From 39a29068eff3647cb8d2d1bb42a03e0df7b78b00 Mon Sep 17 00:00:00 2001
From: terence-lim <41972012+terence-lim@users.noreply.github.com>
Date: Mon, 21 Jun 2021 15:33:38 -0400
Subject: [PATCH] Add files via upload
---
README.md | 8 +
business_description.ipynb | 1054 ++++++++++++++++++++++++++++++++++++
2 files changed, 1062 insertions(+)
create mode 100644 business_description.ipynb
diff --git a/README.md b/README.md
index 6f21612..dcce1b6 100644
--- a/README.md
+++ b/README.md
@@ -20,6 +20,14 @@ by: [Terence Lim](https://www.linkedin.com/in/terencelim)
- NMF, LSA, LDA, PLSI matrix decomposition models
+### Text Analysis with 10-K Business Descriptions from Edgar
+
+[business_description.ipynb](business_description.ipynb)
+
+- part-of-speech tagging, lemmatizing, multilevel community detection
+- spacy, nltk, sklearn, igraph
+- Hoberg and Phillips (2016), SEC Edgar, Wharton Research Data Services
+
### LSTM networks, state space models and mixtures from FRED-MD
[economic_states.ipynb](economic_states.ipynb)
diff --git a/business_description.ipynb b/business_description.ipynb
new file mode 100644
index 0000000..d02197c
--- /dev/null
+++ b/business_description.ipynb
@@ -0,0 +1,1054 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Text Analysis with 10-K Business Descriptions from Edgar\n",
+ "- part-of-speech tagging, lemmatizing, multilevel community detection\n",
+ "- spacy, nltk, sklearn, igraph\n",
+ "- Hoberg and Phillips (2016), SEC Edgar, Wharton Research Data Services\n",
+ "\n",
+ "Terence Lim\n",
+ "License: MIT"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import re\n",
+ "import os\n",
+ "import time\n",
+ "import gzip, json\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from pandas import DataFrame, Series\n",
+ "import matplotlib.pyplot as plt\n",
+ "from wordcloud import WordCloud\n",
+ "import spacy\n",
+ "import seaborn as sns\n",
+ "import igraph # pip3 install cairocffi\n",
+ "from igraph import Graph\n",
+ "from sklearn.feature_extraction import text\n",
+ "from sklearn.metrics.pairwise import cosine_similarity\n",
+ "from tqdm import tqdm\n",
+ "from collections import Counter\n",
+ "from finds.database import SQL, MongoDB, Redis\n",
+ "from finds.structured import CRSP, PSTAT\n",
+ "from finds.busday import BusDay, int2date\n",
+ "from finds.unstructured import Unstructured\n",
+ "from finds.edgar import EdgarClone, Edgar\n",
+ "from finds.graph import igraph_info, igraph_community\n",
+ "from finds.sectors import Sectoring\n",
+ "from settings import settings\n",
+ "ECHO = False\n",
+ "sql = SQL(**settings['sql'])\n",
+ "user = SQL(**settings['user'])\n",
+ "bd = BusDay(sql)\n",
+ "rdb = Redis(**settings['redis'])\n",
+ "crsp = CRSP(sql, bd, rdb)\n",
+ "mongodb = MongoDB(**settings['mongodb'])\n",
+ "wordlists = Unstructured(mongodb, 'WordLists')\n",
+ "ed = EdgarClone(settings['10X'], zipped=True, echo=ECHO)\n",
+ "imgdir = os.path.join(settings['images'], 'edgar')\n",
+ "item, form = 'bus10K', '10-K'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Retrieve business description (10-K item 1) from Edgar\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "https://www.sec.gov/include/ticker.txt\n",
+ "https://www.sec.gov/Archives/edgar/full-index/2003/QTR4/master.idx\n",
+ "https://www.sec.gov/Archives/edgar/data/320193/000104746903041604/0001047469-03-041604-index.html\n",
+ "(extract_filenames) [-1 -1 -1] ['a2124888z10-k.htm', 'a2124888zex-10_b18.htm', 'a2124888zex-14_1.htm', 'a2124888zex-21.htm', 'a2124888zex-23_1.htm', 'a2124888zex-31_1.htm', 'a2124888zex-31_2.htm', 'a2124888zex-32_1.htm', '0001047469-03-041604.txt']\n",
+ "https://www.sec.gov/Archives/edgar/data/320193/000104746903041604/a2124888z10-k.htm\n",
+ "soup: 409743\n",
+ "table: 1 371951\n",
+ "normalize: 365797\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) 3468\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1A', re.IGNORECASE) -1\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1B', re.IGNORECASE) -1\n",
+ "item end? re.compile('UNRESOLVED STAFF COMMENTS.?\\\\s*?\\n', re.IGNORECASE) -1\n",
+ "(parse_helper) 0, 0 / 369126\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) 3467\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1A', re.IGNORECASE) -1\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1B', re.IGNORECASE) -1\n",
+ "item end? re.compile('UNRESOLVED STAFF COMMENTS.?\\\\s*?\\n', re.IGNORECASE) -1\n",
+ "next begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?2[^0-9]+', re.IGNORECASE) 60062\n",
+ "(parse_helper) 56593, 60062 / 369125\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) 307487\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1A', re.IGNORECASE) -1\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1B', re.IGNORECASE) -1\n",
+ "item end? re.compile('UNRESOLVED STAFF COMMENTS.?\\\\s*?\\n', re.IGNORECASE) -1\n",
+ "next begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?2[^0-9]+', re.IGNORECASE) 307505\n",
+ "(parse_helper) 16, 307505 / 309063\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) -1\n",
+ "item begin? re.compile('\\n\\\\s*?P\\\\s?A\\\\s?R\\\\s?T.?\\\\s*?I[^\\\\w]+', re.IGNORECASE) -1\n",
+ "item begin? re.compile('\\n\\\\s*?P\\\\s?A\\\\s?R\\\\s?T.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) -1\n",
+ "item begin? re.compile('\\n\\\\s*?BUSINESS.?\\n', re.IGNORECASE) -1\n",
+ "item begin? re.compile('SUMMARY OF BUSINESS\\\\.?\\n', re.IGNORECASE) -1\n",
+ "item begin? re.compile('DESCRIPTION OF BUSINESS\\\\.?\\n', re.IGNORECASE) -1\n",
+ "item begin? re.compile('BUSINESS SUMMARY\\\\.?\\n', re.IGNORECASE) -1\n",
+ "(parse_helper) 0, 0 / 1558\n",
+ "AAPL 2003 business description:\n",
+ "ITEM 1. BUSINESS\n",
+ "\n",
+ "COMPANY BACKGROUND\n",
+ "\n",
+ "APPLE COMPUTER, INC. (\"APPLE\" OR THE \"COMPANY\") WAS INCORPORATED UNDER THE LAWS OF THE STATE OF CALIFORNIA ON JANUARY 3, 1977. THE COMPANY DESIGNS, MANUFACTURES\n",
+ "\n",
+ "AND MARKETS PERSONAL COMPUTERS AND RELATED SOFTWARE, PERIPHERALS AND PERSONAL COMPUTING AND COMMUNICATING SOLUTIONS. THE COMPANY'S PRODUCTS INCLUDE THE MACINTOSH® LINE OF DESKTOP AND\n",
+ "\n",
+ "NOTEBOOK COMPUTERS, THE MAC OS® X OPERATING SYSTEM, THE IPOD DIGITAL MUSIC PLAYER, AND A PORTFOLIO OF SOFTWARE AND \n",
+ "https://www.sec.gov/Archives/edgar/full-index/2020/QTR4/master.idx\n",
+ "https://www.sec.gov/Archives/edgar/data/320193/000032019320000096/0000320193-20-000096-index.html\n",
+ "(extract_filenames) [-1 -1 -1] ['aapl-20200926.htm', 'a10-kexhibit419262020.htm', 'a10-kexhibit10169262020.htm', 'a10-kexhibit10179262020.htm', 'a10-kexhibit2119262020.htm', 'a10-kexhibit2319262020.htm', 'a10-kexhibit3119262020.htm', 'a10-kexhibit3129262020.htm', 'a10-kexhibit3219262020.htm', '0000320193-20-000096.txt']\n",
+ "https://www.sec.gov/Archives/edgar/data/320193/000032019320000096/aapl-20200926.htm\n",
+ "soup: 265670\n",
+ "table: 1 150603\n",
+ "normalize: 149995\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) 4200\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1A', re.IGNORECASE) 4222\n",
+ "(parse_helper) 20, 4222 / 151067\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) 3133\n",
+ "item end? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1A', re.IGNORECASE) 16402\n",
+ "(parse_helper) 13267, 16402 / 146845\n",
+ "item begin? re.compile('\\n\\\\s*?I\\\\s?T\\\\s?E\\\\s?M.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) -1\n",
+ "item begin? re.compile('\\n\\\\s*?P\\\\s?A\\\\s?R\\\\s?T.?\\\\s*?I[^\\\\w]+', re.IGNORECASE) -1\n",
+ "item begin? re.compile('\\n\\\\s*?P\\\\s?A\\\\s?R\\\\s?T.?\\\\s*?1[^\\\\w]+', re.IGNORECASE) -1\n",
+ "item begin? re.compile('\\n\\\\s*?BUSINESS.?\\n', re.IGNORECASE) -1\n",
+ "item begin? re.compile('SUMMARY OF BUSINESS\\\\.?\\n', re.IGNORECASE) -1\n",
+ "item begin? re.compile('DESCRIPTION OF BUSINESS\\\\.?\\n', re.IGNORECASE) -1\n",
+ "item begin? re.compile('BUSINESS SUMMARY\\\\.?\\n', re.IGNORECASE) -1\n",
+ "(parse_helper) 0, 0 / 130443\n",
+ "AAPL 2020 business description:\n",
+ "ITEM 1. BUSINESS\n",
+ "\n",
+ "COMPANY BACKGROUND\n",
+ "\n",
+ "THE COMPANY DESIGNS, MANUFACTURES AND MARKETS SMARTPHONES, PERSONAL COMPUTERS, TABLETS, WEARABLES AND ACCESSORIES, AND SELLS A VARIETY OF RELATED SERVICES. THE COMPANY’S FISCAL YEAR IS THE 52- OR 53-WEEK PERIOD THAT ENDS ON THE LAST SATURDAY OF SEPTEMBER. THE COMPANY IS A CALIFORNIA CORPORATION ESTABLISHED IN 1977.\n",
+ "\n",
+ "PRODUCTS\n",
+ "\n",
+ "IPHONE\n",
+ "\n",
+ "IPHONE\n",
+ "\n",
+ "®\n",
+ "\n",
+ "IS THE COMPANY’S LINE OF SMARTPHONES BASED ON ITS IOS OPERATING SYSTEM. DURING 2020, THE COMPANY RELEASED A NEW \n"
+ ]
+ },
+ {
+ "data": {
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+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from nltk.tokenize import RegexpTokenizer\n",
+ "ticker = 'AAPL'\n",
+ "cik = Edgar.fetch_tickers()[ticker.lower()] # lookup aapl's cik\n",
+ "stop_words = [w for c in ['genericlong', 'DatesandNumbers'] # LM stop word lists\n",
+ " for w in wordlists['lm', c.lower()]] # if \"'\" not in w]\n",
+ "top_words = {}\n",
+ "for year in [2003, 2020]:\n",
+ " files = Edgar.fetch_index(year=year, quarter=4) # \n",
+ " r = files[files['cik'].eq(cik) & files['form'].isin(Edgar.forms_['10-K'])]\n",
+ " htmls = Edgar.extract_filenames(Edgar.fetch_detail(r.iloc[0]['pathname']))\n",
+ " filing = Edgar.fetch_filing(Edgar.from_path(r.iloc[0]['pathname'],htmls[0]))\n",
+ " text = Edgar.extract_item(filing, 'bus10K')\n",
+ " print(ticker, year, 'business description:')\n",
+ " print(text[:500])\n",
+ " words = text.lower()\n",
+ " tokenizer = RegexpTokenizer(r\"\\b[^\\d\\W][^\\d\\W][^\\d\\W]+\\b\")\n",
+ " unigrams = [t for t in tokenizer.tokenize(words) if t not in stop_words]\n",
+ " counts = Series(unigrams).value_counts()\n",
+ " unigrams = [t for t in unigrams if t not in counts[counts > 40].index]\n",
+ " unigram_counts = Series(unigrams).value_counts()\n",
+ " bigrams = [a + '_' + b for a,b in zip(unigrams[:-1], unigrams[1:])]\n",
+ " bigram_counts = Series(bigrams).value_counts()\n",
+ " top_n = 20\n",
+ " top_words[year] = bigram_counts.iloc[:top_n].to_dict()\n",
+ "DataFrame(top_words).fillna(0).astype(int)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Display top words"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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6eyZ2Pw+1mYOknTjUJHqmj2TWxv/wyYaHOLzbuaQ6c8lK6s7UXlfy6YaHeGv1PfTNOpx+WYfjj1XRObkfXVIG4rankurKpUvKIKpDxRzW7RzsqouXl9/M+sp5HNvnemyqC4GgV/po4maMV1fcyhebHiNuRgDwOrL5dsszvLf2b4zsPIPspJ4kOzI5oe+NzNn2Iq+uuJ0cTy+G5x2PQOHYgusp8q3mxeW/pyZcyrQ+16Aq9eWTDM6dysjOM/hy0xN7LQyhQyD+T+NJ7kRW9qB9HKtkw7oPKCv9gYzMvuyl/4z/GSQmhjSanS/1r2Nj1feUBTZQHS4m1ZmLU0uiS8pgFmx/g+pwEeXBLUR1y/9EWPexaseX1ISL2Vy9mFRnLqrS9gBwe+0qSvxr2VA5n1DcR66nD5nuLgRjNRTWraIssIGNVd/TJ2M82+tWk5vcm87e/iwv/YSCzAnYFAdV4e30y5qIXXUzLO840pyd6Jo6GLfNclAUiFaxruI7aiNlVIV2OrYp8a9le91qttUsozK4jc7e/ngdmYBgS81SKkPbWFM+mz4Z47CpTrKTevBj+TfUhEtYseNzuqUMwa66AEnXlCGc1O9mvtj4GOXBLT/peXQMmX9BeDy5mNLE5Uwjrofw+4qR0kTTnCR7OyMQ+P2lxONBXK4M+hScQGpad1ateIVgoIxQqLLVuJ3OVJKScpCYBAM7iEZ9aJoTT3InVNVBJFJLMGB5WzKMGIYeRdWa+r11u7NwudOJx4L4/aVIaaCqdpKT81A1J9Goj2CgDCn3Xgf0SyGqh5BIS28mE7o4Ka3nqezqTxgMU0c3YwBIKZvoB1ujvoelKCqKUNHNGBKJqmiJOwWaYkc3Y+wIbCLdlY+UBl9t+S9Tel5KTbgUw9SJG1HCuo9gtIZgtJq3Vt9DKG6509RlHKOFlXn1ZRBCRRUauhnDkAaKUBr0jZpqpS2lgSnNhh6vKmzWR0Ra2smoEWJrzVJGdT6Z7XWriRmhPa/w+nzt9Z0dHHRMnnovAKFgJWkZvZg7+y+U71jFyFFXkJLWHSlNolEfC+Y+QHpGH7r1OAK3O4t4PMzWzV+1KhDt9mQmHvkHTCOOUDQ2rv+YrVu+Ii29F0OHXwRS4vHm8eVnv8fvb9m7m9ebz+GTbica9eFOymTVylfZsmkW/fqfQtfuRxCN1BEKV7L4+0fR9dZ8if7SENhUB3bFiUN1oSkOdLN1/yQRPcDG6u+Z0vMyvtnyNDbVSXW4mLrw3nm86pE2ggFZR5LkSMehuSnxr8OpJWFTHAzOmYo/Vk3/rEm8u+Y+YkYIu+qiKryd7bWryPcOYGvND5jSYFnpJ/TNPIxi/1oUoaAKG7oRaTSkbU6etx9Dco9BIslI6sb2upVE9SDhuI9hnY6j2L+WYZ2OZc7Wl9DNGFtrfmBsl9NgO0zodhYbqhYQNax2siOwiQ/X/ZMzB/+ZCV3P5Nstz+31xEqHQPwFIYTClk1f8uPq1xk+8lK6dD2caKSO3gXHsXzZ84Bk5Oir+HHlaxQXLSBtfS9SUrowb87f2+yVqZoDd1I2G9Z9QEnRInx+S5ldV7uNdWveweFIYcjwC8jKGdSqQBw46CykNCgqmk9O7jCGDvsVWzd/RZInl3C4mjWr36S2ZvP/kDCETskFHNP7alKcOaS6cslM6san6x8iEKuisHY5SGs+tbBuJf5oBYaM8+G6fzKp2/lM63MtkXiALzc/QS1lbKtdRjBWDUAoXtsgrNqi2LeG/tmTSHZk8u6avxCK1xKK1/H6qjuZ1P1X2FQnX2x6nM3Vi5HAusq5VAS3ENEDrNjxBdtqlyMxWVj0NobUObrXFegyzpLiDwCQ0mRT1SIierBJuv5oJV9seIweacNJc3Xmo3UPUBMuRWLy2so7mNTjAvpmHcb3299ixY4vkEg+Xv8vDu92LtMLrqOwdiXfbX0BU+r4ouVsr1tFKF7LW6v/yDG9ryHDnU9lqHCvnkmbS/eEEK1fbCtSBA7hxC4cKKgIITCliYFOTEaJyRi0Mm2+Ky6RhEM4icgQkVa9kB+KCJIVL1qz7VQswmaQiNyzrv9xMx5j1YqXKdz2HYOHnEeytzMbN3zCjJOeZPmy5zB0a0i1ds3bhMPVDBp8Dt7Ursz77m/s7nlk5wymd8FxZGb2Y/my59m25WtGjbkGb0o+JcWLGThoJiuWv8iGddbLMGz4xdidySyc/xAgOWb6g2g2J6XFSwAIBMvYsO5DXK50ehccR9duE6mp3szCBf9G1yN7VO4OWqZ3+liO7NHc81uxfw2+SDndU4fz0oqbDkDODjxSyhb1Cfu8h5ispDDFcyJHeU6iwDGYNDUTFZWA6afCKGVF+HuerXmQ7fHdu41LVTP4a+6zDHGO5ZvAh/yp/DrCMrjb+w4F3EoSD3R6hbHuI5tdk8DDVXfx3+r79yjOeh1TY8Lhavz+UkpLllJTvQmXK41YzKpDXY/gScrB6UxF18OtCiK7PRk9HmbZkv/Sp+8J9O4zncKts+nSdQIrlj1PVdV6hg67oKnGSuy0SwMoLV1C585j2bTx08RlBRA4nWls2fwlRdvnM/WY+0lO7kxNTVte6TtoL9tql/H6qj80O6+bMYbmdlgAtMQ+FYgexcvt2f9mWvLpOIUbIQRSmphIkhQvObbOJCspPF/z73bF18s+gAnuo7ErDo71zuSRqj8S1n8ZAlFKSbVRToVRhk3YsWHHrXhwKi6klKh78Wj8vqIGYReO1KCoNgL+EhbMe4BBQ87BbnOzo2wFy354GsOIUly0gM5dxnHUMX9l5fKXKNw2u8V47fYkBg89H29KFyKRGlYufxEpDVYuf5GBg8/C7y+luOh7IpFanM40Ro+7lk6dRiIUFY+nE/Pm3s+6Ne/idKQyafLdGEaMH1e9js9XTOcu4+je40ikNFm39l3q6vZuqNNBc+JmlHi0osVrK8o+Z11le/fS+t9hnw6Zz0i5jDuyH8IuHARMH18F3mdNdBkxGcGteMjVuhAw63i48i4M2tZvAPR3DOelrrNxiSQqjFJO3TqSSqNst/cdKqQo6aSo6XgUL8lqKid5z+PUlIuQUvJg5e08Ud2ak+d9jxAqAwbNJCd3aJPzhh5lwbx/Eo3uusnewYNAMNQ5jjQtkwXBLwnvoaqhg/899vuQ2aOkMNlzAnbhICajPFx1F6/XPtFI7yewoSGE0i5hCLAp9iP3V9zEEOcYZgXepcZo+Wt3qFJnVlNnWopwgWCwY9QBy4uUBps3fsb2bd/tcl4Si/lbuevgwC6c3JHzEGlqJudvP5JwfNvubzpIUNweXH2HEVyxAIyDxnH0/yz7UCB66WLriRCCoOHjC//bu0yCSOLE2zuXAkBMRnml9jFe4bF9lc0O2iAcriYcrj7Q2dhjutv70M3Wm6iMNqyDPVRw9R5C11seY91F4zFDgd3f0MF+ZZ+1Hpuwk6RY1ulRGaFC/+UMbTs4uBnlmohTce8+4EGHwN13OFrartuDd3Cg2Gc9RE1oaMKKzlqKtFcWO/uVZCWVDDUbl+IGBDEZoc6optqoxGznMF4g8CheUtR03MKDJmyYmMRklIBZR7VegU58/xbkAKCg4FVSSVEzcAhnotwGURkhaPqpM6qJyp/fXMYhXAx1jkOjdSPgfYHiSiJ5zFRSp5yCs1tfpGEQ21FIzeevUffdR2DoeIZPpNMVd1P27N/wL/i84V5bdj497nuZqg+fp+rdp0DVyDrjapJHTyZp4Bi0lAwK/jsHTMtCwL/oK4r//fvESoz2k33+77B36kb1h8+Rftz5uAeMwgjUUfPZq9R+9RZmeOeEpKNLbzpf/zfKX30IqcfJOOkSnD0HYPhrqXr3v9R+/XZDftTkVFKOOInUKadiy8ghXl5C9eev4pvzMWb4l9Wr3SuB6BAuhjjHkKXlkqHlkKXmkm/rgVdJBSxzmduy/43ZzFpc8njVvVQaLVvWD3GOZYb3nBaHPeV6Mc/XPNQu27wC+2BOTbkQVWg8Wf03qvUKjvKcxEkp5zPAMYJ0LctaxmbUsjW+gdmBT3it9nFqzKpW41RR6W4vYKrnFIa5xtPDXkCmmotTcWNIHb9ZR0l8Gz+E5/G27xnWR1e26qLoUEIgyNO6cWLKeYx2TaK7vS8pShpOxUVcxvGZNZTFi9gcW8sXgbf5NvBxsw/CeanX0d1eQExGeLn2MYraMLlKUpK5NuNubMJOuV7MCzUPNzG1EghS1Ux62AvobR9IP8cQxicdhRCCJCWZ6zLuJmD6msXrM2p4o+4pSvU9n8UWDhc5F95C9jm/IbxhBcGVC0AoOHv0w9VzIHXffQiAkuTF2XMAWnJq0/vtdpy9BmHLyEmckcQrivHN/wzVk4Lb7aHq/aeRUWuVSrRkyx4LQwBbVh4pk04gaeBowhtX4pv3Ce7+I+ly8yPY0rPZ8cI/GuXJiavPENKmnoGr33CihRsJLpuDI78XisvdkL6wO8i77i+kHXU6td++T+jHRTi6FtDl9w9R2WcIpf+5+xel+9wrgdjZ1o3/6/wuduFAFSoqmuUNTVgTNx7VyzlpVze7T0qTl2sfa1Ug9rT345zUa1Cb76vOuugKXq39T7sEYr69B2elXolDOFkVWUKerSuXpt+EW3gAMNBRUUnXsklTsxjsHMNw13ju2nEVZfr2FuMc757KXzs9R6qajiq0hrWlBjo2YSdTyyFDzWaQcyTHJJ/KH8ouZ27o80NaKNqFg6M9p3JD1r3kavnWcxY7J+dUoeFUXGRreQx0jmCHXsTXgQ+bxTM1+WTGuacQMHzMCrzbpkB0Cjdnpl6BW0libWQ5r9c+2UQgDnKO4sG810hTM7FhRxM2lMRe5i7Fzckpv2ox3tL4dr4KvL9XAjF51GQyT7uCqvefofTJezAD1oy7sNmRhgFG+0YXDRgGtV++lRCqA3D2GEDVe0/vEx2iPTufipcfouKNR5FGHNWTQtfbHifj1Mup+fodYkU7bTyF3YH38OPZevs5hNYuRRoGQrNZAi4hEFMmzSB18imUPnkPle88iYzFEHY7WWdeR+4FN+Ff9BWBRV/95HwfLOyVQAybIZaE5zQ0RLBWlAx1jsWhOImYIRaGZzdfTyghZLb+0JeF53N/xe9JU7NIUzPI1HI5Iun4FgVk+xBcmHYDnW3dMaTO+/4X+S74KTVGJR4lmUme45jqOQWvksphScdwVuqVPFT5hxZ6trA9volaoxJN2NgSW8v3oa9ZF12Jz6jBLhwMco7kRO/5dLZ1J1frwtUZf2B9bCXlestL2Q52BIJjk8/k1ux/kqKkY2JQom/j+9A3rIsux2fUkqQk09PRj+HOCaSoaXwd+KDdqoe9JWyGWB1Z0qAzdAgnAx0jSFZTickoP4Tnt/jRrNEr8Zu1e56gopA86kiEEFS88ShG7c713lI/+FQjhq8G/+KvkfFow++6uZ+QPGoyrj5DmghEEPi//4LQmiXIeMIxRKPenrDZSR55JIavBt+8T5FRSyUioxF8cz8h67QrSJkwncDir/eqR3swslcCsVQv5Jrik5qc62bvw3NdviJbyaNK38G1xSejy+YNpiVhU8/W+HqerdnQ4GkjTc3gq57bUIVrb7IJQD/HUGqNSu7ccQVfBz5sMpybFXiX1alLuDX7QWzCzgzvOTxb/U9qWxg6F8W3cH/FTVQblayNLkOX8Sa9v2+CH/Jl4D0e6vwW+bYeDHGNpZ9j6CErEAvsg7k+8x5S1HQMafCh72UerrqL0nghZiNPxvXLNLvbC1gfXbnf87UxtpobSs5s+J2l5fFw57cYoo7Bb9RyR9mlFMdbdgHVVttrFaFgz+uBEQrsIkwOToygDzPS9IOgV5cjAS0lo1n4aPEWpN7ykFfY7Niy8jACPvSapiZvhr8Gva4aW3ZnhM2BjP0yllvu9SyzuetfoyVjEjCl0TxMuxqkTPyZzdyq7ylCCEwMXq37TzNhCGBg8Ln/bX6MLAUgRU2nj2Ngi3EZGHwb/JiVkYXEZazZUFgiWRNdxqe+1wFrkqnAMeQn5f9AYcPOySkXkKvlg5R8G/yYf1TcTHF8a+IZ7iy7RBKRYdZGl++dwNkLmrYooyE7stm1PW17LSGRehyhqqDu3RykUDSEreU16/saoWqgNH2thWblWxot9GjNNiZATYkZjyFU1Yq3cZyKhlA1S5j+gty1HVpGW3tBhV7Gl4H3W5359Zk1bIz9CICGjWyt816nJZGsii5t+J2mHprmFClqOkd4jkMVKhEZ4cWah39RK4T2CFMS3boWxeXB3XdYm0Hrh5uK29PkvL1zDxSHs5WbJAiaCZy9RU3NREtt1O6EwJ7XA6QkXlG6R3GZsQjRbetRvenYc7s1uaZl5qClZxPdvrFhuP1L4BctECWSCr2UrbF1rYbRZZygaa3EEIiESc7eE2w0w2nbz6Yg+4tcLZ+utl4AFMe3sjy84ADn6AAiTermfIThr6XTVfeQNPxwtLQstPQcnL0H4yoYBoql446XF2OGg6RMOtGarXW6cfYcSPbZv24wYdklcuIVJSgOF8mjJqO4klDcHhRPyl5nV7E7yDrjKux5PVCcblx9h5Mx4wKiRRsJ/bhozyIzDWq/egukJOusa7Hn9UA43Tjye5F99m+QepzaL9/c67wejPyy/SFKa3lcS2YYjYI0DM0tH8NtfyOcwk26mkkvx0B62weQqeWQoqTjVNw4hcsaZiY4VJ3nd7X3RsF6yTfGVhPnl9MD2BtC65dT8ugd5F31J7rd9QxGnbWaR3G58X8/i+JHbkVGDaLb1lP96StknX4lPe5/E8Nfh+JKIrJpNdHiFvSaUuJb8Blp086k8w0PkF1ehDQN/Au/ouypP+1VXmOl21A9qXS/9yVkPIYtPRs0GyX/dweGb8/3GglvWEHpf+4i95Lb6fn3NzBCAdSkZBSHi9JH7yCyde1e5fNg5ZctEKGh9/dTUVAZ6hrL2alXMcE9lXQ1Cxqmf+o5VEVgU1LVjIaSVOsVHS79DZ2az14huHwenlFHYM/pgtR14uXFBH6Y3WA/KPUYZU/9meCyObj6DgchCK1ZTOjHJaQeeRLRoubmRuF1y9hy80y846ehpmZihvwEV8zf66xKXafkkVux5/fE2WMAZsiPf8EXRLY1HSXpNeWUv/JvQqu+b3uGWEqqP36J4MrvSR47FS01E72mHP/CL4lu37jX+TxY+cULxJ86MQNWr/HklF/x64w/ka3lYWCwPb6FrbF1bI6to1wvwW/WEjKD9HcM5bKMW/ZBzg8ctka7tRnoP6slpThYPypSEivdSvUHW9sOFo/im/8ZvvmfNTlf9f4zrd4T3b6Rin0lXBQFMxKm7ut3qfv63VaD6dXllDcy1G4bSXT7BqLbN+yTLB7M/OIF4r6gv2MY12bcRbYtj6gZ5tXa//B63RNsi21o5rknLg/94WXA8CU2F4ckxfuzCimn4jpYReLPi6KSdsyZJI+esvuw0qT4kVv3f57+B+gQiLtBReUoz0nkal1AwqzAezxcdVerQ3G3ktTi+UOJMr2o4d/d7X1QhdqiTWm72YMuZpqaech5rNlfSCPeYGDdZjjTPBhdBxySdAjE3WATdnrY+6IIBV3GmR+a1aZesrut4GfM3f5hW3wDdWY1aWomPe396aR1YWt874dL9U4fbMK+WycMve0D9mxlkmz4Tzs23jyEMA1qv3iD2i/eQEGhs9oVgFKjCJ2dhtQaNpKFF0NWo9dWEisrPChX0BwqdHyKd4NAwZ7YCEoiCRqtC0OP4uXwpGk/V9b2GzVGJUtCc5BSkqx4OTXlYmytbIbVHqqMcsBaG93V3qvVcA7hYkLSMXvkucbASGxaZnnkcYlD0Q1Y29iwM8N5Bo+mvEwnNb/Jta5qd65K+h127Ox4+j42Xn00sdKt+y0vduwov2Cx8cst2T5Cl3HK9OLEPicqA5wjWtzvxC08XJR2IwWOwQcgl/uWoOnnPd8LBEwfCiozUy/jZO8FuETr6gC38JCqNF8aBrAqssjaPF0IZnjPazGcgsJRnhOZmDStiQOJ3RExQ1QZ5UgkLsXDcNeEX9wLGyXC06FHKDGbOx4pNLbyaPB+YiSG1vt5TfH57ivIV7vv1zQOJAfNkDlH60wnrSsexUuSkoxH9ZKp5qImfCymq1mcmXo5VXo5AdNH0PQTNH2U6IX7db1wnBhLw3M4JeVC3EoSM7znsiG6iq+DH2JIHUWo9LAXcEbKZczwnmM5FjDBobSyMgFQ0ejtGIBXScOjePEoyXiUFEa6JzaEGek6nLNSryJo+ggafgKmjzqzhm2xDXu8PeneMDv4MR/7X+P0lItJUdO5Ket+xriP4JvAR2yOrSFo+nEpSXTSutDPOYxBjlH8EJ7Hf2ua7xS4OPQdZfp2crUujHBN4M6cR3ih5mE2xdYgkeRpXZmafDIzUy7Hhp2IGcaptG/9ekgGWB6ezxTPDBzCycXpv8Nn1vJ96BviMoqCildNJUnxsi22/qDZyjZVpHOq6xzy1e4sjS/g08h7ZCpZTHZMxyOSyVHy+Cb2GfNi37S67HCINpKZrgtYp6/m1fAzxIkxzDaaHmpvuqo9cAgXH0ReZ42+kmTh5UTnTHqqBazUf+DjyFvEWrEvtWHjROdMBmrDCEg/r4WfpcIs47Kk33C663yG28awRd/Ii+EnqTDLOMJ+DBMdR7HDLOO98KuUmcX0VAsYbBtBqpJGZ6Urb0VeZJ2+mr7aQE50zsTE5JPIu6zRV6Bh4yTnTAZoQwlIH6+Gn21R+P8cHDQC8ZK03zMz9TIECiKxhaVAQU0YCGequfw6889ITGuts5SYmLxU+wj/qLh5v+bt2+DHzA58xPTkmeRq+dyb+xSVxg5qjWqSlRQytVzswsHm2FoerryLKzJuY6BzRKvxpaoZPNb5fTLUnAa3aVZpd/ZsJiZN47CkoxvKKpFUGKX8ruRclkX23k6tvURlJOH5x+C0lItJVlM4IflspiefgSF1JHLnExIqCiqF8ZadH2yOreHpmgf4beZ9uJQkpifPZIrnJKIyjEBgFw5swk7A9POvyjs4ynMS45LaMbua4APfyxyTfDpDXWPpZuvD3zu9QMQME5PRhDNbjcLYJq4rOY3C+MFhO3ex+1oihHk9/Bznuy5HIFinr+Zy92+4L3AbK+JLuSLpt2zQ17DDbHnJ3Wp9OW9EnucS93W8EX6eOJCvdONX7iv5s/9muqm9uNT9a272XcnprvNxCTevhp/hPPdlSEzei7zWYrwF2gCOcZzIPwP3kKKk4pc+YsR4KfQUo2zj+W/oYTbp6wlIP2Nsh3OicyZPhv7NUNtIfu25jTt8vyZDyeKKpBu4138L84xvqDYryVE6cXnSDbwWegYNjd8k3c7t/uvIUTpxtOME/hn4EylKKgHZ+kKK/c0+E4hxGaMwtpGA4WOHXrTHk151ZjXF8W17ZOIhkdQZza3vg2aALbH1OISTHXrxbmOpNsrZHF1LXMbwG7UtxOfn/oqbqDNrmeKZgVdJI1frQq7WhbiM4jd9zA5/zKNVf2JLbB3DXeNxCReVCd3ZrpgYlOlFRMw9663UGBXEfkav1FVGOQ9U3MKy8HxmplxON3sfPEoyNmFHQcXEICaj+I06KvRSVkQWthiPjs6btU+hyzhnp15NJ60LTsWNV6RiYBAyg2yJreep6r/zdeAD3IqHbC2P4viWdm1IVmGUcteOK7k2405GuA7Do6TgUbyAREcnakYImHUY8uBwZGrHQX/bYO7z38oWYyNfxT7hCPsxbNTXsslYz7zYNwgUwjKIsw1PTwY6YRlq9q79EF/IkvgCasxqpjqOt9QRjuOQSPpqA8lScig3W1+bXmQUUiUrONt9CV9GP27oVftkHTFi1Jm1+GSttTGabQRL49/zo76cKrOCaY4T8ST8jq6Nr2JRbF7DcH6IOpLRtsNwuB2AoLPaFRduioxCqmUVZ7svTqR34Dzn7DOBWKJv47ztR+z1/f9XdQ//V3XPPsnL96GvOGXb8HaFlUieqP4rT1T/tc1wJXoh9+y4mtdqH6evYyjpaiYSqDWqWB9byfroygYbxL9V/I6/Vfyu1bhqjErOKTy83eU5kARMH+/5XuAz/5v0dgykp70fKUo6dsVJzIxQY1RSGN/EptiPbc6+h2WIV2of4zP/WwxxjibP1g2XkkTEDLM9vonl4e8bdiD8T/V9/Kf6vj3K57rocm4oPZsBjmH0tg8kRU1HYhI0A5TrJWyNrW/V+e/PTcKXU4Owc+MmLIOYmASkH1OaqEI0mjvfM/yJpapWL96Kw2/W8UbkBRbF5gI0TES1RJ2s4S7fbxlsG85l7l9jw8ZXsU8ACZImIxmdeMNEll3YMZENQ/GQDDbxiSox2aCv4R7/7xNbxQqC0o+JyZ2+GxhiG8Fl7l+jYePr2Kd7XO59wUEzZD4UMDFZE13GmuiyA52Vn52IDLMqsphVkcU/KZ5qo5xvgh/to1w1RZcxVkQWttpTPViIE+PzyPuc776CH+MrGGkfxzPBR1r1rp6jdGKwbQQ5SifG24/AFXezQV9Lf20QI2zj6KR0ZoLjSJbFWnPeIHkv8honOE4jW8lFw8bi+DzW6qtaDN1fG8xY+0SCZoCwDDeYTZmYbDM3c6rrXJbE5rMwPofZ0S+4OukmfuW+ki5qd+bHvm11b51txma2G1s4y3UxO4wSTEw+ir5FN7UXY+2HN0vvQLBPN6rv4OfDLhwNWyLsCwx0AqbvkN7y4FDChp0htpFkKzlsMTayVl9FsvDSW+vHivgSBIIhtpGs1VeRLjIZYhuJJjQkkkJ9Cyv1pQy3jSVPzUcgiMs4S+Lz0dDwKF7W6z+SJDz00wbxQ3whCgr9tMF0VbsTkAGWxxcjkQ06+np0dDRUhtnG4BJuysxiVsSXNrjPy1RyGGEbQ1AG+CG+kJAM0k3tSX9tCHWyluXxRYRkkHQlk85KF1bpy5q0qRSRyjDbGNwiie3G1oYJn+GJ9ErNIlbGlzaxtdwftLZRfYdAPEQ5LeVi7sh+aJ8tq1sbXcHlRcfi2xs3+x0ccjhwcnnSDWQpOU3OFxuFPB165Bfv4ag1gdgxZD5EMaQ1obGvBKLlBbyD/xWiRHgk2LLe/H95lNDRQzxEydXy6WMftM/iC5o+VkQW7vehSj0TlSM5XJ3E+/o7rJb7fy+WDjpoTMeQuYODis+c3zJOOYxn9Ce5IXb1/3SvpIOfn9YE4i9rjVMHPysnqCdxmDJxr5bKzTW+Y7PcyHxjTocwPMB0Fz05T7sQD/tuku6QRUrZ6gEN+012HB1HkyOTLDnftUz+xfaAtGHb4/tVVGnHLgXigJflf/kQCHmd9lu53lUk80WXA56fn+toTeZ1TKp0sFcMUAbRSeShiL0bZBiJvw4OLBoak9TJCfObX4zztL2mQyC2gYqKgoJAIJEYGK0utNewoSAarPQb32vtHmyw+6GhQEO11nMDJhKzjTRh585+8YSdmECgoqFgrXSo37u4pbStsDvTa094BQUNjVHqGNJIR0HFjr3JbLeJ2eLkjA1bs1nx3QlGq3yiwQxkT55JPY3vaQmJbKi/fcWuabaWVwUVDbXVOtsZzqr31vJa/yzr1RdWV6j1dqck/nJFJ0Yoo6w15Ym/xsSJt9puG7c1oNV2LhDYsKGjYyKxJcRO4/rQ0FBQDviHsmNSpQXcJDFFPZpT1NMZog7DQzLlsozvjG95zXiJ1ebKZg37RccbDFdGcULkKFJEKhdrlzNWnYCHZLbIzbynv8mb+mvUUN1imqmkcZw6gxO0kxmgDMKOjWJZzJfGZ7ytv8562XwrVQWFWc65OIWTo8ITSBcZnK6dzfHqiXQW+YQJscb8kf+L/4sF5tyG+2zYGKgM5gh1CocpkyhQ+uImiQB+1pg/8onxAR/o71JHbcM9duycpJ7GsdoJDFAG0UP0JEl4CMkQQQJNXoJvja+5JnoJIXZ65XHg4B3nJ/RTBjScM6TBw/F/8pD+QIt1oqJa5cPJtMgkhijDOU+7kJHqGDx4KJc7+NqYxYv6s2ySG5q9iBoa45QJnKmdx2hlLBkis0Xns0uNxVwVvZgKWl57vie4cHO0Oo0TtVMZrAwlTaQTlzFKZQk/mEv4xviKz4yPGwydT1PP5C/2f7DcXMaV0YuoorJZnALB+dpF3Gn7MwvMuVwTvZQ66hqudxFdOVWbyRTlaHoqvXDgxI+fzeZGFprz+VB/jzVydUP43qIPl9muYZAyhALRlxyRC0hqqGkijHzSx7XRy5hjftssT71FAadopzNVnU6+6IKOzlrzRz403uVD/V1qqGkIO145jOcdr3Nz7AZCBLnJdgce4eEN/RUejz/MQGUwt9nvprvoyUJzPvfG7maLbNlRyL6iww6xnXhI5jb7XVygXYqGSq2sJUyILqIbV9mu51htBn+M3cYHxrs0tcBPa2iYZ6hnk6Pk4pM+FBRGK2MZb5/AYGUYd8VubSYUc0Quf7T9hVO004kTp0bWEEenj1LASGU0x6sncWPsOhaZC5q99Okig0yRxQBlEDfb/sBE9QgiRDCliVd4yVZzeEtv6tUkU2TxV/s/GaOMI0iIoAwQIICHZKapx3KMeiwDlcH8KfaHBqGmolGg9CVTZFEhK0ghhSThoUpWsFFupPGa1W3m5mYfDB2DD/X32KCsJ0NkME45jGyRQ1IbPhbry5clsrlYu4JLbFeSIlKok7UYGBQo/RimDGeSOplfRWdSJHeuVRYIZqin8Bf7A6SJNJaYi1hmLCVPyWeEMpIUUimShXxkfMD3xjwC/PTdGW3YuMH2e661/RYFQa2sxS99uEmiQOnHcGUUI5XRfGl83iAQl5s/4MPHkeoUBiqDmW1+3SxeOw5OVWeSITJZYi7C3yivXUU3Hnc8y1hlPEEC1MoaggRJIYXD1ElMVo8iIiOs0XcKxAyRRV/RDwOd7bKQLJGNgcE6cw0Rdi6bs9pF03oRCEYrY/mH/SEGKIPw4cMn67BhZ6J6BFPUqUxUjuQP8ZvZIcsS9WInS2QzQzuZnqI3GSKDLJHDTbY7iMkYx2kn0kV0xSVcnKmeS8gW4obY1Qemp9gxqbLz0NDkb2w3yQp3SK50bZKnaWdKLylSwya7iK7yNttdstwdkGtc2+QwZUSTez9wzpJ+tynL3D75qP2/sqfoLe3YpYdkeZ52oVzvKpK17pi8TLu6yX0qmrzf/pCsc+vydcf7crQyVjpwSDt22Vv0kU/Yn5M17pj82jlfZpHd5F4FRS5zrZdV7oic5Zwrv3TOlaeqM2We6CzTSJeDxVB5lnaezBG5Te6zYZNXaNfKG7Sb5AhllEwiSWpoMp10eYPtJlnsrpE73IFmZVRQpIoqnTjl3+z/koEkKf9u/5d04pIqasOhoLRYvwKRiEOTLzjekHVuXd5qu7PV56GiyuWuDdLvNmWlOyyfdbwiBylDpB27dOGSx6knytWuLbLOrcvbbXc3udeLVy50rZTl7qC8SrteOnFKBUVqaHKmeo6scIfkYtdq2Vv02WcTO8OVkXKNa5vc6i6Xp6pnSA8eqaFJFy45UBksr9CulSeqpzRJT0GRf7f9S/rchnzM/nSLeRkkhshid63c6C6RfUTfJtdust0ufW5Dvuf4TA4Qg6QNm7Rhk+mky8nqVPl72+2yh+jZ7DnUP6uhynBZ4q6Vm1ylsrvo0eQ5qqjN8pMvusg5ziWy1F0n/2j7i8wXXaQNm3TiklPUo+V3zkXS5zbkn+x/a7h3kjJZ1rrjstBdKS/ULpVu3PJ3tlulz23IEnetfMT+pEwhVY5TJsjt7mq50LVSdhXd9uu73qrM6xCIO49OorNc7dosS90+ea52QbMX24VLPmJ/Qta5dfmI/UnpxNVwrV4gznEukXkiv8l9Gpq8xfYHWeeOy2+dC2USnoZro5WxcoOrWK52bZE9Ra9meeouesjvXStkrTsuz1DPbnKtXiD6k0y52LVaDlWGt7usrc3wunHLj51fSb/blL/SLmnxXg1N/tX+TxlIkvJv9gf3apb5ecfr7ReISab81rlQdm/hxb7Ndpf0u035juOTJvU6Qhkly9w+udZVKNPJaHJfFtlytnORLHP75THqsfus/UxVp8lid42c71wmc0WnFsO0VOf1eV3p2iT7iv7NnvGttrtkrTsun3O8KlXUJtcftT8lfW5D3mW7t8W4dyfsBylDGgRivui62zL+Rvu9rHPr8mnHS9KNu9n1Y9UZssYdk8td62Uv0UfCToG40LWy4aPeR/SVle6Q3Ooul0coUyQg08mQXzjnyHWuQjlCGbXPnktLR2syr8MOsRFjlLHkiXxKZDGf6h81G/aFCfOe8Q4hghypTiFDZDaLY6m5iBJZ1OScjs77xjvEidNZ5FOg9AOs4cd45XCyRQ4LzHlUyyqcu/yVyx0UmdtRURmrjm8x36Y0+dT4iJXm8naXNUaM+sX9NmzYceDAgYlJpawEJGkird3x7U9MafK1MYttcmuT8xLJD+YShBB4hbfJ8NuJE5FQ0gcJNLnPwCBEEBsaNvZ+r5hdKZZFVMoKCpS+XKP9hq6iG9ouWqmWJijWmWv4zviGziKfqeq0JnadmWQxRZ2KgcFb+uvNhpErzRVIJKdop3O6ehZJeJrcvy9tPB04mKYdh0Awy/jMcmG2y99qcyVhwmSKbPom2nk9dbKWSioACOCnjjpqZE2DqkNHp07WYhN2HLTucX5/0qFDbEQ/ZQAKCiWyqEXlNkCJWUSlrKSr6EYaaRTT1MfeFnNzi/eVmsXUyTrcwk2eyOMHrImKAqUfqlA5ST2Fqe5jWrzXQzIA2SKnxes6OqvNVbudbW1MKmkcpk5igno4A5RBZIlskknGhYt0kQm7ePA+kMSJs16uQ7ZQvnpnomrir54tcjN1sgav8DJBmcg35pcNwqGH0ou+Sn/KZTnFct/5SFxnruHf8X9wq+0urrXdwFnaeXxmfMwnxgd8b8xvEAa7EiTIm/prTFKncJp2Ji/oz+BLTJoMVAYzTBnJKnMFS8zmbs3e0F9htDqWGeop/J/jKTaY63jPeIsvjS9YZS4nyu63MW0vOaIT2cLy8v4P+0P8xd58Mkwg8OAhRowUUptc88md3pQk0lqPT5QQwYZzJkbDDPiBoEMgNiJZWJuy+2XrCvYoEWJEUVBIFl52/QCHadkLtolJiCCehNABa5bYK7wA1FHHDlnW5he9qJV9JiQmIRlsq2hN6Cl68Sf735miTkVPKNY3mRuollUEpJ9jtRn0EX3bHd/+RiYcp+4J5XIHz+lPc73tRv7heIg39FfYam4hT3TmFO0MvHh5VX+RNebq3UfWTkxMntefZpW5kgu0S5iqTuMc7XxO085klbmCp/X/8L7+TrMeK8DX5iy2yE0MUYYyUhnF1+aXgOBE7RTs2PnamEWpbL53UCUV3Bi9ls+1T7lAu4TByhBuU+7iUu0qvjW+4jH9YZaZS/boY9kabtwNZjk75I4GQbYr2ykkLuNNZsKBFs2F6p3lHix0CMRGWB5+JW5a38rSxs69hVtqEK5WXL4LFJy4LLf7CZs6iWzo4byuv8zdsduIt2GL1pqwlG1c2xUFhdvsdzNDPZml5iLuiN3M9+a8JvZjPZTe9FEPJoFIi73DtjAweCj+D1QUbrTdyk22OwAIEmCjuZ67Y7fzjP7EPu1BgdVbX2jOZ3Hse7qK7hynzuB47UQmKBMZbh/BEGU4f4jd1MzmsFzu4F39LW633cVM7VzmxGaTIbKYoh5NmBBv6a+1KjhqqOFV/QXe1l9njDKO47QZzFBP4UztXCapk7kieiHfmF/+5LLFiaEnbAdviF7NbPObNkLLFtrkvhu+7y8OjjHRQcJ6cy0mJp2UPLx4WwyTLXJIE+mUyx3Uyppm17uJ7i3elykySRGphAk3mCPEibNVbsGUJn1Ff1S0hCF2y8eeCoWW6CzyGauMx0Dn3/F/MMf8ljhxzMTmXRoaKSJlt/Ec/E3bMi8aq05gufkDJ0aOYWx4CEeExzAzchKP6v8m0EJPbV9hYrJVbuYx/SF+FTmTm2O/QcfgHO38JraYjflAf4cdcgcT1In0FgUcqUyhk8hjrjGbjXLDbtOMEWWO+S13xW7lpMg0PjTeJU/kcantSpITape22N06lXJZTo2sRiAYqAxqs63Wt6dDjQ6B2IiF5gIqZQV5ojMT1InNrmtoHKkeRSqpLDIXUC2bG1kPVUaQSVaTcwLBUeo07NiplBWsNy0jawOD78151FLLWHU8A5XW93TeV34Pk/Bgw9r7oqUhWH9lIN1EjzbjkEBMRpFIkvEeNLrGxggEx6ozGKdM4E3jNeaZ37FBrmOz3EQF5fvFxq2lZySRVFHJc/p/KZFFuHCRL7q0eP9muYmvzVl0E92ZqB7BZHUqCirvG+8QaUUV01KaceJslht5Vv8vcXQ6ic64adnes/45qkJt0FW3hh8f88zvEAiO004iS2S3GnZftdefm4OvJR9ASmUJz+pP4sbNbba7Ga8c1qAzSSGVM9Szudh2OT7qeE7/L3522S5RwGBlCNfbbiRb5GItxbNxpHoUl9muRkHhHf2NJobZc4xv+UL/BC8pPGB/iGPVGWSQiQ0bLlx0FvlMUA7nPO1CvOy+57Y7dshS6qhFQ2OaejyuhHpAQaGfGMAfbH8iX+S3GYeBzja5FV3qHK4ewUBlcINQVFFxHqAZwl2xZtE1ZqpncZV2HWeq5zJTPYcz1LM5Tp1BX9G/2Szw3iMYrYzjFPV0eoneTerAMng/niyRTZhwqxNvYUK8ob9KlAgnaacxST2SbXIL3xhftdjbcuBkpnoOhymTyBY5Dc9AIOgs8pmmHouGRpEsbLU3XCbLqJW1JOPlFO0Mkhp5vHHgbLbFwHPxp9gsNzJeOYx7bX9nqDIcD8nYsOHFSy/Rh+nqCZygnrynFXhQ0KFDbEScOI/HH6GH0ouT1dN4xvEKG6W1/2y2yKGv0h8Tk4fi/2SW8VnzCCR8ZczibO08JqtTKZMl2HHQTxlAjsjla3MWL+jPNLklSpR743eTKtI4Up3CfxzPsNXcQpAgGirJwku2yKFW1jLL+AyfrGue7h5QQw2v669wq+1OrrBdw3BlJIVyK+kig4HKYEIyxNvGG5yuntVmPLONr/nRXMUQZSjPOF5mo7mBGFGShZcFxjzuj9/boJ/T0BivHE6B0g8vXrzCy2BlSKLnfAwqGn58+KWP1eZKFrawImdPkUjmmrNZJVcwVBnBMMfIhmumNIkQoVgW8bL+HA/HH2y1B9ZeBDBKHcNdtj9TJIuoaKRSyRRZ9FH6YsfOU/HH2Sxb3xt6njGbteYaxijjceDgv/p/KNzF3KgeGxqX266hp9KLYtOyjPBLP27hphN59FEKKJLbeTr+RIsTOWDpVF/XX+J62++41vYbjlSnUCkrcOLCwODO+C1NJp42yY3cHLuBv9of5AztHA5Tj6BMlhAjjgMHqSKVTiKP9/S3+MB4Z6/r80DRIRB3oYpKfhu9hsXaQk7TZjJUGY4bN1WyijnGbJ7X/8sXxqetzph9ZnzMi/qzXGG7hrHqBFy4KZZF/Ed/hIfj/2yyvKyezXIjl0bP51zbBRyrWmuFU0hBx2CHLGWxsZBPjY+olbUtpFmvq2m/APlP/BFiMso52q8Yrx7OYUykTJYxz/yOh2IPkCpSOUU9o02htFGu54bY1Vxv+x3jlAlMVqcSI0alLGce3zW514mLq22/5jh1RsO5+iHVGGU8o5VxDedf0V9gaWxxQ/3KxDxkazmRSExpNlPhj1cO54/2v5BFFi/pz7FDlmFiAAK7sNNFdGWqOp3f225no7mBd4w32l1/reVjgTGX95V3GCZGMEgZgpskJCZVsoplxhLeMF7lHf2NNh1JBAnyqv4if7U/QIwYb+ivtPocIkR4WX+Ok7TT6CMK6CMsoRslQoks5jX9JZ7Tn2aRuaDV9KzJpwcIEeZ07UyGKiPQ0PBRx4/mKvRd9rI2sWxeCyPbON92MUeqU+inDMSNmyBBimQh7+pv8Zrx0i7101ynKBOuRHatxwM569zh3KEVFBRSScMjPKioxIjjk3XNh8kJPnDO4khlCjfGruVJ/TFSSSNZJKOgEiFCjaza7YymgkIKKXhEMho2JJIoEQKJNaUtvRhdEsa/5bKMYCtmEC2hoZFOBm7hBgRRotTKGsKEsGMnX3ShWlZR28jBQ0t4SCZVpGLDjsQkSgyfrGvSIxEIckRuq3qsxgSkn3J2tLt8Llx0Ep2JEqFMlmJg0Fnk87zjdXoqvbg6eglfG7Oa1L1AwYWLG20383vb7TyrP8VvYlftE72iGzfJwttouCmJEScg/fioa1fP92z1fB51/Jd55hzOj5xBNVWthlVQ8OLFLTzYsSU8xphEiVAna1s1A9sVGzbSRDpu3AgUdOKEZIjaXRw+NMaOnVSRhgsXCioGBhHC+KSvSY/biYs8kUeIEGWyFLBUK/miCwYGpbIEAwOBQo7IwYmTMlnaZF31vqY15w4dS/f20VG/dO8K7ZoDnpf/9WOMMk5Wu6PyU+c3MpOsVsOdo/1K+t2mfNLxvLRhP+D5BqQNu3zF8basdkfl9dqNHQ5099OxTxzEenuNIOarJFJR2OyazZOOK6cbvs3LQbbe5U0beDiBwh+J+1t2g/Vzo9gcpPYbT+26BZixA7dBdgf7HjduHMJhvQLNriUxVZ2GicE2cwtdRJcWLQvaw1rzRxa3sIpkbzhMmcgR6hSKZRHvGG9wKJquHMrskUDMPexUatcvalEg2tNySBt4OP6tK5FG6wKxyzGXsPW9hw4agai6k+l6wlUEtq8h1iEQfxGUyhJWmSsYoAziRtstPBV/nDpqkVhDw16iN+faLmCGejLb5XbeMl5nhDKKf9gf2qv0noo/ttcCMYVUskQWBiZDleHcZLsdBw6e1Z9qUd/cwf5ljydVBEC92/iGnqAgWLyOYNG6XXqHAkSjoXq9vlKIRBxy57lWExQ0mIzWx90Qp2glvV3irY9D1veY688riL10gd/BwUuR3M6f43dyv/3fXKpdxfnaRVTKSkxMUkQKyQmj+yXmIu6L381a80f8ws+V0Yv2Kr1Nbcwa747p6vE85ngaA6PBucYr+gs8E3+io3d4ANgzgagoZI05nszRx6HY7Gx56wEC21aRNmgiXY+/knDpZja8/EekHkd1JtHtxOtwZnUluetAgsXrWPfMrSgOF/nHXITqcKNHAmx67T5iNTtaTM7mzaDHab/HkZKFEQuz+c2/Y4T89L34b8TqKnBmdaF2zQKKPv8vCIUu0y/F22MoejRI6TevULt2AUn5/egy7VI0TyqhHVso/PBRjGiQ/KMvIm3A4cR8ldg86T+5IpebS5GYFO3i6aaDnx+JZJbxGSdFpjFFPYbRyliyRDZCKPjNOraYm5lvzmWpsYgqKpFIimQhRUbzkc/+ZqNcz/vG23hFCjWymq+ML/hIf2+3k1kd7B/2SCAKRUUPB9j8xt/IPfw0ciacTGDbKmpWzcaMhck/5mLqe3PJ3Yfgyu7Omid+Q7cZ1xKtqyDur0Z1uAlsX0Pp7NfpefrvyRgymdJvX20xvaS8PriyurDhhTsBiFXvQHUnk9xjKGufupFweSH9Lvk7NWvm4UjLxd25gM1v/h1v75F0Pf5qatcvJH/axfgLV1Oz6ju6nXgt2WNOwLfpBzKGHsW6p2/CmZlP+qC90x015o7YTT85jg72HdbSuS08rf+Hp/nPgc5OqywxF3Fh9OwDnY0OEuyRQJR6nLr1i4jV7iBUsonM4a0v8YpUFaM63ORPvQhnVldqVlt7esQDtdStW0jcV0mkvBBbUmqrcfg2L8e3cSm9Zt6Kv/BHij57CoBoVTGhkk3E6sqJ1pZjT8nE03UA3p7D6H7qjQihEPNVIIRC2oDDcGV3J7XfOBTVhh72Y/dmEK+rIFJZhBENE6no0NV00EEHe6FDNPV6o1JJ8+XgO39Hq0swY2FC5VuoXPYF4R1brXtMA2m0395r+6dPYU/NoufpN5M2cCK1677H5s3EnpKJEQtjS0rFCPmJ1e6gbsNiNr3yJ6RpIhQFaRiESjZSNu8dqpd/hVBtmLEwSV37o7q9aK5kbMlp2DwHhyPUDjro4MCyZz1E09w5iSElUpoIzUaniTPJGDqF5B5D6HXGLRR/9TyxugocablkDj2KeJ/RVC3/ito185DmTot1KU3aMgz39hxG3uRzkaaBUDVCJZbHD6EodDn2clRHEpHqYvyFPxIoXk9yjyEUXPgXzHiUunXfU/L1y2z/9Enyj7mYzGFTMaJBir94juD2dUQqi+h32QPEfFWYsSgt2mZ00EEH/1Ps0UoVze3F1GOYsQiKzYFid6IHfdi86ah2yw+glCZxfzV5k89DcyZRtfIbHKk55E+/lBX/+BWq3Y0e9iONOKrTg9A0vD2GodibOgSI+6vxb12JLSkFFBUzGiIeqMXmzWDgNY+y4YU70UM+9GAtRtTaGU5xuK3wgB7yYUSCIBS0pBRUhxupx4gHapCGjupwoyWlYsajIE3iwbo27Sc76KCDXw77ZBtSPbRz2ZoZj1rCBIj7qpquzlQU7ClZxP3V6CEf7k69MeMxpGkSD+y0PzQiAYRmR0vyojqaLuuSegxTjxGtKWsxL/FADbHaprPTZjRENBpqGlCa6IEa9EBNk9NGNNQgSFtDIDjMexxT0k5jbWgp71Y+RUx22Cr+FLo6Crgy7x4UofB59Wt8Xft2h3lJBwcN+8e5g2lS9NlT5B5+Ol2mX06stpyNL96F1GPNgko9RvmC99sfdSxM5ZJPdyvM9gVpWjYXdbqNIUnjGe+dxtrQUlYE5+33dH/JpGgZTE07HUWobAiv4Jta0SEQOzho2G/ebmJ1FRR+9Ng+j9eIBCn6/Ol9Hm9L6DKO37A2RfcbNQTNlh07/Fxk2/LxamlsCa/BaGOrgQ46aAmPmkKuvRs7YoX4jdoDnZ2Dko5lGm3gM6p5pOgW7i+8jr8UXs2m8L7bkGjPEdzU9RH+23cuKVrGAcxHB4cqx6afy/P9FjLOO+1AZ+WgpcMf4m7YGFnJxsjKA50N0rVs+riGHOhsdHCIYhdOBiWNxSb23T7Uv0Q6eoiHCP3dI/GqHfaSHewdqVomBa5hCHFo7nXyc9EhEA8BFFSGeMaTpLa8E2AHHeyOzo6edHf2O9DZOOjZoyHzWdnXc0LGBby44598U/sOx6afx1GppyGEwlc1b/FJ9YuEzRD93CM4O/t68h29KY5t5u2K/7AiML/ZRIBAIcOWQ0/nAIZ7JtHHPYR0LRtFqPj0Ggqj6/neN4uVwfnU6pW7zZ9AkKJlMsA9iuHJE+ntHEyKlo6Cis+ooSS6hdWhhawIzGd7dGPCpfxO7MLJtZ3vY2Tykc3iLo0V8tfCq6iMl7aZh8O8x3F15z+zKbyKB4t+R8jwMzBpNJNSZtDbNQSPloLfqGVd6Ae+q/uINcHFLZrydHP0ZahnAgWuYfR2Daa3ewiKUHApbh4tmIUhm7uh/6T6ZV7c8Y9W85aipjMoaSzjvMfQwzWAJNWLX69lQ3gFc+s+Zm1oCSFz91tzpmqZDE4ax+jko+jh7E+yloaUJnVGFdsjG1gZ/J61oaWUxrYRl617CZfSRBN2eroGcGTqyfRzjSBFyyBsBtkcWc2cuo9ZEZjbrjztCzxqKgPdoxjjnUpv12C8ajoCgc+ooTi6mVXB71kTWkJJbAsRc6eVQ2d7T27p+ijptmx+8H/HP4t+26xt7coxaWdxQe5NmNLgqbI/823te83CuJVk+rlHMNZ7NAWuIaRqmShCxW/UWm05uJAfQ4spim4ibDb1Jp6qZTLCM4kC1zAK3MPo6RqAJqz9xK/r/FcuzL25WXobw6t4YPuv8Rk1za6B9WHOc/RgTPJRjEw+kmxbZxShUBErYVlwLvPrPqEournZe+5V07inx4uY0uD+7ddhV1zMzLqafu6RFEY38HbF46wKfo9L8TAt/SyOTpuJKmx87/uCD6qeoSLefHdIAIdw0cs1kPHeafR1jyDDlosmbIQMP6WxbawNLWVVcAHboxvbPYm0RwIxy5ZHgWsYwz2Hk6plcm3n+7ALBwKFYZ7DcKselvpnc3f3Z+nmLAAEg5PGMdwzkVs2z2RV8Psm8R2Vehrn5/6eAtfQhodVv3+GgmC8mMbpWVcxr+5T/lV0I4XR1vemFQjGJB/FBbm3MNwzEZtiT6yCkTtDCMFp8kpm133ArZvPJCaNZnFk2vLo4eyf2PNDoAoNRSg4laR26V+8Whp93cNJVlPJs3fnyLSTmZl1DW4lmfp9lQUK473TOC3zSl7c8QAvlz/YrEFfkHsTx2Wc3/BbSex+JlDo7mx5E/lMW26r+SpwDeOKvLuZ4J2OJuzIxJ9AMN47jdOzruTr2nd4tPgOyuOte+zp6xrG1Z3vZaz3GFTURvFYeSMFzpJQGF3PHVvOZU1oSatxxWWMM7Ku4le5N5Gu5TSpnzHeozgl8zLeq/wvT5T8kVpj9x/En0K+oxfX5N3HpNQTsQtH83IJOF1exY74dv687TIW+D5vuLda30HAqGOc9xjStRzeqnycLZE1raalCTsnZPyKAtcwSmNbKYluaRYmy9aZazvfx5TU03Aq7ob8gPVu4BWcmnUFVfEy/lZ4LV/VvtXk/vHe6dzS9f9wKNaCCYHSMFzOsXchm87N0oyYIVTRskjQhI3j03/FeTk3NvQ0TUyrfpIUjko7neLs63hpxz95p+JJ9EaWyarQ6OkcgENx0c89knNybmBo0ngEgiGe8QxNmsCNm05mcuopXNrpD2hCQ6AwwjOJHs7+3LPtYuKyqcmeR03hsk53ckLGhXjVtCb1IxJ/J2ZeRMCo48mSP/JS+YOtPo8m5WxXqF0Y753OwKQxfFT1An6jhmlpZ9PJ0Y0zs65jvHcaEpPnyv5OqpbJ0ekzybF1YUbGhawOLmxicxaVYfq4hhAw69gaXsu2yDrK4oXoZpw8Rw+GeibQ0zmAw1OOJy5j3L31gmaCAyxhcXTaTG7o8gAZWi4mBlsja9kaWUt1fAcGBplaLrn2bnRx9ma+79MWe2VRGea+bVfwSPGtpGgZpNuyuTLvHvq7RzYLuzsybJ24uNNtTPAeS2lsG18H3qYwuhFNaPRxDWVU8mQ8agoXd7qN0tg2Pq5+ocn9b1U8zjzfp4D1Ap2SeSkjk48kJiPcv/16Akbz3fcKI+tbzEuBayj39niZbs6+RM0wywJzWBtaSp1RTZqWzaCkMfR3j+S49PPItuXz522XURJr/pJ61XRu6voIQ5LGEzB8LA/MZUN4BX6jBofiorOjJ10cvenm7ItPr6ZiN73p+nYUNOr4vOY1tkbWYkidnq6BjE6eTLqWwymZl1MdL+fpsnv32+ZDbsXDr/P/wREpJxI1wywKfMma0FLq9Cpswk4nR3e6OHrT3dmPqBmmKNp0G9GwGeTT6peYlDqDNFsWU1JP45myv7TaS+znHk4f11AAlgfnsTWytsl1p+Lm6rw/Mz39XHQZY2lgNmtCi6mJV6AK1WrHifzUt/VdWRb4jru3XoQqrA/pMM9Ezsy6FiEEr5U/3KI9bZ1eTcBoblqmCRunZ13F1Xl/xqG42RpZw4rgfIqjWxAIujr7MNwzkc72Hlzb+S9owsYbFY+i7zKKSVZTuCj3FuIyzjNlf6GLozdHpJ5MvqMnv+/ybzrZuzO37mM2hFcwOnkKQz2HMc57DIOTxrM08G2T/Jyb/VvOyLoGVaisDi5kdWhhoicpyLJ1oquzgG6OAlK1TNaHV7T4HFpkT/ZUua7zX+XCEYZcMCImr867V2rCJgWKPCPrajl3eEguGmHKTwYXyfHeaRKQLiVJ/rXn63LRCFO+OmCFVFGbxOdRU+QZWVfLYZ7DZaqW2eSaQJE9nQPls/0WyEUjTDl7mF/2cg5qcX+E7s5+8v1BW+TikVJ+Nywgr8m7T3Z39pM2sXOfDBVN5ti6yNHJU6RXTW/XvgsaNvnv3h/LxSOlfGvgOtnJ3m239xybfq5cPFLKxSOlXDjCkI8XfCX7uoZLpVHZnYpbnpl1nZw9zCcXjTDl4wVfSZtwtBqnQzjl3d2elYtHSvntMJ9M13LavXeEV02X/+j1jlw4wpDfDquT52bf0Kz86Vq2vLzT3XLu8JBcOEKXt3V9XKpozeI63Hu8/HZYnVwwPCqv6PRH6VY8uzwzIdO0bDk06TA5Knlyi/uBDE4aLxeO0OXikVIuGmHKl/svk6OTj5KasDWEsQm7nJx6qvxyaKVcPFLKdwdukMlq6n7bX2NI0nj56ZASuWiEIW/p+lgLaQnpVdPlQPcYOcF7bIvl8qgp8oV+i+XikVK+0G9xq89IQZUX594uvx+hywXDY/LIlJObhenjGiLfG7RZLhphyj/3eEmmqhktpJcq+7tHykkpM6SC0q52uWiEKRePlPLotDP3qH6GeQ6XnwwulgtHGPL+Xm/Lbo4CKRqlqaLJAe5R8uX+y+TikVJ+PHi77OMa0nA9TctqeD8/H7Kj4VqS4pVPFsxueFce6PWu9KgpEpB9XcPk7GF+uWBEXJ6ZdV2T/GTa8uSL/ZbIxSOlfKLgW5ljy5fs8kxcSpLs7Rosp6SeJh3C1axMrcm8vZpU8es1zPN9ii7jSEyWBeY26Pg2RlaxLDAHsL6ca0NLMTDwqml41NQm8QSMOt6oeIxlgTnNdIQSk82R1bxX+TS6jONQnPR2DWqWF4HglMzL6GTvii7jvFHxKE+U3s3WyNom3WwDnR3x7Szyf4XP+Hm2L6jRy/l30U2sC//QpLcQMUN8XP0CPyaGk3n27uTZu+2XPAz2jGOC91gEgi9qXufV8oeblb9aL+elHf9kdu37CASTU09lQNKoZnGl2jJRhQ0Dg43hlc10exJJjV7O8uBcFvu/ZncrUGIyymMld7DI/2WT3kRcxphX9wnf1X2IlJI0Ww49nP1/Qi20jUdNxSFcSCSbw6tb0DdJfEY1q0MLmef7pMVyBQ0/n1S/hC51CtzDGOqZ0GJaLjWJKWmnogiFbdH1/BD4rlkYt5KMS7GWsm4Nr6HWaL7rXsCoZU1oCbPrPtiv23YKBKdlXkmmrRPFsc08VnwH26LrkY3SNND5MbSY53fcT8yMkmXrzDFpZ7YY38rgfAojluoraPpY5P+qIZ1Pq19uGPlsj26iLFaIikqWPa9BZQRgFw68mmVxURzdnBiJNH0mYTPIxvBKvqp9i6hs/57beyUQw2aIHbGdPgTr9EoiZhiQlES3NBnW+vRqTGmgCBWX2tI2lG2/NJXx0kSBBMktmJ2kazkM8xwOCMpihbxf9XQzfcOBYmXwe9aFfmjxmt+oZXtCJ2pXXHj3k7H1pJQTsQk7QdPH59WvtbrCJWj6+KLmDWIyildLZ5x3mqU7a0RhZD0RM4hNODg96yoGucfiEK69ztuWyI8s9X/b4rWoDLM5/CMGBqpQyWhDP/pTKYsV4jOqESjMyLiQUcmTcSmePYpDYjLf9ykl0S0oKByXfj524WwWblDSWHo4B2BKk29q32lR9VGll1GtW+v0p6WfwwTvdJKUA2NhkGXLS7xfsDIxGdkam8OrqYpbvgeGJU9EaUG8FEU3N9EvlscsfXXQ9FES3dpw3sS0nokQuBQPitgpEIOGj6LoZqSUTEiZztS000lR9837s1c6RF3GCDZ6kPU9RQnU6BW7hLUKLxCoiYmTplgbh2fZ8+nlHEC2PZ9kNQ2XkoRdcdLNUdDQsBpXSj259i5k2SwF8fbIxlb1aAeCH4ML25xtDBkBJBIVZb8YzGrCRl/3MADKY8WUxra1Gf7H4CLiMoZDcdHbNRin4ibcqBe4JrSE2bUfcHzG+YxKnsw/er3NAv8svq55mx8CswkYvt3OrjZmXegHom04ywibQaQ0EIgWhcu+YmtkLZ/XvMb5Ob+jn3sEf+v5Bgt9s/im7j0W+mZRp1e3q1zbIutY7P+KLo7eDEwaQ4F7aJOJRBWNKamnYRN2avQK5tV90uIHqiS6hY+rXuTKvHvo7uzHfT1eZZH/S2bXfci8uk+o1St/tqWbPVwD8KgpAPR2DebGLv9uNWyymopHTUEIgVdNw60mNxP4Pr0a2cirVCxhhRAyArv05GSD7LAmWXbaT/qMat6r/C/9k0aSruVwZ7enWRacy3d1H/Bd7QeUx4ub6S/by14JRBOzeS9MWv+Jma038F1NQt2KhyNTT2ZGxkUUuIfhUKzNvYVQrZm0+vkiITBkyw0ySfXiVq2veUlsy34dPuwpu5tU2F3v+KfiVjy4FA9CCEKGn5DhbzN8nVFF1IzgUVNI07KwCXuTbc7jMsZDxTdRGtvKCRkX0snejePTz2dq2unsiG3ny5q3mF33PmtDS9vVIKviZZhtulxrVD/70Z7YxODZ0r9SHS/n1MzL6eosYGraTCalnkhVfAff1L7LN7Xvsir4fZvejkxMPqh6jmPTzyPL1olJKSfyY3BxgzDt7OjJCM8kBIIN4eWsDi1qNZ7XKx4hYNRxetZV9HIN5MjUUzgs5Thq9Aq+q/uQr2veYXlwbhPzn/1BupaNTbEjhKDAbZnwtAdVaImPWFOBGJORXVQO1r91GW/1Hd8ViWRWzRvo6JydfT0Dk8YwNnkqIz1HcHHubSzyf80XNa+x1D8bfysmRK2xVwJRStlqQ26v55IkJZkrO/+JkzMuxaG4qNOrWB6Yy9rQUspi2/EbNYTNEP3dIzgv53et9qBUYUNNFCPahjA+ELT1cfg5UIXWMGwxMXbby5FIDGn1PGzC1uKQp1av5OnSe/mm9l0mpcxgatoZ5Dl60MXRh4tyb+X4jPP5uvZdniv7GxXx4jbTs3oH+/ej0F6Cpo9Xy//N/LpPGJ9yLNPTz6Grow+59q6cnf1rpqWfzdy6j3m27C9tmn9tifzI0sC3TPAey9S003m5/MEG/fjgpHF0cfZGYvJ59WttfjQiZoh3Kp9goX8W45KP5tiM8+ju7E+WLY/TMq9katoZLPB9zrNlf2VjeP8tLa03qzOlyYbwcjaHf2zXfZXxkhY/Hm3Ljfa3BQOdL2veYEVgLqOTpzA9/Vz6u0eSomUyLe0sJqYczw+BOTxX9leWB+a2u6N0QNYyCwST007llMzLcAgXywLf8a/i37MmuCQx9N5ZMQoKpjRa7SHEzAgxGcWJm+RdJm0ONAfarVXYDDa8dDbFiV042gyvCXuD3VrIDLQ6LDMw2BBewYbwSl4p/zcjko9gUsoMjkg9mWxbPjOzrqGLoxd/2noplXrrveQDXT+7IpFsja5ja/k63q74D4M945iUciKTU08h196VGRkX0sPZnz9sOZei2OYW4wgYdXxR8zojk48k196Nw73H82H1cyioHJN+Fioa26MbWeL/pl35KYpu4s3oJt6vepb+7pEckXoik1NPJd/Ri2lpZ9PbNZhbN5/Zpt3jTyFkBjCljhQ25tR9xOMld7b73paf77595hXxEj6ufpHPa16jp3MgR6SeyJGpJ1PgGsph3mPp6xrGHVvOYUmgZV31rhyQpXuasDEx5QScipu4jPFoyR9YndC37VqJSUoythZ1jxZ1RlVDt7ibsy9Oxb1f834oETFDlMa2IqUkXcsiVctqM3wXRy9swjJoL41tI2rubnZOEjIDzKn7iH9s/w3XbZjOd3UfIhCM9R7N4SnH77vC/MxEZZjF/q95uPhmrt94LB9VPY9EMiBpFNPTz20y67krc+o+oiS6BZuwc2TqSSQpXnq6BtLfPRKJZKF/VpvG7y0RkxGWB+fyaPEdXL/xWN6seBQDnZ7OAZyUeQnafnLaUBorJCojKCjk17ePdv79nOgyzvrwMv5bei83bDyRJ0r/SNgMkmnrxJnZ1+Fu5yTZARGICirZiYmQOr2S4uimFsNZkwLD23zYpdFtlEatyYJ8Ry8GJY3d9xk+wEisXhlYHeXWVhO0xCL/1wBk2HLp6x7eajiBYHTyUdgVB3EZY01wSYPCuz3EZIT14WU8UfpH/EZtw4TOrjPVhxpxGWNLZA2Pl95FlV6GKjT6uIe0+ZGu1SuZVfMmAEM8E+ji6MU479F41TQiZohvat7da0sInTjboxv5T+ndlMa2oQiV3s7BOJW2Z/sb6+e0PWg/m8KrqIyXIoRggHsUnR099yrfPxcmBuXxIp4r+xtrQksQQpDv6NVul3kHpLVKzAaLeLfqbdVpwUD3GI5JP6tNDx1B08dnNa9gYpKmZXFZpzvJd/RuM33bboaOBxuG1BOzcxJVaPRyDWz3vd/VfkBRdCOasHFW9vXk2VveOrbANYwTMn6FikZJbAuz6z7YJYRomGhpCy2x1BFI2CkeXMPilvCq6ThF2yMLSx9r9QrDRjBhU9E639S+Q3m8iDQtm4mpMxiVPBlVaGyNrGVZcE6b93rUlN32aFQ01Pr8mEFLrdQGlvWHleferiHt/lCFzQDvVz6DIXXyHb24IOdmUtT0Nu4QpGnZ+9XNmFNJ2q3nJ0WoDR2HmBlt96zzAdEh6lJnRXA+Y71TcSsezs25kWdK70sYDAuciouxyUdzfu7vcSoudBlv8wF+U/suk1NPYbx3GsM9k7i3x8t8WPUcS/xfE0zMrDoUF92cBYxIPoK4GePRkttbjEugoAoVBdWa9U5UqoKCS0nCIVyYGBhy95MU+woDnfXhZUTMEE7FxQU5N+M3aimNbrPMdoSKJuyEDH8zo+vS2DZeLP8n13f+O71cg7i7+7M8V/ZX1odXYMg4mrDT3z2SizrdSg9nf8JmkJd2PNhsQkRF5fSsqyhwDWO+71OWB+bhM2oanEzYhJ3uzv5cmHsLSYqXoOFnWWDOQacn3BWBwtFpMzki9UTm+T7lB/931OgV6DKGxBql5Dt6ck72DaRpWdbSx+Ac9N308LZF1rPY/w3HpZ/LpJQTybJ3RmIyq+aN3U7+HeY9jpMyL2Fe3ScsDXxLZbwsYdom0YRGrr0rM7OuJcfehbgZa9dsc2lsK2Wx7XRydOPY9HNYHVzIyuB8dBlHQUUTNgx0quM7mk1AfF7zKmO8RzHBeyzHpJ9Fui2HdyqfZEN4OXEzihAKbiWZnq4BjPBMopuzL/duu5yS2NZ2PIE9p69rKNfn/535vs9Y7P/aciJixhrehTQti5MyLqGfezimNK1lj7uYA7bGARGIJgafV7/K5NST6eMayokZFzHWezSFkfUoKOQ5upNr70p1vJwHi27k/Jzftdnrq9UreWD7b7ixy78Y753OAPcoBrhHEpdxgoYPicSjpqAJGwLBd816P5bAPDrtTLo5CnCrlrlKkuqlIOGUNcOWy2/yH6BGryBsBggbAWr1KmbVvEFxKwr2fcncuo9ZGVzA6OQpjEqezGN9ZlES24YpDVxqEqlqJs+W/ZXndvytyX0GOu9VPk2mLY9zsn/NcM9EhvQeT0WshIBRR7KWSratMwKFiAzxdNm9fFL9YrP0hRCka9kcmXoyR6aehC51KvUy/HpNwstQOhm2TigoGOi8U/kEi/3f7Pd6+akIIEVLZ7x3OuO90xNCoZw6owopJclqKln2PFS0BnOPL2ve3K2gj8own1S/yNS0MxpUB2WxQhb6ZzVZ5dFSjjxqCqOTpzA6eQoGBrV6BbV6JaY08KgpZNk7o2FDIpnr+5APq57b7Szqjth2Pqh6lotybyXL1pl7e75MWbSQkOnHobjwqmmsDi7iD1vPJ7DLSp3KeCkPbP8NaheVMd6pjPdOY5z3GCJmiLAZQBN2ktRkFFQEgiq9rMFZy/7AobgZkjSBIUkTuKzTXfj0amr0cuIyhltNJtvWOWHyI1kdWsRL5Q8e3D1EsLyh3LP1Ei7Lu4sB7lFkaDnkJOcTlzF8ejXz6z7j+R33szwwNzGr1vYwuDC6gT9uvZij02cyPe1scuxd8WppeDWrex8zI9TplVTES5jfyFNJPS4liZMzLmGo57AWh+hu1cOElOkNvyUSv17L+vCyn0Ug+owa/lp4NRd3uo2RniNJs2XR09kfA4OYGcGn11DXwhIvsAzpnym9j7XBxczMvo4ezv6k27LJtucTl1Eq4iVsCq/mzYrHWOD7vEVzCUPqzPF9TDdnX/IcPfGqaWRqOeTY8pFI4maEqngpRdHNfFT9PLOqX29i1H2wYmKyJDCbuXUf09VZQIqWQaqW2eA5KC5j1MQr2BHfzmfVr/Bx1YvtdiW1IjCftaElDPUchpSS1aGF7diGwgr3Te279HQNIEXLwKumka5lJ/ITx6dXUx4rZlbtG3xY+Vy7XOPFZYwXdzyAicHRaWeSY88nz9EdsIaUQdNHZbyk1aH39uhG7tz6K45JO4tp6ZYzl2Q1jTQtCxOTqBmmTq9mR2w7X9e+Q2W85d0y9wXboxv4tPpl+rqHkaplkaQm49UsV216ohO0Pb6Reb5PebPisRYdlbTGHu3L3M89gp7OgQSNOr6r+6hhyGgXTsZ7p5GkJrMuvIxN4VUN91gTHePQE+tTd13/6lKS6O0abEl1xUnUDFMRL2VTeBUh0xruDk4aRxdHb1YHF7Etum63hUpRM+ji7E2mrRMO4UIAITNIjV7O9uhGavUqdtVt2YWDkclHNjS89hCXMX4IfNfEX1uevQfDE0udlga+o7SNYUN/9yh6OPsTk1GW+r9tWK7VFjZhp6dzILn2rrjUJAypEzICVMZLKYptItiCt5LGJCleergseza7cBI1Q5THi9kaWdsuv4MuJYk8ew+y7HkkqV7swoEpTSJmiMp4Kdui65v1MBqTqmUxwTsNgWBdeBkbw6toTc/YzdGXAUmjkEhWBObttyEYWG24s6MHWbY8PGoqdsUB0urpVcXLKIxuaJfgaYwmbNyQ/wBnZl+HIXVu33IOs2reaNe9NmFP1HNnvGoqdsVaqRM1I9TEyymMbmhXe9kVgUKevTvdnH2tVSUIImaQGr2SktgWquJlu+39pqjpdHP2Jd2Wg1NxY0qDoOGjIl5CUXRzw3tbj104OSzlONxKEj+GFjcxEeps78kwz2GEzACL/F81rGxRURntPYoMLYdt0fX8GFzUpBesoJJr70quvQspWgZ24UQRCjEzQq1eRVF0E+Xx4lZ7463ty7xHArGDDjpoPx41hScLZtPHPYQt4TVcsf5IqvXyA52tDmhdIB5ym0wJuxNbVh56VRlmZP/vzdwWqjcdLSWDWOm2Fvec7mDfoqCQacvDtQ9sTeMyTlmscL9OjA1KGktXZx9MaTC77v1WPVF3cPBwyAlE7/hj6H7Xs2y//zqqP3mp1XBCs6E43RgBH/vL9CPrtCvJvfg21p4/isjW5k469zXC7kRoNsxQ22uS9wjNhrqf62lf4VFTuLP7fxmbPPUnx1UY3chl6ybt1bCzPbiUJI7PuAC7cFCtV/BlzVt77XCgg5+PQ04gxoq34pv3CZGtbesSUyefQvKoKRQ9eCNmpLmX7X2C4GfdxSzr9KvQklMpeepPYOwbbyepk04kZfw0tv/zBszwfqqnfYQhDYqjW9iordp94N1QFi9sWLe9r7ELB9PTz2FSygmAaHB40cHBzyEnEMMbV7DljnN3E0rgHXs0qicFfinbLgqFlAnTiWzZl2tWBd6xU1FTMkAc/CtKQmaAx0v+0LDe+qegy/gee0JpjVQtk2MTy/k0YaO3ezATvMfiVpLZHPmR18of/tlsVjv4aexbgSgUUiaegLDZqP3qbWg0YePo3o/kEZOo/fZ99KoybNn5eIYdjn/RVygOJ+6Bo1E9qeg1FQRXzkevaWRIqSh4hk/C2X3n5kq+BV8QK25q7qK4PLj7j8TZrQDPqMmY/joyT7oEM26ZkYQ3riK4fG7TCkjNJGnQOLT0bMxIiND6ZUQL14PZdHZKcbpJGjwee25XjKCP4Mr5Tcq3VygqroIhOLv1Q3V5MCNBYmWFhDaswAxas8WqNx133+E4e/TD3W8EqBpZp16ONA2QEFw5n/CGnXtGKEle3H2HYc/tirA7MXzVhNYvI1a8pSG/ijMJ94CROLsWkDz6KMxwkMyTLsaMWfUU2bSawLKmqynUlAw8g8ehpedgRsOE1/1ApIV6EjYH7n7DcXTpg2J3YIQCRIs3E960CvkTdb4Ss90Gtj8nHjWVUzOvoKuzD7BzQ7DC6Ab+uf2GxEx6B4cC+1QgClUl57zforqTqf3mvSbDOs/QCXS9+VEim38kUFWGs0d/Ol/3V6o/eh7PiCPQ0jJRbE4UVxLhTavY9udLiZVsTUSs4OozmLQpp2PP6YI9rzubb5nZTCA68rqTd8XdaCmZ2LPykKlZZJ1+JTLx0lZ/8mIjgShIGjSWvKv/jL1TN5ASoShIPc6Olx6k6oNnkLql81GTU+l8/d9JOexYzFgUGYsQr9pBrKxth6tt1pXDSc65vyXjhAuod+UjFAUpJRVvPkb5K/8C08TdbwSdLv0DWloWqicFd8FQbJm59TtDsCMWbRCIWlo23e54AmeP/lacAhSbAyPkp+hfv8c37xMA7J26knfFH9FSMrBn5yONOFmnNaqnz15pJBAF7oGj6Hz1vdjzejSqJ53yV/9N5btPNdST4vbQ+ap78R5+HEgTEAhFRRo6pU/+kepPX+Gn6Cld7gwczhTqarYh2+k77+cgaPj43v8FfqMWh+LCp1ezLPAds2reZHNkNQe7braDRuzJJlO7O4RmkwVPfCP7v7hEojbdpCjjpIvliO916Rl2uARk8tij5dAvK+Wwr2tk7oW3SHvnntLeqZvMvfAWOWJ+VOZdc2+LaaRMPEGOWBCTqUed3nI+VE3asvJk/xcWy55/e1OqnlQrL6omETs3xtHSsmS/FxbLgse/kp7hk6QtK0+6CobJHve9Kod8ViqTR0+xwiqqzD73Bjn0q2qZd+1fpD2vu7R36i5zL7hFDv2yUg6fE5TO7v32qJ4A6R4wWg7+qFB2vf0J6ehaILW0LOnsNVCmHT1TuvoM3RlWCImqSUd+Lzn44+2yy+8eksLubFSmnZvrCIdLph//K5ky8QRpz+shtYxcmTLpRDnw7fWyz/99LlVPStN6yuwk+z23UPb6xztSTU5rsZ7UlAzZ77nvZcGT30rPiCOseuozRPb480tyyOc7ZPLYqY2ezQw55LMymXf1n6U9r7vU0rOlq2CYTJt2tnTk99rjOtr1mHL8P+XVtxVJjzfvJ8d1cBxCCrH7DaIOhkMI9YDnYV8ercm8A6tDFAr+xV9T8cajGIkhYtVHz5N2zFm4+49CaLaG3kcDcjdxGjrS0K1g0kQaeosTECmTTsSR35NNN55C4IfZAMQrSih/+UE8wyeSMulEAj98h+J0k3bUGUSLN7Hj+b9j+GoA2PHyg3jHH0PSoL3zriNsNoRmQ6/eQWzHdmQ0jF5TQWTTLisZpGwok/UoWy+TjIap/vgFGg/l6+Z+TMrhx+MZdjhaWjZGoK5JPVHfGFqrp4kn4OjSh803n0Fg6bcN9bTj5X/hGT6R1CNOIrB0NjIeQ3E4QUC8opR4eTFSj6NXlxNev2yv6mhXSrYvQFFtxKL7cJb9ANJ7wIn06nscn7979UHV492V1IxeHH3iw3zwyrlEIjUHOjv7lQMrEE2T4NqlGMGdDdyMRtDrKlHsDoTN3lwg7iOSBo9DsTnodPFtGGde13BecXtQPSk48rojNBvC7sTVoz+1377fIAwBZDxKaN0Pey0QI1vXEVg2h8yTL8WR34vqz18l8MMcjEBtM71c+xGonhQ8Qw/HPWAktvQcFKcb98AxCFVFaHv+uJMGjUWxO8i98GayTr+q4bziTkJNTsPeqTtCsyPjMQIr5hHZto7cC2/GVTCUmi9eJ7h6oWUm9FP1rcDaFa+zdsXrPzmegwEhVLp0PxyPN+9AZ2W3pGX0IbfzKMQhMPH2U/kZBaJo5vVamkaix9L4ZZGWQFCtPVX2S05UDS05FTMewwgHmpjlmJEgtV+9RXjDCqRpWILZ6Ub3Nd+61PDX7nUejLoqtt13BZknXkzalNPo8eeXiRZuoPLdJ6n64Lm9MhVy9uhP19sex9GpO4GV84mVbiNeUYKjcy+0jPYvSWwgUU9Sj2OEWqinr98mvHGV1bsE4uXFbLn9XDJPvpTUyaeQPv1swhtWUPHaI9R89TYyvtO/omZzk5M3jLTMPthsbqIRHztKfqCqfA2N24OmOenZ9zg8KZbg0OMRfvzhJXS9ufPatMw+dOoyhg2r38PhTCG/+2E4nKmEQ1UUbZ1DKGDZHPYomI5hxCgrWkxe13GkpHUnEq6haOscgv7mHr4dzlQ6dx1HcmpXdD1CeelyKstWNtksCaHQpcckbDYXm9d9SlbuYHLyhqFqDupqtlK0dS56PISi2uncdRwZ2f3pUTAdIQQjJlxj6W8FFG2ZQ3npsj1/VoAQClm5g8nqNBSb5sJXW0hx4TyikZ37mqRnFtC11xRKCudTXrq8SRn7DTkDX20hW9Zba/0zcweRmd2f/kPPwu7wMGTMpcRjQRDgr93Ohh/fb3hWScm5dOt9FNs2fIlhxMjvfjhJ3k7EInWUbP+euuotTfKanNKFvK7jcLkziIRrKCmcj6+2sOF6p/zR2J1e6qq30qXnJGoqN1C6fSG5+aPJyOpLadFiKspW0rituNyZdO4+AU9yJ+LRIKXFi6mu2DP74H0vECUtmnCo7uSWA7e5ydD+QZoGZiSEGfRR+p+7iWxrYac+aSL1uHXEYyju5v7phOOnmX8YddXsePGfVH/yMu7+I8g6/SryrrwH4XBZkyrGng2jcs69AXfBULbcfg7+Jd9ihgMgFLSMXLwZR+95BhP1ZAR9lD55T8smP4l6qideXkTpU3+i6v2nSRoygewzriH/tw+CUKj+7OVET1Ew5fh/0LXnZKQ0kFJis7sx9Bhzv/wja5a/Rn1DF4pGVu4g8rqOIyt3CKpmZ+OP77UoEHM7j+SI6X/FNOIMGXUJHm8nVM2Botj48LXzGwTikFEX4XClEfCVkJUzEFVzYHckE/CV8Nk7VyZeNIuMrP4cNeNBUtJ7YOiWqyshVJYvfIIfFjzekA9FKPQfPJOMnP64k7IYPu4q7I5kVM1B0F/GOy+cih4P4XSmMuqw35CUnIs3tStSmgwcdi7164fDwcq9EoiazcWI8dcyZNTFSEyQElVzUFW+llnvX09djSWQDCPOgGFn02/ITD56/Vf464pQVTtjJv6WoWMu5+M3LwIkimpj4LBz6NRlLOlZBSiqjX5DzsA0rY9f6fZFbFjzQUPPPzWtB5OO+TNzFBu9+88gLaM3quZAVe3M+eLORgJR0KvfcUw46k4cDi9SGiiKjVjMz3ef/4HN66yJvx4F0+neZyqhYAVZuZbHqRWLnqLPgJPxJHciFvXz+jPHEvBZbuo6dRnDkcf+jaTkTkhTRygaphFn0XcPsGrpC+1WSexTgSilxIyGsed2QWhaQ8+hfpZ4v26d1hjTErRCs7VshygloXU/kDb1DBxdehPe2PomPWY0QrRoE67u/RAOFzKaeBGFwNVzwE/PqzSJV5ZQ910JwZUL6PXg+6RMOJaq95/BaNQrtWaApTWMF6K5KlXTcPYeTLRoE4GVCyxhCKgeL/a8bq0kbSKliVC1lg3MpSS0bhnp087G2a2g/bpA0yBWVkisrJDA8rn0feIbvIcfR81XbyFjEUCydsXrbFzzATtKlhGPBcnI7s9xpz/N6MN/y/rV72LolglQPBZg7pf3ADDl+AcYOOL8NpN2uzMYddhvWLH4v2zb+CWmNElN79lMyHTteQQrFj3Nuy/NJByqokuPSRx90iNMmHIHH79xEfF4CKcrjSOO/Qseb2dmvX89xdvm43B6GTLqEsYdeQv+uiLWrmzqrCEnbzjRgXXMmXU3FWUrsdmSSErOIRS0zIVCwXLeefFUXEmZnHzum8RjAd567qSfrEPs1e8Exh7xe5bMfYhVS58nFvXTtdcUJh/3dyYcdQez3r+eeCxIXc0WZn/+B04+93VGTrie2Z/dTo+CaQwedRFL5j3E1o1fJh5hnG8/vRWAI6b/heHjruL1p6YRDrfsUQnAZvcwduLvWLn0WWZ/eiuxWICU1G7UVu+0BklJ78GUEx6konQFn876I766QlLSezLl+H9w5LF/p6JsJf46a3uFrE5D+Oyty/nuszs485LPGT7uaqvuXOmcdO7ridHAO7jcmUw+7n6EUPj4jYuoKl9Dkiebw6bexRHT/0JZyQ9UNOoNt8W+VQqYJqF1P6ClZZNx3PloadloqZmkTT2D5JGTfzZ5aIR86LVVOHsNwtVrEEqSFzUlAyVpZy+15ss3iRZvodNld5I89mhsWXloGTk4u/UjecxR2Dt1T8Tlp/bb93B270/myZda5i+pmaQddQbu/qP2Oo+OLn2sdHK7onpSUL1pOHsORPWkoNdVNdOdGr5qjEAd7oFjcOT3QknyoqVmojiTrAC6TryiBFt2Ps7u/RB2B1paFhnH/wrPsMNbnIwyQwH0ukpcPQfi7D24UT3t9GBe+/XbRIs2kXvJHXjHHYMtq3OinvqSPPooyxQHrA9E32F4hk3Elp3fkD93nyEIu9OyKzV3vvSFm79h87pPCPpLiUV9lG5fyNaNX5Ca0RNV2XtfeopqZ/P6T1i5+Bnqarbiry1k++ZvrKFeI/R4mMVzHqSuZguxqI8t6z9l/aq36dRlDOlZlr1rRnZ/uvWeyrKFT7Bl/efEoj78dUUsnPMAdbWFDB17OWKXvcKlNPnh+8fYsv4zAr4Saqo2ULS1bQ/ZPxUhFIaMvoS66i0snvMvfLWFRMI1bFj9DoWbvqZ776Ob6CpLts1j/lf30X/omYyccB2Tpt1LSeH3LJn7EKax92vyFUWjrGQpS+Y+THXlegK+EooL5xMM7Fwe2XfQadhsbhZ+9wAVO1YSjdRRXvIDyxc+RbI3j649JzeEDdSVUFa8lOrKDVRXbaC6Yi0VZSuprtxAKFBOcqJM3XpNIS2jD4vnPkRJ4XyikVqqK9ezZN7DqDYnfQac2O4y7NshszSp+fxVvOOOJu/KP5Ex4yKkHkN1J1P33YdknXH1XkXr7DmQrJnXoCZ5ceT3AlUl91c3kTbl/9k76zg7qrOPf0euy7prVrJxF0ISIAR3Lw5F6rRUKNJCCxRokZa3RimFFpfiFggQJMTdZd1drtvI+8fd3GSzdzcbI4Huj88H2Dsz5zxz5swz5zzyey5A9broXPA8vj0CifVwiM53/0P+LX+l4K4nUTpbQBDoXPAcnW8+CUTtXfUP/5jcHz9E4Z1PEulsRtc0JIsNJIn6h35MuLkGVIWON57ANm4GWdfdQfIp30JXFESTGdcXb5Ny5tUHdE/W0VPJ/cmDRLpa0fzRra0hNQtUhfZXH+uXr6wFfHS8/W+yrvsVIx54GdXVCYJA63OP4Fr8LkBMzsI7/0WoqSbq9RUluj98CfvEOf1k0CMhOt95mvzb/k7hnf8i0tEMgkDXhy/S8fo/o+PU0Uz9wz8h9ycPUdB7zq5xEiSZ+kduJtxUDYKAc+YppF30fZTuNrSAD0E2YEjPIdJaT+c7/+mj5M3WZHLyjyUnfxZWezqywUxG9mQEQUIQD+473ViztK99Lw687iaCwZ7d46spdLZvx2hyYLFFi3Elp41Ckgy0NKxizy+KEgnS1ryeEaWnYjQ5CO3RTjjkobVx3UHJv78wGO2kpJUhSSbOvuzFPveemj4Gmz0Dg8EW+03TFDaufoqcgmOZe8o9uLprWPLJPYTDB89f2VS3HHUApSqKMqnpYzCZEzjulN/16c9mT8dgtOFw5sR+C4e9qGq0VG0k7CccdEe36LqOpimIogFBEElOG4nZmsS02T9m7OQrY9ebTA5kyUxCYuGQ5T/kNsRA+UaqbrmQhOPOwZieg+Luxr3sAyIdzWjhIOH26J4/3FxL+2v/wL9jfZ/rtVCQ7k9eQ5DkPRhkdPSgHyXoR+lsxbdxae/87J2kcSZ/9yevEW6pxzFtHpLNgeLuwr91ze4TdB3Pyk8ov+k0nLNOwVxQhiDJRDqa8W1egW/b7nMjbQ1U/+oKEueehamgDNXdRc8X74Cmonh64jpc9gXXkvfQAl4sJeOR7InomkqooRLPio8It9THvab9lb8RKN+IfdIcRKOJSHc7werdRmP38g+p/Ok5OGedhmS1E2qpw7X4HUSzlWDtThRX/+1Oz2dvEGlrwDH9RCSbE8XdjW/rHgXUdR3P6k8pv+n03eMkG6LjtGUlvq2ro+dpGh1vPUmosQrziFFIVid6JESwZgfu5QtRunfTXjkT8zn1gsdJTR9DTfnHuLqrCYXcWGxp2Pd4IQ4Ukci+HVKapvbzfKtqCEGQEMXoa2EwWEAHRdmLMFfXUSIBRFFClk2E+hzS4to3DyeidlKZYKAbt6u+z/vgcdWj6zoBf99nr0T8uLqrkQ1WAv4u/N5DQ0sWifgZKDZOEGUkgxklEsDjbugTPuVx1dPcuIbWPUwbuqaym55QR9PV3pb1Xl8FgIBssKCpETyuRgL+3ZyVHqCjbSvN9SuHLP9h8TKHW+pof+Wv/X5v/PMvY/8fqttJ8+O/7XeOHgrQ8frjfX4LVm2l4dFf7J8QqoJv49Ko8hwESncbXe/3p8zv15y7i873nun3e9Pf7tg/uXqh+Ty4Fr8bW90NBXokhGflx3hWfjxAoxr+7Wvxb+9PJND2wp/iX6Oq+DYtx7dp+aB9Kz3tg7ILQdRz3vPJq4OeAwJl4y8iM2cqn7xzMzs2v4aqhACBpJRSsvO+mqqJFmsKkty32JjNnomqBGMvqqunDtBJSCygrWn97jsQRZyJ+YSCrj6rzAODELUJH0RUUjjoJhjswdNTz6fv/bx3PPuir0dcoGT0OYyeeBmbVj9FYenJTJ/7U75YeOfgW+YhmbwGvhFVDeP3thEKuVn5xcN0tPZnDx+MnzVub7qKz9NCJOxn46p/UVu56KDa/NqROxyNEK120i7+IcaMvH2eqwV9dLz1FKHafTN/fxMhCCIWWyqqEqK7szKmDG2ODHILZn9lcljtaWTnz2Ln5tfQdR2LNYX8ohPwuBtjHtmOlk30dNcwcuz51FYuIhzygiCQmj6GrLyZbN/4MuoB8mDqmoqiBDGa7BhNToKBaIG1fWce9Ieqhqna/j7jp11HZu50GmuWRJ1lghBb8UZXubs8wkXMPeVeWhvX8On7tzB+6rXMOP6XNNWtYOeWN/rJEAn7EAQJmyOTgH/P3dB+yqpr1JQvZNyUqykqO4PO9u29XmsBQRCRJAOqEtpvpdhYuwxVDVE67gIa65ahRALo6NGCcZIRTYvEvOP7wrBCPBQQRCRHInJS6j5P1fxmRPnwFeA52qHrKs11K5g04zscc8Kt7Nj0KkaTk5Fjz0NR+9dycSTkkpRSimwwk5hcjCSZKCw9Bb+vjVDARVvLhrgron0h4O/kmBNuIz1rIh5XPYUlJ5FTMIvPFtyGxxU167h76lj+6f0cd+p9nH7RU9RWfIzFmsLoiZfR3VHOumWPcSAKDCAU8tBUu4xpc27m+NMeoLlhJQaDjYbaJbQ2rtl3A32gs275P0jLnMDZlzxLxfZ36OmqwmhykpY5Dq+rkU8X3IqqBDFbkph7yr2IosTihXcRDHSzYdWTpOdM4bhT76O7s7xP2BFAY11U4Zx45h8p3/om6BAIdB5QkHxNxcdsWv1vps/5KZk5U2lpXAOCQHJKKc6kfN558fKYR36oaG1ay+olf2bmcbeQmFRIQ82XqGqEhKRCMnKm8P4r19DVESe0Lg6GFeIhgOZz0/TX24+0GF8bVO/8kC8+/BXjplzNnJPvxuNqYMu653B313HC6b/vs0IoLD2ZabNvRpZNSLKJULCHOSf/FlUJ4+qq5oM3voPXHa1pEwn78bjqh6Qg3d11rFz8CKMnfotREy7B52lm0Xu/YOv659ml5HRdY+v6FwkGehg/9RpmzP054bCX6vIP2bDin/1esmCgG6+7eUgrHF1TWLf870iyiaKy0yksOQmvt5nO/Qwk3gVXdzUfvvE9xk6+kqKy0ykqO51IyEd762Yqtr3buxUWKCo7ndSMsSxddB+d7dG40nDIzbJF93HmJf9hwvTr+WzBbbGwJ4g6qRa9+3MmzLieGXN/QTjsYfumvqYRVQ3jdTcSCQ/OaKQqIb78+Le0Nq1l9MTLmDD9OtChp7OS8s1vxoLIwyE3fl8beu/Kzu/riDlVNF3F522JmTZ0XWPdsr/T3bGTsVOuZuzkKxElI+7uWqq2vYfXM/SCV8M1VYZxhBDdJu3aJe6KwxMEqW9MXu+2Ly50fa/4vV52nX1sj869/GWS0kby8r9OIeiPeuv3lCGutIK4x3nRmNC45yDsZ0zh3uMQv+0DbQ/0fhk1giDE4lr7yh8d54HkFwRpt5y9wd99jotS3HYHlHTXmEY77f2Q6LsOIiDuMS/E3tO0mCzxxmrXM9jXeH5jaqoMoy8y7SV0BRoJqwfm2RQQybAX0elvILKPAuq7rxHIsBVjNybR7q/DFToQGv5eZbbXXO33Muo6+pCZrfV9KsNdEHrfGF3XhvT+DuW8fYX6DHBVv3EQRJmUtFEYTfGyu/pCUYK0Ne0Z5hN/XHcf1gZ04OxLkQ/aLlG76P5g0DHVdfQ9SHX3HtuBZI2dd4DflGGF+DWGgMglo3/DGzv+QL37wEhITbKVi0bfxatb76HFVzGkazLtJVw69l7qXJvZ1PbJASlEs2wnrAYGrAP8vwyj0c7xpz9AVu6MfZ7r6qri2b8fy8GtKoexC8MK8WsOfY9/f1UoTJxMvXsLb+x44ABXRQJnl/6MRTVP0RloOOTyfd0RCrp4+4XLYvGQgyG6UhpWhocKwwrxkELg3LJfElK85CWMo7ZnA4tqnkLTVSZknMzUzLMIqT6+rHsRUZRItxZS3rWS00t+xAeVf6c4aSptvmoULcyc/Msxy3bWt3zIxtaFCILIeWW30ejZzti0E9jRsYQv619EFo3Myr2Y0803Ud2znk+rn0JDZWLGKUzJPJOg6mVJ3YvUuDZiMyQyf8QNZNqKaPBs47Oap3fX+hAgyZzF/BE38EXdc7T5quPe3+nFP2JGznmYZTtOUxofVz1BvXsLY9KOZ0b2eYS1AMsbXqWqew1J5mzmF91IojmDNl81H1Y+hoDAeWW3cmzeJeQ4x9Dk2c6Cir9SlnIsOjprmt8h017KjOxzeXvnw4xKmUOmo4QUSy52QxIfVT1Os7eCsWknMD3nXMJKgGWN/6Wqey1Wg5OTRtxIhq0YT7iTBRV/ibt6Xbrod8gGK6GAK849Hg3QiRyCrJFh7D+++QRnXzHGpZ2Ajs7bOx6mJHkmY9KOJ885luPzr+bDyr+zoXUhF4y+A4vsJD9hPAUJE0i15lPgHE9+wnhMko0zS29mU9snfFjxd04ouJpc5xhERCZlnoZRsvDG9vvZ0v4pAHZjEq5QO2/teIiRyTMZnXYc+c5xHJd/JR9W/o1NrZ9wwehfYTU4mT/iBiRB5o0df8BmTOaEwmsB0HSVZEsO54+6nR2dy2j31QxwdzofVT/O4roXWNn0Fs9u/CX17i1kOUo5ruAqFlb9g/UtH3DuyF9ikZ0EFA9rm9/jje0PkG4bwajU2QQUN2/seIAG9zZe3nIXr29/AE+4kxRrLimWXAAssoNcZ5Q4I8GUzty8y1nV9BbvVfwf3cFmsh0jmZt/BQsrH2ND60LOG3krFtlOcdJ08pxjeWPHAyxvfBV/JL7Ca2/ZRHP9CjRtuCzoMPriqF4hygkpWLKL0SJhAg07j3hh+qHAG+5mZ+dyWn2VVPesJdcxGrPsoMVXQaNnO52BBk4u+i6qFsFuTCHLMZKtHV+Q5SjFYUwhoHgYk3Y8FtmJooWxGRIxSGYAPKEOtrZ/FttmCoh4wl3s7Fza2986cp2j6Q4k0Owtp9Gzg65AEycVfYckczYFCRN4e+dDtPtrWNf8PqcW/wBJNCIgcM7IWyjvWs6W9s9iVFTxoGhhVD2CpkViTph0ayGlSTO4YNQdiIKExeBAFCUSzVlMzz4Xs2wj1zGGHcZo1lBEDaLrKhE1iKL1D5GJOjx2OwEru1dT79oS9WwC6bYRlCTP4IJRv9rdnyBT69qAL3IW54z8BRvbPqbBfSgrFA7jfwFHrUKU7YmM+M7vSZ9/KWooQP2z99P0xl93U4odpTBIJiyyA1GQsMoJdIeaCSt+LLITWTRglCyISHT465AEmQRTGhtaFzIl8wxEQcYdaqfVW8XLW+6iK9iEiEhQ9SELMpquoGh9MyMMohHzrv4MCXQGGgmpASwGJ5IoY5Qt0TYUD2E1gMOYgihIUeUbcaFpCrJkZEXja4xJO57ipKmUd63Yr3tWtDDVPWv594afomphBAT8ioeLR/+Gqp61LGv4LxePvit2vo6OLoAkyggI6OgoWhiL7EBAxGFKxSjt5prc24O+q7//bPgpqhaJ9ScKIi9svp1853jOGvlTvKEutnceXqaZYXyzcNQqRHN2EcnHnIFksSNZ7KTOu5iWBf9G9R2tdp8ojKKZ2XnfYkza8WQ7yvhi87OEFB+TMk/l/FF3YJKtVHSvpCfUQquvkiz7SJq95SSYM6hxbcAdamd96wecWvwDOgMNKFqYJfUvEoi44/YnCjIzc85nbNoJZDtG8nntM4RUPxMzTuaCUXdglu2Ud63AFWpjcd3zzCu8lpEpx5JlL+XDyr+jo6FqCts6FlPRtZJzy35JIOKhwbN1yPdc3bOOScHTOGfkz/FFevCGuvi87llafVWUJM/AYUwm21FGXa8nXNNVWr1VnFr8A8q7VrKu5X0qu9dwftltnFtmIs2ajzhQ7CFQ1b2WiRmncs7IX+CL9OAJdfJF3bOUJs1gbPo8wmoQRYvgDe8/6cYw/rdx1AZm24onMvaBtzFn5KPrOj1rF7H11+ej+g++wJBsT8SQlI7icxPpGnoU+74hcNP0Z/iy/gX8ERfdgWba/FHnhN2YQpa9FFUL0+TZQVD1kWjOxCI7aPVVkWkrwRfpwRVqxSCayXaMxCI78IQ7afFWoukqOc7RtHjL+6wSs+ylURJUcwbdgSba/DUAOHr7i/T2F1J9CIhk2ktwmlJxhdpp9VYiCAKZ9lI6fDWEtRBZ9lLCqh+DaO6XzO8Ld+MJd5JgykAWjXQGdrPyWA0JZNlHIosGugJNdPhrMcl2cp2j0TQFT7iLkOrDHYqmZTmNaWTaSwgoHpo8O9B0lSzHSBzGZHqCLYiCRLO3HIcxFZNso8Pft+Sr1ZBAtn0komigu7c/qyGRLEcpkmDAFWql1Vs56Pb/aIIgyZjS8xAkmWBzDbo6bN88nBgoMPuoVYiixU7BtXeReeYNKK5Oqp+4nY7PX49L9bV/ECi8/l7yrrydtoXPsvPBGw/h5IsqxLd2PEide2AW7qMdyb3e4b014o6OL9nU9snXRsl8nWArnsC437+LnJDKmmvHE2yqPNIifaPxtctU0QJeav/9W5pe+wu6EiHi6jgEyjD6JU6cMi9KQhqPNv8gUe/eQlD5eodMdAWb+O/We+IcGVaEhwv20ikYElLj1iMaxleHo1YhAmhBP6FD7Fk2Z4/AnF10SNvcDZ03d/z+MLX9VWNY+X1VEGQjjtHTEY1mtMiBU/gP4+DxP/c5co6dhbRHzZBhDONIQzLbSJgw97DsWIaxfziqV4iHGoLBhGP0TETjwZUPPdIQDCZkRxKSOVrXRNdU9EgIxedG9bv7sZDsDySrE8nmRDJZQBBjJVsVbw9a6OBW66LRjGRLQDJbEaRoRcSo7GHUkB/V70Y/SldIgiQj2RORzDZEgzG6tdU1NCWCFgqgBjwHHCdrzh6BOafkEEu8BwQR2RZ9rqLBHB13NYIa8KF4uvco1XGIupPk6Py0OKKVL3UdLRJCDXhRfa79Dp0TZGNve7bovNF1NCWE6nOj+FzROu6HCEeFQjQkppFx6jXIzuQBz3FvXkrXigV9KrftE4KIbE/EkluCJX8UtsKxJM86M1Zy0146mcIb7u2lLOoPxd1J68LniHT3T/8SZAPZF9wUtfvskm/ZvssByPYkMs+6AdmRBLpGz7rP6FnTvySAObuYzDOvB8CzfRWdi98AUcQ+ciqZp12Dc+yxmLMKkSx2tEiISE87vuotdK1YQPsnL6F49i/kRHYkk3Lc+aTMOgtb0TiMKdmIBiNq0E+orR7vzjV0fvkWXcvfRwsPjRVnF0SzjaQZp5Ay62xsxRMwZ+QjWRwgSWihAIqni1BbPb7qLXi2r6R71cJY7Z0jDlHEOXYWKXPOwzlmJuasEcj2JESDEU0Jo/hchNsbCTSU49m+ip61n+Kr2jSIvVtAMBgxZeRjzSvDml9G4pQTEQ3RcgaCJJF76c9RPD0DXK/Ts/pjetZ9OiTxTel5pM2/jMQp87AWjMGYmIYgySh+D8GmKtxbl9H28Yt4tq+CoSoqQSD7vB9iTM1G8blofe8pIq5o9IAlt5SM079N4uR5WHJLkGwJoKlEXB0EGivwbF9N89uPE2wcApGIKOEcM5O0E7+Fc+wszFlFyDYnuqYScXXir92Ga/1ntH70PKGWmqHJvq9bOxq8zNaC0Yz9/TtYsosHPKfx1T9T9dgv+pXnHAiyPZHSXzyOc+wsRLMN0WSOfR3j1iCOg0BjBVt+dR7+6v61H0STlalPrceSWxqV77U/U/nnm9mX7c2UWcjERxdhzhqBrqnUPXsftU/9pt95iVPnM+GPUUXZvXYRW249i6xzvkPuZb/EmJwZtzKdruvokRA9Gz6n6q8/w18zhFhCUSRh3GwKb7wfe9lURKM57vjouo4W8NK1fAE1T91FoH5oJRAs+WUUffcPJE6Zj2ixDTr2uq6jhYP4a7ex7bffGtpLcxghJ6SSf/mtZJx2DbIzZdBqgLquo6sRIl2tVPz5x3QufjPueemnXEX+lbcjO1Oic9JoGbgu9gD91D71G+qeuXfQ8wTZSNq8S8i78nYsuaWIkhx3S65rGhFXB60L/kP9Sw+huDritLYXRJHJj6/CMXIKis/FhpuOx1e1idTjzqfw+nux5JYiSPHXWmrAy/ofzsZXuXHQLgyJaeRe9ksyTr0KQ0LagGOvKRGCzdXUPX0P7Z/+d8ir3aPay6yFgwQaKhCNlugLKYoIkoxosiCIAwfoDgZBNmLJHRldiQFoGlo4EFWKUrRNTYmgRwZmV9ZCgUO6HD9QWHNLyTzrevKv/Q2yPREtFCDS006orR5dUzGl5WJMyUI0RccvadopFH3/IbbdfVl0Cz0gBBImnUDZLU9gyorWV9bDQcKebkItNWjhIHJCamxFJ1rspJ5wEcaUTLbde/k+V3GGxHRKf/YYCROP792mKSh+D6G2OiKuTgRRxJCUjjEpMya7aDQTaq0j0n1oqsAdKARJJv+K28i+8CZE2YiuaSg+N+HOZsJdzeiqimxPxJSeG91GG80IkgFd1/BVDFwU3ZSWizE1J/aC65FQdI4ZjL3FpvTovBskomJfL70gG8g449uMuPE+DM6U2JY14u4k1FqPFglhTMnEmJyFZLFjTEon55KfYkhMo+qxW1DcAxej3xuSxYHsSCRp6kkU/ehPmNJy0Xu3x1o4iK5EEM1WRIMZ0WQm0FBBsDkecchuyAmpjLjxfjJOvzZqElKj1S1DHQ1EutsQjWZMGQUYElIQDCYsuaUU3/R/CJKB1oXP7t8ucu++D/jKQ4hgcw1bbj8HQZQQLTYMjiQsuaWM+P5D2ArHHFCbireH8j9+H9Fsjf0m25wUXncPtqLxALjWfUb9yw8PaNPQQn6CrXUH1P+hhDE1mxHfexDRYMS9ZRkNLzxIz4bPYzYr0WAkacZpFFx7F9YR4xAEgYTJ80idez6tHz49YLvWglGU3PRoTBn6qzdT/+JDdK1Y0GuLjFaYs+SUkn3+D8g47VpEkxnn+NkUXn8vlX/+yaCB8umnXEnChOMQRBE16KfhlT/SuuDfhNobd9s5BQFDQgqOUdNJmHQ8jlEzaP/05X0o8sMP57jZpJ9yZVQZqgodi9+k/oXf46/Ztnu+CAKS2YqteALOCXNJmnQC3or1BAfZvrV98iLurcv7rNZSZp1JzkU/AUFCVyOUP/xdQp1NA7YRbKoaVPakaScz4sb7kR1J0RKkddupf+lhupa+E7W56dGtub10Mtnn/YDUEy5GNBjJOO1qIq4Oav716yGvtARRJHHyPFKPuxBjckZ0C/vBM7g2fkG4swV0DcmWgK1kIklTTiTUVh9V+ANBFMm79BdRZShKKH4PrR/8h+a3/0mwsSJq3hJAMttJnXseuZfegiW/DNmZzIjv3I+/bhuerfuXeronjgqFCDq6EkYHtHAAxdURNcAexEuhK2E8W/uW1pSdKSjentjf4a5mXGs/PeqzAgRRQjSacW34gvKHbiTQUN7nuKqE6fj8NRRvN6N/+woGZzKi0UzyMafT/vmraMH+dYoF2UDOxTdj7f3g+Ks3s+MP1+HdvoY9t/064KveRNU/bkVTFbLP/R6CJJN2wsW0L3qZ7pUfxpfZYCJxyonQuxLqXPoODS/8ATXQP0Yz3NFE55dv0bnsPYyJaSjeI5yeKQg4Rk/HkBAtWO+v3UbNv35FoL5/oSIlEsK1/nNc6z+n5a1/RF/YQcxQoZaafvYuS07J7ms0HfeWZQccmG1ITCPv8luRHUkIgkCgsYIdD1yLZ/vqPqtOXYnavf01W1H9nqi9WpLJOP0aetYuonvlB0PuM/uCm5Asdprf+gf1z/+ecGdzn+NaOEjPqoX0rPkEQZYHdaokjJ8bWxlq4RD1zz1A46uP9lOiSqSLlgX/IdBYwei7/4sxKR1DciY5F/6EnVU3HLCD638u7ObrCi3oo+7pe/opw93QcW9dTs+aj9F1HUEQsBSMxjCAo8qSP4rU4y6MmiR0jfqXHsa7fTUD2UBVv5vGV/5EuCvqYBLNNjJOv3ZAeSWzFdmeELON+au3oO7LS60qhDubD9qbfbAQRAlDUnpsWxvubI6uaveBiKtjv51ZhxpJ007BXjYNQRDQwkEaXnok6jAZYAuueHuof+EP+HrtzYaENLLOugHBaB5yn7IjCdeGz6n992/7KcM+0FT08MAmKtFkIeO0azAkpqPrOq6Ni2l+958Dryh1DfeWZbR98mKMqDhxyrzYR/5AMKwQvyZwbV6Kd2f/AvR7Qgv4osbqXhuKITEN0WSNc6ZA6pzzkO0JAATqd+Iagtcy2FqDtzxav0MQhGh2RWJafFnCIbRgIFaBzjFmJrL16xH/qesaqtcdk92UWRhznh3NEIxmUmafjWiKhpUF6ndGV3r7CMMKttTSueQtIPohTZw6H3NmwZD7Vf0emt/6B4qn+2DEx5icSfKM06K2VCVC55dvobgGt2fqSgTX+s9R/V4EQcCQlI69ZNIByzCsEL8G0DUN7/ZVKL59mxAirk50NaoQJZM1Gge2FySrHUfZ1JjDyle1mchQVja6TqBh97ZRtiVgzoqf9aOF/Hi2r4y9jEnTTqLwxvuw5I6MK9NRBU3DW7EuxqxkySmm6AcP4xx37AAfmKMDktGMY+ysmHPGV7OVYFv9vi9Ep3vlwpgDUTRbcY6bPeR+Iz1tuDYvPUCpd8M6YhyG5IyoREoY97ah2QJD7Q2ovWYhQRCxFU044CD3o8SGOIzBoEVCBBorhpTLrauRmBISJCluOIfsSIqmL/YeM6ZkknXWd/ZZNU0QBKwFu7cjgsG424sfB60LniZt3iVYckoQZCNZ53yPlDnn0f7pK3QufhPPtpVo4QOrFni4EY0PXUTKcecjiBKJU07EMXoG3cvfp/2z/9Kz7lMU99FFL2ZMy8WQGI2LRdej4WJD9LgGm6tRvD0YElIRRBl7yUSGWjos3Nl8SFij7KWTdysyUSJ55mk4x87a53XGlCzEPbb4hqR09qjDul8YVohfA+iqctDbkT0hmqyxgHKAhAlzo6lj+wlBkvt48fdGoKmSikdvYsT3/oBtxNgoxVVqNjkX/Zj0ky7HX72Fto+fp2fdp1Fv/lFE/qsFfVQ/cTuC0UjS1JMQjWZkq4PUeZeQNPN0Ao3ldC15l44vXifQWD645/Qrgikle48a1jqhjqEHt+tKmEh3Wy/BhIAxKRNBNgwp7jeyj23tUGHOyI/9v2SyUHhdPIKRfUOyOg5UHw4rxK8FNO2QvnCiwYhosQHsLg5+IOl+mrY3ZWJf6Brdqz4k2FxF1jnfJf3Uq6NOHkGMegUT00iYfDyB+p20f/oKLe/+i1B7w0GlHh5KBOp3suO+q8k47Rqyzv4ultwSECVkmxN76RTspVPIOu97dC55h5Z3/oln59qDioE7WEhW+27GNp394g7VNW2PbaeAaDIjyMYhKcT9zVwaCJI9cbc8un7A7FYHkxE+rBC/YghwABRPOoNlFB2YHLtl6Fm7iJ7V/dMH9wUtEsZXve960IGGcqr/eQct7z1J+slXknzMGVgLRiMaTYCANa+M/CtuJ/X4i6h//gHaF7085Iykww3F003ja3+hbdFLpB13EanHX4C9dAqSzYkgCBgT08k84zpS5pxL0xt/o+n1vxx1W+kDwhEgmhD2eC/UgJeGFx86oDzrQFPVAX9UhxXiVw1RipIDHEHoqooWCSJhB8C7cx31Lz54WFdmuhKOxvM9eSfN7z5BwrhjSZt/GQnjZyPZEhBkA7bCMRTf9CgIIm0fPXdUZAkB0Vzczhaa3vgr7Ytewj5yCmnzLiFpxqnRNEpJxpiYRv4Vt2FISKXq7z8/IiQVSsCze5sogNS7CxgKBFGMOYyi2TLBr/yjpO4RL6srkejHZY+44a8Cw17mrxiCLCNa7EdUBi3kJ9KbniUIAsak9Bi5wGGHrhFqqaHt4xfY+usL2PKr82j/9GW0SAhd15EdyeRf9atB89qPJCKuDrpXLWTnQ99h483zaXjlj0RcHei6jmg0k3Hq1aTMOuuIyBZub4zF44GAMTVnyNcKsgFjUnrvXzqRnvZDzoKzL4TbG/aQR8aYkv2V9g/DCvGAoWtqn22sIA5tsR3NHx36l/twQPG6CLXsrlFiLRh9RDgidTUSzb555PvUP/979EgoGlCeUzIk7+IRha4RaNhJzb/upPzh7xLpibK9SFYHSTNP7+P1/KoQ7mjazcwkCNEA5SGaZ0zpebGIAV1V8dcOvcjYoYKvahO7lriibIx6nb9i/I8pRH2PLyhRO8kBmkp0JdyHGMKQkDKkthxjZnJwZt+Dh+LtwVuxPhZmYx0x7ogGHqs+F42v/YVwb+iGIIpY8kcdMXn2B7oSpnP5+/SsXRTLEDJnF8WCo4eEvUwDQ2W+2RtqKIBr05KYHLbCsZjShrZKTJx6Ukx56pEwrk1LDkiGg4Fn5xrU3rRNwWAkceqJ+5UxcyjwP6UQdVVFC+y2U0hW54FvFXW9TzqXdcQ4pH1shWV7Iimzzz6w/g4ldI2OL95A7Q30Fk0Wss/7QczzfCSgBjzokd02q6M9v3xP6JFw3xxtVdkvJ5iyZ86+ICDvERK1f3KE6Frydix33ZJfRuK0k9jXB9iYmkPqnHNjjhT3thV9AvC/KoTaG+latbBXoYskzzwd56jpX6kM/1MKUQsHCXU0xSarrXAMpvS8A27Ps33l7vSujHxSZp8z4BZFMJjIOP1a7CWTDngFcCjhLV9H14oF6JqGIAgkH3s2Oef/aJ9KHaL3YkzJRhjkYyKaLBiSMhDkITiQBAHnuNnICdG8a13TCNQPlLP9FUAQowS5g8RY7glzZgG24gmxDJFgL3XaUBFqqYmt1gVRInHyCTFSjP1F95pP8Gxfja7rSCYLuZf8DGvh6AG9xqLJSvb5P8BWMhGBaKhO64L/HJG4Si3gpfWDp2NeemNKFgXX34slr2zfXm8xSgZtSEwf/Lx94OhRiIKAaLQgJ6RiyijAkjuyT5qUITEVS14ZprTcKJPHAXhq9UgIz7YVsa2uOaeEvCvv6FWKew24ICCabYNOzO6VH0Yp2HUdyWKn8PrfkTbv4r7pXYKAOaeE/Ctuo+C6exBNln1mhHwV0CMh6p57AH/ttpj8Bd++m+Kf/IWk6adE7Ul7ZA0YktKxj5pOxhnXUfKTvzD+jx9hzS8bsH37yKmM+/27FP3wEVLnXYI5pyR+GqE9kdTjL6T4pkeRHclRhdJUiXvb8jitfjWQbE5G//ZlRt76FJln3YitZGJ0LuwFwWDCOX42RT98BMeoaUA0XKRr5Qfo+6EQA41RjkBd10EUyTr7u6TMPjcuyapoNA/6IVLcndQ98zuUXkePtXAMZb96hpQ55/V15gkC1oLRFN54H7kX/wzRYEIHOpe8E2VnP0KxoN2rPqT1g/+g966yEybOZcw9r/bGgY7sMyai2YYlbyTJx55FwdV3Mva+N8m/+lcH1f8RD7tJm38p2ef/CNmWEN2+SlI0A8JgRHbsZmpJmXMuCZOOR1cUdE2Jbn/DQVSfm+on7sC9cfGQ+utc8jZZ53wXRy8jSPqJ38I5fjb+6s0o3h7E3voNhqR0gi21VPzx+wMyeHgrNtD28Qtkn/t9BEnClFlA6S8eJ++K2wk07ETXNIwpWZgzC2Ms1x2fvRYl1Jx28iEZv4OBv2YLlX/+MaU//wfmnGJEoynqJZ1zDoqnGzXgRVcUJLM1St5qtiLbEhAMpugWcRCDvSAImLNGYC+bSubp16J4eqKlAtobYqEUsjMFc9YIjMkZSNZoXJ/iddHwyh8JNg1OIno4IQCyMxnn+NmkzjkXxdON4nMTaq9HcXehRcLINiemzAJMKdlRNm1BRIuE6fj8VbqXL9iv/hSvi5b3nqTw+nuj5KeZBYz85b8I1G0n2FKLrqvIVieGhFRkZzI1//o1HZ+/NmB7rg1fUP3Eryi88T6MiWk4SqdQdttThNrqCTZVoYaDmFKyMGcXYUzKiGakaCo96z6j5qk741K0fWXQNOpf+AOSzUnGKVchGs1YR4yl+Ed/JOLuRPV7UIM+BIMJyWhGNFmQLI7eoHQBX932g+r+iCtEc2YhzrHH7JMZWzLbkOJ8pYE9wgX2jUh3G9WP307pz/6OObsYQTZgyRqBpZckdU/omjogFTpE07vqn7sfY2o2KbPOjBbDsSVgL5mIvWTi7nZ6qf3bP3ud6n/8kpyLfkLi1PlDlvmwQdfpWfcZ2++9ksIb7iVh0vEIshGDIxmDIz5tmK7roKko3u5BY+10VUGLBEHXo8/OYseUnouteEL8NnWNUEcLDS89RMt7Tx3RjI8Ya7WmIRpMGFOyMKZkxV0R78r0UQNeWj54mrqn793/zA1NpeW9J7EWjiX9pMsRZAMGZzKGccfiHHdsv/72ZdbQ1Qgt7z+FFglRcM1d0do7tgRsRYkxcuQ921NDfrqWvEP1P+8g2Dw4+exXgUhPO9WP/ZJweyNZ530/ml9tNGNKy417fnT+6Gjh0EGnuB5xheir3kLbR88fVIHu0H6yWvesXcSWO84j+4If4hx7LKaMvGiFMEFADQdQ/V7Cnc24Nn2Jug+iyXBnM+UP3kD3CReTdsLFWHJLMSSkIprM6EqEcE87gdpttH/2Km2fvBitS7Lyw1iNjoFqS4Q7W2hd+BwQjRsclGduDwQaK2j75EUE2YAWCe47sFXX8Gxfydbffouk6aeQNu9irAWjMaVkRwtBCUKswlm4qzW6nd26nM4v3iQwCImpZ8dqtv/uKtJOuAjriLGxlZRotiLKht6SDiEi7g5CrXW4tyyj9cNn8NftOKLKEKLcjzvuv5q0Ey/FMWo6pox8DM4UJKsDoZfqXwuHUH0uQu2NeCvW077opaiH9wDT2BRPN5V/uRn3pi9JO/FSLHkjo/PIYEJXwqhBf3Ss2hoIttbuu0FNpW3hc7g3LSHzrOtJnDQPc3ZR1NzUy2Ae7mjCV7OFtoXP0b36I7Shrgx1na7l78dq9uxNxHwooHh7qHv2PjoWv0H6KVfhHHcs5owCDM4UBEOUxVwL+Ym4Ogi1N+Cr2kTX8vdxbRjaTnEgHBVFpo4UBNmAMSUbQ1IaktEKQjQdbVcluIirYz+MywKyIxFjag6yzRnNA1WVWFW2I00cOlSIJivGlCwMCSnRcq293HRqyIfi6SHS3bZ/BK6CiCEhBdmZHPPqC5IMepQlXfG5ibjao3F8R0kO856QbE4MielIVkeUTq23WJOuRFCDPhRXB+Hu1kOa1SE7UzCmZEXNE70M01o4hOp395LQ9uxfnq8gYkzOxJiSGV1dCiJaONhrwmiMy6h+VGFX7ntSetS0IsmgqWi9pXcVVwcRd9d+jclARab+pxXiMIYxjP9NDKQQjx4v8zCGMYxhHGEccRviMIaxLwiykazzvn9YU7la3v4n7i0Hz/o8jK83hhXiMI56CJIULXU559zD1kfP6o+HFeIwhhXiML4G0PWoA2A/GKD3F0e60t8wjg4cVU6VdGshc3MuxShZ+Kj2SToCB18k3iCamJZxJimWXL5sfJme0FArRRwYjs2+iELnROo9W1na9Cqq/vXJyT2aUJY0i6kZpwMCCAKm1GxEi511bR+yrevL/W5vRMIkJqedwtauL9nRtQx9L375cEfzQdUBH8bXCwM5VY6qFWK6pZBzin+Gw5jMurYPD4lCzLGP4sbxf8FpSkUQJN6p/NMhkHQgCMzMOo/jc69gedPrrGx5G/VrRFJwNCHfOZZTCr+LSbJgEM1IgowgCHR6VrC2bsd+tiZwwcyHmWw7jZJALn9qeRd3uP2wyH0kISCSkTQKhyWNdlclPb4ov6DZ4CAzaQySZKC2bRWKOnBt5P91HFUK8XBAFEQk0YCAiPiVOtWPPIHD1xmrWt6h0bMDs2wjwZTOtWMfJsEUvwb0UCBLZgRBRBQGz4iKB7NkJ8mcSUegnoh29CqT9MRSzph2F7VtKwkrfnp8DYiCxDGjvk2yo4BOdxUNHeuHFeIg+MYrxAbvDp7Zehsp5my+aHjhK+x5OITzYNATao2ZN2yGRC4d9VsSOFCFqPPi9ruoylzD6tb393N1KDA39zIuG/Vbfrf8LKpc6w5QhsOPnJQJtHRtYdGGR2MmAUkykZsykUUbH6W5a3M/U8Ew+uIbrxDDqp9P6p460mIM4whjR9cydnQt2+/rREFkfOoJGEVLn8JcRwoGycIxo64hP20qbn8ry7b/mw53FSeM/xGTRpyPyeDAYc3gy61PEAy7mTf+x5Rkz8VqSqSuYy2frP8jsmTi2NHXk5E4kk5PDUu2/gtvsINjR19POOIlL20qqhbm041/xh/q4thR15ObOglVC7N021M0dK6PK5soSJw65Q6au7YwMmceXd5aPtv0FxzmdOaO/R4OSzrd3noWbfo/ZNHAvAk/QdHCJNvyqWlbwYqdzyIgMHvMjWQmjSHFnk9Lz3beX30PVnMKs8quwWHJoK59DSt3PkdEPfQUZd94hTiMYRwMzJKNsuSjp5zBuIIzyUgo4/3V91CafQLzJ/6Mlxf/iC82P0Yw7CHRls1H6x9C1aI1rt9bfTc2cwofrX+Ilu5taLrCjJFXYpBMLFjzO2aUXsmsUd/m4/UPkWTPxWFJZ+HaP6DpCoFQD0n2fMbkn8oby36JIIh4Am0DCycI5KSMJ6IEWLj2AXRBQFUjBMI9rKt6FU+gndOm3kFx5mwaOtYzsfBc3lh+G6t7XuDcY35PZctS7OZUMhLLeH3pLzh1ym3Ut68lGPZw6pTbaezcyJJtT3Lq5NvwBFrZWPP2IR/fo1ch6iAgkGLJJdWSh1myo+oRXKF2mn0VRLSBk+izbSPJtPUvUlTj3kBXsGnIIqSYo31bZMeAtidvpIvy7lXo9M2j3LUxMUlWMm0lOI0pSIKBgOKhLVBDd7CFw72tNkk2smwlOI2pgI4r3E6zt4KwFiDNkk+uYwwdgTrqPbvrZ9gMSRQnTEYWTezsXoE30j8HW0Ak3zmWFHMuPaFWatwb0PT+hAwmyUaaJR+nKRWjZEHXNQKKl65gI52Bxn5jdihhlZ2MTDqm33Nzhdqodq+PK+8umCUbCaYMEkzpjEqeRaIxHQ2N0SmzSTD1ZVbyRXqo7FmDokeZfyyyk9HJx6KjU+1aP2hUgywYGJMyF1k00uQtp8U/MFkGRMt05qZOoqJ5Md3eesqbPmdy0YUYZQthxY+mK2i6iqrtduSpWgQdDU2LoOlRJVmafRwOSzrpiWUYZDONnRtj3JcVTV/Q5d1NHtHtraOiaTGnTL6N2vbVrKv876AyRtQQOxoX0ePf/Z6lJpQwteRSJNFAVtIYqlqi8Z7t7kpq21YRCLvwBTsxyla8wQ7MBgejck/CYkygx9+MIIiU5ZxIRmIZo/NOxWx0IIn9uTUPBY5KhagTXX6fVHA9pxR8hyxbMRbZgaJF6A61sKljEa/ufIBWf3+qIhGR43Iv58KRtyEiIQoiCAICAn9acyWfNzy/z/7Nkp15+VczL+9qMm3FmCU7smhAEEQEoqzIOhqqprCp81N+v+ICwlrf5bumK2TbR3Ju8U8ZnTKXRFM6smDAr7hp8u7kg5p/sLjxJRTtcFQ2E8hzjObikb9idPJsEk2Z6Gh0B1vY0P4xr5U/ELWLld3NBzWP8a9NP4nZlvIcY/jp1OdJNKVz59L5bO74rF/rkihzdvHNnJR/Hcub3+BPa64ipO4mCDBKFubmXMaMzLPJc4wh0ZSJSbai6xr+iJu2QC3Lm17ng5rH8EYOjq5pIGTaivn5tBewyE5EQURARBAEVjS/xR/XXNFH3j0hCjIXjryD6Zlnk2zKxG5MjinVG8b/X7/zd3Qt5/4V5+DqtUvaDYncOP4vZNhG8Py2X/N6+YMDKv6SxGncOuM1JMHA/629Zp8KUdd1AqEenNYMRFHGbk4hogT220niCbSzo/HTqHITBDRNjRFrRPZqS9M1vtjyGAm2bI4b+z0mFV3Il1sfH0RIrZ88x466jpq2FayveoOzpv829ruihvaocRTtv821E1VTsBgTWL7j6aiyRqfLW8fnm/9GbdtqREEkoh4Yq9C+cFQqRAGYn/9tZudcjCvUzvaupYS1IBnWIgqc4zgp/zpSzXk8subyfisYDZ0VLW/SE2rBbkgmwzaCY7MvxmZIGGLfIueW/JyLR95BUPWxpvV9at2bMUtWxqTMZXTKHAQE1rZ+wIqWN6l1b47reUw25/CjSU+QYx9FjXsDld2rMclWihKmMDLpGHIdo9F0rVdBH9qVYp5jND+d8iwjEiYRVH1s71qKJ9yJw5TC7JyLyXWMIqT6D8jjOhQ4jWl8q+xOUi35dAebqexZgzvcgSwayXWMojhhCoXO8ThNqTy95dbDEqvZ5q/lqc0/w2lMw2FMZmbW+eQ5Rg/hSp0Ofx1bOj4HIM2Sz5SM09B1jRUtb+EK9XXItPlrCO1hy+oKNrOs+XXOK/k5x+VezoLqx/Arrn69iILMzKzzsMgO6j3b2ND+0ZBkW1f1GqdOuZ2zpt+N05LBmspXBl3txsPyHf/hpIk/J9VZhKarbK//iKqW+EWl0hNKmF56eVRJmZL6rB6Hitae7ZRmH0+SPY9UZxH1HQM7poySBYc1A4clDVmaTFjx09K9jRU7nmVG6ZWUZh+PqkVYW/EKba5DX2biKFWIIrNzLmZ585u8uvM+uoLNqLqCw5DMqSO+ywUltzI6ZQ6T0k/my8aX97o6ulWpdq0HIMdexvjUeUNWiAXOcczPvxYBkZe338PC2n8SUv2AQJIpk5smP8Xk9FMJql4WN7xEUI3PITcyaQadwUb+tv4GNnV8RlDxIIkGCpzj+c6Ev1LgGM+ZI37E0qZXB93+7y8kQeaC0lsZkTCJ7lALT276KZs6FhFSA5gkK6WJ0/n2uEfItBUfttouXYEG3ih/iIgWYlvXl3jCnYTUAKIgkWzO4tKy3zI752KOz72Sdyv/TFug5pDL4I108Wn9M7G/Uy35Q1KImq7yYe3uFdDk9FMZn3YiqhbhjfKHqHStGfR6VY+wvPl15udfS5athAlpJ7K8+Y1+5yWZMpiYfgoCAkubXiWgDI2LsNNTzbsr78RpzSIU8fZRUFtq30eS+pbWiCgB3lv1W1z+lthvjZ2beHP57Tgs6ah6hC5PHTo6X275J2Glb8ZOp6eGVeUvYpQtBMNuurz1JNhysJtT+pyn6zrtrnLeXfUb3Hv0BbBs+79JdRaj6QrLtz9NRA0Qinh5a8UdBMI9aLrGh2sfwBfqYnLRhVQ2f0lj12aclgxOmXwbz316PZtr36OxcwNWUxKhiI8u78HHKMfDUakQARq823l26210Bnena4VUH+9U/h+zsi4kx15GSeI0ljW9htprGzkUKEyYRJIpC0+4k8WNL/UqQwCd7lAzixtfZFL6yZQmzsBuTCI4AKmmIIi8WfEIixtf2v2jCls7v+Sj2n9x7diHyLKXkmbJp8l36CqcZdtHMiX9tOiLXfNPljW/FltBhFQfa9reJ6kikx9OeuKQ9bk3NDQW1Pw97rFGr5t3qv6PCWknYpGd5DnHHhaFeCRR0bOGnd0rmJZxFsdmX8y6tg/3mEdRFCVMocAxju5QK+vaPtgve6o70Io70N826Qv1t/fqaHR6avr96vI34fL3tafv/TdEt7WtPbtp+QVEshJHk5s6qV8/Ln9TnL4grPhp6trU7/cO926TV5e3DlGQyUoeR3XLMuraV1OYPgNZjBLyqlqETk9N3PYPJY5ShaizuuW9PspwF0Kqj3rPFnIdo0g0ZSAK8iFViDZDIrJoxB3piLsV9oS7ULQwFoMTSRh4+Fp91QNsg/ToNlsNIgkSiab0Q6oQy5JmYZGdBFU/K5vfjLud2ta1hI5AA2nW/EPW7/6gI1BHSA1gNSRiNyQdERkOJzRdYVHdf5iYdjLjU08g1z6KStfa2HERieNyL0MUJMq7V1Dr7q8sjlboaGxv/JjtjR8f8rY1XWHx5seYPvIKynJPxBNo54O19/VxEh1uHJUKUUen2r0+/jFdJ9xrUJVF4yHPB/FHXCh6GKcxFZNkwbeX0T/RlIEsGvEG6gd1iLQHanGHO+IeC6sBNDQkZGTxAOtCD4AMWxEG0Yg30kWzL76R3h9x0RVsPKwKURQk7IYkCpzjKXBOIMWcg82QgFGyYjMkkGBMRSAa5/dNxM7uFdS41lOaNJNpmWf1UYhZ9hJKk2ai6SrLml/vt3r8X0aHp4oFa+49Yv0flQoRwBPuHOCIzuEMV9nZvZzOQAPp1kJOLfweb5Q/GLMTZliLOKngekBgc8fneMIDlwUIKN5+Hrt+OMTaXBQkLLIDQRAJRDwoAzgrFC1MUDl8tPEmycqphd/j5IIbyLKVIAoiqhbBr7gJqX40XUMSjXyTs3k6g42sbHmb4sRpzM6+mPer/4Yn3ImAwIS0k0i15NIeqGV928IjLeow9sBR+3neX8/ZoUKTt5zXy/+AL+Li3OKfcvexC/nRpH/x86kvcOcx71GSOJWKnlW8VflIv1CbPaHr6leeJqXreiyMQRhk5RX9pBy4bAICBiF+XWyDaOLC0tu4YtS9pFsKWN36Lo+uvZpfLp7F7YvncueS+fxpzZW4QoME+H5D8GXjK3ginaRbC5mcdioARsnKzMxzEQWZFc1v4R3ko7o37HISVxX9Frsc38zgNKTww7K/DHj8cMIoWvjRqL+SbMyK/XZs2rnMTj+/37mSYIib9eM0pHJV0W+wyUNzgB4OHLUrxCMFHY1P65/FYUzhW2W/ocA5gQLneCJaiDZ/Da+XP8ii+qdp8VUcaVH7QUfDF4l67awGJybRghLHDmoQjVhkx4Ct7IIwwBJWFCQcxtS4x9KthZxccANGycIHNY/x782/6PfhEBD+J3JqOwL1rG55j/n532ZG1rmsaHmLLFsJZcmz8Ia7WN363oCr+HgIa0E2dn8+4IdYEgxkWYsGtW0fLoiIZFmKkPcImG7w97eNi0jMTD2Tcvdq2kMNfY6FVD8bu78gfAijLvYXwwoxDooTp3BS/vXUuDbwxKYf0+qvQkdH1SKEVP8hdeIcajR4txPuDbEpTJjAls4v+p1jNyaTbi2Ie72ihWNxgQM5PMyynTzHmLjHkk3ZJJoyCWsBlje/GfflzbQVYZbi19g+2hBdcfcSJeynolH0MEua/svMrPOYlH4yqZY8ZmWdj0myUNmzmh1dfRm6U4zZJJrSqfJsQEcn1ZRDojGdCs86ko1ZjEqYSVD19fmUiIJEkX0CKaYcPJG+ZqYUUzZF9okoeoQdrpX41Sjfo9OQwkjnNAAqPOvoCQ++WhcFiXzbGLIsI+gMNVHhXoeGioBAgW0smZZCOkNNfT6g4xLnkGhMp9a7JfabRbIzPuk4zs77ASs73qM92MCazoUEVA8ppmzKnDOi5qk9brDQPh5Vi5BhKUTVI2x3rSDQa8LKshRTYBuDQTSi6Ao73avoDA09Ey3uvR7U1d9QnJB7FRm2Ita3f0SVax3ucAeecCd+xX1UK0OA7V1L8IQ7MUlW5uZehmkvxSMKElPTzyDRlBH3ene4A3/EDQiMT53XTwlIgsysrAtJNmfFvV5FQUdHQEQW+2+rrXICc3IuxWpwHtgNfsXwK240XUMWjaRbC/f7+u1dS6l1b8QqJzA7+2JGpcwBBJY0/rffSijZlMmlhbdjlmwIiMzLvJwJSScAoKFiMyRy2Yg7sMuJsWvKnNO5pvgeCu1jOSnramQhukJLNKRzXcn9jE6Yyay0s7m44OeISDgMyVxVfDcTko5nbOJsriu5f59b7ElJJ3JZ4e3kWkdyft5PmJ56GgC51jKuK72fEY6JzM+6ss+uQ9UVZqadzay0c2K/CYKIWbLhNCRjFM2YJWssFlbTNZyGZC4dcQc2effcODv3+9w48kFG2MdzYuYVnJHzHUQkkowZXFV0F8mmLI7PvJRj0845JGa2/4EV4v57LsJaEAGB4/OuwCzb6Am1xmxzES1EV7CZnd3L6Qg0MLBj4MjwIXYGGvi0/hkuGnk78/Kuxh9x8UXDi7hCbTiMKUxJP42zi28mpPoxy/Z+13cEGqh0rSHPMYa5uZfREWxgRfOb+BU3CcY0pmWcyRlFPyKo+rCK/W09nYEG2vzVZFiLOH3E92nz19DsLUcWDeQ7xzE//zpmZV+AqisDbskHx8Ffsz8tNHp34Aq1kWUr4azin+CJdFLv2QboWGUnINDkK4/lCe+NgOLms/rnGJtyHPPyrsYkW2n318YNyWoKVKKjkWUpojVYy+iEY/hP5Z0A9ITbWN3xAcelX9jnmtnp5/Nl2+ssbPoPI53Tubr4bgBmpp2FK9LJc1X3YpWd3DruGbKtJWRYCrDLCTy+46eAwHdHPsKUlJP4onWgHGWB+VlX8mnLi6zoeJdxiXM5K/d7rO/6lFnp57CpezGv1j5MjrWUQvv42FXbXMsZlTCzzwfVr7hZ3v4uJ2ZewbL2t6nzbYsd6w63sLpzYT+boyRIrO38mLfq/0qebRTXFN/DB01PUmgfR0QL8X7jE3SHW5iYdALd4YNnw//GKcQZmecwM+t8bIZEbHICTlMaKZZcAK4YfR+nFX4Pf8SNX3HT6N3Ou1V/2Sv9T2BZ02tMyziDLFsp5xT/NHZkVw5zSA3QGWjgtfIH+KLhxQFSz46MjUxHZ0H138i0FTMr6wLOKf4ZJ+ReRVgLYhBNmCQrK1veJsGUxtSMM/pdr+kKb1U8QlHCZPIcY7m07DecMeKHKFoEo2jCYnCyqX0RNe5NXDTyjn7XdwQaWFD9dy4pu4sp6adR6JxIQPEgImIzJKKj88qO3zEx7SQmpJ0Y9x7GphzPifnXYpOdWA0J2A1JpJhzADi7+GaOyTofv+LCr7hp89fwTuX/0R1qjl2fas7j/NJbSDRlYDUkYJUTyLGPBGB86gn8bvZneCPdBBQ3nnAnH9X+i/KeVXFl8UdcvFv1f1w++neUJR3Dz6e+SEBxowOyaGB751L+vuG7cdPzdmFD+8c0+crJspWio7Go9t+0x2GD9ykuNnZ/zvTUM1jb+REhzU97sH7AdgEchhS6Q63o6HSGm2IB3immbCYlzePW8VFKLVGQMUs2HHISPeF2VF2N5reHW0g15QzYvgBkW0s4L/8m5mVdhkE044t0IwkSCYY0qjzr0dHpDrf22z3puh7n66Pv8e/+2Pv3sBaiI9SAjkZA8WAQjYiCRJO/ErshmWPTzmFUwkwqPesHHaeh4qhSiBoqYdVPUDGh6fEj93Ug0hs2EtHC/QawKGEKx2Zf2MeLpWoKqqbgNKb2Mr9EkeUt4ZO6f8cUoihITMs4k/NKbsFuSGZD+0e0B+piVEqiIGE3JjHCOYls+0iuHH0/zb4Ktu9hC1JisoUY6LHrukpYDSAioXHovendoRae2PRjKnpWc0zW+eTYR2IWrDR4d7C48SXWtL7HdyfEzyQBqHFv4pHVl3FywQ2MTz2RFEsushihxVfF8qo3+Kz+GUYmHYMn3NHvPlU9wvvVf8MVbue43CsY4ZxIkikTb6SLjR2L+LLxZda0vockSJQlHxMb2z2R6xjF7OyL+/ymaBEULRL90CUkxn7vCNTzad0zfRSi3ZjMsdkX93McBRUfoiCTu0cKX0QLsanj0wEVoo7Ox7VP4Qp3cGLu1RQkTMBuTCGk+ukKNlHj3rjPXOyuYBOrW97j7OKfEFFDLG9+c0Dm7VUdH3BD6R+wy4ls6P6cgOqJHRNi/92tZdzhdlLMOYhIZJgLYvO+PVjPpp4veKn6gZgDyxPpxi4nkmRMxyAaERBINeWwtmvgIGsdaPBtZ03XR6zvWgREs0YCqpfucCup5jxEQSLVlNvHoQIg9JKq9GtT15AFGQGxX4aOEL2wjwTxdEFHqAFPpJMC21g2dn/Oxu7+tvIDwVFVZEoSZMyyHQEBv+IZcBtikmxRQ6oWJrgXa4lRtGCUzEPqT9NVAoo39lCKE6dy58z3EASRv6//DuvbP4pO9j1GQRBEks3Z3Dr9v4xImMwL2+/k1Z0PxNrYLVtkwDznXfGCIBBUPIfNLikgYpIsMaokRYsQVgNYDQn8fOoLTMk4jfeq/tKH7WZPSIIBo2SOkUComkJYC6DpKpJgwCzbUDUl7n0KCBglS68dUUDXVSJaOKZAd61Wg6qvX4D7rmNDgaZrBBVvnw9LLB5ziJvjeDL0h4BRMiMLRkRBRNd1VF1B0cIx6q+BIAoyV47+HeeV/IJq1wZ+9eVx/ebtLkiCzPfLHmVM4mzuWnc2HaEGBATKnDMYkziLU3Ou48PGp9jSs5Sd7lWUOKdyddFvKXevwWFIJsNSwCNbrkdD5ZriewmoHvy9c+z12j9hlMxcPuLXGAQjKgpWyckT5bfgG2SFOzZxDmfk3ECTvwJRkCn3rGFF+7tkWYr5btkj1Hg2YxBNFDkm8set1+NXPExOPpG5GRcjChJftr7K2q5PcEc6kASZq4vvwSYn0OjbycLmp/ErLkYlzGRs4mxOzrqGDxqfZItrCeXuNXy/7FHWd33K0vY3STPlcdPov/HQlmsJqn7umvBfVnV+SE+4lWZ/FRWedUNOgfxaFJlSdQVfpGef54VU34D0TWEtMGh84GCYmnEmTlMqmzs+Z3Xru/EVlQ7doWbqPdsoSpyC3ZAcDTzu/YoNJtsuaLo6pPs8WOho0Rdvr0WoAEMidlD1CAEl/upH1SOD3oOOTkj1D5iFEdFCA66SBjs2FBye8dUJqwHC7P/cSjSlMzk9Goe4tOm/fdhx9oaqK7xW+0c+aX6ejlBjb8/gVz3UeLfw+I6fA8Q8rZXudTxRfguJxnTaAnWYZRs+pQdFj/BM5V3kWUchiwY6Q00oegRFCfNi9X0U2schIFDn245fcZNkzMCwV9aUjo4n0sXWnqV0hZpINxeg6GEafDvR0WkOVPLPnb8gxZRDe7Aek2SlJ9yGJBjoCbfzQeOTsXvatYpWdYVXax8m3zYGAWLEJn7FQ5VnI497dt+fDrxT/3fcSnQH54q083TlXQQUL8eknU2jv4KIFsJpSGFO4YW8UP07aryb9/v57ImjSiEeadgNiYCAooVQB/FYWSQHOY4yNF2jK9h00N4tg2hmZtZ5ZNqKDriNOvdmVrW8e1hJV4dxYJicfioFzgm0+atZ3frePp9Rc6CK5sCeXJ86db6t1Pm29jtXR6XOt62Pg2IX3JFOtrj603r5FBdbenb/LgsG5qRfSJal7/xT9AiLW1+l3LMmjkxRhdnoL6fRvzcNV5BNPQNvYT2RLrb09C0lW+vbQq1vS79z6/27KyyGtSCVnvVIgsyEpOMod69hVecHJBuzmJx8EkZxaDvDwTCsEPdAtSvKpDwiYTKzsy9mY/sn+JRooLMsGLAYHKRbCjljxA8Z4ZxIR6COrZ2LDzrI2ChZOCH3ytgq4kDwecPzrGldEFupDuPIQEDEanCiagpGyUxp4gwuKPkloPNl4yt92MmPFih6hPca/kE8/7t2FH5gVV3hvYbHOSn7asYnHUdQ9bOo5XkqPRsOuu1hhbgH1rS+z6aOT5mQeiI/mPQ4FT1r6O7lYjSKZhJM6eQ5xpBgSscX6eb18j9Q0bP6oPsNKT7eqtyLKmw/0eqvGtDmOoyvDgmmNL4/8R8IgohFdjDCORGbIZFtXUtZUP23I5aSui8cjYpvMNT6tvJk+W2HvN1hhbgH3OEO/rLu25xW+H0mp5/KCOcExqbMRRQkFC2ML+KiM9jA6tZ3+bj2SSp6Vh+SLaqih9nU8ekhuINhHGlIgoHChEmxMCFXqJU1rQt4ecc9censhnF04ajyMh8tEAWJJFMWCaZ0TJK1l61FIaT6cUc66Am2Hhba+68KkiCT6xiDw5BMZ7CB5qMwL/uwQBBJOOtyEARcbz97WLqQBAMFqVMxC2ZQFHyKi1Z/NcFeRmxDXhHO0y6h6/m/oPsPH+PQ4YJgtqKHArEaLF9XfC28zEcLNF2lM9hAZ7Bh3yd/DaHqCrXujUdajK8eAhiyCw9rEpGqK3TOLiO4dS2hnf2JXzW/j1DVdlCOzq3zoBBFkq+8ie5XHkdz9xxpaQ4LhhXiML4RECw2TCPKECxWlOZ6Ik117AogldOyMOQWoQcDIMugRm2txqLRqD2dqF1tIIgYC0eiurqifwNiQjLG/BIEownN09OryCKIjkSMeUUIFhuaz024ajt6OIRotWMaOQHnGZchOhKQElNR2psIV0c9pcbiMcgpGUQaq9H3CkiXElMw5JcgiBLhuoqYDIa8IvRwGDk5DcFsIdJUh9LWOKQVmpSSgSF3BIJsQO3uIFy7E8FkwVQ4kuC2daDrCGYLxsKRsXsQrDZMBSMRrHY0v4dIbQWa34uUkoFlwgzsJ55DuGYnqruHUOUW1M62WF/GvCJ0TSNcW47m6kIwmTHkFiEIArqqoPl9yBk5hMo3oweiq2ND7gjk9Bz0oJ9Q1Xb0YDRMS87IBXQEgxE5Ixe1pzM6jpqKYLZiLByJaHOgB3yE6yrQvO6Dm0C9GFaIw/jaQzAYSf3erzFkF6D53MipWXQ8fh/BTSuR07PJ/M0/0HwetIAXU+l4fF+8D4JIyo234lv8Ae73X0IwGkm54Zd4v/wQz4KXkTPzSP/J7xAsNpTOVgRJovUPP0dXItiPPwPbrJPRgn5MxaNxvfUMrjf+g+hIxDJpFsa8IsyjJyMlpBDcujamEA2ZeTjmn4shdwRNt1yJ6oqy00jJ6WTc9kfQdHRVQTAaaf/znUTqq0i64iZMRaOJNNchGI3ISek033UDStvgrC7GwpGk3Xw/uhJBdXWhhwK0/+kOjPnFZPz6r9RefTwoEeSMXDJueZimO76N0tpAyrd/gXFEGWpXO6LdSfeLjxHctBJDZi7Waccjp2ZhmTwbLeBD7elA7WzDkFtE+i0PonncCLIBXYnQ9qfbEc1Wsu59guCWNZhKxxOu3oEhOx/PR6/T8+q/sEydS/LVN6N2tiGnZhDcuYmOx+4BVcV5ykWYx05B6elEkGRUVycd/7gPNJWkK36IZew0lI4WREcCPa8+SWDN4kMyl446hWgSrZQ6p7LdtWKfGQCHDgITk46nxrsFV6R936cPASmmbJKNmZR71u775D1gkRyMTjiGjd2ff4X3//WGddpxGEeMpOU330P19JB8+Q9Juvg7tGxfj+Ok81FdXbTe/2PQdbIfeHrfDYoSCedeha5EaL7tanQljCBI6JFosLj7g//i+fA1dF3FcfKFOE+5CNcb/0FpbaDnjaewHTMf1xv/wb9mcZ+VnG/Jh2h+D6nf6ZsDnnD2FWg+D20P/xI9EiH1+3eSeOH1tP/frxEMRtSuNtoe/DlIEll3P4F5/Ay8n7w5oPiCwUjSZT8kXFtOx9/vQVcjCIKIHtnHfBJFLJOOxfXmf/B89DoAem9gfnDrWvRIGPOYyXT+++HoClaL3lvixTcSrtxGxz/vR5Bk0m99BOdpF+P97D10v4/ul/5B2g/uwr/6c7RgAPucUxEXvELKNT+l+9V/4Vv6EcbsQjLvfhxz2USCW9eCLCOlZND2x9tQutoAAZQICALWyXPwfPIm7vdfBF1HVw5ddMVRpxCtsoOpKSdT5VmPou5bIZhEC2nmfBr2CODcX4iInJ5zI2/W/xmX69AoxHRzAaXOKfutEBONaZyb9yN2uFehKMMKcSgwjRyPuXQ8mb/+KxDdfqo9nSBKGAvLCFdvj26pRIlQef/g370hGIyYSsfh/WJBbAun0/vSiSKmkrE4TjoPOSktuiU0GqP5t7oOapQ/Udc00PpHIOhxfjOVjCO4dQ2aL5q3HNiymqQLroNe1vPgljVoPi+CwYDS3Y7kHJyuS7DYMBaOpOvpP0UdIAyRakTTcL3+FM5zr8Y67TjcC17Bv24JaOGo4tG0aEOa2ufeTMWjcb3zPHowgA6Etq3HPGYq3s/eQ/P70Dw9aH4vSnszgiQjyAZEqw1j6TiSL/8hiedeA5KEaHMgJfZyDeg64eodKG3NfaXXdXpef5LES76LZdIsPB++in/15+jhQ2OTPWiFGM0XFdgttBALRRF6/4lS1u+dxB3vmIAr3MGzlXf3yU3dlZMa7/x82xjmZlzEM5V3xRg8dkFEHKBvMSbxnscEhAGviXffUd6/qGy7/n/Xf3e4VrLdtSLOWMW7j93j0Z+qqv847UqKj9f3YPf3TYWuRAju2Ej73++Ovah60I8eDqIrEQSpd5oLgMEAvSs9NA3EXhIQSUY0WXa1CJEIgqE/n6OclkXmr/5M93+foOfVJ7FMmkXiedfuJdB+yh8J9+lL7N127oIWChAr+qDre5EfxGuwd+ttMMQ9BjqCGJ3nosXWpz33gpfxrViE/bgzSbvpbjqffAjvZ+8MenN6JNKnL8FgRN/1Mdf12CpZ1zSiafFClDkqFKD7+b8SbqjuPVfbwxSg967I+/fnXfQ2/rVLsM89jZTv3oHoTMTzwSuDj8kQcVAK0SEnc3nRr1B1BbucSGuwjjRzHs9V3o1H6eK8vB9TaB+HJMgsbXuDL9peBSDPNppz836IQ04irIV4tupu2oK1lDqncl7eTVhlB49suR6vEq14d2XRb5BFA8nGTAyimXca/s6WniVMSp7HeXk/Jt82ijRzLo3+Cp6ruhtZMHJ85iVMTzkNVVdZ07mQz1pfQtNVxiYcy/zsqzFLNtqD9bxe+0c8kW5k0cBJWVdzVu730HWd1+r+RLU3vic20ZjOJQW38FLN77m08DbagnV81voyF+T/lJeqH2Ba6mnMz7qCBt9Onii/BYiyBd9Q+iA+xUWqKYeQ6uPl2odoCVSRbi7g0hG3YRZttAVrYxPUKjk5N/9HFNjGEtaCfNj0FBXudXy75D5ervkDp+Vch0Ew8XLNH7iy6E7eqPsz2dYS5mddiUmy0h6o5bW6P+GODFSw65sB/6ovcMw/D0NGDqHKrVFju6aBrhNYv5TEi27ENHIC6BrWybPxLfkQ0Ik0VGOZeAyBtUsw5BVhGjUJPnkTPRzCt+pznCedT3DTSlRXN6LNQaS+EsFkQTBbox5kQcAyYSaC2RKTZZfNzlQ6jkhdBVooiOaOzmPBZI4qoN4VkupzgxLBu2whiedcjW/FIvRQEPuJ5+Bb+hEcYNaR5vMQWPslzjMvJ9xQjeZ1I1pthOsqUV3d6MEg1unHE67ZiWPe2QimaMqbYDRhLCxD8/TgX/kZ1mlzMeSN2N1ur+PCVDI25ljRg358yz7CPvd0glvWIBiMWI+Zj+uNfw8uo9eFf9UXmCfNIlS9HV3TkBwJaKHBywcIBmNURp8b/5ovsU48FmN+yQGNUzwclEIUBYlsSwkvVt/PlcV3saH7M5KNmeTYRrK5+wtWdrzPJy3PMdI5jTNyvsPittcxSza+VXgrm3sWs7Ljfcyija5e6qZy92qeq7qHH5Q92qc8ZaalkKDq49mquxmdMItTs6+j3L2Wzd2LsUh2ZqWdy2M7bo7FBpY4JzMn/QKeLL8dg2jkqqLfUuPdTJ1vGydkXsa2nmWs7foIk2jFr0S3KTY5gVrvFt5vfIK5GRcxL/My6iq3xiV4ULQIFtlJujkfk2RlhH0CG7o/wyxZiWghvmh9BUULMyXlpNg1AiJlCTP4oPFfvFn/Z87Lu4kZqWfwdv3fODHzMlzhDl5ouI/jMy6JrRFnp59PqimXpyruIMsyggvyb+bxnb9AEiTSzflRdhNzAQmGVBKMaUT0ECdmXsbmnsWs7/oUk2iJ3d83GaHyzXS//DiJF90Q9QgHA7he/zdKayO+JQuxjJ9B+s//gNLWGN2aBnyg67gXvELqD39Dxh1/JtJcR3DzavRwCHQdz8JXkZPTSf/Z79EjEZTOFtoeuRWltRH3By+T9qO7Ud3dhGt2ojTv5izUQwFcbz9D0pU/xjZrPt5Fb+N66xmklAxSv/crjHklGLILSL/lIfxrvqTnlX/i++IDjLnFpN10D4giwS1rcb3/UnSlF/Chh3YTXegBX1TGwaCp9Lz6JMnX/pSMWx5Cj4QJ11XQ/pffoLQ14XrraZKv+Rmaz01w69qop1jTEEwWki77PnJGLroSQWlrwvPxm7FmlfYmPJ+8RcoNt6F6euj69yMEN6/CveBl5LQs0n/xIAD+VZ/j/fJD5MQUNL8HXdPQ/F5QFHQEtIAXPRik88kHSbn2Z2Tc9ii6qhCpr6L9z3eiqwp6KIgW6E8MIhhNJF50PYa84ujHp6sN94KXD24C7YGD3jKrukKldwOtgVqa/BXk2sowCMbYNm5C4nFkWotJMKQgCiKJxnTSTDksbn01LuWQqiv9coNDWoD1XZ/SFqxDFGTmZV6GUTThVQKE1SCqHumtNRH9ouZbR9PgL+8tcqPT4N9BWcIMqrwbWNHxHqflXEeWtYgvWl9F0cMIiPgUF+u6FtEZaqLcvYbTc25AFOS4CjGsBQipfjItRfSE23EYkhnlnEmzv4qIHordx96rfVe4nQ1dn9EVaqbSs4Eix0QEBPJto/mo+Vk6Qg2s6vyACcnHIwpRBbq+axFtwVrag3Wcm/cjMi2FuCId0RoTWoSuUAsTko6jPdiAN9LNio73ODn7WrItxXzR+urXOoB8yNA1PAtfxbvoregWWNfRIxFAjzorHr0DQTaApvWx4YVrdtB0+zUIkoSu9ppoeo9rXjedTz1I1zOPRrfamhZzSnT9+490P/eX3QZ9SdrtPNF1fMs+xr/6CxCEmMFf7Wqj7eFf0sckoqm723z6j3Q//1cQoltQtKg8bY/+avdKMRLu+/cgUHs6aP/zXdH7FojeX+823PX2c71KROg1KUix8Wq5/8cIYpTuTVeUWIhStFGV7hf/Rs9/n+iVMyq75nHR8djvottmneh2WdOIBP0033UjeiRM60O3gKqCAP71SwEdpaWe1oduQZCjamhPGbtf+Wdc04Dm80SvkaR+1xwKHLRC1InaCHS0KJFj77wYmzibs3K/x+LWV2n2V8aqi0Wp+IVY7YehQNPV3fUndH0vW5vO3na3iB6OlckUEJAFY4xOak3nh9T5tjEx6QSuK7mfx3bcTGugJkpA2uvV1XU9ZoeLh7AWojPURLFjEm3BWhQ9TIlzCsvb3x70PiJ6aA8Fu9v+qOoqci/VunEXBZOuo2ihGIOHKEgIgkRYC9ISqKHIPgG30k1HqJFxScexrutjdHRWdrxPjXcLk5JP5PrS3/O37TfRGqzZxwh/A6DrA3tRVXW3wtsbSqSPva4PNA09HGcLp6noIbXP3/1k2XsVp+vog20HB+prb9mUCMgGkq++CfP4GXHPb//b3UQaqqJyxnM26Fof+fQ95Y9E0BlEwQx1TKDvM9l1Hzp9nU2qgq7G8RLH+20XBntmB4nD5mXONI/opevZwIzUM2Lsxd3hFhr8Ozkr9/ssbnsNu5xAvW87HqUbSZCxSDZkwYhZsuON9OyTUdqnekg0ppNnG0VA8dAeqqfSs47jMy5hQtJxyIKBfPto3m34B7JgpCxhOn7FTbV3I3MyLsQ8RCLSvojSHp2ecz1rOxei6grTU07jv7UPAVE6JbNkwyCaMIs2Qlp8TsBdKHevZlb6uXSEmpibcRECAho6a7s+Zn7WldT7tpNnG0VYC1Dv245RNHN85rd4t/4xdDROy7meN+v/gkEwMjJhOj7FRZV3A3PSL8AkWQbtexhfQygRXG89g/vDOHVQdB2l69BESvwv4qAUoqKFKXevRkOjxrsZn9JDg38nrkgH5Z61pFsKuLjwF2x1LWNx66vouk5ID/Bs1W85NfvbnJ//YzyRbloCNUiCzElZVzM2cTYB1csVRXeytvMjvmj9LzXezfT0FpAJaf5oSErvirPKs54VHe9ybt4PqfJs4L3Gf1Lv28HLNX/ghMxvoekaL1X/nuZAJZIgk2LK4YTMy9B1jYVN/6HetwMdnQrPOry9pKKeSBeVnvWDMpNUezdR5dlIvX8HQdXHdtdK2oP12OUkzs77PnnWURhEE98te4QPG5+i2ruZna7VMabkzlATRtEC6Hza8hKnSTbOyLmRra6luMIdqHqEtZ0fYZKsnJJzLV6lh6cr7sKnuGjyV1Dl2UCVZwNGycyWniU0+yvRgTRzHvMSL0PTVRY0/osmf+Wgz1BAICtpDCmOwn7HOjw1NHfvO0xlGF89VFcXDExyPYwDxDC5wyAYmzibk7Ku6vd7jXcLb9f/9aB5EI8GSKKBC2Y+yLyxP+p1ZAnRVCtd59Mtf+HlpT850iIOYxiHHMPkDgeAne41NPj6B3xH9PA3QhkCaJrK+urX8QRasZqSSbRmMy7/dKzGwYN/h/H1gUGykOooxB1owxf6ZodgHSyGFeIgiGhBXNrgcVFfd+holLcsprwlmguabC8gN2XCsEL8BqEo4xgumfUoCzc8yIqK54+0OEc1xH2fMoz/Jei6ymBmlGF8vSAgUpg2nczEUZgM9iMtzlGPYYU4jGF8g2GQzZRkzkEQhl/1oWDIW2aLwYlBthKKeAgpPkDAZLBhkCy7GaUVH4o6tC2mgIBBtmKULYiChK7rRNQgYcW3z7oTZoMDk8FOMOzulSXqHDAZHMiioTfUKUJYCRBRgwyWXGqQzBhlK6Jo6M0H1lC1CBEluM9rd8EoWzFIFiRRRkdHUcOEI75Bg6LNBifGvcdTtmGQzYiCHK1jrIYIRXbXjR4YAkbZgkEy99ZgjtZBVrQwoYjva1lrxSBZonND7C1orvc+F3Xfz0VAxGiwxuamrmtE1CAhxdcbB9sfNlMKkijjCbQjCAIWYwKiKBOO+An1sl2Lghz7PaIECEU8fWzJoiBjMyUD4A11oOta77y0I4vG2BwPKd4B5ZBFE1ZTEqDjD/WgDFCO1SCZsRgT0dHxh7pQtd1zTRQkZMmELJlJtudRmD4DAbAYE0iwZvVpR9d1ghE3YWWw0LDo/DLK1ui7io6ihoY0t4yyDYvRSSjiIxhxx8bJbLAjS9GYW1VTiKgBwko0Z3sgyKIJo8GKJBpi+fyapkTnhBI4JHb9ISpEgfNm3M/ssuv4YMODfLD+90wuPI9jRl5NXsokjLINd6CV8ubPWbztn9S2rx5UOLPBwZSii5lYcA75qZOxmpKIKAFaerazqe59VpQ/S48/Pt+bKMicMeXXzB93M++tvZcF6+8nzVHMcWO+x5jcU0i256PrKm5/CzUdq3lz1a/o9tbHbWdc3mlMHnEhhWnTSbTlIEtGwoqfHl8jjd2bKW/+gg01b+EOtMaVxShbGZd3BtOKLiYvdQpOSzqKFqbDU8O2hoWsKH+e5p7+VdYEQeS8Gfcxp+x6PtjwIB+u/z0TCs5mZulV5KVMwmpKIhzx0tyzndVVL7Oq4iUC4Z64MqQ7SxidezJl2fPISRqH05aFJBgIRjy0uyvY0fQpy3Y+Q7v761EmwGSwMyH/LMbln0FB6lSclkwMsplwxEe3v5Gmrs1sqHmLdTVvxn0Z7eY0phV/iwn5Z5KdPA6LMZFQxEtz9xY21b3Pyorn4z7P753yOjlJ47j/jemUZs3ltEm3YTenUtW6jNdX3ka7q4LjRn+P48f+AKclg7qOtby39l52Nn8WayMneRzfOem/GGUrv3/zGCTRwAljfxCbl4oaoqVnO2uqXmVF+XP4w9395CjLOZEbTnweTdd4ctEVbG34MO44TSw4l6uOf4JQxMvjH11MZevusqJzRt3I6Jz5ZCaNJsVeiFGOxtqeO/0+zpl2b592NF3hpSU/ZsmOJ+P2Y5AsTCg4mykjLqAwbQZ2cwqKFqbNVcG2xo9YtvNp2t0DhXYJzBl1PRfOfIglO57i5aU/wWFJ47jR32Vc3hmkJZQgAJ5Ae2w8m7rj1VUWKMs+gakjLqY481iSbLkYZAsRJYgr0EJT9xYqW75kfc1bdHlrB5BlaBjyClEUZGTJTHbiGM6acifHj/kBqhYmGPGiahGSbLnMLruekVnH8+ryW9hQ+1bcdpLtBVww4wEmFJyDLBnxBtrxBNqQRROF6TMZkX4M4/PP5MUlP6KxKz65QvQLaCTRlk1xxrFcdMzD5KdOIRjxElZ8yKKRtIRSTEYHYpReo+9NiybmT7iZUyfcgsWYiD/cjT/UjY6GQbKQllBKTvIERmadQH3H+rgvkN2cynnT72da8bcwyTZ8oS48wQ4kUSYrcRT5KZOYVHger624lS31C/qteqP3YCYrcRRnTP4188b9CAB/qAdvoB2rKYmRWcczIn0m+SlTeGXpTwjvVeDcKNu4Yu4/KMmcgyjIBMIuAqFo2VSTwUZRxrEUpR/DuPwzeGrRlbT0bB/Ssz5SSE8o5dxpv2Nc3umYDHZULUwg7CYQdiFLJrKTxpGbPAFvsJO11a/1uz4raQzfmvV/veMh4Qn2zi3JREnmHEoy5zA+/wxeXf4L6jvX97lWEmUsRifHjLyKmSVXIIoGDJKF8flnoWoKWxsXcsaUX/c+A52y7HlYjAk8+v4p+ENdva0ISKIBpyWDsbmnMKvs2+SlTMQX6sYb7MRsdFCcOZvCtBkUZRzDy0t/gjfY0UcOQRCRRCOirg66zd11niQaEPZKcStMn056wkg0TaXbV09GwkhAwB1owRfs6nOupqsDfmzt5jTOmXYPM0ouwyTb8QbbY3M8N2UChWnTGJd3Bv9d/nPKmz8fQM7ou+q0pJOXMpHzpt9PadZxhFU/EcWPJBpIsRdgMSWycOPD/a4XBZljy67l7Kl347RmEgj1EIi48Id7kCUTyfY8shJHMzp7Pm2uiq9OIUZvToiuRvQTWVX5IqsrX8Hlb47aKTLmcMrEW0hzlnDBzN/T0LWBTk9Nn+sNkoVzp/+OacWX4gm08eGGv7G1YSG+YBdmo4PSzLmcNOHnlGTO4cKZD/Kfz67FHWgZUJ7spHFcMutP2M2pvLvmbmraVxMMuzEZ7GQljcYgW/AE+kft5ySPY/64m7GYkli+8xmWlz9Lj68RXdewmhJJdRZTnDELg2ShxdVfiRgkM2dM/jXHll2Lpil8tvVvrK9+kx5/Y/SjkTyW+eN+QmHadK6Y8xiPf3wR1W0r+rWzazzH559JZesyPt/6d9pc5Wi6SmbiKE4a/zNKMmczvfhSNte/z/qaN/tcH1Z8bG9ahCyZ2VDzFg1dG+j2NaJqERKsmRxTejUzS64gP2Uy88bexEtLbxpwq3akYTUlc8msRxmXdzqarrCl4QPWVr1Gh6eKiBLEbHSQnlBKScZsVlQ8328HkmDJ4uJj/sionPm4Ay0s2vwXdjR+gi/cg8XopCRjDieO/zFl2SfyrWP/zBOffAuXv7lPG4IgcezIa/l0y9/YXPc+EwvP5Zxp9zAqZz6F6TNYsv1JVla+QG7yRK6Y+w8yEkopzjiWTXXv7tWOyLnTf4cv1M1LS35MXec6IoqfJFsus0Zey/SSy5gy4iLaXOW8v+6+PtvdQ4GXlvwYqXchkOwo4PbzVyIJMh9teISlO57qc64ORPb60AJIopFTJ97CcaO/QyDs4uNNf2JDzVt4gm0YJDOF6TM5ecLPyE+dwsXHPMLjH11Ep7dmQJlSHIVceMxDZCaM4qOND1PZuhRfsAujbCE9oRSnNZMOd1W/65JsuZw++VckWDPZWPsun2/9O13eOlQtgtmYQIqjgKL0Y0i251PTvvKgxg0OIOzGakrky+3/4pVlP0VRd9s3Grs24Qq08O0T/kOas5hjSq/i/XX39XkBJxaey8SCc1DUEK+vuJUVFc/32fbUd67HFWjl2yf8h5HZJzCh4Gy+3P4vBrIrFGXMoqVnG//8+FvUdqxB32MVtr3xY0RRjjvZUp3FOC0Z9Pib+GjTIzR19V2m17SvYl31a4iCHHeyFKRNZ86oG9B1nY83Pcp7a+/tc15j10bq2tdyw/wXyEuZzBmTf8W/Fl1BKNKfecZqTGJn02f857Nr+rygLT3baXNV8LOzFmE3pzI652Q21b2PqvXN1/1o4yN8uvkvhCK+PrbGNtdO6jvWkWIvYFTOfArSpuK0ZPRTAkcDBEFkVulVjMo+EU1X+GjjH1m44UF8ob6rma0NH7Fk+5P9iIMFBKYVf4tROScSVvy8vPRm1lW/1mdVXtexlsaujdx40isUZRzD8aO/z7tr7+m37e5wV7N42z8JRtyEKrzMKLmMnOTxdHvrWbD+AYIRN22uCuaPv5nclAlkJJSydykpQYhyU7605Ca2Ny1i1/xtde2krmMtVlMi4/PPYs6oG1iy498HvarZG2FldzW/YO+c26X4ApGh1R4pzZrLMSOvQUfng3W/5+PNf+rzLjV2baLdXcEPTnmT3JQJHDPyKhasu39A+39u8kS6fPU89emV7Gj+HG2PtrY3fYo0wLuaZM8lxZ6PL9TNJ5v/jx1Ni/ocr+tYw4aat2PmroPFfrueIkqQFeXP9VGGECVt2FK/gKbuLUiigZFZx2M1JsaOG2UrkwrOxWxw0NC1kfVxbEC6rrGz6TOau7dhkEyMzz8TSRxcZ3+x9XFq2lf1UYYQJZ0Y6MsbinjRNAWbKYm85IkYJHO/c6IG/P7KEGBa8bcwyla6vHUsL38m7nmtrh0s3xktdTkifSZ5KZPitqWj88W2f8RVVG2ucpq6NyMIAsn2vLhyKmqIYMQT1/ESjHhiNi6LMQGzwRFXhiMNizGBiYXnYpDNNPds5+ONj/RThlFEnRJ736skGZlWcimiIFPR8iXbGhb2ezF1XaOi5Uu21H+AJBqYXHQhNnNyvx7a3OUx438g7Kar1/5c17Em5lzRdIVuXwOiIPc6QPaSUtdp6NxAReuX7P0x94d7WFHxAmHFh9OSQXHGsUMdpq8MoiAzPv8sHOY02t2VrKx8sd+7pKNT3baS2o41SKKBMbmnDhrWIwgiKyueZ3vjoj7KcFdrA7+rPhQtjMlgJz91MkbZ1u8cTVcOiTKEA1CI3b4Gun3xC25H1CBVrcsAyEgYidmYEDtmNjgoTJ+OIAhUtS4lrMa/gbDio90TXTrnpUxCiGMD3LO/TXXvsb8UxQ1dG6huX4FBsnDZ7L9x2ey/MTb3NExDUBgWYwJ5KRMBaHdX0tqzc8BztzV+jKqFsZvTyEkeR7z6l55AK3V72bN2QUfDE4hWNTPKNkRx4LEYCN5exSIKMuI+Pi5HClZjIvmpU9DR2Vj7TkzmoSLBmk1GQik6GlVty/EPYBNTtDDbmxahaQoZCSNJtuXvdYaOy7/bRKPpSuxj1+1r6FMfJdIbTSGJRuI914bOjf0WDbvQ1LUJb7ADQRApSJs69Bv9iiCJMqWZcxAEgbr2tQN8nKKLhl126eyksXE/2Lug6Sobat7ebwb3Tk812xo+QhYNnDPtHq4+7gkmF15w2BIH9vsNCYRdscmwN3Rdp6dXWdpMKRh63eoAsmQi0ZoNwIySKxiTeyrxFJkgiLHQAJPBjkEyDRjK4w91Ewjvf4Z7j6+JF5fcxAUzHqA4YzbHln2bSSPOp8NTxbqq19lU9y4tPTvihjxYjUmYDU4Aunx1gz7gYMSDN9hJoi2bZHt+tNDPXisXT6CdyCBfN63X5BA1nPd/8URBJtmeT17KJPLTppLmKMJmTsYk2zFIZpzWjKEMyRGFzZwSXb3q0ZX13mO0LyTaspEEA6oWic2/geANtBFWAhgNNpLt+dR2rI4d06Hvh1onNkXDSmD3bNWJ0tAJQpwnEsVAkQkA3mBnb4iJgNOSOfjNHQHsmlMAY/NO447zVxF/0SHgtETnl1G2YpAHZo4Kht17OJ+GDn+4h1eW/YywGmB0zslMK76Ucfln0uWtY0Pt22yoeYvGrk0D7ub2F/utEDVdHdQwH+n9KkqSsY+XTBZNvV/TqB1yX9u3iBJE1cKIwsAiKmroAGOPdBo61/PEJ5cxJvcUppdcSlnWPPKSJ5KfMoXjxnyPddWvsXDDw/T4+75gkmjojfWLyjhoL7oWWyUYZWufyjN73sO+4i4HgkEyc8LYHzG77NtkJJSh6SqarqBqkV6Pu/9rEZBrkqNbLU1X9zmm8WCQzL2EFNqAq7JdULQImq4gQCwcZU9oe3Mb9mL/nFF6nG3hbqhaJKb0B1tVDYbBlPHBIjrHo++qyWAn1TFi0PMjSpSkOV5Exy4oWjj2cd9ftLsrePqz6yjLPoEZJZczJudkMhNHkZ00lrmjbmB9zVt8tPFhWl0D79aGiv1WiNHg3/iXCRCzI0QUf5/JFdGCvYSnVpZsf4pVlS/tU5lpWoTgAawAh4pAuIc1Va+wsfZt0pzFTCo8n4mF55CbPJF5Y39ETvJ4nv78Orq8dbvvQw3EVqxmo3PQ9kVRwmSw9fbljnu/+gGqdEk0cNL4n3LG5F8jSUa2NHzI2qr/Ut2+Ere/BVVTAJ3jx3yf82f8/gB6+Oqwy/AvChKmODaifV4fdqPpGobeIOjBYJTMSKIRHQhEDtfcEgaVwyCbEXs/qrvskvuL6DgdHpWoauHY7mhD7Vt8vuXvqPv6aOvaPlfnB4Ow4mNT3Xtsa/yYJFsuEwvPZVLBeRSmTWf2qOsoSJ3Kk59eSUvPtoPqZ78VosOcFvui7w1BEElzFgHRLcOey1hFCdHprSMrcRSarlDZuuSQhxscKCJqkKbuLTR1b2XZzqeZM+p6Tp10K6VZxzOh4Bw+2/I3dq3tvMFOPMFoKE+qYwSyaBowm8BhTsdqSkbTVDrcVYc05MVuTuWYkddgNFjZ1vgJz3x+Xdxt2q4X72iGL9SJP9SDzZxMdvI4REHar1Vzp6eWsOLHbLCT6ijsNU3EG2uBJHseRtkSDaB3Vx+6m9gL8fgldyHBkonJYEdHp8vT18McXTlGK+sNtuJKsucPevxgoOkq7e7K6HZYh+q2lQesuA81FDVEu7uSjzf+kZXlLzC16GLOn3E/uSkTmVl6Be+s/u1BZWbt937KYc0gK2lM3GMmg52SjDnouk5zzzb8oZ7YsWDETWXLEnRdZ3TOSbEUp6MLOt2+ej7f+g/qO9YhiTI5yeP6BL5G1ADlzV8AOmnOInJ7HSzxMKHgbERBwhVoHiAC/8BhlK2kOqNbmW0NC+PGW4qCREHqlEPa7+GAP9TTGzalM6Hg7P22q/nD3b1xngKlmcdhN6fGPc8gmRmbfwYgRMPEDmMIUm7KxAHmuEB+6lQc5lR0XaN6r9i5XatdSTSQuFea3S5YjAkUpE4dkjlE1ZRe/SoM2ammaBG2Ny5C17VoZog9d0jXfdVwB1pYuvPf7Gz+HFGUyE4aiyz1Lx27P9hvhSgKIvPG3USSLa/P7wbJzNzR3yHFWYiihdhU935sKwTRVdiutKk0ZzFnT7u7Xxu7YDY4yUoac9g8SWnOYpIH+cI6LRnYTCnouo7H39rHuwiwqvIlurx1JFizOGnCT/u9wIIgMjrnZGaWXAHA9sZPaBgg6+ZAoekq4UjUAZBkz+vngZZEA9OLL6U067hD2u/hQDDsYlXli4RVP2mOIs6fcT9pzmL6bwkFrMakfvm4qhZh6Y5/Ewi7yE+bwpxRN/TbehskMzNLr2Rk5nEoWoiV5c/HTZ07FBAEgeykscwouTxmi9uFNGcRc0ffiCQaaenZRk1bX4XY5qogFPEgiyYmFJyDw9LXKSaJRiaPuJCSrDn9MlTiIaL48YW6Yqw38eyme0PXoxyZ0VViJudMu5c0Zwnxtugm2U5GQlk/OQ8Vku0FpDpGxOz2e8NmSsZpyYi+q4H2AW3AQ8V+b5l9oS5yk8dzw/wXWFnxIq2unRhlK2NyT2FGyeXIopGKliWsrXqVvV0I5c2L+Wzr3zhj0h3MLruO3OQJbG9aRLurElULYzEmkOIYEaW0txfw0tKb2NH06UHdYH8InDjuJ5RkzqG2fRX1nevp9NQQUnyYZBtZiWOYPOJ80hNKcfmb2db4cT8rX6enhvfW3cdFMx9k6oiLsRoTWV/zJm2ucoyylcL0GcwsuZIURyEtPdtZuOGhfRr79xf+UA9VbcsYm3sa04q+Rae7hu1Ni4ioAZLtBYzLO41pxZfi8rdgM6UM2M6e6V+iIOGwZMS+siaDHbs5DUUNRguLox2UE2gg6OisrXo16kUsupgZpVeQnTyO7Y2f0NKzg4gaxGpMIM1ZQnbyWBo6N/Lailv6tLGt8SOW7vwP88b+kNMm3UZW4mg21b2POxC9/9G5JzFlxEUYZDOb6xawvPzZw5a1o+s6/nAPZ025i4zEMnY0fYo/1ENGwkhmlF5BfuoUQhEPn275K969CFt9oU421b3PnFHXMzbvVC6f/VfWVr+GK9CC3ZRKWfY8phRdRI+vsVdJDY6w4mdH0yJmlFzB5BEX4A12sK3h46iJwejEbk6houXLfvnI9V0b+HDDg1wy609MLjyPjIRStjYspLVnJ2HVj9ngINleQHbSWNISinlv7b2srjx05UB3YWbpFUwvvozajjXUd6yj3V1BMOLBIJnJSBjJhPyzyEudgj/czZb6BQOar4aK/VaIde1r2Nb0CSeO/TGXzPoTmq4iICBJUbaYnc2f88rSn8Zl5tV0hY83/hFfqIuTx/+MEekzKUyb0fuCRavniaKEgEi7u5JQxNevjUOBiBogN3k8eSkTUTUlygHYWwVPFGVEQaLDU827a+6msjeusu99qCzb8W/QdU6ffDtjck+hLPvE3WMhymi6xo6mRby+4jaauvsTPBwsAuEeFqy7n2R7PlmJYzh/5gO9GRx6b+ymzqqKl1hW/jTfOSlOMaJenDnl10wecQFmgxOzwY4kGjDI0cJUM0uuZOqIi1C0MMGIh0DYzdur72Rj7TuH/H6CEQ//XfZTXP5mZo28mryUyeSmTOz94kefjSDKCAi0x0nxCit+3ln9GyKKn7mjvsOMksuZUnQxuq4hCAKSaCSi+Fm+8xneWf2bAWPrDg10Ptn0KCPSj2HuqBtjWU2iICGJBvzhbj7Z9CjLdjzdTylrusqHGx4k0ZbD2LzTmDziAsYXnI3em9ssChKb6t7j401/4oen7vs5RNQgH238IxmJZRSkTmP+uJs5YcwPeue7iKYrPLnoyn4KUdc1lu18hrAS4LRJt5KdPJ7s5HGx57Hnu+ryNxMIHR4HVVjxk5lYRnbSWGaWXI6mqb2hbtH3TBQkXP4WPtr4MBv3SqE8EByAl9nCyvLnKW/6nGnF36IwbQYmo4MeXwNb6j9gffUbdPn6s8vsQljxs3jr45Q3fcHonPmMzDqBJHseBtlCMOyi3V1FddsKKloW0zwAGYEn2E6raydd3rr9jlkDnU83/4WGzo2UZs0l3VmC3Zza+8IE6PTWUtHyJVsbFtLcs23A9jVdZdnOp6lqW87kwvMoyZxLgjULRQ3R5i5nc937bG/6FFc81h4dPIE2Wl076fbWo2nxjcC6ruP2t0TP8zX0k6WiZQn/+uQyphZdTGnW8TjMqUR6GVU21r7D5voFSKLMzubPsBmT+6W8QdQWKQkGImpgn7FcBsmMLJoGPedg4A608taqX7Ou+jVG55zMiPSZJFizkCUjgbCbDk8Vla1L2VL/QdzrgxE37629l831HzCx4BxGpM/AakoiGPZQ37meTXXvUdG6JG7kQre3HpspBX9o9zZaR8Plb6LVtbOPAtXRcfmbaXXt7EfOsAuBsIsXv/wBW+oXMCH/bFKdI4ioIRo6N7Cm6hUqWpYMuJppd1fw3BffYULB2YzNO5UUxwjQdTq9NWyqfZeNde8RjLipbV+FyeAgogz+3Oo71/HUoquYUnQRZVkn4LRmoukK3kAHTd1b4jIyQdTbvKriRWraV1KWNY/ROfNJcYzAZLARjHjp8tb2vqtf0ti1dwJj7ziEumPjdCBO1JXlL9DtbaA06zgyE8pwWNOjjkw1RLevnuq2FWyuW0Bj96ZD4qQdYpEpgSvmPMZxY75LVdty/rHwgj0M0nvaFQ6Uj+xA2tizLvPBYG+7yNF4D0M5b7D+93X9/oRvfJVs2gf7bPbnmQw2RvEiSPv/npcyme+f8gbJ9jxeWvrj3uiEobS/Lwx07YG0+VWO6d7XHOp39cDbPGRFpvqHgx6KF+TAgqsPDY5kO0O9ZijnDXbOvq4/WksGHKxc+3P9gYzfoWr/QK89Eu/NN+FdHRhHZ3LrMI5q7OKoG5l1wkG1s6X+A1ZWvnDUUpIN438PwwpxGPsNURAZkT6TmaVXHFQ7nmB7b8bSsEIcxtGBYYU4jP2GqkX4eNOfWF35ykG10+WtO+QhPMMYxsFgWCEOY7+ho9PcvZXmwxBONIxhHEkMWSE2dW9hc/0HtPZsP+RBxsP434SpZByG9JzY30p7E8Hy+OEbXwcEI252Nn+Ow5xGl6du3xcM46jDEMNuDg8kqwNRNqKG/Gihg+czE01WdCWMrn79ym7+LyLz5t+TfM61CEYToj2Bnnefpf7X1xxpsb7WEAxGdCXSL910GH0xUNjNESXLyzzuEib86hXyz/vJkK8RZCOiKX4+ZtHlv8JZevQxEA8jPlr+eifbzyym6vunoUf6B40PY/8gmK1k/vgBjNmFR1qUry2OqEJs/OBJ2pa9BUNIUt+FlCknkTR+btxj9e88hrfm0LLKDOMwQomgBXyoXe0cvbGQXx+YCstIOvtqpISjkUnq64H9dqo4y6YjGs2YU3Ox5oykfdlbeCrXI8hGkifOI2HMMQRaqmn94r9ooQCi0ULarLOx5Y0i4ummdfGrhLt20y7pQ2WnEESy5l9B9inXovjdJE04gfbl7+DauhTJYif/vJ8gyAaaFz1HoLECQTKQMvVkJLMNgyMZX8MO7IXjaf7kWRRvD8akTDKOvwTZYqdj1QI8lev3vc0QBBAlUNVo0LwoRX/Ttehvg0GUQBSjfeg6DHTfkhTVDZq6uz9B6L1Gi/YVZ2wQxd4Piw6aHj1voPsRxeg1g8m+q29NjbYjSdFrBpNjIFkOkoHkoLFrDHeNo65F7yHuuXuMjabFl12Se38XQBJ7z9N23/vez3dXm6qyxzNl4LERJRAFUOKYfqTeV3ZPs1Bv+/bp8xCMJgRJBnkPdhhViT8X9nxWu2SOe54Q7VeJkg7vHqNB7uFriv1WiPbCcWTMvYjmT1/EtW05ijeaF5p2zFmkz7mA5o+fJXnyfIwJadS+/igAosFMz+YvSZ56CoUX38LOx3+2/5LqWrSNSSfirdlM5+oPCXVG84TVoJ+m/2/vvOOrKLM+/p2Z229yc9MTQuigVEFBsVMUKyyo2CuLa1tddRXW8rKudXfd1fXF8lqxLqJiWRCkKR2kRKRJTwLppNze5s7M+8dcklwuIsQVEef7+cwfmcydeeaZmTPn+T1nzpn3Fj1u+Se2vI4Jg2gi9/QxhCq34z5+MLb8TkhWOzkDz6d+7Ry6jXsS39bVBCu30eW6R9j60t1Eag6eMDTj3MvIvXEC1U/fg61HP9wXXoMpp4DYnp00fToF74LpKUM/wWwh/cyLyLz4Wmzd+6EpccKbVtPw0SuE1q9IMUbFj05Bk2VqXpyEa8hIMi+4GlNeEYqngaYZb9Hw/gtJ29u69SFz1A2knTwMyZ2DGg0TK9+Of+VcGj98BU1uNQEmith7DSRr9Dic/U9DsDmIlW+jafZUfAs+Rg23JNNIGzSUgnv+Tu0Lk5DcWWRefD2WDt1QAz4CX8+n/t+TkatbJTcVJZwnnIpr2BgcA07DnF2AFosS2bGRphnv4F86S9e2jiCCzU7aoGG4L7gK+3H9Ee0OFF8T4W3raZg6mfB3JS0bSyacJ5xK1pjx2HsPRLBYiezYgOfz9/AtmoEW0/vRXFBM+0en0PTZFGzd+5Ex9Df4l89h75tPk3XpzWSMGEu0bBvVz9xPbPd2AHJvmojrrIuoeOxWMoaPIWP4JYh2J5EdG2mY+jyBtYtbDJxkouihF3H0PYXS284jXt9S9EpKd1P8xNsIZgu7J1yJ4vcgZWSRf8ejOHoPwtrpOESHk06TZzT3tRoNU/XUXfiXzmrdM1g6dCVrzG9JG3wupowsYjV78M77CM+s91C8yYkvHCecSvHjb7N74lUIkkT2Fbdj7z0IBIHIdyVUPzMBua7iv38BfwbaFHYT2VtBzYJ3k9blDh5J4zcL8O9YhxIO0vmqB6ic8wZxfxN1S6cjWmwIkpmiC2/m+78NPTjhmlJivgYidXuSh8aaSrS+AiWcnNVXkEzUfz0TyeogUL4J0WzB7M7DUdgNa1Yh9atmoSkyOSedh7vnYGp+wCCKVju2zseTd8skJFcmwZIloCqkn3kh7R6YjGC10jTj7WbvQzCZybrsFvJvfojonp14532IaHOQfvoFOAecQcUTtxNYlpyoQHJlIaW5yL/5IZwDhxDevIZI6RZsXXsh2pK1U1NOAUWTXsHSvgv+RTOR6yqRMrJw9D2ZjKGjafz4dWhlg9IGDqFo0isIgoBv2WzUgA9H31NoN/FfWDsdR93LjzUbUMFixVLUmZzr7sFSUEzw2xWEN6/B0W8w2VfegSmnkKon70DxexLnasJ9wVWknXYeofUrCaxcgCkrD9eQUTj6n07FpJvwLztwUoafAsFsIffae8m57h7USIjQt8tRvI2Y89vj6HUSTWmtyz8IuIaMomjicyihAIEVc1EjIZwnnkXRwy9hLuhA/dTJEJdBlDBnF5Bzxe+JlG0huns7maNuxJTbDtFqI/jNMjIvvJrY5bdS/Y8/AiA5Xdh7nki7e59GsNnxL52NlJZB+tkjaf+X16mYNI7A6pY0d6Z0N6bsfN1TbI0oIrlzEMwW3UMDtLhMZMs6ojs3k3HuWBwnnErjJ28g1+iz3JoSJ1qWnCTF2rE7xU++gzmnEP/yOcj1NdiP60/BnU9g69KTqmfuR2v1chTMVsx5RbiGjSbt5GGooQDBNQuR3DlI7mzdYzxGaJNB3OeZtcaSmU/+WWNx9zkTAQHfjhJQVZwde1E88naUaAhLRi6SPa2t9vDw0TRUOYamxlGjIUTJrKdQstiwF3am6w1/QVNVBFFEDhxislDJhDmvHaW/v7j5pmv89A06/uMjcm+cgH/ZHOL1uiRg7daH/Fv+h8CqL6l84g4Uv34M6/RX6Pz8LPJve4RQyZIkzwzA3nsQaiRM2Z0XE6su1zMe7xv2tcLR52RsXXtT+9Ij+gOrqiAICGYzoj0NLdJSQc6UXUDebY+AplJ+/5WEt34LmobocFJ499/Ivux3hDeuxrfws+bfCKKEo9dJlN9/BYHVX4KmIbkyKX50Cq6zL6b+nWcIb16rd3UsSu2rj1PzwiSUgEcfSokigRVzaf/n13ANGUVg1ZdHbPLEMeAMcm+aQHjrN1Q8Mp5YZZk+HBQERLszqc/NhR3Iv+3PxL2NlP/xMmIVeiosyZVJ0QPPk3vDfYQ3rSFYslj/gSiixmPUPPcnBLOFrlOW4DzxTHZcNxjV78WS3x5H70EIVhtaVK+/I1hsaPE4u/94WcIDE3DO/YCOz0wnd9xEgt8sbZMHrQb9+osPXUN09BmEd95HzddFp+VhEyw2csc/iLmwI3seuIbA6oX6fWCzU/CHp8i86FoCq77COy85ZZxgsZI18gZqnn8Yz6z30Pbda5LpmJoQ+6+Zdu+Wr2ksmc+ONx5kx5QHqZjxEvGQj9zBI5F9DZRN+xsNa+buFxIjIIgSQrPm9MOo0RBmVzaSzYnQWicRdT1EOIS3VcxTS7BsM2Uf/J3tr09k1zt/oWn9okM+V//S2fpwMaEdRUu34F/+BdYO3bF1aSmvkHH2SCRXJg3TX0XxNrTafivBkiXYOh2HtWvvlP0LJhP17z5LrGKXPqRWFT2cSE6O/4w31aPJUZwnnoG1uKveH6qCFo2geJLTUtl69MPeox++hf8hvO3bhF6k6g/Up1PQVAXX0FG699GKwNrFuiesKKCqKJ4Ggt+uQLQ5MeUkZwqP763Wz1NREtpknND6lcS9DZhyClM9np8KUSJj+BgEUWTvm08T271DH5KqCihx1IA3SYNz9j8NS1Fn9ZnLBAAAC09JREFUPLOnEtuzs/k6KZ4GGj9+DdGRRvrZFzV7ZaAhV+8m3liHXFuJEvAS272deEMdajSMXF+DYLUj2lpl7dZUvAumozTVN2uTwXXLCW1Yhf34AZgL9q8RfTgk6qU263/afksL1g7dcA44g+CahQTXr2i5D8JBfAtnoGkazkFDkjXIBMENK/HO+1A33Im+1GKR79eTf4EctoeoqQraAfL3Vc15k05j76P7+L+iKQqN38ynZuE0vN+tpMOYu+l6w2PE/Y3N8YbW7Ha0O28cWf2HIpgsSPY0Kma+TKS27KDHb1g7j05j7yOtSz+q57+Dd/NyXN0HUjDsalzdT8TkcOEs7kntomloigxoaIqCpqrNbQ9X7aRm0TQ6X/EnVDWOJsfY+fYjxA4xFjJavj1ZfNY0Ijs3gyhg6dANVi0AwHZ8fxAEMi+6lowho1rtQcDWrTeCyYwlvz3hjclp5BVvo36MHyC8aTVNM98la8xv6fT8CQRWzsO74BOCJUvQ9jsXS/vOCGYrkV2bU3TLaNlW1GAAW/e+CCZz0hs/smNDiuei+pp0r8KyXwlNUcLSvguOPoMw57dHdLqQ0t1Irkxd6P+p6mbuh+hIw1LUBbmuktgP9aMoYinuBqpGtGxrysMd3r4BLRbF3qN/y0tbAyXgTdwDmv4C8ja1TGQpcYT9X86alnpNFYXors04B5yOpV3HZs/0p8SUU4g5pwC1Yw8K73oq+X9ZeYgWG5aCYgRJSr7uqkp05+aU0cyxxmEbxNpFH7R6U7YQqStn22sTkKxO0DSUSAA0laYNS/Dv+hZBlFAiIQSTCTSNmKeOihkvUfH5y4k9aCjhIJn9h2FOcyftW1Pi+LatIdpQhWfTMjaWbUAQJeIJzTBQtpHS95+i9P2nmrePh3xse/k+lGiI3Z88h6bE9RoUgoimKtQu+ZCGNXMQTCa0uEw85DvkPjjQEGHf8FS02pvXSY50UDVsXXuneHdqOEhw/Ur9wdoPNRo5pNl3LS5TM/lBfIv+Q9bocaSdMhz3BVcRWv81da8+TrBkKeyr4GZzgqaiRVKNvhoNo6kKot2Z4qmroeBBZt9bthXTMsi/dRIZIy5HadyLvLeq+eERjpRnuK9VJjOi1YYajaD+0HBOEBFt9mbPen+0SAg0FdGR1up0teRZXhLREj8gA2nx/duioUbCIIgI1kOrz/xj62wLZguC2YKUkY29Z2oBsvCWEqK7t+uSR1JTtSQJ5ljl8AvVx76/kLgaDad+caKpxAOelr8T94SmxJH9yWUGBMmEaLKkeB5qXG4xwvvvD1DlCKo3tV1K2J9ol34hky6xqhIPelJ+cyhILnfqOrdet2SfTggQ9zaiKXEqn7yDWFVZ6o40DTXoT11/GGjRCMHVCwmtW46103Gkn3kROdfeTdFDL7Lr1hHE91brLyhvAwgikis1Rk1KdyOYzMTr6nRtKPkIh9SOjHMuJfuKO2ia8Tb1b/0Dua4SNRzClFNA1zeX/KhzPFw0OYYaDmJp1yllIioFVdE1PZMZKT0j5d9SRjaIEvGmvT9S9xaQ0t37rRKQ3Fl6G/wtL8Z9NXxSikhJJsS0dN2IthE1GkaNhPAv/pza/3uEA32ppsmp8ozermOfoyq5g6bEaVhz5GYi24q918BETF7CeIgSjt4n6zN+OzY1bxcsWUzGOZdi69aH8KbVP2mbNDlGZPsGIjs3IZgt5N04AXuPE/Dv1Sd4oqVbUPxN2PsMRPjUnjSktvc8ESndje/LT9oskDsHnI4gijR+9ArR8m3N6y3tOure1RFEDfmJ7NxM2uBzcfQ6ieiugySh0DTCOzagyVHsvQfimT9dn01O4DjhVESrndC3K36cViYI2HsNJLBiXssqsxVHz4GoQX9ziA5oqOEggsmMKSsPubYlnMWcU4ilsCOR0gOX1tAURY8XPYhHLleVIdfswdrleDRVTdGaf+0cVQbxl0LaoKG4ho0m9M1SNE0lbdBQ0k4ZTnDt4iQdyLd4JlljxpN7430o3kbCW0rQZBnBYsGUlYeUka0/IG180Oy9BiJYbcg1e1BDftB079XW+XjUmC7u7yOyfQP+JbNxDf0NwfMW4V/+BZosYy4oJveG+1ADXrzzp6cMBQ+VeEMdCCL23gOJ7tkBqoo5v4ica/6AyXWQcrKCiGBOCPiSpIv5PzZeUdPwfDEV94VXk/e7h1ECXsJb1qHFZUSrDSkzB6WpnlilHmYVWrec0NoluC+6Rp/oWLcMTYlj7dCdnGv+QKyqFP+Sz3/c98GCgHvEWELrVxDZvgHBZCZjxOVYu/TEM+s94p7EaElViWxZh/v8q3CPvJ54Uz1qOIApK4/ccRNbArMPQKyyFEGUSD/jAuTqcjQ5hmAyowS8zXGUsapyPHOmkXvTRPJumkDjJ6/rso0gIjnTMRd2JFq+DflAI5pfAYZBbAPBtYspvPdp5Jo9oCrYevRD8XmoffkxFF/LkFmu3k3l3+6i6E+TKX78LWIVO1EjYUSHE3N+MaF1ywh8vQCUthlE56Ah5I1/UJ/xbKgFNMx5RZjz29P48WtEdrZ4q2okRN0rj2HOa0e7+/5JpHQ8ajiEpbgros1BzXMPEFq/ss194pn7Ae7zr6DgjkdxDRmJJsewFHUhvHE14QNksLF170vm6HGIdiemzFwEkxlnv9No/+dX0cJBYjV7qP/3/7ZZt4ps20DNvyZScOcTFD/5DrGKXaiREFJaBlJGNtXP3t9sENWgn+rnH6b9wy/R/n9eJlr6HWosirVTD9Cg6q93JfVlm1BVIjs20n7Sq8SqyhBtdmzd+hLZtp697zzb8rWHpuFdNAPXuZeSfdnvcA44A8XTgLmgGLm2guA3S1OH3gl8i2eSdcl4cq+/l/RThic0XIGaFye1TNypCvX/nowpp1APJD/nUuT6agTJhCkrD8FkZvdD1xsG0eDQ8S2dxd53nyVj+CWYsvMJrP4K75wPie7elryhphEqWUrp7eeTftr5OPqejOhIQ/F5CG9dR2Dl/BSPLLh2MbGq0kOazWv6bApKYx224/pjysxBU1XCm9fiXzFXN277eVqxqjLKJ1yJ68wLcQ44A8HmILBmIb6vPiVaujXJA5L3VuNdMJ3oru/YXz2K7tmBZ8405NqW6oqRresovXMk7hFjsRR1Rgl48cyaim/xTNznXY4pMzdpdluw2TFn54MgoMUieOfqcW+ixQpmKyY5hiCKbdetNBXPnGkE16/AdfYobF17I1isKJ56wt+V4F86O/mcdm6i7O7RuIaOxtFnEILZin/5F/i++ozYnl3NfaOGg/iXzk5KU+ZfORfF59EnZoDQxtXEm/aixlrrcBr177+ANPNdXGddjGh34p03Hc8XU5O+RgGQK0vZPeEq3CMux9a9D5qq4pnzPv4ls0g7dQS2zj0PqPHJVWWU33sJGSPGYuvSCy0uE6ssQ96bHDesBrxUP30vni/eJ/20EZjzi0FRiFXOJLhmIaH9oh7iDbV45k5L3AvHOJqmfe9CakDTr3rJHHm91mdVWHNffN3P3hZj+eUsBXc9pfUtkTVbrxN/9rYYi758n80zPESDoxp770GkDT7n0DZWVQKrvvzJJ7DazhEKxDRoM4ZBNDiqsRZ3JWP4JYe0rRaXkat3H8UG0eBoxzCIh4GmxFHDQSMj9xHEM386vsUzD21jjQNqaz83mhzVA9yPoTRZxyo/awmBXxqCyYxgc6BFQkc8lZXBLxfBYkOwWFFDAcMoHiV8XwkBwyAaGBj86jgqa6oYGBgYHE0YBtHAwMAggWEQDQwMDBIcVEM0MDAw+DVheIgGBgYGCQyDaGBgYJDAMIgGBgYGCQyDaGBgYJDAMIgGBgYGCQyDaGBgYJDg/wG5dmWPX8FtrAAAAABJRU5ErkJggg==\n",
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+ ""
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+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for num, (year, words) in enumerate(top_words.items()):\n",
+ " wc = WordCloud(height=400, width=500, colormap='cool')\n",
+ " fig, ax = plt.subplots(1, 1, num=num+1, clear=True, figsize=(5,4))\n",
+ " ax.imshow(wc.generate_from_frequencies(words))\n",
+ " ax.axis(\"off\")\n",
+ " plt.tight_layout(pad=2)\n",
+ " ax.set_title(f\"Top Bigrams: {ticker} {year} 10-K Business Description\")\n",
+ " #plt.savefig(os.path.join(imgdir, f\"{ticker}{year}.jpg\"))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Community Detection with Business Descriptions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Language: en_core_web_lg vocab: 684830 dim: 300\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Load spacy vocab\n",
+ "lang = 'en_core_web_lg'\n",
+ "nlp = spacy.load(lang, disable=['ner'])\n",
+ "n_vocab, vocab_dim = nlp.vocab.vectors.shape\n",
+ "print('Language:', lang, ' vocab:', n_vocab, ' dim:', vocab_dim)\n",
+ "stopwords = {'company', 'companys', 'companies', 'product', 'products',\n",
+ " 'service', 'services', 'business', 'description', 'year', 'years'}\n",
+ "\n",
+ "# Load stock universes\n",
+ "univs = {y: crsp.get_universe(bd.endmo(int(f\"{y-1}1231\"))).assign(year=y)\n",
+ " for y in range(1993, 2021)}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Extract lemmatized nouns from bus10K documents\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "A = ed.open(form=form, item=item) # open bus10K archive\n",
+ "A['year'] = [d.year-(d.month<4) for d in int2date(A['date'])] # set fiscal year\n",
+ "\n",
+ "tic = time.time()\n",
+ "for year in [2018, 2017]: #[2020, 2019, 2018, 2017]:\n",
+ " docs = dict()\n",
+ " for i, permno in tqdm(enumerate(sorted(univs[year].index))):\n",
+ " doc = A[A['permno'].eq(permno) & A['year'].eq(year)].sort_values('date')\n",
+ " if len(doc):\n",
+ " text = ed[doc.iloc[0]['pathname']].encode('ascii', 'ignore').lower()\n",
+ " tokens = nlp(text.decode()[:900000])\n",
+ " nouns = [t.lemma_ for t in tokens if t.pos_ in ['NOUN','PROPN'] and\n",
+ " len(t.text)>1 and not (t.is_oov or t.is_stop) and\n",
+ " t.text not in stopwords]\n",
+ " counts = Series(nouns, dtype='object').value_counts()\n",
+ " if len(counts):\n",
+ " docs[permno] = counts.to_dict()\n",
+ " print(year, len(docs), f\"{time.time()-tic:.1f}\")\n",
+ " with gzip.open(os.path.join(imgdir, f\"docs{year}.json.gz\"), 'wt') as f:\n",
+ " json.dump(docs, f) # save this year's docs\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Text Vectorizer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.feature_extraction import text\n",
+ "max_df, min_df, max_features = 0.5, 25, 10000\n",
+ "#max_df, min_df, max_features = 1.0, 1, None\n",
+ "tv = text.TfidfVectorizer(max_df=max_df,min_df=min_df,max_features=max_features)\n",
+ "cv = text.CountVectorizer(max_df=max_df,min_df=min_df,max_features=max_features)\n",
+ "\n",
+ "# Helper to return an iterable of str from dict of docs dicts\n",
+ "def iterable(docs, unique=True, key=False, lemma=False):\n",
+ " for k, doc in docs.items():\n",
+ " value = \" \".join([k if unique else \" \".join([k] * v)\n",
+ " for k,v in doc.items()])\n",
+ " if lemma:\n",
+ " value = \" \".join(t.lemma_ for t in nlp(value))\n",
+ " yield (k, value) if key else value"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Compute document term frequencies and average word vectors, and cos similiary\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "3219it [26:23, 2.03it/s]\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "1593.793485879898\n"
+ ]
+ }
+ ],
+ "source": [
+ "cos_tfidf = {}\n",
+ "cos_vector = {}\n",
+ "graphlasso_tfidf = {}\n",
+ "corr_tfidf = {}\n",
+ "for year in [2020]:#, 2019, 2018]:\n",
+ " with gzip.open(os.path.join(imgdir, f\"docs{year}.json.gz\"), 'rt') as f:\n",
+ " docs = json.load(f)\n",
+ "\n",
+ " # document term frequencies and average word vectors\n",
+ " tic = time.time()\n",
+ " x = cv.fit_transform(iterable(docs, unique=True)) # term dummy\n",
+ " feature_names = cv.get_feature_names()\n",
+ " df = Series({k: v for k,v in zip(feature_names,\n",
+ " np.asarray(np.sum(x, axis=0)).flatten())})\n",
+ " tfidf = tv.fit_transform(iterable(docs, unique=False)) # tfidf\n",
+ " vector = np.zeros((len(docs), vocab_dim))\n",
+ " permnos = []\n",
+ " for i, (key, doc) in tqdm(enumerate(iterable(docs, unique=False, key=True))):\n",
+ " permnos.append(int(key))\n",
+ " vector[i] = nlp(doc).vector\n",
+ " print(time.time() - tic)\n",
+ "\n",
+ " # compute cosine similarity matrixes between documents\n",
+ " cos_tfidf[year] = cosine_similarity(tfidf, tfidf)\n",
+ " #cos_vector[year] = cosine_similarity(vector, vector) \n",
+ " #corr_tfidf[year] = np.corrcoef(tfidf.toarray(), rowvar=True)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Populate new DataFrame, indexed by permnos, with sic and naics codes\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sic | \n",
+ " naics | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Non-missing | \n",
+ " 3219 | \n",
+ " 3219 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sic naics\n",
+ "Non-missing 3219 3219"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pstat = PSTAT(sql, bd)\n",
+ "vs = DataFrame(index=permnos)\n",
+ "for code in ['sic', 'naics']:\n",
+ " lookup = pstat.build_lookup('lpermno', code, fillna=0)\n",
+ " vs[code] = lookup(vs.index)\n",
+ "naics = Sectoring(sql, 'naics', fillna=0) # supplement from crosswalk\n",
+ "sic = Sectoring(sql, 'sic', fillna=0)\n",
+ "vs['naics'] = vs['naics'].where(vs['naics'] > 0, naics[vs['sic']])\n",
+ "vs['sic'] = vs['sic'].where(vs['sic'] > 0, naics[vs['naics']])\n",
+ "Series(np.sum(vs > 0, axis=0)).rename('Non-missing').to_frame().T"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Use sectoring scheme"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " sic | \n",
+ " naics | \n",
+ " codes49 | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 10026 | \n",
+ " 2050 | \n",
+ " 311812 | \n",
+ " Food | \n",
+ "
\n",
+ " \n",
+ " 10028 | \n",
+ " 5990 | \n",
+ " 453998 | \n",
+ " Rtail | \n",
+ "
\n",
+ " \n",
+ " 10032 | \n",
+ " 3672 | \n",
+ " 334412 | \n",
+ " Chips | \n",
+ "
\n",
+ " \n",
+ " 10044 | \n",
+ " 2060 | \n",
+ " 311352 | \n",
+ " Food | \n",
+ "
\n",
+ " \n",
+ " 10051 | \n",
+ " 8093 | \n",
+ " 621498 | \n",
+ " Hlth | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 93422 | \n",
+ " 1311 | \n",
+ " 2111 | \n",
+ " Oil | \n",
+ "
\n",
+ " \n",
+ " 93423 | \n",
+ " 7996 | \n",
+ " 713110 | \n",
+ " Fun | \n",
+ "
\n",
+ " \n",
+ " 93426 | \n",
+ " 3674 | \n",
+ " 334413 | \n",
+ " Chips | \n",
+ "
\n",
+ " \n",
+ " 93434 | \n",
+ " 100 | \n",
+ " 111998 | \n",
+ " Agric | \n",
+ "
\n",
+ " \n",
+ " 93436 | \n",
+ " 3711 | \n",
+ " 336111 | \n",
+ " Autos | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
3219 rows × 3 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " sic naics codes49\n",
+ "10026 2050 311812 Food\n",
+ "10028 5990 453998 Rtail\n",
+ "10032 3672 334412 Chips\n",
+ "10044 2060 311352 Food\n",
+ "10051 8093 621498 Hlth\n",
+ "... ... ... ...\n",
+ "93422 1311 2111 Oil\n",
+ "93423 7996 713110 Fun\n",
+ "93426 3674 334413 Chips\n",
+ "93434 100 111998 Agric\n",
+ "93436 3711 336111 Autos\n",
+ "\n",
+ "[3219 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "scheme = 'codes49'\n",
+ "codes = {scheme: Sectoring(sql, scheme, fillna=0)}\n",
+ "vs[scheme] = codes[scheme][vs['sic']]\n",
+ "vs = vs[vs[scheme].ne(codes[scheme].fillna)]\n",
+ "vs"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Create edges, and edge value thresholds"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "perms = [str(p) for p in permnos]\n",
+ "E = DataFrame(data=cos_tfidf[year], index=perms, columns=perms)\n",
+ "E = E.stack()\n",
+ "thresh = [10, 20, 25, 30, 40, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95]\n",
+ "thresh = {t: v for t,v in zip(thresh, np.percentile(E, thresh))}\n",
+ "E = E.reset_index()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Run community detection on edges "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Min threshold for edges set at 40 %-tile cosine similarity...\n",
+ "Deleting 15 vertex IDs with degree 0.\n",
+ "\n",
+ " vertices edges density simple directed weak-components largest-weak\n",
+ "2020 3204 3106986 0.605508 True False 1 3204\n",
+ " modularity components\n",
+ "cos_sim threshold % \n",
+ "40 0.093159 4\n",
+ " Community 1: Drugs(465), Softw(156), MedEq(126)\n",
+ " Community 2: Oil(97), Util(75), Mach(71)\n",
+ " Community 3: Banks(378), Insur(83), Fin(63)\n",
+ " Community 4: Rtail(95), Softw(71), Meals(37)\n",
+ "\n",
+ "Min threshold for edges set at 60 %-tile cosine similarity...\n",
+ "Deleting 15 vertex IDs with degree 0.\n",
+ "\n",
+ " vertices edges density simple directed weak-components largest-weak\n",
+ "2020 3204 2070790 0.403568 True False 1 3204\n",
+ " modularity components\n",
+ "cos_sim threshold % \n",
+ "60 0.174424 4\n",
+ " Community 1: Oil(97), Mach(78), Util(74)\n",
+ " Community 2: Drugs(464), MedEq(124), Hlth(39)\n",
+ " Community 3: Banks(381), Insur(82), Fin(59)\n",
+ " Community 4: Softw(200), Rtail(96), BusSv(52)\n",
+ "\n",
+ "Min threshold for edges set at 80 %-tile cosine similarity...\n",
+ "Deleting 15 vertex IDs with degree 0.\n",
+ "\n",
+ " vertices edges density simple directed weak-components largest-weak\n",
+ "2020 3204 1034594 0.201628 True False 1 3204\n",
+ " modularity components\n",
+ "cos_sim threshold % \n",
+ "80 0.344024 6\n",
+ " Community 1: Oil(97), Mach(78), Util(73)\n",
+ " Community 2: Drugs(456), MedEq(100), Hlth(36)\n",
+ " Community 3: Banks(359), Insur(75), Fin(51)\n",
+ " Community 4: Softw(246), BusSv(70), Chips(51)\n",
+ " Community 5: Rtail(101), Meals(40), Clths(24)\n",
+ " Community 6: Banks(21), Steel(3), Softw(2)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
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+ "