0BLO3i08spm4SDHqHuDTGsHb5Lx79rNr1GvOFO7x37eCLIJhZWGH63OWiW8PiYqMl6m7nUB5jJ86Et9c27PHYCn1DI0yasQAmZuIZTbevX8H61YtEz1ctEeTg7tyjH7r2HAB5cq5ZGYkpadh06GROn2PIZ9yKtn1cnj7nTE6f4ybZZw9u3wxDO4pP5gOu3+UXAZs7FVx+5cZ1nJCUnIIdew/yRUGszE2xfNYU8T4bG49ChcTtPi4hEQMnCPZNxvvwMf6oVNYebgvE+/Lt+8GIjo1Dq8YNCqzuDevW5nV33+2NxMQkWFqYYcmc6aKZnOy2x8K56h6fkIghYyeKnu/39eOPiuUcsGrRXP5aUnIyFq9ai4SERCgrl4KFmSmWzJmBapXln3uzXv36vM/Z5eWV0+dYYO7c+Xn6HHG7cXBwwMRJk+Hl6QGPnTthaGiAGa4z+UXX3C5cECzEUr9BwW37RnVrISklBTv2HBC1m2W83eRs+7g4yb4+IQGDxk8RPfc+fJQ/KpWzx5oFswTfNy4Bc5evRUpqKtRUVVDe3hYbl87j/5cn1arl4HTGS/TcYbmgPb/29MGDgVNRQl8bJXMCu0zGi0jcajsUDiumwmx0H2RGRuHh0BmIO31ZVObdgRMorq0Bm1ljUEJPGyn3n+Bm60H4kGdRNHmoV79BTrvxzNVuFki0m9zbnh2rJk6aCi/PnfDc6Q4DQwNMd50Ns5xjFVOrVh2MGDUGB/Z7Y8umDTA0MsK06TNRtqz0WYM/qy6vexJ2e3mIjrNz5i6U2eZZ3f83aSp2iepuyOsuPM4yTrzuY3Fg/15s2bSe133q9Flyr7ui77N1+BgnCXu93HndzS0sMWvuEtFxNu8Yx86hHCZMmo7dnjuwa+d2vu2nuM7NNcYpgjeRr7BkwSmkJKegjIoKnyW9cNkamJiK/z7yULteIyTnGiOYW1hhxtxlucYIMRLHKVb3cRNdsddrO3bLGCPc4mOExaLnK3PGCF34GEG8eLO8tO3Ykweztq5divfpabB1qIApc1dIzKSNjnrDF48SqlWvCR8bHdi1jX9vUwtr/jPC7x0R9pTP7mXGDe4q8fvcth/ksxnlMTZOyTU2FrSbxRLbPm9/88+k6djluUM0Np6aq938SgVxnLK3tsT8qROwxcsbnvt8oKerjVGD+qBpA/lP7qlTrxH/++/d5S5q965zl35lbFwO4ye6Yg9v99ugb2iIyTPmwzSn3SfEx+LWDcEi7v+MHiTxu+YuWoVyFSrLfVy/b9d2meP63H2lrT0b18/CXq+t2OO5BfoGRpg0faHEPuvSsQe/iLR57TK+D7FzAfaZ8pyNTsjvqlC2cBUnQhRY6m3xzEJFUqZaczwNl7wNUJHYWhoj9tENKCLtsjUUftunX5X/7K5fQblWBzwM+2/zXf6s8la6SL0l3zypv1IZx5aIfiJ5y5qi0LWvijfPZKcD+t0Z2pRHWHgEFJGVpTmiQuSbGuBX0bOrjGPF5Jti41dq9fEpQsMFswQVjbWlKZ6Fy16P4XdmY2misPurcJ99Ei6ecKFI7C0NERz2/euY/G7KWenhXqh8c6X+KpWttRASLplaRVHYWRop7HFKeKx6FCa+I0iRlLXSx4NQ+eYj/1UqWOv811X4LTwOk++6Lf8FByvp64z8yRQmzQIhhBBCCCGEEEIIIYT8zRQmzcJ/Ze7cuTydQl6HDh2CpeW3b6VnCyD069cv3+t9+/bF+PHj8ad9X0IIIYQQQgghhBBCSMGgYO43zJw5kz9+Fsu3ywK6f8v3JYQQQgghhBBCCCGEFAwK5hJCCCGEEEIIIYQQ8pfJhnjhOaI4KGcuIYQQQgghhBBCCCGEKAAK5hJCCCGEEEIIIYQQQogCoGAuIYQQQgghhBBCCCGEKADKmUsIIYQQQgghhBBCyF+GcuYqJpqZSwghhBBCCCGEEEIIIQqAgrmEEEIIIYQQQgghhBCiACjNAiGEEEIIIYQQQgghfxlKs6CYaGYuIYQQQgghhBBCCCGEKAAK5hJCCCGEEEIIIYQQQv5469evh5mZGZSUlFCjRg3cvHnzq+UPHDgAOzs7Xr58+fI4fvy4xPvZ2dmYOXMm9PX1UbJkSTRp0gShoaEF+h0omEsIIYQQQgghhBBCCPmj7du3DxMmTMCsWbNw9+5dVKxYEc2aNUNMTIzU8levXkX37t0xcOBA3Lt3D+3ateOP4OBgUZmlS5fCzc0NmzZtwo0bN6CsrMw/MzMzs8C+BwVzCSGEEEIIIYQQQgj5y2RnF1L4R1ZWFlJSUiQe7DVpVq5cicGDB6N///5wcHDgAdhSpUphx44dUsuvWbMGzZs3x8SJE2Fvb4958+ahSpUqWLduXc72y8bq1asxY8YMuLi4oEKFCvD09MTbt29x+PDhAvu7UTCXEEIIIYQQQgghhBCicBYtWgRVVVWJB3strw8fPuDOnTs8DYJQ4cKF+fNr165J/Wz2eu7yDJt1KywfERGBqKgoiTLs97P0DbI+Ux6KFtgnE0IIIYQQQgghhBBCSAGZOnUqT52QW4kSJfKVi4uLw+fPn6GrqyvxOnseEhIi9bNZoFZaefa68H3ha7LKFAQK5pI/QplqzaGobC2Noci0y9aAolL0ba9cqwMUVXkryYOdIinj2BKKTNe+KhSVoU15KDIrS3MoKj27ylBUrT4+hSKztjSForKxNIGiUuT9lbG3NISiKmelB0VW2VoLisrO0giKSpGPU0xZK30oqgrWOv91FchfrkSJElKDt38yCuaSP8LD1g2hiMofPYeEB5egqDQq1EXG+b1QRCUbdEf0kztQ5IDcyzDFDFCYWtniUdg7KOpAOz74KhSVZrlaSLp3FopIrXIjhD9/DkVlaWGBqJB7UNQT5JQ7p6CIVKo2Q2j4SyhyIPdYMVsoahA9c+8SKCKl7pMVtq8U9peJ9y9AEalXrI/UW5KrhCvaBd/NAVBIQ52BzH1LoYiUuk5C+lUfKPIEDUVt96zNPwiVvnDU746C0AJfUAh/Cy0tLRQpUgTR0dESr7PnenrSLySy179WXvgve01fX3xRhj2vVKkSCgrlzCWEEEIIIYQQQgghhPyxihcvjqpVq+LMmTOi1758+cKfOzk5Sf0Z9nru8szp06dF5c3NzXlAN3cZtgDbjRs3ZH6mPNDMXEIIIYQQQgghhBBCyB9twoQJ6Nu3L6pVq4bq1atj9erVSE9PR//+/fn7ffr0gaGhoWgBtbFjx6J+/fpYsWIFWrVqBW9vb9y+fRtbtmzh7xcqVAjjxo3D/PnzYW1tzYO7rq6uMDAwQLt27Qrse1AwlxBCCCGEEEIIIYQQ8kfr2rUrYmNjMXPmTL5AGUuFcPLkSdECZq9evULhwuIkBrVq1cKePXswY8YMTJs2jQdsDx8+jHLlyonKTJo0iQeEhwwZgqSkJNSpU4d/ppKSUoF9DwrmEkIIIYQQQgghhBDyl8n+i3LmCo0aNYo/pDl//ny+1zp37swfsrDZuXPnzuWPX4Vy5hJCCCGEEEIIIYQQQogCoGAuIYQQQgghhBBCCCGEKAAK5hJCCCGEEEIIIYQQQogCoJy5hBBCCCGEEEIIIYT8ZbKz/76cuX8CmplLCCGEEEIIIYQQQgghCoCCuYQQQgghhBBCCCGEEKIAKJhLCCGEEEIIIYQQQgghCoBy5hJCCCGEEEIIIYQQ8pfJBuXMVUQ0M5cQQgghhBBCCCGEEEIUAAVzCSGEEEIIIYQQQgghRAFQmgVCCCGEEEIIIYQQQv4y2dmUZkERUTCX/FU0WrWDdoeuKKqugcyIcLzd7IaMZyEyy2u27QjNlm1RTFsXn1KSkXLlAqI8tiL748d8ZbU7dYdevyGIO3IQ77auL5D6Hzx5Frv9TiEhKRlWpsaYMKA7ylpbSC17JPAiTly4huev3/DnthamGNa9vUT58zfuwDfgAkKev0RKWjo8ls6EjblJgdTd+9xNeJy+gvjkNNgY6WFytxYob24kteyZu4+x/cQlvIpNwKfPX2Cio4E+TWuhdc2KUsvP3+2Pgxfv4H+dm6FXEye5193neAC8fY/y7W5pZoKxg/vCwcZKatmIV5HYvucAnoVHICo2DqMG9EaXti3ylYuNT8Amz724cfc+MrOyYKinh6ljhsLOSvrf89/wO3oMBw75IiExERbm5hg5bAjsbG2kln3x8hU8d+1GaFg4omNiMGzwQHRo5/KvPvPfOHHUF4cPeSMpMQFm5lYYNGwMrG3tZZa/euk89u7ajpjoKOgbGKF3/6Go6liTv/fp0yfs8dyOu7evIzrqHUopK6NCparo3W8INDS1UBAOnTiD3UdOCPZZMxNMGNgTDrL22dMXcPLCFTx/JdxnzTCsZ0eJ8tnZ2djmfRh+gReQ+v49KthaY+KQ3jA20JN73Q+cOo/d/qcRn5wCaxMj/NO/K8pamUkte/jMZRy/eB3PI9/y53bmJhjerZ1E+a0HjuL0tduIjk9EsaJFeJlhXV1Qztpc7nX39/fHoYMHkZiYCHMLCwwfPhy2trYyy1+6dAlenp6Ijo6GgaEhBvTvD8fq1UXvZ2RkwN3dHdeuXkVqaip0dXXR1sUFrVq1QkHwPXYK3of9kZCY0+cM6Q97mX3Oa+zgfc5zRMXEYdTAPujctqXUPmezxx7cuBsk6HP09TBl9DDYWVvKte77Ay5i19GzOe3GEBP7dkJZK1Pp3/PsVRy/dBPhr9/x53bmxhjZtU2+8hFvorB2rx/uPgnD5y9fYG6oh6XjBkBPS0OudT/q7wefQweQmJgAc3MLDB0+Era2djLLX750Ebu8dgrajYEh+g0YBEdHcbthXr96BXf3bQh++ACfP3+GiYkppk6fCR0dHbnWXaNONVj8MxCqVcpByUAHtzuOQLTfma//TL3qcFg+BaUdrJH5+h3CFm1EpKevRBnT4T1gMWEgSuhpI+VBCB6Nm4fkWw8hb943H8PjSjDi0jJgo6eOKS2cUN5I+5s/d+Lhc0w5dB4NbU2wunsT0evvsz5ideBtnAt5ieSMLBiqlUH3Gg7o4ij77/k79Ze5Ld62B76BlzCuTyd0b9lY7nU/ePIcdvkH5IwtjfAPG1taSe+XDwdewomLbGwpqLuthQmGs7FlTnl2nN3kfQTX7j3Em5g4lC5VEo7l7TGiRwdoa6jJve77T1+G1zHW36TC2sQAE/t0QDlLGf3NuWs4dukWwiOj+HN7cyOM6NJKony1XuOl/uyYbm3Qp3UjudefHdOvHndD8NUDyMxIgaF5FTTuOhvqOtLbAnP/0h7cv7wXKQmCsYKmnjVqNh8B87L1+fOM9CRcO74WL0MuIyXxHUqV1oBlhSao3WosSpQsI7e6e99g++xDwT6rq4Eprb53nw3HlAPn0dDOBKt7NBW9XnHmdqnlxzs7ol+dCpCnfWeuwfPERcE5iYkeJvVsi3IWxlLLnrkdjB3HzuN1dDw+sT5cVwu9mtdB61pVJMocOn8DT168QXJ6BvbOGQ1bEwMUFEVu9yeP+sDPZy8f15uaW2LA0HGwtnWQWf7a5XPw3rUNsdFR0DMwQq9+w1DF0UliH9q3ezvOnPJHenoa7OzLY/CIf6BvKP3vScifpEDTLLx48QJqat934E5LS0OhQr/uisCmTZuwbNmyn/75w4cP4/r163KtU7Vq1XD+/Hn8Crdv30bXrl3xq6xevRpRUYKDiDy2/89QrdsQ+oOGI2avB8LGDuHBXPO5S1FEVXobVa3fmAdno/d64tnwvnjjtox/hl7fwfnKlrS2hUbzNsiICC+w+gdeuQk3j/0Y2LkNdi6ZCWtTY4xfsBoJySlSy9999BRN61THuln/w5YFU6GrqY5x81chJj5RVCYj8wMq2FljZK+OKEinbgVjxcFTGNqqAfZOHwobI12McNuFhJQ0qeVVlEtiUMt68Jw8CAdmDodLrcqY5XEYVx+F5St79t4TPHgeCW01+Q1Qcztz+RrW79iFft06YNvKBTwg9785i5GYlCy1PAuSGOjpYGifbtBQl962UtPSMHLKbBQtUgRLXSfBc+0yjOzfE2WUleVe//MXL2Hz1u3o1aMbNritgoW5Gaa5zkJiUpLU8llZWdDT08OAfn2goa4ul8/8WZcvnoX71g3o0qMflrtthZm5Jea6TkRSkrgN5xbyOBgrl85FY+dWWOG2DdWd6mDJ/Bl4+eJ5znfLxPPwZ+jcvQ+Wu23BpOlz8TbyNRbNnYaCEHjlBtx2emNAFxe4L5vNL8CMn7dC5j5771EImtSpibVzJmPzwhnQ0dLAuLnLEZtrn911+DgOHD+NiUP7YNsiVygpFcf4eSuR9SH/BaZ/4/TV21jjdQgDO7WCx6Jp/AR/7CI32f3N42dwru2IDa7jsW3uJOhoamDMQjfEJIjbhIm+Dv7Xvyv2LJ2BLbP/B31tTV4mMSVVrnW/cOECtm7Zgh49e2Lt2rX8YoPrjBlIktE+Hz9+jCWLF8O5WTOsXbcOTk5OmDdvHh/DCLHPu3P7NiZOmoTNW7agXbt22Lhhg9zHAczZS1exfocX+nbthK0rF8HS3BT/m73oK33OBxjo6mBI7x5f7XNGTZmJIqzPmTkFnutWYGT/XihTWr59TsC1u1i9yxeDOjSH14KJPJg7evEGJCRL/xvfeRwK51pVsXHGaOyYM4Efp0Yt3iDRbiKjYzF4zmqYGehis+to7F08GQPbN0PxYsXkWveLF85j29bN6N6jF9as3cAvAsx0nSazv3ny+BGWLlmIps7N4bZ2I2o61cKCebPx4kWEqMy7d28xaeJ4GBkZY9GS5Vi3YTO6de+J4sXlW3emiHIppDx4iuAxc76rfEkzIzj6bUb8+Ru4XM0FEWs9UH7zfGg1rSMqo9+5BeyXTUXo/PW4XL09Uh+EoMax7SiuLd8g+sng51h+6iaGNqgE76FtYaurgeG7TiE+LeOrP/cmMRUrA26iioluvveWn7qBq2GRWNihPnxHdkDPmg5YfPwazoe8grwVRH8pdP5mEIJDI6Ctrir3egvqfgtrPA9gUKfW8Fgyg48txy1Y85W6P0XT2tWxftY/2Dp/MnQ1NTB2/mrEJAj2k8wPH/A04hX6dxR83uJ/huPl2yhMXCr/SQ4B1+9h1e7DGNy+GXbN/wc2JgYYvWSz7P7mSRiaOVXBpukj4T57LHQ11DFqySaJ7X5y3RyJx8zB3fj5aaPq8g0mCt0K3IqgC148gNvjn/0oVqIkfDYMxKePWTJ/prSaHuq0/R96TvRBz4mHYGxTE0e2jkTcu1D+fnpyDNKSY1Cv3WT0nXoUzXouwovHlxCwZ7rc6n3y4XMsP3kDQxtUhvcwF9jqaWC458nv22dP3UQV0/z77JmJ3SUec9rVBQsNNHGQHdj+GaduPMBK72MY4tIYe2aPgrWxPkau2CHznES1dCkMbN0QO2cMx755Y9G2TlXM2X4IVx8+E5XJ+PABlazNMKZz/skb8qbI7f7KxTPw2LYOnbv3w5I122BqboUFM/9Bsozj7NMnD7F66Rw0atoKS922o3rNuli6YBpe5YzrmSOH9uCE/yEMGfk/LFqxGSWUSmL+zH/w4YPsfYiQP8VfmzN32LBhmDhx4m8VzP2VWOB43759cvs8NtvkR4K5/3b7/wytdp2ReOoYEgNPIuv1S7xZvxJfsjKh0VT6gVfZvizePwlG8oUz+BgTjbR7t5F08SxKWkvO6iispATj/01H5Nrl+Jwm36BEbnuPnkbbxnXRumEdmBsbYNKQXihRvDiOnr0stfycsYPRsVlDPtPWzFAfU4f1w5fsbNwOfiIq06K+Ew8OO5aXfUVUHrwCr6FDnSpoV7syLA10MKNnaygVL4bDV+9JLe9oa45Gle1hoa8NY20N9GxcE9aGurgXJnkSFp2YgsXex7FwYEcULVIw3dn+I8fR2rkhWjZuADNjI/wzfCCUSpTAsTMXpJa3t7bEiH490bhuLRQvKv3mh90+/tDR0sTUMcP4DF8WiKleuQIM9fMPbv+tQ75H0KK5M5o1bQJTExOMHTUCJZRK4FRAoNTytjbWGDKwPxrWr4diMoIlP/qZP8vf9wCaNm+Fxk1bwNjEDENHTUAJJSWcDTgutfxRv0OoXLU62nXsBiMTU/ToPRDmltZ8di+jrFwasxesQO26DWFoZAJbu7IYNHwswsOeITYmGvLm7R+Atk3qoXWjujA3NsSkoX1QokRxHD1zSWr52eOGomPzRoJ91kgfU4f3F+yzDx+LZh/sP3oa/Tq1Qb3qVWBlZoyZowcjLjERF2/elWvd9x47A5dGtdGmQS1YGOljyqDuUCpeHP7nr0ktP3f0AHRyrg8bM2OYGeph+tBeOf2N+M6HZnWqo3p5exjqasPC2ABje3dCekYmwl4KZhfJi6+vL5q3aAFnZ2eYmJpi1OjRKFGiBAICAqSWP3LkCKpWq4ZOnTrBxMQEffr0gaWlJZ/dK/TkyRM0btIEFSpU4LNyW7RsCQsLCzx9+hTytv/IMbR2boSWTRrAjM3wGz4ISiWK43jgeZl9zvD+vdC4Xi0ULya9z9lzyA/arM8ZO5zP8NXX1YFj5Yp8dq487Tl+Du0a1kLbBjV5u5k6sAuvu98F6eOl+aP6onPTurA1M4KZoS5mDOmO7OwvuBUsPknesO8YalVywJgeLrA1M4aRrjbqVy0PDVX5XsA77HsIzZq3QFPnZnz27MhRY3m7OR1wSmp5vyOHUbWqIzp26gJjExP07tMPlpZWfHavkKeHO6pVq44BAwfz9/T1DVCjphPU1KRfKPs3Yk9dxLNZqxF95Pv6YdMh3ZAREYknk5YgLeQ5Xm7YjahDp2A+tp+ojPm4/ni9fT8iPXyQ9iQcD0fMwuf3mTDuJ98LwF7XgtGhii3aVbaBpY46ZrSuDaViRXH4nrgd5MVmaE/zuYDhDavASD1/Wwh6HYM2lazhaK4PQ/Uy6FTNDjZ6Ggh+Ewt5K4j+kmHBluU792HuqP784m9BjS1dGtdB64a1YW5kgMmDe/K6Hz13RXrdxwxCp2YNcuquj2nD+uQcpwR1L12qFNa6jkeTWtVgaqCHcjYW+N+AHvwOsKi4eLnWffeJ82jX0Alt69eAhaEepvbvnNPf3JBafv6I3ujctA5sTQ35xaEZg7si+0s2bj4SBEEZLTUViceFu8GoZm8FIx35373Djun3znuiRrPhsKrQBNqGdmjeeykPxIY9kL0fW5ZvBIuy9fnsXXUdc9RpMx7FSpTCuxdBgu9gYIO2g9bycmraJjCxdUKdNuPwPPgsvnz+JJe6e10NRoeqtmhXJWefbZOzz979xj578HzOPquS732tMqUkHudDXsLRTB9GGvnL/hu7Ay6hfT1HuNStBgtDXUzv0463+SOXbkstX83OAo2qloWFgQ6MdTTRw7k2rI30EBQqvuDLZumy4HCNstLvoJFr/RW43R89vA+Nm7VBw6atYGxizgOwxUso4ezpY1LLH/M7iEpVq8OlYw8YGZuhW+9BsLC04bN7hfvQsSP70bFrHzjWrMuDw6MmTEdiQjxuXZM+1ibkT/JD0Q92myGbzeng4ICKFSvyEyU2k7RSpUqiMsHBwTAzk7yC9r///Y+fAJUtWxaBgeKD0+bNm2FtbY3KlStj1apVEj9z6tQpVKlShf9c/fr1+cwZhv2+cuXK8Vsm2Xvly5fHgwcP0K9fP/7/GjVq4M0bwYnhw4cPUadOHf45rM7z588Xff7s2bMxbtw4/v+dO3eiSZMm6N69O/8MFuh8/lx8xSev48ePw8/Pj88sZd9927Zt/HX2nH1H9hk9e/ZEcrL0WTRCV69e5T/Pvk///v35rUlCYWFhvE7sO7IyLHgsxK6ULViwgH9Xtq3Ze4sWLeL1ZttTOLuXfV6zZs3466xePXr0QHp6umg7Cv9uwhnUs2bNQtWqVWFlZcW/49ewbdawYUN07NiRf9+bN29i5cqVcHR05J/L/r12TTCInTt3Lt6+fcvbDnsvKChIYvuzQDAL7LLtwB6jR4/Ghw8fIE+FihZFSSsbpAXdEb+YnY20oLsoZVdW6s+kP3mEkpY2KGkjCN4W09VHmWo1kHpb8mBpMHwcUm9dR/p9+QZTcvv48ROePn8JxwrioGvhwoXhWMEewc9kt9Xc2GyJT58+Q0XOM7G+5eOnT3jy6i1q2FtI1L2GnQWfUfst7EB948lzvIiORxVr8S1BX758wQx3H/R1rg0rA52CqfvHTzxdQrUK5STqXrViOTx6Kh4E/agrN+/C1soCM5euRtu+wzBw/FT4B5yFvH38+BGhYWGonKuPZvWvXKkinoSE/DafKev3hIc95WkQcv8e9vxpiOB4kNezkEcS5ZnKVarLLM+8TxfcFaJcujTkvs+Gv0C1CmXz7LMOCH6Wf4a5NJkfsvgtfcJ99m10LOKTkiU+s7RyKThYWyL4aZj86v7pE0IiXqF6eTvJupe3w8Pv7W+yPuAz629kzDZnv4PdasxuwbU2NZJf3T9+RFhoqMS4hNWdPQ95Ir6QlRt7PXd7ZtixMHd5e3t73Lh+HXFxcbxPun//Ph9rsPFFQfQ5VSuWl6g/e/7oqeyT5G+5cvMO7CwtMHPJKrj0GYKB46bAP+Drt+D/XLt5jerlbCXqzp4/DBXPVv1Wu/n06QtUSpcS9fNXgh7BRE8HoxdtgPOwaejnugLnbz2Qb91Zuwlj7aayRN3Z85AQGe0m5DEqVRaXZ6pUrSYqz+p++9ZNnrbDdcZU9OzeGRPGjca1q9KDZL+aWs1KiDsrGWyMPX0Z6jUF+0KhYsWgWqUs4s5cFRfIzkbc2atQqyn5vf+Nj58+48nbeNS0EN+SXLhwIf78QaTswOvmC0FQV1ZChyrS0/tUMtbBhaevEJ2SzvfZmxHv8DI+GU6WhnKre0H2l6z9zF7vjl6tm/KLXwWB1f3p81c8DYJk3e1/vO5fGVumvX/Pj7NlSgn2a/lt90jUKGsj2d+UtcaDsJff3998/sJnXkrDbmG/HPQYLg1qoCAkx0ciPSUWJra1RK+xNAh6ZhXxLkL6ZIe8vnz5jJA7x/Dpw3sYmMneL7My0lBcqTQKFykqn332XRxqWubZZy3ZPhsj8+c2nw+CeumSPAj8LWyG76Vnr9H+O8r+8DnJi7cSQVd+TuJgiQd5JozIPCd5HIYXUbGoYiv/FFF/crtnx9nnYc+kjOur8fG7NM9Cgvn7uVWsUp2/zsREv+PpGsrnKsMmbljZ2uOpjM8k0mWjkMI//kY/FMw9efIkv02RBVbZiYy3t/c3f4YFNNlJEAu4bt++nQcUWb45FvRlwcOLFy/i3r17PFAsFBMTw8t5eHjwnxsyZAifMcM6UCYkJASDBg3i77FbHRs1aoQpU6bw4C0LXLJZoAwLdJ45cwZ3797FnTt3cOjQIZmzaW/duoWFCxfyz2BB1CVLlsj8Ti1btkTbtm15AJIFJlldTpw4gR07duDKlSv8M5SVlXmdZGHBShbcXL58Od8WLJDMtqkQCwZ37tyZf8cDBw5g4MCBePlS3EmXLl0aN27c4Nu0V69e0NfX56kT2HcQznhlt1Pu2bOHv85+h6qqKr/lVNbfiQWO2XZat24dxo+XnjsnN/b7hduM3Zbau3dvvh3ZNmG/hwWomZkzZ8LAwIDPBGbv5T7JZrZs2cJ/jv1u9n54eHi+4H7uW8BTUlIkHuy1bymioopCRYrgU57bONhzlj9X6ja5cAbRu91hscQN5Q6fht32PUh/GITYA7tFZVTrNURJS2ueR7cgJaWm8SvaGqqSV6fZcxbc+R4bdh3k+coKehZuXolp7/H5SzY0y0gGyzRVlBGXLP2WJiY1IxNOYxbAccQ8jF63G1O6tYCTgzi3o/upKyhSuDB6NCqYQTaTnJrKt7u6muTtjRqqqkhI/PmUAu+iY3DkZCCM9PWwfNYUuDRvgjXbPHDi7EXIE9s/2Amhep50N+z5z9a/ID5TmtSUZP571NQk9082o40N3KRhr+ctr/qV8uwWLC/3LahTvzFKlZLvRY6knLajoZZ3n1VFQpL021fz2uB1AFrqaqLgLctnyD8j32eqiN6TS91TZPc331v39Xt8oaWuygMauV2+8xAN+o5D3d5j4H38DNZOHwM1FfkF0kXtM0+KEDV1dZ7fWRqWV1dNSnn2uhC7gMxn7fbujbZt2vC0DSNGjOAXM+UpOSVFap/DnsulzzHQw7LZU+HSognctu7EybPS7zD4GUmp6TntRnKWJHsen/R9d62wvLha6iqigDC77fV9ZhY8/APhVNEea6eMQAPHCpi0ejvuPPn5C2qy2k2+dqCmjsSEBNntJs8MW3ZhXNjfJCcl8bHtwQP7ULVqNcybvxhOtWpj4YK5ePhQvsHon1FCVwtZ0XESr7HnxVTLoLBSCRTXUkfhokWRFSM5mzIrOh4l9OQ3WyvxfRY+Z2dDs3RJidc1lUsiLu291J+5+zIKvnefYVYbcUqIvKa0dIKFthqcV+5DtXk7MWLXKUxr6YSqZvKdjV5Q/aWnXwCKFC6Cri0aoqCI6p7nmKKuxvbZ7zumrN99CFoarO7Sc9mzFEDrd/ugaW1HKJeS/BsXWH8jI0VEXmu9jwr6m1yBsdyOXroJZSUlNKxWMCkW3qcILlaUKqMp8bpyGU2kp0jum3nFvn2Ktf9Uxprx5XFm3yy0GbQemvrSZ4VmpCXg+skNKF9LPun1Et9nCsb1ylL22dSMr+yzTzGrrex9Nje/e6EoVaIYGttLzwP7s5JS2TnJF2jkGXfwdvOVlE+p7zNRe9gs1Bg8A2NXefAcuzXLWuNXU+R2LxjXf4aq1HG69Fn77Hiatzwb5yclCY6zwp/LfywWlyHkT/ZDl+fYbFx2qyE7gWGzZVlQ85u/oGhRPmuWqVmzJg/qseAtC9q1aNGCByGFJ0psdqkwSMhOkIQnSSywOXLkSNGMWzZzlM2aYVjwlj23sxMMgKpXr85vsWTYIJrVlf0uduXn9evX/P+sHnmxYKS5ubno/7KCnrKwGccsOCvMEcy+DwvGysIC0mzbsMAxw2Y5s1s2GRbsZgFoFhhm2GxbNsOYLdBiaio4qAnz3bLvz2bbduvWTfT9Q0MFJzgs+M2CoseOHeOzdFnAtlYt8dXf3JSUlNChQwfR92cB1W9hn5V7QRn2d2UzhuPj4/l3Y7efsr9ByZIlv7ntWBthtzMygwcPxvr16zF58uR8ZVkbmTNHMh8cuyhQEBlflctXhHaXnni7cTXeP32CEgaG0B88CjrdeiPG2wvFtLT58xeuE6UuiPY78fQ9jtNXbmLDnIkoUQC5+gqCconi2DdjGN5nfcDNkAgsP3AKhlrqPAXD45dvsefsdZ5/91fm2paXL9lfYGtpgSG9BfutjYUZXzjN71QgWjSq919X76/A+sTli+YgG9kYOvLbF69+NU+fYzxP9vo5kxVmnxXyOHKK55DcMHN8vrpXLWsDryXT+AWqI2euYNrqbdgxf1K+QMjvht2Nw47b7Hijo6uL4IcPsWHDBmhoavK7ixSnz+nOn9tYmCPiZSQP8DZvJFg057+20+80Tl+7i02uo0XtRngRn6VV6NFSENRiKRkePIuAT+AVVLX/9SfT34vdes7UrFkL7doLRikWlpZ48uQxThw/ivLlCyZA9KdLz/qI6b4XMattbT4zV5a9Nx7zWYJrujeBgWpp3HkZhYXHr0G7TCnUlPPsXHn3l0+ev8S+E+fguWjqbz3G8Tx8AoFXbmH97P9JPU6x4+z0VZv5cXbyoJ74nez0C+S5RzdPHynzGOt34Saa16oit2Pwk1t+CPSeJXrebtjmn/4sDR1z9JpyGB8yUvEs6BRO7ZqMLmN25Qvoshm5vpuGQlPPEk4tR+G/kJ71AdMPXeCB3K/ts7mxFCstK1ihhIzUQb+aslJxvqhZBjsneRzOc+4a6WjwFAyK5L9o94SQgvNDPSQLNrJZuWfPnuUBuEmTJmHXrl0S+VIzMzO/+TnSBiY/MlhhgUchNvs073NhuoJp06ZBS0uLBxlZcJEFK2XVT9Zn/KyfGXx97WfyviesL6tr3ufCurNZuexvxRaDUVFRgZubG38uDQukCn8H+4xv5cAVzg7OPdOYbd9z587xFAtslgubCcxmzX4rmPut75rb1KlTMWHChHx1f9bx67OLPqckI/vzZxTNc+WOPf8kY9aebq8BSDobgMSc/JxZLyNQuIQSDEf9g5h9u3jahmLqGrBas0Vc9yJFoFy2AjRbt0dwe2d2/xPkQa1MaT4LNe+CFOy5Zp4ZXHnt9jsFr8Mn4DbzH74A06+mXroUihQuhPhUyVm48Snp0FKVPSOPXYAx0RHMVrAz1kfEu1jsOHmZB3Pvhr5EQmo6WkwVz+BmswRWHgzA7rPXcWKhfIJzqmXK8O2ed+GhhORkmQsNfQ9NdXWYGUueTJoaGeDCtZuQJ7bfs+2Yd2Ey9vxn618QnylNGRVV/nvyXllnixGpyZhNz17PWz5ZSnkeyF08G7Gx0Zi7cKXcZ+XyuuS0nbwzs3jbyTMLKq89R05gl+8xrJk1kefFFdLI2dfZZ7IZu+LPTIF1rnL/uu4qsvubb9V9l/9peB45hXXTx0pNn1BSqQSM9XT4o7y1BTqOmwm/c1fRr11zudRd1D7zzMJNSkyUuaAfm8WbJKW8cHYvO46xO4VmuLryC6YMu/gb/vw5fA4dkmswV1VFRWqfw57/+z5H8u9hamyAi9ek59j7GWpllHPajeTsJvZc8xsLVHodPQMPv0CsnzaSL5om8ZlFCsPcUHI2pbmhLoKeft9t4D/SbvK1g6REqGtoyG43ee72YXevCfsb9plsPMXy6eZmbGyCx48Et4j+l9gsXDY7Nzf2/GNyKr5kZuFDXCK+fPqEEjnHYXEZTWRFfX3W4I9QL1UCRQoVyrdwUnx6BrSk3Ab8OiEFb5PSMGZPYL7AeZU57jgyuiMP2LqduYNV3Rqjno2gb2T5cp9GJcDjarBcg7kF0V8GhYTxhSFdRokXrGKz8dy8DmHf8bM4vG6BfOue5ziVmJT6HWPLAHgePsnz40rr6wWB3C2IikvA+pkT5Dor95v9zTcuDnodO4edR89gw5ThsDaRnsLiXkg4Xr6LwaJRfeRWZ5bDlqVQEPr8SZBS7n1qPEqritOFpafGQ8dQ8q6WvIoULQ51bcEEH12Tcoh++RB3L3iiabe5ojIfMtPgs3EQipdQRtvB61GkiHyCc+qllATj+nQp+2yZ/H/n1wmpOfvs6fz77OwdODKmE4xz5cW9+yIKL+KSsbSL/Gelq5Vh5ySF8y12xtuNSpmvn5Pk9Je2JgaIeBuDHUfP//JgriK2e8lxfREkSx2nSx5nhNjxNG95Ns4X3oUn/DnBsVpLooyZ+e97sZeQ/yTNQmRkJA+0sRQDLD0AmzHBHuz2/9hYwa0iXl5e+Q7mwtdYXlWWO5XdZs9SI7C0DcJFsTZt2iT6GTZzlt26z1IDMCydg6GhIX/8CHYyZ2RkJJolevq0+CDyb7FBeu6cuGyG7f79+3kQU5gPmM22lYXNJGbbhgU/GRYcF86GLVOmDM/D5+7uLsqfe/nyZdSrV++Hvz8LZrO6stm+LM9tQWFBchbQZbehMnlnNufdXrmxbefp6cl/nm0TloNY1rZjgVv2Wbkfwhm9X5P96RMywp5BuWKu/IaFCqF0xSp4LyOnDgvcsvxwEp8jDM4WKoS0+3fxbGR/hI4ZJHq8fxaCpPOB/P/yCuQyxYoVha2FKW4/FOfu4/n4HobwxSVk2XXkBNwPHsWq6eNgbynf1WC/V7GiRWFvYoCbTyIk6n4z5DkqWHx/rkw28PuQc6Gidc2KOOA6nM/cFT601cqgr3MtbBzTW351L1YUNpbmuPPgkUTd7z54hLK2Pz9IKG9ng9dv3km89vptFHS15bvQAFvAzNrKCkFB9yXqHxT0APY5dzP8Dp8p6/dYWtniQdBdid/zIOgObO2kpwqxsSuLh3lyV9+/d1uivDCQ++5tJF8MjQ0uCwLfZy3NcCdn8TJh/W8/eIJyNrIXyNh1+DjcD/pjpes/sLeSzMdmoKvNT7CFC6Ix6e8z8Dg0HOVsreS6z9qZm+BW8FOJurPn5b/S33j5BWCHz3GsnjoK9pbfd2skW4SD5YmVZ7uxsrbG/SDBQjDi9hkEO3vptwGz19n7ubGLwMLynz994u0m74VGdkLFPluexH1OcJ4+JxhlbaXfEvk9ytnb4NXbtxKvRb55J9c+R9BujHHr0TPJdvPoKcpby84t6OkfiO2+p+A2eRgcLEzyfSZ77eU7yQUKX72Lhb6WhnzbjZU17t+XbDesHdnZyWg3dg4ICpLMa3nv3l1Red5X2tjiTaRkbvg3byKhoyP/xS5/VNL1IGg2krxTTatxLSReF2wDdsdR8t1H0GrkJC5QqBA0Gzoh6fr35fP8HsWKFoG9gSZuRIjb55cv2bjx/C0qGGnnK2+upYqDw9tj37B2okcDWxO+0Bn7v56KMs8H+enLFxTOMzeA5fUUBpF+5/6yZd0a2L10Or+LQfjQVldFrzZNsWbaaLnW3daC1T0kT92ffL3uR05ix6GjWD1trNSxpTCQ+zoqhgd7VfOk2ZJX3e3MjXAzX38TigpWso8/HkfPYNvhAKydNDRff5PbkQs3YG9uBBtT+QX+Wc5aFoAVPjT1rKCsoo1XT69JzKSNenEf+uY/dpGQLRz5+eMHic85tH4gD+C6DN2IosW+fa70Q/usvhZuPH8nZZ/Vkb7PjmyPfcPbiR58nzXT5/9n+2xuLIWKg4EWbPWkB/j+Xd2Lwt7MgM+uFdf9C24+CUcFK9ntIS/Wj7D8tb+aIrZ7Ud2LFYOFlQ0e3r8jUXf2nI3fpbGxK4eHude7AfDg3m3+OqOjq88DvsG5yrx/n46wp0/4Isfk+2VnF1L4x9/oh2bmsgArmxnJArjsQM1ypLIAI5uhy2ar8BWeW7SQ+Bk2O5MFZVmKBvYzbLYoC1ayha7YIlh169blMzyFt/gz2tra2L17N19Rmv0Mm/3A8sb+6GzXGTNm8DqyGTVsZWoWQJYX9rksNQBbfIylgGB5c9n3ZCkKeDLvChX4LZiyFC9enOeQZWkg2CxYNpuVbSMh9v2HDRvG89ey780CnMJA6fdi24+t0s1SIbBtyrZ17ry78sSCqmyBOdYOWABZmPZBaMyYMTx9QqlSpfIFlVlOZBbIFi4k06BBA9HiaPIUd/gAjMZPQUboM2Q8ewJNl04orKSExMCT/H2jCVPxMT4W0R6CBe1Sbl6FVrvOyHgeKkizoG/IZ+um3LzGA7VfMjKQ9VK8kinzJSsTn1NT8r0uD91bN8W89TtgZ2mKslbm8D4WiMysLL4CMTNn7XaeE3dET8HtnGw27tZ9RzBn7GDoa2shPjFZNDOuVEnBTO7k1DRExyUgLicX46u3gosrLGCkqS6/IFfvJk5w3ekLBzMDlDMzxO4z15Hx4SNcagkGq2whMx01FYxpL0g7sv3EJTiYGsBYWx0fPn3G5eBQHLv+ANN6tuLvq5UuxR+5FS1SGJoqpWEmx1x+TBeXlli0ZhNfsIytGn/A/wQyMjPRsrHg1uQFqzdAS1MDQ3NSJrDA1IvXgpN3NtCLS0hA6PMXKFlSiefIZTq3bYERU2bD68BhNKxTE0+ehfMF0P43YiDkrWN7FyxbuRrW1laws7GBzxE/fvGlWdPG/P2lK1ZBU1MDA/v1zan/R7x69Vpc//gEhIc/h1JJJRgaGHzXZ8pLm/adsXblIlhZ28Laxh7+Rw4iKzMTjZoKjjNrViyEpqYWevUbwp+3btsRrlPG4ojPPlR1rInLF8/yRdSGjf6Hv8+OJ8sWzsLz8GeYNmsRvnz+zFe8ZUqXUeEDTXnq1sYZ89dug52lGRysLbDvaIBgn20kyBk3120r32eH9xKk5PHyPYZt3ocxe9xQqfssOxZ0ad0UHgf9YayvCwMdLWzZy3ItqqNedfkuxNW9VWPM3egBewsTOFiZwfv4WUHd6wsCO7PX7+R1H9m9HX/OZpdtOXAUc0f3h4G2pijfIq+7khIyMrPg7nsCdatVgJaaKk+zcDDgAmITk9C4pnzr3r59e6xcsYKnKLKxtcWRw4f57NqmTZvy99nFaE1NTVFedxcXF0yeNInPsnWsXp3fzcLSFY0eM4a/X0pZmad92rF9O794qKOjw8dDLCc/O67JWxeXVli0ZiPsrCxgZ22Fg/7H+fZr0SSnz1m1HtqaGhjSp3v+PufjZ77P5u9zWmHk5JnwOuCLhnWc8ORZWE6fI9/6s1QIczbtgr2FMcpammLvifPIyPyANvUFuc1nbfCCtoYqRnVry597+J3G5oPHMX9UX+hrayIuZ4ZgKd5uBMGH3q0bY5rbTlS2s0I1B2tcu/8El+4GY9MM+QW1GJYKYdXKZYJ2Y2OHI0d8kJmViSZNm/H3VyxfyttNv/6CfrqtSztMmfw/+PgchKNjdVy8cB5hoc8wavRY0Wd26NgJSxcvRNny5VGhQkXcuXMbN29cx6IlyyFvRZRLQTlXMKKUuRFUKtrhQ0IyMl+/g+38CVAy1MX9/oIUVi+3eMN0RE/YLZqI1zsPQathTeh3boFbbYeKPiNitTsq7liCpDvBSL71AGZj+qKockm89hCsJC4vvZ3KwdX3EsoaaKGcoTZ2XX+EjI+f0K6y4ALGdJ8L0FFRxtgm1fht19a6krPsyygV5/8KX2fBpmqmelgZcAslihaFvlpp3HkRhaP3w/C/ZoLZ9b9zf8mCn3kDoEWLFOEzfU0N9ApgbOkOewtTOFiZY99xNrb8gFYNcsaW63YIxpY9BOdpbDbu1v1+mDNmIPR18tedHWenrtyMpxGvsGLyKB6sEZZhi6SxYJS89GzRALM374GDuaC/2XPyAr8NXtjfzNy0GzrqqhjVtTV/vtP/DDYfOoH5I3rzi0HS+hsm7X0mAm/ex7gegn6qoLBjeuUGfXDj1Eao65hCRdMIV4+u4bN0rSoIxsPMgbV9YVWhKSrX78WfX/JbAXOHeiijro8PWekIuX0Ur8NuouOI7eJA7oYB+PQhAy36LOMzdNmDKVlag8+O/Ld612L77EXBPmukjV3XgpHx4RPa5SxIyNIq6KiUwtimjjn7rOTFtzI52zvv62mZHxDwKAL/NJf/firU07kuZm07AAczQ5S1MMaegCu83bStI0jh6Lp1Pz8nGd1ZcMcQm4HrYG4II21NPqnkyoOnOH7tHqb2FuzPTHLae0QlJCE2UdCmXrwT3L2gqVoGWnny2/7N7b51u65Yv2ohLK3tYGVjj2NHDiArMwMNmwhSd65dMR8amlro2W8Yf96qbSfMmjIa/j7eqOLohCsXzyA8LARDR00U7UOtXLrg0D4P6Bka8eDuvl3boK6hCUenugX2PQj5XfzQEZUFavMGa4VBU/YQYjnlhAuQsVvOZBk6dCh/CLm6uor+37x5c/7IiwX6cs+gad26NX8IscXA2INhtz4KZ/fmxQLJQiwoK8zrK+0zpWHB10ePJGd0soXHhIuPfQ+WczbvbCAhlgeYzdaVRphDjmGB8NzP2UzktLQ0USBd1mfk3o55/055P1OavNuMYUF99hDKvS1YsJs9hHIvgsZuQ2Qn1+xRkJIvnUNRVVXo9urHFz3LfB6OiJmTRYuiFdPWkZhNy/Lispm5ur0GopimFj4lJyH15jVEeQmCvb9ak9rVkZiShm37jiA+SXBbNZtxK7z1OjouHoVzXfDwCTjPg3HTVmyU+JyBndtgUBcX/v/Lt+9j/gbBDHDGdfWWfGXkoZljOSSmpWOj3znEpaTB1kgPG8b04sFX5l1CssTFGjYoWbj3GGISU/ggkAVoFwzowD/nV2tcxwlJySnYsfcgX4DIytyUL1om2u6x8ShUSHyTQ1xCIgZOmCZ67n34GH9UKmsPtwWCPo4FhRdMGY/NXvvgsd8XerraGD2wN5zrf9/CED+iQb26fFa85649fLY+S5ezYO5s0S3kMbGxEts+PiEBw8eIL6Yc9PHljwrly2H54oXf9ZnyUqdeI6QkJ2HvLne+CIK5hRVc5y4V3cYcFxst0ebtHMph/ERX7PHajt0e26BvaIjJM+bD1EwwwyghPha3bghykf8zWtwfMXMXrUK5CvLNfdqkdg0kJadiq/dhvkCZtbkJVs6YIHOf9T11ju+z05evl/icAV1cMKir4KShV7uWyMz8gCWbdiIt/T0q2NlgpesEuec2a1qrGl8chwUcWH9jY2qE1VNGQzPntmF2EUiivzl9kdd96irJxSAHdWyFwZ1b84ucL99G4/jKLXwBD9Uyyjx4sHn2P3JfqZ3l9E9JTobXrl188SqWp3TuvHmi9hkbEyNRdwcHB0yaPBmeHh78YiO7C4iNR9ixUWjylCn8vWVLl/I7XVhAt0/fvmjZSnCBSZ4a1a2FpJQU7NhzQNTnLON9jiDNQkxcHJ9hKMQuGA0aL15w1fvwUf6oVM4eaxbMEvU586dOwBYvb3ju8+F9zqhBfdC0gXz7HGenKrzdsACtsN24TRkuuv0zKj4RhXLV/VDgFb4y+uTVOyQ+Z3CH5hjSSXBy19CxIqYO7IKdRwKxwuMQTAx0sGTcAFSyEy+IKQ/16jdAckoydnl5ivq1uXMXiNtNbIzEdrd3KIuJk6bCy3MnPHe6w8DQANNdZ8PMTDwLuVatOhgxagwO7PfGlk0bYGhkhGnTZ6JsWfkfy1SrloPTGfHdcQ7LBceh154+eDBwKkroa6OksWCdCibjRSQP3DqsmAqz0X2QGRmFh0NnIO70ZVGZdwdOoLi2BmxmjUEJPW2k3H+Cm60H4UOeRdH+reblLJCYnokN5+4iLi0Dtnoa2NDLWbQoWlRyusQ++z2WdGqANWfuYKrPBaRkZEFftTRGNaqKztXkdwdJQfWXv1LTWo5ISknlAVrB2NIIq6aNEdWdpUnIPUbwOX1BMLZcKZnvdWCn1hjcpS1iEpJw6bbgzp3ek+ZJlFk/6x9ULStea+Pfcq5ZmY+LNx06yRd/YrMJ2cxDFkAT1D1RYrsfOpPT37hJTioZ3L4ZhnYUn3MGXL/Lz4OaO8n3QqM0jk0G4+OHDJzeOxNZGSkwtKiKDiO2ScykTY57jYx0cUoXlpbhpNdkpKfEoLhSGWgb2PJArqmdIAAfE/mIz+5ldswVXMQUGjj7DFQ1v/+uOFmal7fgC6FtOHsnZ5/VxIbezXLts2k/vM8yJ4NZ+pxstCgv3/49t2Y1KiAxNQ0bDwciPjkVtib6WDehv7jdxCdJ1J2dkyzyPIKYxGQ+1jLT08a8wV355whdCHqC2dsPip5P3bSX/zvEpTGGtRMH5v/2dl+7XmM+rt+3azsf15tZWGH63OUS4/rcYwRb+/IYO3EW9nptxR7PLdA3MMKk6QthkjOuZ1w69kBmZgY2r12G9+lpsHMozz+zeHH5zUYn5HdVKPtbUTtCFMDD1gW32m9BKn/0HBIeXIKi0qhQFxnnBQMWRVOyQXdEP5G8dUeR6NpXxcsw8W2disTUyhaPwiTTTCiKslb6iA++CkWlWa4Wku5Jz53+u1Or3IjnqVVUlhYWiAqR3+3pv5KeXWWk3DkFRaRStRlCwwvmrqRfwdrSFMeKyS8A9iu1+vgUmXuXQBEpdZ+ssH2lsL9MvP/19SR+V+oV6yP1lmC9CkVUxrElNgdAIQ11BjL3LYUiUuo6CelX5XvXwK+kXKuDwrZ71uYfhMZAEVWwzp8a5G90M0R6OkxFUt2uYFLn/c5+jyUif1PHjx/ni6jlxVJNdO3a9bs+Y+7cufDxyX9gOXToEE/98DuLiYmRmruW3aq6bNmy/6ROhBBCCCGEEEIIIeTfk+8KEORXoWDuV7Rs2ZI//o2ZM2fyhyJit5HKSgNBCCGEEEIIIYQQQgj5tcSJHgkhhBBCCCGEEEIIIYT8tiiYSwghhBBCCCGEEEIIIQqA0iwQQgghhBBCCCGEEPKXyc4u9F9XgfwEmplLCCGEEEIIIYQQQgghCoCCuYQQQgghhBBCCCGEEKIAKM0CIYQQQgghhBBCCCF/mWxQmgVFRDNzCSGEEEIIIYQQQgghRAFQMJcQQgghhBBCCCGEEEIUAAVzCSGEEEIIIYQQQgghRAFQzlxCCCGEEEIIIYQQQv4y2dmUM1cR0cxcQgghhBBCCCGEEEIIUQAUzCWEEEIIIYQQQgghhBAFQMFcQgghhBBCCCGEEEIIUQCUM5cQQgghhBBCCCGEkL9MNihnriIqlJ2dnf1fV4IQQgghhBBCCCGEEPLrXH6cDkVXx0EZfxuamUv+CJk+a6CIlDqMRcZZLyiqko16I23DFCii0iMWI+P8Xiiqkg26IyrkHhSRnl1lPAp7B0VU1kof7y8dgKIqVbczMk9thyJSajYQEeFhUFTmllZ4Fv4KisjG0gSpt09CEZWp1lxht7tw22fuXQJFpNR9Mo4Vs4UiavXxKULCI6Go7CyNkHbDH4qodI02yAxwh6JScu6Pcw8zoIgali+psO2etXlFPR8UnhMqav1Z3RW53RCiqChnLiGEEEIIIYQQQgghhCgAmplLCCGEEEIIIYQQQshf5gslXlVINDOXEEIIIYQQQgghhBBCFAAFcwkhhBBCCCGEEEIIIUQBUDCXEEIIIYQQQgghhBBCFADlzCWEEEIIIYQQQggh5C+TjUL/dRXIT6CZuYQQQgghhBBCCCGEEKIAKJhLCCGEEEIIIYQQQgghCoCCuYQQQgghhBBCCCGEEKIAKGcuIYQQQgghhBBCCCF/mexsypmriGhmLiGEEEIIIYQQQgghhCgACuYSQgghhBBCCCGEEEKIAqA0C4QQQgghhBBCCCGE/GWys//rGpCfQTNzCSGEEEIIIYQQQgghRAFQMJcQQgghhBBCCCGEEEIUAKVZIH8V72sP4XExCHFp72Gjp4kpbeuivLHuN3/uxP1QTPE+jYYO5ljdu4XUMvN8z+PgzceY2Ko2etWpWAC1B7zP34bH6WuIT0mDjZEuJndthvJmhlLLnrkXgu0nr+BVbAI+ff4CEx0N9GlSA61rVBCVcfXwg//1BxI/V8vBAhtG95B73ffffw7PO6GIf58Jay1VTGpQAeX0NKSW9Xv8EnNO35V4rXiRwrg2ykXitYiEFLhdfoQ7b+Lw+Us2LDTKYGmrGtBXKSXXunufuwmP01cQn8y2ux4md2uB8uZGUsueufsY209cktzuTWuhdU3pbWL+bn8cvHgH/+vcDL2aOKEg+B47Be/D/khITIalmQnGDukPexsrqWUjXr3Gjj0H8Cz8OaJi4jBqYB90btsyX7nY+ARs9tiDG3eDkJmVBUN9PUwZPQx21pZyrfuJo744fMgbSYkJMDO3wqBhY2Btay+z/NVL57F313bEREdB38AIvfsPRVXHmvy9T58+YY/ndty9fR3RUe9QSlkZFSpVRe9+Q6ChqYWCsO/sdXicuixoO8Z6mNy9NcpZyGg7dx5h+/ELeB3D2s5nmOhqordzbbR2qszf//jpMzYcDsTlh88QGZuA0iWVUMPBEmM6OkNHTUXudfe+eBceZ28iLiUdNoY6mNKpCcqb6kstG3j/GbYHXMPruCR8/PwFptrq6N3QEW2qlxWViU9Jx2q/C7gWEoHUjCxUsTTGlE6NYaojvR/4N/z8j+LgoUNITEyEhbk5RgwfBltbW5nlL166BE+vXYiOjoahgQEGDOiP6o6OovfZ52x3d8fdu/eQnp6OcuXKYsSwYTA0lN7//lvH/I/A59ABJCYmwNzcEkOHj4SNrZ3M8pcvXcAuLw/e7g0MDNFvwCBUc6whUeb1q5fY6b4NwQ8f4PPnLzA2McHU6bOgo6Mj17rvD7gEr2NnEZ+cAmsTQ0zs2xHlLE2llvU9exXHLt9C+Ot3/Lm9uTFGdG0tUb5az7FSf3ZM97bo07qxXOuuyNud8b75GB5XghGXlgEbPXVMaeGE8kba3/y5Ew+fY8qh82hoa4LV3ZuIXn+f9RGrA2/jXMhLJGdkwVCtDLrXcEAXR9nb5Gdo1KkGi38GQrVKOSgZ6OB2xxGI9jvz9Z+pVx0Oy6egtIM1Ml+/Q9iijYj09JUoYzq8BywmDEQJPW2kPAjBo3HzkHzrIQrCMf/DOHxoP287ZuaWGDJ89FfbzpVLF7Dbyz2n7Rihz4DB+dqO0Ia1q3DqxFEMHDICbdt1lHvd9wdegefx84hPToW1sT4m9W6PcpYmUsv6nLuOY1fuIDwyij+3NzPCyM4tJMqzz3HbdwzXg58h9X0GqthaYFLvdjDR+3Zb/FHeF+/A48yNXMeppihvZiC1bGDQ05zjVKL4ONWoOtpULycq8z7rA1YfOY9zD0ORnJ4BQ01VdK9fDV3qCI7D8padnQ3/fRtxOdAHGe9TYWlbCd2HTIOuvvQ+kwl9fAcBRzzw6vkTJCfGYtiklahUvZFEmXvXz+BiwAFeJj0tGdOXecPYXL77rSK3eUU/J5R33V0PnIHf3acSZWtZG2PjgDZyr7uitxtCfic0M5f8NU4+CMXyY1cwtHE1eI/qDFt9LQzfcRTxae+/+nNvElOw8vhVVDGTHsRgzjx6joevo6GtooyCcur2I6w4dBpDW9XF3mmDeDB3hNteJKSkSy2voqyEQS1qw3NifxyYMRguThUxy9MfVx+HS5Sr7WCJwMXjRI/FA9rLve4BzyKx8tJDDKlhh93dG8JGWxWjDl9FwvssmT+jXLwoTg1qIXoc7d9M4v3XSWkYeOAizDTKYEvHuvDu2QiDatihRNEicq37qVvBWHHwFIa2aoC904fmbPddSEhJk1peRbkkBrWsB8/Jg3Bg5nC41KqMWR6HcfVRWL6yZ+89wYPnkdBWKyPXOkv8jktXsX6HF/p27YStKxfB0twU/5u9CIlJyVLLZ2Z9gIGuDob07gENdTWpZVLT0jBqykwUKVIES2dOgee6FRjZvxfKlJZv+7988Szct25Alx79sNxtKx/0zXWdiKSkRKnlQx4HY+XSuWjs3Aor3LahulMdLJk/Ay9fPOfvZ2Vl4nn4M3Tu3gfL3bZg0vS5eBv5GovmTkNBOHXzIVbsP4GhbRpiz8wRPJg7YvVOmW1HlbWdVg3gMXUI9s8eBZfaVTDb3RdXg0P5+5kfPuLJy7cY3LoB9s4cgRUjeuBlVBzGrd0l97qfvPsEy33PYWjz2vCe2Be2htoYvmE/4lOl9zeqpZQwyNkJnuN74eDkfnCpUQ6z9hzHlScRohPWcdt8ERmfhNWDO2DfpL7Q11DB0PX7+cmzPF24cBFbt25Frx49sG6tGywszDHd1RVJSUlSyz9+/BiLlyxFM2dnrF/rBicnJ8ydNx8vXrwQ1X3OvPmIeheFWTNd+WeyQNzUadORmZkJebt04Ty2bd2M7j16YfXajTC3sMBM16ky2/2Tx4+wbMlCODs3x5q1G1HTqTYWzJuNly8E25559+4tJk8cDyMjEyxcsgJrN2xGt+49Ubx4MbnWPeDaXaza7YvBHZph1/yJsDExwOjFG5GQnCq1/J0nYWjmVAWbpo+C+5zx0NVUw6jFGxGTIP5bnVw/T+Ixc0h3FCpUCI2qy/cEWZG3O3My+DmWn7qJoQ0qwXtoW9jqamD4rlOIT8v46s+9SUzFyoCbqGKSPxCw/NQNXA2LxMIO9eE7sgN61nTA4uPXcD7klVzrXkS5FFIePEXwmDnfVb6kmREc/TYj/vwNXK7mgoi1Hii/eT60mtYRldHv3AL2y6YidP56XK7eHqkPQlDj2HYU15b/xaNLF85hx9ZN6NqjD1au3QRzC0vMdp381bazfMl8NHFugVVrN6OGU20smjdTou0IXbt6Gc+ePoGGpiYKQsD1IKzc44ch7Zpi99xxfJ8dtWwrElJk7LMh4WhWsxI2Tx0G95mjoaupipHLtiAmIVnUX/6zeifexMZj5bh+2DNvPPS11DF8yWZkZMke8/2Mk3fYceoshraoA+9J/WFrqIPhG/bJPk6xcXEzJ3hO6I2DUwbApWZ5zNp9DFeeCMYIzHKfM7j65DkW9mkN3+mD0LOBIxYfCMD5h4LjsLwFHN6Jc8f3oMeQ6Zi80AvFS5TE2nkj8PGD7G2VlZkBIzMbdBs0VXaZrAxY2VdG+17SL4b9zW1e0c8JC6rutW1McGZaP9FjSfemcq+7orebP9kXFFL4x9+Igrl/mPPnz6NSpUoF9tknT56EovK6dB8dHB3Qrpo9LHU1MKNdfSgVL4rDt0Nk/sznL18wbV8ghjdxhJGG9Jlv0clpWOx3CQu7NkWxwgW3S3mduYEOtSujXa1KsNTXxozuLaFUvBgOXwuSWt7RxgyNKtnBQl8Lxtoa6NmoOqwNdXEv7LVEuWLFikBLtbTowYKR8rbrbhjalzVD27KmsNBUwbRGlaBUtAiOPBIES6QphELQUlYSPTSVlSTe33DtMWqb6WFsnXKw01GDsVpp1LfQh0apEnKtu1fgNXSoUwXtaleGpYEOZvRsLdjuV+9JLe9oa45Gle1hoa8t2O6Na+Zsd8mT3+jEFCz2Po6FAzuiaJGCazf7jxxDa+dGaNmkAcxMjPDP8EFQKlEcxwPPSy1vb22J4f17oXG9WiheTPrNG3sO+UFbSxNTxw7nM3z1dXXgWLkin50rT/6+B9C0eSs0btoCxiZmGDpqAkooKeFswHGp5Y/6HULlqtXRrmM3GJmYokfvgTC3tOazexll5dKYvWAFatdtCEMjE9jalcWg4WMRHvYMsTHRkLddp6+gQ91qcKlTlbed6b3aCtrO5TtSy1ezs0CjKg6wMNCBsY4mejSpBWsj1nZe8vfLlFLCpn/6w9mxPMz0tFGBzWzt0ZoHeN/FSw9U/iyvc7fRoVYFtKtZHpb6WpjRpZmg7telz2pztDZB44o2sNDThLG2Ono2qAZrA23cex7J338Zm4gHL95iehdnlDPVh5muJmZ0cUbmx0/8hFyefHx90bx5czg7N4WpiQlGjxqFEiWUcCogQGr5w0f8UK1qVXTu1BEmJibo26c3rCwt+exe5s2btwgJCcGoUSNha2MDYyMjjB45ElkfPuDc+QtyrTuvj+8hNGveAk2cm8PExBQjRo1FiRIlcDrglNTyfkd8UaWqIzp06gJjE1P06tMPlpZWOOp/RFTGy8MdVatVR/+Bg/l7+voGqFGzFtTU1OVa990nzqNdw1poW78mLIz0MHVAF97f+F24LrX8/JF90LlpXdiaGcHMQBczBndH9pcvuPnomaiMlpqKxOPCnWBUc7CCkY58Z9Mr8nbnv+taMDpUsUW7yjaw1FHHjNa1oVSsKA7fE29LqWMcnwsY3rAKjNTzX1QMeh2DNpWs4WiuD0P1MuhUzQ42ehoIfhMr17rHnrqIZ7NWI/pI4HeVNx3SDRkRkXgyaQnSQp7j5YbdiDp0CuZj+4nKmI/rj9fb9yPSwwdpT8LxcMQsfH6fCeN+8p+tdcT3IJybt8xpO2YYPmocbzuBAdLHzP5HfHLaTlfednr26Q8LS2s+Yy23+LhYbN24FhMmTkPRIgVzM+WukxfQvkENtK1XHRaGepjWryOUShTDkQu3pJZfMLwnujSpDVtTQ5gb6MB1YBdkf8nGzceCYOerqDg8DH+JqX07oqyFCcz0dTC1bwdkffiIkzLGqz/L69xNdHCqiHY1KwiOU12b54yLJe84E3K0NkXjiraw0NPKOU45wtpAB/fCBccpJijiDdrUKM/LGmqqoVPtSnzGb/BLwd0D8sQC32eO7UaLjoNRqXpDHqDtP3oekhJjEXTznMyfK1elDly6j0LlGpKzcXOrWb81WnUeCrsK0mcw/s1tXtHPCQuq7sWLFoFWmVKih0pJyfMueVD0dkPI74aCuX8QdgtxQfpWMLegf/+/wW5PfvI2FjWtxLc3Fy5cCDUtjfDgleBWMWk2n7kNdeWS/KApzZcv2Zi+/wz61asEK135z/aQqP+rd6hhZy5R/xp2Znjw/M13DRhvhETgRXQ8qlhL3jp3+9lLNJy4Ei6zNmDBnuNI+saV3R+u++cvCIlJQnUT8e11hQsV4s8fRiXI/LmMj5/QasdJtNx+EhP8ryE8PkX03pfsbFyOiIaJWmmM9L2CJluOoY/3eZwLfyvfun/6hCev3qKGvYW47oULo4adBZ9R+13b/cnznO0uvmXuy5cvmOHug77OtWFlIP9bbUX1//gJz8IjULVieYn6s+ePnso+wf+WKzfvwM7SAjOXrIJLnyEYOG4K/AO+fkvsj/r48SPCw57yNAi5686ePw15LPVnnoU8kijPVK5SXWZ55n16Gp/lp1y6tPzbzsu3PA2CRNuxt8SD55IXVGS3nXC8iIpDVWszmeVSMzJ5/VmgV351/4wnr6NQ09ZMsr+0NcWDiLffV/enL/EiJhFVLY1Fn8nknjnPPpOdPNz7jj7su+v+8SNCw8JQOddFTbbd2fMnIdJPdNjrlStLXgStWrWKqDz7TKZ48eISn1msWDE8evxIbnUX/q6wsGeoWKmKxO+qVKmKzHYcEvIYlSqLyzOVq1ZDSMgTUX9z+9YNGBoaYeaMKejVvTP+GTca165ekW/dP31CSMRr1ChnI1H36uVs8CBU9oW7vHcGsPQ0qsrSU+Ww1A2Xgx7Bpb4gdYq8KPJ2F49x4lHTwkByn7UwwINI2YHXzReCoK6shA5VxH+z3CoZ6+DC01eITknn+/XNiHd4GZ8MJ8uCSS/yvdRqVkLc2WsSr8Wevgz1moL9uFCxYlCtUhZxZ66KC2RnI+7sVajVrFwAx6r8bafiV9oOe71i5TzHqqrVJMqz9rNq+WK079gFJqayjwH/ep998QbVy+bZZx2s8TDnIuL37bOfoZKzz37IORfIfTGYfSZ7HvQs4hccp8zw4MV3joufvsCLmARUtRIcp5hK5oa48DAU0Umpgjb/7CVexiTCyU7+f4O4mDdISYqDfa6Aa0nlMjC3Lo/nz+7jd6XIbV7RzwkLqu7M7edv0GC+O9qu2IP5hy8gKV2+dx4persh5HdEly4UADtRZ/n61NQEtzxraWnh9u3bMDMz44+uXbvi3LlzsLa2xuDBg7+rM3V1dcXZs2fx4cMH2NjYYPPmzVBXV0e/fv34FbKwsDC8fv0a5cqVg7e3N78NddOmTfj8+TMP6nbo0AF9+vThs4CHDh2K06dP8+etW7fGsGHDEBMTwzvo2bNno127dqLvMX36dBw7doznHJw1axZ69uyJ5cuX49mzZ9iyZQsvx26FtbKy4q9paEgeDLOysvgjN1bfb0l8n8lzqmqWljxB1CxTEhGx0m/tuPviHXxvP8H+MV1kfq77xbsoUrgQetQS56EtCIlp7wX1z3PLjqZKaR4o/Fqgx3nqGnz8+Jkf7Kd1bwGnXIFJlmKhcSU7GGqp4XVsItYdOYeR67zhOakfisjpinJSRhY+Z2dDM8+MWc1SSniRIP12czP10pjZtAqstVSQlvUJXndD0X//BRzo1QS6ZUry9AzvP37CztvPMMLJAWPqlMXVF9GYePQGNnesi6pGWvLd7mUkA33s78CCbF/d7pNXiLd7j1ZwyhXUcz91hW/fHo0KZsaEUHJKCr8ar66mKvE6e/4q8ucDaO+iY3DkZCA6u7REr87tEBIaDretO1GsaFE0b1RfDjUHUlOS+QBNTU2yD2Az2t68ln6LL8urm7e8qpo6f12aDx+y4OW+BXXqN0apUvK9HU7Qdr5AQyVv2yn99bbzPhPNJi7lJ9mFCxXG1F5tULOs9PzGWR8/wu1gAJpXL8/z58qt7unCdp+3v1RGRLTsCzAsD25T1w38ZIO3+85NRSfAZroa0FdXgZv/Rbh2a4aSxYvx2b/shDlWRtqJn5GSkiJoN3lShLDjJzumSZP7+Jq7PHudMTY2go62Ntzdd2LM6FFQUlKC7+HDiIuLQ0KC9OPHz9df0O7Z8ViyPuqIlFH/JKn1F7f75KQkZGRk4OCBfXz2aL/+g3Dnzm0sWjAHCxYvQ/ny8klXkJSaLmjzqpIzPDVUyuDF25jv+oy13n7QUldB9XLS8xsfvXgLykpKaOgo3xQLirzdmcT3OcfZ0pJ31mgql0REnPRZ+3dfRsH37jPsHyYYo0kzpaUT5vpfgfPKfShauBAfx81qUxtVzeR7F8aPKqGrhaxoyX6UPS+mWgaFlUqgmLoqChctiqwYyfFRVnQ8lG3FYyB5th21H2o77FiVvzzLISnkc8CbpzJq7dJBrvWVts+y41Jumqpl8OLd9+2zLDeulroqapS15s/ZTFw9TTWsO3Ac0/t3QskSxbH75EVEJyQjLkl8UV5ux6m842J+nPr6uLjpjPXi41QXZzjlmijBcu7O9T4JZ9f1KFq4MAoVLoRZ3ZqjqpX0HML/RkqioA2rqEneFl5GVQMpSbK/w39Nkdu8op8TFlTda9mYoHFZCxhqqOB1fDLWBtzAiJ1H4TW8g9zOBxW93RDyO6Jg7h8gPj4eN27c4INsFmj9lmXLlkFZWRk3b97kz+fNm4cZM2Zg/fr1/HlQUBAPDrMgab169XDo0CF0796dB2lZoHX16tW8HMsnmJycjLJly2LJkiX8tRo1amDAgAE8wBsaGoqaNWuicuXKMDUVzEpkdbx37x6eP3+OatWqoXbt2hg0aBAPKC9dupSfGLm7u8PFxSVfIJdZtGgR5syRzKnGgsJTKsj3lsX0rA+Yvj8Qszo04FcypXn8Jga7rzyA9+gu/Hv9jpRLlMC+aYN5TsqbT19g+cHTPHDLUjAwzR3FixNZG+rwW8laz1zPZ+vmngX8q1XQ1+QP8XMNdPIKxKHgCB68ZbMlGJZWoWcVQaDLVlsND94l4NDDCLkFc3+Wconi2DdjmGC7h0Rg+YFTMNRS5ykYHr98iz1nr/P8u79ru/mWL9lfYGtpgSG9u/PnNhbmiHgZyQO88grmFjR2J8HyRXOQjWwMHTkevwtlpeLwnjkSGVkf+MzcFftOwEhLnadgyI2diE7atI/Xf1qvtvgdsHa/f3I/3u5vPHuJFYfPwYj1N9YmKFakCFYObIfZe0+i7hQ3fsJTw8YMdRwsRPvz76po0aJwnTEdq9asQeeu3QQzfStXgmO1ar993YX7K1OjphPatRfcYm5haYWQJ49w8vhRuQYV/42dfqcRcO0eNs8YhRIycsqydA3Na1eV+f7v5Hfe7ulZHzHd9yJmta3NZ+bKsvfGYzyIjMGa7k1goFoad15GYeHxa9AuUwo1/+PZuX+ysNBn8PfzwUq3Tb/1OMHd/ywCbgRhy9Thon2yWNEiWD6mH+Zu34+Gw2fyQFD1staoXcGOH69+h3Hx/ikDBMeppy+wwvdsznFKcJ6y9+IdnhJozZCOMNBQxZ2w11h44DS0Vcug5r+cnXvj4jHs2TJf9Hzk1LX/+vv8KX7nNq/I54TfU3emRUXBxRjGWk8TNvqaaLVsN24/f4sauWYB/25+53ajaLKzafspIgrm/gHYbNof6cAOHz7Mg7AsSMuw2blshq9Q+/btUaqU4Ipf9erVER4uuWBWbuw20169evH/p6am4u7du7hyRXALIZspXKdOHVy6dEkUzGWBW8bCwoIHii9evMhn9Hbq1Ak7duzA+PHjsXHjRuzbt0/q75s6dSomTJgg8RoLOmcf2/TV76xeSokHD/Imh49PzeB5gfJ6HZ+Ct4mpGON5XOLWfqbK9I04MqEH7ka8Q0J6Bpov8RSVYVdLVxy/yg/oJyb3hryoly4lqH+exc7iU9KglWdGRW5s1oFJzkrxdsZ6iHgXhx0nr4qCuXkZaavz3/U6NkFuwVy1kiVQpFAhxOdZ7Cz+fSa0lL8vv22xIoVhq62KyKR08WcWLgQLTckZYOYaZRD0Nl7+2z1VcuYg+zuw/MKysGCPiY4gGG1nrI+Id7HYcfIyD+beDX2JhNR0tJi6SqLdrDwYgN1nr+PEQvkFFlVVVPiJVN7FzthzWYubfQ9NdXWYGUsO7kyNDXDx2g3ISxkVVb4dk5IkZ4KyRRLU1KXfvsZez1s+WUp5HshdPBuxsdGYu3Cl3GflittO4XyLnbF9VvNbbUdX0HZsTXLazomLEsFcFsidvNmb58nd8r8Bcp2Vy+uuLGz3efvLdGiVUf56f6MtuLBmZ6SLiKh4bD99nQdzGQcTPR7sZTN42XfQKFMKPVd4oayx/Gb5qaioCNpNouRsRHYhUl1D+kU/Nhsz7+JovHyu2SPseLZh3Tp+VwmbNa2mqoqx48bz1+VJJafdC2cFi+uTKLP+alLrL2737DPZrBWWBzY3Y2MTPH4ULLe6q5VRFrT5PIudsYWU2Ey/r/E6dhY7/c9gw9QRsDaRHiS8FxKOl+9isGi0OC+qvCjydmfUS+UcZ/MsdhafngGtPDO4mNcJKXiblIYxewLzj3HmuOPI6I48YOt25g5WdWuMejaC29BZvtynUQnwuBr8nwZz2SxcNjs3N/b8Y3IqvmRm4UNcIr58+oQSOcdhcRlNZH3lzoh/03bYTO38bedrxyop5XPazuNHD/nM7kF9BRdMGTajzX3bJvgfPoStO/fIdZ9lx6Xc4pNToaUqPa+mkOfx89h57Cw2ThoKaxNxeg/G3twIe+dPQOr7DHz69BnqKqXRZ/YaOJiL0xnI7TiVd1zMjlMqP3Ccio7H9gB2nDLli4y6+V/AqkEdUK+cYKIAm+Tw9E00PM7e+NfB3IqODXgKBaFPnwSLf7JZuKrq4lRkqckJPH/u70qR27yinxMWRN2NNSXv3mOMNFT5hb5X8clyC+Yqersh5HdEwVwFwE4GWHoDobyrZ5f+wVyPbCbR2rVr4ezsLPV9dgtp7t/9tVy4LOjLOmZZvhVkFr4/ZswYtG3bFvb29tDW1uazeaVhgVtpaRW+ldWHzRSwN9DGjfA3aFTWQpTb6EZ4JLo5iQdWQubaajg4tqvEa+tP3+RXOCe1rgM91dJoXdk23wFuuPtRtK5sg3ZV7SBPvP4m+rj5NAKNKtmK6s9m23ZrUO27P4cdwIX5zKRhi3Ilpb+HlsrXT7x/BAvEsgXKbr2ORUNLA1E92PMuFb7vdkc2IAqLT0EdM13RZ5bVVcfLRMkTkJdJadCTMpj56boXLQp7EwPcfMK2u72g7mxxnpDn6Naw+k9t99Y1K6JmrlQXzHC3XWhdowJcask3l1+xYkVhY2mOOw+CUbemo6j+dx8Eo33LZj/9ueXsbfDqrWTu1Mg376CrLb8Z0exCkaWVLR4E3UUNp7qiuj8IuoOWrdtL/Rkbu7J4eP8u2rTrLHrt/r3bsLVzyBfIffc2EnMXreZB44LA246pAc+Z3LCyg0Tb6dqwxg/11x8+fsoXyH0VHY8tEwdCTUqg5t/XvQjsjfX47NpGFazF/eXTl+hWTzJH6Nd8yRbnys2tTElBH/4yJgGPX0VhZMs68qt7sWKwtrJC0P0g1KrllFP3L/yOkzZtWkv9GXs7OwQF3Uf7nJRAzN179/jrebG7Wpg3b97w3Lx9+sjvop2w/lZWNnhw/x6catUW1f9+0D20auMi9Wfs7Bz4+y7txLcYBt27Czs7e/E2sbFFZKTkbYzsO2jr6Mqv7kWLws7cmC9e1qBaBVHdbwU/QxdnwT4sjYf/Gew4EoB1k4fDwUL2rcxHzl+HvbkxbEzlH0RU5O0uHuNo4kbEWzSyNxXvs8/folt1QX1yM9dSxcHhkv3o+rN3kP7hIyY1rwk9FWVkffqMT1++oHCh/MEwYTDgv5J0PQjaLepJvKbVuBYSrwsW2Mr++BHJdx9Bq5ETov1y8rkXKgTNhk54uWGXXOsiOFYJ2k7NWnVyHavuoWUb6Sks2DGJHdvathMvxhZ0747oWNWgUROJvJIMW/G9QaOmaNy0uXz3WTND3HoUioZVy4nqfutxGF/kTBaPY+ew3e8M1k8cDAcL2QHaMqUEMwFfRcXiSUQkhndsXgDHqRdoVNFG3OafvUS3uj9ynMrmF+gYlq+bPdi6Drmx8xx5tHmlksr8kfv4rqKmhZCHN2FsLjjeZLxPQ0ToQ9RzFo9jfjeK3OYV/ZywIOouayG3pPeZ/KKe3Oqu4O2GkN8RLYCmAFj+WJZGgfHx8eEzg/4NlsN21apVeP9ecFWP/fvo0aPvmvHEZvTKUqZMGVSpUoWnSWBY3t3Lly/zGbhCwvdYigY2Y7duXcEJnp2dHZ+tO2TIEIwaNQoFoXfdivC59Rh+d0LwPCYB849cQMaHT6KDLLsNZc1JwYIaJYoV5beZ5H6UUSrObyNm/2cHUzVlpXxl2MqlbBaMWc5Vf7nWv3EN+Fy+B79r9/H8XRwW7D2OjKyPcHES3Ko5Y+cRuB0+Kyq//eQVXHvyHJGxiby8Z+B1HLvxEK2qCw727zM/YOWhQL6Q15v4JL5A2riN+2GsrYFaDvLNKderihV8g1/A//FLRCSkYNHZIGR8/Iy2DoKTzpmnbmPtFXEb3HIjBNdeRiMyOR1PYpLgeuo2olLeo11Z8ayI3lWsEfAsEj7BEXidlIZ998Nx6XkUOleQb3qI3k2c4HP5DvyuBeH5u1gs2HMMGR8+igKvbCEzN1/x7KbtJy7h2uNwRMYm8PKep6/i2PUHaFVDENxgwTcrQ12JR9EihXnOOjM9+aeH6OLSCscCzuLk2Qt48foNVm7ajozMLLRoIkiHsGDVemzx3CuxaFro8xf8wXL+xsUn8P9HvhMvrNC5bSs8fhoGrwO+/PXTFy7DP+DsvwoQS9OmfWcEnjqKc4EnEfnqJTavX4WszEw0atqCv79mxULs2inItc20btsR9+7cxBGffYh8/RLeu935ImotcoK/LJC7bOEshIc+xbj/zcCXz5+RmBDPH8JFruSpV9Pa8L14G35X7uL52xgs3OXH0ye41BYs5jBj+0G4HQoQld9+/AKuPwoTtJ23MfA8dRnHrgehZc6iPiwwOnHTXjx+8QYLBnfmg+C45FT+EJ6MykvvhtXgc/U+/G4E43lUPObvD+Dtvl0NQf8x3esY1vhdENc94DquhbxAZFwSL+9x9iaO3XqEVtXEgfSAeyG4FfqKlzn3IBTDNuxHwwrWqGUv3322Q/v2OHHyFE4HBuLVq1dYu349MrMy4dy0KX9/2fIV2OG+U1S+nUtb3L5zB4d8fHheXa9duxEaGoa2uYK/Fy9dwv0HD/Du3Ttcu3YNU6fPgFPNmqha5fuDBt+L3ZJ/6uRxnAkMwOtXL7FhvRuvf5Omgv1r5fIl8HDfLirf1qU97t65BV+fA3j9+hX27PLktx62zhWE7NCxMy5fusA/9+3bNzjqfxg3b1xDy9byTdHRs0UDHD53DUcv3kTEmygscj/A23yb+oILGDM37sI6b39R+Z3+gdh08BhmDukOfW0NnlOTPd5nSt7JkfY+E4E3g+DSQL4Ln/0p253p7VQOPneewS8oFM9jkzD/2FW+kGi7yoJA13SfC1gTeFs8xtFVl3jwMU7xYvz/bIxTWqk4qpnqYWXALdyKeIfIxFQcuReKo/fD0DgnYCwvRZRLQaWiHX8wpcyN+P+VjPX5c9v5E1DRXZDOi3m5xRulzI1ht2giz4FrOqwH9Du3QMQa8X4dsdodxgO7wLB3O5S2s0C59bNRVLkkXnv4QN5c2ndCwMljOBt4iredTetXS7QdtjiPp/s2Ufk2Lh142znssx+Rr19h7y4PhIc+Q6ucgAabwWZqZi7xYCu0s9loRkbym93K9GpeH74XbsD/0i1EvInGIg8fvs+2rSe4ADxz816s3S+e1bfz6FlsPHQSswZ1gb6WutR99vTN+7j9JAyRMfE4fycYI5ZuQYOq5eBUXnou7J/Vu2H1nOPUQzyPisP8/ad43dvVFIy3pnv6Y42fOP3c9oBruBYSkXOcioPHmRs4dvMRWjkKAtmlS5ZANStjrDxyDrdCX/JyR64/wNGbwWhcQf4zZdmElsateuLEoa24f+s83rwMxc61M6Cmro1K1RuKyq2aPQTnTniLnmdmvMfriBD+YOKi3/D/J8S+E5VJT03mr72LfM6fR799yZ8n5+Tp/ZvbvKKfE8q77u+zPmLl8at8AbU3iSm4ERaJsZ4nYKyhynPpypOitxtCfjc0M1cBsMArm7nK8tq2atUKmpqSt439qMmTJ/NFxFh+W+HMWPYay337NSz9gpeXF1/0TLgAWl67d+/muXXXrVvHP3vbtm0wMREfCNgMYzbrlgWk3dzcJNI7sMXbWCCXpVwoCM0rWCMxLRMbAm8iLvU9bPW1sKF/a9EiP1FJafmuxv9OmlUryxdV2nj0AuJS0mFrpIsNo7uLFq54l5AsMROaDWgX7j2BmKRUfjBngcIF/V345whn14S+iYH/9Qd8QQiWD8zJwQIj29SXWIVYHpxtjJCYkYVN15/wdAs2WqpY264WNHNy9UWlZkjUPTXzA+afucfLqpQoxmf27uhSHxaa4tv+GlkZYFqjSnC/9QzLzz+AqXoZLG1VHZUN5RsQbeZYDolp6djodw5xKWmwNdLDhjG9vrHdjyEmMUW83Qd04J/zX2hUtxaSUlKwY88BJCQmwcrcFMtmTYFGzsI9MXFxvC0IxSUkYND4KaLn3oeP8kelcvZYs2AWf83e2hLzp07AFi9veO7zgZ6uNkYN6oOmDeQ3w5KpU68RUpKTsHeXO18EwdzCCq5zl4puY46LjZbYZ+0cymH8RFfs8dqO3R7boG9oiMkz5sPUTHBxIiE+FrduCNLA/DNakPJFaO6iVShXQb4zo5tVLy9oO0fO8NtYbY31sX5cX1Gahaj4JIn6s1XBF+72R0xiMkoUKwYzfS3MH9iZfw4Tm5SCC0GCk7ducwQ5zoW2/m9Avry6/0bzKvZITMvAhuOXc/obHWwY3lm02ExUYopE3Vmgd+GBAEQnpfF2b66jgQV9WvHPEYpNScdy33P8NlhtldJoXb0shjarBXmrX78eklOS4eW1i982zy4Uzp87V5Q2ISY2li9qI+Tg4IDJkybCw9MLO3d6wMDQEDNdZ0gcn9hCZ1u2buO31Wuoq6Nx48bo0b0bCkLd+g2QnJKE3V4eOfW3xJy5C0X1j42Nkai/vUNZ/G/SVOzy3AnPne68/tNdZ/OTGiGnWnUwYtRYHNi/F1s2rYehkRGmTp+FsmXl2y85O1VBYmoaNh08jvjkFNiYGmHt5GHQzLllOyo+UaLdHAq8IphtvkZwoVdocIfmGNpRcNGGCbh+l89ia15LclVreVLk7c40L2eBxPRMbDh3F3FpGbDV08CGXs6iRdGiktN/eIyzpFMDrDlzB1N9LiAlIwv6qqUxqlFVdK4m37uPVFmg74yX6LnD8mn839eePngwcCpK6GujZE5gl8l4EYlbbYfCYcVUmI3ug8zIKDwcOgNxpy+Lyrw7cALFtTVgM2sMSuhpI+X+E9xsPQgf8iyKJg916zfki/vs8drJ2465hSVmzV2c61jFFgWWbDv/TJqOXZ474LVzB287U13nSrSdX8W5ZiXBPutziqdXsDExwNqJg0SpUdg+m3uMc/DsNUHO9rXi28mZIe2aYmgHQUCGBXdX7fFDfHIatNTKoFXtahjcronc6968KjtOvceGY5cQl5oOW0MdbBjR9evHqf3sOCUYF5vramJBnzb8c4SW9HfhFyqnevgj5X0mX7hzVOt66FxHvuMDIed2/ZCVlYHdm+fhfXoqrOwqY/SMDShWXHwXYmz0a6SliG81fxn+CKtmixe8Puixgv9bs0Eb9Bs1j////u3z8FwvGLMx21ZN5v+26jwUbboO/6vbvKKfE8q77uzv9CwqHn53nyI1Mws6ZZThZG2MkU2ro3jRInKtu6K3mz+ZAiwBQaQolK0Iq3eQPwIbDEpbNVyIBXJ1dXXh6ur6w5+d6bMGikipw1hknBWfwCiako16I22DOPCnSEqPWIyM8+IZqYqmZIPuiAq5B0WkZ1cZj8LEM0gUSVkrfby/dACKqlTdzsg8JZ5dqEiUmg1ERHgYFJW5pRWehb+CIrKxNEHq7ZNQRGWqNVfY7S7c9pl7xbNSFYlS98k4Vky+szF/lVYfnyIkPBKKys7SCGk3xLPgFUnpGm2QGSB5gUeRKDn3x7mHkvmrFUXD8iUVtt2zNq+o54PCc0JFrT+ruyK3GwKcvi95R5Qialrx+9bi+ZPQzFzyn3v79i0aNWoEDQ0NnDp16r+uDiGEEEIIIYQQQgghvyUK5v6h2GIv/frlX/G5b9++GD9+/H9SJ1mTwA0MDBASIrh1mBBCCCGEEEIIIYQQIh0Fc/9QLK8tC+gSQgghhBBCCCGEEJJXNn7PHNHk6wp/431CCCGEEEIIIYQQQgghvwEK5hJCCCGEEEIIIYQQQogCoGAuIYQQQgghhBBCCCGEKADKmUsIIYQQQgghhBBCyF/mi/R16slvjmbmEkIIIYQQQgghhBBCiAKgYC4hhBBCCCGEEEIIIYQoAEqzQAghhBBCCCGEEELIXyY7u9B/XQXyE2hmLiGEEEIIIYQQQgghhCgACuYSQgghhBBCCCGEEEKIAqBgLiGEEEIIIYQQQgghhCgAyplLCCGEEEIIIYQQQshfJjv7v64B+Rk0M5cQQgghhBBCCCGEEEIUAAVzCSGEEEIIIYQQQgghRAFQMJcQQgghhBBCCCGEEEIUQKHsbMqQQQghhBBCCCGEEELI3+To3U9QdK2r/H3Lgf1935j8kZLvBkIRqVZpguCwKCiqclZ6eB4eDkVkYWmJR2HvoKjKWukjJDwSisjO0ggPw6KhiMpb6Srsdhdue0WtP6u7oveXj8PeQhE5WBkgLDwCisjK0lxh6y6sf9K9s/91NX6KWuVGCt3fHCtmC0XV6uNThIa/hCKytjTFg9AYKKoK1jq4+yweiqiKjSZehT6BIjKxtkdEeBgUlbmllUKPjRX1nIqdTxGiqCjNAiGEEEIIIYQQQgghhCgACuYSQgghhBBCCCGEEEKIAqA0C4QQQgghhBBCCCGE/GVoFS3FRDNzCSGEEEIIIYQQQgghRAFQMJcQQgghhBBCCCGEEEIUAAVzCSGEEEIIIYQQQgghRAFQzlxCCCGEEEIIIYQQQv4y2dmF/usqkJ9AM3MJIYQQQgghhBBCCCFEAVAwlxBCCCGEEEIIIYQQQhQABXMJIYQQQgghhBBCCCFEAVDOXEIIIYQQQgghhBBC/jJfsv/rGpCfQTNzCSGEEEIIIYQQQgghRAFQMJcQQgghhBBCCCGEEEIUAKVZIIQQQgghhBBCCCHkL5NNaRYUEs3MJYQQQgghhBBCCCGEEAVAM3PJX+VAwAXs8g9EfHIKrE0M8b9+XVDWykxq2cNnruDYpRt4HvmWP7czN8GIrm1lll+0bS98z1zG+N4d0b1lowKp/4mjvjhyyBtJiQkwM7fEwGFjYW1rL7P81UvnsHfXDsRGR0HfwBC9+g9DVceaovevX7mIgBNHEB72DGmpKVjutg3mltYFUnd/f38cPHQIiYmJsDA3x/Dhw2Frayuz/KVLl+Dp5YXo6GgYGhig/4ABqO7oKHo/IyMD7u7uuHrtGlJTU6GrqwuXtm3RqlWrAtnuh0Xb3QqDho35xnY/j727tiOGb3cj9O4/VLTdP336hD2e23H39nVER71DKWVlVKhUFb37DYGGphYKwjH/wzh8aD8Sc9rNkOGjYWNrJ7P8lUsXsNvLndffwMAIfQYMRjXHGlLLbli7CqdOHMXAISPQtl1Hudf9xFEf+OVse1NRm3f4apv33rVdos1XcXQSvZ+dnY19u3Yg8JQ/3qenwda+PIaMnAB9Q2MUBEXe9opcd0XuK5njvM/ZJ6o/63NsvlL/K7zP2SHqc/r0H5Kvz7lz+4aoz6lYqUqB9TlH/f1w6NBB3tebm1tg2PAR3+jrL2KXlyfv6w0MDHlf7+hYXfR+q5bNpf7cgAED0bFTZ6p/LgdOncdu/9M5Yxwj/NO/61fGOJdx/OJ1iTHO8G7tZJZfvG0PfAMvYVyfTujesjHkTVH7G4061WDxz0CoVikHJQMd3O44AtF+Z77+M/Wqw2H5FJR2sEbm63cIW7QRkZ6+EmVMh/eAxYSBKKGnjZQHIXg0bh6Sbz1EQWBt3ufQAb7tWZsfOnwkbL+y7S/zNr9T1Ob7DRgk0eaZ169ewd19G4IfPsDnz59hYmKKqdNnQkdHR+7158f13dtx5pQ/0tPTYGdfHoNH/PPN4/pJNr7w2SsaXwwYOk5ifPHhQxY8t6/HlYtn8PHjR1SqUh2Dhk+AmrqGXOt+cPc2nA3wQ3p6KmztK2DAiInQN/h63QOOHYK/z24kJybAxNwK/YZOgJWNuO7b1i3Bw/u3kJgQByWlUrCxL4fufUfA0Fj6/v0zjhw9jgM+vkhITIKluRlGDh0MO1sbqWVfvHwFj917EBoWjuiYWAwfPAAdXNpKlHkQ/AgHDvniWXg4EhISMXv6FNR2Eh+H5cnP/6jEOcmI4cO+2s9f5Ocku0TnJAMG9Jc4J2Gfs93dHXfv3kN6ejrKlSuLEcOGwdDQsEDqL++x8fUrF/gY53nOGGeZ2/YCG+Mo+jkVIb8Tmpn7hylUqBCSkpL+62r8lk5fu4PVXj4Y1LElPBdOgbWpEcYsXoeE5FSp5e88eYZmtaph44yx2D7nf9DVVMfoResQk5B/+567FYTgsAhoq6sWWP2vXDyLnVvXo0uPvljmtpUfvOe5/g/JSYlSy4c8DsaqpfPQ2LkllrttRXWnulg6fzpevXguKpOZlQE7h/L8wFiQLly4gC1bt6Jnjx5Yu3YtzC0sMMPVVWZbffz4MRYvWYJmzs5Yt3YtnJycMG/ePLx48UJUhn3e7Tt3MGniRGzZvBnt2rXDho0bcf36dbnW/fLFs3DfugFdevTj25GdZM51nYikr2z3lUvnorFzK6xw24bqTnWwZP4MvMzZ7llZmXge/gydu/fBcrctmDR9Lt5GvsaiudNQEC5dOIcdWzeha48+WLl2E8wtLDHbdbLM+j95/AjLl8xHE+cWWLV2M2o41caieTPx8kVEvrLXrl7Gs6dPoKGpWSB1ZydQHlvXo3OPfljqto0P+uZ/tc0/xOqcbb/MbRscpbT5wwf34Lj/IQwZ+Q8WrtyMEkpKfD9iJ23ypsjbXpHrrsh9pbjP2YiuPfpihduWnD5n0jf6HEH9V7htRQ2nOlg831W07QV9Tii6dO+NFW6bMXn6XLyJfI2Fc6fLve4XL1zA1q1b0aNHL7itXcf7elfX6V/t65cuWQxn52ZwW7ue9/Xz582V6Ou9du2ReIwbN4GPdWrVrkP1z+X01dtY43UIAzu1gseiabAyNcLYRW5ISE6RWv7u42dwru2IDa7jsW3uJOhoamDMQjepY5zzN4MQHFpwYxxF7m+KKJdCyoOnCB4z57vKlzQzgqPfZsSfv4HL1VwQsdYD5TfPh1ZTcXvQ79wC9sumInT+elyu3h6pD0JQ49h2FNeWXxBR6OKF89i2dTO69+iFNWs38DY/03XaV7f90iUL0dS5OdzWbkRNp1pYMG82XuTa9u/evcWkieNhZGSMRUuWY92GzejWvSeKFy+GgnDk0B6c4Mf1/2HRCnZcL4n5M//56nGdjy+2rUPn7v2wZM02mJpbYcHMfySOEzu3rsXtm1cwYcpczFm8FgnxcVi+UL79pv+hXTh59AAGjpiIecu38THJ4pnjv1r3a5cC4bXNDR27D8DC1e687uxnkpMSRGXMrWwxbOx0rNiwF1PnrOK3UC+aOR5fPn+WS73PX7yMzdt2oFf3bti4ZiUszM0wdeYcJMroK7OysqCvp4eBfftAQ11dapnMzExYWJhj9LCCPie5yPv5Xj16YN1aN/47p3/znGQpPydZv9aN9/Nz580X9fMsID9n3nxEvYvCrJmu/DPZRYup06bz76QIY2M2TrB3qMCDvAVJ0c+pCPndUDCX/DX2HDuDdo1qoU0DJ1gY6WPKwG5QKl4c/uevSS0/b1R/dHKuBxszY5gZ6mH6kJ78gH0r+KlEOXbis2LnAcwd2Q9FixQpsPr7++5Hk+at0ahpSxibmGHoqH/4oO9MwHGp5Y/5HUTlqtXRrmN3GJmYoXvvgTC3tOFXRIUaNGrGD6jsKmZB8vX1RYvmzeHs7AxTExOMHjUKJUqUQEBAgNTyR44cQbWqVdGpUyeYmJigT58+sLS05LN7hZ48eYImjRujQoUKfFZuyxYtYGFhgadPJf8+/5a/7wE0bd4KjZu2yNnuE/h2Pytjux/1O5Sz3bvByMQUPfh2txZtd2Xl0pi9YAVq120IQyMT2NqVxaDhY/mMv9iYaMjbEd+DcG7eEk2cm8PExAzDR43j2z4w4KT073vEB1WqOqJDp64wNjFFzz79YWFpzWdN5RYfF4utG9diwsRpKFqk6C9p80Ny2vzZgGNSyx/3O4hKVavDRdTmB+W0eR/+Ptt/jx05gI5de/OAHRtEjv5nOhIT4nHz2mW511+Rt70i112R+0rGL0+fMyynzzkTcOKrfU77jt34tu/RewDf9mx2r7jPWZ6rz3HA4ALqc3x9fdC8eXM0dXbmM/FGjRoNJd7Xn5L+XY8cRtWq1fgMVdbX9+7TF5aWVnymoJCGhobE4/r1a6hQoSL09fXlWndFr//eY2fg0qg22jSoJRjjDOr+1THO3NED0Mm5vniMM7QXvmRn43ZwSL4xzvKd+zB3VP8CG+Mocn8Te+oins1ajegjgd9V3nRIN2REROLJpCVIC3mOlxt2I+rQKZiP7ScqYz6uP15v349IDx+kPQnHwxGz8Pl9Joz7yf8uhsO+h9CseQs0dW7G2/zIUWP5tj/91TbviI6dusCYt/l++dq8p4c7qlWrjgEDB/P39PUNUKOmE9TUpAfx/g3BcX0/OnbtA8eadXlgc9QEwXH91rVLMn/u6OF9aNysDRo2bQVjE3MeCC5eQglnTwvGF2yGL/t/34GjUL5iVVha2WLkuKl4+iQYz0Ieya3uJ/z2o32XfqhWsx6v+4jxM/ls2tvXL8r8uWOHvdGoWVs0aNIaRibmGDhiEoqXKIHzp4+KyjRu3g725SpDW1efB3a79BqC+LhoxMa8k0vdDx0+ghbNnNG8aWOYmhhj7MjhvN2cOi19VrqtjTWGDOiHhvXrolgx6fti9WpV0b93T9SpVTCzcYV8fH15P+/s3DTXOYkSTsk4Jzl8xI+fk3Tu1JH383379IaVpSWf3cu8efMWISEhGDVqJGxtbGBsZITRI0ci68MHnDt/4bcfGzP1GzXjweGCHuMo+jnVnywbhRT+8TeiYO4faMOGDahevTrMzc35behC//vf/+Do6IhKlSqhXr16oqAXu129a9eucHBwQMWKFXnATRZ26wg7GWG3GzHs9/To0YP//9WrVzzgxrDbSt6+Fdy616VLF9SqVUt0ZVZTU5P/y167evUqf33SpEkSt6KwoBz7PHn5+OkTQiJew7Gc+LaxwoUL8+cPQ8VXJr8mM+sDPn36DJXSpUSvffnyBbPWe6BX6yawNDZAQWHbmx2Ych9kWf3Zc1mDSvZ63oNypSqOeCqnQeiP1D00LIy3u9x1Z8+fhEieNAqx1ytVrizxWtWqVSXK29vb4/qNG4iLi+MD4vv37+PNmzeoUqWKXOseHvZU6nZ/GvL4u7d75SrVZZZn2O3+bKaWcunSKIh2w26pzl1/9lxWfdjrFSvnqX/VahLlWbtftXwx2nfsAhNT+d2yl7fu7HavCpWqSdS9PN/2P9Lmq4v2kZiod/y2rtyfyQaC7PauZyHBcq+/Im97Ra+7IvaVkts+b/2ryKwP3/ZS6v+1gMP79HS59zms7mFhoahUqXKevr4yQkKeSP0Z9nrevr5K1aoyy7NbWW/duslnwsqbItdfMMZ5herl84xxytvh4bPvH+N8ZmMcZWWJfXb2enf0at0UFgU0xlHk/uZnqNWshLizkgH22NOXoV5TMEYqVKwYVKuURdwZwfiYy85G3NmrUKsp2db+mzb/WEqbryYqz7b77Vs3YWBoCNcZU9Gze2dMGDca165eQUGIiRYc18vnOa5b2drL7DPF44u8/Ww1Ub/5POwpPn/6JDFeMDQ2hZa2rtzGCzHRb5GUGI9yuX5HKeXSsLRxQKiM3/Hp40dEhD1FuYqSY6NylRwR+lT6z2RmZuBC4DHo6BpAU0v3X9ebbb9nYeGoUqmCRB2qVKqIxyHynVBRUOcklfOck1T+xjlJ5cri8kzVqlVE5YXnxMWLF5f4zGLFiuHR40e//dj4V1H0cypCfkcUzP0DsSujN2/exIkTJzBmzBieT4aZPHkybt26haCgIIwYMQJjx47lr588eZLfWsJuI2EBMW9vb5mfraysjHLlyuHatWv8pOTDhw/8M1kw7fTp02jcWJBHjf0bGBjIB3XsM5OTk5GSkoLLly/zoByrY5MmTXgZ5uzZszAyMuJ1CA8PR9GiRfnVz7xYEJh9Tu4He+1bklLS8PnLF2iolpF4nT2PT5J+C2Je6/Ychpa6KqrnCgh7+p1G0SKF0bV5AxSk1JRkfPnyOd+sBlU1dT6IlYa9zt7PTe0r5QsK+xuxdqCe57YqdTU1JCZIrwtrW+z9fOUTxbfhsJy7gplQfdCmbVuetoG16/Lly8t5u3+BmprGd29H9nre8l/7O7Fb6bzct6BO/cYoVUp8Ei0PKcL659n2rP6ytr2g/lLK56q/zwFvFClSBK1dOqCg23z+Nqzx09s+MTFe8Bl5tofqVz7zb9z2ilx3Re4rc/c5P1If2dte+m2L7Ljt6b4Zdes3kmufI+zr1dQl+2413tdLrwurI3s/X3kZdT8TGIiSJUuiVu3akDdFrr94jKMi8Tp7nvCdY5z1e3z5GIcFgIU8/QJQpHARdG3REAVFkfubn1FCVwtZ0XESr7HnxVTLoLBSCRTXUkfhokWRFROfp0w8SuhpFVCb//5tL2jzecurifqn5KQkPknk4IF9fNb6vPmL4VSrNhYumIuHDx9A3lgwVFhnyTppIClX2gHp4wtp4wXB57HvU7RoMSiXLlNg4wWW71b4md/7O1JSkgR1V//2z7C8uv06N0b/zo1x/841TJu3GkWL/ftUF8kpqYJxfb5xuqrMvu93URD9vLGxEXS0teHuvpOv4cGClvsPHOCTTVju3999bPyrKPo5FSG/I1oA7Q/Us2dP/q+dnR0PikZFRfFAKQu2snyl7EDDOtOEnIEam43LbllngbD69eujZcuWX/18YRA2NjaWz+JlP/vw4UP+GstbmrtM2bJl+eez2+DPnz/Pg8DCgC8rM2PGDP57WT07d+7Mf4YFeoVl8lq0aBHmzJHMSzZr1iyMbyv/3Hm5eRwJ4Dl3N7qOQ4mcnF9Pnr+C98lz8Fo4hV8BJL+Wn58fv62J/f11dXTwMDiYz0rX1NBA5TyzRn5X7ELL8kVzkI1sDB05HoogLPQZ/P18sNJtE7X7X0yRt70i1/1PIuxzGEXpc3I7ffoUGjRsJDEDSpH8rvX3OHKK59zdMHN8rjHOS+w7cQ6ei6Yq3D5L/c1/h6XqYGrWrIV27QVpISwsLfHkyWOcOH4U5cuLZ3P+jEvnArB5/XLR86mzlkBRXD5/CtvWLxU9nzRT/D0KQp0GzVC+cnUkJcThqO9erFniitlLN6F48RIF+nv/Nuwc1nXGdKxaswadu3YTzPStXAmO1arxyU7k11DEcypC/i0K5v6BlJSURP9nsxJY58ZSFowaNYrPomWpEB48eMBTLQhTGrAZsWx2LAumspQHbPZu3pmUQiwIy1I2sGBu+/bteXoEFig+d+4c3NzcRGWmTp3KUzew/7NgLvtsFszduHEjL8MSyAcHB/P8qI0aNeLlXF1deTCXpX2Qhn3mhAkTJF5j5TMfyc6LxaiplEaRwoXzLXbGnmuqSc5kyWvX0UB4+AVg3bTRsDYVp4IICglDYkoa2o52Fb3GZsas2eUD7xPncGTtPMhLGRVVFC5cJF+CeJbsXtaquuz1vMnw2c/LcxXe76GiosIHNnmv1rNFEtQ1pNeFtb28iyjw8jltks3G9vDwgOuMGTzVB8PSijwPD8chHx+5BXMF271wvtkdX9uO7PW85aX9nfigY/FsxMZGY+7ClQVyBVlFWP88257VX9a2F9RfSvmc+j9+9JDPvBnUt7vofXZxyH3bJvgfPoStO/fItc3nb8MJP73t1dUFC+Cw7aGuIZ7hxBYNMbOwgjwp8rZX5Lorcl+Zu8/5kfrI3vbqUvqcOYiNjcKcAuhzhH19UqJk383u/FHXkD6eYHXMu+gMLy9l/MHGC5GRkZg8pWAWNlHk+ovHOJKzcNlzjW+NcfxPw/PIKaybPpYvDCs5xkmFy6jpEmMcN69D2Hf8LA6vW4C/vb/5GWwWLpudmxt7/jE5FV8ys/AhLhFfPn1CCR3JBdtK6GoiK0pyRq/82vz3b3tBm89bPknUP7HPZOceLJ9ubsbGJnj86N+nJ6hWow6sbB0k0g6I6yzermwsYGZu/Y3xhbTxgmC7s+/z6dNHpKelSszOZT/zs8eGqtXrwMqmrOj5x48fRJ+Zf0wive4qKmqCuueZmSitXixlA3voGxjD2rYcBnVvhlvXLqB2fdnp9L6HqkoZwbg+3zg9Wea54++ioPp5a2trbFi3jqcjZGlv1FRVMXbceP66PBXE2PhXUfRzqj/dF7ruoJAozcJfgqU5YLl72IIb7CrhunXrRO+xkws2c6Ft27ZYvnw5f//169cyP4sFz1i+XRbArVu3Lg/Cshm/enp60NbW5mUMDAygqqqKTZs28fcbNmyIo0eP8pU/hTlNWX1q1qyJefPm8TJsISsWVGYzeFlwVxoWuGUH4twP9tq3FCtaFHbmxhKLl/G8Xo+eory1hcyfY2kUtvucwJopI+FgaSrxXou61bFnyTTsWjxV9GArPfdq0wRuU0dBnti2srSywcOgOxL1fxB0FzZ24oFhbuz1B/fF5ZkH927z5PC/Equ7tZUVgu7fl6g7u2Bgbye+nTM39jp7P7d79+6Jyn/6/JkfuPPOuClcpAj/bHnWnS16wbZz7ro/CLrDFxGStd0f3heXZ+7z7e6Qb9Dx7m0kT9zPBjgFQdhuHty/l6f+92TWn72e+/syQffE37dBoyZYs34rVq/bInqwVcLbdeyCWfOXyLXuFlLa/MOguzLbsPRtf0u0j+jo6fMB4MNc+8X79+kIffoENnbl5Fb3P2HbK3rdFbGvlNj2efqcr7V7vu3ztfs7Et9XGMh9m9PnsABaQdTdysoaQfeD8vX1dnb2Un+GvX4/X19/V2r5gICT/PPZBeiCoMj1F4xxTPKNcdjz8jayf5+XXwB2+BzH6qmjYJ9njNOybg38n727gIqqaeMA/jdBURqU7hQRu1vs7u7ujtfuTuyiFQsVRAExsFvEwEJRQJEOFRDjOzMLuyzsYi3v574+v3Pukd2dvQzXuXPnzp15xnPVbLiv/Ee4Cdo4jtj4zzjZ5V2O65tfkXwtBBpNxBd40mxaB0nXBOXoW1YWUu48hGaT2qIERYpAo3FtJF8THSNZlvl7ecr8vQLLvC1CQu5KLfO8zWdpheioKLE00dFR0Nb+/XitpUqXho6uvnBjCzqx6/qDEPHr+vMnYVLrTGH7Ile9z+vZe6J609TcCsWKFxdLEx31GvFx7365vVCqtBLK6+oLN7Z4Ges8fnDvlljew58+goWU38HCJLAFzR6Eiuf94b1bvMNWGjZakd3f5XR+/w52/CzNzXD3XqhYHthrW2sr/MlE9yQhP3lPIrqHYe7kuifJG46QdeSyNTxYbN7atWW7mFthtI3/LfJ+T0XIn4g6c/8SLI5oz549edgDtgha7ni0LERC3bp1eTgENqKxX79+vGO1oOkkLD3bB4v9xvbJ4gPlDY3AOmjZEzh248I6XVlnLxsNzN7LnSY2Npbvj3XMsY5itl+2yJqs9W7TFMfPXcaJ4Gt4GR2DlXu9kJ6ZibYNBRfa+VtdsWX/cWF6Nhp3x6ETmDuiL3S01BGfnMK3jxkZ/HPVsmX4ome5N7bSs4aKMox0f7/Bmle7Tt0RFOCHc0H+iHodgZ1b1iEzIx1NHFvxzzetXQoPl53C9G3ad0XI7Rvw8T6AqMhXOODpzAPPt2rbSZgmLS0VL8OfIfL1K/76TXQkf81WAZYlNoKbxWY+HRTER4lv3rKFj651dHTkn7OHCLkX6+vQoQNu377NR9myBwseHh549uwZ2rVrxz9XKl2al+k9e/fyUeYslAh7uHDmzBnhYnuy0q5TNwQFnMg+7q+wY8t6ZGZkCI/7xrXLxI572/ZdcPf2DRzPPu5eeY47a3SsXjYf4c+eYOLUOfj65Qs/3mzLWURBljp06opAfz+cDQrg/8/bt2xARmYGmjkKFuBhC8S4Oe8W/b0dOuPO7Zs45n0QUZGvsd/DFeHPnqJNO0EIFdYJZGRsIraxVcLZiCh9fYNCKPMncD7oFC/zu7as5WW+sWNrYZn3dNkhTN+al/nr8PH2QjQv83v5Iiat2gpiJrI6pk2Hbjji5Yab1y7hVUQ4nNYuhZq6BmrUln2oFnk+9vKcd3muK5n2nbrhdMAJnA3y57+P1TkZGRlo6thSWOe4u+ySUOcIjr2XpwvPf+tcdc6qZfPx/NkTTJo6G1+/fOXxMNkm6zqnU6fOCPA/haCg07yu37LFiZcbR0fBSLC1a1bDxXmv6G/t0BG3b9+Ct/cRXtd7erjj+bNnaNuuvdh+WQfHpYsX0aKF4BgUFnnOfy/Wxjl7CX7BV/Ey+i1W7tmPDN7GEXQKLtjigi37jwnTs9G4Ow76Ys7IftDV0kBCcgrfcto4KryNoye2sTYOG+lrpFtepnmX5/qmmFJpKFey5htT2kSf/6xooMNfWy2ZjErOog7kVzu9UNrEANbLp0HJyhRGI3tDp1srvNzoIkzzcoMzDIZ0h16/jihjbQq7LQtQXKkUIl1Fq8/LCguFEOB/EmeCAhH5+jW2btkkduzXrlkFF+c9YmX+Di/zhxEZ+RqeHm48rEXuMt+5S1dcvBgMf/+TePMmGr6+x3Hj+jW0bitow8mS4LreHUcOuOLmdcF1ffO6Jfy6Xr12fWG6hf9MwCnfI8LXbTv2wBnWvjhzClGREdi1Nbt90ay1cBG1Jo5t4Lp7Mx6E3uF16tYNy3lHrqw6wVjeW7XvjmMHXHHr+kW8jgjHtnWL+CjdarUEsyeZJbPHIeDEYeHrNh174lyAD4LPnER0ZAT2bl3N26UNm7Xln7+LicaxQ2548fwx4mNj8DTsPjasmIOSCgpwqJbrIcFv6NKxA04GnEbgmbN4FRmJTVu38+tUi2aCe8GVazdgj4u7+GJ7L17wjY1cjU9I5D9Hv3krTMNiLeekYWLexfKfY2PjIEudO3XCKf8A4T2J05YtvMw3z74nWb1mLfY6i87Hjh3a41auexJ3D088e/Yc7dsJjjdz4eJF3AsNxdu3b/ks1Fmz56B2rVqoKsNFmQurbZy7jcP2x7yJfl0obRx5v6ci5E9DYRb+Y/LG5mHB13Ns3LiRbzlYvFqmVatWfPvZeKW5sSeQebGQCzlhF5grV3KtzJuNhUzIHTZh377Cm/rmWLsqnzK48/AJJCSnwdJIj4+4zQmz8C4+CUVzjfT0Pn2RNzhmbhDdQDBDu7TG8K5t8G+r26AJUlKS4eWxlwd+NzE1x5xFq4VTTeLjYlGkiKij3NrWDhOnzcV+9z3wdN0FHT19TJ+zFIbGolE6N69dxpYNK4Sv160UxFLs3nsgevQZJLO8s1jMKamp8HB3R2JSEsxMTbF40SLhFKXYuDgUydXJz8JzzJg+Ha5ubnBxceGhPFgIDmNj0YrUM2fM4J+tWr2ax4HW1tbGgP790eY7MZ9/Vr0GTZCakoz9Hs7C4z530apcx/2dWLlhx33StLnYx4/7bujo6WHGnCUwyj7uiQlxuHldsKrzlHFDxX7XouXrYWcv23i/9Rs25gvM7HN34aEuTEzNMH/RCrFyU7SoKP82thUwZfpseLjthbvLXr4i9ay5i/jN8L+tboOm/NjnlHkWCmH2ojUFHPuKmDBtHrzcd2OflDLfsWtv3nDc4bQGHz6859+Zs3hNocSQk+djL895l+e6UlTnpMDLgx17ln8zzFu0Upj/OAn5nzRtDva574VHdp0zc85i4bFPTIjHzeuC6+/kccPEftdiXueIr9L9Oxrwuj6F1/Ws3LCHuYsWLRHW9TzvucoNq+unTZ8BdzdXuPK6Xhdz5s4Tq+uZ4OBg/m/DRoW72Kg859+xTjW+ENrOQ6yNkwpLI31smDkuVxsnMU8b5wJv48xaL3owwAzt0gbDuok6Kf4N8lzfqFS1Q+0zok4r2zWCMBqRbt4IHTILCjpaKJXdscukR0ThZvsRsF07C8bj+iMjKgb3R8xB/OlLwjRvD51CSS11WM4fD4XyWki9F4YbbYfiU55F0WShQcNG2WXeLVeZXypW5vMe+2nTZ8HdzQVuLs7Q1dPF7LkLYJzr2NepUw+jx47HoYNe2Ll9K/T09fHP7HmoUEG2M2BydOjSGxkZ6djhtJqvZM+u66ytkPu6/i7mDV+AKW/74oDHHontC2bgsHF8AMqaZXP4iNZKVWpg6GjxUG+/q12XvrxNsnvzSp53K1t7zFy4Lk/eo5GWKprmX7t+M573w567eN6NTC34d3LyXqJESTx5eA+nfA7wMBFscTSbCg5YuGpHvsXWflWjBvWQnJICV4/9vNyYmZpg2aL5UMteWEzQrheVm4TERIwaLzp2h7yP8c3ergLWrhCEbHn67Dmm/iMKXbd9t+DBmWPTxpg+SbBotyw0bNiAl3l3dw9hmV+S755EvJ6fMX0aXN3c4eLiyuubeXPniNXzbKGznbt28/AL6mpqfIBT7149IS9t41u8jbNc+Hp9dhunG2/jDJZZ3uX9noqQP02RbxSZm/wHpNwJgjxSqdIMD57HQF7ZmZfncWrlEVuQ4+Fz0YgAeVPBXAePw8WnMcoLazN93H/+DvKoonk5uT3uOcdeXvPP8i7v9eWj528gj2zNdfE8/CXkkbmZidzmPSf/yXfPvgwzIgABAABJREFUQh6pVm4i1/WNX4k/e8p4QdpkPcGzcMFMAnljYWaE0GexkFf2Ftq481T2He//hiqWGnj9LAzyyNDCBi/Dn0NemZiZy3XbWF7vqdj9FAEOXZNdmML/l261/r6gA3/fX0x+yMmTJ+Hg4JBvO3DgwP87a4QQQgghhBBCCCGE/JUozAKRqHXr1nwjhBBCCCGEEEIIIYT8GWhkLiGEEEIIIYQQQgghhMgBGplLCCGEEEIIIYQQQshfhlbRkk80MpcQQgghhBBCCCGEEELkAHXmEkIIIYQQQgghhBBCiBygMAuEEEIIIYQQQgghhPxlvn4r8v/OAvkFNDKXEEIIIYQQQgghhBBC5AB15hJCCCGEEEIIIYQQQogcoM5cQgghhBBCCCGEEEIIkQMUM5cQQgghhBBCCCGEkL/Mt2//7xyQX0EjcwkhhBBCCCGEEEIIISRbYmIi+vTpA2VlZaiqqmLIkCF4//49Cko/btw4WFlZoVSpUjA0NMT48eORkpIilq5IkSL5Ni8vL/wMGplLCCGEEEIIIYQQQggh2VhH7tu3b3H69GlkZWVh0KBBGD58OPbt2wdJ3rx5w7c1a9bA1tYWr169wsiRI/l7hw8fFkvr7OyMli1bCl+zzuKfQZ25hBBCCCGEEEIIIYQQuZOZmcm33BQUFPj2q8LCwuDv74+bN2+iWrVq/D0nJye0bt2ad9bq6urm+46dnR2OHDkifG1mZoalS5eib9+++Pz5M4oXLy7WeVu+fPlfzh+FWSCEEEIIIYQQQggh5C+MmSvv2/Lly6GioiK2sfd+x9WrV3mHa05HLtOsWTMULVoU169f/+H9sBALLExD7o5cZsyYMdDU1ESNGjWwd+9efPvJ4MU0MpcQQgghhBBCCCGEECJ3Zs2ahcmTJ4u99zujcpmYmBhoa2uLvcc6ZNXV1flnPyI+Ph6LFy/moRlyW7RoEZo0aYLSpUsjMDAQo0eP5rF4WXzdH1Xk2892/xJCCCGEEEIIIYQQQuTavkvy3yXYu16RH047c+ZMrFy58rshFry9veHq6oonT56IfcY6eBcuXIhRo0YVuI/U1FQ4Ojryzl8fHx+UKFFCatp58+bxGLqRkZE//HfQyFzyn/DxsiguiTwpXbcL0m6ehLwqW701Ms64QR4pNu2PuIc/Pj3iT6NVoSYinj+FPDI2t0RYeDTkkY2ZHtJu+UNela3WUm7rHFbfPAn/8QbOn8bKzAAvwsMhj0zNzBD/4CrkkaZdbbmtb3LqnKR7wZBHapUa4v11X8ijMjXb4Vn4K8grCzMj+JWwgjxqk/UEsY9uQV5p21bD+QfpkEeN7ErJbblnZV5e7wdz7gnl9b6E3ZOEPouFPLK3EB91Sf4OU6ZMwcCBAwtMY2pqyuPZxsaKl20W9zYxMfG7sW7T0tL44mZly5bF0aNHC+zIZWrWrMlH8LK4vz86opg6cwkhhBBCCCGEEEII+ct8lf+BuT9FS0uLb99Tu3ZtJCcn4/bt26hatSp/7+zZs/j69SvvfC1oRG6LFi14pywbkauoqPjd3xUSEgI1NbWfCg1BnbmEEEIIIYQQQgghhBACwMbGho+uHTZsGLZv346srCyMHTsWPXv2hK6uLk8THR2Npk2bws3NjS9kxjpymzdvjo8fP8LDw4O/ZhvDOpCLFSsGX19fvHv3DrVq1eIdvadPn8ayZcswderUn8ofdeYSQgghhBBCCCGEEEJINk9PT96ByzpsixYtii5dumDTpk05H/MOXhZTl3XeMnfu3MH164KQKebm5sjt5cuXMDY25iEXtmzZgkmTJoEtYcbSrVu3jnca/wzqzCWEEEIIIYQQQgghhJBsbPGyffv2QRrWOcs6ZHM0atRI7LUkbLQv234XdeYSQgghhBBCCCGEEPKX+fatyP87C+QXFP2VLxFCCCGEEEIIIYQQQgj5d1FnLiGEEEIIIYQQQgghhMgB6swlhBBCCCGEEEIIIYQQOUAxcwkhhBBCCCGEEEII+ct8Z70u8oeikbmEEEIIIYQQQgghhBAiB6gzlxBCCCGEEEIIIYQQQuQAhVkghBBCCCGEEEIIIeQv85XCLMglGplLCCGEEEIIIYQQQgghcoA6cwkhhBBCCCGEEEIIIUQOUGcuIYQQQgghhBBCCCGEyAGKmUv+KgfOXIWr/0UkpLyHpUF5zOjTDnamBhLTnrn9AHtOBCMyNgGfv3yBYTlN9GtRD23rVOafZ33+gq1HT+NS6BNExSWiTClF1LQ1x/iuLaCtplwo+T94+hLc/c4iISUNFoa6mNa/M+zMjCSmPXruKvwu3kR4VAx/bWOij9Hd24ilr9Z3ksTvju/ZDv3bNpFp3r2Cb8H19DXEp76HpX45zOzeHBWN9SSmDbr7GHsCLiMyLglZX77CSFsN/ZrWQruaFcXSvXgbjw3HzuL2s9f4/PUrzMprYu3wLtBRV5Fp3o+cCsL+YyeRmJwCM2MDTBraD7YWZhLTvngdhT1e3ngSHoGYuHiMH9Qb3du1FEvzMT0du/YdwYXrt5GUmgpLEyNMGNwXNhamKAw+J/xw+Ig3EpOSYGpigtEjR8DaylJi2ohXr+Dm4Ynnz8PxLjYWI4YNReeOHX5rn7/jpO8xHD1yAMlJiTA2McOwUeNgaWUjNf3li+exz90Zse9ioKOrj/6Dh6Fa9VrCz/d7uODShXOIj4tD8RLFYWZuib79h8DSWvo+f8fBwIvZ52wqLAz1MG1AF+nn7Nkr8Lt0E+GRb/lrGxMDjO7RNl/6l9Ex2OTlizthz/Hl61eY6pXDqgmDUV5TXbZ5l+P6xs/3OI4eOYikpESYmJhh+KixsLSylpr+0sVgeLq78HKjq6uHAbzc1BR+vmHdKpwNChT7TuWq1bBw8QoUBl9fXxw+cgRJ2efXqFGjYGVlJTX9xYsX4ebujnfv3kFPVxeDBg9GjerVhZ+np6fD2dkZV65eRVpaGsqVK4cO7dujTZs2Ms87qy/3HT/F60tzY0NMGtIXtlLqNp/T53Eq+Apevo7ir61MjTGiT1ex9N++fcNur6PwDQpG2sePsLeywNTh/WGgWx6FQZ7rnMP+5+DhGyg49kb6mDK4FyqYm0hMeyzoIk5duIoXkW/4aytTQ4zq1UmY/vPnz9judRxX795HdGw8ypQuheoVbTC6d2doqavKPO8Hgy7D7eR5QX1joIPp/TrBzsxQYlrvc9fgd/m2qL4x1seYbq3E0rP9bDrgh2sPniLtYzqqWJlier+OMCyvhcJwwtcH3kcOZdc5phgxagysCqxzLsDD3YWfs6zOGTh4KKpXryGWJvL1azg778aD+6H4wtqhhkaYNXsetLW1ZZZv9XrVYDplCFSq2EFRVxu3uozGO58zBX+nQQ3YrpmJMrYWyIh8i+fLtyHK7ahYGqNRvWE6eQgUymshNfQxHk5cjJSb9yFr3icDsf+YX3b7zBAThw6AraXk9hmrZ/bsP4wn4S95+2zc4L7o3q6VWJpuwyfwz/Lq1LIZJo8YJPP8s/rN12sbLgZ5I/1jGsysHNB7+D8opyv5Wss8fXgbgcdd8fpFGFKS4jBq+jo41BS/ht65dgYXAg/hdXgYPrxPwZw1XjAwkV4e/6Yy/1+4J5T1fcmXL1+x94A3Ai9cQUJyCjTV1NC6cT0M6NYBRYoUkWne/U94w8d7P7/GGpmYYfCIibCwspWa/uqlc/Dy2I24dzEor6uPvgNHokr12mLn0AHPPTgT4IsPH97D2qYiho2eAh09yf+XRLJvFDNXLtHIXPLXCLgRirUHTmJE+6bYN38MLA10MHqdMxJT30tMr6JUGkPbNoLr7JE4uGg8OtSrggV7j+DKg6f884xPWQh79QbD2jXG/vljsXZsH7yKicPETe6Fkv/Aa3ex3vMYhnVqAY8lU2BpqItxK3cgMSVNYvrbYc/RonYVbJ89Bs4LJqCcuhrGrtyO2MRkYRr/zQvFtnnDevKLdpMa9jLNu/+tR1hzJAgj2tSH16whsNLTxignLySkfZCYXkWpFIa2rAu3qQNxePYwdKhVCfPdfXH5UbgwDevoHbjODSblNLB7Ul+ebnjreihZQrbPqM5cuobNzvswqHtH7FmziHdOTF60GknJqRLTZ2Z+gm45LYzs1x0aqpI7lVds2YOboQ8xd8IIuK1fhuqV7DBx4UrEJSRC1s5fuIidu3ajT+9e2LJpA+8Ymj13HpKTk6XkPxM65ctj8MABUFdTk8k+f9Wl4HPYu2sbevbuj3VOO2BsaoaFc2cgOTlJYvrHjx5g7colaNa8FdY57UTN2nWxYvE8vIp4KUyjq2eA4aPGY+PW3Vi+eiO0tctjwZzpSEmRbd6ZwKt3sN7zKIZ1ZufsNME5u2LbD5yzY+G8cBLKaahi7IptYuds1Lt4DF20EcY62tgxZxy8ls/AkI4tULJECdnmXY7rm4vB57Bn13b07N0P6522w9jUFPPnzpRabsIePcSalUvh2LwlNjht5+Vm2eL5YuWGqVK1Olw9Dgq3adNnozAEBwdj565d6NO7N5ycnGBiaoo5c+dKPb8ePXqEFStXokXz5tjs5ITatWtj8eLFiIiIEKZh+7t1+zamT5uGnTt2oGPHjti6bRuuXbsm07wHXb4OJxcvDO7eEXtXL4S5kQEmL16DpBTJ9eWdh4/hWK8mNi2cgR3L5kBbUx2TFq1GXILo/8rz2EkcPnka00YMwK7l86CoqIDJi9ci89MnyJo81zmnr9zERrdDGNq1LVxXzoGFkQEmLt2IRGnH/tETONatgS3zp2DXkhkop6GOCUs2IDZR8LdmfPqEJy9fY1AXwf5WTBmFV29iMG3VFsha4LUQrNvng+EdHeG5aCKvb8au3oXEVCn1zeNwtKjlgB2zRsJ53jiU01DBmNU7EZuYIry5n7LBBdFxCVg3cSD2LZ4EHU01jFq5A+mZmTLP/4Xg89i9awd69e6LjU5b+Tk7b+4/BdY5q1Yu43XOJqdtqFW7DpYuXoCIXOXm7ds3mD5tEvT1DbB85Rps3roDPXv1QcmSsq3riymVRmroEzwYv/CH0pcy1kd1nx1IOH8dl6p1wEsnV1TcsQSajvWEaXS6tYLN6ll4tmQLLtXohLTQx6jptwcltWT7wPHMpavY7OyJgT06Y/faJbx9NmXRCiQlC8pBXhmsfVNOGyP69YS6muQHEjtXL8axvVuE2/oFs/j7jeuKHu7JUsAxF5w9uQ99RszGzOXuUFAshU2LRyPrk/Ry+ikzHfrGlug1bJb0NBnpMLeujM79JhRKvuW5zMv7PWFh3Jd4Hj2BYwFnMWlof3huWoFR/boLr72ydPnCGbju3oxuvQZi5cbdMDIxx9J5U5Aipdw8CbuPDasWooljG6zatAc1atXHqqX/4HXEC2Ga40f24ZTvEQwfMxXL1+7g59CSeVPwqYBziJD/CurMZSNDfHwwaZLkEUM53rx5g/r16+O/ZPPmzRg4cCD+FMeOHZP5jWVuHgGX0LlBdXSoXxVmeuUwu38HKJYsiWMXb0tMX83aFE2qVoCprjYMtDXQ27EuLPTL4+7TV/zzsqUVsX3qYDSvYQ9jHS3YmxliZt/2CHsVjbcJsu8Y8jx1Hh0b10b7hjVhqlceswZ1g6JCSfgEX5eYfsnofujmWA9WRnow1i2HOcN64NvXb7jx8JkwjaaqstgWfOcBqtmYQ19bU6Z5dz97HZ3rOqBj7Uow09HCnF6toViyOI5duScxfXVLIzR1sIapjiYMtNTQp0kNWOhp4254pDCNk8951Ktghkmdm8LGoDxP18jeEhpllWSady9ff7RzbIQ2TRvAxEAP00YMhKKCAk6cDZaYno2uHTOgF5rVq4USEjrYWKMq+NotjO7XAw4VrKGvUw5DenaGXvlyOBpwFrLmffQYWrZsgRaOzWBkaIjxY0dDQVEBAYGSG2hWlpYYNmQwGjVsIDH/v7LPX3X86CE0b9kaTZu3goGhMUaNnQQFBQWcCTwlMb3vcW9UqVoDnbr2hIGhEfr0HwxTMws+0i5Hw8ZNUalyVZTX0YWhkQkGDx+Fjx8/IOKlqGEo23O2Dto3rAVT/fKYNbh79jkruZ5bMqY/ujnWh5WxfvY52wvfvn7FjYeCmwVmy8ETqFPJFhN6d4C1sT70y2miYdWKUFcpWwh5l8/65vjRI7zcNGveko/qGT12Ii83QYH+BZSb6ujctQcvN337D4KpmTkf3ZsbOx/U1NWFW5mysj3mOY4ePYpWLVuiefPm/PwaN3Ysz39gYKDkv/f4cVSrWhVdu3aFoaEh+vfvDzMzMz66N0dYWBiaNW0Ke3t7Piq3datWMDU1xZMnT2Sa9wO+AWjXrCHaNKmfXV8OgIJCSZw4c0Fi+gUTR6Jzy6Z8doKRvi5mjhqMr9++4db9R8JOuYMnAjGga3vUr1EF5sYGmDtuGOKTknDxxh3ImjzXOftPnEaHpvXQtnFdmOjrYsawPryNc+LcZYnpF40fiq4tGsHS2ADGejr4Z2T/7GP/mH9epnRpOM2dhGZ1qsFItzzsLE0xdXBvPH7xCjHxCTLNu4d/MDo1qon2DWrw+uafgV2gqFACx4NvSky/dFQfdG9Wl9c3JrramDuku6C+eSSob17HxON++CvMGtAFFUwN+cOvWQM6I/NTFvyvhkDWjh09ghYtW8GxeQte54wZO4GXm9OBARLT+xw/hqpVq6NL1+4wMDREv/4DYWZmzkc65nBzdUa1ajUweMgw/pmOji5q1qoNVVXJD1l/VVzABTydvwHvjgf9UHqj4T2R/jIKYdNX4v3jF3i11RMxRwJgMkF0P2EycRAi9xxElKs33oeF4/7o+fjyMQMGA7vINO8HfE6hnWNjtGnaECYG+pg6cjBvn/mdkdY+M8OYgb3RrH5tlCwu+cG/mooyNNRUhduVW3d5+8yhguxH0rP67cwJT7TuOgwONRrzDtpB4xYjOSkOITfOSf2eXZV66Nh7LCrnGY2bW61GbdG2+whY2xdOJ7Q8l3l5vyeU9X0J8+DJM9SrUQV1qjlAR1sLjevUQA0HO4Q9k+116sSxA2jaoh0aO7aBgaEJ74AtqaCIs6f9JKb38zkMh6o10KFLb+gbGKNnv6EwNbPko3tzziG/4wfRpUd/VK9Vn3cOj508G0mJCbh59aJM807In4g6cwG0b98e69evLzCNrq4un8Yor9h0uT9dYXbmZn3+zJ+YsikvOYoWLYqatmYIDX/93e+zi8X1R88REROHqlbGUtOlfczgI83YRV3W+X/8Mgo1K1iK5b9GBQuEPhc0JL4nI/MTPn/5CpUypSV+zqYkXgp5hA6NZNvwY1OPwl6/RS0r0VTPokWLoJa1CUJfCqbWfvfYP36JiHeJqGoumEL59es3XHzwHEba6hjptB+Npq9Hn1XOOBsi246JrKzPeBoegWr2FXLlvSiq2dvi4ZPnv7TPL1+/8KnxeUcaKJQsgdAwUaedLGRlZeHZ8+eo4lBJLP+VHRzw6PGTP2af0n5P+POnsHeoKvZ7KjlUxZPHgo6evNj79pWriL1XuWp1PHn8UOrvCDx1AqWVlPhUfNmfs5GoaZfnnLWzROgz0YjJHzpnlQTn7NevX3E55BGMdLT5iF3HUbMxYN46nL8VWgh5l9P6JisLz58/hYNDlTzlpgoeSyk37P1KecoN69zNm/7B/Xvo16srRg0biK2bNyA1VfLor9/NPzu/HBwcxPLPXoc9FnSy5cXed6gsmOqZo2rVqmLpbWxscO36dcTHx/M69d69e4iOjkaVKlVkmPfPfBpndXvbPPVlBTx4KppVUZCMT5l8CqtyGcFDuTfv4viUT1bn5iijVJpPJ33w5Mf2+TfUOeycffLiNQ+DkDvv7PX9py9++Jz98ll07CV5//FjdhtH8nn9y/VNRDRq5K1vbC1w/6fqmy9Qzq4rP2W3eXPP1GH7ZK9DnoqPuJdNnfMMDg6V85yzlfH4cZjE77C6Je85W6VqNWF6VtffunkDunp6mDtnFvr06obJE8fh6hXJHfP/JtVaDog/e1XsvbjTl6BWS1BnFSlRAipVKiD+zBVRgm/fEH/2ClRrif/Nv98+e4mqlezy1Dd2ePjkmcx+R2DwJbRu2lDmU82Z+HfRSE2Oh02uDtdSSmVhYlERL55IHuzwJ5D3Mi/P94SFcV/C2FlZ4HboI7x+Iwjz9ezla35PUquyvUzLzQsJ11h7h2p4KuWa+fTxA/55bpWq1ODvM7Hv3vJwDRVzpVFSKgNzKxup12FC/kv++M5cFuetR48esLW1RaVKlfhIlfPnz4vd6Dx48ADGxoLKNC4ujqepWLEiH4EyaJAgvpGLiwuaNGnCO27Zvho0aCCcgsg+Y1MOc7C4cmz/7PdVq1aNp2ObqqpoSk5AQAC/CWK/o2HDhnyaI/MreZPk6dOnsLS0FF402Eiaf/75h7++cOEC/1uY2NhYdO7cme/Tzs4OO3bsEO6D/d4ZM2agRo0aGDBgAI+Tx44li7tXr1493L///dhV7GaPjfbJyfPcuXN/6PeGhIhGPrBjyI4L06hRI0ydOpWPcmYjh0aOHMnfP3nyJB8hvXr1an78du/eLXUKeGpqqtjG3vuepLSPvANNXbmM2PsaymV4p0JBF+I6oxagxvC5GL/BjcdTqlXBQnLesrKw6bA/Wta057GSZCk57YMg/3lG37HXLBbnj3DyOgFNNWWxG6bcTly8ASVFRTSuJtspz0nv2bH/Bg1l8RtENoI2PlVymAUmLT0DtSatQrVxKzB26wEeY7e2jSCOYmLaB3zM/IS9gVdR19YU28f1QpNKVpi86zBuZT8ll4WUtDTBcVcVj3elrqrCOxh+RelSpWBnZQ6XQ8cRn5jE41QFBF/Gw6fPkZAk26f37PxgDeS8oxrUVFV5LM4/ZZ+SpKWmCH5PnlAPKqpqSEqUHI6CNejy5ounz5Ovm9evomfn1ujesSV8jh3GwqWroayi8u+cs8plC6xzcnPy8hGcs3aCWKls+t/HjEy4+AahdiVrbJ4xCo2rVcS0DXt5mINCz7sc1DepUsoNKxfJ2dPH80pOSspXbtj1nsUBzN25O3HKDCxetgoDBg3Dw/uhWDjvHx7TT7b5F5xfamoSzi8p5Z6Vb/Z5vvS5yj2LuctG7fbr3x/t2rfnYRtGjx7Nr+GykiysL8XPJXUVZR7X70dscz8ETTVVYedtzvck7fNX6+D/Yp2TnPpe4rVKTbXsDx+nLZ5HoKmuItYhnBsb1brF0xuOdatDqXQpyLq+Ye2x3DRUyiL+B+sbFhtXU00FNbPbZ2wkbnkNVWw+dBKpHz7yzhuXE2fxLjEF8VKmIv8q4TVRQp1T0Dkrqc5h5YlJSU7m9z+HDx1A1arVsHjJCtSuUxfLli7C/fuyfXj3sxTKaSLznXhMWfa6hEpZFFVUQElNNRQtXhyZseKjtzPfJUChvKbs22d5ziM1VdnVDRdv3ML7Dx/RukkDFAbWkcsoq2qIva+soo6UZNmOfpcleS/z8nxPWBj3JUzfzm3RtF5N9Bk3Ew27DcLgqXPRvW0LNG9YB7K9xn6Biqp6vmtmcpLk8s7KR970qqrqSE4WlJuc7+UvW6I05Mdj5sr79jf64xdA8/f353HicjpLExMTERoqvVL38PCAiYmJcDoiS5/j8uXLvJORjVBZtWoVhg8fnm/aIut0XLRoEa5cuQIdHR18/PhR2HmZg/3cu3dvnpbdCHl6evIOz4cPC34CVFDe8mIduayT8vXr14IFUExNceaMYEGC06dPo1mzZvzncePG8c5Zb29vni82God1QteqJVh8IyEhAdevX+dPBqdNm8anwDx+/JhfiFmamjULHhXVt29f3gF9+PBhYYf0j/zegoSHh+PcuXP8CR3rWL969Spat27NO9pZR+7EiROlfnf58uVYuFA8rtf8+fMx3VF2N6S5KSmWhNeCcTzG2vVH4VjrdRL6Wup8uk3e0afTt+3nFck//fIvFvX/5uITxGNg7pg9ho8AlcQn+AZa1qki9fN/m5KCAg7OGso7ba8/icDaI0HQ11TjIRjYVFCmsb0l+jUVlGFrg/K49yIKhy7dQTVL6QtH/AlYrNzlm3ej49AJKFa0KCxNjdGsXm2+KAcpfBUrOWD95l284y/Q3w+rly/CqvVbCmUq369y8TmNwKt3sWPOWOE5yR7sMQ2r2KFPq8b8ZxaS4d6zCBw5cxlVbUSjTP6f5LG++Z4GDQXHmzE2MYWxiQmGD+nPR+uyUb9/OvawlF372fWynLY27j94gK1bt0JDXR2V84yW+n9x9z7BY+5uXjgTCiVL4r/kT69z3I6dQtDlm9iyYKrEc5LN7pq9fge+4RtmDO2DP4mz71kEXg/BzlmjhHkvUbwY1owfiEV7DqLxqHn8OstmFtS1t+Z/w58up41Tq1YddOwkCE1gamaGsLBHOHXyBCpWlO1DMCLZiaDzqFmlEjTVZXOeXr/gB88dS4Svx/7jJJP9/hfIQ5n/r9wTSnL2yg2cvnAV8yeN4qEb2MjcTXs9oKmuilaN/1thJgn5L/njR+ayDkIW642NIDlw4IDUWC85WGfiqVOnMGXKFB5HTklJNBqwTp06vCOXYR25rDM276gaPz8/9OvXj3fkMqVLl+ZbbqxzlHXi5oxo6dOnD4+py0ax/mreJGnatCmCgoL4xvLEOndZxzZ7zT5j2M8jRozgP7OVPtloWfZeDhYTN2dqEOsMHjJkCH+toqLCO6QL8v79e1y6dInnN4eWltYP/d6CsNHBxYsXR6lSpXjnLevc/VGzZs1CSkqK2Mbe+x61sqV5Yz5vYPuE1Pd89Ic0bPqHYTkNWBnqon/L+mhWzQ57/YLzXbRnbNuPt/HJ2DZ1sMxH5TKqZZUE+c/zxJi91lApeJVUd79zcDlxBptnjOAr0kty93E4Xr2NRcdG3++M/1lqZdixL4KEPKNw2eJnmnlG6+bGQjEYaqvzTtoBzWqhWWVr7Am4Itxn8aJFeUzd3EzKayImUXajblTKlhUc9zwjedhoMWmLCPwIFn9t85LZOL1vF47s3IBdqxbwm2XdcrJdrVdZWZmX4bwLUiQlJ+cb+ff/3KckZZVVBL8nzwg3tkgCi1cqiaoaexIvIX2efCkqloKOrh6srG0xbuI0FCtWDEEBkmNiyvycTWXnbMGxVt39zsLF9ww2zxwFC0M98X0WKwoTvfJi6U10yyEmXnajouW5vlGWUm5YuVCVckPORhflLTfsWqumJn2xHhb/lP2ut2/eQJZyzq+8Izv5+SWl3LPyzT7Plz673LO2g6urK4YPG4ZaNWvyh8rt27VDg/r1ccRbEHdOFlSF9aX46CC2AFfekbV57Tt+Ch5H/bB+7lQeFzdHzvck7fN36uD/Wp2jqlxG4rUqKTntu8fJ0ycQbsf8sXHORFgY6UvpyN2JmPhEOM2ZJNNRubnrG9Yey42NkNP8Tn3jdvI8XPzOYsu04fnqGxsTfexfMhnnty9GwKZ52DxtGJLff4CelvgoyN8lvCZKqHMKOmcl1TmsPOXsk5URFls0NwMDQ8TlGlzy/8BG4bLRubmx11kpafiakYlP8Un4+vkzFLTFj7NCOQ1kxoiP6JVJ+yxFvG5gi0DJom6IiY3D7dAHaNusEWSlUvVGmLPmgHArU1YwoyI1zyjc1BQ2GlG25VSW5L3My/M9YWHdl2x19UKfzm15XF0zIwO0bFQX3du15A9ZZXuNLYaUPCNm2TVTVU1yeWflI296NuKWjbwVfC74Xv6yJUpDyH/ZH9+Zy0akslG5LVu25CNr2ZR+Vtnn7oTNyMgQ/sxWcWajb9mIUzZqtHr16jKfBlkQ1kkpq7yx0bc5nbns58aNG/OFUZ49e8ZDF0iSN6ZTmTLiU0gKSvs7cu+roGPAKCqKLmzs//Jn4vmykcXsgp97Y+99T4nixWFjpIvruaYisylCN8LCeZD6H8VGxuXEYst90X4dG88D36tKiQ/5u1j+rU30xRZCYvm/+fAZ7M2lj0J1PXEGu48Fwmn6CNiaSv87jwdf5zc+lkZ6hZD3YrAx1OGja0V5/8Zf25vkv3Es6Kk9myqZs88KRjqIeCfeAH4VmwAdddnd4JcoURyWZsa4HfpQ7LizuFIVrH5/FGQpRQX+1Dv1/QfcCHnAFx+QJfbwy8LcHHdDQsXyHxJyD7bWVn/MPqX9HjNzS4TeuyP2e0JD7vAOEUnY++zz3ELu3oKVtSi2mCRsv1lZnyD7c9Yg/zn74CnsLaTHWHP1PYPdRwPgNH1kvnOW7ZMt5sM6QnN7HRPLV2qXbd7ltL4pUQLm5pa4l6/c3IW1lHLD3mef5xZy97bU9Ex8fBzS0lKl3rj+qpzzK+TevTznVwhsrK0lfoe9nzu0EXP37l1hehZLlF1n817zixYrxvctu7wXh5WZsXDxstz1pZ2l9PiwbMVsl8M+WDt3CmzMRbHVGbYCN7tBvZ1rnx8+puPRs3DYWck2zrU81znsnLUyNcTNB4/z1DdhqGgpPmosN/fj/th75AQ2/DMBNmbGUjtyI2Ni+WJoKmWltyl/J+/Wxnq8fhHL+6PnqFhQfeN3DruPB2Hz1GGwNRU9AMirbOlSUFMug9cxcQh7GYWGVSoUQp1jgXv3QsTyfy8kBNbWkkNWsLolJE+dc/fuHWF6Xg9YWiE6SnxdgejoKGhrl8P/U/K1EGg0EX8Qp9m0DpKuCf7+b1lZSLnzEJpNaosSFCkCjca1kXxN/G/+/faZSf722f0HqGAleer7zzh59gJUVVRQu5rsZi4ollKCto6hcNMxMIOyqiYe378hTJP+8T1ePrsPUyvRugR/Gnkv8/J8T1hY9yUZmZkomqeNwDqNZdtGKAFTc0vcvydaZI7tn722lHLNtLS2w/0Q8UXpQu/e4u8z2uV0eIfvg1xp2AKjz5+Effc6TMh/wR/fmRsVFcVvQNgU/DVr1vCKk22vXr0STvl3d3cXpn/58iXvwOzevTucnJx47Fk2wpRh0/nZNEOGxWRlnaOsMzG3du3a8XAIb98KAoCzMAs5oRZyj7Bl8WZZPFzGy8sLenp6fGOdz7+SN0nY6Fs2mpbF62VhF1iHLgsxwOLd5uSbvbdr1y7+M/udrJPY0dFR4v5YWhYPmB0/FmZh//79BR57llcWW3jt2rXC93L+roJ+r7m5OR+9zNy4ceOHV8tmHbNspG1h6duiHo4G34LP5Tt48SYWy9yPIz3zEzrUE3Sgzdl1CJsOi1Zh3eN3HtcePkNUbCJP7+Z/EX5X76J1bQfhRXva1n14FBGNpcN68M7G+JQ0vuV0OspSn1aNcOz8NZy4cAMvo99hufNhnv92DQVhBuZt98TmA6InqGxk3/bDpzBvWE/oaKrzOHFsYzE3c3v/MQNBN+6hQyGMksvRr0lNeF++C59roXjxNh5LvE4hPTMLHWsLpk3NdvHBxmOilXv3+F/G1bAXiIpP4uldg67B7/oDtKkhWuhigGMtBNx+hCOX7uJ1bCL2n7+JC/efoXsDUWB9WejZriV8g4Jx6txFRERFY80OVz7Fqk12DLXFG3dgu8dBscUJnr18xTdWDuISk/jPUW/fCdNcvxuKa3dC+eI+N0MeYPy85TDU0+ErwMta504dcSogAKeDzuD160g4bdnKH7A0dxSEalm1dh32urjmyn8WwsNf8I3ln4VqYT9H5xqB+L19ykqHTt1w2t8PZ4MCEPn6FbZv2YCMzAw0dWzJP9+wZjncnQX1ENOuQ2fcvX0Tx7wPIiryNfZ7uCD82VO0bieIiZ6RkQ53l9180aLYdzF4/uwpnNavQmJCPOrWb4hCOWfPXc0+Z2Ow3PmQ+Dm7zQObvXyF6Vks3O2H/TBveC/oaEk+Z/u1aYLT1+7i6NkriIyJw4HAC7h45yG6OdaTfd7ltL7p0KkLAv1P4kxQIC8327ZsFCs369esgKvzbrFyc+f2TRz1PsTLzT4PV1422rQTTI9kcfyc9+zgC7i8exeDeyF3sHTRPL7SNlvARdY6derEQ0ydDgrioZY2b9nCR9fmXGNZW4hdy4V/b4cOuH37Nh9lGxkZydsw7KEva88wSqVL85lEe/bu5WGqYmJieLgm1r5gM5ZkqUe7Fry+PHnuEiKi3mDNTjd+k5hTty3etBPbPA4J07PRuLv2e2PW6MHQ0dLkccPZ9jFd8BCYtf+6t20O18O+uHjzLsJfRfJ9aKqpob6MH37Je53Tq60jfM5chN/5K3gZ9RardnvyhcHaNKrLP1+4eS+27hONxGajcXce8MHsUQOgo63B4y2y7WP2A3jWkTtr3Q6EvXiFheOG8JvunDSybuP0bdkQR4Ovw/fiTUF94+rN65v2Darzz+ft2A+ngyeF6Vn8221H/DF/aHf+IEtSfXP6xj3cCnuOqNgEnL/9AKNX7USjqnaoXVF2Dx1zsGnhAcI65zW2btnEy00zxxb887VrVsHFeY8wffsOHXHn9i14ex9GZORreHq48bLRtl17YZrOXbri4sVg+PufxJs30fD1PY4b16+hdVvBeS0rxZRKQ7mSNd+Y0ib6/GdFA8EMRaslk1HJeaUw/audXihtYgDr5dOgZGUKo5G9odOtFV5udBGmebnBGQZDukOvX0eUsTaF3ZYFKK5UCpGuspsJwPRo3wonTp/DqbMXEBEZjbU7nJGekckXLGOWbNyG7e5eedpnEXzj7bME1j6LQNTbGLH9srJ+8mwwWjWqj+J57hNlidVvTdv2wcnDu3Dv5nlEv3oG501zoKqmBYcaotA+6xYMx7mTor8jI/0jIl8+5hsTHxvNf06ME9y7Mh/SUvh7byMFCyDGvHnFX6ckyWZ0tDyXeXm/JyyM+5K61SvD7bAPrtwKwdvYOARfu4UDvv5oUFO2bZy2HXvgTMAJnD9zClGREdi1dS0yM9LRuFlr/rnT2iXwdNkuTN+mfVeE3LkOX28vREe+wkHPvQh//hgt23YWnkNtOnTHkQOuuHn9El5FhGPzuiVQU9dA9doUHuJnfP0m/9vf6I+Pmcs6Tdk0etYByRqWLNwA62CcPn06X9iLLQzWqlUrYXoWOmHdunXCEZ9sQS0WUoBhNy1sQbDnz59DQ0MDbm5u+X4f2zeLKdeiRQteQZQsWVIYLzZ3qAEWJ7d///78d7CpI4cOHeLpdXV1fylvkrDvsy1nFC5baI2Fc8gd9mDTpk18YRN2o8aO0ezZs6XGwWWLlw0dOhTW1tb8b2Cdwt9bPIx1RrP4uBUqVOBP1NhNI+tQLuj3LlmyhC+4xhZFY6OR2Xd/BPu/ZWEhjh07hjFjxvC8ylKLGvZISvuAbceC+PQ9KwMdbJk0SDilJiYxmU/tz8Fugpa5+yA2KYXHYTMur4Ulw7rz/TBxyakIDhGswtpzgXjcq13Th+aLofS7mteqjKTU99h+xJ8vQsRGtbERcML8xyeJPVVlMTT5U+JNogY2M6xTC4zoIrgxZQKv3eH/hy1rF17cx5bVbJH0/gO2ngjmi55Z6ZfD1rE9hQuexCSliB379E9ZWOblj3fJaVAoURwm5TSwdGAHvp8cTR2sMadXK+wNuIKVhwJhXE4da4d1QRVz6SN0fkXTerWQnJqG3fu9+TQmcxNDrJ07TTj99118glje45OSMGiKYKFAZv/xU3xzqGCNzYsFixi+/5iOHR6HEJeQyFcOb1i7Oob37spHtctaowb1+UMSNw9PYfztpYsWCqcBs4cxuctNQmIiRo+fIHx92Pso3+wr2mH1iuU/tE9ZqdewMVJSk7Hf3Zn/HhNTM8xftFI4LS8uLhZFioqeSVrb2mHy9NnwdNsLD5c9fFXkmXMXwchYMNqPTe+KjnqNlUsDkJqSirLKynwkyLLVG2FoJD4iUBaa166CpLT32H74ZPY5qw+nGSOFoQpiEvKcs0HZ5+xGUUcdM6xzS4zoIriWNK5eCbMGd+cxdde4ecNIRxsrJwyGg4xHKcpzfVOfl5sU7HN3yS6fZliwaHmuMi9ebmxsK2DK9H/g6eYMd5e9vNz8M3dhrnJTFBEvX+Bs0Gl8+PAe6uoacKhSFX36DUKJErKP7cqu9SmpqfBwd0diUhLMTE2xeNEiYf5j4+LE8s9iz8+YPh2ubm58QVf2YJld73MWX2VmzpjBP1u1ejVfDJWFRxrQvz/atBbcQMlKs7o1kZySht1eR3l9acHqyzlTxOrL3COEjwac5TeXc9ZsEdvP4O4dMKRHJ/5zn46teQfNqu3OfDEie2tLPoq3MOLqynOd41inOr9W7Trog4TkVFgY62P9P+Ohkb1QDguTkPvYe58O5sf+n3WiBWyZIV3bYlj39ohNTMbFW4IR4v2mLxZLs2X+FFStILtO0ea1HAR1pXcAb59ZGurCadpQUX2TkCSW98NnrwriUjqJt+OHd3TEiM6CziTWubt+nw8SUt5DU7Us2tSthmEdZfvAMUeDho14nePh7ia8Ji5atFSszsndTmB1zrTps+Du5gI3F2fo6uli9twFMM4uN0ydOvUweux4HDrohZ3bt0JPXx//zJ6HChVED7VlQYV1cJ8RDTyxXSNop0S6eSN0yCwo6GihVHbHLpMeEYWb7UfAdu0sGI/rj4yoGNwfMQfxpy8J07w9dAoltdRhOX88FMprIfVeGG60HYpPeRZF+11N69XmZX6P12EkJrH2mRHWzJshqm/ixOsb1j4bPHm28LXXcT++OVSwgdOSOcL3b4U+4N/N6RQuTC06DsSnjHR4bF+Mjx/SYG5dGePnbkWJkqJZh/ExkXifJppG/ir8IdbNHyZ8fchFMOimdqN2GDhOcK6yzmHXLfOFaXavm8H/bdt9BNr1GPVXl3l5vycsjPuSSUP7Yde+I1i70xVJqan8gWn75o0xqJtogXhZqNugKVJTknHAYw9f3MzY1ByzF60RXmPj496hSK68W9lUxIRp87HffRf2ue2Ejq4+ps9eBkNj0fHs0KU3f3C6w2k1Pn54D2vbinyfJXOdQ4T8VxX5lrOiyn8cu4lhnYRsI/89Hy8fgTwqXbcL0m6KRpvIm7LVWyPjTP6HIvJAsWl/xD0UjCCXR1oVaiLiuWgavDwxNrdEWHjBMcb/VDZmeki75Q95VbZaS7mtc1h98yQ8EvLKyswAL34iRvyfhC1EE//gKuSRpl1tua1vcuqcpHvicRnlhVqlhnh/XTT7QJ6UqdkOz8JfQV5ZmBnBr4TsRyH/G9pkPUHso1uQV9q21XD+QTrkUSO7UnJb7lmZl9f7wZx7Qnm9L2H3JKHP/r/xvH+VvYVs1yuRV7vPQO4NFSwp9Vf548MsEEIIIYQQQgghhBBCCJGDMAuywqbvs+1Pw2L3bt68Od/7LKZu/fr1/5o8EEIIIYQQQgghhJB/z98xV/+/56/pzP1Tsbiwso4NK495IIQQQgghhBBCCCGEFIzCLBBCCCGEEEIIIYQQQogcoM5cQgghhBBCCCGEEEIIkQMUZoEQQgghhBBCCCGEkL/M16//7xyQX0EjcwkhhBBCCCGEEEIIIUQOUGcuIYQQQgghhBBCCCGEyAEKs0AIIYQQQgghhBBCyF/m27f/dw7Ir6CRuYQQQgghhBBCCCGEECIHqDOXEEIIIYQQQgghhBBC5AB15hJCCCGEEEIIIYQQQogcoJi5hBBCCCGEEEIIIYT8ZShmrnyikbmEEEIIIYQQQgghhBAiB6gzlxBCCCGEEEIIIYQQQuQAdeYSQgghhBBCCCGEEEKIHKCYuYQQQgghhBBCCCGE/GW+UsxcuVTk2zcKd0wIIYQQQgghhBBCyN9kyynIvTGt8NehkbnkPyHtlj/kUdlqLfFhx2zIK6URS5Ecch7ySNWhEeIeXoe80qpQEy/CwyGPTM3M8Oj5G8gjW3NdJN89C3mlWrkJ3l/zgTwqU6s9HodHQV5Zm+nj4+UjkEel63ZBzOO7kEflrSvjwfMYyCs78/JIu3kS8qhs9dbICHSGPFJsPgihz2Ihr+wttBH76BbkkbZtNfiVsIK8apP1BPXaBUMeXfJtiIjnTyGPjM0tkRh6EfJK3b4+oif0gDzS23gAT8NfQx5Zmhn+v7NAyC+jmLmEEEIIIYQQQgghhBAiB2hkLiGEEEIIIYQQQgghf5n/RuTVIvjb0MhcQgghhBBCCCGEEEIIkQPUmUsIIYQQQgghhBBCCCFygDpzCSGEEEIIIYQQQgghRA5QzFxCCCGEEEIIIYQQQv4y/4mQuX8hGplLCCGEEEIIIYQQQgghcoA6cwkhhBBCCCGEEEIIIUQOUGcuIYQQQgghhBBCCCGEyAGKmUsIIYQQQgghhBBCyF/m69f/dw7Ir6CRuYQQQgghhBBCCCGEECIHqDOXEEIIIYQQQgghhBBC5ACFWSCEEEIIIYQQQggh5C/z7dv/OwfkV9DIXEIIIYQQQgghhBBCCJED1JlLCCGEEEIIIYQQQgghcoDCLJC/ysHAi3D3O4uElFRYGOph2oAusDMzkpj26Nkr8Lt0E+GRb/lrGxMDjO7RNl/6l9Ex2OTlizthz/Hl61eY6pXDqgmDUV5TXeb5PxDyHG63niLhQwYstVQwvXFl2OlI/j0+DyOwIOCW2HslixXFtQmdJaZfGnQHR0JfYEqjSuhTxULmeT8UcA6evqeRkJwCCyN9TBnUExXMTSSmPXbmIk5euIYXkW/4a2sTQ4zq1VEs/a5Dvjh95SbeJSShRPHiPM3Inh1hZyF5n7/jyKkg7D92EonJKTAzNsCkof1ga2EmMe2L11HY4+WNJ+ERiImLx/hBvdG9XUuxNF++fMXeA94IvHCFHw9NNTW0blwPA7p1QJEiRWSef19fXxw+cgRJSUkwNTHBqFGjYGVlJTX9xYsX4ebujnfv3kFPVxeDBg9GjerVhZ+np6fD2dkZV65eRVpaGsqVK4cO7dujTZs2Ms/7yRNHcezIASQnJcLYxAxDR46HpZWN1PSXL57Hfo+9iH0XAx1dffQfNBxVq9cSfu7l6YJLF84iPi4OxYsXh5m5Jfr0HwJLa1sUhkMB5wXlntc5rNz3QAVzY4lpj525JCj3UbnKfc+OUtOv2L0PR4MuYmL/rujVuqnM834w6DLcTgUjISUNFgY6mN63I+zMDCWm9T5/HX6XbyM8Koa/tjHWw5iurcTSs/1sOuiHaw+eIe1jOqpYmfB9GpbXknne/XyP4diRg0jKLjfDR42DpZW11PSXLwbD092ZlxtdVm4GD0O16jUlpt3qtB4Bp05gyPDRaN+xCwrDgTNX4ep/EQkp72FpUB4z+rSDnamBxLRnbj/AnhPBiIxNwOcvX2BYThP9WtRD2zqV+edZn79g69HTuBT6BFFxiShTShE1bc0xvmsLaKspyzzvR/0C4HXMF4lJrL40xIThg2BjaS4x7cvXkdi77xCehr9ATGw8xg7pj27tW+dLF5eQiB2u+3D9TggyMjOhp1MeM8eNhLWUevhXnTpxFMePeAnrmyEjJ8CigPrmysVzvL6J4/WNHvoOGilW31y7fAGBp44j/PlTvE9LxZpNu2FiJvvra46Dpy9lt3HSYGGoi2n9O0tv45y7Cr+LN0XnrIk+RndvI5a+Wt9JEr87vmc79G/bRKZ597pwG65nriM+9QMs9bQxs6sjKhrrSkwbFPIEewKvIjI+CVlfvsJISw39mtRAuxp2wjQfMz9hw/HzOHf/GVI+pENPQwW9GlZD93qC80LWvn37hgOee3AmwBcfPryHtU1FDBs9BTp6ks/bHP4nvOHjvZ+XOSMTMwweMREWVqLr0adPmXDbswWXL5xBVlYWHKrUwNBRk6GqJrs2pvfJQOw/5pfdxjHExKEDYGsp+dx6ydo4+w/jSfhL3sYZN7gvurdrJZam2/AJ/LO8OrVshskjBsks3+r1qsF0yhCoVLGDoq42bnUZjXc+Zwr+ToMasF0zE2VsLZAR+RbPl29DlNtRsTRGo3rDdPIQKJTXQmroYzycuBgpN++jsAzpY4x2zcujrFJx3A9LxZqtzxD1Nl1q+qJFgcG9jNG8sTY0VEsiPvETTp6JgeuB1xLTTx1tgY6tdLFx13Mc8omWWb59Tvjh8BFvJGa3LUePHAFrK0uJaSNevYKbhyeePw/Hu9hYjBg2FJ07dvitff6Ow/5n4ekTwMu8uZEBJg/uhQoWphLTHg+6gFPBV/EiUnDsrEyNMLJXJ7H056/fxtHAYDx+8Qqp7z/AddU8WJpIbi/JglK95ijTpB2KKasiK/oVko84I+t1uMS0mmPnQcGiQr73Mx7eQcLOlfxnRfsaUKrbDCUNTFFUqSxiV03n+y0Mfr7H4X3kEG+fmZiYYcSoMQW2zy5dDIaHu2t2+0wPAwcPzdc+i3z9Ci7Ou/Hgfii/xzIwNMSs2fOhra1dKH8DIX8KGpn7H6SpqYmIiAi0bt0aT548+W76efPmwdPTk/98/vx5+Pv7yzxPCxYsQEZGhsTf+W8JvHoH6z2PYljnFvBYMg2WhroYt2IbElPSJKa/HfYcLWpXwfbZY+G8cBLKaahi7IptiE1MFqaJehePoYs2wlhHGzvmjIPX8hkY0rEFSpYoIfP8BzyJxLrgUAyvZYt9fZvBQksVY7wvIvGj6LjmVaZkcQSOaCvc/Ibmv0lmzj6Lxv23CdBSUkRhYJ2uG90OY0iXNnBdMRvmRvqYsGwTElNSJaa/8/Apmtepjq3zJmP34hnQ1lDD+KUbEZuYJExjqFMOUwf1wr7V87Bz4TToaGlg/NINSEqV/P/5q85cuobNzvswqHtH7FmzCObGhpi8aDWSkiXnPTPzE3TLaWFkv+7QUFWRmMbz6AkcCziLSUP7w3PTCozq1x2ex07i8MnTkLXg4GDs3LULfXr3hpOTE0xMTTFn7lwkJ4vKcW6PHj3CipUr0aJ5c2x2ckLt2rWxePFiXqfkYPu7dfs2pk+bhp07dqBjx47Yum0brl27JtO8s05X513b0KP3AKzdtJN3riyaOx3JyaJykNvjRw+wbtViNG3eGms37ULN2vWwYslcvIp4KUyjq6ePYSMnYMOWPVi2ehO0y5XHwrnTkZIi+Xj8jtNXbmGj+xEM6doGrsv/EZT75QWU+0dP0bxudWydOwm7F02HtoY6xi/bJFbn5Dh/IwQPnr2ElprkMva7Aq+HYN1+Xwzv4AjPhRNhaaCLsWt2IzH1vcT0tx+Ho0UtB+yYOQLOc8einLoqxqzZhdjEFGFHx5SNLoiOTcS6CQOxb9FE6GioYdSqnUjP/CTTvF8MPoe9u7ajR+/+WOe0HSamZlgwd4bUchP26CHWrFyCZs1bYb3TDtSsXRfLF88TKzc5rl65hKdPwqCuoYHCEnAjFGsPnMSI9k2xb/4YWBroYPQ6Z6nHXkWpNIa2bQTX2SNxcNF4dKhXBQv2HsGVB0/55xmfshD26g2GtWuM/fPHYu3YPngVE4eJm9xlnvezF69gy153DOjRFbvWLYeZiRGmLliOpGRBOcgrg9eX2hjerzfU1VQlpkl7/x5jZ85DsWLFsGreTLhtXosxg/qibBklmeb98oWzcNm1Bd17D8DqTbt4x9riuVORUkB9sz67vlmzaRdq1K6PVUtm43XEi1x/XzqsbSui36ARKGyB1+5ivecxDOvE2jhTBG2clTt+oI0zBs4LJqCcuhrGrtwuVt/4b14ots0b1pM/cGxSw16mefe/HYY1R89iRKt68Jo+CFZ62hi19QAS0j5ITK+ipIihLWrDbXI/HJ45GB1qVcR8Tz9cDhMd+zXeZ3Al7AWW9W+Lo7OHok+j6lhxKBDn7z9DYTh+ZB9O+R7B8DFTsXztDigolsKSeVN4Z6w0rIPWdfdmdOs1ECs37oaRiTmWzpsiVuZcdjnh1o3LmDxzERaucEJiQjzWLJsts3yfuXQVm509MbBHZ+xeu4S3caYsWlHAOZsJnXLaGNGvp9RzdufqxTi2d4twW79gFn+/cV3JD8h+VTGl0kgNfYIH4xf+UPpSxvqo7rMDCeev41K1Dnjp5IqKO5ZA07GeMI1Ot1awWT0Lz5ZswaUanZAW+hg1/fagpJbsB2gwfboYoGtbPd6BO3zqXaRnfMG6RRVRsoT0B/t9uhiiY2tdrN/+HH1G38Q2lxfo09kAXdvp5UvboJYGKlgpIy5Bejn8FecvXMTOXbvRp3cvbNm0gXe8zp47T2rbMpOVm/LlMXjgAKirqclkn78q6PINbHI9iCHd2sFl5TxYGBlg0tINBdyTPIFjvRrYPH8qdi6dhXIaapi4ZD1iE0TnaXrGJ9hbW2BM38J5wJtbqcq1odKpP9ICjiB29UxkvXkFzVH/oGgZyQ9nE/auxds5w4Xbu+VT8O3LF6SHiNrsRUoq4NOLJ0jx2Veoeb8YfB67d+1Ar959scFpG78nmTd3VoHts9Url6F585bY6LQNtWrXxdLFC8TaZ2/fvsGMaZOgr2+IZSvXwmnrDvTs1QclS8r+Xvy/7Os3+d/+RtSZ+x928uTJAkff5Vi0aBH69Onzy525X79+5VtBFi5cKNaZm/t3/ls8T51Hx8Z10L5hLZjql8eswd2hqFASPsGSO6CWjOmPbo71YWWsD2PdcpgzrBe+ff2KGw8FN8jMloMnUKeSLSb07gBrY33ol9NEw6oVoa5SVvb5v/0UnexM0MHOGKYaypjdrAoUixfD8QeiTrZ8ihSBppKicNOQ0Fkbm5aOVedCsLRVDRQvVjhVwn6/IHRoWg/tGteFqb4uZg7tA8WSJeF77orE9IvGD0HXFo1gaWwAY73ymD2yP75++4Zb9x8L07SoVwM17G2gV04Lpga6mNC/Gz6kZ+D5qyiZ5t3L1x/tHBuhTdMGMDHQw7QRA6GooIATZ4MlprexMMWYAb3QrF4tlJDSqf/gyTPUq1EFdao5QEdbC43r1EANBzuEPRPdiMrK0aNH0aplSzRv3hxGhoYYN3YsFBQUEBgYKDH98ePHUa1qVXTt2hWGhobo378/zMzM+OjeHGFhYWjWtCns7e35qNzWrVrB1NT0hx4e/Qyfo4fg2LINmjq2goGhMUaOnQwFRUWcCTwlMf0JnyOoXLUGOnXpCQNDI/TuNximZhZ8dG+OBo2aoVLlqiivowtDIxMMGjYaHz9+wKuXkkc0/I79fmfQoUldtGtUB6b6Opg5tJeg3J+/KjH9onGD0bV5Q1G5H9FXUO4fiMo9wzpb1rgcwKKxg1C8WDEUBg//C+jUsCbaN6jOZxv8M7AzFEuWwPELNySmXzqyN7o3rQMrIz2Y6Gpj7pBu+Pb1G248EnScvH4Xj/vhrzFrQGdUMDXgD8DYz5mfsuB/9a5M83786GE0b9kazZq3hKGhMUaNncjLfFCg5Gub73FvVKlaHZ279uDlpk//QbzcsNG9uSXEx2HXNidMnvYPihcrvIlNHgGX0LlBdXSoXxVmeuUwu38HXm6OXbwtMX01a1M0qVoBprraMNDWQG/HurDQL4+7TwWjasqWVsT2qYPRvIY9jHW0YG9miJl92yPsVTTeJsj2JvngcT+0bd4ErZs1gjEbiT5qKL/Ongw6LzG9jYUZRg3qi6YN6qBkCcnHdN8RH2hpamDWhFF8hC/rSKpeuRIfnStLvkcPolnLtmji2JrXNyPGTsmub05KTO/nc5jXNx279IK+oTF69RsCEzNLPro3R6MmLdC990DYO1TFv9PGqY32DWvCVK88Zg3qlt3GuS4x/ZLR/dDNsR4/ZwVtnB6Cc/ahqLNTU1VZbAu+8wDVbMyhr60p07y7n7uBzrUroWMte5jpaGJOj5a8vjl2NVRi+uoWRmhayQqm5TVhoKXGO2otdLVxN1x0/Q95GY12NSvytHoaquha14GP+H3wSjDbSpbYwyq/4wfRpUd/VK9Vn3fKjp08G0mJCbh59aLU7504dgBNW7RDY8c2MDA04R3BJRUUcfa0H/+cjfBlPw8YMhYVK1WFmbkVxkychSdhD/D08UOZ5P2Azym0c2yMNk0bwsRAH1NHDuZtHL8z0to4ZhgzsDea1a+NksUln7NqKsrQUFMVbldu3YVe+XJwqCB9lPuviAu4gKfzN+Dd8aAfSm80vCfSX0YhbPpKvH/8Aq+2eiLmSABMJgwUpjGZOAiRew4iytUb78PCcX/0fHz5mAGDgYXTSdetvR7cDr7CpesJCI/4gCXrH0NDXQH1a0k/x+xslHHpWjyu3kpETGwmzl+Jx42QJNhYiN97aKqXxMQRFli0NgyfP8u2p8P76DG0bNkCLRyb8bbl+LGjoaCogIBAyYMSrCwtMWzIYDRq2EBq2/hn9/mr9p84jfZN66Nt43owMdDF9OF9oVCyJE6cvSQx/cIJw9ClRWM+0tZYTwezRg7MbpuFCdO0alibdw5Xr1g4s7xyK9OoDT5cOYOP18/j87toJB/cjW+fPqF0rcYS03/7+AFf01KEm4KVPb5lZYp15qbfusg7hzOfFt4IdObY0SNo0bJVdvvMCKPHTuDts9OBARLT+xw/mt0+687bZ337D4SZmTlO+B4XpnF3dUbVajUwaMgw/pmOji5q1qoDVVXJDw0I+S+hztz/AB8fH9jY2PCOlenTpwvfNzY2RkhICP/58ePHfIRdhQoV0LlzZ96x4+Liwj8bOHAgNmzYwNNu376dj5h1cHDgHa4FjbTt0qULWrRoATs7O7x9+xZTp05F9erV+XcbNGgg7NgZOXIk/7d+/fr8s9jYWOHvZN6/f4/Bgwfz/bCNdfzKWtbnz3j8MhI17URTdYoWLYoadpYIfVZAZ2ieEUSfv3zlo6AY1oF9OeQRjHS0+Yhdx1GzMWDeOpy/FSr7/H/5irB3yahpJJouUrRIEdQ0KofQtwlSv5f+6TNa7zqJVjv9MOn4ZYTHi4+0YI2ROf430L+aJcw0C2eEHz/2L16jRkUbsWNfvaI17v9g5yU79l8+f4GylJFY7Hew0AxlSpfiT9hllvesz3gaHoFq9hXE8l7N3hYPnzz/5f3aWVngdugjvH4juKl89vI1QsOeolZl2Y52YlMynz1/zs+73Plnr8Mei3cQ5mDvO1QWn4ZatWpVsfSsvrl2/Tri4+P5Tey9e/cQHR2NKlWqyDTvbGpypVydICzv9g5V8ETKTeyTx4/E0jMOVapLvellvyPw1AmUVlKCsYnkaeC/V+ewcm+dv9w//clyryQq96zeWbDFGX3bOvKHGIWB5z0iGjUqWIjXlxUscP/5q5+oL9k5K6gvP2V95v/m7rBj+2SvQ569LIRyU0Xs97DXrHxILTeVxctN5arVxNKz475+zQp06tIdhkaSw17IJP+fP/NRtCwMQu7817Q1Q2i45Cm0ubHz8fqj54iIiUNVK+n5TPuYwUdYso5e2daXL1G1UkWxvLPXD5+IHoL+rMs3bsPazBTzVq5Hh/7DMWTiTPgGFjyV+lfLjX2++qaq1PqDvW8vob6RVj8VJkF9E4WaFfK0cSpYIPSnztmvUMk+Z/NioRsuhTxCh0ayHV3JwoCERcagVq7yWrRoEf46NCL6x8r8kwhExCaiqrno+u9goofg+8/wLjmNp7nx9BVexSahtrXsz9/Yd295mISKDtWE7ykplYG5lY3U8sDK3AuJZa6asMy9eP4EXz5/5u/l0DMwgqZWOTx9/ECG56xdnjaOHR4+kc0IZvY7AoMvoXXThoUSRupnqNZyQPxZ8YepcacvQa2WoI1UpEQJqFSpgPgzuQYafPuG+LNXoFpL9uE5dMspQlNdATdDRKMSP3z8gkdPU2FnLT0EzoOwVFStpAYD3VL8tbmxEuxtVHDtdqIwDTvUcydbY793JF6+/lgobcsqDpXEyk1lBwc8evzkj9mn5N/zGU9evEJ1e1vxtpm9DR78aNvs0yd8LuCepFAVK4YSBqbina7fvvHXJY1/LISPUq3GSL9zBd8KmDVQGNj/8XMJ7TOHAtpnjx8/gkPlKvnaZ48fhwnbZrduXoeenj7mzZmJvr26YcrEcbh65XIh/zWE/BkoZq6cYx2jgwYN4jEubW1tsXPnTiQk5O/c69evH0aPHs3TslF1lStXRu/evcXSsA4e1vHKprPkdLQW5OrVq7h79y4fmcfMmDEDa9as4T97eXlhwoQJfJQv6yDesWMHz6Oqav4pWWwKN5t+ExoaymNx1qtXD9bW1ujRo0e+tCwd23JjT/S+JzntA49nm3fErLpyWUS8icWPcPLygaaaMmrYCUY7symvHzMy4eIbhFHdWmNcz3a4GhqGaRv28tAMVW1k1zmUnJ6JL9++QT3Pjbd6aQVEJEqeFmSkVhbzW1SDhaYK3mdmwe32UwzyOodDA5qjXFnBzZrLzScoXrQIelWWbUeWWN5T30s+9irKePVGEKvve7Z4ekNTXQXVc3UIM5duh2LOxt28YaWpqgKn2ROhqlxGZnlPSUsT5F1VvFGtrqqCV9G/Prqnb+e2+JCejj7jZvKGDGuMDO/dFc0b1oEspaam8n2r5ZnSpqaqiqjISInfYXF12ed507P3c7CYu5s2bUK//v351Gd2g8bO94oVRZ04vystNYXnXSXPk3X2pD06UnKnFruZzvsknr3OnXfm5o2rWLdyEa9L1NQ1sGDJGiirqBRSuVfOX+6j3/3QPrbsOwpNNVbuRR3Cbj6BKFa0GHq0kjwCQxZy6ksNFfFzib2OePtj9eWmgyf5SL6atoKbCzYSt7yGKjYfOoXZg7qglEJJeAZcxLvEFMQnyy40Smp2uVFVy18OpJV56eVGdGPsfciLl/W2HSTHHJeVpLSPgnKTpx7TUGbHPq7AztkWU1bwTr2iRYpiVr/2qJWrMz63zKwsbDrsj5Y17Xn8XFlJSU3leVfLE16GvX4d9etxGt++i8Vx/yB069Aafbt1xONn4di0y4XHSm/ZpKEM65sv+cqBynfqG0n1E3v/3ya1jaNS9ofPWSevE4I2Tq4O4dxOXLwBJUVFNK4m24eOSR9Ymf8GDWXxjhGNskp4+U76w+q09Aw4ztnCO4NZ5+8/3ZujtrUoZj6LubvIyx/N525B8aJFUaRoEczv2RJVzWUfxzI5SZDP/PWIOpKTEwsscyqq6vnLXJSgA56VpeLFS0CpjPj/K/uOLMqZsI2T5/qnpsquU4LY7b/r4o1beP/hI1o3aYD/N4Vymsh8Jx7Ll70uoVIWRRUVUEJNBUWLF0dmrHi5y3yXACUryfFUf4e6Wkn+b1Jyltj7ScmfhJ9J4nH4NZRKF4Pntur4+vUbL/873V/idHCsWPgGdl4d8pVdjNy8bcu85Z21FSMjo/6YfUqSnFZQ2+zH7km2ehyGlrrqvzIKN6+iSsooUqwYH2Gb2xc24lb7+w/4SxiaoYSuIZL2b8e/Lad9pvZT7bOkfH0Hua+zKcnJvO/g8KEDfNTuwEFDcfv2LSxfuhBLV6xGxYqihwOE/BdRZ66cYzEq2Yhc1pHLDBkyBOPGjct3gWSjbtl06ZxRdazD9HexmLw5HbnM6dOneUxOtiASq6wTE3+soRkUFIS1a9fyTi0lJSWeT7YvSZ25y5cvzzdyd/78+ZjSVrTgSGFw8TmNwKt3sWPOWChkx+BhIz2YhlXs0Ce7Y4WFZLj3LAJHzlyWaWfur6ikq8G3HPa6GujiEsAXORtd1w6P3iVh/51nPP7u/3u0REFcj/nzmLtb508RHvscVStYwX3VHN5xdvzsJfyzYSf2Lp2Zr5H2pzl75QZOX7iK+ZNG8dANbGTupr0e0FRXRavG9SEPswHYaH927pXT1sb9Bw+wdetWaKir8wdFf7qK9g5Y57SbNyxP+5/AmhULsXLd1j9qSpbr8QAec3frvEnCch/24hUOnDoHt+Wz/uhz1vnEWR5zd+fMkcK8lyheDGvGDcCivQfRePR8FOOjBs1R195aWJf+qZ4/ewpfH2+s27T9jz3uSool4bVgHNIzM3H9UTjWep2EvpY6D8GQG+v4mr5tPxvIg3/65V985k/09dtXWJmZYni/Xvy1pakJXr6K4h28surM/du5+ATxmLs7Zo/Jd53N4RN8Ay3rVJH6+b9NSUEBB2cO5gudsZG5a4+ehb6mKg+rwOy/cBuhEW+wcXgX6Kqr4PbzSCw7dBpaKmVR6zdH5148F4gdWwSDF5hZ8wWLCJH8TgSdR80qlaCp/udcX/9fHBtqY9oY0cOS6Yt+bUp7k3pafF8L14TxUbcWpkoYP9ScL4Tmf/YdrMzKoFt7fQyeKDk0D/l1bkdP4vTlG9i6cNofUxf+DKVaTXiMXWmLpckb1j5gataqjY6dBKFQTM3M8TjsIfxPnqDO3J/whzfFiRTUmfsf86M3mrK4IS1TRjRy6PXr1xg7dixu3rzJ42uyUbYs1MKvKChvs2bNwuTJk/ONzP10/1yB+1Qtq8Q7D/IuBJKYmgaN78S3ZStDu/iewdZZo2FhqCe+z2JFYaInHrfPRLccQp7INvapaikFFCtSJN9iZ4kfMyXGwZWkRLGisNZWRWSyYEGRu9Hx/PssDEMONvp3ffA97LvzTOpiaT+dd+Uyko99Siof4VoQD99AuB33x+Y5E2FhpJ/v81KKCjAor823ipam6DJhLnzOXsbATuIrK/8qlbJlBXnPs9gZW/1W2uJmP2Krqxf6dG7L4+oyZkYGfOVnd+8TMu3MVVZW5g9J8o5MTUpOhpq65MU82BNz9nm+9NlP0tloVldXV8ydMwc1atTg75mYmOBFeDiOeHvLrDO3rLIKz3vexYfYIgnSVvFm7+ddRIG9zjsKQFGxFF95nm1W1rYYPawvj4vZpbvs4niLyn2qhHJf8MMGD9/TcDsegM2zJ4iV+5DHz/kCfx3Giha/YSNMNrkfwYGTZ3Fs81LZ5D27vkxIEV9wi73W/E596XbyPFz8zmHb9OGwMBQfJWJjoo/9iycj7WM6n6KoplwG/Rdugq1J/nP7Vylnlxs2miNfOVD/2XIjSP/o4X0++mPoAEFnIsMeWDrv3g7fY0ewy0V2C4aolS0tKDd5FjtLSH1f4LWK/c2G5QQP76wMdfHybRz2+gWLdeayjtwZ2/bjbXwydk4fKtNRuYyKsjLPe96Fk9hraQsl/QgNNTUYG4iXESMDXVy4KjkW7K/XN8XylYOU79Q3P1M/FSapbZwU1sYpuL5x9zsHlxNnsHXmqHznbI67j8Px6m0slo8VDAqQJTUlVuaLICFVfLEztviZZp7Rurmx0YiGWoK63Vq/HB/FuyfwGu/MZYv+bfINxvqhndHATvBgncXLfRL9Dq5nr/92Z261mvVgbiUalfc5KytXPSOKdcpG5RqbWBRY5lLyjNwVlDnBuczK0ufPWfjwPk1sdC77jizKmbCNk5L3nE39rTZOjpjYONwOfYAl0yfiT8BG4bLRubmx11kpafiakYlP8Un4+vkzFLTFF7hUKKeBzBjxEb2/4tKNBDx6ekv4umQJQbRDNdUSSEgSLQSqploSz19IXvCSGT3IFJ6HI3HmomC2xotXH1BeSxH9uhnyzlz7CipQUymBI3tFA12KFyuCsYPN0L29ProNvS6TtmXe+jJ3W/FP2KckqmWlt82+V+Y9fQLgfuwUNs2bAnMZhnT7GV8/pPLFy4qWFc9rsbIq+JJWcAx8tshZqSp1kHrqIP4fctpnee9JBPWm5P9jNssq7wJ4ua+zbJ9s1hSLv5ubgYEhHj38/VA0hPzpKGaunGNxcFnHKRslx+zduxefPn3Kd4GsVKkSPDw8+GsWy/bSJclB3lnalDyNuh/BvsMC2uvo6PBRVps3bxb7vGzZslL326xZM+zZs4d/78OHD3B3d+cxfSVhHbcsj7m3HwmzwKZjWpsYiC1exm7Gbz54CnsL6Y16V98z2H00AE7TR8LW1DDfPiuYGvIbnNxex8RCR1O2IxBYR6xNOVXceB0rFu+WvbbX+bFV1dl0q+fxqXwhNKaNjSEO9HfE/n7NhJuWkiL6V7PCls6y61Dkx97UEDfvh+U59o9R0UL6tDX34wHYe8QPG2aNh43Zj914ffv2lU8zlpUSJYrD0swYt0MfiuWdxbutYPXrI6/ZatAs5nFurHH5vYUEfxY7Jy3MzRFy757wPfY72Eh9G2vR1P3c2Ps5sbZzsHAqOelZHNTPnz/ne+hSlE37kmH+Wd7NzC0RGnJHLO/3Q+7AyloUwzg31jEbek+Unrl39zYspaQX7fcbj+UlS4I6xxA3HzzJU+6f8AcP0rj7BGKv90lsmDUWNmbijdPW9WvCc9VsuK/8R7hpqamgbztHbPxnnGzzbqyHm4+ei+f90XNUNBfPU26ufuew2+cMNk8ZClsT6Tc6ZUuX4h25r2PiEPYyCg0rV5B9ubl3VyzvoSF3efmQWm5ylTMm5O5tYfpGTZph45Zd2LB5p3BT19BAxy7dMX+JbEfksWNvY6SL62Hix/5GWDhfuOxHsevpp1x1YU5H7uvYeL4YmqqUuKi/X1+a8M6b3Hm/E/oAFawkT93/EXY2lnj9RnzKd1T0W5TT0pR5ubkfcjtPubkjtf5g74feEx/5Fnr3ltT6qTAJ6hv9/G2ch89gX9A5e+IMdh8LhNP0EfnaOLkdD77OH8ZYGukVQt6LwcagPK4/jRCrk68/fQV74x//faxNlHP9Z7F/2Zb3OsvDGslg+FGp0qWho6sv3NgCeKxz4UGu8sMW1nz+JExqeWBlzpSVuVxliF/j7omuWabmVihWvLhYmuio14iPewdLa1Gc298/Z/O0ce6zc/bH4m8W5OTZC1BVUUHtan/GjJ3kayHQaCI+k0+zaR0kXRO0eb5lZSHlzkNoNqktSlCkCDQa10bytd9fqDM9/Qui32YINzaqNj4xE9Uqie4ZSpcqBltLZTx4LDmEGqOoUCxfOWZt/KLZxT3g3DsMGHcLg8aLtriETOw/GonJ80Nl1ra8GxKap215D7bWVn/MPiX/nuKwMjXCrTz3JGyBZbsC2mYex0/B+fAJrJ898YfvSQrFly/IinwBBctcYc2KFIGCpR0+RRQc57qUQy0UKV4c6TelL8pYmNj/sbmE9tm9Atpn1ta2/PPcQu7egbW1jajcWFohKko8TANbx0NLWzR7mJD/KurMlXNaWlq8A7dTp068w/bZs2fQ0Mjfuefm5oZt27bxBcZYbFu2UJmk+LVsP6wj53sLoOXFYmX27NmTL7DG9m1oKH5TMGXKFDg6OgoXQMtt7ty5vDJm+6hZsybat2+P7t27Q9b6tGqEY+eu4sSFG3gZHYPlzoeQnvkJ7RoKFvOYt80Dm718helZLNzth/0wb3gv6GipIz45lW8sTm6Ofm2a4PS1uzh69goiY+JwIPACLt55yFeIlnn+q1ri6P2X8H0YgRcJqVgWdAfpWZ/RvoKgUTH31A04XRRN2dp59RGuRsQgKvk9wt4lYc6pG3ib+gGdKpoIR/uaa6qIbcWLFeUjfY3VCx5997N6tWnGwyD4BV/Fy6i3WLl7H19spW0jQYzYBZudeXzQHGw07o6DPpgzagB0tTWQkJzCt48ZgpHJ6RmZ2Lr/KF9I6m1cAp9+vnibK+ISk9G0lmxXDe/ZriV8g4Jx6txFRERFY80OVz6VuU12/LfFG3dgu8dBscUVnr18xTd2YxmXmMR/jnoripNat3pluB32wZVbIXgbG4fga7dwwNcfDWqKFjmRFXZOs9jVp4OC+Aj6zVu28NG17HxkWJxrZ2dnYfoOHTrg9u3bfJRtZGQkfwjE6pV27drxz5VKl+bn6p69e/mDpJiYGB4W5cyZM6hTR7Yxf9t36obTASdwNsgfka9fYceW9cjIyEBTx5b8841rl8HdZZcwfdv2XXD39g0c9z6IqMjX8PJ0QfjzJ2jdthP/PCMjHR6uu/hCC7GxMQh/9gROG1YiMSEOderJfrp2rzZNReU++i1W7tnPO/LbNhTcKC7Y4oIt+48J07PRuDsO+mLOyH7Q1cpf7lXKloGZgZ7YVrxYMT7S10hXfIbA7+rbsgGOBl+H76VbePnmHZa7evP6sn396vzzeTv2w+mgaFQ/H43rHYD5Q7rxh1mS6svTN+7hVlg4omITcP7OA4xevQuNqlZA7Yqyu1FjOnTqikB/P5wNCuDlZvuWDcjIzEAzxxb8c7aQmZvzbmH6dh06487tmziWXW72e7gi/NlTtGnXUTjyw8jYRGwrXqw4H7mrry/70Tl9W9TD0eBb8Ll8By/exGKZ+3F+7DvUEywCMmfXIWw6LFr5eY/feVx7+AxRsYk8vZv/RfhdvYvWtR2EHbnTtu7Do4hoLB3Wg3cCxKek8U2WD7+Y7h3awC/wLPzPBiMiMhrrtu/h9XWrZoLza+n6Ldjptl+8vnwRwbesrC+IT0jkP0e9FcUu7Na+DR49eQ73Q0f5+6eDL8E38Cw6tRb8f8pKu07dERTgh3NB/oh6HYGdW9YhMyMdTRwFMz02rV0KD5edwvRt2ndFyO0b8PE+gKjIVzjg6czrm1bZ9Q2TlpaKl+HPeDlk3kRH8tdJidJjwf5WG+f8tew2zjssdz4s3sbZ7onNB04I07MZR9sPn8K8YT2hoym5jcO8/5iBoBv30KFR4YWz6te4Bryv3IPP9ft4EROPJQcDeN471hLE553t5ouNPueF6fcEXsXVxy8RFZ/M07ueuQ6/Gw/Rprqgg7NMKQVUMzfAuuPncPPZK57u+LVQnLjxAE3tf/3BgjTs4WabDt1x5IArbl6/hFcR4di8bgmPyV69tujh+MJ/JuCU7xHh67Yde+BMwAmcP3MKUZER2LV1LS9zjZu1Fi6i1sSxDVx3b8aD0Du8fG3dsJx35H7vIeWP6tG+FU6cPodTZy/wc3btDmd+zrIFy5glG7dhu7tXnjZOBN94GyeBtXHEz9mcTpqTZ4PRqlF9fp0qDMWUSkO5kjXfmNIm+vxnRQMd/tpqyWRUchY9cHu10wulTQxgvXwaj4FrNLI3dLq1wsuNggWhmZcbnGEwpDv0+nVEGWtT2G1ZgOJKpRDp6l0of8Mhn2gM6GGIujU0YGqkhDmTrZGQmImL10QjgTcssUfnNqJR85dvJqB/dyPUrqaO8toKaFBLAz066uPCVcF3UtM+847i3Nvnz9/46N/I6HSZ5Ltzp444FRCA00Fn8Pp1JJy2bOXts+aOzfjnq9auw14XV/FFJsNf8I2VG7a+C/s5OteDuu/tU1Z6tXWEz5kL8Dt/GRFRb7Bql4egbda4Lv98odMebPUUnadsNO5Or+OYPXogdLQ0kZCUwreP6aLZkilp7/H05Wu8jBL8Pa/fxPDXLJ2svT/vB6XaTVC6egMUL6cH1W5D+ajbj9cFdaRanzFQbiuaSZSjNFv47P4tfP2Yf9R3kdJKKKFnhOLlBQ/Qimvr8td5RwD/LhYKIcD/JM4EBfLr4tYtm8TaZ+vWrISr8x5h+vYdOvH22VHvQ4iMfI19Hm489FXbdqIwUZ27dMOli8F8v2/eROOE7zHcuH4Vrdu2l2neCfkTUZiF/wDW+cK2HCtXChouERGiUQ6sc5UtWMYanC9fvuQjetkK9YyLi6gRw6ZLs1F437NgwYJ8723cuJFvOebMmSP8mcXWZFuO3L+ThWtgHdKFrXntKkhKe4/th08iISUVlkb6cJoxUjgFMSYhSWwUx5Ggy4LRTBtFHV3MsM4tMaKL4OaucfVKmDW4O4+pu8bNG0Y62lg5YTAcrMxknv8WVgZI+piJbVceIeFjBqy0VLC5cz1hmIWYtI9i+U/N/ITFp+/wtMoKJWBTTg3OvRrDVOPfjyfrWKc6j2u786APEpJTYWmsz0fcamRPN3+XkMinTObwPn2BN/Zmrdshtp+hXdtiWLd2fHQNW6jgZPA1vpiBSlkl/qR8x4JpMDX4/gIAP6NpvVpITk3D7v3ePLyCuYkh1s6dJgwR8S4+QSzv8UlJGDRlrvD1/uOn+OZQwRqbF//D35s0tB927TuCtTtdkZSaCk01NbRv3hiDugk6j2SpYcOGfGEiD3d3JCYlwczUFIsXLRJOW4uNi0ORoqLneiz+9ozp0+Hq5sbPUz09Pf7AxdhYNBJh5owZ/LNVq1fzGNna2toY0L8/2rSWTWiOHPUaNEFqSgq8PFz4YlQmpmaYt2ilcHpVXFwsihQR5d3a1g6Tps3BPve98HDdDR09Pcycs5h3vjFsSitbZOHcmfl8v2WVlWFuYYWlqzbB0Ei0cI6sONapJij3h04Iyr2RPjbMHCcq9/GJYuessNyvF3VQM0O7tMGwbm3xb2pe0wFJqR+w3TuAr2JvaagLp6lDhVP9YxKT+YJCOQ6fvSqIx7rZXWw/wzs6YkQnwUwLttDZ+v2+gnANqmXRpm5VDOsg25s0pn7Dxjwe8j53Vm6SeLmZv2iFsNzEx8WKnbM2thUwZfpseLjthbvLXujq6WHW3EXCcvNva1HDHklpH7DtWBA/9lYGOtgyaZDYsc+df/ZgbJm7D2KTUngMP+PyWlgyrDvfDxOXnIrgEMEopJ4LnMR+167pQ/PF1f0dTerXQXJqKvbuO4TEpGSYmxhh9fyZUM9+eBwbHy9eXyYmYuikmcLXXsdO8M3BzgYblwraDDYWZlgyazJ2unvB7YA3ypfTwtih/eHYSLYPTes2aIKUlGR4eezli6uYmJpjzqLVYuUmb30zcdpc7HffA0/XXdDR08f0OUthaCw6njevXcaWDSuEr9etFMT87957IHr0GSTT/DevVRlJqe+x/Yh/dhtHj4+4FZab+DxtnDPZbZxNovYYM6xTC4zoInhgxgReu8NHeresLb6iuCy1rGqDpPcfsdXvIuLTPsBKTxtbR/cQLooWk5Qqlvf0T1lYdjAQ75LToFCiOEzKaWBp/3Z8PzlWDuqAjT7BmOXqi9SPGdBRU8bYtg3QrV7hjBLt0KU3f2C4w2k1Pn54D2vbipi9aA1KlhTNHnsX84YvfJajboOmSE1JxgGPPbzMGZua8+/kDqEwcNg43uZZs2wOD+dQqUoNDB0tHm7sdzStV5u3cfZ4HUZiEmvjGGHNvBmiNk5cgthMHNbGGTxZFOrH67gf3xwq2MBpiajdfyv0Af9uTqdwYVCpaofaZ0TXHNs1gjZWpJs3QofMgoKOFkpld+wy6RFRuNl+BGzXzoLxuP7IiIrB/RFzEH9aNFvx7aFTKKmlDsv546FQXgup98Jwo+1QfMqzKJqseB6JhKJiMUwfa4kySsVx/1EKpsy/j09ZopG3euVLQVVZFJ91/Y7nGNbHGFNGWfBwCixWro//Wzh7CR4a/RsaNajPZ1y6eXjy66ypqSmWLloobFvGxcWJnbMJiYkYPX6C8PVh76N8s69oh9Urlv/QPmWlWd0avK7cfeA4b5tZGBvwEbdi7frcbbPA87xt9s/abWL7GdKtHYZ2F9x/X7p1D0u2iu4X527YmS+NrKTfvYqiZZRRtnV3FFNWRVZUBOK3LxcuilZMTYPPVMytuLYOFMxsEL91icR9lrKrBrU+o4Wv1QcKQqOknjqENP/DMst7/YaNkJKaDE931+z/YzMsXLQsV7mJFWtbsvbZ1Omz4OHmAjcXZ94+mz13gVj7rHadehg9dgIOHdyPndu3QE9fH7Nmz0eFCr8/e+Fv8u3rfyFobhH8bYp8+9NXHiEyERgYiGnTpvGfv3z5gtmzZ6NXr/xP7eRV2i1/yKOy1Vriww5Ro1jeKI1YiuQQ0WgZeaLq0AhxD2UXc/HfplWhJo9TK49Mzczw6LlsVsr+t9ma6yL57lnIK9XKTfD+mg/kUZla7fE4XHarWv/brM308fGyaLSPPCldtwtiHv/+NOP/h/LWlfHg+Y+tUv4nsjMvj7SbolHw8qRs9dbICBR/IC4vFJsPQugz8Zlk8sTeQhuxj0TxWeWJtm01+JWQ7YyNf1ObrCeo1y4Y8uiSb0NEPBeFa5EnxuaWSAz9/4QQkAV1+/qInpB/8W95oLfxAJ6Gv4Y8svyJEFb/ZWu8ZRvq7/9haue/L+gAjcz9S7AYtNLi0ErDwi0MHDgw3/sDBgzApEmTZJg7QgghhBBCCCGEEELI91BnLpGKxbfNuxASIYQQQgghhBBCCCHk/4M6cwkhhBBCCCGEEEII+cv8J0Lm/oX+vsAShBBCCCGEEEIIIYQQIoeoM5cQQgghhBBCCCGEEELkAIVZIIQQQgghhBBCCCHkL/ONwizIJRqZSwghhBBCCCGEEEIIIXKAOnMJIYQQQgghhBBCCCFEDlBnLiGEEEIIIYQQQgghhMgBiplLCCGEEEIIIYQQQshf5utXCporj2hkLiGEEEIIIYQQQgghhMgB6swlhBBCCCGEEEIIIYQQOUCduYQQQgghhBBCCCGEECIHKGYuIYQQQgghhBBCCCF/mW8UMlcu0chcQgghhBBCCCGEEEIIkQPUmUsIIYQQQgghhBBCCCFyoMi3bzSomhBCCCGEEEIIIYSQv8myA18g7/7pUQx/G4qZS/4TnM9BLg1qDKzx/gp5NbVzUVx7nAJ5VMtaBUdvyO+Fq1ONYrgalgp5VNtGGXeeJkAeVbHUwIk7nyGv2lYpjsPX5bPO6VqzKG49SYK8qmalhl1BkEvDmgGn7mZBHrWqXAJ3n8VDXlW20MSOQMilEc2Bc/fTIY8aVywlt9epnGvV+Qfyeewb2ZVCvXbBkFeXfBvCr4QV5FGbrCcYsyYZ8mjLVFV435DP9g3TuUZRuT72V8LSII/q2JT9f2fhj0DDO+UThVkghBBCCCGEEEIIIYQQOUCduYQQQgghhBBCCCGEECIHqDOXEEIIIYQQQgghhBBC5ADFzCWEEEIIIYQQQggh5C/zlYLmyiUamUsIIYQQQgghhBBCCCFygDpzCSGEEEIIIYQQQgghRA5QZy4hhBBCCCGEEEIIIYTIAYqZSwghhBBCCCGEEELIX+bb1/93DsivoJG5hBBCCCGEEEIIIYQQIgeoM5cQQgghhBBCCCGEEELkAIVZIIQQQgghhBBCCCHkL/Pt27f/dxbIL6CRuYQQQgghhBBCCCGEECIHqDOXEEIIIYQQQgghhBBC5AB15hJCCCGEEEIIIYQQQogcoJi5hBBCCCGEEEIIIYT8Zb5+/X/ngPwKGplLCCGEEEIIIYQQQgghcoBG5pK/crXGi76bcO/SIWSmp0LPrApa9FoA9XLGUr9z1X8HntwNRGLMCxQvqQg908po1GkqNMqbCtMkxb3G2cMrERV+G18+f4KpbX049pwLJWVNmeb9dpATHt88hE/paShnVBn1Os6Hiqb0vD+6th9h172QlhTNX6tpm6NK09EwsGogTJOa8BrXTq7Cu1d3eN71LeujTrvZKF1Wtnk/um8nzp8+ho8f3sPC2h4DRs1AeV3DAr8X5HcIp455ICUpAQbGFug7fCrMLCuIpXn+OBSHPbYh/OlDFC1aDIYmFpi2YBNKKijKNP+nvTfj5rlDSP+YBmPLyug4cB40y0s/9ud8duLhrSDEvn2BEiUUYWThgFY9p0BLx0SYJutTJvz2rULo9ZP4nPUJFhXroePAuSirIuNjv38HgnMd+/4jZ37/2J88iFNHPZCSnABDduyHTYNp9rGPe/cG00Z0kPi90dOWo0bdZjLN/2HP3Tgb6IMPH9JgZWOPwaOnQUfXoMDvBfodga+3J1KSEmFoYo6BIybD3NKWf/Y+LRWH9u3G/bs3EB8XA2VlNVSrVR/d+w5HaaUyMs17wOHNuHb2MNI/pMHEqjK6DJ4HLR0jqd8JD7uF8yf2IurFI6Qmx2Hg5E2oWL2pWJrMjA/w278eD26dxYe0ZGho66Fei76o49hDpnk/4+2Em+cPIeNjGowsKqP9wPkFlvlgX1bmTyMuu8wbWlRGix6iMv/xfTLOeG/G8weXkZzwFkpl1WFbtSmadRkPxdJlZZb3nPwf2bcL5wKP48OH97C0qYjBo6Z/t9wH+h2GHyv32eVmwPAp+eqcnP2vWjgJoXeuYdI/K1GtVkOZ5v2y3ybcvyy4TumaVoFjzwVQ05Z+7EMu7EPIxf1ITRTU9Ro6FqjdajRMK4jyde/SAYTdOoHYyIf4lPEBY1ffhGJpZZnlOyfvpw5tESvz3YbM/W6ZP+vrjMiXj5CaFIfBUzbCPk+ZZ2Kiw+G7bz3CH93C169fUE7PFIMnb4Capo5M83+I1TcBvsL6ZsjoqdDRK7i+CTjB6pt9wnIzaMQkmFvlqm88dyOU1zfvoKyihuq8vhkm8/rmyslNeHDlEDJY+8akCpr2KLjc3Lu4D/cu5So35S1Qq+VomGSXm/QPybh60gmvHl9CatJblC6jDjP7ZqjbZgIUSpWVad59D2zDpSBvfo01s3JAr+H/oFwB5ebZo9sIPO6K1y/CkJIUh5HT18GhRhOxNHevncGFwEM8zYf3KZi92gsGJtYyy3dhXqeY3ZtX4v69m0hKjIeiYmlY2tih14DR0DMwlmnefb224WKuY9+bHXtd6cf+6UPxYz+KHfua4sf+Ts6xDxcc+zlrCufYM0P6GKNd8/Ioq1Qc98NSsWbrM0S9TZeavmhRYHAvYzRvrA0N1ZKIT/yEk2di4HrgtcT0U0dboGMrXWzc9RyHfATnyu9Qr1cNplOGQKWKHRR1tXGry2i88zlT8Hca1IDtmpkoY2uBjMi3eL58G6LcjoqlMRrVG6aTh0ChvBZSQx/j4cTFSLl5H4WlTV1F1K1YEqUUiuDFm8/wOp2OuGTpQ/xa11FEmzribfOYhC9Y7Jwm9p6JTjG0q68IY53ifMRgdOwXbD7yHlmfIdNyH8TaONnteiPeri+4jXPeZyce5GrjsHZRyzzt+htnDyLk6gm8iXjE22rztl9HKSXZXmf/C8f+GL8vOZp9X1IJ/X7gvuQMvy9xF96X9OH3JXb8s3h+X9Je4vdGT1uB6jK8LyHkT0Ejc+VcREQEVFVVfyhtkSJFkJycjP+HDRs2ICYmRvh6+/btWL169f8lL9cDd+H2OXe06L0A/WccRImSpXDAaQg+Z2VK/c7rpzdQpWEf9JtxED0mOOPrl884sGkIPmV+5J+zfw9sHMyPca9Jrug7bT++fMnC4S0j8U2G8xbuXdiNh1c8UK/jAnQYfQAlSpbGqb3DCsy7kkp5VG8xGZ3GHkbHMYega1YLge5jkfjuGf8869NHnNw7lOe9zVAXtB+5D1+/ZCHQbbRM837S2w2n/Q5g4KiZmLd6LxQUS2HNgvH49El63q9fPI39ezegQ4+hWLjODQYmFvw7qcmJYh25axZOgJ1DLcxf44wFa1zQrE03FGEtdRkK9tuDK4Ee6DhoPsYs8EIJhVLYu2o474yV5uXjW6jVrBfGzN+PITN248uXz9izcig+ZQjKDXPCcwXCQs6h99j1GD7bDWnJsfDYOEGmeT951A2nTxzAgJGzMG+VMz/2axeOK/jYXwqE194N6NiTHXt33pG+ZuE44bHX0CyHDc6nxLZOvYbzm037KnVkmn/fIx7wP3EIQ0ZPw+I1u6GgqIgV8yYVmP+rF4PgvnsTuvQajGUbnGFkYs6/k5Kd/6TEOCQnxKPP4LFYvdkDIyfOxr0717Fj0zKZ5v2c7x5c9PdE1yHzMWHxfpRUKIWdKwouN58y06FraIXOg+dITePjvgqP711C7zErMGOtL+q36oejLkt5566sXPTbjaunPdBh4AKMmn8AJRRKw2X1sO+U+Zuo1aw3Rs7zwqAZe3g96LJKVFey8s22lr2mY/wyH3QZvgxPQy/Ce4/0v/VXnfB2R8CJgxg0agYWrd4NBYVSWDF/4nfKzWl47tmIzj2HYsl6V36zwL6TU25y8/fx4vVmYbhxehfunnfnHbh9pgmuU4c3F3ydKqtWHg06TEW/Gd7oO/0IDC1r4diOMYh/I6jrmc+f0mFiWx81W4xEYTnjsxcX/D3Rbeg8TFqyj5f57ctHFFhuMjPSoWtkha6DZktNEx/zGpvm90c5XROMneeM6SuPoEXnkSheoqRM8+9zxBP+vocxdMw0LFm7i9c3y+dNLrDcXLnA6hsndO01GMs37uX1DftOSnIS/zwpIZ53xvVl9c0Wd4yaOBsht69j+8blMs37zaBdCAl25x24vacc5Ncp760Fl5syquVRr/1U9JnmjT7TjsDAshaO7xqD+LeCcvMhJRbvU2LRoOMMDJh1Ai36LEfEo4sI3Cf9/+pXBB5zwbmT+9B7+GzMWObOy43T4tHfLTf6xpboOXSW9DSZ6TC3qYxOfWV7Xf03rlOMibkVRk6YjbVb92PWwvX49g1YPm8Svn75IrO8BxxzwdmT+9BnxGzMXO7O2wibvnPs2XWKHftew6Qf+08Z6TC3rozO/Qr32PfpYoCubfV4B+7wqXeRnvEF6xZVRMkS0uvnPl0M0bG1LtZvf44+o29im8sL9OlsgK7t9PKlbVBLAxWslBGXIP14/KxiSqWRGvoED8Yv/KH0pYz1Ud1nBxLOX8elah3w0skVFXcsgaZjPWEanW6tYLN6Fp4t2YJLNTohLfQxavrtQUktdRQGxxoKaFRZAV6nP2K1Zxo+ZQFjuyqheLGCv/cm/gtmbU0Rbuu83ufrTBzTtQzCIj5jtUcaVnmkITgkk5d9Wbrgtzu7Xb8AoxccQEmF0ti7quA2zovHN1G7WW+Mnu+FIdltnL0rh4i16z99SoelfX00aj8ChUXej/3Jo644fcIL/UfOwtxVLiipqIh1C8cVeOwF9yXr0aHnMCxY5wEDY0t+L5NzX6LO70v8xbaOvUbw+5KKMr4vIeRPQZ25RCa+fKdRmbczd+TIkZg2bRr+bexJ4M0zbqjTahQsHZpBW98abQetwvvkWDwNCZL6vR7j98C+Tmdo6VqgnL412gxYgdTEN4h5/ZB/Hh1+BykJ0fx9bT0rvrUZuBJvXz/AqyfXZJb3B5fdULnxSBjbNoWGjhUadV+Bj2mxePVIet6NbBrD0LohH72rqmWC6i0m8k7g2Nf3+OfvIu7ifVI0GnZdDvXylnxr1G054qIf4M0L2eU9wNcL7boNRpWaDXkHyfCJC5CcGI8714Klfs//+D40bN4RDZq1g56hKe8IZqNtLwT5CtPs27MBjm17oG3XAdA3NIOOvhFq1nNECRne4PNRcv5uaNJ+BCpUbQodQyv0GLECqcmxeHRb+kiKwdN3olqDTiinbwFdI2t0G76Mj0aMinjEP2ejHW8FH0Hb3jNgXqEW9E0qoOuwpXj17C5eP78ns7wH+u5H++6CY886ZYdNWMg7Fu5cl37sA7KPff2m7aFnYIoBo2YJjv0ZH/550WLFoKqmKbbdvnaeP/lWLFVaJnnPyf8pn4Po1H0gqtVqwG92R0+ax/N/69oFqd/zO+aFJi3ao1GzttA3NMGQ0dNRUkEB50+f4J8bGJlh0j/LULVGPZTT0YddpWro0W8E7ty4zDvdZZX3C6fc0azTCNhVa8I7q3qNXo7UpFg8uCW93Ng41EerHhNQsbr0UQQRT0NQvUEHmNvWgLqWHmo37c73Hxl+X3ZlPsANjdqP5CNnyxtaoduIFbwjNuyO9Ppm4LRdqFJfUOZ1DK3RddhyXuajXwrqynL6lug9fhNsKjeGRjlDmNnWgmO3iXh895zMjntO/v19DqBj90G83LDR+qMmzed1zu0Cys2p4/vRuHkHNMwuN4NHz4CCgiKCgwTlJkfEi6fwO7YPw8fLvhOa5f3OOTfUajkK5pWaQUvPGq0HrOIdas/vST/2ZhWbwNSuIR+FqV7OBPXbT+I3p28jQoRpqjYZiJrNh0PHuJLM8527zDfvNBwVs8t8nzHLkJIUi/sFlHnbyvXRpsd42NeQXub9DmyCrUN9tO8zBfomNtAsbwi7ao1RVkVDpvk/dfwgOvUYwEfqs/pmzOS5gvrm6kXpeTt2AE1atEMjxza83LCOYLH6xtgUk1l9U7MeyvP6pip69h8u8/rm7nk31GwxCub2gnLTsl92uQn9TrmpICg3atomqNduEn9wk1NuNHUt0X6oE0+nqmUIQ6vaqNduIl48OMsfbMsq72f8PNGqyzA41GjMOwkHjVuM5KQ4hNw4J/V7dlXqoUOvsaicZ0RobrUatkWbbiNgbV8ThaWwrlNM05YdYWNXGVrldHjHLps9khD/DnGxb2WW9zMnPNG6688f+469v3PsG7VF2+6Fe+yZbu314HbwFS5dT0B4xAcsWf8YGuoKqF9L+gwnOxtlXLoWj6u3EhETm4nzV+JxIyQJNhbio8011Uti4ggLLFobhs+fZdejFRdwAU/nb8C749LPzdyMhvdE+ssohE1fifePX+DVVk/EHAmAyYSBwjQmEwchcs9BRLl6431YOO6Pno8vHzNgMLALCkPjKgrwv5aB0PDPeBP/Fa4nP0ClTFFUMi9R4PfYOJHUj9+E24d08ePapXEpnL+TidM3MvE24Stik77izpMsfJbd8wthu75xdhuHteu7Z7dxHt2W/n8yePouVM1u1+sYWaPr8Ow2ToSgjcPUazkAjdoNg6F54Vxn/wvH/rTvfrTrPgRVajbKvi9ZxAdZ3Ll+Xur3Ao97okGu+5L+2fclF3Pdl6ioaYptd66dk/l9yX8V+3+R9+1vRJ25cqRPnz6oVq0a7O3t0aZNG7HO0RxslNCcOXNQuXJlWFpawtPTU+zzrVu3okaNGjAxMYGzs7Pw/alTp6J69epwcHBAgwYN8OTJkwLz4uLigsaNG6NLly6oWLEibty4gXXr1gn3wf69evUqT7to0SK8efMGPXr04J+FhIRgwYIFmDhxorAjmHXs2tnZ8W3cODZi8BMKQ0p8FD6kxsHYRvSETrFUWeiaVEL0i7s/vJ/MdMGUlFKlVfi/nz9/YgcfxYqLOhCLF1dAkSJFEfn8tkzynpYUhfS0eOiZ1xa+V1KxLLQM7PEuu2P2e9i01PB7fnw0bjlDB/7ely/5814sO+8xEXdkknc2JZ+FSahQqYbwPTa1lE3Zf/5EcufT56wsRIQ/RoVK1YXvFS1alL/O+Q57Ghv+9AGfsrp4+hCM698Sy/4ZgaePRJ0XspAYF4W0lHiY24mOPZsSbmBqj1fPf/x3ZWSXm9JKgnIT9fIhv5E3ryDar7auKVQ1dPDqmWz+hrh30fzY29qLH3s2bTz8SWiBxz73dwTHvgbCpfx/RTwPw+uXT9HAUfIUp18V++4NkpMSYOdQLU/+bfHs8QOp+X/5/AnvoM2dfzuH6nj2RPJ3GDbVq1RpJRQrJpsIRImxUUhLjoelXS3he6VKl4WhmT1ePfu9znpjSwc8vH0OKYnveAPm+cPriHsbAUv7ujLIOQsbE4X3KfEwqyBe5vVN7X/qQYOwzJdRkZ7mYxoUSpWR2XHPqXNYucldf+SU+2cF1Dm83DiI1zl2larj2WPRdzIzM7Bl7TwMHDENqmqy60jMkZIguE4ZWYmuU2w6O+uAffPy7g/X9Y9vCep6HZPK+LckxEYhlZX5irXFyryRuT0inv56mf/69Sse3b0ALR1jbFs2HHOGN8C62b0QerPgacm/Wt9UzFPfsHAJT79T31TMU27YPqR9pzDqm5xyY5in3JQ3roS3P1Nubvvh86eP0DWWXm4y09+jpGIZFJVR3uNjo3m5scnV6VdKqSxMLCrixW+Um3/Lv3WdyshIR3CQH7TL6fLZMbIQ/66AY//kzz/2uuUUoamugJshglHwzIePX/DoaSrsrKVPbX8QloqqldRgoFuKvzY3VoK9jQqu3RaNimYTL+ZOtsZ+70i8fC0aefn/oFrLAfFnBfdVOeJOX4JaLUFbvkiJElCpUgHxZ66IEnz7hvizV6BaS/bXAA2Vorzz8Mkr0QOdjE9AxNsvMNEtuF7QUiuKpSOVsXBoWQxsXRpqZUUjqMuULsK/n/bxK6b0KoPlo5QxsUcZmOl9Z8jpL7RxpLXrf6WNUyq7Xf9vkPdjn3NfUiHffYnd9+8Jc9VTrL60rVQDz6Xcy+Tcl9R3lBwSjpD/AoqZK0fY6FYtLS3+84oVK3iH6MyZMyV26N69excvXrzgnb9169aFsbEg/o+CggLveH38+DHvcO3Xrx+KFy+OGTNmYM2aNTyNl5cXJkyYAH9//wLzc/36df57rKys+Gtzc3NMnjyZ/3zt2jUMHDiQ/5558+Zh7969OHDgAO/MZY4dOybcz86dO3Hz5k3cvn0bxYoVQ/v27bF+/Xqep7wyMzP5lhv7mwC2fd/71Dj+r5Ky+A24UlkNfEiN/6F9sNADQYeWQd+sCrT0LPl7eiYOKFmyFM4fXY2GHSfzzpXzR9fi29cv/OZKFlhHLlOqjHjeS5XRRHpawb8jMeYpjm/rhS+fM/moXMe+TlArZ84/0zaohOIlSuHGqTWo3mISvuEbbviv43n/+J39/ih20WZUVMWneimrqgs/yystNZnfWOb9Dnv9NuoV/zn2nSBu2VGvXeg5cAKMTC1x6awfVs4dg6VO+78be+lHvU8WHPsyeeLYllHR4B1eP9oZccJjBYwsq6C8gYVgvynxKFa8RL5YWuz3/Oh+v4fFlWJUVMXLjbKKhvRjnyb52CursGMfIfE7F4KOQ1ffhMe9kiUWR5CRVA6Ssz/LKzWn7Kjl/86b7LKT7zspyTh6wBlNW8iuMzo1+/8wb/xjNpKQ3Tz/jk4DZ+PQrvlYNKYJ71Bh9X73YQthZiPqGPgd7CYnp4znK5vJcT9c5v08lsPIogofkSvJh7QknD++DdUbdYcssY4V6eXm5+ocZVU1vIkWlXuP3RtgaV2Rj8ArDDnXjNJ5rlOlf+A6FRf9BPvW9MTnz5l8VG6HYVugqSOo6/8N7OEFk3e07O+W+fepicjM+IgzPnvQuvs4tOs9mYcZcV43EWPm7oW5ragj9Xfk1CkSy012XSq1vpHwneio11LrG28vFzRtKbv65mNOuSn78+2buDdP4LVWVG7aDd0CDSnlJv19Iq75b0XFOrKLz52aJMifcp7rVFkVdaRKOe5/ksK+TrG4uvtctgrCkegZ4p/FG1C8RMEj8H5UznmZ99iz631O++FPpq4mGIiQlJwl9n5S8ifhZ5J4HH4NpdLF4LmtOr5+/YaiRYtgp/tLnA6OFQvf8OXrNxzy/f0Yub9LoZwmMt+Jn8fsdQmVsiiqqIASaiooWrw4MmPF/88y3yVAyUq0voesKCsJOgFTP4qHY2MdgTmfSRLx9jPcT33Bu8QvvEOydW1FTO5VFkucU5GZBWiqFBXGdz0anIGo2C+oaVsC47qVwVKXtAJjwv7KtUpSGyct5cfbOCdYG4e36yW3cQqDvB/7nHpFYp3znfsSdt+Ym4qKOmL+5fsSQv4k1JkrR/bt2wd3d3dkZGTwTVNT8vShoUOH8n9NTU35KNsLFy4IO3PZ6F7G2tqad+Ky0b36+vo4ffo0nJyckJaWxi9OiYmSG5+51alTR9iRy7CO3aVLlyIhIYHvm43uTU9PR6lSgqfe0gQFBfGOX0GnLDBs2DBs2bJFYmfu8uXLsXCheHyp+fPnw6jhAon7fnjdB/775gtfdxuzA78r0Gsh4qKfoe+0fcL3SpdVR8fhGxGwbwFunXPno1ptq7dBOcMKvxxT8fldX1w8Jvq7Wg7Y9st5ZiEWOo/zxqfM93h5PwDBh2eh7TA33qFbqow6mvXegEvHF+LBVQ+edzP71tDUtf3lvF857w+XbaJYgJPnrkdh+PZVMKWicYvOPBQDY2RqhUeht3gohu79x/zSfu9e9sVRZ9GxHzhl+2/n9bjrYsREPcOouR4oTFeCT8E117GfNKdwjn1unzIzcPVCANp3H/Lb+7p0PgC7t6wSvp4+T/CQqTB9/PgBqxZNhZ6BCbr0FtSfv+L2pRM4vFtUboZO//Vz9nsuBnji1fNQDJ66GWqaunjx+Ba8nZdAWU1bbFTkjwq54ovjucp8/ym/n3dft0V4F/0Mw+eIzxDJkZH+Hm5rR0JLzxxNO/3auZrj8nl/7Nm6Uvh62ry1KAy3r1/Aw9BbWLbBTWb7fHTDB6f3i65TnUf/+nWKhVfoP+sYMjPS8PRuAE65z0CPiR6F1qF769IJHNwluiYPn7G1UH5PTvx2u6qN0ahNf/6zvrE1Xj4NweWgg7/cmXvpXAB2bRHF758xf/W/Ut+sXDgNeoYm6Nr71+vMsJs+CPISlZuOI3+j3GiboO/MY3xh1achAQjwmIHu4z3ydeiyEblHt4+ARnkz1G499pd/3/ULfti3c4nw9ZhZTpAn//Z1ql6jFqhYuQYPE3Pi6H5sXDkXC1ZtR8mSPzaQIe+x99whOvZj/5GvY+/YUBvTxog6zqYv+rXQQk3qafF9LVwTxkfdWpgqYfxQc74Qmv/Zd7AyK4Nu7fUxeKJsZtfJu+o2JdDLUTRVfau3eKzVH/XopWg0KQsPEPH2AxYPV0YVq5K4+uATHw3NXL73CdceCGZpsk5FK6MSqF2xJHwuZvxyu/5YrjbOABm0cXxcF+Fd1DOMnCu5jSMr8n7sr/L7EtF6FBPnbMC/cV9y7YI/2nf/9TY9IfKAOnPlxKVLl7Bp0yYeukBbWxs+Pj58xOuPyN0hp6goWsWSjYL9/PkzXr9+jbFjx/LRsWZmZggNDeWdwN9TpoxoBWYWFqFz5844d+4cH/GbmpoKFRUVPor2e525BeU3r1mzZglH/+ZgncD7cs0qys28UhMMNhE9kePhEPjIpwSUUdEWvv8hLYHHz/2ewP2L8Pz+efSZ4gFltfJin5nY1sPIJUH4+D4RRYsW5yuEO02vC1XN1vgVhrZN0NnAXviah0Pgo2ISUFpZlPf09/HQ0LEpcF8shIKKpmBVYi29CoiLuo8HV9xRv5PgJlzfsi56TgtExockFClaDAqllOGxtD5M1QtehVmayjXqw8xKtPp7VpYg72xRD1V10UMIFibB0ETy0+yyyqooWrRYvoWH2GuV7KnNquqCf3UNRKvI8tf6xkiMyx+G5EfZVmkCA/Ncxz47/2y0rLKqYHS84HUCj5n1Pcddl+BxSDBGzHaDinp5sREAXz5nIf1DqtjoXPZ78o4C/lGVazTgU5VyfBYe+wTxY5+SIP3Yl5V87FNTRMc+t5tXzuLTpwzUbdwGv4vFsDW3lFx21HLln702NhWMcM5LOafs5BkRxctfnlFQ6R8/YMX8SShVqjQmz17OH0T9qgpVG8PIvKLYtLCcUa7KaqJyk5aSAD3jX1/RO+tTBk55bcDAyZtgW0Ww4jyLTRr96gnOn3D+pc5cm8pNYGBmn6/csDKurKotVjZ1jAqubxgft8V4EhKMobPdxcp8jsz0D3BdPQwKiqXRZ7wTH6H+O6qwOidXufn8OUtquTGSUm6k1TmpyUnCke2PQm8jNiYaw3o5iqXZsGIWrG0rYc6yn79BNLdvIhbD9kv2depjnuvUxx+4TrG6Xk1bUNeXN7RDzKv7PP5u896LUBhY5yoLoZC33LAyrpK3zBuJHv7+LCVlNT4Cvby+mdj75XRN8fLJr4cDYjFszaVcq/KVG5Pv1DfJP1bfsIXRWH0zZfay36pvWAxbFkIhX7lJk9C+0fuBcqMlKDflDO3wjpWbYDc49hSVm08Z7+G9bShKKiih/bAtKFbs18/ZStUb8Wn8edtmbBSueLlJ5DFc/zT/9nWKTUFmm46uASys7DC0VwvcvBqMug2b//6xz5J87Nn1ni0w9Ke5dCMBj57eEr4uWUIwmlBNtQQSkkQh2tRUS+L5C+mdXqMHmcLzcCTOXBSMwnzx6gPKaymiXzdD3plrX0EFaiolcGSvKExS8WJFMHawGbq310e3odfxb2KjcNno3NzY66yUNHzNyMSn+CR8/fwZCtribTSFchrIjPn9mV6hz7MQ8VYQUoDJWWhLuXRRpH4QBVQtW7oo7wD8UemZ3xCb9IVP/2dSPwgGabxNEN9HTMIXqJctWgjt+l9r47ABGqxdP1xKG0eW5P3YO9RoAFMJ9yWp+e5LEmHwnfuS3AtgMykpiVCWcF9y68oZfl9SRwb3JX+L7PFRRM5QZ66cSEpKQtmyZaGhocE7TnfskD4Cg8XCZSEYIiIicPHiRR6eoSApKSkoUaIEdHR0eHiAzZs3/3T+2Ehhli9DQ8G0djbKNzdlZWX+eyRp1qwZ3Nzc0Lt3bx7/Zvfu3WjeXHIDlXXc5ozg/REKimX4loP9fUrKWoh4fBXlDGyEI03evLyHyg16FRys3WsxnoacRu/J7lDVlN7JWbqMoBHOfge7iWI36r+C3TCxLXceSpX9H3t3ARbV0sYB/C9KIw1Kd4iKCGK3Yndeuzuv3d1XvXY3toKKLdjdiK1gYdDd+T0zC7ss7GItV/fz/T3PPrC7s4fxOGfO7HvmvKOPT0G3oGdcRvjlKjw4AE5V/vqubbNt5X7xy0tFXYf/ZH8jOTESFmV+rO4sDyB75P17LAj4LOAuT4XAJCcl4M2rp6jfRPLCDOwWQksbR/4Zt6p1RXkTA+6hYbOO/Lm+oTG0dQ0Q8kn8lsSQzx/g7PbjK5cqq6rzR976s1vlA5/egnHOII/NKgx+E4CqDaTve/Y5n13z8fS+HwZO2QFdQ1Ox99mCZyxfYuCzWyjvLmjz4V/e8sUULOwEKUm+l6qqOn9I3vcOwn0f9Oop6jXp8J37/i4a5Oz7/LcyVXSvzXMX/yxJbYflJX3y6B4sc9oOm9kW9OoZPJq1lVp/tlDMk4D7cK9WR1j/p4/uoVFzUXtj21k0YzRKKCph3LQlPzTLKS8VVXX+yFv3ktr6eP3kNkwsc9pNUgI+BAWguseP36KcmZHBcy0XUxAfXLP+80cXAJDU5tkFhTfPxNv8xzcBqPKVNn/ccx5fQKT/5J3QNRBv87nb2bGkP9/v3f9eB8Wf3O+FtZunj+7mazdP0bBpu0LbDftMpaqidvMk4C4aNRe0+5YdeqJuI/Fb4yeN6Ibu/UbB1b3WD9Wd5R5lj/znqfcvb8Iwz3nqy7tHcKkl/TwlSXZ2lsS+XlYktXlN3uZv8ZmzuW2ezSKv4fHjqTRKlFCEuXVZhH1+K/Z6eMg7PjNd5v2N/32xdhP48hk8mn6lv3l0D+7VaovazaP7aNxCvL9ZOP1v3u7HT1/80/2NtHbzgbUbU1G7CXn3CBVq/kC7yfnCnbsd73X9eNC39aD1KKGoXCTt5sXjOzCzchSep96+fozajQqec361//I8lR9LhcX+Xu7FwqLc93Ua/377Pjk5E5+SxYNNEVGpqFRBB4FvE/lzNdXicLLXxNFTn6VuR0W5OLLynS9ZSgWFnPkkZy+G4l6ePLzM8jnO/PWTfj8+WeBHxdzyh0FT8Yk2+g2qI/qWYH2F7PR0xD54Cv361RDqk5NLvFgx6NWrhvfrfv6OMHYbfv7b7GMTsuBgUQIfwwX/HypKgKVRcVz1F0+HVxhlRcHt/XEJgm1HxmYhJj4LpXRZxFLUxg11FMRmlspqXB8kYVz/tTGOzy7BGGfAlJ0FxvVFQd73fWHfS8zFvpc8Qb2vfie8A9c830ue8+8lnYr0ewkhvzMK5sqJJk2aYPfu3TytAQvosgDop0+SczixBcXYAmiJiYl8Nm9uigVp2AJmf/31F8qWLcu33aZNm++uHwvWzps3jy+uxtI/sO3lNXLkSJ4+QU1NjS+eltfAgQMRFBQEV1dX/rxu3brCxdFkjc36dW/QEzdOr4euoQW09E1x1WclNLQNYe8iWkV737+9YO/iAbd63fnzc/tm49ndE2g/ZB2UVNSRkJNPiS0uoqgkmO0ccMOL33rIUi6wxdT8Di6Ae4Pe0CttLbO6l6vREw8vbICWngVK6prinu8qqJU0hIWTqO4nt/SBpVNDlK0uSKnB8t+aOdSChrYx0lMTEeh/Al/e3kHTPpuFn3l5zxvahtZQVddF6Ad/3Dy+AOVr9IK2gZXM6t645V/wObgNpYzMYFDKGN57N/Arsq45QRNm8fSh/CTt0VxwYm7Suis2r5wNK9sysLYri7PH9/OccbUathBut1nb7jiybxPMLe1gnpMz98un9xg+cZFM6p77d2o06YkLxzZCv7QFD1CdO7yKX81nq+Dm2rywD8pWaojqHt2EV+79b55Ez9FroKyijvicXKNskQXWbtjPSnXa4+SexXxRNLYIFAv+mtu6yGwVXFb3Ri274PihbShtbAZ9QxO+79nsIdcqeff9ELhVrYeGOfu+cb59f+74PsG+byBIZ5Er9EswXj17iL+nF81tU6z+TVt1wtEDO3n92cIvh3Zv4vXPm7N03tQR/Atx4xaCAHXzNn9h/b/zYG3rCFt7J5w+dgCpKSmok9N2eGBlxmi+mNXYsTORnJzIH8IZU8WLy6TutZv2gN9R1m7MoWdoitOHVvNUCOUqidrN+nl9Ud69AWo2FrSb1JRERIR8EFuA79O753wRMRa4UlHTgE0Zd5zYs5QHQtlrQc/v4t4VH7TuMeGn651b9xqNe+LisQ3QK2UBHQNT+HmtQkltQ5RxFfU3Wxf1gZNbQ1TLafPstsOAWyfRXUqbFwRy+/EZEx0HL+FBIvZg1DV1+cwLWdW/SavOOHpwB283rM85vGcT73Pc8rSbBdOG88BtoxaCoEXT1l2wccVc3u7Z4kVnfHLaTQPB7A4WsJG06Jm+QWkYljaWWd1d6/XErTPr+SxbLT1TXD+xks+2tK0g2vcHV/aCbQUPuNYVnKeuHFsGK6fa0NQ1QlpKIp7fO4Hg13fQYdhW4WcSY8N5/tSYcEH7ivj8il80LKlrBFV1bZm1+XNHNsGA9ZWGJjh1cA20dAxRPk+bXzu3H5zdG6BWk678OcuHG563zYd9wsd3L6DO27wRf61+yz7YuXIczwttW7YyXvhfw9P7lzF8hmgxV1nUv2nrTjjC+hsTU97fHNy9WdDfVBMF6+dOGckDt01a5vY3nbH+3/mwthP0N6eOHczpb5oL+5sF00cjLTUVw8bNKLL+pmLdnrh9VtBuNPVMcSO33TiL2s2h1b1g6+yBinUE7eaqj6DdlNQxQlpqIl6wdhN4B+2HCtoNOz691vVFRloymvb8h19EZg+GpWmSxTHL6t6geTec9toMQyNzfp7y2b8W2joGcKlcT1ju31kD4VKlPuo1FYwxU5LF2w1bzCv4raDd6BoI2k1ifCyiIr4gJlrQF4V+Flz8ZQFMttr573yeCg35hJtXz8O5YmXeTqIiw3HssCeUlJXhUqmazOreoEU3nDos2vfH9hXc98tnDUTFyvVRr5mUfR9WyL6PEuz7kCLY98whn0/o1dkcwZ+T8SU0Bf27WyIyKhVXb4lmpK6Y54wrNyPgfVIQ4L1+NxI9O1kgNDwVbz8kwt5aA53bmOKUryBQGxefwR95ZWRk89m/wZ+Sf7rOxdXVoG4rWtdBzcoUmhUckRYVi5TgL3CYNwYqJqXwqI8g5dz7TfthMbQbHBeOR/AOL+jXqwqjjk1xt9Ug4TbertiOCtsWI+b+E8TeDYDlyF4ooa6K4J3eKAoXH6SiSVVlPruTBQJb1FDlQcZHgaJA4MiO6vz55YeCi0Nt66jgcVA6ouKyoaVRDM2rq/AZgfdeiD7jdzcVzWuo4FN4piBva1klHmDc4pNUBOP6DdDLGdf7HhaMcdiYJteWhX3gJDaun4NHN0+ih5QxDsNeY3dkRYYK2nvIx1e8LFvcWE3j58+z/w/73oN/L9mKUjnfS47sXQ8dXQO4VhEEapkl04fw74QNmwsmPzRq3Q1bVs6Cpa1TzveSvfx7SU2p30tWyqzOhPyuKJgrJ9jMWbaAWF4sPy0TExMj9vrYsWMxd+7cAtvIP2MrIkI0yFm5ciV/5Jo2bVqh9WE5btkjrwkTJvBHrvHjx4vl8c3N5cvkLoSWm+6BLb6WuwBbUavSaADSUpNxZs8MpCTFwdTWDZ1HbBGbaRIdHoykBNEV+YdX9vGfe5f3ENtWs54L4VxdMMsrKvQtLh9djuTEWGjpmaB608E8mCtLFWr351+orh6ZibSUOJSycEWTPpvE6h4X+QEpSaK6sxm2lw5O4ouZKamUhG5pex7INbUTrXofG/EWd8/+i9TkWB70dak3GOVr9pJp3Zu168m/pOxYt4Cv4m1XpgLGzVwpNjuJ3b6cECdqz1VqeSAuLhreezfxpPgsLQD7TN7FvBq36oL0tDTs3fovEhLieFB3wuzVKGUk26vldZr34+3Ge9tMpCTFw9LeFX3GbxKbVRgZFswXdMp16/x+/nPTAvF92WHAfFSqLZit06LbJJ6nePeqUXymjb1zDbTpNV2mdW/Wlu37ZGzP2ff2ZSpg7IxVBfY9WwAqV5WajRDPFgXbt1G478fOXFVgIbWrfj7Q0TNEORfRrYiy1rJ9d952tqxZzOvv4OSMSbOXi9U/NF/9q9VqyBcZOrxnM1+Aht1azz6Te/vqu6CXCHz5lP8+eqD4Vf1VW7xgUErwZfRn1WspaDcsl25yUjysHFwxcNJG8XYTytqNqO7Bb55i/dw+wuc+noLcjJVqt0aXIYK8Y91H/oNT+1dgz5qJSEqIhY6BMZp1HolqDWW3KFGt5v153Y9uZ20+ji9k1nuceJuPCvuApDxt/s4FQZvfkq/Ntx+wAK612uLzu2cIDhKsPLx8fGOxMuOW+UHHwERm9W/RrgdvN1vXLhK0eydnTJy1Il+7+Ziv3Xjwdn9472be7lm7mTjrX4npRYpSZY8BSE9Lxrm9M5CaHAcTGze0HyZ+noqJCEZyomjfs9vrT++aiMS4MN7XG5g48ECuZRlRX+9/bT9unhLdfbP/X8EX1CbdF6JcNckzlr9Xg1Z9ebs5sFnQ5q0dXDFo0gaxdhMRGoyEPO3mQ9ATrJ3bV/j8aE6bd6/dGt2GCsY6zpUbomP/GfA7tgXeOxbCwNgSfcb8C2tHwYVgWWnVvhvvLzevXiLqb+Ysk9DfiO42ql5b0N8c2r1F1N/MWSbsb94Gsv7mGf999ADxY3TV1sMwlFF/495Q0G589+W0G2s3tBsq3m5iJbSbM5552o2xAw/kWjgK2k3Yx6d8di+zbY54epF+s87ziw2y0KhNb6SmJmPPxrlISoyHrWNFjJgmPnM/nLWbOFHd3wc9xb+zBgifH94pyJVdtW5L9B4uGAc/uncJu9aKcgtv+VcQHGvecRBadh6C3/k8paiohJdPH+G0zwEkJsTzxdHKlHXB7CUbCyy29jMat+mNtJRk7N4g2vcjp4vv+4gQ8WOW7fvlM0X7/tAOwb6vxvb9iJx9f/cSdubd98sF+75FJ9nu+z1ewVBRKY4Jw+2hoV4Cj5/FYuzMx0hLF33vMSmtCm1NUWqQfzcGYkA3S4wdYsfTKbBcuT5nvmD7fsmLpMqalls5VDvvKXzutHQK/xm8yxsB/SZD2cgAqmaifiH53UceuHVaNhmWI3oi5WMIHg+ahgjfa8IyXw6dhpKBLuxnjoRyaQPEPXqOOy36Iy3fomiy4nsnFUqKxdC1kRpUlYsh6FMG1nolIiPPxGl97eJQVxW9oF1SAX1aqENdpRgSkrP5Z5buSeC/5w1Usgw07euqQk21GD6FZWLN4QRExMpmAa5ctXPGOEf4uD6OL2RWcFwvPsa5nTOu31xgXL8Abjnj+tsXDuD8kbXC9zbN61GgzJ++75u17YU04XfCeNiXccGYGavE9n1YyEfx74T8e0k0ju7bIPxeMmbmaqnfS8oW4fcSQn4XxbJ/9J5M8ltiV7tYSgZtbdlc+ZMX2y9CLvWpByz1lu0J8r80rp0Cbr2QnD7jd1fVUQtH7nx7bqnfTdvKxXHzeRzkUbUymnjw6vdfJVsSV3s9nHjw47eb/WotXEvg8G357HM6VFHAvZfit73Kk0oOOtjsB7k0oCFw+uGP3db9qzWtqIiHr38+Z+SvUtFOHxvPQS4NagRcfPzzsxh/hXrlVeX2PJV7rrr0RD73fd1yqqjZ8jLk1bXjdXBS8cdzhP9KzdNfYthS8UlC8mLtOG1435HP8Q3TrrKCXO/7G89FeX3lSfUyJX91FX4LU7d9e4qO39X8vj+ftk3e0Mzc/zOyjM2HhYVJzF3r4eGBf/4p+hWfCSGEEEIIIYQQQgghIhTMJVIZGhrC31+QWJ8QQgghhBBCCCGEEPJriS+FTQghhBBCCCGEEEIIIeS3RDNzCSGEEEIIIYQQQgj5w9AqWvKJZuYSQgghhBBCCCGEEEKIHKBgLiGEEEIIIYQQQgghhMgBSrNACCGEEEIIIYQQQsgfJiuL8izII5qZSwghhBBCCCGEEEIIIXKAgrmEEEIIIYQQQgghhBAiByiYSwghhBBCCCGEEEIIIXKAgrmEEEIIIYQQQgghhPxhsrOz5f5RVKKiotCtWzdoampCW1sb/fr1Q0JCQqGfqVu3LooVKyb2GDx4sFiZDx8+oHnz5lBTU4OhoSHGjx+PjIyM76obLYBGCCGEEEIIIYQQQgghOVgg98uXL/D19UV6ejr69OmDgQMHYu/evSjMgAEDMGfOHOFzFrTNlZmZyQO5pUuXxo0bN/j2e/bsCUVFRSxYsADfioK5hBBCCCGEEEIIIYQQAuD58+c4c+YM7t69i0qVKvHXVq9ejWbNmmHp0qUwNjaW+lkWvGXBWknOnTuHZ8+ewc/PD6VKlYKLiwvmzp2LiRMnYtasWVBSUvqm+lGaBUIIIYQQQgghhBBCiNxJTU1FXFyc2IO99jNu3rzJUyvkBnKZhg0bQkFBAbdv3y70s3v27IG+vj7KlSuHyZMnIykpSWy75cuX54HcXI0bN+Z1fvr06TfXj4K5hBBCCCGEEEIIIYT8YbKz5P+xcOFCaGlpiT3Yaz8jJCSE57PNq0SJEtDV1eXvSdO1a1fs3r0bFy9e5IFcT09PdO/eXWy7eQO5TO7zwrabH6VZIIQQQgghhBBCCCGEyJ3JkydjzJgxYq8pKytLLDtp0iQsXrz4qykWfhTLqZuLzcA1MjJCgwYNEBQUBBsbG8hKseyiXPqNEEIIIYQQQgghhBDy25mwIRnybslg1W8uGx4ejsjIyELLWFtb89m1Y8eORXR0tPD1jIwMqKio4NChQ2jbtu03/b3ExERoaGjw/LssncKMGTPg4+MDf39/YZm3b9/yv/ngwQNUrFjxm7ZLM3PJ/4WUc9shj1Qa9cHD1xGQVxXt9OH/OhzyyMXOAHH3z0Jeabo1xuug95BHdjYWeBr4BfKorK2R3O733H3/JigI8sjaxgYvg4IhrxxszBD8+hnkkZmdEyKe3IQ80i9XDS+CPkJeOdqYIuXAEsgjlc4T5Hbfs/3+4fWPz8r51cztysjtuYqdp94FvoK8srS1x7ClMZBHa8dp46SiA+RR8/SXSLjlA3mlUbUVAoPeQh7Z2ljJdd3Jn8fAwIA/vqZatWqIiYnB/fv34ebmxl+7cOECsrKyUKVKlW/+e7lBWzZDN3e78+fPR1hYmDCNg6+vLzQ1NeHk5PTN26WcuYQQQgghhBBCCCGE/GGysrPl/lEUypQpgyZNmmDAgAG4c+cOrl+/juHDh+Ovv/6CsbExL/Pp0yc4Ojry9xmWSmHu3Lk8APzu3Ts+A7dnz56oXbs2nJ2deZlGjRrxoG2PHj3w6NEjnD17FtOmTcOwYcOkpoaQhIK5hBBCCCGEEEIIIYQQkmPPnj08WMty3jZr1gw1a9bEpk2bct9Geno6Xr58iaSkJP5cSUkJfn5+PGDLPsfSNLRv3x7Hjx8XfqZ48eI4ceIE/8lm6bLF0VjAd86cOfgelGaBEEIIIYQQQgghhBBCcujq6mLv3r2QxtLSEnmXITMzM8Ply5fxNRYWFjh16hR+Bs3MJYQQQgghhBBCCCGEEDlAM3MJIYQQQgghhBBCCPnD5J1ZSuQHzcwlhBBCCCGEEEIIIYQQOUDBXEIIIYQQQgghhBBCCJEDFMwlhBBCCCGEEEIIIYQQOUA5cwkhhBBCCCGEEEII+cNkZVHOXHlEM3MJIYQQQgghhBBCCCFEDlAwlxBCCCGEEEIIIYQQQuQApVkghBBCCCGEEEIIIeQPk01ZFuQSzcwlhBBCCCGEEEIIIYQQOUDBXEIIIYQQQgghhBBCCJEDFMwlhBBCCCGEEEIIIYQQOUA5c8kfZf+V+9h5/jYi4hJhb2KISR08UN7SWGJZP/+X2HruJoIjopGemQULAx30qF8ZLSuXE5ZJSk3DimOXcPHxa8QmJsNETwtd6lRCp5oVi6T+2dnZOLRnCy6cPY7ExHg4lHFGv6HjYGRiVujnzp7wwnHvvYiNjoK5lS36DPobtg5O/L2E+Di+zYCHdxARHgpNLR24V62FTt0HQE1dQ8Z134rzwrqXR/9vrvs+xERHwcLKRqzujN+ZY7h+yRdvg14hOTkJ2/afhrpGScjSwXNXsPvEBUTGxsHO3ATje3VAWVsLiWWPXLiBU1fvICj4C3/uaGWGYZ1bFij/9lMIVu/zwYPngcjMyoKVSWksGd0XpfV1IWsnjvvA2+sQoqOjYGVljUFDhsHBwVFq+WtXr2C35w6EhobC2NgEvfv2h7t7ZeH7LZo1kvi5Pn37o32HTjKt++kTR3DUaz///7e0skX/wSNh51BGavkbVy9h3+6tCAsNgZGxKXr0GQQ396r8vYyMDOzdtRUP7t1CaMgXqKmrw9nFDT16D4Sunj6Kgqz3PRP84QO2b9+CJ48DkJmZCXNzC0yeOgOGhoYyrfvx48dx2MsL0dHRsLaywpAhQ+Dg4CC1/NWrV7HL05PX3cTYGH369kVld3fh+8nJydi+fTtu3LyJ+Ph4lCpVCq1btULz5s0hayePH8MRr4M5+90GA4cMh32h+/0y9nju4O2G7fdefQegknsV4fsrli/BBb9zYp+p6FYJs+cuQlE4duIUDnofRVR0DGysLDF8UH84OthLLPvu/Qfs2LMPrwODEBoWjiED+qJ965ZiZfYe9MK1m7cQ/PEjlJWU4FTGEQN694SZqYnM6+512g97j51GVEwsbC3N8Xe/7nCys5ZY9s2HT9iy3xsv37xDSHgkRvbpgs4tGouVSUxOxuZ93rhy+wGi4+Jgb2WB0X27ooyt5G3+rJPHj+JoTtux5G1nRKFt5zpvO9tz2o4peuZrO3mtW/0vzp4+gX4Dh6JVm/Yyr/v+28+w8/pjRCQkw76ULiY1r4bypgZf/dzpx0GYdOgS6jmaY0VXD+HrFWZslVj+70bu6F3TWaZ1l+f9nnvMHvI+Ijxmhw0aUOgxu3PPXrFjtl3rVmJlAp48xSGvI3gVFISoqGjMmjoJNaoJzmWyJs/nKZ8TJ3HYyxtROeepoYMHFbLf32PX7j0I5Ps9DIMG9Ee7Nq1/apuy0LyGCmqUV4KqcjG8+ZyB/b7JCI/Jklq+WXUVNK+uIvZaSGQm5m6PF3vNyqg4WtZSgaVRCWRlAZ/CMrHGKwHpGT9fZ92alWA9th+0XMtBxdgQ99oPRajP+cI/U7synJZOgoaTHVKCvyBw4Xp83HVErIzFkK6wHtMPyqUNEBfwAk9Hz0Xs3ceQtYN+17Hr9GVExsbDzswIE7q3QTkbc4llvS/dxsnr9xH0MYQ/L2NpgmEdmoqVZ9tZdfAkbj15jfikZLg6WPFtmpf+ev/7o8esl9dhPj5jx+zgIUO/Mj5jx+wu4THLxmd5j9nmzZpI/Fzfvv3QvkNHqvsfIDuLkubKI5qZS/4YZ+4/x9IjFzCoaU3sn9AHDiaGGLLuACLjEyWW11JXQf/G1bBrTA8cntQXrauWx8w9J3H9+RthmaXe53Hj+Rss6NkCR6b2R7e67lh06BwuPX5dJP8GH689OHP8MPoPG495yzZDWUUFC2eMQVpaqtTP3LjiB88tq9GhS18sXLkNFla2/DOxMdH8/ejICERHRaB73+H4Z60nhoyeCv/7t7Fh5UKZ1/00r/s4zF+2CSoqqljw1bqfx64ta9C+Sx8sWrmV131BnrozqampqOBWBW069UBROHfzAVbsPoL+7ZrAc/54HswdsWgdomLFB8257j97jUbV3bB+2ghsmz0GpfR0MHzROoRFxQjLfAwNx4DZK2BpXAobp4/AvkUT0a9tYygpKsq8/lcuX8KWzRvRpWt3rFy9DlbW1pgxfQpi8uzDvJ4/e4olixfAo1ETrFq9HlWrVcf8ubPw7t1bYRnP3fvFHqNGj0WxYsVQo0Ytmdb92pUL2L55HTp17Y2lqzbzL/hzpo+XWvcXz55g+ZI5aNCoOZat2oLK1Wpi8bxpeP9OcMympqbgTdArdOzSE0tXbcKEqXPw+WMwFs6ZgqJQFPv+y5fPmDD+b5iammHh4qVYs24j/urSDUpKsm07ly9fxqbNm9Gta1esXr2a133a9OmIiRG147yePXuGRYsXo3GjRlizejWqVauGuXPn4t27d8IybHv37t/HhPHjsWnjRrRp0wbr1q/HrVu3ZFr3q5cvYuvmDfiraw/8u3oDLK2tMXP6pEL3+9LF8/l+X7F6A6pUq4EFc2fifZ79zri6uWPn7oPCx/gJU1EULl65hg1btqNHl87YsHIZrK0sMWnGHERL2fcpqakwKl0K/Xv1gK6OjsQyLDDUunlTrF66GIvnzkJGRiYmTp+N5JQUmdbd7/ptrN6xH307tcG2f2bD1sIMY+YuRXRsnMTyqWmpMC5lgCHdO0JPW0timUXrtuPuo6eYMXIgPJfPQ+UKZTFq9j8Ij5T8//mzbWfb5g3o3LUnlq/eACtrG8yaPvErbWceGjZqin9Xb+RtZ+HcGQXaDnPzxjW8evkcunp6KApnHr/B0jO3MahuRewf3BoOpXUxZNcZRCYkF/q5T9HxWH72DlwtShV47/z4LmKP2W1qoVgxoKGTpUzrLs/7nbl05Ro2btmG7l3+wvqVy/kxO3nGbKnHLBu3GJUujX69eko9ZlNSUmBtbYURgwehKMnzeerSlavYtHkLunXtgrWrVvDA69TpM6Sep3L3e9/evaTu9+/d5s/yqKyMuhWVsd83Cf/siUdaOjC8gzpKFC/8c58jMjF5XazwsXx/QoFA7rAOGnj+LgP/7I7Hkt3xuOyfKrNFjoqrqyEu4CWejJz9TeVVLU3h7rMRkZdu41ql1ni7eifKb5wHfY+awjJGHZuizD+T8XreWlyr3BbxAS9Q5eRWKBnIdpLDudv+WL7vOAa29sCe2aNhb2aM4Uu3ICpOfB/muv8iCI2rumDjpEHYPn04SulqY9jSzQiLihVOVhm7cgc+hUVh+aje2DtnNIz0dDBkySYkp6ZB1q5cvozNmzeja9fuWLV6DT9mp0+fWuj4bMniRWjUqDFWrV7Lx2fz5s4RG5957t4r9hg9egwf11evIfr/+dPrTsjviIK5f5B79+6hc+fOXy136dIluLi4yPRvz5o1iw9Mc82YMQN79uzBf8nz4h20q1YBbao6w8ZIH9M6N4GKkiKO3gyQWN7dzgINKjjAurQ+zAx0eKDWztgQD4M+Csv4v/2EllXK87ImetroUMOFz/h98l4wK1OW2GDh9LGDaNu5FypVrcUDm8PGTOeB2Hs3r0r93MmjB1C/cUvU9WgOU3MrHghWUlbGJd8T/H0zS2uMmbIAblVqorSRKcpVcMNfPQfiwZ3ryMzMkFndTx07hHade/JZv4K6T0N0VCTuFlr3/WjQuCXqidVdBRdz6s40b90JbTr2gJ1DWRSFvacuok296mhVtyqsTY0wuV8nqCgrweey5ADUvOG90NGjFhwsTWFpUgrTBnZBdnYW7j55JSyz7sBJVHdxwsiureFgaQbTUgao41YeulqynVHMHD3ihcZNmsKjUWM+M2bY8FFQVlaG77mzEsv7HDsKNzd3PsPWzNwcPXr2ho2NLb+SnktHV1fscfvWDZR3roDSRkYyrfvxI4fg0aQ5Gng0hZm5JQYNH8MvYFw4d0pi+RM+XqjoVhlt2v8FU3MLdO3RD1Y2dnx2L6OuroFZ85ehRq16MDE1h4NjWfQfMgpBga8QHhYKedj3u3ZuR6VKldG33wD+npGRMapUrQZtbclfTH/UkSNH0LRJEzRq1AgW5uYYMXw4r/u5c+KzU3MdO3YMldzc0KFDB5ibm6Nnz56wsbHhs3tzPX/+HA0bNICzszOfldusaVNYW1vj5cuXMq37sSNeaNSkGRo2asL3+9Dho3nd/c6dkVj++DFvHqht16EzzMwt0L1nH1jb2PLZvXkpKiqKtXuNkrI/Xhmvoz5o1tgDTTwawMLcDKOHDeb1P+MredaTo70dBvXtjXp1akFRUfINV4vmzEDjhvVhaWEOG2srTPh7BMLCw/nMQFk6cPwsWjasg+b1a8HKzATjB/WCsrISTpy/IrE8m107vNdfaFizqsS6p6am4fKtexjWsxNcyjrA1KgU+nVuC9PShjhy9gJk7diRw3najiWGfGfb6cbbjh2fZZpXZEQ4Nq9fjTHjp6BE8aK5Kc7zxhO0c3NAG1d72BjqYFrLGlBRLIGjD0TnnvzYXSFTDl/CkHquMNXRLPC+fkk1scelF+/hbmkEU92CZf/U/c54HT2Gpo0bCY/ZUcOG8PqflXLMOtjbYeBXjtnKldzQp0c31KxeNLNx/x/OU95HjqJJk8Zo7NGQn6dGDh8KZRVlnD3nK7G8g709BvTri7p1avP+XBbb/Fn1XJVx5lYKAoIy8DkiCztPJUJLQwEVbAsPfLOZtnFJ2cJHYrJ4lLZ9PVVcepAK3zup+BKZhbDoLDx4mY6MTNnUO/zsFbyauQKhx/y+qbzFwL+Q/PYjnk9YjIQXb/B+3R6EeJ2F1ajewjJWo/sgeOtBfNzpjYTnQXg8dCYyk1Jg1lu2s+l3n7mCtnWqoFVtd1iblMKU3u3498FjV+5ILD9/cFd0alAdDhYmsDI2xPR+HfksxjvPBBN3PoRG4HHQB0zu1Q5lrc1gaWTIf09NS8eZmw8ha0eOeKNJkybwaNSIH7PDh4+ACh+fFXbMVuKzVNn4rEfPXgWOWV1dXbHHrVs34excAUYyHtfLc90J+R1RMPcPUqlSJRw4cEDm283KyuKPwsyePVssmDtnzhx069YN/5X0jEw8Dw5BVQfRbBIFhWL8ecC7T98UjLz98h3ehUXBzVaUFsDFygSXH79GaEw8L3Pn1Xu8D4tGNUfZzlphwkI/IyY6EuVdKglfY2kQWMqBVy+eSPxMRno63ga+RHkX0a3OCgoKfBvSPsMkJSZAVU0dxWX05UdUd/cCdX9dSN3fBL4S+/fm1v31i6f4L6RnZODF22BULucgVgf2/PHrgjOAJElJTUNGRhY0NdT4c3asXPd/CvPShhixcB0aDZ6C3tOX4dLdANnXPz0dgYGv4eJSUaz+7PmLF88lfubFi2dwqSieJsTVrZLU8uw2qbt376BRoyYyr3tQ4EueBiFv3dnzly+eSfzMqxdPxcozFV0rSy2f29bZFXx1DdmlFCmqfc/azr27d2BsYoLp0yajW5eOGDN6BG7euC7zur8ODBS7qCeouwuev3gh8TPs9fx1d3NzEytfpkwZ3Lp9GxEREby/fPToET59+gRXV1eZ1j0w8BVcXFzF6l7BxZXvX0nY6xUqiteBBYryl3/y+BF6dOmAIQN6Y92aFYiLE8zKkSVW/1eBQXB1qSBWf1cXZzx7Ibugd2JiEv9ZUobtPj09Ay+D3sHd2Ums7pWcy+LJqx8LGmdkZfKAo5KiktjrLFVEwAvpQcof73Ne8baSv+1I60PY6xUq5utz3CqJlWfH7b9LF6Ft+04wt5D92EA4xvkSgao2xuJjHBtjBHwMk/q5jZf8oaOhyoPAX8Nm+F59FYy231D2T9nv4sesc75jtoJMj9mi8P9wnsrfV1Z0cfnh/V4U2yyMnpYCD9y+fC+aOJGSBrz7kgkr48LH3wY6Cpg/WBOz+5dE72Zq0ClZTPiehlox/vn4pCyM7aKBhUM0MbqzBmxMvjLdtwhpV3VBxIWbYq+F+16DTlXBOKOYoiK0XMsi4vwNUYHsbERcuAHtqhVlO65/9wmVy9qJj+vL2uFx4PtvH9dnZgrH9Wk5eSuU8lyYYdtkz/2/8btC0R6zzyUcs27fMK4XT3n0J9edkN8VBXN/EyyXIJs16+TkhAoVKvDZUGyGbLly5fgMJ/aTfTH29/cXfsbT0xNVqlThX4Rr167NvxjnWrx4McqXL8+3VbVqVSQlJYnNuGW5Ixs3bswDvGXLlkXXrl2RmCg53YC0mbbt27fn22B1+/LlC8aNGwd3d3f+N1h9cmdbDR48mP+sVasWfy8sLAy9e/fGihUr+OsJCQno27cv3w57sMCvNOwWqbi4OLEHe+1rohOTkJmVDT1NdbHX9Uqq8/y50sQnp6Dq2GWoNPofDN9wCJM6NEQ1Ryvh+yznLpu522j6Wl5m6PqDmNLRA262kvMu/QyWM5TR0ha/3Yg9j4mJlPiZuLgYZGVlSv5MzvYKfCY2Bt77d6BBk1ZFUHfxWRnseUyMlHrExRZSd8n/XlmLiU/kgYT8M2bZ88gYyWkW8mN5cfV1NIUBYXYbV1JKKnYe90O1CmWwetJQ1HV3xoQVW3H/uWzTc7Djg32x0s53OyGbHRMdFSV1IJR/9oy2trbU9nLezxeqqmoyv50pnv//Z0E73/8/q5u0urDX85fXKqQ8S/HhuX0TatZpADU18b7hd9z3sTEx/Fxx+NABPlNh7rxFqFa9BhbMn4PHjwNkXnedfHXX0dYutO7s/QLlo0W36rKcu4KZFT3RslUrnrZh6NCh/Fwlu7rHSt3vMVGSbxuOkbLfWf7IvMHd0WMnYu6CJejVZwCePg7A7BlTeC5IWYqNixfs+3wpBwT7Uja3+bLtr9u8FWWdHGFlKTn394+IiY8X9Jf56q6rpcnz5/4IdVVVlHOwxY7DxxAeFY3MzCycvXwDT14FIiJatsH0wtqOtHYv6HMklM/TdrwP7Ufx4sXRonU7FJXopBTBGEddVex19jwiXnKahQfvQ3DkwUvMbPVtfbfPw9dQU1ZEgzKyazPyvt/Fj9n8/Z+WWP/3O/p/OE/lr0v+886v3mZhNNUFAdi4JPEJMSwIm/ueJO++ZMDzdBLWHk7Afr9kHhQe06UklHMm8+prKQhz615/nIa1XokIDs3AiI4aMND+NV/9lUvpIzU0Quw19lxRqyQUVJShpK8DhRIlkBomPr5PDY2Ecml9mY/r9bTEL2Sy5xFS0qflt+rgKehra6KKkyAgzGbiltbTxppDpxGXmMQDxjtOXkRoVCwivvG7wvcfs9oFxyxSxjiCY1ZCeSlt+ryfH1RVVVG9Rg0Z1ly+6/4nyMrOlvvHn4gWQPtNnDlzhueLYblhmKioKAQEBODp06dYuXIldu3ahYMHD+Kvv/7it6reuHED+/btw5UrV/jtUGzhGRaQZeV37twJLy8vXLt2DVpagsEkK5MXG+Du3bsXenp6fIYU+0LN8iJOmjTpm+t88+ZNPHz4kN8uy0ycOBFLly7lv+/fvx+jRo3i/64NGzZg48aNvI75O2SG5VVkAVn272UDwJo1a8LR0VFiSoiFCxcWCPbOnDkTk6rL9stFLnVlZRyc1JcvdMZm5i47cgGm+to8rQKz78p9BLz7jJUD28NYVwv3A4Ox4JAvDLRKoupPzs69dvEsNq/9R/h84kzR70UlKSkRi2ePh4m5FTp07ffD27l68ZxY3SfNXII/0Q4fX/jefIAN00dAOSdXHDveGJZWoWuzevx3lpIh4NVbePtdh1sZ0WwBeeDnewZ169WHkpL4zLnfHbugtXThbGQjG4OG/Q15kDtQqVq1Otq0Fdx2aG1jg+fPn+H0qRMoX162CxLJmo+PD168eMH77FKGhnj85AnWrVsHPV1dVMw38+J3U7uO4FhlLK2sYWllhYH9evLZunlnFMqDVes38QWYVixZAHkwfeRALFy7FW0G/I3iCgqwt7bgaRnYLODfXeDrVzju443lqzbwOwB+F4mpaZjqdZkHcnXUxRdSkubow1do5mwLZSlpAX4nv+t+/xPI+3mqKLmXUUQXD8FsTmadt+QcrV/z7K1oJi9LzfDuSyLmDtSEq4MSbj5J43mtmeuP0nDriSBn68ewTDhYKKJaeSX4XJVtrvQ/yfYTF3jO3U2TBgvH9YolimPpiF6Ys+0g6g2dyc9Tlcvaooazo3DML098fc/K5bhe3utOyI/4/Udkfwg2g5YFaVlQtU6dOmjWrBl/3dLSEg0aNOC/d+rUCQMHDkRwcDDPT8hm4rKZublYAJgFQ0+cOMFnw7JALpN/dhXDTi7//vsvTp48yYMasbGxqF69+nfVmdUxN5DL+Pr68oAwW6WcXXlj9fkWfn5+WLZsGb/VQl1dnc9EZtuSFMydPHkyxowZI/YaC1RnX95b6N/QUVdDcYViiMw3C5ctfqafb7ZuXuw2RXMDwf5zNC2Ft6GR2HruFg/mpqSlY9Xxy/i3fzvULmfLy7B8uS8/hWLnhds/HcxlOWxt8+SBTU8XDMhiY6Kgoyu6Ss2eW1hJDgBqampDQaE4L5MXe66tIz6DMTkpkS+MxmZZjp26ACVK/Hj3UKlKTdg5OEmoe3S+ukfD0spWSt21Cql70S1kkpd2SXU+KMu/2Bl7rqddeL5MzxPnsdPHD2unDOOLpolts7gCrExKi5W3MikF/5eixfVkQVNTkx9XbOZhXmxhE5bzUxLWX+Rf+IRdaMrfXpgnTx7j48ePmDBJ9gtBleT//woFZm6zukmqC8Nez18+VkJ5HshdNAvh4aGYs2C5zGflFtW+Z9tkF+JYnsK8zMzM8ezpE5nXPf/MB7aYT2F1z7/YDy+fc/5hF+zYhcbp06ahcmXBKsRWVlZ4ExQEL29vmQVzBf2G5P2urSs5X6O2lP2uI6WdMaWNjPnf+vL5s0yDuVqaJQX7Pt9MVsG+LHgx9HutXr8Jt+/ew/JF82GgL7vZTox2yZKC/jJf3aNi4wrM1v0eLD/u2rmTkZySisTkZOjraGP6snV84TRZKqztSGv3gj5HQvmctvPs6WM+U7F/ry7C99n4aPuWDTh+1AubdxQ+dvlWOmoqgjFOovgsXPZcv6T4bF0mOCoen2MSMHKvb4EgnOusbTg2sgPM8uTFffAuBO8iYrGkk+iihqzI834XP2bz93+xEsffv5P/h/NU/rrkPe/8DtvMKyAwHe++iMaTuYucaaopIC5RdJdHSTUFHnz9Vsmp2QiLzuSpF5i4RMGx/CVSfBshkZnQLflrZuayWbhsdm5e7Hl6bDyyUlKRFhGNrIwMKBuKj++VS+khNUR8Rq8sxvWRseKBdPZc/yvrVuw6dYnPuF0/YSDszEUpbZgyVqbYN3cM4pOS+QKjOpoa6Dl7FZysTFE0x2xMwTGLlDGO4JiVUF5Cm37y5Akf10+cJPuFgeW57oT8rijNwm+CLQLDZuWypODXr1/n6QYk3ULAZhiwBwvG9urVi6ddyH2wVAfs1oJvwWblXrhwga9Y/vjxY54iIW9O22+hkSfX3ocPHzB8+HDs3r2bd6ZsZu73bi9XYbMoWOCWnQzyPvLPOpaEXTUtY1Yat1+JZvJkZWXj9qv3cLYUBdq+hn3ZYbfPMBmZWfyhkK++7EQli6n+LGdtaWNT4YMtAMaCmE/874vNpA18+Qz2juUkbqOEoiKsbB3w5NE90b8hKwtPHt0X+wzbzoLpf6NECUWMn74YSkrKP1l3NYl1f+x/r0Dd7Qqpu7WtPR4/ul+g7naORbPYWX6KJUrA0coMd5++EqvD3acvUd5OlG4jv13H/bD1yFmsmjgYTtbmBbbJXnv/RXzBrQ9fwmGkL9sVe9kCH7a2dnj0yF+s/o/8/eHoWEbiZxwdneDvL75gw8OHDySW9z13hm/f2tpGpvXOrbuNrQMC/B+I1T3A/z4cHEUXCvKydyyLx49E5ZlHD++Jlc8N5H75/JEvhsaCxkWhKPY926advQM+fRQtwsh8+vQRhoalZFp3O1tb+OdJ3cPqzs4zZRwdJX6GvZ43DZCg7g+F5Vl+Obbv8/fvCsWLfzXn+vfW3dbWHo8e5W83D/n+lYS9zt7Py//hfanlmYiIcMTHx0kNePxM/e1tbfDgUYBY/R8+egwnxx/PVcrGDCyQe+3mbfwzfw6MSsuuveRiCzk52Fji3mPxvKX3A56hnP3P9xGqKso8kBuXkIg7/o9Ry921CPocewQ8elig7Ujrc9jrefuo3LaTW75u/YZYuXYzVqzZJHzo6umhTftOmDlvsezqzsY4Rvq4/eaL+BjnzWc4mxoWKG+lr4XDw9riwJA2wkddB3O+uBn7vXS+i9xHHryCk7E+HErL/kKqPO/3vMfswwLHbMBPHbP/hf+H89RDf/H97u//6If3e1FsM6/UdCA8Jkv4YAuTxSZkwcFCNHlCRYndtl8cbz9/+wLELL0CS60QlyA4l0bGZiEmPguldMVz5BrqKCAqTnbn2+8Rc8sfevXFF/PTb1Ad0bcEbS87PR2xD55Cv341UYFixaBXrxpibj2U7bje0gR3nwWKj+ufBaK8rfS7PHeevIgtPuexZmx/OFmJ1k7Jr6SaKg/kfggJx/O3H1GnYtkiOWb98x2z/oUes2X4Mf0t4/pzwnG9tUzrLe91J+R3RcHc3wS7ksS+5LZq1YqnKmBfvNgM3Hfv3uHixYu8zOHDh/lMWFNTU16OBU5ZEFW44MA9QaCMvcdSG7DZtrlXsPLn9WOBYn19fR4MZTNpd+zY8VP1Z3+LddJs5UhW9zVr1oi9X7JkSWF98mvYsCG2bt3KP8fy9rJcwCxnsKz1qFcZ3jcewef2Y7wJicC8g2eRnJqGNlUFt3xN3XUcK30uCctvPXcTN1+8xceIGF5+5/nbOHnnKZq7C4KPGqrKqGRrhuXHLuLu6/e83LFbAThx5wkaONvLvP6sfTRt3QlHDuzEvdtX8eFdENYtn8tnulaqVktYbu6UkThz/LDwefM2nXHh7HFcPn8Kn4LfYeu6pUhNSUGdhs3zBHJHIzU1BYNGTUJyciLPScseWTLKB8nq3qx1x5y6X+N1X7t8HnR09eAuVvdROHPcK0/d/8qp+2l8DH6HLbzuyaibU3eG1fPdm9cI+SJYyO7Duzf8eUJ8nEzqzlIhHL14Ayeu3MbbTyFYtO0gklPS0LKOYFb8zHWeWLNftKrqTh9fbDh0EjMGdYWRgR4iYuL4g+XJzdWjRQP43nyIIxduIDgkHAfPXsHVB0/QoaFs884y7DbHs2dO4bzfOQR/+IB1a1chJTUFDT0EiwMsW7oEO7ZvFZZv1boNHty/B2/vwwgO/oA9u3fxW1ZbtBTPoczazbWrV9CocVMUlZZtO8Lv7Alc9DuDjx/eY+Paf3nbre8h+Jsrly3A7h2bhOVbtGqPh/fv4Jj3AXwMfo/9e7bzRdSatmjL32fBxH8WzETQ65cYPW4ab9/RUZH8wRZmkId93659B1y9ehlnzpzC58+fcPz4Mdy5fQvNWrSUad3btm3L0+T4+vnx88yatWv57FoPDw/+PjtPbd++XVi+devWuH//Pp9ly85d7Pz0+vVrtGwpqJe6mhrPjbt12zaeUickJITfgXH+/Pnvvivka1q3bY9zwv3+HuvXruT7vYGHYJE+tijSzu1bhOVbtm6HB/fv4oj3IXwM/oC9u3fy/d68ZWv+PrvjZfvWjXzhn9DQEDzyf4D5c2bwFdrZwj+y1r5NK5w664tz5y/gfXAwVq7byC+ONmkouEtn0bKV2LLDU3xRkTdv+YO18YjISP77p89fxFIr+F26jCnj/4aamiqioqP541tyzn+Pzi0b47jfZZy6eA3vPn7G0k27kJKaiub1Bf383FWbsH73oTx1z8Crt+/5gy3iFR4ZzX//mOdi1+2Hj3HrYQA+h4bjzqMnGDFzEcxNjNC8vuz7y9ZtO+DcmZO44HeWt50Na1eIHbOs7eyS0HaOeh/kbWff7p0I4m2njXDWqYWlldijRPESfAapqan0gMCP6FG9HLzvv+S5bd+Ex2DeietITstAG1fBeISlVVjpe5f/zlIl2JXSFXuUVFGGurIi/50Fh3MlpKTh3NO3aOsm+3HN/8N+Z9q3aS12zK5at4Efs41zjtnFy1Zga4Fj9g1/sAkCEZFR/Pe8xyzrd3LLMCGhYfz3sLBwmdZdns9T7dq2wemzZ+Hrdx4fPgRj9dp1fL838mjI31+ybDm27dgpvthe0Bv+YPs9MjKS//7p8+dv3qasXXyQiiZVlVHepgSM9RXQs6k6D/A+ChSNSUZ2VEediqLbxtvWUYGtaXHoairAyrg4BrRWR1Y2cO+F6DN+d1NR11UZFe0VeZ7cFjVUeHD3xmPBnXI/q7i6GjQrOPIHo2Zlyn9XMTPizx3mjUGF7aILJ+837YealRkcF46HuoM1LAZ3hVHHpni7UvT98+2K7TDr1wkmPdpAw9Ea5dbOQgl1VQTv9IYsdW9SG0cu38bxa/fw9nMoFu705t8HW9USLNI8Y+M+rD54Sliez8b1PouZ/TrCSF9H4rje984j3HsehI9hkbj04AmG/rMZdd3Kolp52V/Qadu2Hc6eOQ0/P18+Plu7djU/Zj08BN+dly39Bzu2bxM7Zu/zY9aLj8/27PZE4OvXUsb1V9G4sWwXNP5/qfv/u+ysbLl//IkozcJvgs2OZSkEWECTfRnr0aMHnJ2d+eJkLNA6cuRInv+F5cllgTG2mNiSJUv4F25WPi0tDc2bN+cLmrHPfv78mX9BZrfKs9QFLJVBXiyVAUvV4ODgAAMDA7699++/bRVPSdiXdJbPl9WX5eFt00YwoM41duxYHgRQU1PDuXPnxN6bPn06//flLoLTsWNHnlJC1pq4lUF0QhLWnbyKiPhEOJgYYt3QzsJF0UKi48Rm2SanpWPBwXMIjYnnX3ysSulhfs+WfDu5FvdpjZU+lzF553HEJaXASEcTw1vURseaRZP/sVX7bjyYuXn1EiQlJsDByRmT5iwTm0kbGvKJLx6Vq3rthnxRs0O7t/AFKiys7fhncm+Jexv4ks+QZUYPEE9tsWrrYRiWMpJh3VOwSVj38pgsse6i22mq127A634wp+6W1rb8M3lvm/c9dRSH94mCSrMmDeM/h4yegroNBelKfkajaq6IiUvAxsOnEBkTB3sLU6yaNAR6WoJbUEMio1FMQdRuvPyu86DExBWiwQgzoF0TDOwgqE899wqY3K8Tdhzzw7KdXjA3NsTi0X3h4ij7Ga6169RFbFwsdnvu4hdx2BXrOXPmC29RCg8P4+lEcpVxKovxEybDc9cO7NqxHcYmxpg6fRYsLcVnIl+5LLjwUaeu7G+7zVWzdn3+/79v93b+/29lbYvpc5YI//8jwkPFjllHp3L4e/x07PXcij07t8DIxAQTp82DhaXgKn1UZDju3hasqD12RH+xvzVn4b8o51zxt9/31avXxNDhI3Ho4H5s2rAOJqammDJ1BsqWlTzD/UexdD+xcXHY7enJg3421taYO2eOsO5h4eEopiC6HswW75w4YQJ27trFz1kmbCXz6dN5qqBckyZO5O8t+ecffhHR0NAQvXr2RPOctEKyUqtOPb7f93ruyNnvNpg1Z6HYfs9bd7bfx06Ygj27tsNzxza+CvuU6bN5ACj3bot3b9/ggp8vEhMToKurBxdXN3Tr0QeKirLPy1avdk3ExsZhx+79vP421lZYOGeGMM0C2/d5201kVDQGjxSlHzrkfYw/nMuVxfJF8/hrx0+d4T/HTp4u9rfGjx6Bxg3ry6zuDWtUQUxsPLbsP8LTLdhZmWPZtLHCNAuhEZFis7MjoqPRZ9xM4fN9Pmf4o2JZB6yZM5m/lpCUjA17DvFAr6aGOupUrYRBXdv/VCqgwtpOXJ62Y2Vtg5lzFuXpcwoes2MnTMXuXduEbWfy9DnCtvNfalLemi+Etu7CfUQkJPNZtOt6NIaehuCOrZDYhAJ3En2LM09YMDEbTcvL/vz0/7Dfmbq1ayImNhY7d+8THrML5swUO2bzjhMio6IwROyYPcof7Jhdtmg+f+3V60CMmyI6XjdsEYwpPBrUw4S/R8ms7vJ8nqpbuxafKLJr9x5h3efPmZ2n7uFibZ7t96EjRfvusPcR/nAuXw7/LFr4TduUNd87qVBSLIaujdSgqlwMQZ8y+IJlGXnmUuhrF4e6qugF7ZIK6NNCHeoqxZCQnM0/s3RPAv89b5CYdZHt66pCTbUYPoVlYs3hBETEymZmrpZbOVQ7L7pA4bRUcGt78C5vBPSbDGUjA6jmBHaZ5HcfcbfVIDgtmwzLET2R8jEEjwdNQ4TvNWGZL4dOQ8lAF/YzR0K5tAHiHj3HnRb9kZZvUbSf1aiKC6LjErHB+ywiY+Nhb26M1eP6Qy8nzUJIVIzY8Xr4wk0+rp+wRvTvZQa28cCgtoIgJFvo7N99xwXpGrRLonkNNwxoXTQXAGrz8Rk7Zj3zHLPz8o1xiomNz8ZPmAjPXTuxk4/PjDFt+gyx8RnD7tZl6tStWyT1lve6E/I7KpYtj5m5/xCXLl3C6NGjC9y6SgpKOScK5skTlUZ98PC17HJB/dcq2unD/7VsZ4n8V1zsDBB3/yzklaZbY7wO+vELML+SnY0FngaKZiDJk7K2RnK733P3PctTK4/YIjovg4IhrxxszBD8WpSCQJ6Y2Tkh4slNyCP9ctXwIkj8lm954mhjipQD8rmIqErnCXK779l+//D6OeSVuV0ZuT1XsfPUu0BReit5Y2lrj2FLxfN8you147RxUvH3Tg8iTfP0l0i4JbpTTt5oVG2FwKC3kEe2NlZyXXcCDF8u+Q5qebJmTNGkzvudUZoFQgghhBBCCCGEEEIIkQOUZuE3Vrdu3V86K5f97d69exd4nS289vfff/+SOhFCCCGEEEIIIYSQn/en5pyVdxTMJVK5uLhQigdCCCGEEEIIIYQQQn4TlGaBEEIIIYQQQgghhBBC5ADNzCWEEEIIIYQQQggh5A9DWRbkE83MJYQQQgghhBBCCCGEEDlAwVxCCCGEEEIIIYQQQgiRAxTMJYQQQgghhBBCCCGEEDlAOXMJIYQQQgghhBBCCPnDZFPSXLlEM3MJIYQQQgghhBBCCCFEDlAwlxBCCCGEEEIIIYQQQuQABXMJIYQQQgghhBBCCCFEDlDOXEIIIYQQQgghhBBC/jDZ2ZQzVx7RzFxCCCGEEEIIIYQQQgiRAxTMJYQQQgghhBBCCCGEEDlAwVxCCCGEEEIIIYQQQgiRA8WyKUEGIYQQQgghhBBCCCF/lAELIiHvNk/Rw5+GFkAj/xdSTqyHPFJpMQRJVw9BXqnV6ojo+UMgj3SmrkfIi4eQV6UdKyL5gifkkWr9Hoi7fxbySNOtMaIfXYa80qlQB7EP/CCPtFwb4l3gK8grS1t7RAVchTzSda6FlKOrII9U2oyU+74+8YY35JF69XZI8V4JeaTSbhTeBgVCXlnZ2CLpuhfkkVqN9nLbV+b2l953siCP2lVWQMItH8gjjaqtcFLRAfKqefpLxN89BXlU0r0ZAl6HQR452xn+6ioQ8sMozQIhhBBCCCGEEEIIIYTIAQrmEkIIIYQQQgghhBBCiBygNAuEEEIIIYQQQgghhPxhaBkt+UQzcwkhhBBCCCGEEEIIIUQOUDCXEEIIIYQQQgghhBBC5AAFcwkhhBBCCCGEEEIIIUQOUM5cQgghhBBCCCGEEEL+MNlZlDNXHtHMXEIIIYQQQgghhBBCCJEDFMwlhBBCCCGEEEIIIYQQOUBpFgghhBBCCCGEEEII+cNQmgX5RDNzCSGEEEIIIYQQQgghRA5QMJcQQgghhBBCCCGEEELkAAVzCSGEEEIIIYQQQgghRA5QzlxCCCGEEEIIIYQQQv4wWdmUM1ce0cxcQgghhBBCCCGEEEIIkQMUzCWEEEIIIYQQQgghhBA5QGkWyB9l/7VH2HnpHiLik2BvrI9JbeuhvHnpr37u9MOXmLT7NOqVtcaKvq2Er/sFBOLQzQA8/xiG2KQUHBjTFY4mhkVW/wMXbmHn2WuIjE2AvVlpTOzSAuWsTSWWPX//KbaeuozgsChkZGbCvJQeejSqgRbVKvL30zMyse6oH649foWP4VHQUFVBFScbjGzfCIbamjKvu7JbHShX9YCChiYyQz8i6dwBZH5+L7V8MWVVqNRtDSVHFxRTUUNWbBSSfA8hI+gpf1/JtTaUXWuhuLYef54Z/gXJ104J35elIyfPYv/R44iKjoWNpTlGDeyDMva2Esu+/RCMbXsP4VXQG4SERWB4v57o2KqZWJnt+w5hx34vsdfMTYzhuW45isL+S/ew0/cmIuMSYG9aChM7N0Z5SxOJZc8/fIGtZ67jQzhrN1kwN9RFz4ZV0KKKs7DM9J0+OH4rQOxz1Z2ssW5EV5nX/eC5K9h94gIiY+NgZ26C8b06oKythcSyRy7cwKmrdxAU/IU/d7Qyw7DOLQuUf/spBKv3+eDB80BkZmXByqQ0lozui9L6ujKv/+EzF7H7+DlExcTC1sIUY/t2QVlbK4llj/pdxekrN/Em+DN/7mBtjiFd2grLZ2RkYMP+Y7j58DE+hUVAQ00V7uXLYGjXdjDQ1ZZ53Q+du4zdx/2E+35c704oa2spue7nr+Pk1dt481FQd0crcwzt3Epq+YVb9uHI+Wv4u0d7dGlWX+Z19zlxEoe9vBEVHQ1rKysMHTwIjg72Esu+e/8eu3bvQWBgEELDwjBoQH+0a9P6p7b5sw6fuYA9Pmdz2o0ZxrB2Y2ctsewxvys4fZm1m0/8uYO1BQazdpNTnrWbjfuP4saDx/gcFs7bTaXyThjarX2RtJv9Nx5j55WHgvOskR4mta6N8malvvq50/6vMWnfOdRzssKKXuJ9Zq653pdw+PZTjG9RE91rVfjt+3omPDIKG3fuxe0H/khJTYWJUWlMGjEYjnY2Mq//gfM3sev0FcEYwbw0JnRrhXLWZhLLnr/3BNtOXkJwaGTOGEEf3ZvURIvqrmJlvC7dxvN3nxCbmIx9s0fAwdwYRWH/TdZu/BGRkAT70nqY1KrWt7WbR68xab+voN30aCqxzNwjl3D4zjOMb14D3WvKvt0wPsdP4LCXF6Jz+4chg+Hg4CC1/JWrV7HLczdCQ0NhYmyMvn37oLK7u/B9tp2t27fjwYOHSExMRLlyZTF08GCYmEg+d/9su9l55qpobNmtpfR2c/8Jtp5gY0tRu+nRmLWbPGPLI764FvAyz9jSFiM7NIahjuZv3Vcyl27fx5Fzl/HizXvEJSRi55IZsLcyR1HJzs6Gn/dq3L14CMlJ8bCwr4g2vWdCv7Tkcyevo88mPLnni/Avb6CoqAILu4po8tdYGBiJxhZ3LhyE/80T+PzuGVJTEjFjw22oqst2/x/0u45dpy8jMjYedmZGmNC9DcrZSN5X3pdu4+T1+wj6GMKfl7E0wbAOTcXKs+2sOngSt568RnxSMlwdrPg2zUsbyLTeujUrwXpsP2i5loOKsSHutR+KUJ/zhX+mdmU4LZ0EDSc7pAR/QeDC9fi464hYGYshXWE9ph+USxsgLuAFno6ei9i7j1EUDvpeg+dJNjaOh525Mcb3bIdyNlLGxhdv4uTVu6J9b2WKoZ2ai5Wv1P1viZ8d+VdL9GxRv0ja/YE9W3H+7HEkJibAsUx5DBg6FkYmkvudXGdOeMPHex9ioqNgYWWDvoNGw87BSfh+Wloqdm1di+tXziM9PR0urpXRf8gYaOvIfnxPyO+AZub+n4qJicGiRYvEXqtbty6OHj36U9vV19fHu3fvfmobs2bNQkpKivB57969sWLFChS1Mw9fYqnPFQxqVBX7/+4KB2MDDNl0BJHxSYV+7lNULJYfvwpX64ID6OS0dFS0Msbo5jVR1M7eeYxlB09jUMt62DtjKB9wD12xA1FxCRLLa6mron/zutg5eSAOzhqO1jVcMWv7Edx48pq/n5KWjufvP2NAi7rYN2Molg3tivchERi9erfM665Yxg2qDdsj5epJxG1dgMywj9D4aySKqZWU/AGF4tDoOhLFtXWR4LUJcRtmIenUHmTHxwiLZMdHI/niUcRtXYi4bYuQ/v4lNDoOhoK+kUzrfuHqDazd5olenTtg8/KFsLGywLhZCxEdEyuxfEpqGoxLGWJgj67Q1ZEeKLEyN4X3jg3Cx+pFs1AUzt57imVevhjUvBb2TenPg7lDV+1DVFyixPKa6iro37QGdo3vg0PTBqB1tQqYues4bjwLEitXw8kGfotGCx+L+raVed3P3XyAFbuPoH+7JvCcP54HFEcsWoeo2HiJ5e8/e41G1d2wftoIbJs9BqX0dDB80TqERYnazcfQcAyYvQKWxqWwcfoI7Fs0Ef3aNoaSoqLM6+974y5W7jqE/h1aYOfiabCzMMPo+SsRFRsnsfyDZy/hUaMy1s4ci83zJqKUni5GzVuBsKho/n5KWhpevv2APu0F21s0dgjefw7B+CVrZV/3m/exwtMb/ds3w64Fk2BnYYqRi9ZI3/fPX6Fx9UpYP20Uts4ex/f9iIVrxPZ9rot3/fEk8C0MdLRQFC5duYpNm7egW9cuWLtqBQ+sTJ0+g58XJUlNTYVR6dLo27sXdHV0ZLLNn+F3/Q5W7TyIfh1bYsfiGbzd/D1/hfR28/QlPGpWxpqZ47Bp/mS+70fP+xdhkTntJjUNL9+8R58OLfj2Fo4big+fQzBh8WqZ1/3Mo9dYeuIaBjVwx/6RneBgpI8hW48jMuFr59k4LD95Ha5W0vvv80/e4PGHEBhoqqMoFEVfH5+QgOGTZqB48eJYMmMSdq1ZhmF9uqOkhuz/DWdvB2D5/pMY2LoB9s4azoMrw5Ztkz5G0FBDvxb1sGPaEByYOwqtarph9lYv3Hj8SlgmOS0NLnaWGNlRcpBUVs4EvMbSk9cxqEEl7B/eUdButp34eruJjsPyUzfgallIu3n6Bo+DQ4us3TCXL1/B5s2b0b1rV6xZvQrW1qx/mC61f3j27BkWLV6Cxo0aYe3qVahWrRrmzJ0nHF+zQMfsufMQ8iUEM2dM59s0NDTE5ClTxcbPsnD2TgCWHTiFQa0aYO/MYbA3M8LQ5dsLGVuqoX+Lutg5dTAOzhmJ1jVdMWubF248eSU+tmxZD/tmDsey4d3wPiQco1d54nfvK5nklDQ4O9phWPf2+C9cObkFN87tRps+szB01gEoKath25IBSE9LlfqZNy/uolrDrhg6cz/6TdyKzMx0bFvcD2kpouMlLS0Z9s61ULfVoCKp97nb/li+7zgGtvbAntmjYW9mjOFLt0htN/dfBKFxVRdsnDQI26cPRyldbQxbuhlhUbHCNj925Q58CovC8lG9sXfOaBjp6WDIkk1ITk2Tad2Lq6shLuAlnoyc/U3lVS1N4e6zEZGXbuNapdZ4u3onym+cB30P0Xc/o45NUeafyXg9by2uVW6L+IAXqHJyK5QMZB9EPHfrIf7dcxQD2jbG7nljYW9ujBGLNxYyPgtE42qu2DB1GLbPGoVSujoYvniD2PjszJrZYo8ZA/5CsWLFUL+yaCKHLB3z2ovTx70wcNg4LFy2Ecoqqpg3YywPxkrDArQ7t6xBxy69sXjlFlhY2WL+jLGIjREdvzs2r8a9O9cxZtIczF60GlGREVi6YGqR/Bv+32RnZcv9409Ewdw/KJj7u5g9e7bMB6PfwvPKA7SrWg5tKpeFTWk9TGvfACqKJXD0jvSZnGzW3pQ9ZzCkcVWY6ha8ot2yUhkMblQVVewLv5IoC7t9r6NdrUpoXdMNNsaGmNq9FVSUFHH02n2J5Ss5WqO+qxOsjQ1hZqiHrg2rw860FB4GCmbDllRTwYaxfdDIvTwsSxvA2cYMk7q24IPwL5GyDVCoVGmAVP/rSAu4iayIECSd2gdkpEGpQjWJ5ZVcqqOYqjoSDm1A5sc3fFZuxofXyAwTzKZg0l8/5rNws6LDkRUVhpRLPshOS0UJE8mzHn/UwWMn0aJRfTRrWBeW5qYYO6Q/VJSVcMrvksTyZexsMKRPdzSoXR1KitJvfmBf7vV0tIUPbU3Zz1hhPM/fRrsaFdGmugtsjAwwrUszQbu56S+xvLu9Jeq7OMLaSB9mBrroVr8y7ExYuwkWK6eoWBz6WhrCh6a6qszrvvfURbSpVx2t6laFtakRJvfrxPe9z+VbEsvPG94LHT1qwcHSFJYmpTBtYBdkZ2fhbs6XTGbdgZOo7uKEkV1bw8HSDKalDFDHrTx0taRcWPgJ+074onWDmmhRrwasTI0xcUA3qCgp4cTF6xLLzxnZHx0a14W9pRksTYwwZXBPviDBvccv+PsaampYPf1vNKxeCRbGpVHO3hrj+nblM4hCIiJlWve9J8+jTf3qaFm3Gt/3k/r9xet+/NJNieXnDu+DDo1q59S9NKYO7Ma/nN198lKsHPvysGzHIcwZ1hslihdHUfA+chRNmjRGY4+GsDA3x8jhQ6Gsooyz53wllnewt8eAfn1Rt05tKEoJ6n/vNn+23bRqUAst6tWElZkxJgzsDmXWbi5ck1h+9qgBaN+4Hp89xtrN5MG9Be3myXP+voa6GlbNGIuG1d1hYcLajQ3G9stpN+GybTeeV/3RrnJZtHEvA5tSupjWtq7gPHtXUBep59n9vhjiURmmupID/KGxCVh07AoW/OUBxeJFM3Qtir5+r5cPDPT1MHnUED7D16iUIdwrVuCzc2Vtz7mraFvbHa1rVYK1SSlM7dmGH7PHrt6TPkZwKysaIzSqATvT0vB/Lbpgz2bpsuBwlbKSZyfLiufVR2jn7oQ2lXLaTZs6UFEqgaP3BH2f1HZzwA9DGrpLHJ8J243PVSzo7AFFhaL7yuN95AiaNGmCRo08eP8wYvhwKCur4Oy5cxLLHz3mg0pubujYoT3Mzc3Rq2cP2NrY8Nm9zKdPn/HixQsMHz6M909mpqYYMWwYUtPScPHSZZnWfffZa2jH240bbHi7ac3bzdGr97+t3XgI2s3DV3nGluP6olFlZ1gasbGlOSZ1b4Xn7z/JfGwp676SaVqnGg8Ou5cXzfYrKuwcef3MLtRrNRhObg1gZO6AToMWIT4mDM/u+0n9XN8Jm+FWuy1KmdrByMIRHQYuREzkF3x6J/o+U7NJL9RtOQDmtkUzE333mStoW6cKWtV25/3NlN7t+Njy2JU7EsvPH9wVnRpUh4OFCayMDTG9X0cefLnzTDDB5ENoBB4HfcDkXu1Q1toMlkaG/PfUtHScuflQpnUPP3sFr2auQOgx6fs4L4uBfyH57Uc8n7AYCS/e4P26PQjxOgurUb2FZaxG90Hw1oP4uNMbCc+D8HjoTGQmpcCst+wvCuw5fQlt6lVDqzpVYG1SGpP7dMwZG9+WWH7e0B7o6FGT73s2kWHagM6Cff9UsO8ZfW1NscflB09QqYwtTA31i6Tdnzx2EO0794R71Vo8KDt8zFRER0Xi7s2rUj934ugBNGjcEvU8msPM3IoHgpWUVXDB9yR/n83wZb/36jcc5Su4wcbWAcNGT8bL50/w6oXs79ok5HdAwVw5wK6MTZs2DRUrVoS9vT327NkjfK9bt26oVKkSnJ2d0bx5c4SECG6hGDx4MOLj4+Hi4sLfz3Xt2jXUqlULNjY2vMzX+Pj4oEyZMnz7EyZMEHvv9evX/G+6u7vz99esWfPVOuf+TVYHVrewsDD+/Pnz52jQoAEv265dO6SlyfYqLLvti6VCqGonCroqKBRDVXtzBLwX3JItycZzt6GjoYZ2VcrhV0rPyOBBVpYGIZeCggKqlLFBwBvxIJu0E+ft50F4FxIBNzvpt27FJ6fw/zs2GJcZheIobmSOjLd5v5RlI/3tC5QwlXwrnJKdMzI+voFak7+gNWoxNAdMh0r1JqxhSf4bxYpB0akSiikqIePTG5lVPT09A6+C3sKtQnnRP0dBgT9/+lIUIPwRHz+HoF3vIfhr4EjMXbYaoeERkDXe7j98QRVHK7F2X8XREgFvRIHxQtvNi7d4FxoJVzvxW+fuvXqPeuOXo/XMdZi/9xRivjKD6vvrnoEXb4NRuZyD2L5nzx+/fvtN22Az5zIysqCpocafZ2Vl4br/U5iXNsSIhevQaPAU9J6+DJfuiqeMkFX9X775wNMg5K0/e/741Ztvrn9mRiY0C5nFl5CUlHPMCv6Nstz37uUcxetezhGPX3973TN43UX1Yvt/5tqd6N6iIWzMiuZWbXZb3evAQLi6VBCre0UXFzx78fK32ab0v8XazXu4OzuJ73vnMnjyre0mLXffF9ZukgXtRl2W7SYTzz+Fo6qdqfh51tYUAR8EYxNJNvrdhY6GKtpVlhw8ycrKxtQDfuhdpyJsSwvS6shaUfX11+/ch6ONNWYs/hetew5Ev9GTcPxc4bfz/vAY4d1nsaArHyM42SAg8MO39fXPAvEuJJzf2vxf4u3mczhvJ2LtxuYr7eb8Peioq/IgsNR2c/A8etd2gW2porvFNrd/YP1B/v7h+QvJwWj2esWKovKMm5ursDzbJqOkpCS2TXax6emzp0UwtpTQboK+r924ORQytkyS/djyv+ori1J0+EfEx0bAtpxoYoOKWkmYWTvjQ+Cjb95OSrJgRqaqetHc7SJxjPDuEyqXtRMfn5W1w+OcCSPfNEbIFI0R0tIz+M+8F8bYNtlz/28c8xUV7aouiLggfiE73PcadKoKjuFiiorQci2LiPM3RAWysxFx4Qa0qwrSj8h2fPYRVcraF9j3Ad+177P43RmSsNQN1/yfoXXdKigKYaFfeJqE8i6i+IS6ugZsHcrgpZSgK+sT3wS+grOLm9i/29mlkjBQ+ybwJTIzMvhruUzMLKBvUAqvXjwpkn8LIb8a5cyVE2wQ9PDhQ7x584YHZ2vUqAFLS0uensDAQJBLiM3EZSkMNmzYwB8sWOrvLz77LigoCBcvXuSdopOTE27evMlv75KEBVr79OmDq1ev8rKbNm1CZKRgFk9mZia6dOmC3bt3w9HREUlJSahatSqqVKnCg7vS6szqtXHjRr5NbW3RbYmsnqxeysrKqF27Nry8vPj2Jd0Oyx55sc98TXRiMjKzsqFXUvzEpaehhrdhURI/8+DNJxy58xQHx3TDrxadkMRnoehqaoi9rqepwQO0hQ2gG49fwk/+CsUUMLl7S1SVMsMmNT0dqw6fQ5PK5XmOM1kppqaBYgrFkZUofttbdmIciutJzoenoK2PEpYOSHtyBwkH1kJBx4AHdlG8OE/VICxnYAzN3uOBEop8Vm7C4Y185q+sxMbF8f2uoy0+QGbPP3z8ejBUGjZDa9KoITA3MUJkVAx27D+MEZNnYceqf6CmpirjdpMNvXy3l/J2ExpZaFC/0eSVSE/P5F+qp3RpimplrMVSLDRwcYSJvjaCw6Ox5thFDFuzH7sm9EZxGc1+iolPFLT5fDNm2fN3n0O/aRssL66+jqYwIMxu/0tKScXO434Y0rE5hndphZsBzzFhxVasnzYcbmVEX0x+uv5xCYL658s/raPN6i/9AlJea/d4QV9XSywgnBebsbJ2jzc8arhDXYbtRlh3CfuepXX4Fmv2HoW+jhYq5wkI7/LxRYniCujcpC6KSlxcHA8aa2uLp0vQ0dZGcPDH32ab0sTE5+578XbDnr//9G37ft3uwzwXrrSZZazdsDIspYcs2010Uoqgv8n3BZGdd9+Gi26DzOvB2884cvc5Do7uLHW72y8/4P1K1xpFc7tnUfb1X0LDcOyMHzq2bobuHdvgxesgrNq8A4olSqBJ/TqQlZh4yWME3l+GhBc6RmgyZqFwjDCpR2tUzROg+S9Ibzeq0tvNuy84cu85Do7sJHW726+wdlMMXasXXbsR6x/ypdpgY9zgYMkX21k+3Lxj4Nzy7HXGzMwUhgYG2L59B0aOGA4VFRUcOXoUERERiMpJuyML0VLaDR8jfCm83TQeu0g0tuzRSmq7EYwtz6BJFWeZji3/i76yqMXHCMbvGlriF6k0tPQRHyt9/+fF2t6J3QthYe+K0mZFk8Nd2vhMTytfu9Fi7UYwSedrVh08xWeAVnEStBs2E7e0njbWHDqNqX3aQ1VZCXvOXkVoVCwiYiSnD/ivKJfSR2qo+Hct9lxRqyQUVJShqKMFhRIlkBomPq5ODY2EuoPkSStFMjb+xn2/ev8Jwdg4T0A4rxNX70BdRQX1KhVN3xkTLdhP+cdU2tq6iImR/J08Pi4WWVmZ0NIWvzCnpa2DTx8FQWwWIC5RQhHqGuL7hn2GvUfI/yMK5sqJ/v3785/W1tY82HnlyhUezN27dy88PT152gL2YDltC9O5c2eUKFGCP1iwlwV3pQVzb926xWfcskAu069fP4wYMYL//vLlSzx9+hR//fWXsDybCczygOUGc6XVWZK2bdtCLWdmWeXKlXm9JFm4cCFP05DXzJkzManS1xfJ+B6JKWmYuu8sZnZswGcMySt1FSXsnzGM55tiM3OXHTgNU30dfptc/pkxEzYcQDayMaW7aIG3X6ZYMWQnxvM8uezqdmbIB6SU1IZKNQ+xYG5WZCjitizgi6UpOlaEesteiN+9XKYB3aJQ1U10pd7G0oIHdzsPGI6L12+iuYfsFxr4XurKyjgwZQCSUtNw5+U7LD3sywO3LAUD08S9rLCsnYkh7E0M0WLGWj5bN+8s4F9ph48vfG8+wIbpI6CspCicRcSwtApdm9Xjv7OUDAGv3sLb77pMg7k/a9fR0/C7fhdrZ40T1j8vtqjV1H838mN2Yv9ff8Epr53HzvGcu+unjxbW/fmbD9h/5iI8F0ziF/pI0dh15BR8r9/Butnjpbabacs3gB0JEwZ0x6+UmJrGZ9zObF+Pz7CU5NnHMOy59gj7R3WWy3aTlZ0FBxtrDOwhuDhtb22Ft+8/8gCvLIO5PzNGYIuasTHCnWdBPOeuqaFugTHC74S3m4N+mNmurvR28ykMe64HYP+ITnLZbtgYffq0qfh35Up07PyXYKZvRRe4V6okPI/98rHlLNZuUnH7WRCW7T8FUwNdyWPL9fvYMA5TehRcVPJ37iuLwsPrx3F0u2h9hF5j1//0Nn12zkHox9cYPF101+bvbvuJCzzn7qZJg4X7XrFEcSwd0Qtzth1EvaEz+QW8ymVtUcPZ8bdo8/8vdvj48Zy7G6cOk9rufS7fQZPqrjI7Lq5ePIeNa5cKn0+euVgm2yWyRceZfKJgrpxig1OWMmHVqlV8di1bGIGlRJgxY0ahn2NX9/Pm7GRf7L7nb+Y94HV1dQvM/P3Wz/9ovSZPnowxY8YUmJmb7but0L/NBvxshkb+xc7Y4hr6JQveXhUcGYPPUXEYuc1H+BrLq8W4jl+JYxN7wUxf9quAS8NSPbCBTf6FBSLjEgpcGc+LfQEwLyW44u9gboS3X8Kx7fQVsQE3G2xP3Lif5zLbNK6vTGdOMNlJCcjOyoSCuiYy87xeTF2zwGzdXFkJsWy6AQ/k5sqMDIGChhZP24CsnC1lZfKcufz9kA8oYWwJFff6SDq9VyZ119LU5Ps9/wI47Hlhi5t9L7YYjqmxET59+bYZp9/XboohMt9iZ6zd6OebiZMXm41rbii4+u1oVhpvv0Rg25kbwmBufqYGOvxvBYdHySyYq11SXdDm8y3owJ7raRee39bzxHns9PHD2inD+KJpYtssrgArE/F8lVYmpeD/UnbpOfjf0tQQ1D9GvI1Hx7D6F34r5B6fc9h19AzPj8sWHpMcyN2EkIgorJ0xRqazK8XqLnHfF57befcJP+z0OYc1U0bAzkK07/1fBCI6LgGtRkwXvsZml6zc7Y39py/i2Oq5Mqm7pqYm7/di8iyIwUTHxEBHyuJmv2Kb0miXzN334u2GPf96uzkLz6OneX5ctqq7xHazfCPPr8wWAJJ1u9FRUxH0N/lSrrDzrn6+u2KY4MhYfI6Ox8idJwueZyevw7Fx3fDg7RdEJSajycKdwjJsFueyk9ex5/ojnJ7U87fu6/V0dGBpJn4MW5gZ48pNybkNf5R2ScljBH7Mapb8yhhBMAnAwdwYbz+HYduJS/9pMFd6u0mW0m7iBO1m16mC7Wbqehwb01XUbhbvEm83p27wIO/piT1kVn9h/xAdU2DtCh1dyf0D6zfyL44Wk68/sbOzw7o1a5CYmMhnwGpraWHU6L/567KiU7KwsWXJbxxbGgvGlicvFxxbrt+HLxEx2DShv8zHlkXZVxYVJ9f6MLMVzXbMTBeklEuIjYSmtqHw9YTYCBhZSL4jJ69jO+fihf9lDJzqCS1d2efh/tr4LDI2X7uJTYD+V9Yf2HXqEnacvIj1EwbCzlw83VIZK1PsmzsG8UnJPP2FjqYGes5eBSerguOg/xKbhctm5+bFnqfHxiMrJRVpEdHIysiAsqH4DGvlUnpILeTuSZmPjfPNUs/P8+RF7DhxHusmDSmw73M9fBGE91/CsHC4bM6tTKUqNWHrIJr9npGTRoaNqXR0RfuVzcq1tJLcv5XU1IKCQnHE5pu5yxY/09YR7HdtHV1kZKQjMSFebHYu+wx7j5D/R5QzV05s376d/2Qr3bIUBSznLLsdq2TJktDT0+M5Zln6gryDy+Tk5J/KPctm7AYEBPBFGJht27YJt+fg4MD/Rm69mMDAQERFRRVaZ4bVOTZW8urQX8MCt+zv5n18S5oFdsW3jKkhbr8OFsunxp47WxRcBdnKUBeHx3XHgTHdhI+6TtZwtzHjv5f+SjBJ1tgtmWUsjHH7+RuxW6vuvHgDZ+tvH4iyIHxuXqq8gdwPoZF8MTRtKfmTfkpWJjK/fOBpE0SKQdHSgefFlYS9zlIrsHK5iusaIis+RhTIlYRdMCguu2tUioolYG9jhfsBT8T2+4OAJyjrILvb2ZKSU/A5JFSmAWJhuzc3wp2Xb8XaPZtt62wtCrR9DfuinFbIhZ/Q6DjEJCZBv5CgwY+0eUcrM9x9+kps3999+hLl7aQHjHcd98PWI2exauJgOFmbF9gme+19vqD5hy/hMNKX7UCP/S0Ha3PcffJCvP5PnqO8vfRAieexM9jmdQIrpoxCGRtLqYHc4JAwHuzVKik9KP/T+z7P4mWs7vf4vpded5ZGYav3aaycNAxONhZi7zWtVRl7F0/B7kWThQ8DHS10b9kQqyYPl13dFRVhZ2uLh/4BYnX3938EJ0eH32ab0v8WazcWuPf4ufi+f/yCL3gnze5jp7H98An8O3W09HazfCM+hoRi1fSxRdRuiqOMiQFuB34UP88GfoSzecFAg5WBDg7//RcOjOosfNQtYwV3axP+e2ktDbRwdcCh0eJlDDTV0atORazv1/K37+vLlbHHh8+fxV77+OkLShnoy36MYGnMZ9eKjRGeB8HZVrwf/FpfzwKH/yXebowNcDvok3i7CZLWbrRxmLWFEZ2ED2G7GdFJ0G4qOuDQSPEyvN3UdsH6vi1kW/+c/sH/kX++/sEfZRxFaWbyYq+z/iOvBw8fSiyvrq7OA7mfPn3iuXmrVataBGPLwILtxsb8+8aWedpNbiD3Q1gEXwytKMaWRdVXFiVlVXXol7IQPgxNbFFSSx9BT0WLuqYkJyD4TUChC5ex/c0CuWyRtP6Tt0PX8L8NdvIxgqUJ7j4TbzfseXlb8XN/XjtPXsQWn/NYM7Y/nKykf3cpqabKA7kfQsLx/O1H1KkouhvsV4i55Q+9+uLHnX6D6oi+JTjms9PTEfvgKfTr57nTtVgx6NWrhphbD4tgfGaKOwXGxq/hXNi+P3EeW46ew+oJgwqMjfM6dvk2D6rb57kY/7NU1dRgZGwqfJiaW/Lg6hN/0SKLSUmJCHz5HA6OZaX2s9a29nj86L7Yv5s9t8/5jLWtA4qXKCFW5tPHD4gID4W9469d+4aQokIzc+UEy1HLFhNjV+jZbFyWrsDExITnrGWBVRbQbdiwIR/sMWzWbM+ePXmaBA0NDdy7J3k148KwXLwsgMtSILBFGNhKvezv5N4CduLECYwePRr//vsvrx9L8cDSPhRWZ2bs2LHw8PDgaRXOSVnptyj0qO2K6fvPoaxZKZQzL43dVx4gOS0dbXIWXZm69ywMtdQxqnlNKCuWgJ2R+JetkqqCoHHe12OTUvAlOg7hOTMf34UJZm6x2b76+fKU/qzuHjUwY5sXnCyMUc7KFHv9bvBbI1vXECSDn7b1MAy1NTGyfSP+fOupyyhrYcJvmWQB3GuPX+HkLX9M7tZKONgev2EfXrz/jJUje/CTYkTOlV4tdVU+YJCVlNvnod6qFw/qZnx+B5XK9QFFZaQFCBYUUGvZiwdqUy4d489T71+BSqU6UG3UEan3LkFB15AvgJZ676Jwmyp1WyMj6Cmy4qIAJRUolXVHCQs7JOxbDVnq1Lo5Fq5cD0dbazja2eLw8VNITklF04aCW2Tn/7sWBnq6GNizi3BRjnc5eTRZztmIyCi8fvMOqqoqMM1ZwXzddk9Ud3fjX+gjo6Kxbd9hPtOlYe0akLUeDapg+k4fOJkboZylCfZcuI3k1HS0rib4ojBtxzEYapfEyDaC9A5bz1yHk4URzPR1kJaRiWtPA3Hy9mOeN5dJSknDhpNX0LCiI58V/jE8Giu8z8PMQBfVnWQ7m4ulQpi9YTfKWJuhrI0F9p2+hOSUNLSsI1iUYeY6TxjoamH4X4I2vdPHFxsPn8K84b1gZKCHiJxZsWoqyvzB90eLBpiyagcqOtqikpMdbj56jqsPnmDDNEEKGVnq0sIDc9duRxlrCzjZWuHAKT++8ETzuoL/59lrtvF8fUO7tuPP2WzczQd9MHtkPxgZ6iEyZ5agKq+/Cg/ITV6+ES/ffsCyicP5MZtbhi3gIstjtmvzBpi9fhfKWJujrK0l9p++wG+pbVFH8IVm5rqdMNTRxrAugltn2WzcTYdOYu7w3jAy0EVETr0E+16Fz6Jij7xKFC/OZ5JYGMs2TU67tm2wdPm/sLez5SvBHzl2jKchauTRkL+/ZNly6OvpoW/vXvw5yyH/4YPgQh8LZLHc8EFBb6CiqgITY+Nv2qbs2802ONpYoKytFfafZO0mFS3q5bSb1VsF7aabYJVsNsNs84FjfKV2I9anROdpN6qCdjNl2Qa8fPseSyeNFLSb6DztJs+CMz+rRy0XTD94HmVNDVHO1BC7rz1CcnoG2lQSzDJjaRUMNdUxqmk1wXk234JmwvNszuvaJYpDW118Rp9icQXoa6jB0kDnt+/rO7ZqjmETZ8Dz0BHUq1kNz18F4vi5Cxg3dABkrVujWpi55RCcLE34avB7z13nY4RWNQVjhOmbD/IxwoiOTfhzNgPXycoEpgZ6PBB3PeAlTt18iMk92gi3GZuQhJCoGIRHC/rSd18Es8zYrM2vzcD7Hj1qVcD0QxdQ1sQA5cwMsft6AJLTMtDGTRDcZGkVeLtpIqXdqCh9vd0oFE27Ydq1bYuly5fzWbPC/iGV9Q8e/P1/li7j4+e+fXrz521at8L4iZPg5e2Nyu7uuHT5Cl6/DsSonFRmzJWrV6GlpcVz57JJEes3bkK1qlXh5uoq07p3b1wTM7YchpOlqWBs6StoN61rCv7OtM2HYKijiZEdGvPnW09eQllLUbu5FvASJ3m7aS0aW67bKxhbjurJLxAU1dhS1n0lExufgNCIKETkzLT+kJMnns321dOR7QJj7I7FGk164sKxDdArbQFdA1P4Hl6FktqGcHITnVu2LOwDp0oNUd1DkFLp2M45eHTzJHqMXgNlFXXEx4QLF09TVBL8O9hrbHG1yFBBPtGQj694WW09I6hp/PzEge5NamPm5gM88FeO9Tdnrwr6m1qCVHszNu7jF2xHdGrGn7PZuBu8z2L+4K4w0teROD7zvfMIOiU1eO7cwI9fsHSPD+q6lUW18rK9aFpcXQ3qeS5yqVmZQrOCI9KiYpES/AUO88ZAxaQUHvWZyN9/v2k/LIZ2g+PC8Qje4QX9elVh1LEp7rYaJNzG2xXbUWHbYsTcf4LYuwGwHNkLJdRVEbzTG7LWrWldzNq4lwfE2dh475nLfN/njo1nbNgDQx0tDO8suHC14/h5bPQ6jXlDe/CJC5L2PZOQlAK/O48wumvRpttj7b55607wOrATpU1MYVjKCAd2b4GOrh7cqwkmfjGzp4xC5Wq10bSl4Pht0aYz1v67ADZ2jrC1L4OTxw4hNSUZ9Ro2Ey6iVt+jOXZuWQONkppQVVPHtg0reCA3N+BLyP8bCubKCRYAnTt3boGrVAcOHBB7bf78+cLfN2/eLPbepUuXxJ4fPnz4q3+3devW/JFr8WJRnhsbGxscP378u+qcm+OWPXLt2LFD7P2lS0V5dWSpSUUHvhDaurM3ERGXBAcTfawb0AZ6OWkWQmLioPCdqdUuPQnCjAO+wucTd5/mPwc3qoIhjSXnIv5RjSuXR3RCItYfO89vgXMwM8La0b2EaRZCImOgkCeVBQsaLdhzHGHRsVBWVISlkT7m9evIt8OEx8Thsr9g1uBfs9eK/a3N4/rK9DbL9Of3kayuAZU6LQTpFkI/ImH/ap4Xl1HQ0hVLqZAdH434fauh5tERygOm8UBv6t2LSLl5VlhGQb0k1Fr1hoKGJrJTU5AZ9okHcjPeSl49+kfVr1UdMXFx2Lb3EKKiY2BrZYF/Zk6Cbs7iJWERETwtQa6IqCj0/3uS8Pn+oyf4w6VcGaycL2j34RFRmLN0NeLi46GtpYnyZRywfslc/rusNa5Uli+Etv7EZUTEJcLBtBTWjejCFzhhvkTFiqVAYQPCBftOIywmnn9ptiytj/l9WvPtMOzf+vpTGI7fCuALpRlolUQ1J2sMa1lHbBViWWhUzZUvxsUCtJExcbC3MMWqSUOEt5KFREajWJ597+V3XTAjaIV42pUB7ZpgYAfBYK+eewVM7tcJO475YdlOL5gbG2Lx6L5wcbSBrHlUd0dMXDwP0LL621ma4t8pI4WpCliahLz73tv3Mg8mTlkuusuC6dehBQZ0aoWwqBhcvSeYzdVjgnjfunbmWLiVld0XHo9qboiOi8emwycQGRPPZ2mwGbe5dQ+NiBbrb7x9r/K6T1qxRWw7/ds3w8AOzfFfqlu7Fr/7Y9fuPfwOFpa3ff6c2cJbmMPDw8XqHhkVhaEjRwmfH/Y+wh/O5cvhn0ULv2mbstSwRmWekmLLgWM57caMzyLTzbl1ODQiUnzfn7skaDfLxPMv9uvYEv07tUY4bzeCGUQ9x4vnnGc5mV3LSp49+COaVLATnGfP3UZEfBIcjPWxrm8L4eKjITHxYnX/nRRFX1/GzgbzJo/BJs/92HXAG6VLGWB4/57wqFtT5vVvXMUZ0fEJWH/Uj69GzlIrrRnTR3i7fP4xAuvrF+46JhgjKCnCsrQB5g7ozLeT67L/c8zaKhorTt6wj/8c2LoBBreR3YWMJs52iE5IwTq/O4J2Y6SPdX3ytpuE37bdMHXq1EZsXCw8PXcL+4d5c+YI+4ew8HCxcxVbi2LihPHYucsTO3bshLGJCWZMnya2rgRb6GzT5i08/YKujg4aNGiArl1E61TISuPKrN0kitoNG1v+nafdRMWItXs+tvT0EWs38wZ04tsRjS0Fs2X/miV+cX3zhP4yHVvKuq9krt17hHnrRHcdTl+xqUAZWardvD/SUpNxZNtMpCTF8YXM+ozfBEUlUZAtMuwDkuJFaX5un9/Pf25eILggmavDgAVwq91WUObCAZw/Ihrbb5rXo0CZn9Goigui4xJ5gJa1G3tzY6we11+s3eRt84cv3BTkUF7jKbadgW08MKitYBIKW+js333HBekatEuieQ03DGgt+wumWm7lUO28qB5OS6fwn8G7vBHQbzKUjQygaia6azP53UceuHVaNhmWI3oi5WMIHg+ahgjfa8IyXw6dhpKBLuxnjoRyaQPEPXqOOy36Iy3fomiy0KhqRd7uN3idQWQsGxub8Bm3wn2fb3zmdTL6zJEAALB7SURBVD5nbLxK/Pv2gLaNMai94OIec+7WAz7ru0k12V4wkqR1+65ISUnGxtX/ICkxAY5O5TF1zlIo5Wn3oSGf+cJnuWrUboC42Bgc2L2VL2hmaW3LP5M3hULvASP45JilC6bxdA4VXCuj/1Dx9IxEMnZHDJE/xbIp2/Fvj33Zl7Ty7e/sv65zyomfX0TgV1BpMQRJVw9BXqnV6ojo+UMgj3SmrkfIC9ne/vRfKu1YEckXxAfF8kK1fg/E3RcF5uWJpltjRD+6DHmlU6EOYh/4QR5puTbEu0DRrYXyxtLWHlEBVyGPdJ1rIeXoKsgjlTYj5b6vT7wh+9ld/wX16u2Q4r0S8kil3Si8DRLdRi5vrGxskXTdC/JIrUZ7ue0rc/tL7ztZkEftKisg4ZZovRB5olG1FU4qynYW73+pefpLxN8V5QKXJyXdmyHgdRjkkbOdKF/1n6z7VPGUUPJo93zJuaD/n9HMXDlQ1PH2wYMH49YtUb6mXGxhNVXVH1sgha4REEIIIYQQQgghhBAiWxTMJdiwYcOvrgIhhBBCCCGEEEIIIeQrKJhLCCGEEEIIIYQQQsgfJpty5solhV9dAUIIIYQQQgghhBBCCCFfR8FcQgghhBBCCCGEEEIIkQOUZoEQQgghhBBCCCGEkD8MLV4vn2hmLiGEEEIIIYQQQgghhMgBCuYSQgghhBBCCCGEEEKIHKBgLiGEEEIIIYQQQgghhMgByplLCCGEEEIIIYQQQsgfJjsr61dXgfwAmplLCCGEEEIIIYQQQgghcoCCuYQQQgghhBBCCCGEECIHKJhLCCGEEEIIIYQQQgghcoBy5hJCCCGEEEIIIYQQ8ofJysr+1VUgP4Bm5hJCCCGEEEIIIYQQQogcoGAuIYQQQgghhBBCCCGEyIFi2dnZNKeaEEIIIYQQQgghhJA/SOdx7yHvDiy1wJ+GcuaS/wvxd09BHpV0b4aUA0sgr1Q6T0DizaOQR+rV2iDG/xLklbZLXbwLfAV5ZGlrjyeBIZBH5WxLI+GWD+SVRtVWSL60D/JItW4XvAr6AHllb2OOF0EfIY8cbUwR/vQ25JFB2Sp4GvgF8qqsrZF8j3G8V0IeqbQbhceBoZBX5W1LyfUx+2lUZ8grk5UHMGxpDOTR2nHaCAx6C3lka2Mlt31lbn95UtEB8qh5+ks8C/wMeeRka/yrq/BboPmd8onSLBBCCCGEEEIIIYQQQogcoGAuIYQQQgghhBBCCCGEyAEK5hJCCCGEEEIIIYQQQogcoJy5hBBCCCGEEEIIIYT8YbKzKGeuPKKZuYQQQgghhBBCCCGEECIHKJhLCCGEEEIIIYQQQgghcoCCuYQQQgghhBBCCCGEECIHKGcuIYQQQgghhBBCCCF/GMqZK59oZi4hhBBCCCGEEEIIIYTIAQrmEkIIIYQQQgghhBBCiBygNAuEEEIIIYQQQgghhPxhsrKzfnUVyA+gmbmEEEIIIYQQQgghhBAiByiYSwghhBBCCCGEEEIIIXKAgrmEEEIIIYQQQgghhBAiByhnLiGEEEIIIYQQQgghf5jsrOxfXQXyAyiYS/4oB32vwfPkBUTGxsPO3Bjje7ZDORsLiWWPXLyJk1fvIuhjCH9exsoUQzs1FytfqfvfEj878q+W6Nmivszrv//2M+y8/hgRCcmwL6WLSc2robypwVc/d/pxECYduoR6juZY0dVD+HqFGVsllv+7kTt613SWad0P+N3ArtNX+L63NzfChO6tUc7aTGLZ8/eeYNuJCwgOjURGZibMS+mje5PaaFHDVVgmOzsbG4744sjlO4hPSkYFO0tM6dkW5qX1IWuHzl7EnuO+iIyJhZ2FKcb2+Qtlba0klj16/ipOXbmFN8Gf+XNHK3MM6dJGrPzmQ8fhe+MuQiOjoViiBC8z+K82KGcneZs/y+fESRz28kZUdDSsrawwdPAgODrYSyz77v177Nq9B4GBQQgNC8OgAf3Rrk3rn9rmzzh94giOee1HTHQULK1s0G/wKNg5lJFa/sbVi9i3exvCQ0NgZGyC7n0Gw829qvD9W9ev4NzpYwgKfIWE+DgsXbUFVjZ2KCoH/a5j1+nLgj7HjLX7NihnYy6xrPel2zh5/b6oz7E0wbAOTcXKs+2sOngSt5685u3e1cGKb9O89Nf7ge+1/+Id7PS9jsjYBNiblsbEv5qivJWpxLLnHzzD1tNX8SE8ChmZWTA31EVPj+poUbWCsMz0HUdw/OYjsc9Vd7LBulE9ZF73k8ePwdvrEKKjo2BlZYNBQ4bB3sFRavlrVy9jt+dOhIWGwNjYBL379kcl9yrC9/9dvgQX/HzFPuPqVgmz5y6Ued0F9T+Ko14Hef1Zux84ZESh9b9+9TL2eG7Pqb8pevYdIFb/vNat/hdnT59Av4FD0apNe5nX3eu0H/YdPYWomFjYWJrh7/494GRnI7Hsmw8fsXW/N14GvUNIeARG9umKTi2biJXJzMzCtgPeOHflBu+D9XV00KxeTfTq2BrFihUrkj7nqLDPsUX/wSO/0udcwr7dW/m+NzI2RY8+g4R9TkZGBvbu2ooH924hNOQL1NTV4ezihh69B0JXT/bnKnke4+y/+Rg7r/gjIiEJ9qX1MKlVLZQ3K/XVz51+9BqT9vuinpMVVvRoKnx9+qHz8HnwUqxsdTszrO/bUqb1FtbjhDd8ctqNhfBc5VTouWr/7q1i5ypX92rC929dv8zPVW9yzlX/rNpaZOcqeT5m1Ws2gkb9liiuqY30T+8R47Ud6R+CJJbVHz4DynZlC7ye8vQBIjct5r+rOFeGeo2GUDKzhoJ6SYQtmcC3W5Sa11BBjfJKUFUuhjefM7DfNxnhMdIXI2pWXQXNq6uIvRYSmYm52+PFXrMyKo6WtVRgaVQCWVnAp7BMrPFKQHqGbOp94rgPvLwOIzo6GlZW1hg8ZCgcHByklr969Qp2e+5CaGgoP8/26dsX7u6Vhe83bybejnL17dsP7Tt0hKzJa3+pW7MSrMf2g5ZrOagYG+Je+6EI9Tlf+GdqV4bT0knQcLJDSvAXBC5cj4+7joiVsRjSFdZj+kG5tAHiAl7g6ei5iL37GLJ2ip9jDwjH9ewca1/IOfY6P8duE55je/YZWOAce//ebeE5toKLa5GdYwn53VAwl/wxzt16iH/3HMXkPh1RztYC+85cxojFG+H1z2ToapUsUP7+80A0ruYKZ3srKCuWwM7jFzB88QYcXDQRhrravMyZNbPFPnPj0XPM3XIA9SvLNhDK/9bjN1h65jamtazBA7h7bj7FkF1ncGxkB+hpqEr93KfoeCw/eweuFgW/FJ0f30Xs+bXXHzHr2FU0dLKUad3P3n6E5ftPYEqvtihvbY49565h2NKtOLJoHHQ1NQqU11JXRb+W9WFpZMCDnVf9n2P21kPQ1VRH9fKCgeLOU5exz/c65gzoBGMDXaz3Podhy7bi8PwxUFZSlFndWdB15a7DmNi/K8raWWH/qfMYtWAVDv47G7pamgXKP3j6Co2qu8PZwQZKiorYdewMRs5fiX3LZsJQV4eXMTcqhXF9usCklD5S09Kx76QfRs5fAa9V86CjWbAt/oxLV65i0+YtGDF8GA+2Hjnqg6nTZ2Drpg3Q1ha047xSU1NhVLo0atesiY2bt8hkmz/q+pUL2LF5LQYNH8O/FJ84eghzp4/D6k27oaUt2Jd5vXj2BP8umYtuvVkgqxquXj6PJfOm4p+Vm2Fuac3LpKQmw9GpPKrXqof1q/5BUTp32x/L9x3HlF7teUB279mrGL50C7wXT5DY7u+/CELjqi6oYGvB287OkxcxbOlmHJo/Doa6WvwCxtiVO1CieHEsH9Ub6qrK2HPmCoYs2YTDC8dDVVlJZnU/e/cJlh0+i6ldW6C8lQn2nL+Foat249js4RLrrqmuiv7NasOytD4USxTHlYBXmLnzKHRLqqN6WVthuRplbTG7l+jigFIJ2Q9Drl6+hC2bN2LY8JGwdywDn6PemDF9MjZs2gZtCe3m+bOn+GfxAvTq3Q/ulavg8qWLmD93FlasWgcLS9EFFlc3d4z+e5zwuaKi7PoZ8fpfxLbNGzBk+GjYOzri+FFvzJo+Ees27ZBa/6WL56FH7/5wr1wVVy5dwMK5M7B81Qax+jM3b1zDq5fPoaunVyR1P3/tFtZs34txg3rDyd4GB0+cxZg5/2Df6iXQ0S7YX6ampsG4lAHqVa+M1dv2SNzmniMncPTsBUwdMRBW5iZ4EfgWC9Zsgbq6Gjo2byTT+l+7cgHbN6/jfQ77cnni6GHMmT4eqzd5Stz3rM9ZvmQOuvceyPucK5f9sHjeNPyzchMsLK2RmpqCN0Gv0LFLT/6lNSEhHts2rsHCOVN4GVmS5zHOmYDXWHryOqa1qcMDuHuuB2DIthM4NrYL9DTUpH7uU3Qclp+6AVdLI4nv17A3x5wOoiCKUomiyS53/cp57Ny8FgOHj+XnqpNHD2He9HFYtWmPlHPVY6xYMgfderOgBDtX+fFz1ZKVW4TnKtZ2yjg5o3qt+tiwagmKijwfs6oVq0GrbU/EHNyCtHevoVG3GfSHTEHo/L+RlRBXoHzktmUoVlx0zmHBWsMJS5Dsf0v4WjElZaS9eYnkh7eg02UQippHZWXUragMz9OJiIjNQsuaqhjeQZ0HZjMypX/uc0QmVh9MED7PzDepjgVyh3XQwNnbKTh0PhmZWYCpYXFky2jy3ZXLl7F582YMHz4CDo4OOHr0KKZPn4pNm7ZIHAc+e/YMSxYvQu/efYTn2Xlz52DlqjWwtBR85/DcvVfsM/fv3cPKlf+ieo2akDV57i+Lq6shLuAlgnd4odLhtV8tr2ppCnefjfiwaT/8e46DXv1qKL9xHlK+hCPC9xovY9SxKcr8MxlPhs1EzJ1HsBrZC1VObsWlsk2QFh4l43Psegwe/jc/xx7n59gJWLNpVyHn2Lnonmdcv2jedCzl51irnHPsa3Tq0iPnHJuArRtXY8GcqVi6cqPM6k3I7+qX5MxlV2VjYmKK9G/07t0bK1aswK9WqVIlXLp0if/ev39/XLx48auf2bBhA/75RxBk8Pf3x/79+4u8nn+CPacvoU29amhVpwqsTUrzE7iKshJ8Lt+WWH7e0B7o6FETDhYmsDQuhWkDOvNbEO48fS0so6+tKfa4/OAJKpWxhamh7K8Get54gnZuDmjjag8bQx0e1FVRLIGjD15J/UxmVhamHL6EIfVcYapTcFCuX1JN7HHpxXu4WxrBVLdg2Z+x5+xVtK1TGa1rucPapBSm9moLFSVFHLtyV2L5SmVsUN+tHKyNS8HMUA9dG9WEnVlp+L96x99nQa29566hf6v6qOtaFvZmRjyoGx4dh0sPnsq07izQ2rpBTbSsVwPWpsaY1L8bVJSUcPziDYnl54zshw6N68Le0gyWJqUxdXBPZGVn497jF8IyjWtWRmXnMjApZQBrM2OM6tkRickpCHz/EbLmfeQomjRpjMYeDWFhbo6Rw4dCWUUZZ8+JzzLM5WBvjwH9+qJundpSg1Xfu80fdfzIQTRs0gL1PZrBzNwSg4aPhbKKCs6fOyWx/Emfw6joVhlt2neBqbkluvToBysbez7TLlfd+o3RqWtvPjuuqO0+cwVt61RBq9qCdj+ld7ucdn9HYvn5g7uiU4PqvM+xMjbE9H4dBX3OM0Gf8yE0Ao+DPmByr3Yoa20GSyND/ju7IHDm5kOZ1t3T7yba1XRFmxoVYWNsiGndWvC6H70h+e+4O1ihfsUysDYygJmBLro1qAo7k1J4GPhBrBwL9OprlRQ+WBBY1o4e8ULjJk3RsFETmJtbYOjwUVBWVobvubMSy/scO8IDte06dIKZuQW69+wNGxtbnDh+TLzuiorQ0dUVPjRKyvbCS65jRw6jUZNmOfW35EFdVn+/c2cklj9+zDun/p15/bv17ANrGzs+uzevyIhwbF6/GmPGT0GJPAENWdp//AxaetRF8wa1YWVmgvGDekNFWRknLlyWWL6MnTWG9eqChjWrSu1vnrx8jZqVXVG9kguMDAVBpMou5fD89RuZ1//4kUPwaNIcDTya5vQ5Y3ifc0FKn3PCxyunz/kLpuYW6Mr7HDthn6OuroFZ85ehRq16MDE1h4NjWfQfMorfGRAeFirTusvzGMfz6iO0c3dCm0plYFNKlwd1VZRK4Og90XlT4vjmgB+GNHSXOmZRYv1NnjGOpqr4bMaiOlexoK6g3ZyUWP6Uz2G4uFVGa+G5qn/OucpbWKZO/cbo+B+cq+T5mNWo2xyJN84j6fYlZIR+4kHd7LQ0qFWtJ7F8dlIisuJjhQ9lB2dkp6eKBXOT711F/FkvpL6S/YxESeq5KuPMrRQEBGXgc0QWdp5KhJaGAirYFn6xkM20jUvKFj4Sk8WjtO3rqeLSg1T43knFl8gshEVn4cHL9EIDxN/jyBFvNGnSBB6NGvHzLAvqsnZzTup59ijc3CrxGbbm5ubo0bNXznnWR1hGV1dX7HHr1k04O1eAkZHkizV/an8ZfvYKXs1cgdBjft9U3mLgX0h++xHPJyxGwos3eL9uD0K8zsJqVG9hGavRfRC89SA+7vRGwvMgPB46E5lJKTDrLdu7d3zynWMH55xjz587Xeg5tm37v/j4pmuPvnx8w2b3is6xS/OcY50woIjOsYT8jmgBtP/Qli1bUK+e5AFGXoMHD8b48eP57xTMlY30jAy8ePsRVcqKbgNXUFBA5bJ2CAj8ttunUlLT+O3DWlJmibDbdK75P0PrupJvbf0Z6RmZeP4lAlVtjIWvKSgU488DPoZJ/dzGS/7Q0VDlQeCviUxIxtVXwWj7DWW/d98/f/cJVZzsxPZ9lbK2CAgSD/RIwgK3t58F4t2XcH5LOfMpPAoRsfFi2yyppopyNmbftM3vqfuLNx9QuXwZsbq7l3fE42/8UsLaTWZGJjQ11KX+DZaaQUNNFXYWktNO/Kj09HS8DgyEq0sFsfpXdHHBsxcvf5ttSvs7bDCW94ss+zvs+asXkgP27PX8X3xdXN3xUkr5osTbzrtPvI/J3+c8/q4+h7UdQZ+TlnNvpJJinplFCgr8uf/rtzKt+/MPn1GljLXY36niaI2ANx+/7Zh9/gbvQiPhaid+y+K9V+9Qb9wStJ6xGvP3nEBMQpLM6s3rnp6OwMBX/Da7vHV3cXHFyxfPJH7mxYtncKkoKs9UdKuEFy+ei7325PEjdO/SEYMH9MG6NSsRF1dw5pes2n3++lcopP7s9QoV3QrUP2/5rKws/Lt0Edq27wRzC9neeSGqewZeBb1DJeeyYnWv5OyEpy8Df3i75RzscD/gGT58/sKfv377AQHPX6FqReci2PcvJfY50va9pD6nomtlqeWZpMQEPqlBXUNDdnWX4zEOH998DkdVW9N84xtTBHwQ3NIsycbz96CjrsqDwNLce/MJdedtR6tlezHv6GXEJKbItO68/unpPBWCs0ulPPVXQHnebr7nXFVZ6rmtqMj1MVu8OBTNrMWDrtnZ/LmS5belo1CvWg/JD24gOy0Vv4KelgIP3L58L8p7kJIGvPuSCSvjwi+4GegoYP5gTczuXxK9m6lBp6QofYWGWjH++fikLIztooGFQzQxurMGbEyKy/A8+xouLhXznWcrFjhv5mKvu1QUlWdc3dyklmepG+7evYNGjRpD1uS5v/wR2lVdEHHhpthr4b7XoFPVhf9eTFERWq5lEXE+zySV7GxEXLgB7ari/2eyGd/kP8ey8c1T6eMbCeP6wvrKpMREmZ9j/wTs4oS8P/5EvyzNwrp16/gtGeHh4ZgxYwb69OnDXx83bhwuX77MD3hNTU1+CwfLv5OcnMxn2z5+/JhfCS5VqhTOnTv3TX+LTbkfOXIk7twRzIbq2LEjZs6cyX+vW7cunz17+/ZtfP78GR4eHnxmLPPlyxf06tULHz9+hKmpKb9K6OjoiFmzZkn9Wzdu3MDQoUN5Dhd3d3f+Mxf7W6NHj0abNm0K3TZ7sJnLU6ZM4fsmNjYWLi4uqFq1qrBu+d26dQvDhg1DZmYm/5vs9yFDhiA+Ph5jxozBo0ePkJKSwrexZs0aKCkp4cWLF+jbty/fvp2dHZKSktC1a1e+n9mD/U1W39z/Fw0NDV439n8zffp0XLhwAWlpabC3t8fGjRuho6PDP8dmEAUGBiI4OBjlypXjwWj291jZqVOn4vTp0yhevDi/0nrmjGCm0dKlS3Hw4EFed0NDQ749CwsLibeAs0de7O99TUx8Ip/Fkf/WGfb83RfpwdC8Vu8/AX0dTVTOc/LP68TVO1BXUUG9SrJPsRCdlILMrGzo5ZvFxp6/DY+V+JkH70Nw5MFLHBzS9pv+hs/D11BTVkSDMpLzRf2omPiknH0vflLV1WT7Plzq51g+0CZ/L+CDLoViCpjUsw2qlrMXDpL4NvJtU09Tgwd5ZVb3uAQp7UYT7z9L/5KZ19o93tDX1YJ7noAwc+1+AKat3IKUtDToa2th9dTR0JZw+/rPYMEmFsTJf+uSjrY2goM//jbblCQ+LhZZWZkF/g67ZfVTsOSAPcu/lf+WVvZ59vp/LbfP0cvfRrU0vrnPWXXwFJ/dkXvRgs3ELa2njTWHTmNqn/Y8rQKb9R4aFYuIGNm1++gEdsxmQ69k/uNLHe9CIqR+Lj45BY0mLkN6eiYPxkzp2hzVnGzEUiw0qFgGJvo6CA6Pwpqj5zFs9W7smtgfxRVkc205jrebLH4+yt8OPgYHS/xMTHR0gdtC87cbNzd3VK9eE6VKGeHLl8/w3LkNs2ZMwT/LVvLzmazk1l/7u+ofVeA4Yc9Zvt1c3of283q2aN0ORSU2Pl7QX+a7NVtXWwvvPwmCOj+ie7sWSExORrcRk/gXP7Z/BnbtgEZ1qkOWBH0O69t0C+zLwvqc/OW1Culz0tJS4bl9E2rWaQA1NckX+H6EPI9xhOObfEERvZJsfBMt8TMP3n3BkXvPcXBkJ6nbrW5vjgZlrWGiq4ngyFisPncbQ3ecgOeQdjLrb/Keqwqee3Rl1m6KijwfswrqmihWvDifYZtXJptxayia+CCNorkNFI3NEb1P8veq/4KmuiAAG5cknh+XBWFz35Pk3ZcMeJ7ORGhUJg8GN6umgjFdSmLe9jikpgP6WgrC3LpHLqfgY1gmqjgpYkRHDczfEV9oPt7vGgfq5D9vsnFgsNTgbMHzrDZ/XZLzfn5QVVVF9Ro1IGvy3F/+CGWW0i1UfOzGnitqlYSCijIUdbSgUKIEUsMi85WJhLqD6KK+rM6xksbphfeVksY3ktsNizXs2r4RterUl+k5lpDf1S8L5rIAHAuusoAiC3r26NEDJUqUwMSJE3lgj2FBwFGjRvGAH3uwACfLucNERX37gGfu3Lk8ABgQEMCDwjVr1uSB086dO/P3g4KCePoDFqR0cnLCzZs3Ua1aNR4AZj9nz56NkJAQHtxkn5OGdSBsm9u3b0fDhg15sHnHjh0Sy37LtllQc86cOTzozR6FWbhwIQ+4dukiyIGa28mNHTsWtWrV4kFxNltqwIABWLlyJZ/5y/Y5mwXcr18/HiRnQW0WzP0algJCXV1dGBxn+3fatGlYu3atcDYx25/s/7h27drw8vLi9WJ1fPXqFe7fv8/fY4F8Zu/evXj58iXf7+zLpqenJw+InzxZ8PY0tg22z/JigfmxzUUJ9IvCDh8/nl9p49RhUvOx+ly+gybVXWWar/VHJaamYarXZcxsVRM66t92W+HRh6/QzNmW54L6HairKGPfnFFITknDnWeBWL7vBEwNdHkKBnmx8+gZnnN33cyxBdqFW1kHeC6ZxgPGxy5cw5QVm7Bt/iSJeXjJn2f7iQs85+6mSYOFbYelKFg6ohfmbDuIekNn8oBE5bK2qOHsyPv3X01dWQkHpg1GUmoa7rx4i6WHzvLALUvBwDRxLy8sy1Iw2JuUQotpq3Dv5TuxWcC/o9p1RHfVWFpZ8cVeBvTryWfr5p1F+zsKfP0Kx328eQ7dolgwrKhduHEHvlduYubfQ/ht4GyW36ptu6Gvq42m9WpBXrCL1UsXzkY2sjFomOSFcn4VeRrj8PHNQT/MbFeXz8yVpmkF0exMu9J6sDfSQ/N/9uDem8+okmcWMPkzj1n1qvWR/vm91MXSioJ7GUV08RBdtFjnLcp5+z2evRVNFGKpGd59ScTcgZpwdVDCzSdpyO3mrz9Kw60nafx3FtB1sFBEtfJK8Lkq+xnqsubrexZ169Xnk4F+N/LUX/5Jcs+xzO92jiWkqPyyqE23bt34TxbAZEFcFtBkM1R9fX2xevVqPqOUXb3JDdpWqFABz58/50G+OnXqoFmzZt/8t/z8/LBs2TJ+dZgFIXv27Mn/Tm4wl/1kdWAPFlRlwV0WaD1//rwwsFy6dGm0aNGi0L/DAtNsGyyQyzRq1AjW1pK/oH7vtr+GpW9gQdXXr1+jfv36PGDNsCAwC5IuX76cP2fBbBYwZVdVWdCVzaRlypcvL/zM17Btstm8LEibG8TOTV7PtG3bFmpqgsFK5cqV+f5kTpw4gcWLFwtn0hoYGAi3d/fuXbi5CW6jYLOLpZk8eTKfaZwX215aQOGreGqXVOeBj6h8szbZc72vBM88T17EjhPnsW7SEL7aqSQPXwTh/ZcwLBzeE0VBR00FxRWKITIxWex19ly/ZMEvM8FR8fgck4CRe0U5TFneVsZ11ja+aJpZnhxzD96F4F1ELJZ0+noakO+lXVItZ9+LD1qj4ti+l55zkh2v5qUEeaYcLIzx9ksYtp28yIO5uZ9j2zTIM6MkMi4BDlL+j36o7poaUtpNHJ+5Upjdx8/xxc/WTBsNO4uCXxxVVZRhVtqQP8rbW6P9qOnwuXAdvduKVuP+WezuBrYfY2LEr2BHx8QUmLn4K7cpSUlNLSgoFC/wd2JjoqGtIz6jKRd7nb2fV0wh5YtSbp8Tma/ds+csV2xhdp26hB0nL2L9hIEF+hy2gvK+uWP4zPWMjEzoaGqg5+xVcLKSXXBCR4Mds8UQGZ+v7nGJ0M8307jAMWsoWFjL0cwIb7+EY9uZa8Jgbn7s4gz7W2yWrqyCuZq83SgUmLXB2oFOzgKE+bFZsPnz+H+t3ZQ2MuJ/i93RI8tgbm792Wzh/PVheXolYfXMf5zw8jn1f/b0MWJjYtC/l2jBSza+2r5lA44f9cLmHeKLzvworZIlBf1ljHj6iaiYWOh9pb8szLqd+9GtXQueo5OxsTBDSHgEPL1PyDQwJOhzWN8W9c1tQbDvo77aR/EvmYtmITw8FHMWLJf5jCF5HuMIxzf5Uq5ExrPxTcFbmIMj4/A5Oh4jd50qOL6Zuh7HxnSFmV7B9maqq8Uvbn+IjJVpMDf3XFXw3BP10+2mqMnzMZuVGIfszEwolBSvZ/GSWsiML3xdFrbImaprdcSdPoj/UkBgOt59ER2jJXJu6tBUU0Bcoui7T0k1BR58/VbJqdkIi87kqReYuETB8fAlUnwbIZGZ0C3587PShePA6PznzRip51kdiedZyePGJ0+e8DtXJ06agqIgz/3lj2CzcNns3LzY8/TYeGSlpCItIhpZGRlQzhm/icroIbWQu7F+9Bz7PeN06eMbHQnn2NkIDw/B7CI4xxLyu/plOXNVVESzBVlwkR2EHz58wPDhw7F7927ekbOZuSw1AMOComxWLku2fv36dX77vrQp9l+Tf2aKpLp8y+d+5G/9bDlpWDoENpOVpS5g6RlY0Jths7VY0JUFbtmDzYBlKQy+VgcWlM4bVM39f8jdJgu4526T/b+cOnXqu/dn3u2xIG3u9tgsYfaQhAVu2SAi7+Nb0iwoligBRytT3Hn6SuzL7N2nr+FsKz2twM4T57Hl6DmsnjAITtbmUssdu3ybB1nsLUxQFNiMvDJG+rj9RnTbW1ZWNm6/+QxnU8MC5a30tXB4WFscGNJG+KjrYM4XN2O/l9YUP8kdefAKTsb6cCgt+xXO2b4vY2nCZ9eK6p7FnzvbSN+n+bEva+z2bcbEQJcHxPJuMyE5BU+Cgr9rm99Sd0drc9x9/Fy83Tx5gfJ20oNPnsfOYpvXSayYPBJlbL4tP2V2dhZPKSFLLCWNna0tHvoHiNXf3/8RnBwdfpttSvs7Nrb2eOx/X+zvBPg/gL2jKL9fXuz1gEei8kzAw3t80aH/Gm87lia4m6/ds+flC+tzTl7EFp/zWDO2P5yspOdQZjmiWSD3Q0g4nr/9iDoVy8r2mDU3xp3nb8WP2Rdv4Gxt+l3HbFohbTo0OhYxiUmFBoh/pN3Y2toj4NFDsbo/8n/IF8aQxNHRib+fl//DB3B0FE+NkldERDji4+N4iiRZym33+esfUEj92evsuMjL/+F9Yfm69Rti5drNWLFmk/Chq6eHNu07Yea8xTKsewnY21j+r727gI7q2sIAvHGHoMUhuLu7FHenUCiUQguFlqKPFmmBQtHiLgGCQ3Ar7l60uLsFEjRYeOs/4U5mwiQEmGTuGf5vrWkyk5Ce3Ny5ss8+e8vBo//ZjB21M7NnzvDRP9fv+XOJGOQaCTfi+NmO3/aZbbZlwLYP3Jb2jjnHjthu+yPqmJPtnUDuzRvXVDM03NA6ms7XOOr6Jnli2Xv+utXY38je89ckV+qk73y/e2I3WfRzI5nfoaHlUSaruxRMl0J9njSY48lt38fi89RPEtsJEH/S+KNEkXR2zlXHDv8b7LnH/n6zP9hzW1jR+j37+rW8vHpBomUKXPGBlNRomXLIi0uBTansiZGniESIHFme7d8u4QklEFDiwHigMZnvY3/JnCYwtyp6VJRUiiQXb4T+ejBalIDSCg8fB2xfb19/8XnkL18ksC0BlCR+RLn/0N9B59mMcvjI4SDXgYeDPW/i9SOHA78fDgVznv3nn7Xq5weXEPU5Hy8/hs+ew5KwXMDEiiFR+WLyYE/A3+PNy5fi++9/kqhc0cBviBBBEpYtKj57Djn++ibIOTakY6W6vnnnWHnQ5lhpBHJvvD3HYlKcPhziMbo/PkemaoCGbE+80RGQxB8EtV0NmKFDsLFmzZoqoxVfD64uT1DIlJ06dar6N0+ePFHL+JE1+z7IcDXKJNy+fVtlloYEWcY4oKDEgJERbGSlfuzPRrAS2+V9EKR1d3dXZRQQzEUNXUB9XmTDGgFVBMBRzxY/N2/evDJz5kz1+n///Sc7duyw/LwMGTJYyih4e3vbBGvxM//++29VYxfwEf/+ffC3Q4kHo+atUWYBPw+1gI0sbJS7OHTIsZ3ZoWmVMrJ0yx5ZuW2fXLx+WwZOXyTPnr+QGqUDitP3njBbxswP/Dt4rNgoExatkd6tG0uyRAnkns9D9XjqZ1uz9/FTP9mw74jUKmN7onS0ZsVyiNfB06q27YW7PtJ/5U559uKV1M4XUK8JZRVGrt+vPkephIxfJLB5xIkeTWJFi6I+x82TZfx+L+Sf/y5Knfz26z45QtNKJWXJ1n2yYsdBuXDjtgyYuUSePX8pNUsGNAzpNWm+jF4Y2Ml02srNsuf4Gbl2x1t9/6w122T1rn+larGAQvw4FjSpWEKmrNgkWw+dkLNXb0rvSfMlcfy4UiafY2+Gvqr2pSqDsGrrbrl47aYMmjJHNT6oXiag9tvvY6bL2DkBXVUB2bgTFyyXnm2/keRJEoq3j696PH07IfLM77mMm7tEjp25IDfvesvJC5el3/gZcve+j5Qv4viu1XXr1JY169bJ+g0b5cqVqzJ67Dg1OVOxQsAKgsHDhss0jxm2DQrOX1APBJfx/sfn12/cCPXPdJQadRrKhnWrZPOGtXLtyiWZNHa4PPd7JuUqBGQvjxr2p3h6TLJ8f7Wa9eXwwX2y3Gu+XLt6WebPnq4aGlWpHlg3GgG4i+fPytUrAU0ubly/qp4/uG9bK8wRvq5cSpZs3SsrdhyQizduy8AZXuqYU7NkQfX13hPnyugFgcdWlY3rtU76tGogyRLFt3vMWb/viBw4eV69N7b8e1zaDZksZfJnl6I5Hdu4sNmXRcVrx0FZvvuwXLh5V/6cs0qevXgptd6+B3tO95JRSwI7KU9ds112nzgv1+7eV98/c/0uWbXnqFQrHFAvDr/D8EX/yNELV+X6vQeqQVrHcfMkVeIEUizbxwcN7Kldp56sW7taNm74R/2dx40dJX7P/eTLCgGNVIYPHSQzpk+1fH/NWnXk34P7ZYnXQrl69YrM8ZypShNUr1HLsqJl2tRJqlHa7du35Mjhf6V/3z6SLFlyyZc/sOmRo9SqU1/+WbtKNm1Yp8Y/YewIm/GjkdnM6VMs31+jVl01/qVeC+Ta1Ssy13OGnD97RqrVqK2+jhubNGndbR6RI0VWmbspUzq26WLjGpVlxYatsmbzdrl07boMnThDnj1/LtXKlVJf7zdyokzwXGDTgOnsxcvqgePN3fsP1OfXbgZ2oS5eMK/MXLRcdh04LDfv3JWtew7I/BVrpVRhx2/7GnUayIZ1K98ecy7LxLF/y3M/P8sxZ+SwATbHnOo168mhg/tk2dtjzrwgxxxcew0Z0EfOnz0tHbv0FP/Xr9WxBg8cax1J52ucZiVzi9f+E7L84Cm5cOe+9F+2NeD6Jn9A+TGUVRi5dnfg9U3ShDaPONGjqjIv+BzXN0+fv5Thq3epBmrXHzyUveeuyc8z10iqBPFULV1HCzhXrZQtG9aoc9XkscPUuapshaqWc9Vsj8BEiqrqXLVXlnvNk+vqXDVNLqj9pu475yr8PLhx/UqYnKt0fs8+3rJKYhUtJzELlpLIX6QQtwbfqazbp3u3qK/Hb/qjxK0euCLBEBONz44dEP+n75Y5iBAzlkRJkUYiJw0IxEVOklw9D5oB7Cib/30ulYtEk5zpI0vyRBGleZVYKsB75Fzg8eGnBrGkdN7AcgN1SkeXDCkjSYK4EcU9eSRpXSuWoPfPgVOB/2bD/udSJl80yZspiiR2iyjVi0dXwd1dxwLKLnyqOnXqyrq1a2TDhvUqGWvs2NHqPFWhQsD99bChQ8Rj+jTL99esVVsOHjwgXl6L1f37bM9Zcu7sWaleo6bNz3369Ins2L5dKlWqLGFJ5+NlpFgxJW7uLOoBMd1Tqs+jp0qmnmfu30lyTw+cqL08aZ7EdE8lWQZ2VTVw0/zQRJI1qCIXRwaWgrw4YrqkatVQUjSrLbGzpJMcY3+XyLFiyNUZXg4de806DWT9upWyacNadX2DcyzuH8pXqGw5x87ymGznHBtwfTNvtoc6x1a1OscOHtBHzp09Lb90+U38X/vLg/v31cPR51giMzJHccy3sNS/cePGkj17dkmIrJHaATcigExNZG8iIIs3Luq95soVuqLiaNaFGrX4+UYDtIYNg2+aYEDgEU3KUEc3efLkUrhw4XeKt1tDXZ/58+errFhktaIWMMpDfMrPLl++vApe43ctVqxYsA3QEPhGQzKMAdmwKCsBCLr+73//U+UjsLQBGbeDBw9WwVoEctF4Dt+LBmiob2to06aN1K9fX7JmzapmRtE4zYC6xgjIYsxGNi9ew98tJPgeNEDLly+fCtrj90aQGCU3EDBCqQjA3xeN2RBsdqSKRfLKg4ePZcLiteLt+1DNmGJ21Viyf+veA5tMgsUbd6ouy91H2dY9bl2nknxfL/Ai4589/6r9snLRsK2bWDlnOtUoZNymg3Lv8TOVRTuuWSVJGDugzMIt38fvZEKExtrjFzAfJ1Vyhl0t2kqFc8uDR09k/JJ/VPMylEIY0/nbwG3v7WMzdlxQDZy1VO7c91X1ptImSyz92jRWP8fwTdXS6vv6T18sj576SZ5MadXPdHR9qgrFCqq6tpMWLBdvn4eSKW1KlXGb8G15h9ve91WzJ4PX+m3qBqfHcNsM+O/qV5fWDWqo9+Hl67dk9dY94vPoscSLE0tl7078vaukS+W4EhGGMqVKqgmhmZ6z1WQO3s9/9v3DskQJkyrW2977/n1p99PPlueLvJaoR66cOWTIXwND9TMdpXipcuLr6yPzPKepJgju6TJIz75DLMux7t29IxEiBM5JZsmWQzp27SVzZ02V2TMmS7IUKaVbzz8lddrA7I79e3bK2BF/WZ4PHxRQX6thkxbSqGlAI05HqVg4jzx4+EQmeK1T+32m1MlldJfvAvf7+z4SwWrfWbRptzrmdBszy+bntKldQb6vE3CDhEZnf89dEVCuwS2OVCueX1rXcmwQHSoVzCEPHj+R8cs3yz2UL0mZVMb99LVqMgg37/varObAe3HA3FVy58FDFWxJmzSR/PltXfVzAPv92eu3ZcWew+r9mtgtjhTNml5+rFVOojq4TnfJ0mXE96GPzJ414+3+mV7+6DvAap+/Y7Pds2bLLl269RDPmR4y02O6JE+RQn7r9bsKehpjv3TxgmzasF6ePHksCRIklLz58kvTZi0kShTH1/MrWbqsaoQ2Z5aHGr97uvTSp+9fNvt9xCDj79ztN/GcOU1meUxT4+/Rq69l/OGpfIki4vPwkUyZ66WWamdwTy3DenW1lKW5fc/bZuz3HjyQlp17WZ7PXbZGPfJkzyJj+gUssf3lu2Yyec5iGTZphjx4+FASxY8vNSuWlZYNAq8RHaVEqXLy0NdH5npOtxxzevUdbLXtb9scL3HM+aVrL5mjjjlTJFmKFNK9Z39J8/aYc9/7ruzfu1N93rnDdzb/r74D/5YcuRx3naPzNU7lXBnlwWM/Gbdhn9x79FQyJ0sk41pWl4Rvs2hv+XzY9Q32sTO3vGX5v6flkd9zSRInlhTNmEp+rFBIolpNZjtK8VLl1X5jnKvSpssgv/UdGsJ+k1N+7tpb5s2aInOCOVcdUOeqgHMu/P32XNVAnau+ddjYdX7PPju0WyLGjitxqjaUSHHd5OW1S3JvwkBLU7RI8ROqVU/WIidJJtHSZ5V74/rb/ZkxchSQ+E0DVjdCghYBjaAfrlkoj9YuEkdbv++5RI2CBIWYEiNaBDl//ZWMXfxEXllVSEjkFklixQh8wS1ORGlZPZbEih5BHj97o/7N0NmP1efWQeLIkUXqlYkhMWNEkOt3XsuYRY/lnq9jsqNLlS4tvg99xXPWLMt1YN++/YM9z+J+t2u37jJr5gyZ4eEhKVIkl569etuU6QM0QYfSZcpIWNL5eBkvfw4pujHwOjHb0ID33dWZXnK0VQ+JliyxxHgb2IVnl67J/prfS7ZhPSRth+bid+2WHPu+p9xbH5jEdXPhGomaOIFk6vOTREuaWB4eOSn7qn8nL4I0RXPMOdZX5nni+gbn2PTSu+8gy7Hyrp3r+l+69pQ5s6aJ59tz7P969rNc39z3vif79+5Sn3fq0Nrm/9VPnWPzOHT8RGYT4c3nmpMcCsjGQdARAVAEGxHQRAkIBDHN/LM/FoK3qN1r1NHVyaP9gdltOolTsKr4zR8suoreqJs82R1ycz6zilW0tvgcDsje0JFbnjJy6VzgEjGdpM2QSY6fuyU6ypEhqTzes1x0FbtITXm2Za7oKEaZr+TMefsdj3WQKX1qOXX+mugoS/qUcve/vaKjxNkLy3/nAksU6SZ7hmR6X+N4jRQdRa/7sxw7F5htqpucGb7Q+j17/eeAviY6SjFyvvw4NOS6vWY1toubnDsfWGJJJxnSu2t7rDSOl6uiOHaVVXip9vK0nDgXuIJPJ9kyOD6RRke12p4W3S0br+f7x2Uyc80GzcTQLA3xbjT5Qsato4KtYfmziYiIiIiIiIiIQuLoPgQUPrQO5mKJPurDBoVyDI0affqMLkoboJh7UH379hUvr3dryKDRWPr06T/pZ4fkzp07dmv9VqhQQYYMGSKfatEixy8fIiIiIiIiIiIiIsfQOphbtWpV9QhvvXv3Vo/wliRJkg8OABMREREREREREZFrCKwwTURERERERERERESmpXVmLhEREREREREREX24N/5vnD0E+gjMzCUiIiIiIiIiIiLSAIO5RERERERERERERBpgmQUiIiIiIiIiIqLPzJs3/s4eAn0EZuYSERERERERERERaYDBXCIiIiIiIiIiIiINMJhLRERERERERERE9Nb9+/eladOmEjduXHFzc5NWrVrJ48ePJTiXLl2SCBEi2H0sXLjQ8n32vj5v3jz5EKyZS0RERERERERE9Jl54//G2UMwraZNm8rNmzdl/fr18vLlS2nZsqW0adNG5syZY/f7U6VKpb7f2qRJk2TIkCFSpUoVm9enT58ulStXtjxHsPhDMJhLREREREREREREJCInT56UtWvXyv79+6VAgQLqtdGjR0vVqlVl6NChkjx58nf+TaRIkSRp0qQ2ry1ZskQaNmwosWPHtnkdwdug3/shWGaBiIiIiIiIiIiItPP8+XN5+PChzQOvfYrdu3ergKsRyIUvv/xSIkaMKHv37g3Vzzh48KAcPnxYlWcI6scff5REiRJJoUKFZNq0afLmzYdlSDOYS0RERERERERERNoZOHCgxIsXz+aB1z7FrVu3JEmSJDavRY4cWRIkSKC+FhpTp06VrFmzSrFixWxe79u3ryxYsECVb6hXr560a9dOZf1+CJZZICIiIiIiIiIi+sy4Qs3cHj16SKdOnWxeixYtmt3v/d///ieDBg16b4mFT/Xs2TNVW7dXr17vfM36tbx588qTJ09UXd2ffvop1D8/wpsPzeUlIiIiIiIiIiIirVVpcVR0t8YjV6i/9+7du+Lt7R3i96RLl048PT2lc+fO8uDBA8vrr169kujRo8vChQulTp06If6MWbNmqfIK169fl8SJE4f4vatWrZLq1auLn59fsEHooJiZSy7h6Nk7oqNcGZPIf+dsux3qJHuGZHL8XOiWGJhNjgxJxfv4LtFVwhzF5Ni526KjnBm+0Po9q+t2d4Vtr+vYdR+/zucqnKd03e6usN+cOn9NdJQlfUpt93nd93vsN2fOXxFdZUqfWnadfOTsYXyUYlnjyLnzF0VHGdK7a7vPG/v9iXM3REfZMiSXVVEyi46qvTzt7CGQEyROnPi9wVUoWrSo+Pj4qLq3+fPnV69t2rRJ/P39pXDhwqEqsVCzZs1Q/b9QVzd+/PihDuQCg7lEREREREREREREIqrWbeXKlaV169YyYcIEefnypbRv314aN24syZMnV9+DrNvy5cvLzJkzVSMzw7lz52Tbtm2yevXqd37uihUr5Pbt21KkSBGV5Yu6uQMGDJAuXbp80PgYzCUiIiIiIiIiIvrM+L/xd/YQTGv27NkqgIuAbcSIEVWzslGjRlm+jgDv6dOn5enTpzb/btq0aZIyZUqpWLHiOz8zSpQoMnbsWPnll18EVW8zZMggw4cPV0HjD8FgLhEREREREREREdFbCRIkUE3MgpM2bVoVkA0KmbZ42INsXzw+VcRP/glEREREREREREREFOYYzCUiIiIiIiIiIiLSAMssEBERERERERERfWbe+L9bJoDMj5m5RERERERERERERBpgMJeIiIiIiIiIiIhIAyyzQERERERERERE9Jl54+/v7CHQR2BmLhEREREREREREZEGGMwlIiIiIiIiIiIi0gCDuUREREREREREREQaYM1cIiIiIiIiIiKiz8wb/zfOHgJ9BGbmEhEREREREREREWmAwVwiIiIiIiIiIiIiDTCYS0RERERERERERKQB1sylz86bN29k/uypsnHdCnny5LFkyZpTWrfrLMlSpArx361d6SXLveaKz4P7ksY9vXz7fUfJmDmb5esvXjyXmVPHys5tG+Xly5eSJ18h+a5tJ3GLn8BhY1+zcoksXTxPjSGtewb57oefJGPmrMF+/67tW2Su51S5c/uWJEueUpq1/F7yFyyivvbq1SuZM3Oq/Htgj9y+dVNixoolufLkl2Yt2kiChIkcNmbrsS+zjD29tPrh5/eMfbPM9Zwmd9XYU8jXLX+wjB327Nwm/6xZJufPnZHHjx7K0FFTxD19RgkLi9dslNnL1sh9H1/JkDa1dGrVVLJlTGf3e5et3yprt+6UC1euq+eZ06WVH5rWs/l+7INT5i2V5Ru2yqOnTyVX5ozStU0zSZU8aZiMfw323bfbPo1l2wfuu/a2/TzPqTbbPl/Bojbjn+85TTasWyFPnzyWzFlzSpsfO733PfQx3ve+C2r3Dox9ihp70uQp5esWdsb+Ee//j8Vt75xtr/PYP+X/x/PU573v6Dz2VSuWytLFC+TB22uENm07SKbMWYL9/p3bt8rsWdPVfpM8eUpp/m1rKVCwsN3vHTf6b1m3ZqW0atNOatauJ2FB5/1e7/1mmXgtXqj2G3f39PJ92x9D3G92bN8qnrNmvN1vUkiLb797Z7+5euWyeEyfIsePHZXXr/0lVerU0uO3PpIkSRKHjx/bauncibJ1/RJ1Ts+YJbc0++F/kjR56hD/3cbVC2TNklni6+MtqdNmlKatu0q6TDnU1+7dviFdv69p99+16/qXFCz+pUPGvnLFclm8eJE8ePBA3N3TyQ9t20nmzJmD/f7t27eJ56yZcvv2bbXtW377rRQsWMjy9WpVK9v9d99+20rq1W8gjqbzeXa1Ot7Mt9xT4XiTKYTjzU51vJlmOd40b9nmnePNwQN7Lceb3HnyhcnxJkGJApKucyuJly+HRE+eRA7Uaye3l28M+d+UKiTZhv5PYmfLKH5Xb8q5gePl2swlNt+Tpm0TSdeplURLmlgeHj0l/3XsJ777jzl07K7uzRt/Zw+BPgIzc0UkQoQI4uPjIzpo0aKFjBgxQn2+ZcsWWbt2reVrN27ckJIlS4b777xy5UopU6aMQ36n8LBs8RxZs2KxtPmxiwwcNlGiRY8h/Xt3Viff4OCEPGPKGGnwVQsZNHKKpHHPIH/27iy+Pg8s3+MxebQc2LdTOv2vr/zx12i5731Phg74zWHj3rFtk0yfPE4aNmkhQ0dNVifvvr26io/VGKydOnFchg/uK+UrVpNho6ZIoaIlZFD/nnL50gX19efP/eTC+TPS4KvmMnTUJOn2W1+5ce2qDOz7qzjazm2bxGPyWGnY5BsZMmqyuvjp16uLzfYLOva/B/eT8hWrqt+1UNGSMrj/b3Ll7djB7/kzyZItp7oBCksbdu6VUR7z5NuGtWT6kN8lQ5pU8ku/YXLf96Hd7z/03yn5skQRGf1Hd5k4oKckSZRAOvYdKne9A39Xz6WrZeHq9dL1++YyZWAviR49qvzSb7g8f/HS4eNX++7ksdKgSQsZPGqKusnsH+K2PyYj3u43Q0ZNkYJ2tv3SRXNktXoPdZYBw/Eeiq7+niG9hz567O9531k7fRJj/0PKVagmg0dNlUJFSsrgP3+1GfvHvP8/afzc9uG+7XUe+6f8/3ie+rz3HZ3Hvn3rZpk2eYI0atJcho+eIO7p0svvvboHu9+cPPGfDB3UX76sWEX+Hj1RChctLgP79ZbLly6+8727d+2QM6dPSoKECSWs6Lzf673fbJEpkyfKV02+lhGjx4t7unTSu1ePEPebIYMGSMWKlWXk6PFSpGhx+bPf7zb7zc2bN6R7118kZcrUMmDQMBk9bqI0/qqpRI0aRcLC6iUzZP3KedL8hx7Sa7CHRI0eXYb/0UFehrCt9u74R+ZN+1tqNW4tvw/3lFRpM8mwPzrIQ5/76usJEn0hI6avtXnU/up7iR49puTMV8wh4962datMnjxZmjT5WkaNHqO2fa9evwV7b3nixAkZPOgvqVixkowaPVaKFi0q/fv1lUuXLlm+Z5bnHJtHx46d1P1qseIlJCzofZ4dL42afCPDRk16e7zp9p7jTcA91bBRk6Vw0RLyV/9elv0+4HhzVhp+1UyGjZoo3X/rK9evXZUBfR03ZkOkWDHl4dHTcvynP0L1/THSppSCyyeK95a9sqNALbk4eobknNhfElUI3CeSNagiWYf0kLP9x8qOQnXk0dFTUnjVVIma2HHBcyKzYjBXY0GDucmTJ5ft27c7dUxmh1nYVcsWSL1GzaVgkZLqJNy+02/y4L637N8d/LZbuXS+lK9UQ8pWqCapUrurE3/UaNFl0/pV6uuY0cXn37RqLzlz55f0GTLLjx17yOmTx+XMqf8cMvYVSxZKhcrVpHyFKpIqdVr5vn0nFcjZ9M9q+2Nevljy5i8ktes1lpSp00iTZq1U5iqyRyBWrNjy+5/DpHjJspIiZWrJnCW7fNf2Z5XpevfObYeMOXDsC+TLytWlXIWqb8feWY19YzBjX7V80duxfyUpU6eVr9TYM1nGDmXKVVI3TshWCUvzVvwjNb8sJdXLlRT3VCmk2/fNJVq0qLJyo/395feO30u9yuUkk3tqSZsymfRo21L837yRA8dOWPbBBSvXS4v6NaRUoXySIW0q6d2htdx78EC27fvX4eMPuu3bvN32m/4J2HeDWr18keTJX0hqWbb9d2+3vZdl/KuWLZR6jZqpIDsuIjt0DngP7du9w6Fjf9/7zt5+EzD2JpIyVVpp3Ow7SZc+k8qi+JT3/8fitnfOttd57J/y/+N56vPed3Qe+7Ili6Ri5aryZcXKkjp1WmnbvqNEixZNNvwTeI1rbcUyL8mXv6DUrd9IUqVOI02bt5R06TOq7F5r3vfuyuTxo6VT118lcqSwW4yo836v836zdMliqVS5ytv9Jo20a/+z2m/W/7PO7vcvX7bk7X7TUO03XzdvIenTZ5CVK5ZZvmfWjOmSv0AhadmqtfpasmTJpXCRYuLmFl8cDdtq/Yq5UqNhK8lXuIykSptRWv/cVx7cvyv/7t0S7L/7Z9lsKVWxtpQsX1NSpEonzdv2UH+z7RuXq69HjBRJ4sVPZPP4d89mlZEbPUZMh4x9yRIvqVy5slSoWFFt+/btO0j0aNHkn2C3/VLJn7+AyrBNnTq1NGv+zdttHzBmSJAggc1jz57dkitXbkmWLJk4ms7n2eVBjjc/vD3ebPxnTYjHmzr1Gqv9vkmzb9XxEtm9gceboVbHm2zSOoyON3fXbZMzfUbI7WUbQvX9ado0lmcXr8nJboPk8akLcnncbLm1eJ24/9zC8j3uHVvK1akL5NoML3l88rwca9dHXj/1k1QtwmYVBpGZMJj71rhx46RQoULi7u4u06dPt7zepUsXKViwoOTJk0dKlSolp0+fVq8/e/ZMGjVqJNmyZZPcuXNLxYoV35t92qZNG/nyyy/V/+Pbb7+Vffv2qYzWdOnSSadOnSzfi9eWLg28IK1fv754eHjY/LzDhw/LhAkTZPbs2WpsffsGzG66ublZvgezmT179pS8efNKpkyZ1Pfac/bsWalWrZr6PXPlyiVjxowJ8XfBkpF27dpJxowZ1TbbvHmz5Wu3bt2SsmXLSv78+SV79uzSvn178fcPSNvfs2ePeh3jzZEjh4wfP97y706ePCnly5dX46xbt668ePFCwsKd2zfVkpSceQpYXsNJLEPmrHI6mJMsft8L587YBA0jRowoufIUsJyYL5w7La9fvVKvGVKkSiOJEn8hZ04d/+RxYwznz522M4b8cvpUQJAwKIwtaKAzb75CwX4/YIkX9ptYsWN/8phtx25v++UP9sLG3tjz5CsY7N8orLx8+UpOn78kBXJltxl7wVzZ5PiZc6H6GX4vnsur168lbuxY6vmN23fF28fX5mfGjhVTsmVML8dPn3Pw+I19t4DN+HOq/eZDtn0hy9/qzq2A91CuIO8hLCd1xL7+Ie+7d8d+3GZckFuN/fhHv/8/ffzc9uG57XUeu4HnqfA/T+m+7+g+dlwjYFmv9djxPLj9AK/nzhtkv8lfwOb7ce3599C/pE69hpI6TVqHjdeV9nvd95tzdvabPCHsN6dOnZA8eQO/39hvTp06adlnDuzfKylSpJTePf8nX3/VQDp37CC7d+2UsHD39nXxfeAt2XMFlhqIGSu2pM+UQ86dtr9E/NXLl3Lp/CnJnquwze+dLXchOXf6qN1/c+ncSbly8YyUrFDLgdv+rOTJk9dmDHhubMug8HqevIHfD/ny5w/2+1G6Yf/+fSqTNyzofZ7Ffh90DPmCHbc6Xtq5pwopuPz0yZMwOc9+KLcieeTept02r91dv0PiF8mjPo8QJYrEy5dd7m3cFfgNb97IvU27xK2I7f5G5IpYM/ctzOQiuHrq1CkV1GzWrJlEjhxZunfvLkOHDlXfM2/ePPn5559VNiweWEqCZSNw/37A0paQHDt2TAU+1Uk3WzZ1olq/fr0KXCKg26pVKxUADQ0ERH/44Qc1BqNEgfVSFQMOxIcOHZILFy5IgQIFpHjx4pI2beBF7evXr+Wrr74ST09PyZIlizx9+lSKFCkihQsXVtvBnkmTJqmg9n//BZwEKlUKPNEimLxixQqJHTu2+tm1atWSBQsWSOPGjWXgwIEqOI7/H+D3tw5OY9vg74Cg+eLFiy3fZ+358+fqYQ3/JrR8Hni/HaftDLubWwLxebs8KahHD33F3/+1xHOzXa4Rzy2+XL92+e3PvS+RI0eRWLHjBPmeBOprnypgDP5qnLbjji/Xr16x+2/w/3WzM+bgxoNlRbOmT5ISpctLzJgBgUdHMLZf0G0e7z1jx9et4d87Ylt+CJ9Hj+S1v78kcItr83qCePHk8vVbofoZ42YtlETx3SzBW9TdVT/jnZ8Z1/I1Rwncd9/d3z92v3lgvIfixw+Tff1D3nf2xh70+63f2x/z/v/08XPbh+e213nsgePheSq8z1O67zs6j/2hsd8EOa7h/3vt6tVgx/7uuOKruqkGr4XzJFKkSFK9Vl0JSzrv966w38T/oP3mgU3Si/H9xnb39fFRyTqLFs5XWbstWn4nBw8ekIF//iF//jVEcubM7bDxB/z/ArZVXDfbEiBx4yVQQV57Hj3yUX+zuEH/ZvESyK1r794HwrYNyyR5SndVj9cRHj58+PY9G3RbusnVYLb9A7vb3s3mXtDaxg0bJEaMGFKseHEJC7qfZ+3dI4V8vLF3vLS/7RGXmDl9opQsXc7h59kPFe2LRPL89j2b1/A8Srw4EjF6NIkSP55EjBxZnt+xfb88v+0tsTLb721C9vn7v3H2EOgjMDP3raZNm6qPCGgiiIsMU0CwFXV9kEmK7FcEHQHZuMgmRYbq/PnzJUqU99dSQmAzevToEjVqVMmZM6cKguLfxYoVSwV3kSHraN999536iGAxgqTbtm2z+boRlEWwFQHiYsWKyaNHjyxBans2btwozZs3V78HHsgyNuAEgwA4tg8ygg8cOGDZZsjY7devn9qOO3bssLkAq1OnjsSMGVNdeCPb9/z583b/3wgIx4sXz+aB14KzffM/8nX9ipYHirzTu7Bdhg78Q97IG/n+x1+cPRyXMdNrlWzYuU/+6tZBooVRvTUi0hvPU6HD8xSF1rmzZ2TFci/5qVM3ldSgM+734cf/bQOgwkWKSu069SRd+gzSoGFjKViosKxdvfKTf/7urWvkh8YlLQ9kcIa1F8/9ZM+2tVLyS8dk5YaX9evXSZmy5dR9piPwPPthxxvg8YbI/JiZ+xaCrAYEFHEwu3LliioTsH//fkmfPr0cPXpUBUSN4CgCnps2bZINGzZIt27dVNAy6AxxSP8Pe/9PQDAZWa0GPz8/h/2eQS9qUTMIdYmMgOun/szhw4fLnTt3ZO/ever3Q/kIY/wdO3ZUAW1sr19//VUFyFHeAoLbFkH16NHDpiSFkZl7+or9jMYChUtIBqsOo1ieBCgSHz9BYIdOzMKmdc9o92fEiRtPIkaMJL5BZmpR7N4tfsBsOjqUvnr1Up48fmQzG4t/44jupQFjiPjObDF+j+B+Pl73sTvmBO+euP/6Xe7evS19Bwx3+Cyssf2CFub3fc/YgzbfCOl3DStuceJIpIgR5b6PbbOz+76+72TWBjVn2RrxXLJKRvbpquriGhK4xQv4GT4PVcZu4M98KBmtvs8RAvfdoNvy/kfvN/Hf7vPIcLF+D2FfT5suQxiMPfj3nb2xB/1+9bu+zaIw/t2HvP8/ffzc9uG57XUcO89Tzj9P6brvuMLY4xr7TZAssYD/b0j7jZ3vf7vfnPjvmMqy/O6br2ySDaZPmSArli6WyR5zHDZ+nfd7V9hvgmYXBvx/7d+LIfs7aIMu678TfibuQVAD1lqqVKnlxH+fvkQ+T6FSki5TDsvzVy8DSso99PEWN6tt9dD3vqRyz2T3Z8SJ46b+ZkazM4Ov732Ja+dvdmDXRnnxwk+Kla0mjhI3bty379mg29In2G0f3+6297F733z8+HG5du2adP+f4xr+udp59kPukYI/Xsa3c7z5Q+7evSV/hNF59kMhCxfZudbw/KXvI/H3ey4v7j0Q/1evJFoS230/2hcJ5fkt24xeIlfEzNwQ+Pr6qsxZFF5H0NO6lixOMghi1qxZU5VhwNeDW1ryoTJkyKCCoXDx4kWVxRrcyRRjDIlR/xclGNAcrWTJkjZfz5w5s/o51nWCz507F2LZCNT9RVkG1O3BUgzrf4uLqqRJk6rgLLKbFy5caJMFjHrBrVu3VsFc1ND9UAjcYrzWj5DKLMSIGVOSJU9peaCpEE5qxw8ftHzP06dP5Nzpk6rBhD3YB9JlyCTHjhy0uSnA80xv/026DJklUuTINt9z/doVuXf3tmTKEnjh9rEwBhTRP3r4X5sxHD18UBWqtwdjO3bEtqHWkUMHbL7fuFG4eeOaaraBiwRHCxh7Jjlmtc0Dxv6vZfvZG/tRq20JR9XYQ1eGxFGiRIksmdOnlYNvm5dZaqodPSk5MgUfPPNculqmL1ohw3t1lqwZ3G2+lvyLxJLQLZ6lIRo8efpMTpw9LzkyZ3Dw+N/uu0G2/bHD/wa7Le3vN/stf6skSZOp95D1vo730NnTJx2yr3/I++7dseew+V2N/cYYV5Ivkn3w+/+Tx89tH67bXsex8zzl/POUrvuOq4wd1whHjxyyGfvRw4eC3W/wuvV+BocPBe5nZcp9KSPHTpYRYyZZHgkSJpTa9RpKn/6DHDZ23fd73febDHb2myMh7DdZsmRTX7d2+NC/kiVLVsvPzJgps1y7Zns/d/36dUmc5ItPHnOMGLHki2SpLI/kqdJJvPgJ5cTR/Zbvefb0sZw/c1wyZM5p92dEjhJF0qbPIieO7rP5vU8e3S8ZMueyW2Ihb8FSEjdefAdv+4xy+MhhmzEgMcjYlkHh9SNBEocOWW17a//8s1b9fCROOYprnWczvXO8CenaUh0v3zne2L7HjUDujbfHG0xsmIHPnsOSsFwRm9cSlS8mD/YE7EtvXr4U33//k0TligZ+Q4QIkrBsUfHZY/teJ3JFDOaGAKUQUH4AdWxRPxbdN63r36L+rFFOADV20TzMEZDli/qx+P8jExX1a+1BaQKcOI0GaPYgwxfjQ4O2UaNG2dTLNbKAV65cKV5eXmr8+F1Ruxc1o4KDYCyan6E0RIkSJdT/34CawghE4+dgmyDwa0AwHK9jPGjMNmzYMAlvCMBXq9VQFs+fIfv37pDLl87LmOH9JX6ChFKwaGCg+49ff5Y1KxZbnlev3Ug2rlspWzaukWtXL8nkccPkud8zKftlVUvR/HIVqsmMKWPk+NF/VTOMcSMGqhN3cBfEH6pGnQayYd1K2bxhrVy7clkmjv1bnvv5SbkKVdTXRw4bIJ4ekwLHXLOeHDq4T5Z5zZdrVy/LvNnT1biqVK9jOXEPGdBHzp89LR279BT/169VF1c8EKh3pBp1GsqGdavejv2STBo7XG0/Y+yjhv1pM/ZqNevL4YP7ZPnbsc8PMnZ49OihXDx/Vq5eCahTdeP6VfUc43ekxjUqyvINW2X15h1y6doNGTJppvg9fy7Vy5VQX+87arKM9wyctJi1ZJVMnrtEfm33rSRLnEi8H/iqx9NnfpZ9sGH1CjJj0QrZvv+QnL98Vf2MRPHjS6lCto05HLftV8qWDWvUtp889u2+W6GqZdvP9pho+f6qatvvleVe8+S62vbTVEOHKtXrWr2HGsjieTNl/56A99DoYX+q91ChogHbxFHe974bPay/zPaYYLvf/LtXVrwd+4LZ0+T8uVNS2Wbs73//Owq3vXO2vc5j/5D/H89Tjj1P6b7v6Dz2WnXqyz9rV8mmDevUOX3C2BHi99xPvqwQ0JMBjcxmTp9i+f4aterKvwf3y1KvBXLt6hWZ6zlDzp89I9Vq1FZfRyAiTVp3m0fkSJFV5m7KlI5dAaP7fq/zfoNSCOvWrpaNG/5R+824saNs9pvhQwfJjOlTLd9fs1Ydtd8s8VooV69ekTmeM1VJjuo1AksQ1K3XQHZs36p+7o0b12XliqWyb+9uqVq9pjgatlWFGl/JioVT5dC+rXL10jmZPKKPxE+QWPIVLmP5vsG92sqGVfMtzyvWaipb1y+VHZtWyo2rF2XmhIHqb1aifA2bn3/75lU5c+KQlKoQ8L5wpDp16sq6tWtkw4b1aiXr2LGj1bavUCGgIfiwoUPEY/o0y/fXrFVb1R/28lqskp9me86Sc2fPSvUattsVAdUd27dLpUqVJSzpfJ6tWaeBrF+3UjZtWKv2exxvsAq2fIXKluPNLI/Jdo43AcfLebM91LiqWh1vBg/oI+fOnpZfuvwm/q/95cH9++rh6ONNpFgxJW7uLOoBMd1Tqs+jp0qmnmfu30lyTw+ccLs8aZ7EdE8lWQZ2VTVw0/zQRJI1qCIXRwY2hr84YrqkatVQUjSrLbGzpJMcY3+XyLFiyNUZXg4du6t74++v/eNzxDILb0sNWLt3LzAtf+TIkephQBASqlSpoh6h5eEReNCBRYsW2TxH6QEDZiJR2uF9PwdZrmhuZi3oEpbOnTurOrUh/c4oIYGmZR8yK2iURwgKAW80krNn9OjRodo2RsO5sFKrXhPx83smE0cPUd2Bs2TLKb/1HSpRowZm+N6+dUMVmTcUL1VeHvr6yHzPqaqQPJY0499YL2lp0bqDWvoydEBPtXwH3X2/a2dbEuJTlChVTo1hrud0NQb3dBmkV9/BljFg1jeiVcmLLNlyyC9de8mcWVNl9owpkixFCunes7+kSRsw033f+67s3xvQobdzh4Dayoa+A/+WHLkc1wW0eKly4uvrI/M8p1nG3rPvEKux35EIESLajL1j114yV419siRLkVK69fxTUr8dO+zfs1PGjvjL8nz4oIAaTw2btJBGTVs6bOxfFi8sPr6PZPK8papBWUb31DK8ZydLuYTb97xttvuSdZvl5atX8tvQsTY/59uGteS7RgEX1F/Xrip+fi9k0AQPefzkqeTKkkmG9+oUJnV1jX3X2PZB991395uc8nPX3jJv1hSZE8y2r12/ibpRnTh6qDx5+x7q2c/2PeTIsQf3vsPYI0QMHHvmrBh7H5k7a7LMmTlJZV90+22AzdhD8/539Pi57cN32+s89g/5//E85djzlO77js5jL1m6rGpoNWeWh1rh5Z4uvfTp+5fNNUJEq7FnzZZdOnf7TTxnTpNZHtMkeYoU0qNXXxW0dQad93u995sy4vvQR2bPmqH2m3Tp0ssffQdYlo/fxbVlkP2mS7ce4jnTQ2Z6TFf7zW+9frfZb4oWKyHt2v8sCxfMlUkTxkqKlCmlx299JHt2x61+sVa1zjfyws9PPMYNkKdPHkmmrHmkU+9REsVqW925dU0ePwy8vytcoqI88n0gS+dOUI3SUrtnkk59Rku8II3Utm9YLvETJpHseWwzGx2hVOnS4vvQVzxnzXq77dNJ3779g932SADq2q27zJo5Q2Z4eEiKFMmlZ6/e7yQZbd26VX0sXSYwmB1W9D7P+so8TxwvcbxJL737DrKM4a6de6pfuvaUObOmiefb483/evaz7Pf3ve/J/r271OedOrS2+X/1U8ebwKStTxUvfw4punGW5Xm2oQGlNK7O9JKjrXpItGSJJcbbwC48u3RN9tf8XrIN6yFpOzQXv2u35Nj3PeXe+sBVyzcXrpGoiRNIpj4/SbSkieXhkZOyr/p38iJIUzQiVxThTdBIJrkMzDra6x7qio6evSM6ypUxifx37qboKnuGZHL8XECzQN3kyJBUvI8HXLzoKGGOYnLs3G3RUc4MX2j9ntV1u7vCttd17LqPX+dzFc5Tum53V9hvTp2/JjrKkj6ltvu87vs99psz56+IrjKlTy27Tj4SHRXLGkfOnb8oOsqQ3l3bfd7Y70+cuyE6ypYhuayKkll0VO3laWcPwRTK1N8tutuyyKrcxmeCmbkOtHr1alULNiiUSmjUqFG4j+dT4vRoYobSDEFVqFBBhgwZ8okjIyIiIiIiIiIiog/FYK4DVa1aVT1cQZIkSVQ9XiIiIiIiIiIicj1v/LlYX0dsgEZERERERERERESkAQZziYiIiIiIiIiIiDTAMgtERERERERERESfmTdv/J09BPoIzMwlIiIiIiIiIiIi0gCDuUREREREREREREQaYDCXiIiIiIiIiIiISAOsmUtERERERERERPSZeeP/xtlDoI/AzFwiIiIiIiIiIiIiDTCYS0RERERERERERKQBBnOJiIiIiIiIiIiINMCauURERERERERERJ+ZN/7+zh4CfQRm5hIRERERERERERFpgMFcIiIiIiIiIiIiIg0wmEtERERERERERESkgzdEFCw/P783ffr0UR91o/PYdR8/x+48Oo+fY3cencev89h1Hz/H7jw6j59jdx6dx6/z2HUfP8fuPLqPnygsRcB/nB1QJjKrhw8fSrx48cTX11fixo0rOtF57LqPn2N3Hp3Hz7E7j87j13nsuo+fY3cencfPsTuPzuPXeey6j59jdx7dx08UllhmgYiIiIiIiIiIiEgDDOYSERERERERERERaYDBXCIiIiIiIiIiIiINMJhLFIJo0aJJnz591Efd6Dx23cfPsTuPzuPn2J1H5/HrPHbdx8+xO4/O4+fYnUfn8es8dt3Hz7E7j+7jJwpLbIBGREREREREREREpAFm5hIRERERERERERFpgMFcIiIiIiIiIiIiIg0wmEtERERERERERESkAQZziYiIiIiIiIiIiDTAYC4RERERERERERGRBhjMJbLj3r17oXqNyJX0798/VK+Zja7jdhW6Hi91Hber4Panj+Hj4yM6u3btmuho2rRpoXqNiIiIwgeDuUR2VKxYMVSvmVG7du1C9ZpZ1a5dO1SvmZHu297LyytUr5mNruM2FCpUKFSvmZWux0tdx+0qdN7+ly5dkrZt26rxlitXzvLQwatXr2TIkCFq7HgMHTpUvaaLjBkzSuvWreXIkSOio9KlS0uWLFnkxx9/VOcpXYLTY8aMeee1sWPHik4WLlwobdq0UY9FixaJLnR/z+q+7efPny8DBgyQvn37Wh66uHr1qlSvXl3y5Mmjnh8+fFj+/vtv0YHu254oPEQOl/8LkSZevHghfn5+8vr1a3n06JG8efNGve7r6ytPnjwRHezZs+ed13bt2iW6uHLlyjuvXbhwQXSg67Zft26drF27Vq5fvy6dOnWyvI793sx0HXdQQW/K8BzHH7PT9Xip67itxY8fXyJEiPDO6/hd8Pr9+/fFrFxh+zds2FDKly8v7du3l0iRIolOcKw8f/68mmjEvjJlyhR13h01apTo4Ny5czJ9+nT1N0iSJIl06NBB6tWrp83fAdse1zQbNmyQefPmqUmBNGnSyL59+8SMMK7du3fL3bt3bfYRvF+fP38uukAQaOnSpdK8eXO13//1119y6tQp6dmzp5id7u9Znbd948aN5datW2qCXZdjjLXvv/9emjRpoiYDIEeOHNKsWTP55ZdfxOx03/ZE4YHBXCIrAwcOlD/++ENdbMSLF8/yety4caVz585iZpi9xI3BxYsXpW7dujYX3LFjxxazmzhxokyYMEHOnDkj+fLlsxl/9uzZxcx03/bRo0cXNzc3iRgxos1+nypVKunVq5eYla7jNgwaNEjd1Dx+/FgSJEhgef3Zs2fqpsfsdD1e6jpua8iu0ZUrbH8Eo/F76GjLli1q/8FxE6pVq2ZzzjU77DMdO3ZUD0zmIdMPgQkEuvBarFixxOwwoYFAKB7Y75FtbFY3b95U+8vTp0/l0KFDltcxbg8PD9EFskEx4R4zZkz1/LvvvpOiRYtqEVDU/T2r87Y/duyYCjzbmzzVwZ07d+Trr7+WYcOGqeeRI0dWDx3ovu2JwkOEN0ZKBBFZIFNi/PjxohMsOcSFdp8+fWyWoeCCGxlE+Ghmly9fVsFQbHsEdQ0Yd65cuUw9K6v7trf+PXLnzi260XXcCPY/ePDA7j6PzEtd6Hi81HncBmS2VqpUSWX46Ujn7Y9MJ0zEpE6dWnSTM2dOdb4ybuhfvnypAkO4cdbFw4cPVb1W7D/p0qVTZRc2b96sfq8dO3aImaVMmVJNOCKz+Msvv1R/Dx2sWbNGqlSpIrrCdg66j9t7zYx0f8/qvO3xHl21apVEixZNdFSkSBGVWY/9BfsQrjnLli2rxYSw7tueKDwwmEvkYrAULnHixM4exmdJ922P5f2LFy9Wy/msl/737t1bzEzXcRN9qmLFiqnglZGxRWGrTp06KksI5SEOHDigssuwQkCnWt1du3aVgwcPSosWLdTzmTNnqhv9wYMHiy7LhpctWyb169dXJRYyZ85s+VrWrFnl5MmTYmbdunVTgWcE5jDZi4BF8eLFJUqUKGJ2e/fufec8q8MqEmjVqpXKiEbgH6ZOnar+Bvhodrq/Z3Xc9kYJixMnTqiEARz7rY/1P/30k+gAGbmnT5+WjRs3So8ePVTiAPYjlAgyK1fZ9kThgcFcIjuwdA/L9VDXDNlPRh1CfG52aKaBkgVBL7h16TqMxjJYfh50/Js2bRKz033b4+bYXn0qo9aWWek6bsO///4rv/76qzreYL8xjje61IrW9Xip67it/fzzz3L27Fm1jNK6pEvNmjXF7HTc/jNmzAjx6998842Ynb+/vzpP4eYeEExEqQJdJgQQnMAybesSHdYlAZIlSyY68Pb2VkHpfv36qYlglNsxM5SxwHsWjZSM8yzerwsWLBAdoB43Vk5Z7/cox6RDWQ7d37M6bvuWLVsG+zXs97pc18PcuXNVzWKcY9FQGitLzMyVtj1RWGMwl8iOTJkyyejRo1XWjXVwyMwXHgZcJCE7NOjY0TlZBwjIIVsl6PhRI8zsdN/2yHDSsT6VruO2Xm6ILImg+43Za0XrfrzUddzWsFwyKLwPdJj8coXtD7iMRiAuTpw4zh7KZwPNn7Zt26b29ZIlS2pV7gK1Q1EaBQ8sM8cyaFw7mL0hEer6YrzWGXJEru7evXuSKFGi975GROQMelTAJgpnqFmJWoQ6QmaKrjUUdW8so/u2Rx0/LIXTrT6VruM2IJCFpcO60vV4qeu4rWG5tq503v5YNowMUTT0KViwoMqOHjp0qMpeNCuMFw3mEDS0N/E1fPhw0cGcOXNUeYVSpUqp58juxqQAOp/rAH8DBG+RkYuJDF2aESHjWcdzLLISv/rqK8vS7aDMvGRb9/esztveULFiRbV66n2vmVXVqlVl1qxZkjBhQksgGmUWVq5cKWaHbHQc17EKAwkPmAjDPm8c+4mIwVwiu6pXr66WpGA5im7Sp0+vlvu7ubmJjnLkyKGybnTKtHGVbZ8hQwYpU6aMdvWpdB23AfUSUX+zQIECoiNdj5e6jtsashPt0eFmR+ftj/qVOM4vX75c8ubNK9u3b5cSJUqYOphrlOHQ9fxkwHJtHC/d3d0tpZkqV66sTTB3y5YtWtTHDapw4cKqpFGjRo1szrNmL+mCVTuA5k9BmX01j+7vWZ23PRIEkFyCsj+okW4sZEbjWpSN0CnJxAjkAjKKb9y4IToYO3asSnTYuXOnWhXw559/SpcuXWTfvn3OHhqRaTCYS2THyJEj1Qk7RowYKhPBqOV3//59MTtkCqExAm5urC+4zT6Db0DtuNy5c2vZWEb3bf/8+XPJkiWLTQMZs19w6zxu64Dc5MmTVVDaer/RJfND1+OlruO2hqwtA2480egEE2I67Ds6b3/jxh5BXASlkWVsXSrCjIzsf0x65cqVy+ZrR48eFV3gPGsEciFt2rTqNV0gwxUTdygnhQeuGXSAADqMHz/e8hrer2YP5v7xxx+WGvr2lsubme7vWZ23PVYIYvzYx63rc+NYb33eNTv0YcDDWAGAIDUeOjDGjLJRaLSIlTxo4kZEgVgzl8iOy5cv2309TZo0osvFU1B9+vQRHQTXYEaHxjK6b3tyjq1bt9p9vXTp0qIDXY+Xuo47JMhY8fDwkHHjxonZ6bz9cVOZLl06WbNmjRw+fFjV+c2fP78WARYED4MG++29ZlZonITAOZqg4RZm+vTpKnvOCLAg2GJmCKTs2LFDlWRCQyhkFuNYr0sjMV3pvN/rPHbdx9+2bVubCQzddOvWTZUBQrNUYxIV9a8HDx4sZodJr65du6qSNKtWrVLXBpisPn78uLOHRmQaDOYSEZEyc+ZMu69jRtzMdB03UVjAsn97y1rJcZBV5unpqZpX4YGAHJbPoxahWd25c0du3bqllskjcGi9bBiBUWR16yBixIjBfg1ZdAjsmh0a5qHeNQK6qF2JbF0EeM1M15IuxnJ5NMrDNrbe71G72Mz7ve7vWZ23fXANF7G/o0+DLl6+fCkDBgxQwVBAJn337t21KPWyd+9elSGNRq8IRp85c0bGjBkTbA1mos8Rg7lEdmAJn71l2hcuXBAd6snZ07t3b9HBt99+a/f1adOmidnpvu0bNGhg+RwX4Lj4RqAC2Wdmpuu4DbhQtXe8wdIyHeh6vNR13NasM0ERxMLND252dMhccYXtrxNkZI0YMULVS0yePLnldSwhRkMxNHWj8KmR/vDhQylXrpwKaKHee5w4ccTs0OhPx5IuWDFlLJe3vuU1lssj09usdH/P6rztg2u4iOtLnRouEpFrY81cIjusu3ziotW6E6jZoVC/9dhXr16t6s/qAktVrce/ePFibWrK6b7tFy5caPP84sWL8ttvv4nZ6TpuAxo6WO83uHnIlCmT6ELX46Wu47ZWq1Ytm/pyWD4ZXKkas9F5+yNj7vfff1clFjB2g5kDW8hswgNLVnUIooTk6tWrql4xoERBihQpRBcYq7e3t8q4vH37tvpch2Du/v377ZZ0MTuUucJDx+Xyur9ndd72rtJwEfVycR91/vx59bluSSbISA96ntWlDwlReGBmLlEoFStWTHbt2iW6wY0Cln6uWLHC2UP5KE+fPlXLgrAcUTe6b3tAM7ojR46IbnQdN+CCG1lbwS1r1YGux0tdxx0cTGxYN4syO122f40aNaREiRIydepUGTZsmEycOFGVt0DQRRdoHImHwey1Zg3Lli1TGYnY/sj4Q6dz/B3wN9EFbr1QCgXXNRMmTFA1gFHXUjcs6RK+dH3P6kzner9Qv359NXFUqFAhmyadaEpndj/99JO6hjl48KB89dVXKnGjQoUK6nhPRAGYmUsUCkYWhY6Q6aTzstXo0aPLtWvXREe6bfvly5e/s2QbXebNTtdxBwe/A5ZV6krX46Wu4w5JvXr1tLnp1Gn7IzMUdQdRNxdBRDREQ4aoDsFcHB8xyYj6g9Z0qDULWLa9Z88eyZAhg3p+7tw5adiwoTbBXOzjCOKuX79eNUDDknmUW9CxpAvqceoCwXIEhzDJa53ld//+fTE73d+zOm/7atWqqVUY1g0XcaxBqRQdAurHjh2TU6dO2S1pZHaoK459BpNGmDRFMzQdmmEThScGc4nswInDOPHhYgldt9ERVAfWheExdiyFS5o0qeiiU6dONuPH8ibUZdOB7tv+77//tlmyjZvl+fPni9npOm5DnTp1bI43uGmuWrWq6ELX46Wu4/4QZl58pfP2jxo1qmWyEUHo+PHjq6ZoOkBQBcvjf/jhB5X9j/MWfg9dYF8xArmAz/39/UUX6NCO4C0ef/31l2p+pgOdS7pA69at1XJ/LJufN2+eqnuaNm1a0YHu71mdt/2ff/5ptycGJu50aLiIZm1oRKdjggP2cTS8xHbGxBHup3ROdCAKCyyzQGTH1q1bbS5a06VLp80Fd8uWLd8JbLVp00bdbOqSdRN0/HXr1tWi86ru256cw/qG2NhvChcuLLrQ9Xip67g/hJmXg+q8/b/++mvVnAiZuQhMIDsLda4RqNBln8iZM6fK2jKaWwWtiWpWWGbbqFEjS7NUZMphuyPTlSi0+z1uf3GexaS72en+ntV52+sOEwDIbkXSgPUEACYIzA7lxlBbH5O8d+/eVcFcrMpApjoRBWBmLpEdWC4JxgygLjeYxo2NztAsQVe6b3tATSrjphhLh7FMWwe6jhuMZWPG3Kpuy+F0PV7qOm5XofP2RxAX0JwITTt9fHxUUxwdIHBulAFCgAWZW7hR1gVqzDZt2lR+/PFHS6Bo9uzZogtM1iErt3z58ipYoUvTP0DwzehfULFiRZVlrAsjIQDN5tDECoEhXbLpdX/P6rztATVbT5w4Ic2aNVPH+mfPnmlzvkKN5SxZssjJkyctr+lyjTl37lxV5xf1fdH07MGDB7Jo0SJnD4vIVBjMJbIDJz0UjTduMlOmTKmCRTgh6tA8CcvOrQNbuOE0LgbN7tGjR/K///3PMn7cMAwcOFCLbs+6b3ssI1u6dKk0b95cXexhu+O90LNnTzEzXcdtuHnzpmrog/pggJv8yZMna3OzoOvxUtdxfwgzL75yle2PRlw6QSMZlIb49ddfVUAdy1f79+8vOsCS5lWrVqnsrMePH6vXYseOLTrZtGmTCoguWbJEXR8gsIXg7uDBg8XMJk2apPYTrJTCeRYTpr169VK1RHVQqlQptd+3b99eTcCgVErjxo1FBzq/Z3Xf9uPGjVMNLnG8QTAXvwf2eeN6zex0TjL54osvLJ//9ttvTh0LkVmxzAKRHWXLllU1npo0aaKeYwkfTuY6nLyxdOb8+fNq/LjgnjJliupmbl3P1cxwsRQzZkxVXwvjx3ZHgHfWrFlidrpv+1y5cqmbZGx/ePLkiRQtWtSm8YkZ6TpuA5ppYLzt2rWzZJ6hQ/uKFStEB7oeL3Ud94dAXT8EXMxIx+2Pkjn2sppwKY3Xzd7QB7VlsTTbKOOCoBAaEukwWWpAMAiZcrrDcnNM/KJMByaC0VTP7OdZNGxLnDixeo7MUEw86nCexfsTjeeMCVJsa19fXy36Mej+ntV520OePHlk9+7dUqxYMTl06JB6DWM/fvy46ADbGoFQ1KTHNSUyjFF2ARMEZoVrg5CyhzEhRkQBGMwlCubkffjw4fe+ZtYLbowTReMBNwlYhqjDBTfkzp1bXWi87zUz0n3bW9djC+k1s9F13K5wvNF5/LqO2xqOMYsXL1aTSPjc0Lt3bzE7Hbc/bohDkiZNGjE7Xc6nwcHKHRzfUWpBR6i3jOAcMtCNcgvZsmUTHa5vgl7L2HvNjHCri31GlwCcK71ndd/2CKKjRisadhrBXLOfp6whAxrBZ0yW4m+AEhFIHjDz+LH6AjCxi7IiqI+O4C6yjPF3QNkFIgoQEHEgIhuo0YPZSwM+x2u6XDhZd3bGc53mbLCMEpm4BixtMnu3WFfZ9oUKFVKZ0eiWjAdqueI1s9N13EEzVwz4XKf9Rtfjpa7jDnqjhsw+1B/EcdN46EDH7Y9gLR7IMjM+x/kJE0coE6GDjBkzyrlz50RXyN7G8R7NfBIkSKCypfFRF2fOnFGrSBDMzZo1q6RPn1502W+Q4XflyhX1QMY/XtMBAkF4f+pUp9VV3rO6b3tkouM9a2SKenh4SOrUqUUXGDtKjhl1i2PEiGH668tq1aqpx44dO+Sff/5RE2CYvFu9erVs377d2cMjMhU9CjkShbMBAwaoGk/IOgDcqOnSYANNWFBntkWLFur5zJkzpUqVKqILBOKKFCmiulXDggULpGXLlqID3bc9ykFgWXanTp3Uc2QNmXWJtiuM29ClSxeVbWDsK2vXrtUq80DX46Wu47aGMZ86dUqbhiausv2LFy+ulnq+ePFCSpYsKWnTplVdt1EixexQCgKZZVg2bF1v1svLS3Rg5oyy0DYRQxMl7D+om4vyOpgUMGrtmxX27Q4dOqjVRjje4Dw7fvx40QX2dez3VatWtdnv0VjJ7HR/z+q87UeMGKFKEuA8i8ZzcePGVcd6XaA+sTVk5po9mGu931tf22DVo9lLGRGFN5ZZIAoG6oFhaQ0guJgoUSLRATJDkbmC2maAC+42bdpYlv7rAMEso2Myxq9Ll3BX2PbkHP/995+lVijqhWXPnl10ouvxUtdxG3CMwZLEaNGiiY503f7GkltM2OEmH4FpXUq7zJgxI9iJVB2g8VPQ5pb2XjMrZHKjBieCt7jOOX36tGqihyaeFHb++OMPu6/36dNHzE7396zO2964tsf7FCGTzJkzm34FibUePXqoALqnp6daxYMmzQULFpTff/9dzA4TXWfPnlXNjQG/Q4YMGWTs2LHOHhqRaTCYS2SHUc/MaDDw8OFDtVSlQIECzh6ay0NjBwQmjNlYXEQh+wlLKilsoUPvoEGDJGHChOo5lsVhWSUC1Gam67gNWLKaJEkSyz6OzAn8DsgC0YGux0tdx23thx9+ULUU69SpY3OMRDNGs9N5+2OyBRMwqOWHBm4IqutURzEk3bt3V8dTs0JmKOoovu81s8J5CoF/1MrFfoOSQDoEhxB4w3HF+jyLoIouAbn3GTlypPz888+iI7O/Z3Xc9rguC4kupRZQSx8rvTBZhJBP7dq11f6iwzEHY580aZJNggyapkaOzIXlRAYGc4nswI0BbjSNkx1OKMgaOnDggJgdljHNmjXL5oIby/51WRaEZWRr1qyRePHiWTqxGrWTzE73bW/d4EGnm2Rdx23AzTxq/VoHc8uUKWPJWDQ7XY+Xuo7bmr0SNJgImzZtmpidztu/ffv2apk8sizRVAa13StUqKDF2N/HrMfOdevWqVU7c+bMsWl+hmsEHP/NOGZ7nj59qmrmBmfhwoXSoEEDMRt7kxVm3Vc+hs6/i85jN+v4USvXSCrx9va21Jx9+fKlusa/c+eOk0dIuk9iEDkCpzaI7EA2qPWsJWYBrTuFm9nNmzctwUTAstUbN26ILnCjYwRyAZ/jRlkHum/7oPs45vqQFW12uo7bEDTzHA0qnj9/LrrQ9Xip67itobuzrnTe/liuiozodOnSqZt8BHUnT55s+frFixfF3d1ddGTWHA8cI93c3FTZIutrBKxg0KlGekiBXBg4cKApg7nWzV0NOp1ndd3vXX3sZh0/SgAZAUMs7W/VqpV6jonS8+fPiy769u1r9/XevXuL7lCqhsFc+twxmEsUTMF41OkxOvVi6acxK2t2uBnGw1iGgottnS64ccOA4K3RJAFLb3W5wdd92yMrDhlnXbt2VRfXQ4cOVa+Zna7jNiD7A1keKLUAt27dMuXNjasdL3UdN2zdulVKly4ty5cvt/v1mjVritnpvP3xnkWmovXEnXW933r16pku0yy0zNpMD/s7HlgmnDt3bnFVZj32o1bo4MGDpXPnzmqMw4YNU2VSXIVZ93tXH7vZx48VAdYBQ5T1wmowTLro4NGjRzZl7FavXi1FixYVV2DWYyVReGIwl8gO1ABDQwqjuzxO5rpkQGHMyOow6k+hFhWW/+sCyydRFwm1II0Oyro0edB92+PmrGPHjqo5Ai6uERBCswSz03XcBtQhxMV1s2bNLE0edKpDqOvxUtdxG/sIAlv29nPjPWB2Om//9+FNZtjWK54/f77KjrOe6HWFTDMzB7ZwPfP111+rRnMYY6lSpVRZKSJXhoQMND/DZIYx6ajTyinUy7WGxmco/+YKzHqsJApPrJlLFAxkDGEJB1SqVEnSp08vOkA9J3TWRodzwE09lgnpkvFkdO61Hj9uIHTgCts+JGat5ecK496yZYvKmIAaNWpIyZIlRSe6Hi91HXdo7dy5U4oXLy5m5arb34w1ID+lBrmZ1K9fX61eCNo4LGjQQldm33eePHmiPsaKFUurY43u+72rjt3s48fqFzS6NFYDHD16VJVawHWarowGnroz+7GSKDwwmEv0EdCF2OiuqRszdo39XAre677tdb1w0nXcBmTs6pwBpevxUtdxu8q+r/P213m7o1Ykmv+YFTLkTp065bJZWWYObOm8z/fv319lFQf3Gmpg61q+w+zv2fcx+7bH9t2zZ4/6HKuorEvqIEs3WrRoThxdyEaNGmX5HLXd9+3bp8p66XpudYVjJZEjRXToTyP6TNy/f190haxXnRlZXDrSfdvrOven67gNumdQ6Hq81HXcrrLv67z9zbzd165dq2qdomYxMlvRUMw6w9XsQSE0PNOpFn1IfH195fjx4zavYXWPjsy8z4OXl1eIr5k5mIgVDChHkzx5ckmQIIHlYfb3LIJtCPIH99Bh2xvbF5m4eFgHcsHs9WcR7DQeJ06cULXeFy1aJLo4ePCgJZnhwYMHqtG04Z9//nHiyIjMgTVziT6CzhkhZr/gduXx6zx2nfd7XcftKnTd/rqO21V+B53HXrduXTFzje7Ro0erIIR1EFcX6CxfpkwZqVOnjkSPHt3m99JB5cqVZd68eapRqhHEat68uaXrvFFDWjdmfb+iFjcmMK5fvy6dOnWyCaTronXr1tK2bVu1j2Dfwfs3bdq0YnYjRowQV2f263qd69CPGzdOJk6cqJpiY4UaJnjRgG7z5s2mnsQgCk8M5hJ9Zsx6wf05jF/nsRMRUYCrV6+q4Mq1a9fk8OHD6oEbzF9++UV9vVevXmJWcePGVfWJdYVlzcgsPnnypJbn1tu3b4ubm5ssWLBAatWqJUOHDlVZikYwlxwLAX9sb2Sgx4sXzybD28zvU2sPHz6URo0aqbIQOXPmVAGuwoULy6+//ipmhiadrs7sx56ZM2eG+HVMJJnVpEmTVHmLYsWKqeeoqY+SF0QUiMFcIiJyiQwEVxs30afivh82vv/+e2nSpIml6VaOHDlU5pARzDWz6tWry9KlS6V27dqiI50zzYxGqbBt2zaVpYsGqcjS1Z1ZjzUIKOKB/d3sy/mDYzTRjRMnjly6dEmSJk0q9+7dE108e/ZMZRNj0svPzy/E0hfkWLNnz5atW7dKiRIlVOB5x44d6v2AfQnPzRzMRS3iGDFi2LzmCsdKIkdizVyij4AZfV2Z9YL7cxi/DmPHjeb58+ftfs2stfzQWTik18w67tDScSm0KxwvdRo3ji32ji/t27cXM/L395e9e/dqu/3RQObrr79W2X7GDaYuN5loxIkyELFixVJ1N+PHj29Tf9PssDwe+7XRTR51IOfOnSu6QOAfpRRWrlwp5cqVk6dPn4orMOuxxtg3ENBCM6igDx2UKlVKvL291TbOnz+/uLu7q6xuncpEIAi9a9cuKVu2rFy+fFnSpEkjrsDs1/UxY8aUAwcOyIYNG1TPEXyOY//ChQvV6gAzQxmFM2fOWLKfPTw8JHXq1M4eFpGpRHhj9qMQkRMUKlRIdfx832tm5Mode3Xv2mv2bb9lyxaVbYagxJUrV2T//v3qxt/T01N066KNGx40TjD70sn3LYfWBZpSXLx4UV69emVzA2pmOh/nDXif4kYZ713c8OBGGUtwdbjhwbEQx0QdFSlSRHbv3q2OPWgsg8Ys2PbIPDM7BFLs0SW40rhxYxUQRe1QNA9D1h/q/+qw7QGZiajhiv0fQTnUcj127JjK0jWjli1bhriU3N5kqpn06dNH/vjjD/V7BIXfy+zjt1fiBRMaeA/oAqUhsI/nypVLjh49Ko8ePZJq1aqp7HTdodzO+PHjxezb3prxdzC7c+fOyVdffaWaACdMmFBdE2MSDMdNIgqgRxoBUTizDkgYz3HxoQMsWwoazLV+zczBRKNrLxqZ4CbfejmW0dnczIFcBBRRw+zChQs2+xCe67Dt//e//8n27dulfv366nnBggVVoMKsEHRDQAUBfusMG9zooK6i2aGOH24mredUjef4+Pr1a9HBn3/+qZabp0uXzpJFjPGbPSiq83HegCWSuClGhg32mylTpqjXENw1u4wZM6qbNTS00k2DBg1UqQVMyGCbT5gwQTVm0YEuQdvgIFMLgdzFixer51iGq1NeCmq4Wpe4SJEihXqYVYECBdRHBIQQfMOEL47vyHgtWbKkmB0Cua5QngOrGW7duqX2dQS1MJGnw6QdGEvlkSjw5MkTtcRfp9qnWEWCFWvW1wxGeQIzB3IB+woyWr/55hv1fMaMGRI7dmzRAa4NsO1Pnz6t9vvMmTNrv1KNyNEYzCWyMmjQIPnrr79U50zrZYfI/DBzXSFX6dirc9dewMUSlsHp2iUcwUM0GLAWNWpUMXM2KLKxsEzVOuhsXLzqcHPmCpDZhBsdZE7oepzHjQImj8x+nA8KN8Rdu3a1PO/SpYsW+74xQZcnTx7V3MT65lKHOoqdO3dWwSycX//55x91zkWQy8yQ4YQx582b126mZdDVDWYV9JyE6zOdgrnvm7A2mx9//NGy0gLNiIwVIx06dFD1l3VhrxEUJlSxisfMwXTAMR37DGrnGqVd8B5GuRcd4DyL1QtVq1ZVzRcTJUokKVOmFB3gfgT3VzhXWU9W63KtgOsz1HNv06aNGjeO/wjo6rRqzXh/YiJAt1VrRGGNwVwiKz/88IPqGIuTNzJtDDhxoK6cmblCx16du/YCLvSQraUr7EMIcBk3+sjECdp8wExQMw6PNWvWqBqE5BxffPGFNoHcoMd5HF+MQJAOx3l7mSvIVMyUKZN6js+R8arL5JeRLaQjBEfx0AUC/TBixAjRGcpZYDUAAqGoA/n333+rGsC60HXCGhNH1kEUfK5TdiUaQSGz2LoRFMrq4JiJ90TDhg3FrPr166fKXiEzUUerVq1S18f4PfB38PHx0SYYimMM6nLj+lhH2GewSspYdYSsaB1XrRl0WrVGFB5YM5coGMj2M2qwYUYWReR1YPa6rO+DwC2W1SBba86cOaprb7Zs2SylCswMGSyoy2YsS9QNMsx+//13lWVZoUIFdRGLvwGatOi8DM7sdMvUsleTEBmKyEy0vuFBXTYzu337tlqCG7TDti4ZilC+fHnVVAbHS0DZEXxuBF10yHLVifWqF3uGDx8ebmP5XOEYj7IuS5cuVTf7KFnQvXt3bVbDGDXejVqW+B1w3WP2sjSYAMPkbqtWrSxlC3CdjIC0DurVq6cmAbJkyaKeY+l2jx491Hu2Zs2apq4halwXU/hDRjqa54VUN9rsx0v0vsD18bhx49RH1E3X4bqeiN6PmblEduCGGJkeCCQaN/2oz4bl82aF5ZPIEsJFBx5BIVikY9deLKlEwxMzM5atvnz5UiZPnqyy5ayDWjoEh3BDiZtLZE2gXAeeI9AVtOyCGbVr106NWddlcLpmagVdvrps2TLLa9j+Zp+AQY1TZGlh0mLYsGEqSxfvZZ1gH7fez3XZ5w2o9Rs0mG7mgKj1qhddoSwBjjFBt7sugX/U3UQQDg97ELj4+eefxaywVN7IkLt06ZK6zrx3756Y3dSpU9U5qmPHjur5l19+qdWqL2TgGoFcI2MRNbtxrjVKF5h1uTkmLJA9HHTC1OzLzXUu7bJ8+XJLIB19JDCZYb3tMQGgA9xLIZMVmeiAVVT4XQ4cOCA6QG1oZNRj/8H9IVabElEgZuYSBdOpGjf3xYsXV8+R+YSMHNQLMytX69irU9dee8Fza6VLlxZdgrnoDq4bLCtHhpOuy+B0zdTSHYL/CGgZ2/3FixfqvYrJPAp7mGC8ePGiHDx4UN30L1y4UK0IQNCIws7XX3+tgkCrV69WtX9RjxM3yShX4AqM46lZocY1mo2iDifqzhoT1mbe/ggGtWjRQmbNmiW6wooFlNhB/VDA74Jyari+N84FZoMgs87LzXFsR1JGcNfIZr42RjmX4GDbb9q0SXRg7NsIqBu9JbB6EyvBzA4rA3GMxPkJEJDGRKTZE3yIwhMzc4mCyVwxArnGRaB1BosZuUrHXh279tq7IEUQGsFosweirS9O0ZACGUJoTqGTZMmSSbRo0URXumZqWUPgGRmuULFiRS1KjRiNlDAJgNUAqJery3bHZCMCccEt+zdzdqth8+bN6oYSN5n4fRDk0qWGLpr5IDMU+zyOnQhCYwm3DjWXsc0xeYEyKLhRRpCuWrVq4irMnqOCEhGALMuSJUtqMWGNFS/IbNUZro0RyMWKDLxnEdBCIyg0VTL+Jmaje5NUBHIBk9O4RjOyc/F7YfLU7OcnVxA0yQETALrsV1gJgAxid3d39RzXx5UrV2Ywl8gKg7lEdqCzNm7SsIwMNm7cKLFixRId6NyxV/euvbjIwDJ5LAM16hZj2TMuSHTZ7zGLj47D1t3lzR4Y0n0ZnI6lRaxNmjRJNSxEaRq8V1GbEMtvcdNsZmgahu2OTEXsQ5g4Mm4+zc54f+q87B/vVSPzDCVqMIlx48YN0QECoJj8QvklmDJlinrNutSIWRlNLXGeQiALk0g6NbJ6Hx1qW+o2YW1kKrZp00bt59bXB2avjR6aRlCYjDE7nZeboz4rGtUa5yv8DTCBZCz9NzM0yQu6Ssrea2aF96enp6c65qCsyKBBg6RMmTKiA/SqMQK5gJIouvSvIQovLLNAZAdmAhGQQDYC3iJ4oJ4clu+ZXaVKlbTt2Auo0Yrlnzp27TWWMaEO5M6dO2Xo0KFqn0EWlA6M7G57JTzMzN5yOJ2WwelYWiTozQImvBInTqyeIzCExlxmbigTFN6vyLbEhAyCXK7CzPVDcYO/cuVK6datm9pnEMxFKSMdGv1kzZpVTp48+d7XzAj7OOpYIht6y5YtaiUGgrrr168XV2D2Mgu6TlhbB1V0qo2OBqMoxRTc+UiHYLTuy83tlbEwa2mL9x1PMPGIfUaHYz08fvxYreKxbhiJki46JCghKQD34UgMwNiRXY/MYvw+OtSMJgoPDOYSBZn5Njx//lw9cLGK5UHIljN75oTuHXt179qLABxqziLDEjfM1atXt6lTRfS+4441HY43gBuboMcVe69R+DNzYAuNRVGWADdnOD8hmI7Asw4ZZ5iswCoM6wkM1P01So2YGba3MVGNhpc+Pj5qBYmr3Bib/Zyr84S1jnAdhkkjXYPRgOt5ZLYGXW5+6tQp0QGuB1Cb2MjoRmM3lK8zc48GZLD+9ddfKhhqncWNMnw4XqJhKoWtkBoT6lAzmig8MJhLZAU3ZsYSPSy/NWoqorYTOoCaPXMCjGY+9gIrZp4JN7r2jh07Vi0D1a1rLyBLAlmVmLE/ceKEeg21l818Y2kNS9/QmMXI0EKW94ABA2wuZM3o1atXKgPx/PnzMm7cOPXx8uXLKvNPp+MOTseozf306VNtjjfGBBJuNr///nv1fPLkyWr/N5agk/OYPbClG6NGMSZgkB1n1JpFcA71T7Eqg5xfE9goc2RGOk9Y61gb3ZgsxfnVugSH8VyHSVN7k3JmnqizFxhdsmSJakAHaDyH6wbUSTcrXMtjgrFt27ZqvNb3IjrURjcg6Ix7E5S4QKIJVr9g8tTI8iYivTGYS2RH9+7dJUOGDNKqVSv1fNq0aSpANHDgQDE7HTv2ukLXXkAgbu3atepGEhkU169fV4F1ZFDoAPsM6lHh4hXbHBeBCPCavYM19nfsHwiuIJCOTDPUu0a5FB2hpAsCEsGVvTAbZCViCahxk4/6gwiuJ0mSxNlD++yZ+YYf2WW4yce5FRMyBjOXR3nfe9LsJWkAZZi6dOmi6idab3djQtXMExMh1cM1637uKhPWQWuj4zylQ230kJI0UGIEKwTMzhWWm6PZ3KpVq9TnWCWIWvUU9oxkHpSS+vXXX9UD+5MuNX+JKGQM5hLZYS/oqUuGE8oqICiH8Vt37EX2AQK6OjR6IOfAvoIg4vteM+v71fo9qsO4Q4KMJ12D0WQeZg7mopY7yhUULVpUBSoMRrYrhQ0s70cpJmx/6+1u9gapW7duDfHrpUuXFjOzN2FtPNdhwlr32ug6J2m4ynJzlK5D2TqdYIUUJulwPYmEDYNZz6vBXQP069dPkidPrvZ/M18XGMdyHO+RAW0vm/7+/ftOHR+RmbhOlw8iB8KMPYKiRk0zNA/DRYgOdO/Yq3PXXjTaQGOToBd9ulx44IYA+42xz6BWmA43CdbZTYAxo3OvLqwz4jB2LME1e5Yc4GIbF93Lly+3+3Vk35BzmXm+HsdIHQIp9vTt29fu67179xazQxZf/fr1RTc41uD42KJFC9OvFrFHp3NScIxAbtDPdbBu3Tq1EsCALFdMAOtwDNJ930HAH5noWDV17do1OXjwoMyfP18GDx4sZofgJxpKYyIDTSOxYg37jS4wEYBtjYeRGY17XDNDPXow60pSIjMJfqqP6DOGoveodYqsAzzwufVFoFkDicZFEx4XL15UD+O5LtC1FxdKqLe5aNEiNYNsnNjNrnXr1upGE7PJCHThhhnLWXXxzTffSJEiRVSgAg983rJlSzE7ZAx5enqqGx4sHUbZhTJlyogu3Nzc1D6DjyhNgLqco0aNErPDNgd0Rg76GDFihLOH91mwvilDIx80+rGegPHw8BAzN4wMrvmf2WHSy3ggQxGrXzDpqwPUqkQw1Ow39PYgk1iX7exqMmbMKL/99pt6z+KBpdp4TbckDYNOSRq6Q5IDyr0ZEwC4rjcCi2Z39epVldWNjOIaNWqo8iI6NLo0oKzL3Llz1f1JmjRp1H5v9n4SyZIlUx9xnsKYrR86TuQRhSWWWSAKBm7QUCgesAwUtbXMzBU69uretddYumQ0ocPhFc1OdKpNhZq/xoUq6s7qUO8XGcSoHbd06VL1vHbt2qrBQ6xYsZw9NKIwVbBgQVVjFoEKTGqkTZtWHX+sG7aYTZ06ddQ5CYFQlBLB+dU6ux43y7pBLU5M5K1YsULMbtmyZapeJRotgi7L/A1o0onVLtjesWPHtryO/Z/CpzY69hdcH+hUGx0rSL799ltLczwkOaDUAgJ0ZhXcMnPdlpsbZaOsS2HpUroO5WhwDY9zLa6P8TfBCkgjgUZ3CFSbNVlJ98Z/ROGBZRaIgoEZZDNf5AU1btw4lS2xZcsWuxd/ukADLuuANIITeE0HUaJEUR9RpgBB6KRJk8q9e/dEF1j2XKlSJUsAF5mueC1oGQOzwQ09lr7hQc672Xnfa+R4aGCF483MmTNVZv2AAQNUMNfMMNlicJUmOAkTJtRmwvSXX35RAV0EWKxr5uoCy4Vh/fr1Wk5Y63xNrMsqqeDK/qBBqk5JGq6yzDxy5Mjy8uVLy70Isl11OfZkypRJTdbhXIXkDJSpyZ8/v7gKHEfNFsxFSRQEztFEGivVDL6+vk4dF5EZMZhL5CJwcaF7x16j+c3vv/9u07UXQXWjhqiZu/aivi+2ffv27dXfA3+Dxo0biy6w9ApZ0fHixVPPkTmHv8eOHTvEzNCcAsv4EFABBNCxtEyHzvLWjXGC0iVjDgFFa7hpM2p2U9gylspjEg81CcHsN8kIOuvOugwK3p+YuMDknQ6QSWn2ZbYhQfkoCn8oOYa+C8jItb7e1IluSRpYVm404cJ1MYK7OjbhwjUxJvGQ3d2zZ09VokmHernW5aR+/vlnNQH24MEDLVashZYZF2gjgQRlx3BtbNyPAPqnoLwLEQVimQUiF6Nzx15du/baq/t4+fJlSZAggcqaS506teggT54872SC2HvNbOyNUaelWP3795dnz55J27Zt1XMskY8RI4Z07NhRPTdruQhkc6C+OMpcWDdaxO/SvHlzZkqH000yyizguHj8+HH1t0DABUtaza5q1aqq/p31JAyWzqNckNlZ1xJH1hnOuW3atFFLcM0O2duYFG3YsKHNqgszT5RaC67Osi7nWV1t375dZfGhzAJq06MpFAK77dq1c/bQXB4C0NjeU6dOtWnC1a9fP9HFrl271IoAhB2QJY3fRxfWTZlLlizpUscaM18ro5m0URaFiOxjMJfIxdgLbOlSm0pXyPYILisagQpkVegANQdxwW3UIUQ2dLFixVSQyOzjDtrkD82VzD5uA7Kc0N35fa+ZDZa8IUsFQWjrGq0ICukQ1HIFuITDDU+6dOnUdkdAFEtYdei2rfskjK7sTZiadaI0pPMt9n1kKaL2r07nWd3huL9kyRL5448/5ObNmzaZohS2x0qjHwOuLUuXLi27d+8WnVy7dk29d1OkSCE6NWVGrWisvAOsVBs9erRWq+5CYsZz7vsaAGMlHhEFYJkFIhdjdOxFgX5gx96wh6VjIWVF66Jp06Yq0+aHH35QzxGg02FJNPZ1LNlDEzTc4CNzBY30dIGSBAhEGI1k8LkOZQqw/A0PZNsYExioW7lz506pUqWK6Zf76+zJkycqYxv7CQK5xuQL/g7p06cXHSB4iBIdyGw1zl1G2Qizw7j//vtvS91W1BrHMlzjdzEz1EJ3hfOtdcM8TGhQ2MLy+I0bN6rrybJly6pSRggoUtgzzq/IpEfCACZLderHgPcngp9GuTeUpJk7d64WWZd9+/ZVK12CNmV2lWCuGXP6Qko+0rG8C1FYYmYukYvRsWOvq3TtdYWs6BkzZsiqVavU51gKp0ODohs3bqhxImMC+woyKLB8W5callgyiXp4WHYOaPyAer9Ytq0DdHnGUn8E4pAljaaFyCCyztalsMmmMeotBz1e6pBl2a1bN9URHEFQGDlypGTMmFGLWorIDMJEXevWrdX2njJlirrZf19GkVkgexvL5gEBOZ0y5exBLUsdSovoDOdTTBw1a9ZMlXLBxDWFD1zf4PiI+q3ICsUqDDTm0qUhHa4RcLxv0KCBer5o0SJVpmn//v2iY+aqGbNZg4MyKGiQHdxrmBzDagci0hODuUQuCCdnnTr2GjVmQ9MIwsyyZcumlh9aZ0Wj6cOJEydENzg1BK2FakYIWiFDCMEVZCuaucZsSFCPzcguK1OmjNqHjGwcXSYxZs6cKadOnVI1OY3loETBQaM87CvWk0dY3RAlShQxO0xaYJ83ShYgUxc3+EHLvZgRMumxegQ1KxGIRiY9anGafcLXYDRDNY7/e/fuVcd/nG8pbGH/Rs1cZOgiQxFlmCZPnuzsYX1W8H41mnDpsBIA7F0P2CuPZUZouIVVRtZNmXHcwUowHWqN2ws869ALA3BNaQ96MhBRAD3OAkTk0h17XaVrL5pBFS9e/J2saF3gBh8lCmLGjKkyKZA1N3ToUFM3OMFFNrKJcTOvYxAXFi9eLJ06dVKBFdwgI6iLSYDVq1eLLkE52LJlizRp0kR9zhIL9D4I2iIDHQ97kIlmZO2aDW7qUa7ACObiuS65Eah1isleI7MSzazQDE2XawZ0OTey0HGcQTa3LhnRukNTV6yiwt8Ay/11yKx0NbjG1A0Cirg+wEQ1bN26VfUF0MGff/5pKbdgDc3nzLwKZv78+Spz++LFi1K3bl2bmtdGXwyzW7FiheVz3A9i9V2RIkUYzCWywmAuEZmKkTGE7A/rrr06QGbZyZMntcuKNqDhFm7SUKoD2xzLcPG3MHMwF7Dkc/bs2armr46QnYjJCtQrBkwGvC9T3UxQPxFZ6bipwfsVWUO6ZAyReWGSxqzBXGTFVaxYUVq0aGHJIEKdaB3gfWq9RB6f61RHV6exuhKsFkEpnfLly0v16tVVzWijzjtRSHB9gxIRKMEEmLTGNQOCvMbXzUrX4w36RtSqVUttW3w0IJMY72EdLFy40OY5AtO//fab08ZDZEYss0BEpuIqXXt1hCAiskK7du0qhQsXlvr162tR8xeZQsg2QFkCZBXrVGcZChUqJPv27bPZ1jpsdwO2N/Yb1FPEjQIas6Ampy6TMGROZn4P4AYfExdYbg6YiEGNayNT1+yTX40aNVK19QHLhpHBZTRzI7IHK3WQBR3S8n8ds0Yp7CET14DJXlwfoMyCgY30wo6r1cQ17lOIKABTZ4jIVHTv2qt7g5O2bdvKmjVr1Ow3ls+bdQmZNR1qf4UEdYnR5dloAIgAEZaz6gLjRjMolIX49ddfVbdzZubSpzJz12oEbXGsxEM3aEyIVQxYcYFtjOw4ZM0RhSSkQC506NDB1BmW5DwDBw5UE0a4LsiRI4d6DUvlg5YuIMfBykbU9cW2t2f48OFidlglGLQ+erRo0Zw6JiKz4d0WEZkKOvQiiIvuvcgORaafLrW1dIdSBbip/+abb1S5BSyFQy1XHeot37x5U06fPq1qsqEZkU5L49DVGUu0L1y4oMpaYCmZ0RRKB71791a1ExHQRTAXga7vv/9edu3a5eyhETlUy5YtQwwy61AjPX369KoUEBpcgi71E8ncuNCTgoPJalxTLliwQC35Ry8GTCIxmBt2jON6vHjxRFco5WLARABKAqEWMBEFYpkFIjItHbv26gqz3pUqVVK1inWzaNEilYFg3UCsR48e2jQQA5SJQPATp2R0CMeNj07L3pCRVaBAAcuyeF06VZN5mbHMwtixY9VHlADatm2baviH487cuXOlZMmSMn78eDErjDckpUqVCrexkOtBcI6ZuWQPsnGPHz8u7du3V9fzqLlslFQjIqKPx+gIEZkW66+FH3QFf/r0qU2Hdl1gGZnODcSM7AldGigFFSNGDLX/WOM8MX0qDw8PMZsff/zREvhEditWjhhLzBGgMDNMeBkTdwiioMa1USIFgRUG4ogorIK5uL5Bg+DBgwera00zl9FxJfayn5EsgAbNBQsWFLPDPoN63VhxZ6hbt65Tx0RkJgzmEhGRggs7BCRQ4sJ66W3NmjXFzBBITJgwod3ayxQ+ZS62b9+ubs5QZ3nAgAEqOEQUXMZtSDfyRlARkzJmbipjBHIBn+M1M0MpFEDjM5R2QSM0wGoM1LMk+hScwKOQJubWrl2rjuloUnv9+vVga7mS44OhW7ZsUdf2OO+uXLlSihQpImPGjFGZ0j/99JOYeQIS5d+yZctmSRjA78BgLlEgBnOJiEgxlsVPnjzZ8hounMwezNW9gZjuRo0apeosY+l5rFixpGzZsuoCnMieESNGiO4QlGjRooW0atVKPZ8+fbqpg8/WDhw4YFPbFysajKxdotAGblFzGedeAwJDRPagoXHt2rUtz1OkSKEeFPZQqg4rMb744gv1HNfKzZo1UytLUBrIzMHcZcuWqV4SmAAgIvsYzCUiImXz5s2iI90biOkONwnIusHSSdzkI6BLFJzSpUuL7qZMmaKWr3bs2NESEO3Vq5foABlOONZj0gW2bt2qXWkdCn+YuBg2bJgKrGAVD5Y+o5FVu3btLF8nInO5du2aJZAL+PzGjRsq4SFKlChiZqlSpVITAUQUPDZAIyIiBTWpRo4cqWoojhs3Tn1E7dly5cqJ2encQEx3wTVWYkMlCsmzZ89k9OjRKmvIz8/P8rqXl5foDsfRn3/+WcwIx8nGjRtbbuRx3EeHcCy9JQqO0bBq+fLl6j2KFRmYPGWjSyLzQmNjXBOjvI6ximTHjh2yZs0am6a1Zi0N9Ndff6nfwTqo27x5c6eOi8hMmJlLRESWZZJojoMLPUAd2kaNGqlluToEc729vVWphUePHjGYG46sl2gjKHf69GnV8IQNlSgkrVu3VrVmEVzEPoS6iq4yATBjxgzTBnNxY4+JulOnTqnnWbJkscnQwsoGd3d3J46QzMjI/UF9dNTfxHs3aONLIjLfuQilFIw+BuXLl1fnWvQ3mDlzppjZhAkT1GQRjj3WNXMZzCUKxMxcIiKyybxBgyJjth51II8cOSJmNmfOHNVNHsu3cUpDMBoZf8g+o/C3b98+dbOA7G6i4OTMmVPVWc6VK5e6YcMkTLVq1YLN9NaJ9TFUN/ny5eNEDL0D2XHp0qVTGX24TkA5nfz58zMzl4jCRPr06VVyQOTIzD0kCg7fHUREpAStTYUsXX9/fzE71K5E9rCRTXbp0iWpXLkyg7lOUqhQIfn++++dPQwyuRgxYqiPuFF78uSJaqZ09+5dcQVGM0YdMceD7EFTS09PT9XsEitfcJ7t1KmTs4dFRHagFjoSHFAWxR6zNzYGTB7xfEQUMgZziYhIQYYcbtYQwD137pxqLFamTBkxOzRksV4WnDZtWna/DUfWmVmYAECXZCzhIwoJGrCg03bVqlVV1l+iRIkkZcqUzh7WZ0/nQDSFHbw/jYZ/xnm2RYsWTh0TEdmHa3kEc//++2+7x3hdgrm4B6lVq5ZNsgnKRhBRAJZZICIi5fHjx6p25dKlS9Xz2rVry/Dhw9VySjNDF3nU0/ruu+/ULD4aPCCoaNRyRW0/CjvWgXRkWWbMmFH69eunluASBQfvUbxv8Z5F1p+Pj4+qhWfm9yuCz/Hjx3/v97HMArnicd5eoP/ChQtOGQ8RubaWLVu+8xqOQdOmTXPKeIjMiMFcIiLSWsSIEYP9Gi78EDSisHP58uUQs/lSp04druMhCutAZ8OGDWXBggXBfh/qjKPeuI50DkRT2Pnvv/9sGl3OmjVLNUnFZCoRmcv7as+7QrPRhQsXSoMGDZw9DCKnYjCXiOgz976OtuwcSyFJnDix3L9/X6JGjaqev3jxQt3k4/ICQd47d+44e4hkIl999ZXMnTtXBQ3tTQKYOSs0a9asqrkflpcjmBv0EhqlanSHrHoG6Cg0ihUrJrt27XL2MIgoiIIFC6qPSGZAw0KULMD59vz586rZsZnPs6HFVSRErJlLRPTZW7Fihfr48OFD1TShRIkS6qJvx44dquYWg7kUkm+//VYyZMggrVq1Us+xBA43DAMHDnT20MiEunTpoj6OGDFCdIOaoVj6efHixXdqDuKYqcOS80ePHkn37t1lw4YN6nnFihXVexUN6ICBXAoNb29vuXXrlrOHQUR27N+/33J9hv4XFSpUUM9x3J83b564AuYjEjEzl4iI3qpTp47KysqRI4dlWWXv3r1l8eLFzh4amRiyPJD5YY1Ltel9sFQ7WrRoluxcNF5EVrd1oxOzwtJOLPHUUbNmzVSDyLZt26ptP3HiRBXgxbJ5ouBYZ9Ij2w/ldbp16ya//vqrs4dGRMHAahHrJrWAEkAoBaQ7ZuYSMTOXiIjeOnfunCWQC9mzZ5ezZ886dUxkfgjAnT59WjJnzqyenzlzRp4/f+7sYZHJlStXTtasWSPx4sVTzxFQrFatmloRYHYI5D59+tQyiYEJDQRIdYAbe+sb+XHjxmlb35fCj3UmPRpdYtl2smTJnDomIgoZmoxu3rxZypYtq55j9V1IfSaISC8M5hIRkYIu8qgH+c0336jnM2bMkNixYzt7WGRyf/31lxQvXtwSEEKwiN2G6X0QDDUCuYDPHz9+LDrYvXu31K1bV7744guVrXj79m21gqFo0aJidsiqRODcKKuAbc4mkfQ+KLkEN27cUB8ZyCUyv7Fjx0rjxo0lSpQo6vmrV69k/vz54gq4uJyIwVwiInoLATgswW3Tpo0KUGBZJQK6RCFB7dCTJ0/Knj171HMEtBIlSuTsYZHJoawCAonGhBFqduNGUwe//PKLLFq0SE1iAJpA4TXjPWBmmKwrUqSINGrUSD1HIzfUASYKCY7x9evXtwRzU6ZMqTLUs2TJ4uyhEVEITQrRw+DUqVPqOd6vRmAXUP/d3d1dzM7X11euXr1qs3pwwIABTh0TkRmwZi4REdlA1hYYmVtERI6GpixLliyRH374QT2fMGGC1KtXT7p27SpmZ6/moL3a0Wa1du1aSwO0L7/8UipXruzsIZHJYZl269atpUmTJuo5miih3jKWcBORnsxcdxbnJRxnUNbFCOKiIXPfvn2dPTQi02BmLhERWdy8eVPN1FtnyJUqVcqpYyIi19O9e3dJmjSprFq1Sj1v3769fP3116IDZBMjGIpAKGzcuFFixYoluqzAQIdz6wCu8RpRcB48eGAJ5AKWbqPEDhHpy8w5fShf5ObmplaP1KpVS4YOHaqCzwzmEgViMJeIiJQ///xThgwZohqboGkCoNzCvn37nD00InJBWPKPoFC0aNFEJyNHjlRZxMZxEiUjvLy8RAdjxox5J3CLuooM5lJIsK+fOHFCsmXLpp7jc2P/JyI94RrfrF6+fKk+btu2TU0+ojwEsnSJKBDfEUREZMnOQm2thAkTOnsoROTi0CgPmX4+Pj5y7do1OXjwoGrMMnjwYDG7AgUKyLlz5+T06dPqeebMmU1fhxCTcmjcdvfuXRk1apRNLcLnz587dWxkfqhPiVU6uXLlUs+PHTsms2fPdvawiMhFobRClSpVVL1uXBegaSoR2WIwl4iIFHRmZyCXiMLDTz/9pOrkdujQQT3H8knUw9MhmAsI3lo3Y7GGrF2z1SFECR3U9MUN8aFDhyyvx40bVzw8PJw6NjK/SpUqqWxcY6UOmuix0SWR3sxcZgHnJdR3R436mDFjyvXr12XgwIHOHhaRqTCYS0RESoUKFaRjx44qWy569OiW141MHCIiR3n8+LGUKFHCZrln1KhRxRWY8QYZNQfxWLNmjcp2Cs7ChQulQYMG4To20kOSJEmkevXqzh4GETlI3bp1xaxwH1K7dm3L8xQpUqgHEQWK8MaMV5xERBTu7C0LRoDlwoULThkPEbkuZPZt375dChcurLJYr169KnXq1JEDBw44e2gu3SHclcdOjle6dGnZunWrxI8f36a+Jm4f8fz+/ftOHR8RBc9eszA0FStatKgULFhQzOzs2bNqBc+RI0fEz8/P8jqPOUSBmJlLRESWOo9EROGhffv2KusGNVx79uwpnp6e2pRYcGXM8SBr8+bNUx9RooOI9IJ6s1u2bFEZ9Zh8WblypZpIRSNMnIMRLDWr1q1bS9u2bVVAGseh0aNHS9q0aZ09LCJTYWYuEREpV65csft66tSpw30sROT6du3aJcuWLVMBxJo1a9qUXdBZ3rx5berS6oSZuRTc9QHKLBglmJAph4mYVKlSOXtoRBSMypUry4wZM1RPDLh9+7Y0a9ZMBUdLliwp//33n5j9XJQzZ07VcBHXCVjJY9TtJiJm5hIR0Vv58+dXM/e4YMKNGhrloCHanTt3nD00InJBxYoVU5NFOO7oVAvv6NGj79QSt37NzHUIiT5G/fr1Zdu2bZbnuE7Aa3v37nXquIgoeNeuXbMEcgGf37hxQxIkSKCaeJqZMb44ceLIpUuXJGnSpHLv3j1nD4vIVCI6ewBERGQOyLJB4BYfHz16pBrhYIkTEZGjoQ5e1qxZVQAUmTfZsmVTr+mgRYsWIb7Wq1cv0RUX7JE9L168sGmMGiNGDHn+/LlTx0REIcMk6R9//KFq0uOBkgXJkyeX169f29TANqNSpUqJt7e3KgeBZBP09UATTyIKxDILREQUrAIFCrhEQyIiMhc0X+nWrZs0aNBAPV+0aJEMGjRI9u/fL2aFya5bt25Jo0aNZMGCBZbAp6+vr3z33Xdy+vRp0d2aNWukSpUqzh4GmbB0yLp161SpBcD7oFKlStpMwBB9jvA+RV3cjRs3qufly5eXESNGqMxcNBjDRKoOEIjGeTZHjhzOHgqRqTCYS0REysOHDy2fY9YeyydxEXjmzBmnjouIXI9RB88asnRRrsCsRo4cqW6EsUwV2U2GePHiSYcOHaRVq1ZidliuiqD5+fPn5dWrV5bXN23a5NRxkblNnz5d+vfvr+ptAhoW9unTx/KciMjR/P39VUDa+lzFPh5EgRjMJSIiJWLEiJaauZEiRZKMGTPK8OHDVQMFIiJH+uabb6Rly5ZSpkwZ9Xzr1q3i4eGhgkZm169fP21LKRQqVEhlZxUtWlQd5w3VqlVz6rjI/LZs2SKrV69Wn9eoUUM1UCIic0NiRtDJu+bNm4vZ4XoACSWonYv7E8A9Cvt4EAViMJeIiIiIwj0z98SJE5I2bVpLxijq5hpNT9DF2sx0zRgye/YzERE5BvpeoDxKnjx5LJN3CIiiTJDZpU+fXk0eZc6c2dlDITKtyM4eABERERF9XsaMGWP5/MGDB6omHgKNOpgxY4Yqq6BjxhBqDl65ckWLwDM5X+fOnWXYsGFSp04duw2TvLy8nDIuInq/DRs2qElT6+aFukiUKBEDuUTvwWAuEREREYWrgQMHyrx58yRy5MiWpiZY+olu22aHMaJRm443mnfv3pXcuXOrMgvWN/gMypE9RhmU2rVrO3soRPSBkiVLJtGiRRMd+3fgmIMa9U2aNLE5V8WNG9eJoyMyF5ZZICIiIqJwlTdvXjl06JBa7rlz504ZOnSo5MuX752maGZUuHBhVYdQR8gqDq6GMdH7GLeN9rJ0ichcunbtKhcuXJBGjRrZBERr1qwpOvTvMBjP8RENmokoADNziYiIiChcvXz5Un3ctm2barKIkgXWDbnMTOeMIQZt6WOgNEfr1q1Vo0IoW7asTJw4keU6iEzswIED6uP48eMtryEgauZgLurRE1HoMDOXiIiIiMJV48aNxdfXV06ePKlq+kHx4sVVtq7ZGXVydcoYQt1T1D/t1KmT3a8PHz483MdEepVbqFatmrRp00bt71OmTJGVK1fKli1bnD00IiKizxIzc4mIiIgoXHl4eMjatWtV/daYMWPK9evXVR1dHeiYORQ7dmz1MV68eM4eCmkItZaxZNvQpUsX9R4mInNbuHChrF+/Xn1eqVIlqVevnrOHREQOwsxcIiIiIiIisqtWrVoyZMgQyZQpk3p+5swZ6d69uyxZssTZQyOiEJp1Ll26VDUXxeqRWbNmqTJBPXv2dPbQiMgBGMwlIiIiIvrABi1BmbnMgrV9+/bJ4cOHxc/Pz/LaTz/95NQxkbmVL19edu3aJcWKFVPPd+/erT436kR7eXk5eYREFFSuXLlkz549avULPHnyRIoWLSpHjx519tCIyAFYZoGIiIiIKJQePXpk+fzZs2cyc+ZMbQK5AwYMkEWLFqmGVqVLl1bLbxGoYzCXQoLMPjysnxORuSFnzwjkQqxYsdRrROQamJlLRERERPQJChcuLHv37hWzy5Ejh+pwXqRIEZWde/r0afn1119l8eLFzh4aaQK3jo8fP5Y4ceI4eyhEFIJWrVrJixcvpHXr1ur51KlTJXLkyOojEekvsB0vERERERF9kFOnTsm9e/dEB9GjR1cPNHFDUC5z5sxy/vx5Zw+LNAgK+fj4qMBQnjx55IsvvpBx48Y5e1hEFIJRo0ZJ8uTJpVOnTuqRLFky9RoRuQaWWSAiIiIiCqX48eNbaua+evVKfRw9erToIEaMGPLy5UsVkOvSpYukTJlSmxIR5DwHDx4UNzc3Wb58ueTNm1e2b98uJUqUkHbt2jl7aEQUDJRVGDRokLOHQURhhMFcIiIiIqJQQnkCA5asJk2aVCJFiiQ6GD9+vMquHDZsmCqvsHPnTtXhnCgkRlU+BHGrV6+uGp/pss8TfW7el33LGulEroE1c4mIiIiIPsDTp08tQV1kuVo3mSFyNZUqVZJ06dLJmjVr1H6PjL/8+fPL0aNHnT00IgqiZcuWwX4Nq0qmTZsWruMhorDBYC4RERERUSjt2rVL6tWrpzJy4fbt26qBWNGiRcXsbt68KSNGjJCzZ89aSkQAls8TBQc1oT09PVXjPDwuXbokW7ZskRYtWjh7aET0kRYuXCgNGjRw9jCI6CMxmEtEREREFEoIZqFMQfHixS3BXTSX2bNnj5gdAs7IqCxUqJDNMvmmTZs6dVxERBS+8uXLJ//++6+zh0FEH4k1c4mIiIiIQunZs2eWQC4UK1ZM/Pz8RAdPnjyRMWPGOHsYpBl3d3dL0z9rFy5ccMp4iOjTMaePSG8M5hIRERERhVLs2LFlw4YN8uWXX6rnGzduVDVEdYCsXJRYyJgxo7OHQhpZuXKl5XNMXKBpXsKECZ06JiL6NPYmaIhIHyyzQEREREQUSgcPHpS6detayhT4+/uLl5eXWrJqdseOHZNy5cqpYG706NEtr2/atMmp4yL9ICMdJUaISE8ss0CkN2bmEhERERGF0o0bN+TAgQOq8Rl88cUXsm/fPtHB119/LW3btpUCBQrY1Mwl+hDe3t5y69YtZw+DiD4Bc/qI9MbMXCIiIiKiUMqTJ48cPnzY8hyX0ihfoEOGU+7cueXIkSPOHgZpJm/evJYl2a9evZIrV65I165d5bfffnP20IgoFHx9feXq1auSI0cOy2tr1qyRKlWqOHVcRPTxmJlLRERERPSREOR6/fq16ACN2xCIRkCaKLRGjBhh+dzI6C5RooQTR0RE71O5cmWZN2+eRI4cWU3kQfPmzaVv377qcwZyifQW0dkDICIiIiLSRZw4cWxqhe7cuVO9poPt27dLoUKFJFu2bKpeovEgCsnAgQNVMAgZ6CjVgUfv3r2dPSwiCgFKAbm5ucnq1aulVq1aqvnlkiVLnD0sInIQZuYSEREREYXS4MGDpU6dOpIlSxb1XKcb5DFjxjh7CKRxUGjBggUqKDRkyBAV2DUy/IjIfF6+fKk+btu2TWXpRokSRWXpEpFr4LuZiIiIiCiUihYtKidPnpTdu3er58WKFVOBLh2ULl3a0sQNkidP7uQRkY5BoahRozIoRGRyqI+LUgo4X2ES8unTp84eEhE5EBugERERERF9BnBTX79+fUswN2XKlLJw4UJLljGRPY0bN1YNlLD/nDhxwlJ/+dChQ84eGhEFw8/PT9auXatKpLi7u8v169fl2LFjakKGiPTHYC4RERER0WegbNmy0rp1a2nSpIl6juY4EydOlM2bNzt7aGRiDAoRERGZC4O5RERERESfgTx58sjhw4ff+xoREekN9dx/+uknOXLkiJqQMdy/f9+p4yIix4jooJ9DREREREQmFilSJMsyecDneI2IiFwLVmG0aNFC4sePL1u3blUldrp06eLsYRGRgzAzl4iIiIjoM7Bu3Tpp2rSp5MqVSz3HUvnZs2dLxYoVnT00IiJyoHz58sm///4rOXPmVMd6hH0KFy4s+/btc/bQiMgB2IaUiIiIiOgzUKlSJZWNa9zMFylSRBIlSuTsYRERkYNFiRJFfYwTJ45cunRJkiZNKvfu3XP2sIjIQRjMJSIiIiL6TCRJkkSqV6/u7GEQEVEYKlWqlHh7e0v79u0lf/78EjVqVGncuLGzh0VEDsIyC0RERERELixixIgSIUKEYL/++vXrcB0PERGFn6tXr4qvr6/kyJHD2UMhIgdhZi4RERERkQt79OiRqpc4YsQIefbsmbRt21a9PmHCBIkRI4azh0dERGHA399fbt26pY7/cePGlStXrkjq1KmdPSwicgBm5hIRERERfQaw1PbgwYPvfY2IiPTm4eEhP/30k6qdi9UZgBUad+7ccfbQiMgBmJlLRERERPSZZOjiRh51cwGf4zUiInIt/fr1k/3790vmzJmdPRQiCgMM5hIRERERfQY6d+4suXPnlqpVq6rna9euld9//93ZwyIiIgdLlCgRA7lELoxlFoiIiIiIPhPHjx+XzZs3q8/LlSsn2bNnd/aQiIjIQR4+fKg+jh07VtVEb9KkiUSPHt3yddTOJSL9MZhLRERERPSZePLkiRw6dEjVTsyTJ4/EihXL2UMiIiIHQX1cHN+twzzGc3x8/fq1U8dHRI7BYC4RERER0Wdg48aNKksrRYoU6sb+5s2bMnfuXClbtqyzh0ZEREREocRgLhERERHRZyBnzpwyZcoUKVy4sHq+b98+adWqlRw7dszZQyMiIiKiUIoY2m8kIiIiIiK9l98agVwoVKiQRIoUyaljIiIiIqIPw2AuEREREdFnoGLFiuLh4aFKLOAxc+ZM9RoRERER6YNlFoiIiIiIXFj8+PEtDXB8fX0lSpQo6vWXL1+Km5ub3L9/39lDJCIiIqJQihzabyQiIiIiIv0cPnzY2UMgIiIiIgdhZi4RERERERERERGRBpiZS0RERET0GXB3d1flFoK6cOGCU8ZDRERERB+OwVwiIiIios/AypUrLZ/7+fnJrFmzJGHChE4dExERERF9GJZZICIiIiL6TBUrVkx27drl7GEQERERUShFDO03EhERERGR6/D29pZbt245exhERERE9AFYZoGIiIiI6DOQN29eS83cV69eyZUrV6Rr167OHhYRERERfQCWWSAiIiIi+gxs3brV8nmkSJHUxxIlSjhxRERERET0oRjMJSIiIiL6DFSuXFnmzZsnkSNHlhw5cqjXmjdvLn379nX20IiIiIgolFgzl4iIiIjoM3D79m1xc3OT1atXS61ateTMmTOyZMkSZw+LiIiIiD4Ag7lERERERJ+Bly9fqo/btm2TChUqSNSoUVWWLhERERHpg8FcIiIiIqLPAEorVKlSRVauXCnlypWTp0+fOntIRERERPSBWDOXiIiIiOgz4OfnJ2vXrpXcuXOLu7u7XL9+XY4dO6Zq6RIRERGRHhjMJSIiIiIiIiIiItIAyywQERERERERERERaYDBXCIiIiIiIiIiIiINMJhLREREREREREREpAEGc4mIiIiIiIiIiIg0wGAuERERERERERERkQYYzCUiIiIiIiIiIiLSAIO5RERERERERERERGJ+/wfyUDYl+Vg0cgAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -1184,40 +1213,14 @@ } ], "source": [ - "import pandas as pd\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", + "S.corr()\n", + "# 상관계수 행렬 계산\n", + "corr_matrix = S.corr()\n", "\n", - "# 1. 숫자형 피처만 추출 (label, has_https는 제외)\n", - "base_features = [col for col in train.columns \n", - " if train[col].dtype in ['int64', 'float64'] \n", - " and col not in ['label', 'has_https']]\n", - "\n", - "# 2. 상관계수 행렬 계산\n", - "corr_matrix = train[base_features].corr()\n", - "\n", - "# 3. 상관계수 0.9 이상인 피처 중 하나씩 제거할 리스트 만들기\n", - "to_drop = set()\n", - "for i in range(len(corr_matrix.columns)):\n", - " for j in range(i):\n", - " if abs(corr_matrix.iloc[i, j]) > 0.9:\n", - " colname_i = corr_matrix.columns[i]\n", - " colname_j = corr_matrix.columns[j]\n", - " # 둘 중 하나만 제거 (여기선 i번째를 제거)\n", - " to_drop.add(colname_i)\n", - "\n", - "print(\"상관계수 0.9 이상 피처 제거 목록:\", to_drop)\n", - "\n", - "# 4. 최종 features 리스트 생성\n", - "features = [col for col in base_features if col not in to_drop]\n", - "\n", - "# 5. 히트맵 그리기용 상관계수 행렬\n", - "filtered_corr = train[features].corr()\n", - "\n", - "# 6. 히트맵 시각화\n", - "plt.figure(figsize=(15, 12))\n", - "sns.heatmap(data=filtered_corr, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=0.5)\n", - "plt.title(\"Filtered Feature Correlation Heatmap\", fontsize=14)\n", + "# 히트맵 시각화\n", + "plt.figure(figsize=(15, 12)) \n", + "sns.heatmap(corr_matrix, annot=True, fmt=\".2f\", cmap='coolwarm', linewidths=0.5)\n", + "plt.title(\"Correlation Heatmap\", fontsize=16)\n", "plt.xticks(rotation=90, fontsize=8)\n", "plt.yticks(fontsize=8)\n", "plt.tight_layout()\n", @@ -1226,98 +1229,59 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "from sklearn.preprocessing import MinMaxScaler\n", + "from collections import Counter\n", + "\n", + "# y_train의 클래스 분포 시각화\n", + "plt.figure(figsize=(6,4))\n", + "plt.bar(*zip(*Counter(y).items())) # y_train의 클래스 값과 빈도수로 막대 그래프\n", + "plt.xlabel('Class')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Class Distribution in y')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "# from sklearn.preprocessing import MinMaxScaler\n", "import pandas as pd\n", - "\n", - "# 1. URL_clean 제외\n", - "features = [col for col in train.columns if col != 'URL_clean']\n", - "X = train[features]\n", - "\n", - "# 2. 숫자형 컬럼만 선택\n", - "X_numeric = X.select_dtypes(include=['int64', 'float64'])\n", - "\n", - "# 3. 정규화\n", - "scaler = MinMaxScaler()\n", - "X_scaled = scaler.fit_transform(X_numeric)\n", - "\n", - "# 4. 희소 컬럼 제거 기준 계산\n", - "X_df = pd.DataFrame(X_scaled, columns=X_numeric.columns)\n", - "high_zero_cols = (X_df == 0).mean() > 0.9 # boolean mask (index = column names)\n", - "\n", - "# 5. 최종 학습용 피처\n", - "X_filtered = X_df.loc[:, ~high_zero_cols]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [], - "source": [ - "# 1. X_test를 DataFrame으로 변환 (열 이름 맞춰야 함!)\n", - "X_test = pd.DataFrame(X_test, columns=X_numeric.columns)\n", - "\n", - "# 2. 정규화\n", - "X_test_scaled = scaler.transform(X_test)\n", - "\n", - "# 3. DataFrame으로 만들고, 희소 컬럼 제거\n", - "X_test_df = pd.DataFrame(X_test_scaled, columns=X_numeric.columns)\n", - "X_test_filtered = X_test_df.loc[:, ~high_zero_cols]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "제거 전 shape: (6995056, 26)\n", - "제거 후 shape: (6995056, 15)\n" - ] - } - ], - "source": [ - "# 0의 비율이 90% 이상인 컬럼 제거\n", - "X_df = pd.DataFrame(X_scaled)\n", - "\n", - "high_zero_cols = (X_df == 0).mean() > 0.9\n", - "X_filtered = X_df.loc[:, ~high_zero_cols]\n", - "\n", - "print(f\"제거 전 shape: {X_df.shape}\")\n", - "print(f\"제거 후 shape: {X_filtered.shape}\")\n", - "\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [], - "source": [ "from sklearn.model_selection import train_test_split\n", "\n", - "# 1단계: 전체에서 테스트 세트 먼저 떼어내기 (20%)\n", - "X_train_full, X_test, y_train_full, y_test = train_test_split(\n", - " X_scaled, y, test_size=0.2, random_state=42, stratify=y\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42, stratify=y\n", ")\n", "\n", - "# 2단계: 남은 80% 중에서 훈련 / 검증으로 다시 나누기 (검증 20% = 전체의 16%)\n", - "X_train, X_val, y_train, y_val = train_test_split(\n", - " X_train_full, y_train_full, test_size=0.2, random_state=42, stratify=y_train_full)" + "\n", + "# # 2단계: 훈련셋에서 검증셋 분리\n", + "# X_train, X_val, y_train, y_val = train_test_split(\n", + "# X_train_full, y_train_full, test_size=0.2, random_state=42, stratify=y_train_full\n", + "# )\n", + "\n", + "\n", + "# # 동일 기준으로 필터링 적용\n", + "# X_train_filtered = train_df.loc[:, ~high_zero_cols]\n", + "# X_val_filtered = X_val_df.loc[:, ~high_zero_cols]\n", + "# X_test_filtered = X_test_df.loc[:, ~high_zero_cols]\n", + "\n", + "# # 6. 스케일링\n", + "# scaler = MinMaxScaler()\n", + "# X_train_scaled = scaler.fit_transform(X_train_filtered)\n", + "# X_val_scaled = scaler.transform(X_val_filtered)\n", + "# X_test_scaled = scaler.transform(X_test_filtered)" ] }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -1327,354 +1291,281 @@ "C:\\Users\\human\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" ] + }, + { + "data": { + "text/html": [ + "
Model: \"sequential_1\"\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mModel: \"sequential_1\"\u001b[0m\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+       "┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+       "│ dense_3 (Dense)                 │ (None, 64)             │         1,088 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_4 (Dense)                 │ (None, 32)             │         2,080 │\n",
+       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+       "│ dense_5 (Dense)                 │ (None, 1)              │            33 │\n",
+       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n", + "│ dense_3 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) │ \u001b[38;5;34m1,088\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_4 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) │ \u001b[38;5;34m2,080\u001b[0m │\n", + "├─────────────────────────────────┼────────────────────────┼───────────────┤\n", + "│ dense_5 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m33\u001b[0m │\n", + "└─────────────────────────────────┴────────────────────────┴───────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Total params: 3,201 (12.50 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m3,201\u001b[0m (12.50 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Trainable params: 3,201 (12.50 KB)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m3,201\u001b[0m (12.50 KB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense\n", - "# input_dim 자동 설정\n", + "\n", + "# 모델 구성 \n", "model = Sequential()\n", - "model.add(Dense(64, input_dim=X_train.shape[1], activation='relu'))\n", - "model.add(Dense(32, activation='relu'))\n", - "model.add(Dense(1, activation='sigmoid'))" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [], - "source": [ + "model.add(Dense(64, input_dim=16, activation='relu')) # 첫번째 은닉층 노드 64개 input_dim=X_train.shape[1]: 입력피처 개수 설정 \n", + "model.add(Dense(32, activation='relu')) # 이진분류 두번쨰 은닉층 \n", + "model.add(Dense(1, activation='sigmoid'))\n", + "\n", "# 모델 컴파일\n", "from tensorflow.keras.optimizers import Adam\n", "\n", "optimizer = Adam(learning_rate=0.001)\n", - "model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])\n" + "model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])\n", + "\n", + "model.summary()\n" ] }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# EarlyStopping 콜백을 사용하여 검증 손실이 개선되지 않으면 학습을 멈추도록 설정\n", "from tensorflow.keras.callbacks import EarlyStopping\n", - "early_stopping = EarlyStopping(monitor='val_loss', patience=100)" + "early_stopping = EarlyStopping(monitor='val_loss', patience=20)" ] }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# X_val = pd.DataFrame(X_val, columns=X_numeric.columns)\n", + "# # high_zero_cols를 X_val에 맞춰 정렬\n", + "# high_zero_cols_aligned = high_zero_cols.reindex(X_val.columns, fill_value=False)\n", + "# # 재정렬된 기준으로 희소 컬럼 제거\n", + "# X_val_filtered = X_val.loc[:, ~high_zero_cols_aligned]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# from imblearn.under_sampling import RandomUnderSampler\n", + "\n", + "# # 언더샘플링 적용\n", + "# rus = RandomUnderSampler(random_state=42)\n", + "\n", + "# # X_train과 y_train을 언더샘플링하여 균형 맞추기\n", + "# X_train_under, y_train_under = rus.fit_resample(X_train, y_train)\n", + "\n", + "# # 언더샘플링 후 클래스 분포 확인\n", + "# print(\"After undersampling:\", Counter(y_train_under))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# # 언더샘플링 후 클래스 분포 시각화\n", + "# plt.figure(figsize=(6,4))\n", + "# plt.bar(*zip(*Counter(y_train_under).items())) # 이게 핵심!\n", + "# plt.xlabel('Class')\n", + "# plt.ylabel('Frequency')\n", + "# plt.title('Class Distribution in y_train (after undersampling)')\n", + "# plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "label\n", - "0 3475301\n", - "1 1001534\n", - "Name: count, dtype: int64\n", - "label\n", - "0 868826\n", - "1 250383\n", - "Name: count, dtype: int64\n" + "Epoch 1/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 2ms/step - accuracy: 0.8761 - loss: 0.3071\n", + "Epoch 2/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m36s\u001b[0m 2ms/step - accuracy: 0.8840 - loss: 0.2921\n", + "Epoch 3/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 2ms/step - accuracy: 0.8852 - loss: 0.2902\n", + "Epoch 4/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 2ms/step - accuracy: 0.8859 - loss: 0.2888\n", + "Epoch 5/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 2ms/step - accuracy: 0.8866 - loss: 0.2877\n", + "Epoch 6/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 2ms/step - accuracy: 0.8871 - loss: 0.2872\n", + "Epoch 7/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m33s\u001b[0m 2ms/step - accuracy: 0.8870 - loss: 0.2869\n", + "Epoch 8/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 2ms/step - accuracy: 0.8880 - loss: 0.2855\n", + "Epoch 9/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 2ms/step - accuracy: 0.8877 - loss: 0.2859\n", + "Epoch 10/10\n", + "\u001b[1m21860/21860\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m34s\u001b[0m 2ms/step - accuracy: 0.8881 - loss: 0.2853\n", + "\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m53s\u001b[0m 1ms/step - accuracy: 0.8882 - loss: 0.2849\n", + "Validation Accuracy: 0.8884\n" ] } ], "source": [ - "print(y_train.value_counts())\n", - "print(y_val.value_counts())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "최소값: 0.0\n", - "최대값: 1.0\n", - "평균값: 0.09535820033324473\n", - " 0 1 2 3 4 \\\n", - "count 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 \n", - "mean 2.237147e-01 9.073935e-03 8.184422e-04 2.416719e-03 1.001629e-03 \n", - "std 4.167331e-01 5.921112e-03 4.895222e-03 2.806215e-03 2.827064e-03 \n", - "min 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "25% 0.000000e+00 5.847953e-03 0.000000e+00 1.451028e-03 0.000000e+00 \n", - "50% 0.000000e+00 5.847953e-03 0.000000e+00 1.934704e-03 0.000000e+00 \n", - "75% 0.000000e+00 1.169591e-02 0.000000e+00 2.660218e-03 0.000000e+00 \n", - "max 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 \n", - "\n", - " 5 6 7 8 9 \\\n", - "count 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 \n", - "mean 3.362564e-04 3.447601e-05 3.229334e-04 4.075875e-04 1.812709e-04 \n", - "std 4.442646e-03 2.974770e-03 2.734438e-03 2.554672e-03 4.495263e-03 \n", - "min 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "25% 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "50% 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "75% 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "max 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 \n", - "\n", - " ... 16 17 18 19 \\\n", - "count ... 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 \n", - "mean ... 5.781327e-01 5.401024e-01 3.071512e-02 6.304762e-03 \n", - "std ... 1.004096e-01 7.299464e-02 1.725448e-01 3.746718e-02 \n", - "min ... 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "25% ... 5.029240e-01 4.940436e-01 0.000000e+00 0.000000e+00 \n", - "50% ... 5.029240e-01 5.348887e-01 0.000000e+00 0.000000e+00 \n", - "75% ... 6.705653e-01 5.801305e-01 0.000000e+00 0.000000e+00 \n", - "max ... 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 \n", - "\n", - " 20 21 22 23 24 \\\n", - "count 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 6.995056e+06 \n", - "mean 3.030183e-02 8.226073e-01 1.048126e-01 4.596937e-03 6.595001e-02 \n", - "std 8.574374e-02 9.365064e-02 4.395419e-02 1.206882e-02 2.481947e-01 \n", - "min 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 \n", - "25% 0.000000e+00 7.954145e-01 6.941138e-02 0.000000e+00 0.000000e+00 \n", - "50% 0.000000e+00 8.436214e-01 1.006465e-01 0.000000e+00 0.000000e+00 \n", - "75% 0.000000e+00 8.803006e-01 1.341953e-01 7.352941e-03 0.000000e+00 \n", - "max 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00 \n", - "\n", - " 25 \n", - "count 6.995056e+06 \n", - "mean 1.968247e-03 \n", - "std 4.432125e-02 \n", - "min 0.000000e+00 \n", - "25% 0.000000e+00 \n", - "50% 0.000000e+00 \n", - "75% 0.000000e+00 \n", - "max 1.000000e+00 \n", - "\n", - "[8 rows x 26 columns]\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "# X_scaled가 넘파이 배열이라면\n", - "print(\"최소값:\", np.min(X_scaled))\n", - "print(\"최대값:\", np.max(X_scaled))\n", - "print(\"평균값:\", np.mean(X_scaled))\n", - "\n", - "# 또는\n", - "print(pd.DataFrame(X_scaled).describe())\n" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [], - "source": [ - "X_val = pd.DataFrame(X_val, columns=X_numeric.columns)\n", - "# high_zero_cols를 X_val에 맞춰 정렬\n", - "high_zero_cols_aligned = high_zero_cols.reindex(X_val.columns, fill_value=False)\n", - "\n", - "# 재정렬된 기준으로 희소 컬럼 제거\n", - "X_val_filtered = X_val.loc[:, ~high_zero_cols_aligned]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "metadata": {}, - "outputs": [], - "source": [ - "# 0이 많은 피처 제거 \n", - "X_df = pd.DataFrame(X_scaled)\n", - "high_zero_cols = (X_df == 0).mean() > 0.9\n", - "X_filtered = X_df.loc[:, ~high_zero_cols]\n", - "X_val = pd.DataFrame(X_val, columns=X_numeric.columns)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 109, - "metadata": {}, - "outputs": [], - "source": [ - "# 훈련데이터 /검증데이터 다시 나눔 \n", - "from sklearn.model_selection import train_test_split\n", - "\n", - "X_train, X_val, y_train, y_val = train_test_split(\n", - " X_filtered, y, test_size=0.2, random_state=42, stratify=y\n", - ")\n" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "metadata": {}, - "outputs": [], - "source": [ - "# 가중치 계산 (불균형 보정)\n", - "\n", "from sklearn.utils import class_weight\n", - "import numpy as np\n", "\n", + "\n", + "# 클래스 가중치 계산 (불균형 보정)\n", "weights = class_weight.compute_class_weight(\n", " class_weight='balanced',\n", " classes=np.unique(y_train),\n", " y=y_train\n", ")\n", - "class_weights = dict(zip(np.unique(y_train), weights))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 111, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from collections import Counter\n", + "class_weights = dict(zip(np.unique(y_train), weights))\n", "\n", - "# y_train의 클래스 분포 시각화\n", - "plt.figure(figsize=(6,4))\n", - "plt.bar(*zip(*Counter(y_train).items())) # y_train의 클래스 값과 빈도수로 막대 그래프\n", - "plt.xlabel('Class')\n", - "plt.ylabel('Frequency')\n", - "plt.title('Class Distribution in y_train')\n", - "plt.show()\n" + "# 모델 학습 (스케일링된 데이터 사용 + 클래스 가중치 적용)\n", + "history = model.fit(\n", + " X_train, y_train, # ← 스케일링된 훈련 데이터\n", + " epochs=10,\n", + " batch_size=256,\n", + ")\n", + "\n", + "# 모델 평가\n", + "from sklearn.metrics import accuracy_score\n", + "val_loss, val_accuracy = model.evaluate(X_test, y_test)\n", + "print(f'Validation Accuracy: {val_accuracy:.4f}')" ] }, { "cell_type": "code", - "execution_count": 115, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "After undersampling: Counter({0: 1251917, 1: 1251917})\n" + "\u001b[1m174877/174877\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m136s\u001b[0m 778us/step\n" ] } ], "source": [ - "from imblearn.under_sampling import RandomUnderSampler\n", - "\n", - "# 언더샘플링 적용\n", - "rus = RandomUnderSampler(random_state=42)\n", - "\n", - "# X_train과 y_train을 언더샘플링하여 균형 맞추기\n", - "X_train_under, y_train_under = rus.fit_resample(X_train, y_train)\n", - "\n", - "# 언더샘플링 후 클래스 분포 확인\n", - "print(\"After undersampling:\", Counter(y_train_under))" + "# 검증 데이터에 대한 예측 확률을 먼저 계산 \n", + "y_train_proba = model.predict(X_train)" ] }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 56, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# 언더샘플링 후 클래스 분포 시각화\n", - "plt.figure(figsize=(6,4))\n", - "plt.bar(*zip(*Counter(y_train_under).items())) # 이게 핵심!\n", - "plt.xlabel('Class')\n", - "plt.ylabel('Frequency')\n", - "plt.title('Class Distribution in y_train (after undersampling)')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 120, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Exception encountered when calling Sequential.call().\n\n\u001b[1mInput 0 of layer \"dense_9\" is incompatible with the layer: expected axis -1 of input shape to have value 26, but received input with shape (32, 15)\u001b[0m\n\nArguments received by Sequential.call():\n • inputs=tf.Tensor(shape=(32, 15), dtype=float32)\n • training=False\n • mask=None", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[120]\u001b[39m\u001b[32m, line 15\u001b[39m\n\u001b[32m 12\u001b[39m accuracies = []\n\u001b[32m 13\u001b[39m thresholds = []\n\u001b[32m---> \u001b[39m\u001b[32m15\u001b[39m y_val_proba = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_val\u001b[49m\u001b[43m)\u001b[49m.flatten()\n\u001b[32m 17\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m t \u001b[38;5;129;01min\u001b[39;00m thresholds:\n\u001b[32m 18\u001b[39m y_pred = (y_val_proba > t).astype(\u001b[38;5;28mint\u001b[39m) \u001b[38;5;66;03m# 임계값 기준으로 이진 분류\u001b[39;00m\n", - "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\utils\\traceback_utils.py:122\u001b[39m, in \u001b[36mfilter_traceback..error_handler\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 119\u001b[39m filtered_tb = _process_traceback_frames(e.__traceback__)\n\u001b[32m 120\u001b[39m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[32m 121\u001b[39m \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m122\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m e.with_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 123\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 124\u001b[39m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", - "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\layers\\input_spec.py:227\u001b[39m, in \u001b[36massert_input_compatibility\u001b[39m\u001b[34m(input_spec, inputs, layer_name)\u001b[39m\n\u001b[32m 222\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m axis, value \u001b[38;5;129;01min\u001b[39;00m spec.axes.items():\n\u001b[32m 223\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m value \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m shape[axis] \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m {\n\u001b[32m 224\u001b[39m value,\n\u001b[32m 225\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 226\u001b[39m }:\n\u001b[32m--> \u001b[39m\u001b[32m227\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 228\u001b[39m \u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mInput \u001b[39m\u001b[38;5;132;01m{\u001b[39;00minput_index\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m of layer \u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlayer_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\u001b[33m is \u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 229\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mincompatible with the layer: expected axis \u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 230\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mof input shape to have value \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalue\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m, \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 231\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mbut received input with \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 232\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mshape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 233\u001b[39m )\n\u001b[32m 234\u001b[39m \u001b[38;5;66;03m# Check shape.\u001b[39;00m\n\u001b[32m 235\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m spec.shape \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", - "\u001b[31mValueError\u001b[39m: Exception encountered when calling Sequential.call().\n\n\u001b[1mInput 0 of layer \"dense_9\" is incompatible with the layer: expected axis -1 of input shape to have value 26, but received input with shape (32, 15)\u001b[0m\n\nArguments received by Sequential.call():\n • inputs=tf.Tensor(shape=(32, 15), dtype=float32)\n • training=False\n • mask=None" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import f1_score, accuracy_score\n", "\n", - "# 확률 예측값이 y_val_proba라고 가정\n", - "# 예: y_val_proba = model.predict(X_val).ravel()\n", - "\n", - "# 0.1 ~ 0.89 범위에서 0.01 간격으로 threshold 후보 생성\n", - "thresholds = np.arange(0.1, 0.9, 0.01)\n", - "\n", - "# 각 threshold마다 F1 점수 계산\n", - "threshold_range = [i * 0.01 for i in range(100)]\n", "f1_scores = []\n", "accuracies = []\n", "thresholds = []\n", "\n", - "y_val_proba = model.predict(X_val).flatten()\n", - "\n", - "for t in thresholds:\n", - " y_pred = (y_val_proba > t).astype(int) # 임계값 기준으로 이진 분류\n", - " score = f1_score(y_val, y_pred)\n", - " f1_scores.append(score)\n", - " acc = accuracy_score(y_val, y_pred) \n", "\n", + "# threshold 범위 0.00 ~ 0.99\n", "for t in [i * 0.01 for i in range(100)]:\n", - " y_pred = (y_val_proba > t).astype(int)\n", - "\n", + " y_pred = (y_train_proba > t).astype(int)\n", " try:\n", - " f1 = f1_score(y_val, y_pred)\n", - " acc = accuracy_score(y_val, y_pred)\n", + " f1 = f1_score(y_train, y_pred)\n", + " acc = accuracy_score(y_train, y_pred)\n", "\n", - " thresholds.append(t) # 여기서 같이 append!\n", + " thresholds.append(t)\n", " f1_scores.append(f1)\n", " accuracies.append(acc)\n", " except:\n", - " continue" + " continue\n" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best Threshold: 0.54\n", - "Best F1 Score: 0.9036\n", - "Accuracy at Best Threshold: 0.9583\n" + "Best Threshold: 0.37\n", + "Best F1 Score: 0.7306\n", + "Accuracy at Best Threshold: 0.8806\n" ] } ], @@ -1693,12 +1584,12 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 58, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1711,7 +1602,7 @@ "plt.figure(figsize=(10, 5))\n", "plt.plot(thresholds, f1_scores, label='F1 Score', color='blue')\n", "plt.plot(thresholds, accuracies, label='Accuracy', color='green')\n", - "plt.axvline(x=best_threshold, color='red', linestyle='--', label=f'Best Threshold: {best_threshold:0.33f}')\n", + "plt.axvline(x=best_threshold, color='red', linestyle='--', label=f'Best Threshold: {best_threshold:0.2f}')\n", "plt.xlabel(\"Threshold\")\n", "plt.ylabel(\"Score\")\n", "plt.title(\"F1 Score & Accuracy by Threshold\")\n", @@ -1721,114 +1612,51 @@ "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "Exception encountered when calling Sequential.call().\n\n\u001b[1mInput 0 of layer \"dense_6\" is incompatible with the layer: expected axis -1 of input shape to have value 15, but received input with shape (32, 26)\u001b[0m\n\nArguments received by Sequential.call():\n • inputs=tf.Tensor(shape=(32, 26), dtype=float32)\n • training=False\n • mask=None", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[71]\u001b[39m\u001b[32m, line 2\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# 테스트 데이터 예측 확률\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m2\u001b[39m y_test_proba = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpredict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX_test\u001b[49m\u001b[43m)\u001b[49m.ravel()\n\u001b[32m 4\u001b[39m \u001b[38;5;66;03m# 최적 임계값 적용해서 예측값 변환\u001b[39;00m\n\u001b[32m 5\u001b[39m y_test_pred = (y_test_proba > best_threshold).astype(\u001b[38;5;28mint\u001b[39m)\n", - "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\utils\\traceback_utils.py:122\u001b[39m, in \u001b[36mfilter_traceback..error_handler\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 119\u001b[39m filtered_tb = _process_traceback_frames(e.__traceback__)\n\u001b[32m 120\u001b[39m \u001b[38;5;66;03m# To get the full stack trace, call:\u001b[39;00m\n\u001b[32m 121\u001b[39m \u001b[38;5;66;03m# `keras.config.disable_traceback_filtering()`\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m122\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m e.with_traceback(filtered_tb) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 123\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 124\u001b[39m \u001b[38;5;28;01mdel\u001b[39;00m filtered_tb\n", - "\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\keras\\src\\layers\\input_spec.py:227\u001b[39m, in \u001b[36massert_input_compatibility\u001b[39m\u001b[34m(input_spec, inputs, layer_name)\u001b[39m\n\u001b[32m 222\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m axis, value \u001b[38;5;129;01min\u001b[39;00m spec.axes.items():\n\u001b[32m 223\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m value \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m shape[axis] \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m {\n\u001b[32m 224\u001b[39m value,\n\u001b[32m 225\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 226\u001b[39m }:\n\u001b[32m--> \u001b[39m\u001b[32m227\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 228\u001b[39m \u001b[33mf\u001b[39m\u001b[33m'\u001b[39m\u001b[33mInput \u001b[39m\u001b[38;5;132;01m{\u001b[39;00minput_index\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m of layer \u001b[39m\u001b[33m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlayer_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\u001b[33m is \u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 229\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mincompatible with the layer: expected axis \u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 230\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mof input shape to have value \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mvalue\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m, \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 231\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mbut received input with \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 232\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mshape \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 233\u001b[39m )\n\u001b[32m 234\u001b[39m \u001b[38;5;66;03m# Check shape.\u001b[39;00m\n\u001b[32m 235\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m spec.shape \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", - "\u001b[31mValueError\u001b[39m: Exception encountered when calling Sequential.call().\n\n\u001b[1mInput 0 of layer \"dense_6\" is incompatible with the layer: expected axis -1 of input shape to have value 15, but received input with shape (32, 26)\u001b[0m\n\nArguments received by Sequential.call():\n • inputs=tf.Tensor(shape=(32, 26), dtype=float32)\n • training=False\n • mask=None" - ] - } - ], - "source": [ - "# 테스트 데이터 예측 확률\n", - "y_test_proba = model.predict(X_test).ravel()\n", - "\n", - "# 최적 임계값 적용해서 예측값 변환\n", - "y_test_pred = (y_test_proba > best_threshold).astype(int)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 700us/step\n", - "Test Accuracy: 0.22371502174391641\n", - "Test ROC AUC: 0.9128971739854275\n" - ] - } - ], - "source": [ - "y_test_pred = model.predict(X_test) # 테스트 데이터에 대해 예측\n", - "y_test_pred = (y_test_pred > 0.3).astype(int) # 이진 분류이므로 0.5를 기준으로 0과 1로 변환\n", - "\n", - "# 성능 평가\n", - "from sklearn.metrics import accuracy_score, roc_auc_score\n", - "\n", - "print(\"Test Accuracy:\", accuracy_score(y_test, y_test_pred))\n", - "print(\"Test ROC AUC:\", roc_auc_score(y_test, y_test_proba))" - ] - }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "# 모델 평가\n", - "from sklearn.metrics import accuracy_score\n", - "val_loss, val_accuracy = model.evaluate(X_val_filtered, y_val)\n", - "print(f'Validation Accuracy: {val_accuracy:.4f}')" + "# # 테스트 데이터 확률 예측 (스케일링된 데이터 사용!)\n", + "# y_test_proba = model.predict(X_test).ravel()\n", + "\n", + "# # 최적 threshold로 이진 분류\n", + "# y_test_pred = (y_test_proba > best_threshold).astype(int)\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/5\n", - "\u001b[1m139902/139902\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m226s\u001b[0m 2ms/step - accuracy: 0.9956 - loss: 0.0169 - val_accuracy: 1.0000 - val_loss: 1.3147e-09\n", - "Epoch 2/5\n", - "\u001b[1m139902/139902\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m222s\u001b[0m 2ms/step - accuracy: 1.0000 - loss: 1.2477e-09 - val_accuracy: 1.0000 - val_loss: 1.0591e-09\n", - "Epoch 3/5\n", - "\u001b[1m139902/139902\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m224s\u001b[0m 2ms/step - accuracy: 1.0000 - loss: 1.0335e-09 - val_accuracy: 1.0000 - val_loss: 9.4072e-10\n", - "Epoch 4/5\n", - "\u001b[1m139902/139902\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m232s\u001b[0m 2ms/step - accuracy: 1.0000 - loss: 9.2705e-10 - val_accuracy: 1.0000 - val_loss: 8.7052e-10\n", - "Epoch 5/5\n", - "\u001b[1m139902/139902\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m226s\u001b[0m 2ms/step - accuracy: 1.0000 - loss: 8.5948e-10 - val_accuracy: 1.0000 - val_loss: 8.1871e-10\n" + "\u001b[1m43720/43720\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 727us/step\n", + "Test Accuracy (threshold=0.37): 0.8817000854889022\n", + "Test ROC AUC: 0.901789635724033\n" ] } ], "source": [ - "from sklearn.utils import class_weight\n", - "import numpy as np\n", + "# 1. 테스트 데이터 확률 예측\n", + "y_test_proba = model.predict(X_test) \n", "\n", + "# 2. 확률을 threshold 기준으로 0/1 변환\n", + "y_test_pred = (y_test_proba > 0.37).astype(int)\n", "\n", - "class_weights = dict(zip(np.unique(y_train), weights))\n", + "# 3. 정확도 및 AUC 계산\n", + "from sklearn.metrics import accuracy_score, roc_auc_score\n", "\n", - "\n", - "\n", - "# 모델 학습 (Epoch마다 정확도 출력)\n", - "history = model.fit(X_train, y_train, \n", - " epochs=5, # 최대 epoch 수\n", - " batch_size=256, # 배치 크기\n", - " validation_data=(X_val, y_val), # 검증 데이터\n", - ")" + "print(f\"Test Accuracy (threshold={best_threshold:.2f}):\", accuracy_score(y_test, y_test_pred))\n", + "print(\"Test ROC AUC:\", roc_auc_score(y_test, y_test_proba))\n" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -1836,39 +1664,21 @@ "output_type": "stream", "text": [ "Classification Report:\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\human\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", - "C:\\Users\\human\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", - "C:\\Users\\human\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "\n", " precision recall f1-score support\n", "\n", - " 0 0.78 1.00 0.87 868826\n", - " 1 0.00 0.00 0.00 250383\n", + " 0 0.92 0.93 0.92 1086032\n", + " 1 0.75 0.72 0.73 312980\n", "\n", - " accuracy 0.78 1119209\n", - " macro avg 0.39 0.50 0.44 1119209\n", - "weighted avg 0.60 0.78 0.68 1119209\n", + " accuracy 0.88 1399012\n", + " macro avg 0.83 0.82 0.83 1399012\n", + "weighted avg 0.88 0.88 0.88 1399012\n", "\n" ] }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1885,10 +1695,10 @@ "\n", "# 평가 지표 출력\n", "print(\"Classification Report:\\n\")\n", - "print(classification_report(y_val, y_pred))\n", + "print(classification_report(y_test, y_test_pred))\n", "\n", "# 혼동 행렬 시각화\n", - "ConfusionMatrixDisplay.from_predictions(y_val, y_pred, cmap='Blues')\n", + "ConfusionMatrixDisplay.from_predictions(y_test, y_test_pred, cmap='Purples')\n", "plt.title(\"Confusion Matrix\")\n", "plt.show()\n" ]