diff options
Diffstat (limited to 'megapixels/notebooks')
56 files changed, 463 insertions, 7100 deletions
diff --git a/megapixels/notebooks/bs4_scratch.ipynb b/megapixels/notebooks/bs4_scratch.ipynb index e63d286f..eeaa618d 100644 --- a/megapixels/notebooks/bs4_scratch.ipynb +++ b/megapixels/notebooks/bs4_scratch.ipynb @@ -2,189 +2,107 @@ "cells": [ { "cell_type": "code", - "execution_count": 56, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from bs4 import BeautifulSoup\n", "from pathlib import Path\n", - "from os.path import join" + "from os.path import join\n", + "import urllib.request\n", + "import lxml\n", + "from functools import partial\n", + "from multiprocessing.dummy import Pool as ThreadPool\n", + "from tqdm import tqdm_notebook as tqdm\n", + "import pandas as pd\n", + "%reload_ext autoreload\n", + "%autoreload 2" ] }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ - "data = \"\"\"\n", - "<div class=\"entry-content\">\n", - "<h2 id=\"annotations\" class=\"offset\">Annotations</h2>\n", - "<p>Below are examples of our different annotations within the dataset. Every pedestrian, cyclist and motorcyclist (higher than 50px) in every frame is annotated with a bounding box, along side with three attributes: occlusion, difficult (low contrast or unusual posture) and pose. People on posters, sculptures and groups where individuals are hard to seperate are marked as “ignore”.</p>\n", - "<style type=\"text/css\">\n", - "\t\t\t#gallery-3 {\n", - "\t\t\t\tmargin: auto;\n", - "\t\t\t}\n", - "\t\t\t#gallery-3 .gallery-item {\n", - "\t\t\t\tfloat: left;\n", - "\t\t\t\tmargin-top: 10px;\n", - "\t\t\t\ttext-align: center;\n", - "\t\t\t\twidth: 25%;\n", - "\t\t\t}\n", - "\t\t\t#gallery-3 img {\n", - "\t\t\t\tborder: 2px solid #cfcfcf;\n", - "\t\t\t}\n", - "\t\t\t#gallery-3 .gallery-caption {\n", - "\t\t\t\tmargin-left: 0;\n", - "\t\t\t}\n", - "\t\t\t/* see gallery_shortcode() in wp-includes/media.php */\n", - "\t\t</style>\n", - "<h2 id=\"pedestrian\" class=\"offset\">Pedestrian</h2>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/many_peds3.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/many_peds3.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-81\">\n", - "\t\t\t\tHigh frequency of pedestrians\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_dark_low_contrast.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_dark_low_contrast.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-82\">\n", - "\t\t\t\tDark scenes with low contrast\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/peds_occluded.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/peds_occluded.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-83\">\n", - "\t\t\t\tOccluded pedestrians\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_sideways.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_sideways.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-85\">\n", - "\t\t\t\tSideview of crossing pedestrians\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<h2 id=\"bicycle\" class=\"offset\">Bicycledriver and Motorbikedriver</h2>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "\t\t\t\t\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_back_glare.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_back_glare.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-86\">\n", - "\t\t\t\tBicycle drivers from back including glare\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_driver_sideways.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_driver_sideways.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-87\">\n", - "\t\t\t\tBicycledriver sideways\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_mixed_with_ped.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_mixed_with_ped.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-88\">\n", - "\t\t\t\tScenes with mixed annotations\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_multiple_drivers2.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_multiple_drivers2.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-89\">\n", - "\t\t\t\tMultiple bicycle drivers\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "\t\t\t\t\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-90\">\n", - "\t\t\t\tMotorbikedrivers from back\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_drivers_crossing.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_drivers_crossing.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-91\">\n", - "\t\t\t\tMultiple motorbikedrives in a scene\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_traffic_glare.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_traffic_glare.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-92\">\n", - "\t\t\t\tMotorbikedrivers in traffic including glare\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back2.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back2.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-93\">\n", - "\t\t\t\tMotorbike driver followed during several frames\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<h2 id=\"ignore\" class=\"offset\">Ignore</h2>\n", - "<div id=\"gallery-3\" class=\"gallery galleryid-56 gallery-columns-4 gallery-size-medium\">\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "\t\t\t\t\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ignore_group.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ignore_group.png\" alt=\"\" class=\"alignnone size-medium wp-image-43\" width=\"300\" height=\"184\"></a>\n", - "\t\t\t</dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-94\">\n", - "\t\t\t\tIgnore larger group of pedestrians that can not be distinguished\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_traffic_signs.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_traffic_signs.png\" alt=\"\" class=\"alignnone size-medium wp-image-28\" width=\"300\" height=\"186\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-95\">\n", - "\t\t\t\tIgnore confusing traffic signs\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_passengers.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_passengers.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-96\">\n", - "\t\t\t\tIgnore irrelevant people like passenger\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<dl class=\"gallery-item\">\n", - "<dt class=\"gallery-icon landscape\">\n", - "<p>\t\t\t\t<a class=\"grouped_elements\" rel=\"tc-fancybox-group\" href=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign.ads_.png\" data-lb-type=\"grouped-post\"><img src=\"http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign.ads_.png\" alt=\"\" class=\"alignnone size-medium wp-image-44\" width=\"300\" height=\"193\"></a>\n", - "\t\t\t</p></dt>\n", - "<dd class=\"wp-caption-text gallery-caption\" id=\"gallery-3-97\">\n", - "\t\t\t\tIgnore advertisements and billboards that may include target objects\n", - "\t\t\t\t</dd>\n", - "</dl>\n", - "<p><br style=\"clear: both\">\n", - "\t\t</p></div>\n", - "<p> </p>\n", - "</div>\n", - "\"\"\"" + "fp_html = '/data_store/datasets/people/vgg_face/downloads/celeb_list.html'\n", + "with open(fp_html,'r') as fp:\n", + " data = fp.readlines()\n", + "data = data[0]\n", + "#data = urllib.request.urlopen('https://www.youtube.com/watch?v=396sRuzVrHQ').read()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "lines = data.split('<br>')" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [], + "source": [ + "names = [x.split(' ')[1].strip() for x in lines]" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "data_error2 = urllib.request.urlopen('https://www.youtube.com/watch?v=XAuCRa3ySfU').read()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "no desc\n", + "\n", + "\n", + "\n", + "\n", + " This video is unavailable.\n", + "\n", + " \n", + "\n", + "Sorry about that.\n", + " \n", + "\n", + "\n" + ] + } + ], + "source": [ + "soup = BeautifulSoup(data_error2, 'lxml')\n", + "desc_result = soup.find('p', attrs={'id': 'eow-description'})\n", + "if desc_result:\n", + " print(desc_result.text)\n", + "else:\n", + " print('no desc')\n", + "\n", + "error_result = soup.find('div', attrs={'id': 'player-unavailable'})\n", + "if error_result:\n", + " print(error_result.text)" ] }, { @@ -193,6 +111,43 @@ "metadata": {}, "outputs": [], "source": [ + "data = \"\"\"\n", + "\n", + " \"\"\"" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "If a recognizable person appears in this video, use for commercial purposes may infringe a right of privacy or publicity. It may not be used to state or imply the endorsement by NASA employees of a commercial product, process or service, or used in any other manner that might mislead. Accordingly, it is requested that if this video is used in advertising and other commercial promotion, layout and copy be submitted to NASA prior to release.\n" + ] + } + ], + "source": [ + "soup = BeautifulSoup(data, 'lxml')\n", + "d = soup.find('div', attrs={'id': 'description', 'slot': 'content'})\n", + "print(d.text)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ "def parse_urls(url, exts):\n", " ahrefs = soup.find_all('img')\n", " urls = []\n", @@ -209,37 +164,44 @@ " src = img['src']\n", " if Path(src).suffix[1:] in exts:\n", " tags.append('{}{}'.format(url, src))\n", - " return tags" + " return tags\n", + "\n", + "metavars = [\n", + " {'name': ('title','title')},\n", + " {'name': ('description', 'description')},\n", + " {'name': ('keywords', 'keywords')},\n", + " {'itemprop': ('paid', 'paid')},\n", + " {'itemprop': ('videoId', 'video_id')},\n", + " {'itemprop': ('duration', 'duration')},\n", + " {'itemprop': ('width', 'width')},\n", + " {'itemprop': ('height', 'height')},\n", + " {'itemprop': ('isFamilyFriendly', 'is_family_friendly')},\n", + " {'itemprop': ('interactionCount', 'views')},\n", + " {'itemprop': ('datePublished', 'date_published')},\n", + " {'itemprop': ('genre', 'genre')},\n", + " {'itemprop': ('unlisted', 'genre')}\n", + "]\n", + "\n", + "def parse_yt_meta(soup, prop, propvals):\n", + " content = soup.find('meta', attrs={prop:propvals[0]}).get('content','')\n", + " return {propvals[1]: content}\n", + "\n", + "def parse_yt_page(soup):\n", + " #BeautifulSoup(data, 'html.parser').find(attrs={'name': 'description'})\n", + " results = []\n", + " for metavar in metavars:\n", + " prop, propvals = list(metavar.items())[0]\n", + " result = parse_yt_meta(soup, prop, propvals)\n", + " #print(prop, propvals, result)\n", + " results.append(result)\n", + " return results" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 5, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/many_peds3.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_dark_low_contrast.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/peds_occluded.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ped_sideways.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_back_glare.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_driver_sideways.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_mixed_with_ped.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/bicycle_multiple_drivers2.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_drivers_crossing.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_traffic_glare.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/mb_driver_back2.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ignore_group.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_traffic_signs.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign_passengers.png\n", - "http://www.nightowls-dataset.org/wp-content/uploads/2018/03/ign.ads_.png\n" - ] - } - ], + "outputs": [], "source": [ "soup = BeautifulSoup(data,'lxml')\n", "#burl = 'http://skuld.cs.umass.edu/traces/mmsys/2015/paper-5/devset/'\n", @@ -260,6 +222,221 @@ }, { "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def get_papers(paper_id, sort_type='is-influential'):\n", + " pages = 21\n", + " results = []\n", + " page_limit = 10\n", + " num_pages = 2142 // page_limit\n", + " num_pages = 990\n", + " for page_num in range(num_pages):\n", + " url = gen_url(paper_id, page_num, sort_type, page_limit=page_limit)\n", + " print(f'get page {page_num}, {page_limit*page_num} - {(page_num+1)*page_limit}, for {url}')\n", + " data = urllib.request.urlopen(url).read()\n", + " soup = BeautifulSoup(data,'lxml')\n", + " titles = soup.find_all('h2', attrs={'class': 'citation__title'})\n", + " page_results = []\n", + " for t in titles:\n", + " page_results.append({'title': t.text, 'paper_id': t['data-heap-paper-id']})\n", + " print(f'page contained {len(page_results)}')\n", + " results += page_results\n", + " print(len(results), 'return3ed results')\n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def gen_url(paper_id, page_num, sort_type, page_limit=10):\n", + " url = 'https://www.semanticscholar.org/paper/'\n", + " params = {\n", + " 'tab': 'abstract',\n", + " 'citingPapersSort': sort_type, # citingPapersSort=year,is-influential\n", + " 'citingPapersLimit': page_limit,\n", + " 'citingPapersOffset': page_num * page_limit,\n", + " 'citedPapersSort': 'is-influential',\n", + " 'citedPapersLimit': 1,\n", + " 'citedPapersOffset': 0,\n", + " }\n", + " url_args = urllib.parse.urlencode(params)\n", + " url = join(url, paper_id, f'?{url_args}')\n", + " return url\n", + "\n", + "def get_papers_mt(paper_id, sort_type='is-influential', opt_threads=4):\n", + " \n", + " def pool_process(url_obj):\n", + " # threaded function\n", + " results = []\n", + " try:\n", + " #print(f'get page {page_num}, {page_limit*page_num} - {(page_num+1)*page_limit}, for {url}')\n", + " data = urllib.request.urlopen(url_obj['url'], timeout=30).read()\n", + " soup = BeautifulSoup(data,'lxml')\n", + " titles = soup.find_all('h2', attrs={'class': 'citation__title'})\n", + " page_results = []\n", + " for t in titles:\n", + " page_results.append({'title': t.text, 'paper_id': t['data-heap-paper-id']})\n", + " results += page_results\n", + " except Exception as e:\n", + " print(f'Error: {e}, {url_obj[\"url\"]}')\n", + " pbar.update(1)\n", + " return results # list of paper title and id\n", + "\n", + " # pregenerate URLs\n", + " page_limit = 10\n", + " num_pages = 990 // page_limit\n", + " url_objs = []\n", + " for page_num in range(num_pages):\n", + " url = gen_url(paper_id, page_num, sort_type, page_limit=page_limit)\n", + " url_objs.append({'url': url, 'sort_type':sort_type})\n", + "\n", + " results = []\n", + " opt_threads = 20\n", + " pbar = tqdm(total=len(url_objs))\n", + " pool_process = partial(pool_process)\n", + " pool = ThreadPool(opt_threads) \n", + " with tqdm(total=len(url_objs)) as pbar:\n", + " results = pool.map(pool_process, url_objs)\n", + " \n", + " pbar.close()\n", + " return results" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "26a6ee5a7b9b42fd91581c45134ab9c2", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "471db3dfbc3b4f25a304b11491db8725", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "paper_id = '370b5757a5379b15e30d619e4d3fb9e8e13f3256'\n", + "papers_influ = get_papers_mt(paper_id, sort_type='is-influential', opt_threads=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bcca087a063945eca3f92cac38cd3fad", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7d761ddff25f4802bb45902eefa3acb6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(IntProgress(value=0, max=99), HTML(value='')))" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "papers_year = get_papers_mt(paper_id, sort_type='year', opt_threads=4)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "papers_all = []\n", + "for pl in papers_influ:\n", + " for p in pl:\n", + " papers_" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "papers_all = []\n", + "papers_ids = []\n", + "for paper_list in papers_influ:\n", + " for paper in paper_list:\n", + " paper_id = paper['paper_id']\n", + " if not paper_id in papers_ids:\n", + " papers_ids.append(paper_id)\n", + " papers_all.append(p)\n", + "for paper_list in papers_year:\n", + " for paper in paper_list:\n", + " paper_id = paper['paper_id']\n", + " if not paper_id in papers_ids:\n", + " papers_ids.append(paper_id)\n", + " papers_all.append(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1317\n" + ] + } + ], + "source": [ + "print(len(papers_all))" + ] + }, + { + "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], @@ -268,9 +445,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -282,7 +459,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/megapixels/notebooks/datasets/face_tracer/face_tracer.png b/megapixels/notebooks/datasets/face_tracer/face_tracer.png Binary files differdeleted file mode 100644 index dc04f0a6..00000000 --- a/megapixels/notebooks/datasets/face_tracer/face_tracer.png +++ /dev/null diff --git a/megapixels/notebooks/datasets/knowledge_graph/identity.ipynb b/megapixels/notebooks/datasets/identity/identity_testing.ipynb index 81a74faf..384cca93 100644 --- a/megapixels/notebooks/datasets/knowledge_graph/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/identity_testing.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -48,72 +48,87 @@ "\n", "import sys\n", "sys.path.append('/work/megapixels_dev/megapixels')\n", - "from app.utils import api_utils\n", + "from app.utils import api_utils, identity_utils\n", + "from app.settings import app_cfg\n", "from app.settings import types" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 159, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/media/adam/ah8tb/work/megapixels_dev/env/google_knowledge_graph_api.env\n" + ] + } + ], "source": [ - "## Get List of Names" + "print(app_cfg.FP_KNOWLEDGE_GRAPH_ENV)" ] }, { - "cell_type": "code", - "execution_count": 2, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "def get_names(enum_dataset):\n", - " if enum_dataset == types.Dataset.LFW:\n", - " dir_lfw = '/data_store_hdd/datasets/people/lfw/media/original/'\n", - " names = [x.replace('_', ' ') for x in os.listdir(dir_lfw)]\n", - " elif enum_dataset == types.Dataset.YOUTUBE_FACES:\n", - " names = [x for x in names if 'labeled faces.txt' not in x]\n", - " return names" + "## Get List of Names" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 160, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['Kim Clijsters', 'William Rosenberg', 'John Brady', 'Juan Ignacio Chela', 'Floyd Keith', 'Sam Gerald', 'Imad Khadduri', 'Anna Kournikova', 'Jacques Rogge', 'Wilbert Elki Meza Majino']\n" + "['Kim Clijsters', 'William Rosenberg', 'John Brady', 'Juan Ignacio Chela', 'Floyd Keith', 'Sam Gerald', 'Imad Khadduri', 'Anna Kournikova', 'Jacques Rogge', 'Wilbert Elki Meza Majino']\n", + "['Kim_Clijsters', 'William_Rosenberg', 'John_Brady', 'Juan_Ignacio_Chela', 'Floyd_Keith', 'Sam_Gerald', 'Imad_Khadduri', 'Anna_Kournikova', 'Jacques_Rogge', 'Wilbert_Elki_Meza_Majino']\n" ] } ], "source": [ - "names = get_names(types.Dataset.LFW)\n", - "print(names[0:10])" + "names = identity_utils.get_names(types.Dataset.LFW)\n", + "print(names['names_query'][0:10])\n", + "print(names['names_orig'][0:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Google Knowledge Graph API" + "## Google Knowledge Graph API\n", + "\n", + "- about 100.000 requests per 24 hours" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 161, "metadata": {}, "outputs": [], "source": [ "# read API key\n", - "api_key = open('/work/megapixels_dev/env/google_knowledge_graph_api.env').read()\n", + "\n", + "api_key = open(app_cfg.FP_KNOWLEDGE_GRAPH_ENV).read()\n", "kg_api = api_utils.GoogleKnowledgeGraph(api_key)\n", "wp_api = api_utils.WikipediaAPI()" ] }, { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test API Access" + ] + }, + { "cell_type": "code", - "execution_count": 241, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -121,27 +136,33 @@ "output_type": "stream", "text": [ "wp\n", - "{'wp_accessed': True, 'wp_description': '', 'wp_name': '', 'wp_page_id': ''}\n", + "https://en.wikipedia.org/w/api.php?redirects=&ppprop=displaytitle&prop=pageprops%7Cpageimages%7Cdescription&generator=prefixsearch&action=query&format=json&piprop=thumbnail&pilimit=1&gpssearch=Vicente+Fox&gpsnamespace=0&gpslimit=1\n", + "{'wp_accessed': True,\n", + " 'wp_description': 'President of Mexico',\n", + " 'wp_name': 'Vicente Fox',\n", + " 'wp_page_id': '32836'}\n", "kg\n", "{'kg_accessed': True,\n", - " 'kg_bio': '',\n", - " 'kg_bio_url': '',\n", - " 'kg_description': '',\n", - " 'kg_id': '',\n", - " 'kg_image_url': '',\n", - " 'kg_name': '',\n", - " 'kg_score': 0,\n", + " 'kg_bio': 'Vicente Fox Quesada, RSerafO is a Mexican businessman and '\n", + " 'politician who served as the 55th President of Mexico from 1 '\n", + " 'December 2000 to 30 November 2006.\\n',\n", + " 'kg_bio_url': 'https://en.wikipedia.org/wiki/Vicente_Fox',\n", + " 'kg_description': 'Former President of Mexico',\n", + " 'kg_error': '',\n", + " 'kg_id': '/m/081f4',\n", + " 'kg_image_url': 'http://t2.gstatic.com/images?q=tbn:ANd9GcQqs1Z0NhSLve9OyfdC0AHFWKWlTpHO4tCnU7dedSSz2kzCRk60',\n", + " 'kg_name': 'Vicente Fox',\n", + " 'kg_score': 610.987427,\n", " 'kg_url': '',\n", - " 'query': 'Jeff Dederian'}\n" + " 'query': 'Vicente Fox'}\n" ] } ], "source": [ - "#wp_api.test_access()\n", - "print('wp')\n", - "pprint(wp_api.get_meta({'query': 'Florecita Cobian'}))\n", - "print('kg')\n", - "pprint(kg_api.get_kg_from_name({'query':'Jeff Dederian'}))" + "print('wp----')\n", + "pprint(wp_api.get_meta({'query': 'Vicente Fox'}, verbose=True))\n", + "print('kg----')\n", + "pprint(kg_api.get_kg_from_name({'query':'Vicente Fox'}))" ] }, { @@ -153,121 +174,29 @@ }, { "cell_type": "code", - "execution_count": 242, - "metadata": {}, - "outputs": [], - "source": [ - "def same_person(query, name, sim_min=.9, word_match_min=0.75, verbose=False):\n", - " if name == '':\n", - " return False\n", - " # check and remove if WP added parenthesis\n", - " if '(' in name and ')' in name:\n", - " name = name.split('(')[0]\n", - " \n", - " # then strip spaces and split into list\n", - " query_strings = [unidecode.unidecode(x.strip().lower()) for x in query.strip().split(' ')] # query\n", - " result_strings = [unidecode.unidecode(x.strip().lower()) for x in name.strip().split(' ')] # result\n", - " min_str_len = min(len(result_strings), len(query_strings))\n", - " # match each word in the query\n", - " matched_strings = []\n", - " \n", - " for i in range(len(query_strings)):\n", - " # for each word in the shorter text string\n", - " result_strings_tmp = result_strings.copy()\n", - " for j in range(len(result_strings_tmp)):\n", - " a = query_strings[i]\n", - " b = result_strings_tmp[j]\n", - " # make a the shorter string\n", - " lengths = [len(a), len(b)]\n", - " min_ratio = (min(lengths) / max(lengths) * .75)\n", - " ratio = difflib.SequenceMatcher(a=a.lower(), b=b.lower()).ratio()\n", - " result = (ratio >= min_ratio)\n", - " if verbose:\n", - " print(f'comapre \"{a}\" to \"{b}\" ratio was: {ratio:.2f} min: {min_ratio:.2}, passed: {result}')\n", - " if result:\n", - " # remove this item from result strings\n", - " matched_string = result_strings.pop(j)\n", - " matched_strings.append(matched_string)\n", - " break # exit loop and use shortened result string haystack\n", - "\n", - " matched = len(matched_strings) >= min_str_len\n", - " if verbose:\n", - " print(f'{matched} because {len(matched_strings)} >= {min_str_len}')\n", - " return matched" - ] - }, - { - "cell_type": "code", - "execution_count": 245, + "execution_count": 162, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(Adoor Gopalakrishnan == Adoors Gopalakarishnan ok) = True\n", - "\n", - "comapre \"dave\" to \"david\" ratio was: 0.67 min: 0.6, passed: True\n", - "comapre \"letterman\" to \"letterman\" ratio was: 1.00 min: 0.75, passed: True\n", - "True because 2 >= 2\n", - "(David Letterman == Dave Letterman) = True\n", - "\n", - "comapre \"charles\" to \"charles\" ratio was: 1.00 min: 0.75, passed: True\n", - "comapre \"dickens\" to \"booker\" ratio was: 0.31 min: 0.64, passed: False\n", - "False because 1 >= 2\n", - "(Charles Booker == Charles Dickens) = False\n", - "\n", - "comapre \"donald\" to \"don\" ratio was: 0.67 min: 0.38, passed: True\n", - "comapre \"trump\" to \"j.\" ratio was: 0.00 min: 0.3, passed: False\n", - "comapre \"trump\" to \"trump\" ratio was: 1.00 min: 0.75, passed: True\n", - "True because 2 >= 2\n", - "(Don J. Trump == Donald Trump) = True\n", - "\n", - "comapre \"wang\" to \"wang\" ratio was: 1.00 min: 0.75, passed: True\n", - "comapre \"fei\" to \"fei\" ratio was: 1.00 min: 0.75, passed: True\n", - "True because 2 >= 2\n", - "(Wang Fei (female footballer) == Wang Fei) = True\n" + "0.7714285714285716\n" ] } ], "source": [ - "test_sim_match = True\n", - "if test_sim_match:\n", - " # Test name similarity search\n", - " query = 'Adoors Gopalakarishnan ok'\n", - " wp_name = 'Adoor Gopalakrishnan'\n", - " matched = same_person(query, wp_name)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - "\n", - " query = 'Dave Letterman'\n", - " wp_name = 'David Letterman'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - "\n", - " query = 'Charles Dickens'\n", - " wp_name = 'Charles Booker'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - "\n", - " query = 'Donald Trump'\n", - " wp_name = 'Don J. Trump'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')\n", - " print('')\n", - " \n", - " query = 'Wang Fei'\n", - " kg_name = 'Faye Wong'\n", - " wp_name = 'Wang Fei (female footballer)'\n", - " matched = same_person(query, wp_name, verbose=True)\n", - " print(f'({wp_name} == {query}) = {matched}')" + "#print(identity_utils.names_match('Andréss Iniestas', 'Andres Iniestalossas Jr.', as_float=True))\n", + "#print(identity_utils.names_match('Adoor Gopalakrishnan', 'Adoors Gopalakarishnan', as_float=True))\n", + "#print(identity_utils.names_match('Dave Letterman', 'David Letterman', as_float=True))\n", + "print(identity_utils.names_match('Charles Dickens', 'Charles Boooker', as_float=True))\n", + "#print(identity_utils.names_match('Donald Trump', 'Donald J. Trump', as_float=True))\n", + "#print(identity_utils.names_match('Wang Fei', 'Fei Wang III', as_float=True))" ] }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -710,69 +639,13 @@ "source": [ "df_mapped_persons.head(2)" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Clean data" - ] - }, - { - "cell_type": "code", - "execution_count": 225, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "for mp in mapped_persons:\n", - " mp['source_name'] = mp['source_name'].replace(' ', '_')\n", - "# mp['kg_description'] = mp['kg_description'].strip()\n", - "# mp['kg_name'] = mp['kg_name'].strip()\n", - "# mp['kg_bio_url'] = mp['kg_bio_url'].strip()\n", - "# mp['kg_bio'] = mp['kg_bio'].strip()\n", - "# mp['kg_url'] = mp['kg_url'].strip()\n", - " \n", - "# mp['wp_description'] = mp['wp_description'].strip()\n", - "# mp['wp_name'] = mp['wp_name'].strip()\n", - " \n", - "# mp['mp_name'] = ''\n", - "# mp['mp_bio'] = ''\n", - "# mp['mp_description'] = ''\n", - "# mp['mp_slug'] = ''\n", - " \n", - " #mp.setdefault('kg_description','')\n", - "# if mp.get('kg_score', 0) == 0:\n", - "# mp['kg_image_url'] = ''\n", - "# mp['kg_bio_url'] = ''\n", - "# mp['kg_id'] = ''\n", - "# mp['kg_url'] = ''\n", - "# mp['kg_description'] = ''\n", - "# mp['kg_bio_url'] = ''\n", - "# mp['kg_name'] = ''\n", - "# if mp['kg_url'] == [] or mp['kg_url'] == '[]':\n", - "# mp['kg_url'] = ''\n", - "\n", - " try:\n", - " _ = mp.pop('wp_bio')\n", - " except:\n", - " pass" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -784,7 +657,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/megapixels/notebooks/datasets/imdb_wiki/identity.ipynb b/megapixels/notebooks/datasets/identity/imdb_wiki_identity.ipynb index 40d7bd86..40d7bd86 100644 --- a/megapixels/notebooks/datasets/imdb_wiki/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/imdb_wiki_identity.ipynb diff --git a/megapixels/notebooks/datasets/imdb_wiki_meta_debug.ipynb b/megapixels/notebooks/datasets/identity/imdb_wiki_meta_debug.ipynb index 3b66fc5e..3b66fc5e 100644 --- a/megapixels/notebooks/datasets/imdb_wiki_meta_debug.ipynb +++ b/megapixels/notebooks/datasets/identity/imdb_wiki_meta_debug.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_knowledge_graph.ipynb b/megapixels/notebooks/datasets/identity/lfw_knowledge_graph.ipynb index 01e516bb..01e516bb 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_knowledge_graph.ipynb +++ b/megapixels/notebooks/datasets/identity/lfw_knowledge_graph.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_make_identity_csv.ipynb b/megapixels/notebooks/datasets/identity/lfw_make_identity_csv.ipynb index 039614f0..039614f0 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_make_identity_csv.ipynb +++ b/megapixels/notebooks/datasets/identity/lfw_make_identity_csv.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_names.ipynb b/megapixels/notebooks/datasets/identity/lfw_names.ipynb index 8c474dd7..8c474dd7 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_names.ipynb +++ b/megapixels/notebooks/datasets/identity/lfw_names.ipynb diff --git a/megapixels/notebooks/datasets/msceleb/identity.ipynb b/megapixels/notebooks/datasets/identity/msceleb_identity.ipynb index d330badb..d330badb 100644 --- a/megapixels/notebooks/datasets/msceleb/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/msceleb_identity.ipynb diff --git a/megapixels/notebooks/datasets/pubfig83/identity.ipynb b/megapixels/notebooks/datasets/identity/pubfig83_identity.ipynb index 697d9cee..9809d6d6 100644 --- a/megapixels/notebooks/datasets/pubfig83/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/pubfig83_identity.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -66,25 +66,26 @@ ], "source": [ "dir_lfw = '/data_store_hdd/datasets/people/pubfig83/media/original/'\n", - "names = [x.replace('_', ' ') for x in os.listdir(dir_lfw)]\n", + "names_orig = [x for x in os.listdir(dir_lfw)]\n", + "names_query = [x.replace('_', ' ') for x in names_orig]\n", "print(len(names))" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "julia stiles\n" + "julia_stiles\n" ] } ], "source": [ - "print(names[0])" + "print(names_orig[0])" ] }, { @@ -96,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -107,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -168,7 +169,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -188,7 +189,7 @@ " 'kg_id': '/m/07s7wk',\n", " 'name': 'Adoor Gopalakrishnan',\n", " 'query': 'Adoor Gopalakrishnan',\n", - " 'score': 501.001862,\n", + " 'score': 501.590881,\n", " 'url': 'http://www.adoorgopalakrishnan.com'}\n" ] } @@ -634,9 +635,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -648,7 +649,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.6" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/megapixels/notebooks/datasets/umd_faces/identity.ipynb b/megapixels/notebooks/datasets/identity/umd_faces_identity.ipynb index a3da9d58..a3da9d58 100644 --- a/megapixels/notebooks/datasets/umd_faces/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/umd_faces_identity.ipynb diff --git a/megapixels/notebooks/datasets/vgg_face2/clean_vgg_identity_meta_kg.ipynb b/megapixels/notebooks/datasets/identity/vgg_face2_clean_meta_kg.ipynb index 91ca1626..91ca1626 100644 --- a/megapixels/notebooks/datasets/vgg_face2/clean_vgg_identity_meta_kg.ipynb +++ b/megapixels/notebooks/datasets/identity/vgg_face2_clean_meta_kg.ipynb diff --git a/megapixels/notebooks/datasets/vgg_face2/identity.ipynb b/megapixels/notebooks/datasets/identity/vgg_face2_identity.ipynb index 66eeeb90..66eeeb90 100644 --- a/megapixels/notebooks/datasets/vgg_face2/identity.ipynb +++ b/megapixels/notebooks/datasets/identity/vgg_face2_identity.ipynb diff --git a/megapixels/notebooks/datasets/vgg_face2/vgg_names.ipynb b/megapixels/notebooks/datasets/identity/vgg_face2_names.ipynb index f792bc81..f792bc81 100644 --- a/megapixels/notebooks/datasets/vgg_face2/vgg_names.ipynb +++ b/megapixels/notebooks/datasets/identity/vgg_face2_names.ipynb diff --git a/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb b/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb index 4fa970fa..23054721 100644 --- a/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb +++ b/megapixels/notebooks/datasets/lfw/lfw_vis_bboxes.ipynb @@ -385,9 +385,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:megapixels]", + "display_name": "megapixels", "language": "python", - "name": "conda-env-megapixels-py" + "name": "megapixels" }, "language_info": { "codemirror_mode": { @@ -399,7 +399,7 @@ "name": 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differdeleted file mode 100644 index 18780803..00000000 --- a/megapixels/notebooks/visualize/pose_07.png +++ /dev/null diff --git a/megapixels/notebooks/visualize/pose_mpi_clean_data.ipynb b/megapixels/notebooks/visualize/pose_mpi_clean_data.ipynb deleted file mode 100644 index d8d7b77d..00000000 --- a/megapixels/notebooks/visualize/pose_mpi_clean_data.ipynb +++ /dev/null @@ -1,399 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Clean Human Pose MPI Dataset\n", - "\n", - "Fix data\n", - "\n", - "Data structure:\n", - "- `data[2]` = 2 x 7 x 100 array\n", - "- `data[2][0]` = x locations\n", - "- `data[2][0]` = y locations\n", - "- ordering is `0 Head, 1 Right wrist, 2 Left wrist, 3 Right elbow, 4 Left elbow, 5 Right shoulder and 6 Left shoulder`" - ] - }, - { - "cell_type": "code", - "execution_count": 175, - "metadata": {}, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "from os.path import join\n", - "import math\n", - "from glob import glob\n", - "from random import randint\n", - "\n", - "import cv2 as cv\n", - "import numpy as np\n", - "import pandas as pd\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io\n", - "from pathlib import Path\n", - "from sklearn import preprocessing\n", - "\n", - "import sys\n", - "sys.path.append('/work/megapixels_dev/megapixels/')\n", - "from app.settings import app_cfg as cfg\n", - "from app.utils import file_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 176, - "metadata": {}, - "outputs": [], - "source": [ - "DATA_STORE = '/data_store_nas/'\n", - "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", - "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" - ] - }, - { - "cell_type": "code", - "execution_count": 177, - "metadata": {}, - "outputs": [], - "source": [ - "dirs_frames = glob(join(dir_fp_frames, '*'))\n", - "fps_frames = {}\n", - "for dir_frames in dirs_frames:\n", - " fps_frames[dir_frames] = join(dir_frames, '*')" - ] - }, - { - "cell_type": "code", - "execution_count": 178, - "metadata": {}, - "outputs": [], - "source": [ - "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", - "fp_out = join(fp_dataset, 'poses.csv')\n", - "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 182, - "metadata": {}, - "outputs": [], - "source": [ - "# convert data to pandas DF for sanity\n", - "poses = []\n", - "for i, pose in enumerate(pose_data):\n", - "\n", - " video_id = pose[1][0]\n", - " pose_pts = pose[2]\n", - " crop_x1 = int(pose[6][0][0])\n", - " crop_y1 = int(pose[6][0][1])\n", - " crop_x2 = int(pose[6][0][2])\n", - " crop_y2 = int(pose[6][0][3])\n", - " w = pose[7][0][0]\n", - " h = pose[7][0][1]\n", - " scale = pose[5][0][0]\n", - " \n", - " for j in range(pose_pts.shape[2]): # 100 frames\n", - " x = [pose_pts[0][i][j] for i in range(7)]\n", - " y = [pose_pts[1][i][j] for i in range(7)]\n", - " poses.append({\n", - " 'video_id': video_id, \n", - " 'scale': scale,\n", - " 'crop_x1': crop_x1,\n", - " 'crop_y1': crop_y1,\n", - " 'crop_x2': crop_x2,\n", - " 'crop_y2': crop_y2,\n", - " 'width': w, \n", - " 'height': h,\n", - " 'head_x': x[0],\n", - " 'head_y': y[0],\n", - " 'wrist_right_x': x[1],\n", - " 'wrist_right_y': y[1],\n", - " 'wrist_left_x': x[2], \n", - " 'wrist_left_y': y[2],\n", - " 'elbow_right_x': x[3],\n", - " 'elbow_right_y': y[3],\n", - " 'elbow_left_x': x[4], \n", - " 'elbow_left_y': y[4],\n", - " 'shoulder_right_x': x[5],\n", - " 'shoulder_right_y': y[5],\n", - " 'shoulder_left_x': x[6], \n", - " 'shoulder_left_y': y[6],\n", - " })\n", - "df_poses = pd.DataFrame.from_dict(poses)\n", - "df_poses.to_csv(fp_out)" - ] - }, - { - "cell_type": "code", - "execution_count": 183, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>crop_x1</th>\n", - " <th>crop_x2</th>\n", - " <th>crop_y1</th>\n", - " <th>crop_y2</th>\n", - " <th>elbow_left_x</th>\n", - " <th>elbow_left_y</th>\n", - " <th>elbow_right_x</th>\n", - " <th>elbow_right_y</th>\n", - " <th>head_x</th>\n", - " <th>head_y</th>\n", - " <th>...</th>\n", - " <th>shoulder_left_x</th>\n", - " <th>shoulder_left_y</th>\n", - " <th>shoulder_right_x</th>\n", - " <th>shoulder_right_y</th>\n", - " <th>video_id</th>\n", - " <th>width</th>\n", - " <th>wrist_left_x</th>\n", - " <th>wrist_left_y</th>\n", - " 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123.990927 \n", - "2 250.407594 125.117272 190.992944 117.232863 \n", - "3 253.786626 128.777890 185.361223 120.611895 \n", - "4 255.476142 139.478159 183.390121 126.806788 \n", - "\n", - " video_id width wrist_left_x wrist_left_y wrist_right_x wrist_right_y \n", - "0 -osma2n86oA 720 278.566196 235.498992 158.047379 122.301411 \n", - "1 -osma2n86oA 720 274.342406 235.498992 135.238911 91.608535 \n", - "2 -osma2n86oA 720 213.801411 108.785282 181.982191 89.074261 \n", - "3 -osma2n86oA 720 276.595094 231.556788 156.921035 55.847110 \n", - "4 -osma2n86oA 720 305.316868 172.423723 278.284610 165.102487 \n", - "\n", - "[5 rows x 22 columns]" - ] - }, - "execution_count": 183, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_poses.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 172, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "22" - ] - }, - "execution_count": 172, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(df_poses.keys())" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "megapixels", - "language": "python", - "name": "megapixels" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/megapixels/notebooks/visualize/poses.csv b/megapixels/notebooks/visualize/poses.csv deleted file mode 100644 index cd20ce66..00000000 --- a/megapixels/notebooks/visualize/poses.csv +++ /dev/null @@ -1,5001 +0,0 @@ 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"Data structure:\n", - "- `data[2]` = 2 x 7 x 100 array\n", - "- `data[2][0]` = x locations\n", - "- `data[2][0]` = y locations\n", - "- ordering is `0 Head, 1 Right wrist, 2 Left wrist, 3 Right elbow, 4 Left elbow, 5 Right shoulder and 6 Left shoulder`" - ] - }, - { - "cell_type": "code", - "execution_count": 101, - "metadata": {}, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "from os.path import join\n", - "import math\n", - "from glob import glob\n", - "from random import randint\n", - "\n", - "import cv2 as cv\n", - "import numpy as np\n", - "import pandas as pd\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io\n", - "from pathlib import Path\n", - "\n", - "import sys\n", - "sys.path.append('/work/megapixels_dev/megapixels/')\n", - "from app.settings import app_cfg as cfg\n", - "from app.utils import file_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "DATA_STORE = '/data_store_nas/'\n", - "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", - "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "dirs_frames = glob(join(dir_fp_frames, '*'))\n", - "fps_frames = {}\n", - "for dir_frames in dirs_frames:\n", - " fps_frames[dir_frames] = join(dir_frames, '*')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "fp_pose_data = join(fp_dataset, 'YouTube_Pose_dataset_1.0/YouTube_Pose_dataset.mat')\n", - "pose_data = scipy.io.loadmat(fp_pose_data)['data'][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [], - "source": [ - "# convert data to pandas DF for sanity\n", - "poses = []\n", - "for i, pose in enumerate(pose_data):\n", - " pose_pts = pose[2]\n", - " for j in range(pose_pts.shape[2]): # 100 frames\n", - " x = [pose_pts[0][i][j] for i in range(7)]\n", - " y = [pose_pts[1][i][j] for i in range(7)]\n", - " poses.append({\n", - " 'head_x': x[0],\n", - " 'head_y': y[0],\n", - " 'wrist_right_x': x[1],\n", - " 'wrist_right': y[1],\n", - " 'wrist_left_x': x[2], \n", - " 'wrist_left_x': y[2],\n", - " 'elbow_right_x': x[3],\n", - " 'elbow_right_y': y[3],\n", - " 'elbow_left_x': x[4], \n", - " 'elbow_left_y': y[4],\n", - " 'shoulder_right_x': x[5],\n", - " 'shoulder_right_y': y[5],\n", - " 'shoulder_left_x': x[6], \n", - " 'shoulder_left_y': y[6]\n", - " })\n", - "df_poses = pd.DataFrame.from_dict(poses)\n", - "df_poses.to_csv('poses.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 106, - "metadata": {}, - "outputs": [], - "source": [ - "# function to create spaced colormaps as RGB values\n", - "\n", - "import matplotlib as mpl\n", - "import matplotlib.cm as mplcm\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "\n", - "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n", - " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n", - " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n", - " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n", - " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n", - " if reverse:\n", - " colors = colors[::-1]\n", - " if bgr:\n", - " colors = [c[::-1] for c in colors]\n", - " if as_hex:\n", - " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n", - " return colors\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# https://matplotlib.org/examples/color/colormaps_reference.html\n", - "cmaps = [('Perceptually Uniform Sequential', [\n", - " 'viridis', 'plasma', 'inferno', 'magma']),\n", - " ('Sequential', [\n", - " 'Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds',\n", - " 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu',\n", - " 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']),\n", - " ('Sequential (2)', [\n", - " 'binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink',\n", - " 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia',\n", - " 'hot', 'afmhot', 'gist_heat', 'copper']),\n", - " ('Diverging', [\n", - " 'PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu',\n", - " 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']),\n", - " ('Qualitative', [\n", - " 'Pastel1', 'Pastel2', 'Paired', 'Accent',\n", - " 'Dark2', 'Set1', 'Set2', 'Set3',\n", - " 'tab10', 'tab20', 'tab20b', 'tab20c']),\n", - " ('Miscellaneous', [\n", - " 'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern',\n", - " 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg', 'hsv',\n", - " 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar'])]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def scale_pt(pt_orig, offset_xy, video_size, im_plt_wh):\n", - " #pt_orig = np.array([pose_pts[0][j][i], pose_pts[1][j][i]]) # x,y\n", - " pt_orig[0] += offset_cx\n", - " pt_orig[1] += offset_cy\n", - " pt_norm = pt_orig / video_size\n", - " pt_scaled_plt = tuple(map(int, pt_norm * im_plt_wh ))\n", - " return pt_scaled_plt" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "def jitter_clr(clr, amt=10, mono=False):\n", - " clr = list(clr)\n", - " if mono:\n", - " r = randint(-amt, amt)\n", - " for i in range(len(clr)):\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " else:\n", - " for i in range(len(clr)):\n", - " r = randint(-amt, amt)\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " return clr" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0xb252054a8>" - ] - }, - "execution_count": 76, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "radius = 1\n", - "stroke_weight = 1\n", - "\n", - "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", - "im_plt_wh = im_plt.shape[:2][::-1]\n", - "frame_cx = im_plt_wh[0] / 2\n", - "# nwh = im_plt.shape[:2][::-1]\n", - "colors = get_color_map(cmap='Accent', ncolors=4, bgr=True)\n", - "\n", - "joints = {\n", - " 'elbow_shoulder_right': (3, 5, (5,220,250)),\n", - " 'elbow_shoulder_left': (4, 6, (220,5,220)),\n", - " 'hand_elbow_right': (1, 3, (5,5,220)),\n", - " 'hand_elbow_left': (2, 4, (220,200,5)),\n", - "}\n", - "\n", - "head_clr_mono = 20\n", - "head_clr = (head_clr_mono, head_clr_mono, head_clr_mono)\n", - "\n", - "\n", - "for k, pose in enumerate(pose_data):\n", - " offset_ltrb = pose[6][0]\n", - " video_scale = pose[5][0]\n", - " #print(video_scale)\n", - " video_size = pose[7][0][::-1]\n", - " owh = pose[7][0][::-1]\n", - " pose_pts = pose[2]\n", - "\n", - " for i in range(pose_pts.shape[2]): # 100 frames\n", - " frame_id = pose[3][0][i]\n", - " body_cx = int(((pose_pts[0][6][i] - pose_pts[0][5][i]) / 2) + pose_pts[0][5][i])\n", - " min_y = min(pose_pts[0][6][i], pose_pts[1][6][i])\n", - " body_cy = int(((pose_pts[1][6][i] - pose_pts[1][5][i]) / 2) + min_y)\n", - " offset_cx = video_size[0] // 2 - body_cx\n", - " offset_cy = video_size[1] // 2 - body_cy\n", - " offset_xy = (offset_cx, offset_cy)\n", - "\n", - " # add head\n", - " pt1 = [pose_pts[0][0][i], pose_pts[1][0][i]]\n", - " pt1 = scale_pt(pt1, offset_xy, video_size, im_plt_wh)\n", - " pt2 = [body_cx, body_cy]\n", - " pt2 = scale_pt(pt2, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(head_clr, amt=25, mono=True)\n", - " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - "\n", - " for m, j in enumerate(joints.items()):\n", - " j = j[1] # value\n", - " pt1_orig = [pose_pts[0][j[0]][i], pose_pts[1][j[0]][i]]\n", - " pt1 = scale_pt(pt1_orig, offset_xy, video_size, im_plt_wh)\n", - " pt2_orig = [pose_pts[0][j[1]][i], pose_pts[1][j[1]][i]]\n", - " pt2 = scale_pt(pt2_orig, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(j[2], amt=50)\n", - " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " #cv.circle(im_plt, pt2, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - "\n", - " \n", - "cv.imwrite('output_white.png', im_plt)\n", - "plt.figure(figsize=(10,10))\n", - "plt.xticks([]), plt.yticks([])\n", - "plt.imshow(cv.cvtColor(im_plt, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Try to center the lines and normalize it" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [], - "source": [ - "pose = pose_data[8]" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0xb2372c550>" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x720 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "stroke_weight = 1\n", - "radius = 1\n", - "\n", - "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", - "im_plt_wh = im_plt.shape[:2][::-1]\n", - "frame_cx = im_plt_wh[0] / 2\n", - "# nwh = im_plt.shape[:2][::-1]\n", - "colors = get_color_map(cmap='Accent', ncolors=4, bgr=True)\n", - "\n", - "joints = {\n", - " 'elbow_shoulder_right': (3, 5, (5,220,250)),\n", - " 'elbow_shoulder_left': (4, 6, (220,5,220)),\n", - " 'hand_elbow_right': (1, 3, (5,5,220)),\n", - " 'hand_elbow_left': (2, 4, (220,200,5)),\n", - "}\n", - "\n", - "head_clr_mono = 120\n", - "head_clr = (head_clr_mono, head_clr_mono, head_clr_mono)\n", - "\n", - "im_plt = np.ones((700, 500, 3)).astype(np.uint8)\n", - "im_plt_wh = im_plt.shape[:2][::-1]\n", - "frame_cx = im_plt_wh[0] / 2\n", - "\n", - "offset_ltrb = pose[6][0]\n", - "video_scale = pose[5][0]\n", - "video_size = pose[7][0][::-1]\n", - "owh = pose[7][0][::-1]\n", - "pose_pts = pose[2]\n", - "\n", - "for i in range(pose_pts.shape[2]): # 100 frames\n", - " \n", - " cx = int(((pose_pts[0][6][i] - pose_pts[0][5][i]) / 2) + pose_pts[0][5][i])\n", - " min_y = min(pose_pts[0][6][i], pose_pts[1][6][i])\n", - " cy = int(((pose_pts[1][6][i] - pose_pts[1][5][i]) / 2) + min_y)\n", - " \n", - " # cxy becomes the new 0,0 origin\n", - " \n", - " # add head\n", - " pt1 = [pose_pts[0][0][i] - cx, pose_pts[1][0][i], cy]\n", - " pt1 = scale_pt(pt1, offset_xy, video_size, im_plt_wh)\n", - " pt2 = [body_cx, body_cy]\n", - " pt2 = scale_pt(pt2, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(head_clr, amt=25, mono=True)\n", - " #cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - "\n", - " for m, j in enumerate(joints.items()):\n", - " j = j[1] # value\n", - " pt1_orig = [pose_pts[0][j[0]][i], pose_pts[1][j[0]][i]]\n", - " pt1 = scale_pt(pt1_orig, offset_xy, video_size, im_plt_wh)\n", - " pt2_orig = [pose_pts[0][j[1]][i], pose_pts[1][j[1]][i]]\n", - " pt2 = scale_pt(pt2_orig, offset_xy, video_size, im_plt_wh)\n", - " clr = jitter_clr(j[2], amt=50)\n", - " cv.circle(im_plt, pt1, radius, clr, -1, cv.LINE_AA)\n", - " cv.circle(im_plt, pt2, radius, clr, -1, cv.LINE_AA)\n", - " cv.line(im_plt, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n", - " \n", - "\n", - "cv.imwrite('output_white.png', im_plt)\n", - "plt.figure(figsize=(10,10))\n", - "plt.xticks([]), plt.yticks([])\n", - "plt.imshow(cv.cvtColor(im_plt, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "megapixels", - "language": "python", - "name": "megapixels" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/megapixels/notebooks/visualize/visualize_pose_mpi.ipynb b/megapixels/notebooks/visualize/visualize_pose_mpi.ipynb deleted file mode 100644 index dc685a29..00000000 --- a/megapixels/notebooks/visualize/visualize_pose_mpi.ipynb +++ /dev/null @@ -1,856 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Visualize Human Pose MPI Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%reload_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import os\n", - "from os.path import join\n", - "import math\n", - "from glob import glob\n", - "from random import randint\n", - "\n", - "import cv2 as cv\n", - "import numpy as np\n", - "import pandas as pd\n", - "from PIL import Image, ImageDraw\n", - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import scipy.io\n", - "from pathlib import Path\n", - "from sklearn import preprocessing\n", - "from tqdm import tqdm_notebook as tqdm\n", - "\n", - "import sys\n", - "sys.path.append('/work/megapixels_dev/megapixels/')\n", - "from app.settings import app_cfg as cfg\n", - "from app.utils import file_utils" - ] - }, - { - "cell_type": "code", - "execution_count": 654, - "metadata": {}, - "outputs": [], - "source": [ - "# function to create spaced colormaps as RGB values\n", - "\n", - "import matplotlib as mpl\n", - "import matplotlib.cm as mplcm\n", - "import matplotlib.pyplot as plt\n", - "from matplotlib import cm\n", - "\n", - "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n", - " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n", - " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n", - " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n", - " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n", - " if reverse:\n", - " colors = colors[::-1]\n", - " if bgr:\n", - " colors = [c[::-1] for c in colors]\n", - " if as_hex:\n", - " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n", - " return colors\n", - "\n", - "def jitter_clr(clr, amt=10, mono=False):\n", - " clr = list(clr)\n", - " if mono:\n", - " r = randint(-amt, amt)\n", - " for i in range(len(clr)):\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " else:\n", - " for i in range(len(clr)):\n", - " r = randint(-amt, amt)\n", - " clr[i] = max(0, min(255, clr[i] + r))\n", - " return clr" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "DATA_STORE = '/data_store_nas/'\n", - "fp_dataset = join(DATA_STORE, 'datasets/people/youtube_poses')\n", - "dir_fp_frames = join(fp_dataset, 'YouTube_Pose_dataset_1.0/GT_frames')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "dirs_frames = glob(join(dir_fp_frames, '*'))\n", - "fps_frames = {}\n", - "for dir_frames in dirs_frames:\n", - " fps_frames[dir_frames] = join(dir_frames, '*')" - ] - }, - { - "cell_type": "code", - "execution_count": 462, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['crop_x1',\n", - " 'crop_x2',\n", - " 'crop_y1',\n", - " 'crop_y2',\n", - " 'elbow_left_x',\n", - " 'elbow_left_y',\n", - " 'elbow_right_x',\n", - " 'elbow_right_y',\n", - " 'head_x',\n", - " 'head_y',\n", - " 'height',\n", - " 'scale',\n", - " 'shoulder_left_x',\n", - " 'shoulder_left_y',\n", - " 'shoulder_right_x',\n", - " 'shoulder_right_y',\n", - " 'video_id',\n", - " 'width',\n", - " 'wrist_left_x',\n", - " 'wrist_left_y',\n", - " 'wrist_right_x',\n", - " 'wrist_right_y']\n" - ] - } - ], - "source": [ - "from pprint import pprint\n", - "pprint(list(df_poses.keys()))" - ] - }, - { - "cell_type": "code", - "execution_count": 681, - "metadata": {}, - "outputs": 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df_poses.groupby(['video_id'], as_index=True, group_keys=True )\n", - "#df_poses_indexed = df_poses.set_index(['video_id', 'index'], drop=False)\n", - "#df_poses = df_poses[0:50]\n", - "start = 0\n", - "#df_poses = df_poses[start:start+1000]\n", - "df_poses.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 682, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4756abaeb0bd486bbdeafdf80f7b070f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-osma2n86oA\n", - "720 1280\n", - "cx 216.61727150537632\n", - "\n", - "sLOlrDStS7o\n" - ] - } - ], - "source": [ - "for idx, row in tqdm(df_poses.iterrows()):\n", - " \n", - " idx -= start\n", - " w, h = row['width'], row['height']\n", - " if idx == 0:\n", - " print(row['video_id'])\n", - " print(w,h)\n", - " delta = abs(df_poses['shoulder_left_x'].iloc[idx] - df_poses['shoulder_right_x'].iloc[idx]) / 2\n", - " cx = df_poses['shoulder_right_x'].iloc[idx] + delta # body cx\n", - " if idx == 0:\n", - " print('cx', cx)\n", - " offset_x = (w // 2) - cx\n", - " \n", - " delta = abs(df_poses['shoulder_left_y'].iloc[idx] - df_poses['shoulder_right_y'].iloc[idx]) / 2\n", - " cy = df_poses['shoulder_right_y'].iloc[idx] + delta\n", - " # delta again with head\n", - " delta = abs(cy - df_poses['head_y'].iloc[idx]) / 2\n", - " cy -= delta\n", - " offset_y = (h // 2) - cy\n", - "\n", - " # pandas seems to make setting values during iteration not easy\n", - " for name in row.keys():\n", - " if name.endswith('_x'):\n", - " \n", - " #print(name, 'orig', df_poses.iloc[idx, df_poses.columns.get_loc(name)], '+offset', offset)\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] += offset_x\n", - " #print(name, '+ cx', df_poses.iloc[idx, df_poses.columns.get_loc(name)])\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= w // 2\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] /= w\n", - " #df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= .5 # center\n", - " #print(name, 'norm', df_poses.iloc[idx, df_poses.columns.get_loc(name)])\n", - " #print('')\n", - "\n", - " elif name.endswith('_y'):\n", - " \n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] += offset_y # center\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= h // 2 # norm-center\n", - " df_poses.iloc[idx, df_poses.columns.get_loc(name)] /= h # normalize\n", - " #df_poses.iloc[idx, df_poses.columns.get_loc(name)] -= .5 # center\n", - "print(row['video_id'])" - ] - }, - { - "cell_type": "code", - "execution_count": 683, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>crop_x1</th>\n", - " <th>crop_x2</th>\n", - " <th>crop_y1</th>\n", - " <th>crop_y2</th>\n", - " <th>elbow_left_x</th>\n", - " <th>elbow_left_y</th>\n", - " <th>elbow_right_x</th>\n", - " <th>elbow_right_y</th>\n", - " <th>head_x</th>\n", - " <th>head_y</th>\n", - " <th>...</th>\n", - " <th>shoulder_left_x</th>\n", - " <th>shoulder_left_y</th>\n", - " <th>shoulder_right_x</th>\n", - " <th>shoulder_right_y</th>\n", - " <th>video_id</th>\n", - " <th>width</th>\n", - " <th>wrist_left_x</th>\n", - " <th>wrist_left_y</th>\n", - " <th>wrist_right_x</th>\n", - " <th>wrist_right_y</th>\n", - " </tr>\n", - " </thead>\n", - " <tbody>\n", - " <tr>\n", - " <th>0</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.084867</td>\n", - " <td>0.064402</td>\n", - " <td>-0.095817</td>\n", - " <td>0.046363</td>\n", - " <td>-0.029332</td>\n", - " <td>-0.022274</td>\n", - " <td>...</td>\n", - " <td>0.052797</td>\n", - " <td>0.013364</td>\n", - " <td>-0.052797</td>\n", - " <td>0.019304</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.086040</td>\n", - " <td>0.098060</td>\n", - " <td>-0.081347</td>\n", - " <td>0.009625</td>\n", - " </tr>\n", - " <tr>\n", - " <th>1</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.077436</td>\n", - " <td>0.068252</td>\n", - " <td>-0.091124</td>\n", - " <td>0.022714</td>\n", - " <td>-0.014470</td>\n", - " <td>-0.021504</td>\n", - " <td>...</td>\n", - " <td>0.050842</td>\n", - " <td>0.024474</td>\n", - " <td>-0.050842</td>\n", - " <td>0.018534</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.078609</td>\n", - " <td>0.105650</td>\n", - " <td>-0.114590</td>\n", - " <td>-0.006765</td>\n", - " </tr>\n", - " <tr>\n", - " <th>2</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.051820</td>\n", - " <td>0.047408</td>\n", - " <td>-0.083498</td>\n", - " <td>0.034428</td>\n", - " <td>0.011537</td>\n", - " <td>-0.017269</td>\n", - " <td>...</td>\n", - " <td>0.041260</td>\n", - " <td>0.020349</td>\n", - " <td>-0.041260</td>\n", - " <td>0.014189</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>-0.009582</td>\n", - " <td>0.007590</td>\n", - " <td>-0.053775</td>\n", - " <td>-0.007810</td>\n", - " </tr>\n", - " <tr>\n", - " <th>3</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.076067</td>\n", - " <td>0.068472</td>\n", - " <td>-0.106572</td>\n", - " <td>0.007535</td>\n", - " <td>-0.022879</td>\n", - " <td>-0.018864</td>\n", - " <td>...</td>\n", - " <td>0.047518</td>\n", - " <td>0.022054</td>\n", - " <td>-0.047518</td>\n", - " <td>0.015674</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.079196</td>\n", - " <td>0.102350</td>\n", - " <td>-0.087018</td>\n", - " <td>-0.034923</td>\n", - " </tr>\n", - " <tr>\n", - " <th>4</th>\n", - " <td>1</td>\n", - " <td>1920</td>\n", - " <td>1</td>\n", - " <td>1080</td>\n", - " <td>0.073525</td>\n", - " <td>0.063522</td>\n", - " <td>0.008604</td>\n", - " <td>0.040423</td>\n", - " <td>0.036763</td>\n", - " <td>-0.015674</td>\n", - " <td>...</td>\n", - " <td>0.050060</td>\n", - " <td>0.020624</td>\n", - " <td>-0.050060</td>\n", - " <td>0.010724</td>\n", - " <td>-osma2n86oA</td>\n", - " <td>720</td>\n", - " <td>0.119283</td>\n", - " <td>0.046363</td>\n", - " <td>0.081738</td>\n", - " <td>0.040643</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>5 rows × 22 columns</p>\n", - "</div>" - ], - "text/plain": [ - " crop_x1 crop_x2 crop_y1 crop_y2 elbow_left_x elbow_left_y \\\n", - "0 1 1920 1 1080 0.084867 0.064402 \n", - "1 1 1920 1 1080 0.077436 0.068252 \n", - "2 1 1920 1 1080 0.051820 0.047408 \n", - "3 1 1920 1 1080 0.076067 0.068472 \n", - "4 1 1920 1 1080 0.073525 0.063522 \n", - "\n", - " elbow_right_x elbow_right_y head_x head_y ... \\\n", - "0 -0.095817 0.046363 -0.029332 -0.022274 ... \n", - "1 -0.091124 0.022714 -0.014470 -0.021504 ... \n", - "2 -0.083498 0.034428 0.011537 -0.017269 ... \n", - "3 -0.106572 0.007535 -0.022879 -0.018864 ... \n", - "4 0.008604 0.040423 0.036763 -0.015674 ... \n", - "\n", - " shoulder_left_x shoulder_left_y shoulder_right_x shoulder_right_y \\\n", - "0 0.052797 0.013364 -0.052797 0.019304 \n", - "1 0.050842 0.024474 -0.050842 0.018534 \n", - "2 0.041260 0.020349 -0.041260 0.014189 \n", - "3 0.047518 0.022054 -0.047518 0.015674 \n", - "4 0.050060 0.020624 -0.050060 0.010724 \n", - "\n", - " video_id width wrist_left_x wrist_left_y wrist_right_x wrist_right_y \n", - "0 -osma2n86oA 720 0.086040 0.098060 -0.081347 0.009625 \n", - "1 -osma2n86oA 720 0.078609 0.105650 -0.114590 -0.006765 \n", - "2 -osma2n86oA 720 -0.009582 0.007590 -0.053775 -0.007810 \n", - "3 -osma2n86oA 720 0.079196 0.102350 -0.087018 -0.034923 \n", - "4 -osma2n86oA 720 0.119283 0.046363 0.081738 0.040643 \n", - "\n", - "[5 rows x 22 columns]" - ] - }, - "execution_count": 683, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_poses.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 684, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#df_poses.plot(x='head_x', y='head_y', style=['o','o'])\n", - "#df_poses.plot.scatter(x='head_x', y='head_y')\n", - "# df_poses.plot.scatter(x='head_x', y='head_y')\n", - "# df_poses.plot.scatter(x='shoulder_left_x', y='shoulder_left_y')\n", - "# df_poses.plot.scatter(x='shoulder_right_x', y='shoulder_right_y')\n", - "# df_poses.plot.scatter(x='elbow_right_x', y='elbow_right_y')\n", - "# df_poses.plot.scatter(x='elbow_left_x', y='elbow_left_y')\n", - "# df_poses.plot.scatter(x='wrist_left_x', y='wrist_left_y')\n", - "# df_poses.plot.scatter(x='wrist_right_x', y='wrist_right_y')" - ] - }, - { - "cell_type": "code", - "execution_count": 685, - "metadata": {}, - "outputs": [], - "source": [ - "#df_poses_sm = df_poses[800:900]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 686, - "metadata": {}, - "outputs": [], - "source": [ - "joints = [\n", - " ('head_x','head_y'),\n", - " ('wrist_right_x', 'wrist_right_y'),\n", - " ('wrist_left_x', 'wrist_left_y'),\n", - " ('elbow_right_x', 'elbow_right_y'),\n", - " ('elbow_left_x', 'elbow_left_y'),\n", - " ('shoulder_right_x', 'shoulder_right_y'),\n", - " ('shoulder_left_x', 'shoulder_left_y'),\n", - " ]\n", - "joint_lines = [ (1, 3), (2, 4), (3, 5), (4, 6)]" - ] - }, - { - "cell_type": "code", - "execution_count": 773, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x1add9fd8d0>" - ] - }, - "execution_count": 773, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "im = np.ones([5000//scalar, 7000//scalar, 3]).astype(np.uint8)\n", - "im[::] = (0,0,255)\n", - "plt.imshow(im)" - ] - }, - { - "cell_type": "code", - "execution_count": 778, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x1ade9c3588>" - ] - }, - "execution_count": 778, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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MLHYzKK/aAkWLpESloeBDzhRF+ZeiKFsVRVkUc18rRVEmK4qyIvJ/y8j9iqIojyiKslJRlG8VRRkc85zfRrZfoSgKV9ciIldMYpiJEw0zzeruswszgLMiAfOM3E/664eZb3LonVk0KckwMXTOaD92Ycb4JnYRzdYZ7c8tDSHMBNW5xW5CCYodnskwQ+Q2J0POJgA4od591wOYappmDwBTI18DwBgAPSL/fg/gScAKQABuA3AogKEAbqsNQURE2XoeKk5gmEliV90tHbfabnGGg96ZwTbzaNbGRKFlpn3AqLXaZu7MwHD21c4Gn2xf4Uy6MPdAHRhbuW1bzvtzSzHGKVyZQ8+dzxjiYkvK3SGR//O/cC5RY5Y20Jim+SkS526eBtRdBvw3gNNj7n/BtHwJoIWiKO0BHA9gsmma203T/BnAZCSGJCIix+6AwIVgmHFCw+0AgJDynSv76xJztbm3krqEcrd6c2ceUHP7meVaodi4vXSHMavmEtv7CzlYr3ZeVbo5MuTU18VuAFGjkG1RgH1N09wEAJH/awuudACwPma7DZH7kt2fQFGU3yuKMkdRlDmlPL+HiIpnHARuQeFXvS9HS6dEe0i8Zi8AgDK+KqN9ZFs8wK6y2XVGfufsCPPolI+rt2YWD/Qb81/VrJah9Km7Xay1ZYpf8qCMacuL3QKiRsvtKmd2k3vMFPcn3mmaz5imebBpmgcrimtzhYiogRgLgacZZhw7cFRiD4o5fk9G+/hdlq93/cpmhYgGUpmR/LFfZjbUzRN8HdrdhT/FP8mQOMvrxvo/zstqUy4iZZf1nsVtBlEjlm2g2RIZSobI/7Uz3DYA6BSzXUcAG1PcT0Tk2JFQ8BrDTEG1B/Bwmj8VY5F48r28InFoV6GiQaW+2fZ+8bpNMYL2yfcT9v3SpRbFM/dJvE/grrrbH6juXGv0Bz9xZT9ONL5CALHxnGWXiYot20/NdwHUVir7LYB3Yu4/P1LtbBiAnZEhaR8DOE5RlJaRYgDHRe4jInLsU/uO3by628FF/XYpmvWze03JXbcDrP+90Sv3odemQCxqjcOS/DXY5GC3ryFxeFTPPJRpXjq5AtFJ1slVa+2c7zTJNxic28L+ARcoPybe92PNn10/TsiTWFA0s8GGzjWeQgC1wwI5OI+olDgp2/wKgC8A9FIUZYOiKBcDuBfAaEVRVgAYHfkaAD4EsBrASgD/BHA5AJimuR3AHbBmx30N4PbIfUREaXUs4rH/7qDC8KxA8vkOxSznOKhPvY/41Sut/0PRikvesaMg+27DFzEdXz8hiPouNJ33jJ2uJs6TaWazXaZ6jTwDTidZq/K0tNvIF5KnVd8Q66q7N/CVo+M5YRybfBh16wq3hofdX3dLisQ5HZkNNqRE9oUbiKi4uLAmERXcTcLEXdLZHLnWKKUCuvaOlBKfCrenJOZu1AgVU2bWq1bVvAVgSGBPtKxz6LUp8I7NbWX3b00/+iv5rsfVB8AS6NqP0HSbcVslLPiUgO/SZKFwFIApGe7RC5YCzjNtJaAfUOxWEDVIBV9Yk4jIbU7DTBVKP8wAKMkwAyAxzADAzh1xYQYAPjtndNzXykNNMz5WbZjpa/NavKi5VbHLujqeSZgJz7X/XuRj9r0z+ahqJtsjIcw8EIqdQJ5pmAGAc3NqE6UgIitRMMwQlQ320BARNTZeL5RDjoI5czIA4AmEcXmLfYEd5TQSuB0A+8n/5SAQWgO/t2vWzxdYAYkeLrYoG80Qu4BreWsCYG+xG0HUaLCHhojKVnkNEspMviZb50UoVBdmAOByeByFmXR9F21t7lvocTAJKSsOwowbE3cAKNL94ODVcqugZuLzxDuVtTntM3MNIMzUVWdjmCEqZww0RFQQvxaATXGnBuE0lN5ka6siWAqdOgEHDcEyT/oLZLVD0NINRGtj8yelXziztV+SGdw3izU+IufblXr6d15wXvKqZqZYkfmx69lcEz/fRQjrRNoYn916MyausbmzS91NT/jvWe23PiFOtb3fUC52Zf9F12iqsxE1bAw0RFQQLzfg5WPeSb9JwR04OnFBzVqLEALWrwcWz0XvivTzZcxrdgMAtqTYZoyqYkm9NYKec23uDNCv5zFZP7daS9836Buc37VE2iWpYqaOz+w1Uo3an8LOHFvkjJTvwudZn9gO87mCHN9V6kvFbgER5Qnn0BBR3vkBOKl/1QbAT3luS77ks+bUvkgdJrLWrBm0/3wBfcxB+dh78bQSwPb4cCXQG/pjqyCuzG4InLfmO4QqernROpe0RPwqR+VQD7CwBEZBYgqgnACYk5JvJ8dDivGFaxgRcQ4NEZWXKjgLM6/qwbINMwDwfoq1aHJ1ChLXdXGDd9cuK8wcdoTj51wjJcSi1nH39YipbDbbtC5CNXGniY5IcX78HdsTuwMlltmGmdAsZwtoZhpmdtQkj7cmOgMA9Km5rD1Tf8lW96uz2cvfgqNuk5gCv1icMswAYJghagAYaIgor5zMLdkWqsbZmi/vbcmn+aprF5oSXCQyCzTN6lUo6AP78X61/d9i0FGO9/2QEJB943sCVsjo/g+NlG8u5BRrIV+oux2ebT+EznjTC7uyFN7h7g818wNokWKhzJDxPgBAG+msT290mrLgQr4KIHFYWH7kd2hezrQFcV8GZAPrfSQiWww0RFRUW0LVaO0t1NXl7LSL/L8qxTZ/8eSnFwWIBg+njj0svi1LknzU19aokk/cCXTpVnd/8POljo81TstuUnsmDP2LtNtIMQ4A4Dl0t+3j6hkh5FSWoq3zP5fpeiR9ar+MDj1Zpp6AJsXZAADV2JDRfjMVUNfldf+u0AcUuwVEVAQMNESUF1u06EnYf2CzwCOsYUn7lniYAYA7Ixfbuxfp+B+YmVVUeHuy/eudivjtdXW3fYcf6Ph5T+s6lPHxXUJuD0o6/qjDbe+/64/RP2FCPp18B20S7wrOa5lZI4amrtb2XSCTuTmVkFcmD4IdM+3sU5YBAAy1Y+SOzhnuwBm/Eb/fZBXQCkZ9PQ87bZ+HfRJRvjHQEFFe7KtHP15+lWQOSLms/HBkkT8p/2VmFlB+QjDtNkPqnTTLv14JXHRp3dfhG+5K+tzlRvx8IXN8/MDCHi7/aTnrZPv3z033R4PeuN+lGLJYb3KWJs+Cb3D9OShpnJx6vksvv/Py1KHwaxCPJc656h8ZWrYh01o9Zu96d+SjJyXxwkOyCmh5p4yw/jdyW8vH3iYAg/KwXyLKJwYaIqI0ns28w8NVa+D8DNcPoA3Sz0eaa7fLud/U3fTcc1PcQx+Y0RP2nmry3oV/tJb4OsmcnWz9/obUc016dxN4+p/pQ1wtXfw380b0Tfye9THuzJuqnSPzbZqhZU6pRrTnRMh7XNknUG17bzDcCR71EZeO4ZA5M88HmJ/n/ROR2xhoiMhV94vomfIq5GuV+MJ6vIy+DTWXEXwLvgTemZxw9x7pw0mKsxfhz9sEcEQu1bsyt/A15zXVgl9aA+Iq9LVx9y/4KM1MpXp5ZpsMQfsou2UPvJ5fAQCW+q3XKd0cmUxp+rV1t6W4AQAg5EOuHiNW2PhD3vYNbZnru6wQRehVIqK8YqAhIlf9UUavWneHO6vEF1r9wUilPjTuh5ghZmeekH6S/jUpPvnFg/EnvuulF1XCWe/HQk8k9HwWQleX/rw4KQjgGRJfCEDX1ibd1jfMqtJVo3WJu3/AmDRT+b+JDhELPizQWmQX2gzzbHRUrCF6BwayXbnowuhNJbFURdCXuAipFNdkdaSiFwLQ6w+ny12N7IQKsSbtdkL+3fVjE1F+MNAQEcVYBWvJwmw8EirO2LQOMUPMXngz/Xo4D6XoEJAzPgAmWyFil/Shk7A/6X5SJn6v/cLRALslMuxMuSy3og+qdljCfe8/m7qinKZ3gTHf5TLgk0NoC6B6qQrf1dn1qPQXAob5i8znyNQjcGP0CzO/pSrqFwLIK/W9gh2qRnZNu40U/1eAlhCRGxhoiMgVM1V3h80USy6nh91zPFEtGaMPw22mhmYpemYuS7M2Tu2MC/NJ+7kXTo0akXicky8xsHVOs5TPMw+JH1aUrKrZ5ec5Kzut3b8S37+novLAzEPrZz6rN+dbKeEVv8r4+fWZ+DznfQCAkFel2SLTguHZOsT6zzilQMcjooaGgYbKzqlq/tb7aMw655hHRhj8ODnJV5j35kxkO1QJWOpJP5G9OYC/XvfnrI/hptOPs39N2x68y/Z+ADDm+KDpbePuS1bV7ImJ6Xu00L499J6d4D8lszDzbWSOzBHB6M8rVblmp0y403MgxaORWwck2SLdijqpebXE+Vj2vs7pOE4IjM77MYioeHgGQmXnXaMww3qOaBgdDo6tE8Dimkb2TZepEbCfv/H+c+mvqB8YTt+NtBMAHoypjtUsurJM587RY6QbTPa9WZF4Z5sM/uyYQ3DlbfHh7YX70j9fPdjqWTIxPOV262batM/Opk3IJEOujgSZ/jZzZOzKNWeudoHQ51zYFwCsdGk/8UL66MQKaNryvBwrtdaQcBqu7KnGLJfaQkT5oJhm6Y6RUFXV9PsL1eVNlOhPhsR9auPK/ZVIVqCVykXOP0OvFwiFgAefAq69NP6xX54LvP4SAGBfAFtq7+/cFViXfqJ1ZnoAWJHTHuQpXoj30qeREFbDi245HetfXg8uChW7JF7cTyUrEr0g8J07zWlQ+gBYUuxGEDUIgUAAhmG4U/se7KEhSqmxhRnAOhFu7XDbnjG358GNK8+Fs73YDcjAZgcLZcZK1nPiZLgZACvMAHFhRh57AgAgMC463Cn2tFm89H4GLXQqPsx4sxit5STMAEALPfWcnFSUT6wejnRhRp/qhZT9sz6OE/7g1Jz3IfAdVGNR7o1Rp+e+jwKqEOl6qhhmiEpV4ztbI8qjDf6G8Su1zeF2sYNHBscs1PGcWtrlmjsDaFXsRmSgnYOFMmM1T/LR7mS4WZ2WkVdo9BgAgJg2yfo6yZBPee7Jtvd3SvNnRrne2Roy3fYXCGWdmTvGfXXogMQ2VWttAADaV/My2/VTb8I8KtkclHjmMbchpL+Z2f6TusT23oBvZE57DUZCiKH2jdyTWGUuLfGA9b+RWD66lNXIAyBwVLGb4ZJ9it0AooLikDMiB97WJU7XGkZYcUtXAHYDjGaEAzjak/h7O0QIXCU0XKBnP6GdkvNqqDvhl8eMgpg+xfVjyGNPgPQ3gfbhG46f0xyROTlZOPFoFR/OcDhn7jABfBGdAyYHaBALMktA4vAzEPj8b/CiR0bPcyos74JiroamujX3hYpB0zdB19oXuxlEZY1DzqhRe9vv8toSDjHMJKoNM7Njhpp1gLQNMwAwV0rbMPOB5sMBDeijaLSRe2GFrRkOMQOAZ/8W/d2QR43KuQ0AgN4HAc1a1vXWiGmToE35IG6TB9Oscp9tmDH0+TjxmAyqxn0R3476YUbXrIn0F52VfNya/PzNvIUZAPCIm8o8zNQbzNgCQNfsfnfrV0D7XpbPxctSDzMB7+ZiN4Go4NhDQ2XlVFUtWJUzN6zxC3QNsHJYprwAlnkq0C1cU+ym1PHCWaGrlTU6DqjIvjRvUwC7026VWuj9afCefGzcfb0BLMtxv4UgJrWEPMG+xHIyxlwf1CGZh8CsdO8NrMrilewEYH3arUrfnz0Q974DqZ6Y86486iMIG39woVFEVG7YQ0ONWjmFGQBFDzPlejkgBCQNMzM9frSD88/A+1xq0wUOM8rgHMIMkBhm7As0p7Ffp4S7sg4zlZVAZRXQJfsKYCvsyjcnERtmbv2Dsx7Z2DAjT0n+ihnq0472J8yjEUSSUJVNmAHcDTNKgaKpH8CQeqcJ/wjXhRnFHJvT7gcZ1+T0fKpVrp/0RO5hoCHK0MUyu17NPkX4bcttWbxEX6vRgHYCihPWRoQD2Iz4n0ElgO88iSfNrwD4k0vHvdZhTkm+3GNyqYaYHeTwYzpuMJDhYsW56mqgeg+wdnXSTXqn2UUPJfOetm77C9z+iPW6zHvP+dCzZFXN2rQEVGNc3dfqY08m3YdUZsCHlo6PWXBmulc8M917xgz/+jjm5DgAYG7y33NTeS2n435VhM+Q6vWZ/VwFUg/f1PT8Lwqantuf9EQJRfiuAAAgAElEQVTlh4GGKEPPiex6SJdIoMrlthTaIYb1kdFZApNK6OOjGkAvmx6d94SGa12quLYwj+debVNUMbtUSX8y/8L9vvh1Z75fF/f4hbn+qPZtD2XokUkfPu4P7s87Wf299YKLpW0w+JTce2Z/iulwETfeDOPKy1Ju75HuDYUyxufWaxfvpKSPeENZBIxX/Vi1fHT06+OzPTkuj+pglZ1+RvWyFuk3jJCYAr9YnPRxXTvEjWYRUY5K54yEqMx85838D/+ePLQjE99UuDMnZZ0AFteU/tygl6WOB43EtUHmevwZl23+c5GW2RmhpA/Qt/wlvodH/XxG3NfPR35UQ7P9yN+yCeZXnyZ9+LGz3k67i0yKyBrGCzh9tBXk5IE/ZfBMe/+8J34Ymrz7zujtAfbPCYtHgDPORzDJikW+DFaOV8fryHLwYAKBB5I+JsWM9Ds40QpX335khWh59kFuNAvAJwAA1ZifdIu1JTLxv7L3DoQf7uV4+4B06zWKlf26R3YaSyGAcHBrsZtAJYqBhihLG/fmduV/TRHWrBlY43wuQ6wTbc6pD6oQmFUGocbOkHAg4TS1OYAFSSq0AcA6F7/VN+F8NXknpynr6oUtZXbiyfYc6c1tiM/gQ6C+NafuS9knmgTkb3+R9ulOj3zKSA2qejlGHGIFmj9ckPvvye9usB+GFnhThViQ5EknnwX/a3+EL0n0DarDM2pD0Pgqo+2TMbEh6WO69rj9A2fE9BB9aL1Z+o+xQrDAXFfaVctQByV9rItwdhGofgU0t3nxIjxXfwf9V25Wzcw0rGUzODWeoV4RPXqoXc77KwceX9tiN4FKFKucUdmY5fdjeIBjhWvdqErcbWR/stdHSCyRmT1/DcLoivgg1xrOF+LMpzYAcr+Wb2+JpwJ9ilRx7XQIvJ1pEGndBthmvRovqcBpYR+qRH6qgA04UMOCpTomGQZOUDMos2xj01dN0X5o6hpvylPNYF6a+8lg9WIvKg/K/5pI+ideaEeFALRB2PgdPOo9Oe5xHwA/Jn+4FYDmAliT+J654nwNj79Q2K7GRdKHvlm891QxDoZ0VsQBALQlzaD3Sf++0HAJdDxb93X12pao7JJZVb2k+9Y3Qtf2c7x9SJ0Ir3Fezsc1xDioGbxW5UbKMyGE87WvqDywyhk1WleHuCBjrFzCDAAskQJLMxyCVj/MAKURZnYgf2EGgG2YGSdMzEzRo+OWaWnCzFLd5gR1W/TV2KZrroUZdfpsaJOX130dvuEuLFhqHT/XMAMgIcy0ap64jXnpLhjTnQ3fmvRvH8Q55ybcH75M2IaZ352TvAfTwHW292vy5pRtsMIMAPwEwzg/5bbO2ISZq2J+L7fDNswAiAszysvO55HkwgozmRcxyCTMAHAUZnyYGRdmAFhhxqWOmkzCDICswoyhJr6fG3KYAZoyzJAj7KEhysIvhIG3ZO4ncLHOVoFXs5z7/IZH4syw+9cnNmsS7fTSvu7hR2Fr/DwX0nCxNzFEGKedDfWdVwEA/SXwbczLth5BdHLrrKme95/z4+SL7V+BYvaetWkl8NP2+BPrsdDwGlzsIagE4qshxFPf+xDGKfXWS4l5jhSPQEQm/x837zX8b3BuZYjTkWZ3CGVV9jtQPgfMw4EvKoDDSmeNJqdUYw0MtWtRji0wABLJxhcWT0BbDL+eeo6Ox7wHYeWGArWIqDDYQ0NUAhaa8b+DZ2ZZyjlWtmEGQF7CDIC6MDPPzZNQlxUyzHwT8NiGGQBQ33kVwY/nAQDeCcbPkclXmAGQNMwAwBce1/5W1FHnfQdx7R3RO/a1XzW9fpgB4CjM6PqKlI/LS2MuJFQDYnEb2+2qmiAxzESeU6s2zCxYcnBOYcZv2M9rkVfGVzfLOszU9sCYh1v/OwgzJx+b4jPhQDerrsWbKZO/14sVZgC4HmYqhDsLC6ULM365BwFtkSvHKh+F6T2khoWBhigLK834X503sizlnExl+k2SymVq6MZK+8vd7TjcDwAw0B/G2SJ58vQdPxgAMMrnTqnodG6VqVNwz7DLPfDNmsMY3AvywVuAZs2wdmZLYMumuodXZLH+zSkj40+uNc0qAT3rdfseUPFU/PcsD0ocbLj6E4E9e50d/96brsOAPnPSbuc1/g0ACGJLwmMBtaPtc8RjWV4I8ANxtQgeTV9EQshj4r5+f1qKoYpL83eBYkSe5mqVmhrZCSLFUDpNdx5CpGJfSEHFJQiIKqjGSxm3r1xJORLWIGKizDDQEJWgFKNo0sqleOd+1VaUqg1Uz4eBSeEA9vPmErEajmtUHa86GGp4tihMj9btwt1hj7FatUj88xD+nTWPRH39Q6jXP4guI34Guvese7yHaoWT1Z/aTH6x0b6twHtTE1+r+R9U4NTf24exxR+nCItn+LD2U4FuRzkrovDoX6tw/V3JyyDX8QMh9bcAAB/2dbTveB1SP3xGvR6TAJCkWnRSHv3PWDWjOEO0l6XolUkv2SWY5hAYnXCvN8PeCvX5/H12SSxL+piu9XW8H2Hal7o26s33iRXyzHC8/3IixNRiN4HKFOfQELmoEwB3BiKUhm2harQuoTCzEEC/YjeiTHyqKThSd/fzvWbWKlQM7x69w+uFmDYf8nDn63S8Bh/GIvVV/FYtgO02F2nHX+PD+IeSPLdPX6x9agkee0vFfQ+m7tFQPlmJgZf3xvzFDoNnDxVYYaBS34JqLXmgERgCWVsGOaYYWdBYAp/aJ37jMzTgzQyCrzIXMIc4396OF0CJdrYKeRuk+Gvd1yqeg4GLbbfNtAJaOQhoy+DXe0PX7oCm31Ls5hSUod8IVbu72M2gAuMcGmoQfpNhha5ZJRRsl6ZYUDNfYeZzX/a/qp0y3P6pyLngnUYYQReGMh+QQcXhK1J8m2ejTMNMVdO87Ha5rmP6y8l/L9wOMwAgVkavSLdbtgDKwGGQvzoho32kDDORE/bP/mPf83T3Y/bP1ZYuxzO/WYwuR8q0YQaVVfCNPsAmzFTh16cl6Wk41qqqFhtmQki8kixj13SJKUbmUw8GPq9XQS2TMAMkDTO1C2Q6UqJhBkBcmAGaJw0zQOYV0IrL2d8uv24NX2tsYQYAwwy5gj00VDTrgxo6+Zz9UT9ECHwty3MRx3JyhgDelEATAA6nIDiyuEbioIrsQ1mhK5nVt9EbwH4hP5oCsFsl5ScE0SbFxP+a73ahope7K4MXg+w3BGJhvYUYF64F+nWp+/L741Ts/7/sKlxIeQqEeC/j5/XuDixbBXTvLLAqdgXUKgHscfa5sWdJG1T1SVL8+63mwC92Rr5oCSD5uiWavBK6eAz42A8cXzrrZilzWsM82J2ad30gsCSXRVpTUDAMJr7My76LRcgLIMWEpI8HfevgC3ZGjWcDKsL287GIGhr20FCD0cmnY1bI2RwAhhl3bPXZn2jWrr38ZuRldjPMAMBBFQKzarL/GRb7tHC/kHVh5bIk0zfswsy2+dEAU9GrGVBZlZe22Tkyx0/2Du3sd1A/zKjzV8SFGQBpw8xP85vhOCSZ8J8mzBx+sH27lkWKh23aUu89tkcCo9KvWXPLHypR1ecn6Npa+w06xB43SZgZIoBKWGEGyGuY6dfL2Q/44wnR7dwKMwDyFmZU/C0uzKjG9w6e1Sr9JgWi4RLb+1OFGQDwBTsDQNIwo2JSTu0qNXpoXrGbQA0QAw0V1XBvDrWKS9zGUOl9b22D9ieSW2NuD0DyXtsNSaqg1WqZ4rHhFQKtkzw2PX9VZF11SQZz8HsP2oW/XR/Tw1y9J2GbTu2z+whON4zw0xzPN6+6IHXP+MQHrXBmDLIqkuGrJdb/rfdJ+bz2bQXaDNqF/yH+d+M3p0dDR7MUue/zOam/sVuvTlwYU3lwq82W8e54xHpfa3oX+w12RX8nAq9F3qx1i1lGfhpzZV01D/0zZwt/Omct3nnv/50OAFj4nbMf8PEXuBc8VuQ08T81VU6HpnwBA3+Ju99Q9wcACDnB9nkSpyLj6gkR4nj3P3R0PIsKsdLRtlKcbL8PcXndbRWzAQAGrGGdhjgrxxYWh2I+H/e15h1cpJZQQ8YhZ0QZuEDVMcEok7PvNLb4DOybJOBk66tQEEO9uZ/4HANgeu7NycobIQ1nJllr5m4PcGMY+A4h9ELqk9aVNToOqMjfe+WuP3lw033py/nmm7jvUcg/XQUAmPpSU4w8dzd6AynqPwFo2gzYba3sftUFPjw6ITo35tuPKtB/TOI6K9982AQDT9wLNGsG7IpfFf77mRXYf0T6tVmUCytgPp9uO5sBjrdUAv+otsr/OT5/bgG3y88KLIXEgSmPtXK6wAHHxASZEi4EYKmCwEWQeCTnPXm1RQjpzquL5YvAMEhHw+Y6ArBbw6gt4i8zETU8HHJGVETTMyxmUAjjs1g8sRNQF2buEO5d1PhSZP761K87MBfFCzMA6sLMRpviD/dG8kO6MAMAl3kzfy38kd0+cHPyCzm1R/7bU4UPMy1spgHVhhksWoeR5+5G8O1P0p+K7Y4Gktowo+sL0b83cPhY+8Ax/Jd7oa3flBBmADgKMwAchBkgLsw8FAnnk8NZlFK2AoaE/RojTi35X/QCgYmlttv4g5/V3Y4LM0BOYWacmb+y4JZ28CgbMwwzsQupxv+ehPS+UMW46B2tivN5nSzMWL0yVhekT66GfZgBpJJY5jukveNW8wouHNyUfiOiHJXe2RlRhq6W0bex2wM96luXxa9Mz/Sb5GR8FosnxlZju0Uq6ApgDTI/Qe4k4k+e/qBlvqBk7DXsCwDkWJjWNbXzZmIlnkonN1lN/14JTLPW1Ojaydo2EAIGHaThujsD2P6NfRGBEIC+ENiVOIINAPCvPJ6D9uyqot0+id+XcsHvgL7WPADf6UclnPcv+DB9QQRN64dvlyHp9+V5/Enondpn2uQET96ZOCytTv1KZNdEeo6WpB8+GoysACXPj/4AvMZkhI1nMm5jrD7HHVZ328S1tts8dp/98CVlTrJBns48reRz2OwgaMqHCJuZFsuwCjd45HbYza6Lq4C2vbTmXgr5PoA98MnVCIpuybezWZfGq5+Wx5bll8eX++8tUToMNFTy0lUOfjjmpLoU39DLUXtNrrjeTpFX1gDoiszDyHopcIzq3knPBNf25K4NMj+9If5j+6Jm2U6sWR99D89frGPnotZoNXAXLhybGNFnSi8WpZiUfVEez0EPHaRi848xx+43EABgTvgnxp7oBT78BMMHA6GXP8SMgNVzOOggFQNOjImCTZth0EGZD8XbeeFlKR/vc4CA/8JxCfc/Mj7+t++ym6O9NGJSvU+Xw+17cM4+ymqvfnLiJ8zqT6zHfJEFIsUL0R9ASB0N3z6Hpmy3ndWfxobpWTG319luf8lN9ve7WQjATQJjIXA8dDO7uRQV2IqwqC0G4GxYevhyB0Nh9y3EX5B2cWFGTVrs34Wa+USNSCme/xEBAN6NVED7rCL98JtapTq7JclF57zY4Lf/tT69Xl5Jtj53pqYb+R6WUljj1Oj8mTcN6+S9o8g87NXqEnP7rJMS91PRuzngjX+PN++7DbPebIE3XosfL7RHqhgh8jshonOH5H8WRg6P/1mLJ16su/3a9kOAE4/Co20EvL8+EUf7rZ7D+YvrJazdu2wXtFz4UfL30cJJ6S8JnP3oWASeT1yf5A/jo799zfcD0CP6/ckTks9xWTLFKnGx6pMWePU96zUXyxODZLej0pSez6KXoNuRsT0PhZsAs0mmDweBL3O7PCPM22FiJSTuzeBZ0WFmFdiBmrq6jIDTGoieJ1Iv5goA2CKhfev2ulHR19TqC7d68lTD+t0xkpb4cHf+VSGFg/ZD6YjyiYGGStapkQpoQ2uS/8Gq/6c+n6fW36ZYULOUdAxET6A2hJIPR9sc+d+u6Glbm/ucmOEvj9comd8KA08bWl21tjMcDBtLpQuAtTFf//eDJD09oQAm1zuXHH7GDmxcEh0y9KLpQZWwfie+eNP+xHOu5mw+1T9uSB7QLjor+ZXs7vvH/4bJMcMAwOqN+XImAGD0o4sBAH86MPG1+3ZSU9x4RSUSi9N60W9MNPj836WVcY+Gw9GT0YdvVbFyRhVWzogODzv7FA9uHfOfpO3u08O61LFzI4AVzgJGn1E/w1CfRvejoieWYrn1/+avkpzUNwUkzki42yMfd3TMVLwFuFrTXqT//fUP24PQcymG7aWgmm9BKrfCROKQqmSsSmbWMDMNl6AmZc+Fs7AVfLAy6WN6f7uVpnIRgAprSKCJNQCsoZmG+hsIeU7KZ0oUv8CBU0Kuqbvt8XEtHSo8VjmjBmUfxC3QXXI2hA109BSuR6MTYDugobaO0w+mgQ5K4XtYrhDAfBk/mGaLEcAIxY+VRbzMMsUwMEpV8QTCuDyLIXhu2DqnBdoeHD2J3rGwNXr321YXQN2y+asKtBvqbDJ9rWVTq9B7ZLTH47Yw8FcPcMwwDdO/1CFuvRNzh96GQScb2PZNC/zz5d24/u9WUGlaBVT1Go5Nc2cl7NcwPkK7fU7C1Jd86D+mBsqoUTCnTHHUpp/mNUObwclnN237pjVaD3Q29OqkY734YFryHpHl0zT0PDZFj4wGwNlawc4oawGzS92XPi8QdLnD5nyoeAH5LzGvycXQxUE57MH58rqqsRWGGn9ZphAV0IK+7+EL7m/7mF8sRkBm9v0HPBvhD+/nRtPySsiNkGIIAE7+J+dY5Ywo4myZ+HtQ6oOfChFmjoi5AL0eVsiL9bMZRADAnZCOwszLHvcn1v65XpgBgH1VK8wszmEBzkx8FYgGlnW6dUI3SrVej2KFGQBxYQYAWvTbhldeaY4xpruvS7uhNVg2NbMLRt9vlPACWD7N6sX5a+Rlmv6ldRYvb78ZPxvNMfa75/DDZqMuzMx/34fde4B5T8YXc94n0j3Ybp8x+HG7xPBf1kCbNTsuzEx72TpI98h54pY5kSFBT72JDu2EbZh5/1/NAQCTX2qO1gO34bupzq7c24UZQ51Rdzs2zLzysE1PVsowk1i5Kq2YMPPsvQocvQVOzKxsemHCzNYcwwyQyfK69cMMYFMBLaJ6TqZFCZJLFmaAzhmHGQCRMOP2EDi39UZI3wWGGSo2BhoqW6/alBv2uZb1y9dn9X6rY3ustoWq0VKxTnhedvjr/+uw+x8TXVI8dlCFwKw8h5qXQhqG+sN4OTJH5hqXy+P9X+T/D4LRk8VDBqQfM/RNzEiewFfRid7HnLMTHc9JPkwGAL5wONwsVu+RAWyZ42z40MIaBV8vMBACcPQ5yecjvKGPxmu9LoZHA/pWVuIvbU1cc4c11K790Pj6Zz9uj/9fDwP6cGsS/fFHWuEyGPKgeVNgVWTR+H0P3g106AxcegbOO8N6L184Nv4k/uSLdqKqEhh97k4AQK+R2c9iWz5pFABAHmy9vhecaf0cz7k69ZyMIH6Ov8P/Q93NP/4u8/Fjl1xvIuSk9+dDB3NFCkiTO6GLbAexusuqgLZv3H2VB6evXSjOSn6BI+j7PuljKmofsy/aUEvTE/vRw9q/I7fcHgLntmXQvL2L3QgiBhpqWCqU8kg0g4pQTXRGOICR/uhJ8ZIs9nGHlr7hFxvxV3xf9EVPsIbY/Hjsrp0PrxBYUR091vtBd+fmTNesE+xfR+bI/FO6OU4I+Hvk/1Ux3+/XC3T8eVx8j8gjt0W//u8TTTEwZgTYbm0A5IhjoM2wSjsPeMU6sRk1wr5X7TA9u+HD+x5cgw/+ZX9Vf8I/tLo5VnsnNcO0Lwys+dSHP14S/dNR6QdWTIt+H7fu/z7E0SdhzkIDe4Z1wSG3efDJ7OTvmwt/ae1rwxdNEIh0kGyY5cMNkapU02YFUTuV6eoLvWhaBeAH6wTx3NOsJKrA+t67d7Y2bFYlsKfaek6TFDlwy9zoDLJ//b2J7Tb3PRv5IUYC44Q37N8r8ob4kOKrm4kV0Tx68/5/Onu/rf4k+jq3bW3/2eYLxqzadGv6nqhnzML1PmpyN3TRPP2GBSCMDyO3tiTdRia56CD/G4b6hH3wT94rAxhI/lgsXUssDODRf+vouURk4RwaKmmdhMB6mXgyNC+sYrAncajEECEw12b7XH3rDaC/zbokubjLkLgpx0nnTrUBcAUk/lqAaxiLQ0Ec5HU27MXpqPgOpsQPSu5t36wbaKflZ9jfW4bEL7L4efbtKbAoUj1r56JWaN43cfXGDXoYHSNr/LRpCfz0c8Imrlj1aQt0P3IH1tUo6FyR+Ldh330Etvwo8f3nKvY/3EC/XsDC7+K3GXAg0PTqCXh/+NUYdNIurNr3MIg5swB/JRCwUsaKGa1wxNgd2L1XYveem/DjvIcw+xsN3TpWY+U6A6ePk3j8rxquuE3H/vsBHg3YuUdg2kte9B8TwL1/8eH6vwWx+euW6Hv8TvyUpJKY34u6kJSpo4cJzPhSov1rXmwam/vElQnTPLjg2DAEjoPE/9I/oTUAm6k/E+8XOO+P0e9X2W8/mBs35ty+7PkR+EqDf2j9XrBBQAaT/0NyPbwiWcUv96jGTBjqiPztH5fAwLN52z9RQ8E5NNSg1f9z9q7PfizQYI+BWaHEE9N8XXt0O8wAKFiYAYAFpuF6mJnvtR97f3ySMGNXm8hpv0uuYWastE7O3Qgz9ctd/9uw9v0LVWRUiLbWophSwM37bsfoPolXiTvGLFhqF2YedCmjHXakNX8nNsxM+IfVHjnsSPz8s9XWe54ygSOOQSAIfP5a/M97zXrAP/EStA8tx5r1phVmACBQjWOGWfsacMJ2bP5RYsbMPpj/wX+xYKmAohjoe0IYu/YAG7+sxBW3Wb0Y895vgjWvroWUEiZ86NtTYMlbEmOOAh79dwCHDrTeGw/fEv8emfFqVVyYWTTJ+ru59vPkPQZ/v762hwfYHBmruem83MJMGP8CAFw00eoVTBdm5rxjtcF8uN5nXzPr/tgwA8BRmNngoBxz9gIJYUaT25BJmJE4LuswU+HNrFyG0zATmJh5eWq/3JNzmDEjVdA0fV5O+yFqbNhDQyXrOmngSaGifh0mL6Llmu/RBW6IGQY1WghMzkMPTam52ACey+IkdiPC2C8m9v3gF+gQyN/rtQ3WheZY7/oDODVQmN/rzrAfvb4eQaheE/tlEVSf9QKXhICusBYkLaTzYGCiy6UvxhhAiiVg0KwK+MOFFbj5qI/g/+XRAIDKSiDwwXx8tG44jr+gBj/Na4Zvlxg49jd7ceYYD974KL48deiL5fAe1hMA8N0UFb1GGfCu/R4Pv9gNj07QMfnFpvBoBvZWSxxyagA/7QA+e60KnfeT0FUNvQ/fBVUDzlAEbnmvKVq3NPD9hj3o3rU53vw4iA7tPDDCe3HiRdH38qbZzdD+0PTzI+q7/jINJxyh4+hfO3+OPsML7ejE4NO9s8CqdVab1McB4wrrftUcC0N5LeU+137WBF2O2Gv7mFcDQjogr6qAeLTGKgRQInNnNLkGuuiawTOaovjzRPZFqqFoqQj8HRL/B828Dbry14yeWyHWo0bGBznVeAaG+vus2pJPpvwTFHFfsZtBDQh7aKjReCASZupf2Y89bbih3pwO9+rVFEYbACvDmVcZyiTMPKlaFy0ug4wLMwDyGmYOQGKYAYBTA35sNvK7Xk3tte1kU3E7wZdVmAGAIyOfmk7DjHHi6Vkdp9bzhoFfn2b1gkyECv38y+Ie/2ledu/65TXW35FUYQYAdu0BqqvDMNu2r7uvuhoY+Y+R6NhBw8Rrvbj1wSD21IRx1QU+XHex1Vbv3GVoP2shnryzEt5jBgIAXnpIhcerYEh/Fadd3gWX3axj6ktebNhsIhgMwO8X+HaSB1vnNMe6DXsgFBPdhu3Ct9Cw6ONKPDa7Jd6ZsgfrNgq8M0XDe1N2w+9VsWs38O5U630+aoTAnHc1HDh6N66+0GpLu32sH9rc96Lv/2fusX7+X71t9Rp16ySw+Ss/HpmQGGZqvko9id8uzACoCzMAoPSK3l8/zAwbFP+89m1F0jADoK44gHg0crnHJszYrS+Vb6qcnmGYAYofZgDVWAifx760txQn2z8Hs6G+3gQyUgLELszIIanfNzWyEwSiE+qDnrUlGWaEXM8wQyWPgYZKXmwR24eN1JNpm+WhJsDVR7i/z1o/ATjAo2J/B7liSzC73tTHI0OiRiG/vbGH1/s0WZli23Zqfnto3F5bvX3M7cdt3oIrzORvPPXDtx0fp1UL60W8qm30xbxQVfHfP3wFAFg6pQLaC08i+Hp0InibwbtwzGGZV83qaTNHJpkHntMxvnn8UJrjBuzGoaftxhFnKHhiYhDVQYFHJwQx4pfW8KPP/q8XNg3vh81bDSBQjSP+eysGHijQpLISK9YYuPqiCnTuADytAvvtU42V65ugaVUF3pmq4sxLd2NQHxXqqTqOOQx45nyJ5k01tOy/DaeO1PDcq0Fc8EsdZ4xpheGDPTikv8RnX1nfz5SZEn+6G9ixy8TDzwcx7SUFm3+0fsGGnBLtOfr9DVaoHnq6jgvHejB5ohfthgZQbbM0T8XQxB/60in2k8TbtLS9G2hlP9StX2/gy3qjszZtjf9AsJusbrxoBVllamJ0ecb0IHEmVn4J8zGEfe8W+KjuMNS2CIZbA+iR8JiQ7wMAZNfa30nrs8vAoTB+uRfKMcl/98RcHeEbUlcRlIiWMveFu9Q79pXpG593zSALMLeJKFccckZlZUNYRcdIMYAeAFbUe/xaTcWDurvrKtQfjPDGkxrOvMzdqlhuuhwST9S7VvE5dByOAiw1DqtqWSZFcmf4Azg6xRC094MBnOzL7nOgDazQ+CFCOBGZ12Y+XwIv1Atqzpf3y86n/22CI89KfnW+FWB7snr2KR68+l7Y5hGrNyY+wDQDMABCjoFiHg+gKZ6458+47MYukOJjAKtRGwsP7qdhzkIdqKzC95N17D8igGV6CL01L2c/28gAACAASURBVHxe4IfZTSEUgSmf12DUAR60OsFq+4YvfPjnKxL3/Wo59o7oign3N8XQfkFI0wt/hQcrVu5GyKjEkUOBYMiEEAoUSLT1/YBVF7aBeFDA6/Hgx+06DuhShVvu+xkPPGdgzectocif0bp1ayxc/DN6HlCBtz/ei5vuA7bEXGQ/4SgPJn1ivR4f/9uD08eF8e/7W+GsK6Kv3j/vbYLfXZ/8tQ4/5YHnUvvXtE4lgGpgxXQ/ehwT/84wRnigzrSer80D9MHRx6oqgfDu5Qiq1lC8zV83QbtDkrcl1orpzfDJ7D245PpCD6+tABIGAcfTK7dDdGsDsah8h/4GfevgC3Z2b4c+AKUxItAxPfQ5NO/hxW4GNWAcckaNWseYyma1YeblmF6bfMTf+iOrY8PMoo/zWwL15wx7ZW6yCTMA8h5m+onoMfcAeDyyGOfFDj5hUoUZALjFYx9EDkhzvrSlxoufIrdrw8wP3syiSP0wA2QZZvzO1noBUBdm7L7rzV+3SBoWk4UZAGj9Xf3egV0APoMUN8JQh8BQe+LB59+DFA+jWdUyxPZxzVlovd//92QQ+48I4KYrNDx8gR/fz2qOTV+3gh5U8P7Uanwy20Cf82ow7hxrDNs3Swx8PteLvSPG4IqLrsdRhwADRi9Ch3ZNYMqmWLZyGA7uq2PPnj34EkEcOHoXVo8MYsnmjqh60gNN6AjrAbzyrkB1TRA3XuHHD1948Y+nd8Lja43V68L4070SGzYFcc2dwNBBGk4eKTBskMBvfuGrCzMA8J8PDIwdo0EaO+NehVRhBkCSMGP/fqwfZgAgfHlMzeiYFFpZAeypRl2YARAXZswb7T9XLj3XGkLX/QM9IcxMki4vphRDEV9EbllhJuSdGH0MR8Ztq1W3glhif0XfRPx6JUItZnW25NKFGTk8w8/TICD3y/x0S9N/SL9RnjDMULlhoKGS1Uk4e3v+Wo3+cekdWUo79RKE7ul7fPSE574bc5+s/Scj/iRl3wxXCr0r8is9MsXTfkK1o33N8zl7/X+o9OKseoUYrogsxvlczN1nmtn1nM1P8j5YKYBl1fap5ixDYN+KxIFnHdyqVnf4MQCA71MMNas1VdUAYb9dTyTeP3K4dTIbAvCfx6xKSyccZb3H2x2yI+lwutA3VsQ/vypxzFPrgdbAzcWRAO63Ofddtsp6LXclSUxDX7fe63c9rqPlEhPnXbsT1dVhbNhag2EDgccnGvBoJp5+xUCr5kDv7iqmztwLbf101FyxH4JBHd9M7ouWA7agZbNtOOuU2VCEhrOuAo68UsGqGc3RebKK9m1VhMMhmBDw+5vhF8d7cOoleyGlRJMmFbjjuia4dviP2K+5jhdvb4Lz/iixcnoFHrplfzx+ews8e08rvPrG11CNxRByIhTzDHw0rT1eeEvH2X8wsDRSZOz7WfbrztQn28d//f1M62chzJ5Y97kfqX6dzJihg2akvHUIK2yHtcVS3o7+roTeaIGqyAfaUy9Zl/nFfdZBK2M+6E4Qbg+0jDLlYTBk7TDHQfCGzgMAGNpdMPFp4hNk4uy1kPwRSt3wqqHwYSaksV9+GpzFbEpduyPhPoFroRqJoUvMyryHXmyU0E/NLHTqWgeoxqsZH4uoMWKgoZJVv2Szk+XZaoQVKsYbBlYGCzPEqtaf7o6ehAwbmN2v1n2qwAMxfytrT1EyLSAamR9tOzG4jcO4NziYfsjIP30aZleHcEuKbX7yWa/LG4qzwPd9pbPABQC9KwVm1SS283TV+fiOt4wshsZ8bp3c7a8k70E7ChJeAPeGJWbs0LEi5MW1hlq33OIHpgfLbeY1TZ0VxsR9BHoC+NWVVrqY9ImOHd/aFb62zDYNXHn4oQCACd27Jd3uoEgAD4SAAX2cvUcnvdAUAPB4zEn43fNM3HdTU9xyfzUOPjWMJ140seh/TTH6CAXP3F2B0CdLUFWpAR33x/cbu+DKjX9ByFDRpMKHH770YvsOiaqqJvBdH8DHLzQHnqnA1Flh3HGrjtBK60AeTUBTDXTrFMYX8yTCugopgR82h3H/51XYZ0Q1NlYHcOEvPfj0qxBattiJziO24+3Je6CL/jDUgyDFeVg78z30OmBTXdvP+2Pk+4556TvUr8UdY/fG+F6a/UeoAA4FzAvQ7bCpUI3lqAjugJBXA+iL2Msp2svRXptbR1jH9UbmaVx3SYre3SXR96T3zB11i4QCgPFW9JPQ6/xXJWeqOCZya3nk/+ZQ9b8n27yeJvCKfeq+qsA0BJG8fLLUbsyqjVG7UOHNbBaRpkc/xRScYbUDD8JQays2dLB9XuC/iZ/O2nf2gUp7N4TqFfG/x1IMiN8Gl8R9bahnp2y3W8LB7Kq8EZUKBhoqWcNr4odw7EyyXazaPyP/p6o4wKfjL7rAmTmUcV6e4RClWl9+E3/M3snPMeNUAbjOJofVXjQfp6fvEah9DZrAfq6Fm34X1CN/+uMdH9PMNsHMeq72r86sf214hcCKej01v65XzW2cmnhF9Tvdek6qxTC7mwqeCnuwJuTF82EPesuYbX91Qcp2PayE8ZxQMVlIHO0NoYc3hAdVAz8D2CN9OElJPkTsvB8lHn+xKc6JeS/0Uz7DAV2s45/04lVx2x+qqHhmz3bULNsJc0TqKhZ/v976eSxYIvHknYk9VocOih70q2ea4KzLrSpUs6SGtZ9ZQ+c+XngMDjl1N26OzFm+5GyBCk8I+7TU8Psba7AiOAjthu7F9adswbYdXsxbomBr24Hw7zCwHF3hfxeoqanBI/f8Dtt3SARq9uLY4R5c8xcPQu0V6LqCHbsBVQCKouDy3/jg9UiEdQFV6NhbHcaE+zzQND+uuzOIFs092PpjAFdfANx8fwCLPvajRTPgxis86Hx4GDO+jL4/5iyU6Ndbw9ofou/LtlsT3wPh5633UHMl/r302F8DAGZDihsRevhoGGpP1PhaQIqHASyCP/RO3baeN4KYGbbC9fhLom1oUgk88Kz9z//YNMOZ1F/shDK1FVohvmBKrry603VjaofG7YQh50ZuR4fOybrgU2tkzHMALz5ATZpLNEK/22FbkqsJpa/zZtcrAwAm3oz5akukApr98C//WYldmnqvXUk7iSp77EDgtaZ1Xwu5IP65eBY+MS1lu93nh9f7ZvrNiEoYAw2VrNhRGR8Zzt6qzeud7/9Nk3jD4dA1Oz1dGqK0bHX09qzXE09Yjoic69T+adxgU8p5GICntehl5R9shnBdJ0zUrrzhbHoxcDGcDZ8Y71Ew+PZ74F+wGt6Jb0L06Z9020eD0R6Sn2NKNK9MshhnrnpUCtSeIngBnCkFvgp5sTTkxX+kgv8aGvrX+7jrpaV/X6xSTFzqCaOrN4QLPWEsE9YP6iwA+M+ElM+daKo4T0a/X/2McwAAm6QPVSJ9D9Lo3+zGkh4aencT2DynBdb364eVayXatBJYs7V3XSniWBW9m0MeNSrlfn9xQnSo1WU3B7BxdlXdvq41JSY+0ATrw1bf4NDf78VbT3lQVQl8ME1HlyNq8O2kprhQ/gMAcP6xYWydVok5U1QEQh5s3ymx4MOmOOocHRPu8yMUNqGYe3DYIBW9jIX4bF439MJqmGMVCOHBReHH0aqFgAlAU1U0a2JCgQ6fX4XPAwghIISKm680EdYNVDVR8cRLCvZp5cNJx/jQs5sHp4/24BfjAmhWBbz5sfV9/e0pHbNe9+Dpl8N45WFgQG/r+2vTyvp/4TIdfaPn4Jhvc9HDc2F84KgdpnflbdH71esSQ0nAO7ru9vQnumCEx5r3Yq6PbrO3GpCIr9XcwvcGAGBazHCm0JfxJ+Xy9ibwAzBHbseOvwoI/Wo8cLP1PdUEtya0JRMhLdoerz49xZZRqjggcms5DGmN5RNyOoCWkOK8yGNT67qYFXRECCfl1E43GOq5AOJ7ZVIKOivSXjM9GlSQYgkk/9jdqF7fElKcZn84eSwEhtV9rekLoBoTE7YzxJmO2lWfwONxXyvm8zCVy5JsTVQeWOWMGpSPvR4cH0pTlQjAt3oY/bX8Tuh34parVNzxaPYn+cOkxJcOAtvHMHB8jgsyPq95caEeHae/tiKALjWJv5/zNGBiUMeDanxwE336Q7thPET/gTA+ehf6I/fB3Lgh4fmdAYwPe3C0qaAGBpq32I0OaXptzoXESzbXZy6XGp4QetLKYPlkV4Vvh/ShRYowcwGACQDW6GF0jXl/zn67CoeenngluCOA+q9gaPZieA89KGXbhvRVMHeR9dn/P2lgyILmaD3I2v/4ayrw6EM1eM2n42up4C9hFWs+9aJJEz8UALt2B/HGJxp+e5LEvgfXYN3Mphjz22pccrYHv/91E+zdW40FSxUs634C7jz1bWzdJrFrYlPMUXX06hqGYRi4Rb8B91bch6qmTVG9dy9M00STJk2we/cehPT/Z++8w6Qo0j/+6arunrCRDJJFiSqCgEQREcyKERMqCoqeinrm7HHq4ZkwYM45gadiVkQBFRBEkJyRHDdN6FD9+6NnZ2Z3Z9hd9MLvbr/Ps8/OdFdX19RU19S33vf9vkEK8zVc10XXdXbsipOXIzAMfzyVlJaiS51gMMh7n1gM6h1j49YAzZt4SOFQr14+paVx9unt+2N98VoBvQ+W5HXZycppOQSHWEwYqdi5y+PC06Hv6RXJzAbXprlMmxsKBexOL9OcbLv1FdAMSHm68eZTjTnzkhqQjhMFfJDZqtwGjTVZ5NfFaIEzpR1iY+VR9++En37WDX6P/c0Qgr1ro3/4r8KedRmDaisx0TjjOemuwJX7ZTxXE0TW1SPcatdeX18bCB5H8afke8f6Ed089F9y7zrUIRPqVM7qUIc9oGZhvvxHkBmgApkJBv2/mmKxHU2SmW5p659hVF0MvZQh+DwT/kR2MjjSsZIxOedLKpCZ6wx/VzkfeDQuudgNM8syOVWJZESBWvQL1ohTiHXdF/vGq+i3uSqZARirFCMTVpGbZTxJZsSgIQQ+m05w1mL0C8dAbsqnozKZKW/nGOUTsH8qmSnMnHgk07JyT2QGfDIDJMnMIAQ7Y1pGMgNVyQyA1yyzr385rjEUk1ZYtEx02VAhadCtlA0f+f18z2NRdgAfnpPDDbZPgtseZuE6Md78KErMCnDSAEGTHlGmPB+gdb8SWjX3uGn0MnI772CfJ86jd/cgV/abxMJJAVZ+I3EP0jANF03TeCJvLBPqP47rKmLRKJZlsWWbi2VZuK5DwIhhWTZKKWKxGOGgn3TTcRzmLSwhFAwSCASIWR4nHgmKHNq1Uuw7ME63EzyEEOzTO8LSL012zS9E4JLXZScm0PXYMuwvbdq21Hn2bVWFzADEp6cU6XLmGdBR8uCt6fF8G1D6vTjfZQ7w3pawSKrrK47JFJlpTOMG2X56G2ZNoqTG52QlMwA8cW0VMiOn/n6hknLs0Wojrk6+VKQst67yXadkrA9m//uIB2bW+r5OcFP1hWqAcqtMOWRSoCA7mRG0z0pm/Dqzk5nI7Eo+Zxlc0MKtdhGdU5Po0Oyw5SNZz0kt5c6WTmaA/xEy0+Tf3YA6/AtRZ6Gpw388FjmSznrNrBhzAwbd49VbaDLhO8dmQBrROVIovlT/HM7/veXRx9wzyejWRWPer5mfz55KMTvNMrNOV7RyBP0VTK+myY2AbbVtMH4MU5O5y4l1r5p8rjIK8DNWbK5F/T+4Lr1l7Rdg5XmCnnRNxkh/NThKwffX3MCvD4/nDanxvm7w3mnnoF9+LV6kDOe+u3CnfgFW7ZShfq+lRx3YDbGgZrEKhaRiJA5oL1i4LPOufeMGgq07FF0EvGo6DJgyh9LBvSuUCZrwQcxlqNhz/142wmDiKzaD++l8NcPhx/dDHDosyq5fCigrs7junjj9egqG9oP2gx2Wf5NPXtjm6ZlNWffDb3z4pcuUDxvT6LHtBK/SWbsxQLtWLt/OijOxzVs8Ks+kXoFASommaRiGQTQaRdd1HMfBdX3SEwqFiMViBAK+u1Y0GiUnJ4dIJMq3Pyr69xKEgiZbtzvk5dg07+MT6hXTCli7vohjLoA2LQUzd+oc3tRh4VLF8qk53DuxjOffgfZtBVdcYNCskcO+rXS6H78Hojkuh04vRVm8omL/u4EdyHiDrJe530tkn4rz1sppBbQbmIoGNO0niRlPIag6Jqz3CjFP3c3TnsHFe4i3Al/UYEMNHzb5ocQ9oXZWYTVcR7yVcoUTXk+UNhvkJnBTMnCW2orJUyAyuXK1JykoIHaBypaB9J8LwaUonqhBuV4oZv2h99aX5vvxNXuRzUq6M3BldiGFZDntJ1zvkL1r4H8RhLMNpTeqvmAd/m2os9DU4X8C6ZLNNSUz4OcvqwkyxWsOqGS1qc1ivLaojswASTJzkfKY9mZF963ZldzMWjn++3IyMz2e+dEeTu3JTBNgEj5JKSczYt89u1m4pPrv6+CerRKbEolQK5OZoVmmp2Oky+ZElrqrHEm5w8YYaSWtQa8K+PXh8QCMnLWat+IWzmsvEOvThfjgXrifTcG0LH7RRc0EXgvrYdw5nsj8VZhvT0F0rbhg8F6pWYb0bGTmjsT/+sATrt8f5WQmCNzXymNKwCFYv2GVa7fu8BfavyroFtPZNX9u8twy5S9Cd09bxcYHqwZi/61SlvOJr9g0aST4aoZDw/qCQ4dF2f1LAfUOKmLxcnjjQ8VJgzUuucW/Z2lZnFAozLndt3PvdUGWfFnAOy/t4Mc+HoZhUi8vzq/LHEIF+/Ni/nCaNg4hpcTzYMVqi0gkghACz/MwDAMpJcFgENu2Gf8UlJaW4rouOTk52LZNIGAyoBcI4Zdt1ECSm5vLwk811syoj6SI9z7VeOIOgxvG6DQsshCa/6xpmsfz78DaGfVYtlpxxR1xTrvMpckxFXfop78TwPo4ZX1pd3aAxSsUY0cmZhftDABkvAFuIDu9fXNLaj75YbIfW5FOZgAsY0ySzAStnyucM0/1R8DFmo03LAD52X+uq5KZ7C6aVchMfdCGZZmPnDOxF+VUIDMASkvc0E13bczBFI1TZEZVtAiUkxnl3VOBzGhiPf8sxAMrK7wX7FcjMgPUkMxUtQAIdUXVYvl+/zodihHnmdQ+m1WwApmR7tMVzmra9uTrbGTGju/NNlbtocdm/0vusycI95s6MvM/iDoLTR3+IzEzGKRvrPYKY4sDBp1qaKG51xHcpO9ZAc0kqwdIrXGRC8/thQfItSjuTyzug0CbfX2RAe2ruXiDU6nHX8blvEpxMum7/HuD7URqJPO8IijYL1a9mlxTDXZ6fp/+4rgcpKfau2dP9oqY4Bq8ornMEYqXXI/zZfUEMfDVXOJp/VUdbpMaJnCbm32OfFdpnCZqPoeKvodh3PwXtKbNcJ5/Euf1F2H3rozfU9Mhx7L5i48B6CRgsQIxaiyLz36RDkdk1/w7dOgxfHfNTZhHH1bl3Naf8ml8SCpa2R7xJ+pPfpwX/57DqZemZCQ+eCaPgzrBxFfi3PeUxQ1jTMY/afHt23kc3Fln6YpSbNvlxEsU991ocMZx+eR22cGGH0K4jgNmDmHdQdNg+84YC5eHOLKfRAhJJFKGZVnk5ORgWRaGYRCLxZBSIqVECEGZ5VAQDqLrOrFYDE3TsG3/uVZKoZRCCMGAMyxmTsrFdSwiJTZmOEBBfogjzynmw+cCuK7DgUdZ7NgNrz6cw4bNDicPsWg/2CMchq9fkfQ+NfuGycppYdqFAtCrYpyD+4KJHOnPDNutGA3NDL9Tv2PyKHA3UCT37DpYGVNflww6u+JnEc5YlD5hr9ogJ0ti7YIYB5VBdDaErgG+y15eXYwr/IV29MtcQkdW/zS76nOkGApAPLCIoG3gqeotwL8HIXMzUWsPOt21hBADUWpalePSnYUre1U5bun/wHQyiwHQQMCOzPOo5HhcPko70heorQtf7S1DNYGmhuKJz//wevcGwtmO0qtu/NThPw91Fpo6/E+gnMzU1imhNplnbtIVQ9Wen6X09chnzt65spVjb8gMkCQz4P8UlSumeYO7c3KH/clPbLyfh2SZVdEaUr5I3tu9qoaE6VsD0YE7rJpJY2/2YH3CInOQLnk1kOrh6pY/16e5/42VNm8krA81ITNAksyIjgfUqPw410uSmfLYrEEJwjhNF/TUyEhm1svs8Vlq5rfEjz+c2JF9yJ34EOz2F8rpZCYHoHFTNn/xMcbF/m7vYgWYJlrxdrqa37J9fj3kVTckg65aAr9+7vvi/7h4UUYyA9D4kGL69Ug9JcabzzD7HwVJMlMuGbxfW0lOSOO+pyza7yvofLBf92FnlDBvQQk9h9ms3yz59jqdC6+3ye2yg8VfFtK8d5SV61wWL3FZWxzAcT3ycjSG9NfZvbuYSMRPkFmvnv9kl1tlAoEAQgg0TSMajVIQDhKLxSgpKcFxHJRSCTc0D9d1yc3NxTAMbrvAZOt2SdTKJZijs3KdxvYdu/nq9QKKimM8/rLFpy/C2JFBnnzN5ugBLmbAJ+jXjQ6ycYs/dlo31+jVFVZOSyMmYWg3MAKrq47tcjID0NDMB1IL5GMHJb7/WpIZl2ugq6ANGtt+TlMQvKsLnBXKfmEClckMUIXMaCKTyHqW9lzm+WRGroZQT2j0HWLIWdnLJ8iMO8Sg4PBs1o2UPTQ2Py9JZgAC8aPw1P4o0TnR1qokwa2BtLAr0y1DVYnmH0lmgASZqRq9mYnMAJhZlM2ArGQGwOUjTC1dVKIimbFkVRU0pQYnXwu1kj2Tmdr92gr3hOTr/xwys4I4/6i+YB3+K1FHaOrwL0c+0LEaIlGO2uq/1JYzfF6L3fWj9kJIYI71x1lAt1hVFyyTly5PZnb/wLZ4+6bM1pSSxP+H7Kr9/pybeeUVBjaFTWZWk8dnc8jhtUSROW6cbOkfy4lMkzSrzLnxlGvP+pD/Y9sE2BZwuSJBIC9SOrOwuC8hmdw5UX7/ctnlcMqVamMN8gapJQurLZOOICkJ7Km49EUw0FHMrvTVrnUs5GMvUyJc9pQP/Ju8prB7J7vxM3Sk42fXoQx4d/MOAOynH8X8WyLoN/cEQm+/Rqx/Vxp23YU48yxIEP/1wKr1iS9hW5YEebn5GFffxE9PLyYw6TMe+lsTsC0OOipl7SmXDD790mIaHVLMupl5bNisaNBU0vMgv7/P6PMzW04N0OtgnUnLoHVzwbKpORx9fjH9V35O9wMLGd5jMQ30OLr0SYrjOEipEQwGCYfDFBUVJVzIAmiar2gmpSQejxMKhYhGo5Q4NuFwmEAggGVZlJSUUL9+DqFwbvL6k04N0aalTm4ojqs8OrQVhEMBdu/eTbMmhVx9UQ7NGkv2aw2fvpzP8aMU3shStswOcvaJBrMWKI7oo7F2g8es+dBuYGr8WH9JjNOvLc4+qaIz62nHpL+zgM3ccuWfAfh46p42PrLnX5E8iDdYsAYP85AdCAYCl8Adv8IbKRH7gLdgD/Vnhmvfjx7bgJCja37RpsRc4rb1/28D9cUbFYqIPwtoVjFoXn5hY+mdyYxy62ADzB5XVjrnu54J5ZMDTw1MndKu9+u2qidk0n0cSbmr2R9vjciMmonkK3G4P1zyU/OwVk3eofSU0paXXaDAdEdUeO/aryHEV/49vMtRot0e7xJ0vqqmHSCtF5Kvlfyw2vL/CijVEyhAU7eh9P0w9Iv+3U2qw78JdS5ndfi346OYwfHBqouAYUrj/VoQDoDVAYO2eykKkI4lZoyONchBM9ux6flvVkzL5kQw+x86PU9yWIjLAZWo3guWxkgzc9+WB76PNyU3VCJRNXFB088fzaw3n6N73F9gH+bBt7U0Kn9juHwcUdxn7Llvx+DwJDrmmhKsNnl7LPtHYiCCaWlqcuV9drYmeN3LTAAHCxihaXzjuryYtpfk/LQa/ZC2We+18LMQPXa/S2z4cUh5J657JwCDBoSY+p2/0C2Xby5eWJ/8A6qXLWhQKNiRkCJe+pVBh8E2hfmC3cWKHT8X0OBgn+R88EyQQ7sFqVc2A3NgFyZccwxXH/9XHvmuH0cXejQeHMZ1Xep1LWbnz3kIIYi9piOHWyjXRtd1NE1DCIHrukkS48fReFiWjef57mPlcF0XpRSe5yXLAlgxC4UiGAzheYp4PE4wGMRVGp6neHWS4tyTPXYX1WPDZo02rYqoX6hTVhZF1yWHDY/w7VshrusR48smLvM/yWP+ogibtgW4+KYIoRBs2wFtDhaUroPtO/3+6XOG5Pu3U8/By7k255WmxuWdVwe586HUE+iJ59BU7RZVm1SQZqLqU2xPzof5DsadkRrV06g+bMvy9Qv5MogTUXYh0ARDewpNa4qjRqGoSvJVO4FYmWEsq6Eo4SDInPxRTpO4A6tuvhjua9iVlMZccy7Syu4GqrznENpF2MZjGHYii2u6c2ryZQg/c1lDYHvViv5DoHkn4mlV4+30eXk43UrSjhRQs1TSoDsbcHTfPTGmzyfodN2rthnuOGxZVcxBWq/jmmfvVZ3/HITxaI6WUUeyDv+f8Ee7nNURmjr8x2FyzODkDASnJvijCM3vQW8FP+yl7bM/ML0G5Rbpis6OqJFi2aUojnzC5NRLqybQXB0VtA2lFi1F+D+lfYXYo2VmZ8ihflRnoIBpWYr1eOZV5ow+t9rPko6+nmCmVpEobJs8g46n9mF5dYpzLVvD+rW1uh/AN67FEYcfi/ruy6xlVmiK/byK9++EYHEGiWyatYBNvqDyHTbctQdO1k7BSgHvSY1iVzASl+M8wZREH5jdesG8WVjAygb1ee38KLe/vgg2pwiQbd+OYfwl+X79xzm0PLb6HeMhAww+aTsK/eVUkHTRgnoUHLiLdTNCtOoXZfvcfGwHOrlfMfiuvkycKWnimVBSzGoniP6jRSBYgOuUsWyNQbcuJtFojNUbJJon2KdxKZoIUpAfpKysDMuyKSjIR9M0ioqKyMnJ5ycgXQAAIABJREFUSaqZlYsDWJZFMOi7nIXCYfA8YrEYtm1Tr149ysrKkq5qSqmkm5rnCRwFUnMQQrJiTYxtu/IY1EdSvCWGY8ZYtCLMe3eU8rf3cxk8ejLjTj6ei+5rQenOB2jWsAnzpx/HI6bN7R1T/afE1wh1BL9+HqDL0Ljv11qzXLTVQvXQsZ/KJdBnd9JFLf51GwJHrPHf5Au0osV4WodqairE0P6OpvXEUVegMsS6SDkdT9tFLKoIuz1wgmkxOuJlUOel2tVbIn5IkBL3dJCfUW5dsdRWP/i/FpCTJe7JKZIj1DCUeD9VQD0G4vIMV1aEbdyNYd+SeBcGakb0MkG7IID3YvUJbv856AN8D4Bzmon+bghalsD6mrjuVkpwVAF5pOzxew89tgQn2PF31/NHwXHvRpe3VF+wDv+vUBdDU4f/eqSTmerc01pABfeefzc9763geXfvCNXrqBqRGYDOCVWzTGRGW1ExvPwJRAUyc+YJqce+nMysigpySTk3VOdmVj/qu0mUk5lblMMHWkUr0NPnnw5Ay+Ce/f8/dH13ntbATE0x24bfHL/inYA8uV8FMvNhIEtwwl6QGYDDpZkkM4HvlyWPn5xWpjKZAViMYr9MU+im37jA8cfleZ7iybThsEz5b4KT/N3tlYnLT3U9RuIi7niIqWmETsybxVxd0ARot2Mntz9rIG+ZTrmK1X5tBNHg/XRG0bC+wLIeqEBmrE+/zfq5v/jO5u1DXiW6eDejzhCsnZGPnXALzM3ReX1CHq26F9OsVzF/2T2eByd7lL4Byz+Is+H7ACVfBsjNzUe5UUKhHNq3drjg2jI8T/H0axE6tNMoLjPRsIhEonieR0FBPtFoDMuyyMvLo6ysDE3TklaceDyOpml4nucLAkSjxGIxdF2nsLCQoqISlFKYpklJSUlS/tnfmHOxYlE0GWLLdosGnqR+oY1x8DbymwQIKJ1O7SLc+lqAJj0iLJx3FH2OzWPptC1sWHAuOY0H8MYHMQ772WXTLN81rNs0WP750Wydk0uXoXGaNRFJMtOxTUcC1mcE44sRagj8lEEvLxfiPxWiemRwKxo4GDHHIXDI7grxNj6ZMdFb3IZZ+iuadmPW7zCF3djeaCx1MNddMgMAU1ZU+LLGj8BTL2AaJ1GiJVi2XOf/TyMzuKMQP6S52Ml3KCcztvooO5mxs2ea98lMLtJ4Ek9bj+o1D+0YjaQLXjPf/cxz9pxzxrBvwVX+c64M35og7+sLWmX3tcwQn6S+o38+mUkooGX0P/2e8tlWf9cCimpIZiAbmVHqGKCEqJE5v1d10GNLk6/3hszozpy9um8mWPavFeuuIzN1qAHqLDR1+LdikyFoZlecyHsKwWk23CCrTvAh4EAlmCUyT/6rDYO29t5baFZrgraeop0HK2uxb5BPyjs8HX9xXW7fi9wq1WGr5dLYrH29mZTEnr5HcvHN/kL2fAdeqqGywlwdznQUJrAQUWXfMFufQHb1tWwOIwcpwS9Coa4bh/h7yi3CBFabMZrXwD2wpljlGnSet4xYj+xuYFe4iqtswVATokKwEcVYGyZUssZM1eIM8qoXE1+mHNoLvYJ1Jh2i80GoRb+wIayx/4LtRA47mFVrN9AwECTfjXDn2AB3ToizZnohbfqX92wDYAcnH6Uz+bPsJoUdP9enea+dzPnQpPtxFmYADCl4f5dB7DWTpmeW0ebLAuLDirj7HIP5ixwiMY/CfMGbj4a4UnuA0UuuwtinIR3zdiGlxLZtVqx1aNtCYFlxwmGfgCmlcF0X13XRdZ2cnByiUd9tzrZt8vPz2b17NwUFBTiOg67rfBYrYYjpW3I8z0uIB/j1BoNBXNfFNEyWrnJo21LhORCzYxQU5LN9RxnBgIfyDHTpEovDmx934Y4JF9Cw0fFY8W1cM/Ihxj30Mb27x/jmB4etP+XSuE8pWLDqG4FTHGRzTHLYGSVU3gF3zw3gjghgHlV1pLv9DOQMmwrWE/0ClPUzUA/DvhGpzsAVb2Mb42CfUtiYVsEpAZjkL7rHyguZ4D6fdrIpNRGWV2dKQu+sJe62SBypOgOo+K+IQBd4FzgNfCfWXBCtgI54WnvQDsDT2pAK6i8l/uUwcof+CGoBrnMDeJvwn3iTvdFWjH9bj/CWYtzTXWgWhk2ZrS/xwBoC8TbYb+mI03/GDocIxtLjQyrKy4nvC1F99tweXV6F4z5c6zZng7xD4N6lCBjbiNspSZbqcsTYNwUx7v1Xxf2AcK5C6Xv3uYU6DiWm/AGtMFFqOEJUFTWow3836iw0Cez//7bldUhHOZm5KO37fMA0MpIZ8L2k08nMS/GKq+9YpXGxrpauIW09xcnCZaUGm+I615L9WSv/ac8l+8K9nMzUKNdJLTBxT1HnwPuVNiomJWIUMimJlZMZgHu/8FfkCyt3ZAZ0d2AZgoWJaaTyvmGmPrla+fVnWl40xiczlSN0tkdNfkl85+lkBvxlSzqZecDYM5l9Lov1bKebYiIHSJsfD2jLJk0hTz4T1e9wANYkrESfujaPSkG7oG9hOd5RNEGrQmZmf5rLhZ5/cJsdoGslS2N5jpiXPZ32wh/HUzSFuOoOzPt9xajWR3ShwXdzUQP8NnSKeETaNaBk7YokmQG4c0KcEacYtOm/m/5Ja4AvLDD5MwfPa8bkpypaylo3h+VTC2hw8E62/9yAYy6wCIUES7/K4+WHwgyUcY46r4QhzWDGPIcBLWDCC3EuOcekdz3F2g0OJTtgfOQy2rZwaFoPflkcxXF8JbJWzRRCaOTn5yOlRNd1PM9XNgOfwMTj8aTrWCAQoLS0FF332x+PxyktLWUgBkIIflnenU3bmrGjqBFj73mogpQzGrRsZuEqQSg3iBAapaWlNG6Ux9opAtPU2bDFYc16QZd9F/DIrTcz47XOvHRPf845YQqR2FGMGOWPo8aHlDLnK52gCXl5YVq3CXDYVb7Vyzu0DNiXQGAjpliM8eqxmEcVI+z70no2CDTEHtsQxNl48gasNs2JSQfHewdlLEMZX2CFOhMNv4kdmA9aW7zbc1FHp+LArEm+ZHchJMmM8Fqjt3gIUy1Ad8eQScXL+SpFoMWbLvFwC+wRGoLeQCme/Yx/8vBEmYCfS8Y+4R8IcQ66uRghR4CaC+p1NPdONOc0hN0DYbdP/HUnNHAdbrwZrj0UvHn4BCsCWCjvOLzoFmx3Ka66iXQVOD6qKhtirTYIHLYL90J/LjLXLfJPHAocBo75U7JswGsDgDHcQYoDCMbaIWfn4sozymuDJuXz1yXVkhkAx32YoDG/2nLVQT7rz/fuXf58FbcbIbV1yfN7IjPSnVGBzMiHslu2Ne9wAJR7DSGRssjIxDixxU1ZrxV26lxtyYzuzkhd+zvIjOM+kPbOqiMzdfhDUGehqcN/FTZGTfYJZXZJysX3Pq4ulHA/TbEi4WLUV2nMTAgTXI7GY2lObbNdl557YX15ynW4RNZGYNpHTeJlsuFMTePNWj7rL90v6Xe5x37BmrlCvE+cYRlSm+6HYEVarMmGoKC5CNO3rJSZGnyLzhfEmYxMhiYfqVy+FDJpmamMfYCNhQ1g946s7VkfitG64wDUvIqJ3q524AbXY4lhcLioyngHAacZkj/ZGfKTNGkGWypSt3uxuQODPHwKEQRutiW3G/71w4/XeOsjv++L0CjAg249iL38D4J/vYHQNXcRPbRdlb3zfGDYJfvw8lMb6YlidoI45gIbZZimKzcSOagVFBfz/tO5DLs4dfVtV4YY90iU5+/L4cJ7DNidWtSdfuwI3vnYX0B88mIuT71m8cCngvDcMJM/i3PZrWVs389i47sHsbHTKo4OWNxzrcFpxwWJDCml8XSdWNzGEIKcvBxKS0sRQhDOLcS1Y5RFBfUKJCUlJZTE9+eRl0bz4dQTmPX2kehyJ7YdR0o/XiYUCuG6LkIIbNtOKp6ViwKYpokQAtM0iUaj6LruW3g8Hak5SCmxLAvQ0HU/h425Q1IU9omR4zhc+Rd46FaNcCjA/CUOg8+OsfIbSV5emIAp2RCJEi8L0bKeRr5UFB5aRCQK428wOPtgnZZn+Raks07QeePDxHj5OR8OzraNASL+PmXfjCTXmoR7wqCs5TJBtQWxCSI/mYS7ZNd+dtufgFzmK02pIQLxhQJMnOE2jb/32LkOwAT3K/RQK2RsC9aMk9D6HUDUmkAg2BnyNeyvQhg9I+i8jMM4XDUK5Z0CrELK+xF8x+9SC4suhVB6DFABjnoN5XVCir8itZRyFqInqNmk/LT8zy/eL0QN2w0myBck7kVu5iYVCNxdc5Aig9CA9jF4x+7956gFpLYW12ud5eyeExRp3ul42jtEfswnvz44+2cfZ+UQdAT1FUpkzl0k49/hBgYkyh6JInu8YJVr3VdxZe1iISvDspdjGv/c/EJ1+P+HOgtNJfT/f/8J6vBHYnNhatEeAnqlxV6UUpHMvJMln94KT7BI+guXmWkqa+lkZmfco/5eqJsFgUukzlrPJdP+2wI7muGoj3Iy0zVDfIv8+9NVjgGMS1gk3syraCOakalwGuoB51/rJsnM6niqH8u3GE71KnZgZTIzNEEKV1QKnI+UOhDxyYz5yntMw2ZcGpkBOCMRy5FOZvbXUv2/ETi/OD0ng4/mHiyN+bFMLaNB1LzZLKxfn6MTFr8rleQFHZoGtCpkZrXpk8ypwJ9slwbAvEDFtq9Yk+bm07ItpSrAcfEwFj6Zye8zgPjMX7j9iEQemJPP5M4PUlahJl/N9V/Mm0PwwObw1qtED/XdZSovcR5XNi8/5fsgzUbwtOOX2CjD5OcFibQppOEMv75yMtMLxRIV5aNHyujQDi68vqwCmQGSZGbzx7l8dEFn3v/C4uE517J4eRmnTrBYGMrjwNJTOf2wRziucAk9D3mRzg27cvqfymg3vwHBYBDP05GGTklJCcFgmIJAAZ7rE5X8XCgtLSUnJ4d9Gm7mjstuZv773XGd31DKJhQK4jh+30spk25jUkpc1yUnJwfP85KJNtMtMbZt+6RF95JJOMPhMFIK1m/y2LgVIgW+9LOu6xRHmvHU3QFc16WsrJQDO0jyc2HQhx4r1sLy1Rb2rn0YctpuVq136XDsa0SiMM0zmfiqTcuzolxzkSA3B6JW2ubFwf6CW1mpLQYleidfaysOQX8zlkZmwggr8zNanv/DE/6utVgNxNgDmSlAGq9jrrkLN+deYu9LxBcmiiHY7hS0V7ewbc0jQAs4zQI5AKdsAnHRC2/AJjRjCDl5u4FCvHs8jJ4RnGMNHM4DliPFDRjaMUh5M7qKE4jPJBCfhVC9M7ZGcRiWuxRbvU7GjFehDjAyBPYNiQNF6OJ4WNcRqb2Attifm5zAj6Bm44TW4T8Nlu92B8TjpejubWCBe05FMiOmFyJn6tBNQpGqQGZceUGqYBqZ0cTqLH1bC1Taa5VaysKTncxkuLASPO0dAMKHFteIzACgPq9CZmRsTeJVCDdwVKpojchMKoZmb8iMZS+p8L6OzNThX4H/93RguoIZgeyZnuvw/xctE/+Pq8UojaQZIapzTzu9knHlsbS1a2d3zxaU+gGNdpXkeW/dg3taOWL4LlWtNUk6dfnIsdliRTjQyOxm0C3xvyQeY36GRJfudRcDIEamksq1RdFIJsoWF8EEfyf0UqBfpet7ptXZVlTN/9M2sbD/KC6IAc2bwntaVevUiWnB859XigWpnD9mlaZYPfxUbkOj4IyKcq4Xm1V96pZ7Gm9YsCvuP+8vqar336BBh2BFlbl+O3dyf6IpjwiX3UDLxLgYLdM+t5VGcMJhdrRsTbe4YJYSHHPAIWgz5lPSpCmhZq0AmLN2A7kizo6wB0HfUa74++/I6XsQk779EmPMNYiff6KT0Nk3Ua15UrfkLZYn3O/aNm+NvG08avpi9vv6Z8SVN0GDRhytCY4Rqcwll89aQZGeQys3gjn+SfKBK744kubLUsG8s8QYOooQ8xAsTcSEvzFB4g4/l+8aSerPqMeTXUL87YYgTY8tZVn/uUx7qwE7DnmAK27/B0222RS86fHCXz9jU/FQ3Oi+3H7ZnxjzwBzmL1LUE6vocGQJtiOwLY9QOIdotIwS20+AuWmri5Xgb46jJV3NLMsiFAqhaRqWZZGTk0MoFKK4uDiZPNM0zQqCAMFg0BcGiMXA8+NvdF3HNE0sy0IliL1vIZI0b+LRsNDCdrxEnYqWzSJYlkU4ZGIYBi+/V8bKaWEWjiygzT4xGhRGaNN8F0u/yuPSm4v58doTcaydxF+2qV/oB8oPHaAoLYOiHukjbTv1C0GYqQV82PwQ7xn/yXG7tMR4N+7L9AEQQZkXVxirMlZuOdRxeRitzVCicxtwKveDOhlHPomtL8TS1qECfSi3WkS/LcW1z8a1uiPLxqGf/A+sZyWCeYSCQeQ3XZDiSuA3Py4GwHjQ/68OwXWvB3shasFugmM3EP0hB/3jBGEMTMZWL2B504GmxK2HiAe6Ew/0QokfyATBt5iyA4Y4m/JtF+meSjC+FNOahFDt4IUoGOMrXGce5uKYn+J18hftevxQ/3+0VapQIobIGO7gyHGpvvt76jlS/Xfj9nVgXto6wAD5jkS6LwIQNyu23VOp+DhNfJHxc2WDPjvx2xCrTGJqJpcsVINa3M1PPOoeXv571DLtXLn7Wn2U8PtMj/lbdoJBuME2ifNRqleDKycw5fPukmwFM8Jx767w3jT+eIU0XY1Ao0X1BevwP4v/GpezIwR8XVORkDok8fuEL/94HKvg4wwE5nVhY2gmp7t7Hq+fmQZHWTUTBTjOFUzJEqsDcK2C+9PaMtXyGGTW3Dr6HBqT8HhYKB7zNC4UJl2zxHDssCI0MP1FceVg+m7APKA4HiM/kP15uAGosGRo35mzly3k9RruW3wRcBkS37ML3WkC3lUwNS4YlCA58z7U6XaCTwbeRXBawiIznygDCFEMrApH2Tfik7XX8fg7Hhd4BmM1ly3S4ID6DZi1fjOnXHE58555LHm/7YE4DePVB9UDUL8R7PQXVB8pnTxpMTCDOtkqU2dfy4FRl6GdP4pnLzqBi5ZtYJOn0UXzKE/jsSFmoOllRHN12olcCOcgDu6FGH0lu4YP44oLz+PFU0bBKf0If/srTu/9WR+O0WvSArYd3bPCc7UEjY5pFr5uzWDeJlB/vp2t993Cu0Ljcm3PgVHFMszyqMMhpr9zv6bApuXf6kE9wbVdLmXzzeOZ+oNg87ZmzDc30dVKje3+PXRKIg7zF6Xqa94UNmyG8cLmzY4BLtuhM3qLxXMSBravz7TzS7ho+onw0XsAnKXgh0U/8m1RP1wvF13ahEOCaDTGLjdE07CbJBlKKVwlMHT/dbk1xXVdPM/DMAyUUjiOg2VZmKaZlGKORCIEAoGkC5ppmsTjcZRShEIhysrKEsIAPmEyXB0916AsEuXXJZIuHWwsy2Lc4zq3X6GjS5dwOAel3KQ7m2kGiEYjBINhHMdm7O0Rxt8SomXfCNY9kt/6QTAg+MujOk9eb0DXYq4aHeCKc13aTXfRjjZxXz4R9+nb0cqWI8XDKHUJytiXsGyPF3chILAbL0b7bUC1Q3dugUX3IhPtx5Z4h65PHo9+KckZOhR3XB7ixV+g9A68TWfh9daRP5yE028y4hGF0+tldPc8hOqAab+CCs7BuuMqrNt+RRc34nkRpPiEcncn9TqIsyHyWy7hFqUY4jlsdRH+7KORngMl8nM99A7zMUOt2DPCib8ChNYctH3RaAPa/mg0A60RsbwGBEuj4MXAVXhGAZ5l4rEUT2uF572Kxj1AFPv+IMa1CVNMELRLQngTqlqwhbMDpdeMJMiZEqv3fKQ4ION5TazHUy0znvujINUgPLkD5f1S42uEehMlzsxcnz0B1xiL7o3F0SYkj+vOemLmg+jqoSx1XoIST1U4FnQ+J6YPrbY9lr0S09hzos7fg6C9kJiR+Tuqw38P6vLQ1OF/Gkej+BqR1QN5kqlzirV3SSIWRQ3y65fRIlp1YXm6gnd+hz2zKb4EcaZ2v+nEOU8PcLPmcZbmcZoSLKB2CmmZ1MvKoX82B+eoHlWObwmbNIlk9+XOhv4opiP4yQlSaFu0S8tjc8zhgk++UcxxFD30ih22WFN0ShCMngpmC3geyYVUtbDaXy7COLJqtvGbPJt7tcyufj0RLEJhXzYWe9gZeCPPBNtGHDOMwhEXUxwM4X3wNu7bL8OaipK2E2zJeMNlBA4rXJ33JOSQOf/3ff2Gcv29Ewgf1olWwJo5q4n1aIv6eB7i2NTOcUcUbe5/ipvuupYB0xaz4MD96GpYjMOgvYowXBismCqpf1yE+pE00lZf0OyzPA6RHh/1LmaV8mjg5VDgpiiSO28tspvv1hIGHpIaY6dMJ3a0b3v75aNcGjTSKOph01n6i8Ic4NO38zllTDHbdsKl5wQY9K7LEWeGaPhSCcHCBnz1tM1xo4p5d2IOrc8uo1suFJf2Zsexs+k4y2XOxznkGBqGLnD+YvGXPMXd1+YghGDnzp1omkYwGExKMOfm5hKNRpFCEovHku5k8XgcwzCSZUpKSgiFQti2jeM4FBYWJo8ppXwrSzhMSUkJnucRDoexLAshBFLqCdlmj2AwSDxusSlSyk23eTx9r5kgRBaaprPqtwAnjj6W1d9+wnl/fpTQhQ/S5PNGXDVyCRd9PoAnD/8HdjjEgq0O531/CrFxBUh1M5r2A15oGUIcheOMZMRJc3hlcqZ5xsR3ds1FoynuzCXo/S9F6xLA3bcp2tiHkLffBT/0BRw0cgAN66PByLNOpOz1Jwkf0wnvwd+goCcqfxFPLw5w1Y0PQO4uYs9cgNfMRbvcRh12CeLZJ5N3tlp9jrmu6mJUMAa1z5OwERx1MmLRZMQBoDoKxJLMGzoxay7ql8MJnlSK2JAq46kOaKLcIliAci/Ac8egab8i5F0gFsCSBtDxWBQ3oTERT89FOH+rUL86AMTC84GX/AMB4Dhf1c1eFsBoH8cZriF+k4gZNZvPNWcrnt6WzE9tVcQDCwlof0I+N913Y6tcn5iG12wgbKh5ksuawHD+hK0/XkUBrSYQ6jrcIx5C//wxXHMMqZS6NUEIMMguYQOm+wKWHFnluGX/iml0qVVba4qAM5243v+fUncd/rNRR2iqQWcBi+osNf8TyLTgfMHQGWnvfda75dEAI0JRfkAw2BV0Q3F/Bk5R4kBeDeP6jwROlzqXuKl2/aQJDvFUjfNaf60cjkgoYdUDXtY8CjSPE5RI/tRusKM0z+KyBkCDRrDDt2DcYEjG2y47Q4r60apMLRtBaoHGbxmy/SyOCeJhcCwnSWTyc6FTRPGA5nGiK2mIxzI0BimYKmClZtDOy2Cx2r8jcvRVaAOHwNZNqNefw85vgNy3FcdEi/jk8cdg25YKl8zVFN3TrDHuwl20OKBexowNLT040RU8rvsTxUClMS0RKzUOm9vwCVMfoOuBnXj2wL7Mfe8ZDooLegBzgOG43KUszhIBFucVEiushzHmGuxbxgKgpi5DDGrPEtuko+GTxpwXH6Ko/V2IF2OIp32S8QIaIyv15zMohjjQJtGPO2WY+mlk5kWpsfDK67j/ofuojMDTrzHsg5G89ZF/z8bA7Bk5tO5XxkG3nMnf7nydBq/mcfVFUZoO1Vn5qcVhEm5urfPuzgb81dnCN5M1Og3x+G2mwdLVQa68uoxftyrWfhdg1aIOHNhzFaYw2Nk7Qv4PJj1PKGHmpCCBQADXVVhWnLy8PCzLIh53CQRk0qUsFosRDoexbRspJfF4PCnjXO6eFo/Hyc/Pp7i4mNzcXGSC1MfjcX70bHookVRK8xJJN6UewjRgt+2QJyShUICiomKCwSDFJVFycwLYtsU7U4Yx4tTPEELDcRzUGxHi5zdA7drFmoZ5qJ2lNDd0cpVLo8803CGNeHLVNo5pHqTdwF8wZFuu/v4q7t/xCWsLV7Jvf/+Zfvg2uGpc+jfRBN34BGf4rYh3x6FiQyBp+wOsZ9ieP5J6X7cnfNkLxC47HnXzEXjmebir8ggvGsOjUw7i4vktMe56Fs+w4Ij9YN3nyHgepfObEOrtPzuC9iiW4ZwVwHvnewzRHSzQGl3Pt48/QN/VLvpNx+GpKWkm+RxsayKGPgHl3oXXLA9ty2SEfJ5yWeqYNZeg2R0I4nE5HhdiWC6ueWCGpyoNYn9QlaRXBukwteq8rA6WCE2DeQ7eWTraGw6x6ZLQhwG88XvnO6C0zwlanbCMmllalOiKpg5CI6G0dRjof66Hc9IuTP01LOcc4ACoEOW39zDtJ7CM8pw92bZNfNjxrRgBP++PHluIEzwa+A39xzycQ0sQ6nKUeKzKdTqjcHgW6b6KrT+C8GbVqo2ueytS/rVW19QEPmH6MxWehTr8z6KO0NThn4JNrkkzWfvd+j8SSx3JUyHBgxnyyDTH/5nNtLc0V1oc75psBJ40dMb8DkID0A2PeWg0xLeoFAPDHMH7ekWmvCmu0yzg0BlYR2YC8DqKs2vg8vUKGiMqLWwnS4+TKz3rlymXiaLmymrDgceFxyseXO2l1ZVBrQvgeVdxoaza3g/dACfIOOZdj6B+/pHB777B3bbgI6m4r14uqvcAnNFXsvGkY2j2+ruox+9j0Pw5PBcpo60ZYCEWpnS53g5xuJCcpQmalJOZx55Da96CQ0YM5wt7C/UquZiJ9h1Ry5YQJBULXAAUP/M+3uhhfOFaDJEpq1rlfDhz4zrdA1XHhLxpHO69tzHV0xikeWCaBCdPI3Zcnwrl9gNWAOtCMfb5cC76KUdDcTHNBZRvXqvbwjDXQUyxaPnk26wf40vIbnPitP70FyLH9wRguylofOJZ2Pn1kM8/VuEzgb/enB8TPGgqWgUcRqt81moxijyXI1yN8zXFPUGN5lENCuvD7tTCYJEbpHPDMMbFV2KPvxOANY7BGcLm8EuD/DqmdnAaAAAgAElEQVTR4q0hDldFTe57JMz2fsXk5Go03+mx+lvJa+973Pe0ov2+Oq8+qLH7yCgtf2zEhkuj3LzE4p0f8vltQymWo1O/QOPkSx5k/I1XsrjrCIbHXyUUCmFZVtK9zHEchBDouk5RUVHS2lLuXhaJRNA0f0zatk1BQQGxmJ90s1ztzCdJfs6aSCRCMBgkdHQJZR/nJFXMypXPLMtCeQahoCAWswiFAmhCYNsu73xsM/z4EHg2S1ZqdO1sMnuBR/fOiqISKMjX2LIrj4L83URKdI4+r4QJk3TOGWSxI/IA9qsPEfYmEjmzF2F5PUJeQ/MmJ/Pbzq/57qUT6Hv6QjDBO+E47Ot+wqi3C2//DYgBjXHvDhA+ag1uk6koryNq/cHJ7+xE81k+iHwOwbeTCTuhCWajR2FrDnGvMXSchXrwCuTxCq3Fn7Fffwpxwq2IohuBPDx3NDhX4Yn5xDaeh7H/9xh3dEIbqmHVFxidHaS7BNfx4xq81vmw9lY8dTxC/AV4s8qzAWDKzymOtiZophTKYt4PBDVfHECpIxHiSyCIU7CCQNFYhNcf4fVAoyn2OW+jbnoM/cDzcbWZRKavIth/K0Lsi268hudtwrZGEbfexjhiKPrDQVQPC69zBP3XGxHeucT1RQg1mtpaSMSEEGpsY2At1amKpdAXMeYH7InfIUUqytDUn8V94xLcs13Y+xRnSQStj4mZNVNb02OLEOZSLHFyhrNdgapS04azBFvvSEB8TVwdgVBnocQb1dypLbCFP9IBXVejcMRkyuXjK6Km30kd/ptRR2jq8F+NJ0yTS63qJ7qblOLeSsHx++Ix05A0tX+fiS6bdWJJNEDHkB+kuihq0Dlksz6u07LSYnmdA61qr8qcRF/gZ6r/ablGubwhZJa80f6ivhnQH5iednxzyMFVkhfOvZK7bhiHo0sumXg/E61S1Ijz0E85Edavpa8nmJkhyWMmGBdfA4EQ9qN3c7OmsViYTH7yOU5b8DPvvvQs7Xft5h1LslRAX0Mw91mPE0en+m171KRhQm7777bFdUaKoNwGjANy5y6ntPv+9AVmVrr/GULw2pS5fDG4B8NMp8JPpXrpY8T5/gKiPYJlKNZGdDouWoGzcS32iQOrfJ4LUTxfiYiW/wS/axi85cV4x5F87poMbdMMd/zDhM4+OXnfo1F8iqAdipWDTyB295MEe7dETZqJOKUvAFrXQzhy/jzmffEjzQf3ZL6Av0mo31nj7BUxIlY9bvJiPKcUpzWBnK2KlzzBloBNk3gD5FPP4l7iEyev3yC0GVMBaHDKOUQffJzCNoVsBIZ10Hl/qcM3QYPOmsIuU/QWHvN/LmB01xLeS3zHYWBZQZD28RgNLD9x+egzg/wU7MnEE2exbZfOYb0C2HYcVeZCSMMDgqFcNm02aNKwjFgsSjAYTMbHhEIhHMfBtu2kVUbXdTRNSxIe8ONsDMNInistLU0m6CyXdnZdl3A4zNx4GZ29VEyOYRjYto2uG2gaRKPRpORz+fVKKaLRKHl5eewqUhTmC556PcroM03e+yTC2cPqURqJYsddjh01gRNf/jNtg0FGDdnNJd/8jYJJU7nvmB9ZVFxKl8Mt7BthTInJc48LaBBjwUcGBw60yTcuw5BN2SFuR02ViG4ukI/ORNq1yOXrrcfTvIOBM1HCMWvQS1vgBnZj/aM7WsstmP0eR+weiy6HIdqPwlo8BNgPtE/QxRYcN+E62kTAlgIE+2J/UIZxz3jcHw4loOJYo57CevlqtJWN8aY1xTyvlNg8g2CfndjjghjX+RQ69oZJ8KxMc21Fq4EhnsVWowCw/h7GvC4CjQRyw3xc80Ds2FJCeZ8j5FE49q3g/QJaS4TWAk3riCZaomn7oHmtUbH62Ke9Q+DjAXheGfF2GzGW/4bnLcULrMOO34/uHo6yDwX5AeV03wmXIFrkIZZlaG61aAxsRarzccVLlc4dAvxU5Qrb+DuGfd0ea5XfBXAHxGvdmlB8NtFAz6zn9dhCpCmJi04Vjmveg3jaNVXb4a0A9Rmu/FOVcyn4fZBCAUp1QYjKM+neQWpv47n3o0Q2S5CJyxgkj9S6bhFfjgrUqaT9N6KO0NShDhnQFn+D81xdcq/j8rawOUPVTFb5t5CVMW6mOiyOBuhUieBURi6w0IE2e0twTJO8Lgez/7HD+GXYWbBqGeqZR1Azp3FspJiPs1h/jF+2YB/UpNrqn5YeF1czn/yow1zL5tImLdCef4M+O7by7cFdkZeNRpuZokptgdX4wgDnorgQl+uiBp3e/4zT/3ojr/yaWjisI0qrhHB1SdgiL5Lq/0OV4kchyAXOcARjHUHzkEOraUuJHNaB0NKNnLN/E662g3QJ7HnL1J65BuPIAwhMfJX4BcOylnvRdeipQRehVxHKsCbPwTzZX0jeK2zGeYcQlzeiaX3wvM9wnTtZGlrD0dEg6WKwPc0A30+bjd7nIJCjwH2WBYTZf/qvdDisLfecHWLllDC37/J3MJd6Lse/9QW9zhnKrTKE9b5D12N93/6HhOI2Jeij4GcBk9wAA2QcmreEspKkNPMdjuIuXTAv3+HFaw6k6e2LuTggaGArPjFyecIuYz4wG8nfRumIWRZXPFHA10NL+XIwvLLqIHqt+4lX3tNp0ijMfocXU79QY3qeQLxg4rgKQ5f8/RmXlk0lpxxlJWSTJZ7nIYQgEoki06x8kUiEcDhMKBQiGvWDujVNIxKJkJOTk3QzK5dvLq/HcRxKS0sxTTMZe+N5XjJHjeM4SXe0WCxGXl4esVgMpTykFFhLNcwOXqJeiMUccnP9uJ14PE5OTg7xeJy7H7UYd30Bc38pY792EDJMPOFbiOIRm9X18jgtrrhraz2uWt8ZOfo57r31Vn5ZejCTPx1A5IshlL50IaEV3Vhw61V0P+lriFt4bMZTG2m1z3yWLbsRI+dL3HOXI145BuWcATPX+bsXXXTU4uMR6mN84e3H0PgZjcuhYAGqTzvUSAn1c5GvtcKb1JIrh33Ds29OxSNO3OqPPUaiPT0PXR3kj9m3gzBiLWa8Cd4FoE4WGKetQIXbge1l3C2xrwmg3T8CL+cKcrw8HPsKlDsF3ONATkEzNuPZfoLM+KM5BG7IQzlzMaNLceRxKLUfzsrFaG1vQYoZiErqYaqnjjzcxPs/9s4zQIpq3dpP7UrdPZFhyAwZBAkiGQygBLMgCCJBBUU4KIqIARVFBVEEzBEVxYMiiiiIkkRAJEtOkqPkGWBCd6Vd34+e6ZlhBgznnHu/ey/rF929a1dNUWnVu9Z6f7FhqYuj7kL3osZySTMs5SM0/1t0niePyMiUzoj0rwHwzM9QrR7nPIfPhtJOw59/dmXWQFVWoTpZ+Otb4zT+o2p+Xr03DThwnnHRq4Y6XcW75fypq0FrI2GzsGxPdZ/H04bjuWNRtaHnnB9KAifR3NW4WvSapHpT8NTuRJ2aR4pZFjxvKKo69rzb9WcRcH/LDQ7Yd84xDl+j0/lvr0NxH8fXXvzjgRfwPxoXCM0F/Efxg6dznfpvqKv/N2GAKnjXk7zrSQaogu6KZEoxSVfFYbMRoa799463NAknRf5zQndXMEUrWt0wiAoFVhX5JR+fqT49PIUv8LiNovKyGSj8JG1eEUUJ20+uw1W5/XGm4XHblB9xu3dgguHRr0Afjd2uRzUt93O58jzY6y5eSykNzzyKOn0x3g1Fe04U/y6zqHggDTiRVpnMr2cgXhvHqE8mMXzVbg62uIiKBTQbxiufEJw5hdMLfig03zWVFObs93kYn3Eo/G5EcLOCVDJ8+qmCCaXKwpHfEZe3Ri5ZVGjZVlLhlVJV0I7uoa0Gp8ivyox0BE+8/Qnixcfh8CG+ABpIlzoin20mE10GgAqV4VDhm3Y5oNKA4Rx493l+B45aUOasELbhusOVjkH7AhLC8ajcpMdjhDO4c+J3/PwsmEfrE26bSmB2Q9YGd1O7aXt2j1qN3ibMmF4uxwe+xpTmA7nrvtp8/FY0RvVj4ZPsCkyhcB2SHteO4I3ZwymZe5wkAQvikrg8+zQnEsJknoljgpCs8QXz4yWZ4QfAe51DI3zksx6BX1OJWIK67dN5spNJrx4eO25xabwyhXKXfMSv8/vgiQDJoVOg+MSFAmScykYROqrisWyTRutG0epKXhBAnr8lz8yfR1g0TSM+Pp4zZ85gmiamaRIOh5FSIoQgEAjEYp0jkUhMUhYIRPvW5JGYYDDIq7pDv1M28fHxMR9NXnKajk6WbWMaOqrqxyRpefI1x3EwTZPdjk1Zx8U0Axx2ItQ7XJP9lY5TecNJ9lWH+PhEcsI+hm7jSVi4xmdfU4+av9Zib/WdDG37NX7kIjw9LwK4DLq4h1tvHM2q9UF2pmcTXmJw79ceE5uWQXx2isHzXV4/9Q6en4zuPYdMWA83qfDP6EPw2u8EjW8Yi/BD+FY3nKYpqNu/x7ev5/47avPmsu2ov+3BE3l9ToqpJ5cEEa6A6c4j00+FRTUIXb0UX27AqvAPxKHT0RNWNsAZUw3RcAbusQDmHS4QRPWfQPh34vqTcUU3FPcwUAJflkIRh6DpUZRfN+DrOu7YBRhDfsm9AuTJH9MIrz+McUlrbOUNNH8KxhtvYX97PVrC5/gRCZsk4jz8wBkMesEm9pGlEGhFZHk8gRbF1c8D0X0h00CsLfKrqqyPxSorl4K/Nn+/ad7wQpHQ50a0cuXJn1DF+Zql1gLyS0nqIhWvdT7JCVprCJuN0KwtuGbR4BOhNCiSgCZph+GOwtWan3Ot4kETd6GHWO8CafgEUP6wjfT5YbpLsM2D+F7xCWt5+FcJjKHtwYm8hq+9+seDL+B/Df7PEpoE8qyKF3AB50YfVTDRk6wKOLSO6DGC8avr0VjLf6DvIVxmS4104FIJa3M5Tx9FMvEPCNA3nkenYtLHDvgeabm9WbaETUom+JRxba6QghVCFlEML5Iq8b5H4z9viSkWSxTB5X5R8nRXhQp8MnEq/rIliMULkT/+wDHXwwvFU84uvoHnlQIW504lnn4Z+dz5ZRfnQgXhc0gqvO3CQC3qgToEsHo/NMmNfw0E8T6birJhHd2feYapudKn2vc/ibt+NTt/nsMDdwoe+lwU7hGTC9mjD6FufYh0urLQ92XxOXKenkBf+x6dC/TQcT6bj96jXexzbSTbcitfzvp09EtS2OcYVNZtkoBfPZsaBTw7oud9yGkTIZL/2ruREiV6y33wnOE8wUhe0n32xIdokpXDSeBQEDiTg4hLoMQ3P6OWSeXAZU2pFjkNt/TiZSuDbd/PZLyEx9aO4ub6TzM74POAWYYBzkAWKz0Q6m6GdllIk1ZT6fbgLhZkqwwfOozMhSOZcjCey9UcjvgpxJ88wY+eRuUKUPqZg2yudhEVywlKNMggY30i65ueoXpjQc1lkgiwZ3GIpESVvQc93qw6kjnH67Iu4RbSLsthxAMBet3ig6IhPY+AqcR6xNiWTTAUJBKJxKKX81LJIpEIiqIUSSvLzs6ORTmHQiHC4XAs8cy27UKyMUVRUBQlJjPL+yyEwIu4qKaO7VhkZkEoGI1rXrwii8b1iG1PKC6OrMxsDCPa0+alt/7BjXe/RR0jGjygKAqbj9tUSVZR4oKszc5hr66QM+M6unRZSN1Gi8lcfxUrN6RSvuwexn/osWXzTBatjcoaffcgSkpFHu2uM6afA00BrzMHQjNJUxysN6DaU1C6xCy2vzaAyNx78CaOgPTovVixFuAFHkD4m6hfrzsb9y/Ae1ASGPkljn8VUBWtyhN4M4YhsgJ4Lx6GGR7emF7oQ6tjPTYSPS2AHFQf/6MdeAO2MW5leQb7QeIvHYanDENT70Ut04PwgXFQbRZin0RWFLh334rx7NTcozgVGlTD65qKP2w0mrcbT6mKVKrgl9iHfiIdRezA2fk4eu0auWd4GRBrcMV7aLI/rErG2n4GrU4AtVFOlHEXscPkvxIJL1EIXu5zTuFvzl4IVTnHmW1gqEvw5Md4/tuoynpkxyb435znBZ28G8SHuR/KE23Ze37YxjcY9rmrvQWhiHn4sn3ssxY5hlZhHvZdvZHjzifn1YhqDipzvkpIQUjZBu3Z5chnI+cZde48TMN7D1sdhtCXIJ2iRKsgbNZicOl5x5wPujoFx+uOsGcjjWv/9jwX8D8b/2cJDcDP2FzBX5cGXcBfw8dS4y7xrxnr/wo2uCoNtL/fHHWz0Kgro9vbRQimyeJvFN1ViaHAKBRORCSLgz4POtG386lAB+GySGrRB+/zoLjC/vn6+YSAUlJhX26S1pawzgcBj/HF+FPSHUmKfn5CZVauiv3R5/jzZ8PoEUXW1ZCox6Rg4l/Fd7/m4P3dEW3aM3/OfK5WLUos2sTJIfcgfi3aMO9d1WewpzDds7lO/Xvn3EQX+pwltbvBgy9CFvEL9rK2RT2aqw47IgpJgRySyU9o22Zo1M4lMXWfG8WGSxvTp/x2Pnt7F+6HrxWa02/dDmXRfELAh6bF7ZbJQ0LjFemyOaxRN+gWITFlgSPxiZBVOGbi1xkaT2x/kzlDB5AuVVKEh7xnCJ0+GMuzXpBLVYsDqk7aWf2ETugKqU7utbRUWQ6dPMFKx+EWVYkZ/zsBi4GFVklumTeDXTdGjce7FYf9PpRXE6nlhSmdlMKGk+mU/e5n5NQJ0PdRHry6Ic+pKuGkMNmXpXCqv8Lxl09y/bpkxpzOILFzdyZ98yVfBTV6eDbpEcEGAf6KnWR0qs8VYXjwUckVzTTMzQbvDLuDyU5/Zn51DU1vqUrG+o3s3OfT+MZoferU+mSOp/tM+MLh2Ts3sf5wDZISBKVKBnA9A021UBQVVY1WVCCaOJbnjcmTktm2TXZ2dswjEwqFYt4Z13XRdZ1IJJIbtxyVneV5YBRFwXEcDMNASolpmliWhWmaUcIUCIDvo+1QsKpFU9RycnIwDIPtrk0VCUIIpG+QmBBtxrnvUCIVymRwTIUqZpAjpyKUjFPxPI9IJMKU70yqNChN8xpHSAgEuV7zmOoK9HCEy2yHD/QANVyLxMQEBtoOP1+7gEmvt2TZGsGDnVIJXt+UQX1nsWjsdDaIm5n6XjwdA+VJ6reIpV+VZ+shjd6DtuKWPoX1TXP0Kw6jWaURJbohXpL4VVbRSJ5k9aFLEIF1eD2zUUjDTz6EHNgF6/ZVKPZJjMvX4rdeijG3A9awx9G++Bj2g7ZDx62cd2xG3XPujZfA9wtRxBCcr75AH2ej/hw9tzy3LzJuJK6diea/hSp/xnoxgeRn7kGRtYh4uZXapRdBq/wGrgB+nQWYx0sT6VEf762fkC9fhzkkjPJYKJZQZvu7MJTC/UqEfwWK+ymWfxoIoYgFKPWfQWwtXi5VELqYjmQxnvstiN1Ffhd8gm/p+GZUmiauUJA//4lnHDkExPjYR8PZi61XOe8innoPqvdB9N9yN6qoFvstMl8n0C76/6BFDuMGyhWYOz/lzLH3oBtVEQ8LcrqpBJvXx2cNAC4L0WhzzvU77pfoWlcAVO8NPHVQod+td+Iw/1EwQS0/gkST9yDFMiSbEdpMpHvTef/Wf43AJKCKbngyShyFtRVp1ilmXBVg799cxwX8T8T/aUJzARfwR2gvBPOkZJqi0t/3zhmJfNTyyYpTqe9KlgQcxuZofCYKn1ez9QjXOn/v+KsJ5yz2bwmbXBzMN5PmydNO6j6p89ews10Tqjs+vSV8mstt8qRQrwMP/IXtmInCTfhFM2XiE5FvTEH0KZy2M1T6jBUKA32Pu2pexLQ9O3jJU5DlKmK/+iFUrYnxwF2I5YsLLTcWl6FE2Us8MMmBzrmKuG4IpiIZ7TncTogqeZLGQAhW7IZrGsORQzwuFa52FDqYEnFxA4bWvYRvvviE7UKgLd5B/1Z1OI3PSN1j1z812vZ0SQM697yL1zvdhlOvAYG3xpH85nhOkG/sPxUMkhzOr0hdBaQgmfrDetSOLcGO8JGv0FfxaePDQgUoWYq4k8ej1uj4BHrOeZxpbZ8kkvvys4aisNP3maBL+jkCZ+kG9DZN2Gg7JEYUKgcky5wwNdQklpHNqXa30GbBdI66cZTxT3GXXo0FHGF72cr8fuwwqYpKvQST5SfDtFAtWvuwSIHmL77LnCH301VzueLO/rzY6z5WXFOfEgs0LuvtUWX0DHr2vpmKpoVY2pZrO/zGnlMZLNIV2lk57PGCXBSUWLMU0tp7JAJfux7tNJXphkpqeZUr9trsLmWROrcsOw6coWwphc+13ix74WveeNxm0DM2M36vR9/mB3jijjCKiMOyVcZ9/DjDh47HSs9BDUJQ5MQ8LYZhkJGRQUJCAgCZmZkYhpHbN0aNSch0XY9J1DIyMmJ9a/K+dxyHUCgUa7bpum6sUaeqRolIXtNN0zRzpW8q2dnZOI5NxFYxdY/4+LhY2IAvTFqWW8+iPReTWjIOT+isUV0a5Nhs3VGOm+7ezesjWnBTuy0cO+GwYJXLnZ0SmLmkKtc0+53U1keZ9I2g2zX7+GxdfWqfyuDqdw28B1JxXnmSCiOfZJ/no3oevgijnBF8n16ajgkK3vHTeL2XY61vhZGRiuY5qAGVxOwMTs24G6XnFBSRg2dJVCFQnFT83ckoadkg0/FlCngHsd98CuW6bxipSkbVWol1wEBaAu+3u5BXTSLwqU/2YI+4ETocawb+r0RWbceUQ1Ce2YM/sh++vB6hbUYhgZxFHQm1WUokkkwgcAbwAIkfysTPFnhSoIhMfGkgI+WJD2jkWC5i1GDkw+9hl/0NPac8ot0M1GdfIHLZAkg7BPM74F23BGVvItGKQ3ReBRtwQAmDtFFwwT9D0G+Gj43rl0b6v6F4NUBZi6/ORKiP4rujUdiGNm8rsm3u1f3sTsSA/qtWyB/jmUtQrbxeJ/HIyApE4DIKCEwB8N39KNrZDUSLlpUC+noiziWx9XstBOrcvBdUtdCsL3HNSygOuvswjjYu9lnzvsFVi1Z8zvbj2M5+DP2PmpsWhfAbIvz6uOJTguIwYXk5sOuc43XvJbLVDn+bwAguBnRkgQQ2YW1GmufuYyPcY0it9N9a3wX8z8UFQnMB/2vxqqEz2P7X/DsthGD5OSo0ABuERgNZtPo0S7W5wcuvRCx1PZQ4SUsr+rC119Portuc9mHrn/TkHLI0KlzXFmXky/gjn4LvZxQ7bmPYpH4BgvOKo/GQXnQbn5Iw8k8299zqetTRVLaoKhd70ZviHiPI13aEh4vpIxPzjgRCeF8spNMtzZh5HkWEfOhRvho7igr4XKUahcjSjw60zbP3GAadb7uH+T3u4OTSReivjCpUFRmnCea+/yVNHh3IqBNHYwlnvyUFuSjs489YivL4AFi3kq9thcO6R2Vd0lwK1imSF33BWilYVNOk9Dab+arOkkGP8VHHGyjfvgXtnh7Hh99NQ/4aTfNJbXM1R159k21N61Ivt6LSSgqWCkkZoFG7m5lbpzbq7XfgfTEJ77UxhUQay1SNlp7L/fUb8X6ZCkxa+i0p7xhc0k1yOmjxtNB5znWoJXQWORHu/XIu7z4wiDmnd/OqozLM0WmswrD3prL+oTYc9FIJl6xI8/SjXHNzV5bdfT+f97yeqkczWep7XG1E8IIunq1Rus0tJDW+khpjHiUJWNPxdrYMnkrFqzxWf6tQKq0cz30zgAwZImfkI4z3fMpOTib9ngwSgjrhBUlUaRwNIFhStTald20mIGDB2l6IhlN5ppLP6plJTLokm4E/bcW8ujpCXsSeZUeJj5NYkTD614J3XJ8+XVykL3D1BBCCErqNYRhkZ2fHfDB5srFAIEBOTg6O45CQkBBrnhkXF4fr5h/neVHNruuSkJCAEIKMjAzi4uIIh8MIIWLSszyPTcSy0DUNXdcJh8PEx8dH45tz5WmGYRAOu3ieJBAQLP21DE0bHGSrqlDLdok4QUJxHqrvY3setmmSjIpparw2OZ0BtyXy5MuP0er2ScyqdIhxtkfl0gZLMnzaJmSx/XcoEyzBMSuHNnfOYcHEq7jmsS+4ude7TKn6Iz+VMKi8vSrG0Va4Gw2suz9DdNvAO3MuoX82KJtc5LrHUDc1RV+l4ZUKIsc+hVJ9DeqLYcQ3DrKdivje485x1zKp/gr8ThmFysGasg9pWijZCXhXVET9PI7srTZm6wMowWrkLIlH3ZhNMMlC6o3h0Hp4KYx7dC+azH9Att1dGKHqYIMWOIMbSQRqIJW6yMAkQpFZ2HF9ISuCI59FF88QsY8SMMqA6I1YOR/ZJAOIIC7rjJY+EGedhSJrIPXnUPUUVHEHTt0tqGva4is/4LwzHLYfRbzug+iJovTA924o9poj3o4j54GfCbiNAPDjW6JkLSt2rO/eh++1xiMZ3cxtNiouBrkFgLCxlaBdXJUgD+doplkiHq9pDupcSdDIIGyXAMBUtuKoMwirnTGt8ydySedLRPAOcIvKfhX/c3zl9vMufz4E3GVEtPzYeUWdgu91Jzw7geC1eaL9s/UEQTy6oeY2OQ24c3NN/38OhrYV2y1mX3pdQJ32h8sLdy9Sq/Kn13cB/3twgdAUwHxs2v1NCdrZ/R8uoCiOeQal/8O9aaKZLVEM0fVie9D8FTQQChtk8cd0uuWTYhY9dyYqKm/4LmtQuFfxeN8vamp5zpM8rYqYN6cV8IGn8YkR5hnv3GlqqUCK9Nku/tw5m0j0uMzb6/WlYJeQxcrZdrlQPVfS9bwuGe4IqgNT3QBDDJtFMvqQfrSYZfOwTRHULsZ/kwcDsAMhvMnzUbu0ihGfX6pV4Zbde6NBoKEQ5OQw13C5VHUoFQ6yxdMZISzG+C47dZWGQvKjFHxQrwmnSqSwauGPxa6vu+cyJRjC6XMfxt2DaLHmF1oMGcArOcU0n3t6HAmGSeZT9zPVVvhR+IRxGfalSZ3bPZLGTyC1fgPmX96I+kGdLGBLMMDF4QjbSpfipqZtGHVnMPIAACAASURBVDdzMjcLg5UBi2Yla8ChA1C+Au53c0gbMZzDM6bjzt2I1iGaSrQDhy5obEChZtk0jt3UkYQ77uH3B/thvTaFDS3rcExzuLecz9SxOi17OrQSkq+sCOUTUrHnr6LWsAexnn6eRTfdSP212zlapwJX9H+IjR+O46Tt4NwXoMM7YTLnrWbcDQ3YGTF5Xvis1GBxh250mvY1LZf+zE/Xt0I/ZdJ12OMEatXgx0YNcBPLsOzx8qwcNZCu777DA5+E2BgMsvYnm8R6GZjj3iN9+P0ceSXAxv42laTLZSGPLXoFkhdnUeLS0+x5Jki4lcWAGx9k2vL32XcoRLVKDtfccYpv3g8SDGiAQlZWJpqm4TgOycnJWJZFVrZDXCj/u0gkgqqqsRjnPHN+Xk8ZIUQsUjkpKYmsrCwSEhKwLItwOExKSgrhcBhVVYnklsfyZGlSSuLi4sjOziYUCmFZFkj4PknQxTXxfZ9XdJ/7czxs2wIUtgcFZ1bpNGnoIgMJbF0uqFbxFMllTfA9hKpyNMOlZIKCpRuU0FXaKBH2KT5xEhZ78WhOFndM6M/Enq+ypnQSdXJcZiJojMenYcEHfiI1r/2OEi+PYMuzY7Guro2/vSHv3tSYe596gpJVqnJqQlnCqRHEkFfQl/UhrBxET7RwZjTgiv0+XYKCa8p4iECIi+erqItPoG2Zi+j7GbLbdJRRtyF/ngA7ct/gJyt4DyQgb/ExrltCZPjlGG1slLoWhMA/mYkSTMC5z8R//yBm9VKwtTu+8hM2O9EfewB/81d46yah9u6BdyAVt+FVKPWm47uVIe0kZKeg/K4hquzBb7IV7c7r0SdORZGJSLUbQtRCVBiAt+9TDB4gotYj/KNOsG0mqj2b7O+uI9A5GdveRULcj0h/O477ZO7J3An4JnZqS+ohy12N8u2bqO1krALjtxMo8/OaPzXEfisNZcAr6HqNc1zBUogYkwjYN57zGnc+hFcYBJsXvQfq+mcoRiXkyQTcQHGVmMLR10L2J3vxh5hXdkNjGVLsKTTaZR6GdJDiz/WnATC8z7DVe8l/3VIHRHmQha+t2k/xuFcV9M1UQFIKTTZEio+Lmfl8AmpQxTA8Obr4H+VNIGb+6b9BuCeQWuqfHn8B/7twgdCchQthARdQELWFwrZzEBqAEbrHCKd4F/5C1aWNF2UI+02PFy2dtyn8sH+TlPQScB8iJmfrpEoSFZjkCtL1MClO1AvSXbpMyU3Q2hq2qRMsnnyXADKAB5G8dlYMc8HeNwDrwzqXFBMPXYeonfU0cK8meN8tvN1PCYWRufulAbDh7AmI3saGC6iXFEftzNNs9hWm+AqzpIidY1m6xU2Wzk+heOTqg4h6KbHlz0iTRBHd1jtQGIVGjY+/ZFOv65kSVMnJMRitRx/AkoDKSL71XJqpBseBDr5krpL79yckQmb0KUbcdT/y4zfhjr4w6SPGSI/yvsseKbgvGE+Ka/GJH6Rnj+44g5+i4aL5/LZwPv49D7Il7iomPteG7M1r6Xb0ILXUIB/6Gq5w6OfZ2FqA6iJ/X13Rfwhjvv+CY/sO01EU3od5sr1fbIXrflhOeSObEnsPs+wfPdmIwi2pJVl9/DAjKlbls0MHOfzEy6ivPgs5WWAYpAx6lNQbOlExeRv/vPg2tsUlsMmzWam+zqRePehb4W3iFsxi1C9L+LRLT6a0bEXO44NZqDs0SS5Pv8bN6fvtVJyQzwAZpOZ9Q7jznfGMHTqGSf3v4nj1cmgVLNYdMWjTqj0pj47B/+mf/Nrrcy5O/5wnP5nMkK8+ZMuCekz8/Hou37aMZ199kX0NmnF4VSLPXZJF6sM+DQ9p/FJScOSYz/jh8ZyQCZQUmZxwEziQlcjsjdfQ89KvKKNnYFsREhKSyco8TkJiAhcpc1mbfTl595U8mZkQgqysrFiaWTgcjiWdOY4Tq6iYpkl2dja2bZOYmEh2dnaMtGiahqqqsTl93+fUqVOEQqGYX8d1XRRFiXlyADJDJsmWy1rf5is/yBhTMN23uCYi2S9Tsf0jVNd0qs/22N5WZUiCwlgMfvCyGByC9WdClNJ0bCeHcNgnPk5F100sO0LFJgfI2VuR9MwAY3IcvoszudvK5LFDCVD1DKuPVmTgkDdZ+ltVEr/uTbrYRiAplZA8Q85xyepyguZxsEdR6djzcQ6pF5HR+3PsCV/kG+AA68EH0V96DBEojzNMQx/tkrM1iVCd0wTi97F+RUNq1p2FN+dq1PEK+vfT8dRuiKRfiMxrjDbQxX44yGe+Td9b0rETT2FYl+Pon6B7gxGyK0J2QYrJqMaVOG575DU66rgg7tfZ6Fcn4LZaT0BLIbt/RRLeXI6t9se6ewn6ZrCHtIS6K/GXS8y7PYS6AexjSLUdVtklmPaVkF74fHKsJejm5US0VQTcgn1Z4ghW/gXrQC+kPIiMLMW7exr65LEUqprsUJHf+8g5AjQFL6k9vlEN7pqEnwB4oBz3EbskXn2F0K8m/kPFNXmMQtZSkLUUtO+Kf8EjP0zA6NsDrPtwAw1i3+veRBy1T5HxmrseVyuO7BTKUvxT0OT9SDEfybbYd4oYii/fAooPeMlHBbgkEdZvBcAZaKK/nXdP+aNXuxUQSg2kv+icIxTnHfxcT9BfgXA3IrX6fzwQUJy38fWBf3kdF/D/Ny4Qmn8zipHfXsB/ETq7YCkw619M+SqIygrsK3BI5/VG+bs4ogu2yghXeQaVgHWmTYpVmJhM9CR91MJE5Kidw6FEnVOeR7VIPB1Vl5ciNtcG/riimI1LHPlu+u1So5ZwSQEEFCJSo8NB6hhFm7ulu5ByliF/hyupqZ1fs7ZekVySK6l7qlRZRh7PN+putcLUqXcpR/eup4wTzSre7OnUVR122vDMuHFMqtaE/r3b8YKSRWnLpK6AkZZNP90o1s+0zHCpLHWauj6HgO7CY4qMHhDXIXnbc7lO1WgMTM4jeyVSICO9yFyVkXzu2rTSArzkOCTjc0QT9HRD1NBt/vHDPQzq8DYXlyiN/vVivuvfgan12jHlyecw58zk9Y8+ov9tN/P9iGe4Ymcmh+ubVPBDALzZ/maWNm9B85VrGLR7E/79jzL6heE8dSw3QuKyq3BefANO7kcf1B8OHGCP4lJpwmS0+AQ29e5DuUgWg54dz+TnHiRdCeJ4mZQRGgOvvIGBS5aQ6ljc5rVjujGdaydMI71qdeIH3cmeCZNpu2IZn9/ag5YDerGuQze+HNKHNydOY+7aFQQGPcBPdcpQumQ5bn9+NG2b7GTitR+y+OhJUrCY3+IyXn99OD8s7c17be/BX3eapwZ9gb54J0eal+SbKU14VHuDdQmXk9ZhE6/99CRDdvfjRL3u9Bh0hrf3edR7fQ170zogPQvPixIQKSVxIo4cPwfVjCfL9iBiEgqcxjCCaJqC7/vYto3neQSDwVh1xrIsQqEQuq7HqjKnT5+ORTkHg8FY000gRniklLFggbyUs2hTTS03SEBD16ME6lS2jSotpNQ4rsRRVpwhRxVMM1xuywHhaSimgvA8VCE4auo0UxzkxMdY2msMSRGf1MQAXYjw1mGF18qrlMjR6Hw4BSXtCF2STOYej6eEnk5qSY85P1+ErL+PSioMkx7BJ95lxpxeNGmdSPdrcmh5tUCGK9Mz+XdCmsG6o2FeXS8Z0kSDkTkwpzLIfbjGdvT3muOfPM1dV5q8EjRp9NibbB89CP9YGGU56E+2w+v7A+4jOua1kViLFNmzL2L6KNTINpRv7sS9eX/uHgyimEsQn1xJZmMPMeMq1Mc/Qc8MYov5GPvuQdSsiy5mYMmq6HIAXB3GWfhq7v6/ASFmxf4//PUlkOEAWput+JFyyCYpiFXVkX4jPPcehNgBSkXwTUytHJa7BtTjuFplQjkCz+xOtDafg3TvBvcfeJTECH2Not+IL7/CL/8C7CtamRUpzXCyZqI7W/HV0vjybZBvAuD21CEniDb93Hd1w1mArV9NeIVOsPm5FQHeihKozRUgCy2yATdQ+5xjo4hHlQ/jiWcJL9QItsmVU8qLQWzBMtdgWo3IezXisBudakVmEbIZClXwxNTC32urkW6TP9gGyKvACNb9ibFnrVvchJTL4Jzu0ygU51V8ffBfnj+2vByIL97+28tfwP8OXCA0/wE8rEnGuX/SnPB/EHkVhH83ihjVc7EzrFAj+PeOy3O3FvvXcIOAdrg8JIt2yNynwYu+R0NM+nsuJx2Xknr+uGNSo3RuatxJPUIjJ8AiT6OKWtQnk0ewd+BSswCpaYFg+VnVojVhk0YFqjfnkqdN8HxW1qjFp1NmEbnpSjhWdA/tUSRVi/EGGcD9N3bkvnnTMV1BRQ8Ca/czr8fVXLFrP9g2+2w4bEpa+ILJpkkd36NRXsxyYgn8t6ai9M6PLg0Cr3gOtfEZphoUVMG3EZKFUlAC2KY4vKYY1FWgp5d/PMxTDdp7NtcKyfJVW/mtSV3K5P5cAugsIMVRuR2PRirM8h1q+z7VRZRMdq1UlQHOdtoe1lksDeKBRsJG1qjNW7Xr8eKtdxGY9Bbz5/3AqBs7ceWhE9yxYQmLIi73xYdo1rU3bw1+grYrfmHppnXcVqkSIx8ZQE0zgLt8J6fb1OLgaZV6n3xBtZN72XXtjZy8qCrHq5SnyqHTeEGdNldfxfp3PyVt2272dWtNYlYWp+J28voNzzDikeeZ37k5j4wYz+GS1Rk05T1u+eZTIm5Jaq/4FbtxJZSNe0jOdhhyeQPeWryeqr/v4bXR/bj09mEkDR3IyS3HmLiyL+Oq3sc+tRI3r1vNuKF3su5Vha6lvmN+4kM0KHWY7o9IkpdlU/em3uzqXpK9O3xmXjOZjJwIt/XPYebHKexXKlI6exdBU+F7ruQmZRGrjtRj4MXvU9XZzzfOHVwanM2yjDaxCOWsrCx0XUdRlFi1Js8vk5CQEJOgaaqG7dixWOe8oICC3ptAIBCTpXm5fjDTNNE0DSklhmFw5swZFCGi1RnTxAeEoqBpWtR/o6romhYdpygkJyeTnZ3NvKCgfVhSpozN7Vkm92KwA8mD/+zHhvbvcLSEoHxEUjI+wOOaS8mMAP8gg9dLhijpRLgromGG4sBzaRMJMC3nNCdKaJwSCm9aNm+ELUSoFMuVTEarktdP6VyxMwtjzGre+7wdzU24+0SIxSFBSlyEo56D9nkvaD0LfruE4E2L8KqcgqeCeJcl41Y/iZHhoQYhK15H2+gg1uho30/GrnCS0PMDcR70UXK+xHvjTtTbs/H/qaG0sJGNE5G3NkJ79gRKlffRD6WQ7ZzBnX8lgT42vroAubsqWvmqeH0V1Kc9rCdvxbv7e9TjGmbzM5AokC/reE089MYGXr8I/jvj0bTBUQ+OVp3wIg2l3a+ERAT8MNJ9CORafOdFpHcD9oTBBAfly6LUhUl4V9+MIh7D9xfgrnwUrXEEXb4H7OVMoCtBuwUEbKglkF01/DYh/NIS5rVCTP8dsWpDsW8mdfEJTjgBWbszsq5ArTkIZ/wDaMoDCGYVGuutKYHaKAOVTnh8g2pPwzO6FJ20yBUyETiBrAp5SjLD3YKtXUx+Y858OPoEdKdf7qcyGN4T2OqDRWb+ewTm/HKxs6HFvYyb/STF34nP2h5rFdJs+ofjLuAC/iwuEJo/wAQc+vHnOsQXxIGAR1rk31gquIB/K/rkPh9PLMonCuFc5KtgYX2B4fKmJ/jaiz7Abzci1PqTDTXPneJfGIuESgk9zBWWwYKzeuB0dyXzNUE3AVMl3Kc5ZCAYYpmFSM4NSGYVkKB95hnUDoVpZBU9Tg3gIinYWEAmtTGs4yeqNHAKSwo+9aB37hQrFEnzXCJzMD5A9Y9nYPW4Eez8G5zWpSeB37YQ7tKLUs8+HCOMrzVvTpefV1DRgH2GRtXvF1C63ZUsMgSHcbnTEbFq2cpatWm/fVtUMBKfgPnONKzeRY2nCz2XXT5cI1wqigALsEly4XZNY3vuvmgsfOZrYcrbIRZqgtpZkBQoTPaeRuFVfJZ5Ns8LjbfiIpRocjPuC69h3HAZ8zLOcMPkL9nR/WYq6zopSdAvB9ZYHpMck01GNu2VaBVKTpjO3AFdudZz2WEk0nTlWn5peikVnEyO+TDm+m4c/e5zKvgGT+uSOr5kdLMmjBr+OsvbNWV5s2Ycq1uTvg+M5NY1q5k3ti21+IAXQp9x52sf8MAzjzLvnof46q5OTBnTj8GLz3Bm/nS+00vw1LczOVyuIpajoCk5vD1iGIOGjKDCsP5Me3wFC6fczjvd+jHlno70nDiHtTXTKJV+gvgTR7hu9my+/+IV9i/4nUvfGYx64x1sqd6ExW4nSp05ROMyCzl5+BRGqVLsCbfgh6U6vVueJr5hOmXLb2TSpQ1p9mIi6WdyuPwyiy3rk/GPu0wv0Y6blPlEXB8nJ0x8fNSvkudzUVUV0zRj5CT3pkUgEIg1v8zzw1iWRUJCAllZWQSDQTRN4/Tp07G0M8MwYtUXVVXJysqKze04DomJiUQsGysSJi4uLtZ8U9d1fN+PjvMVfNflOElk6GUoK05TUjmDhkeWL4kjWuX5VlPIxKa3lkDphDDXnHSZ2+YAyrg78K/8iUOnBNmhIDVNBxHxOYTOG5rk/kybrXvrcNPgD/jl08688d7DdHhkOK1CKlsVjav0TMaecskOxqNvL8usWod5OMtj8kaDWY9soPLFVajxms4PkZKMOnGKz9MMfp8U5vjPP6KvbUV4Qwpa868IbOxM9nfX4l87E2NvdfS5LfGqT4DLdYZsrseoZjsIdMuGVYdgbSVcqyJaMIzo+yFiTxqSVnA6k8b14NdNwNxk5MMu3rblmJ/cjxx4CCkmI9KbEVmbQuDSdKKRu7vw9Qy8y7/F6zUa2ftHjOqNCE/RMFtWwFVfxVBuiZaPy7RBtr8Mv+NsKHccdp9GfJONskjC4dxz1C8P5dPhxEpUawGK15mwl4EWOEnEKE8w0gn8lijyVpS4GvgBFSV9F74yG19ZDGIHUfYSAJKx/aiZ3VDuJO91Vni5TrBFwepLCHK2Qqhy7BtvWQnUltG7hSk3Y4m6qPZneEaPItelglDlC3jiCSTVkR334AzTCLY4HyFII1pCMzDd9VhacWEEFUA0APlDMb8VhqQtgrXkNzL98zDUX7C9ywp9pyujkW4NPLVrkfHCWoo0W/3l9VzABfwZXCA0/0HEmv9dQBGs9HSaqf+aYb8gfnVVGv8LvWfyUF/CQy70zVVy5d06CmJv0KZK+PxSry+FR1ep0k5Iuqg+/8j12RRslnk2nhQK1ysWl3kGFYGDf2J7NwuNFD/Mkw88zUevjWYFLq9K+LxAt/p3NJt/uAadVMlHPox0NcaL80SOFcB90uctoVDGhzW6TwU3/1qxIqzTPNd/85siuSiXyCzw4OrcPzG4cCPhNlFd80dSo+/Z/YhKliJx9gpyXh3F8rmzGXLyAIuloLGQrC5XGeVQ4b2/KuxzY0DhRlXwpZScofA7y4W2TnVDkmi6dHlxEpuff5jD6flyB3FDV+SsL5mnGtzu2SyzfEomhEmxQ5TUDfpHIrygCmSj5gTemsTsG1qiGkGGH4tu149CYbsCXcwwpXOi15K86OuPfZ3nFZdTG/ewoWY1VgcVOvoeDX9dSnrPe5myaTU7vQAXhXxaD3uW60Y+RwvHoncAGselsi47QkdNY/0PK7CXLaSXsHnvuj7UOrKHFu0a8q4WoPrynQz+ZBxdZnxH2tGDlHt0FLUqlmFTy1a8ee9tDP3nPNZclobqwyWLdlBpx3a+6t+ZWyZOY+vFDXnpvgE03b6ZdrOX4v+WyfZbGvDjzR1wVy3i8alLmTCsH33e/ZTsHIfUgGTAu+P5rloKTa6rRIXVU5BrmtG5/QQaVF2H4ZjE7f+N69J2M2LP/Uw+ejPBZvHcqvyEhU4imejSIV6eQnPhefEQg82PuFb9jEcjYwhFPPw4wZvaPUyP9MTT4wgqTiw6OU8KFs6NyNa06DFt29EEtILpZ77vY1lWLOksj6DkwfM84uPjiUQiCCFi4QN5RCUqNXMxzaifJicn+lY6L2RA1/VYxDPkennUIOGcMIGAjq4rfIXL9WEHQ9f5fmslRtbfwockErRdlm+ry42V11AuReeIF2C26jFnZR3G114LUjI/zuRhYXDcyGHhGagcDGKddOme6JIcdNkYCdJNCfPjiSqsKnmMUkGPp05HeC5QAutYecwKO8Hw+OW4xxVdt+J914oSwqNq2GPL2DFEnhwOp5KwU4/hBiVKOAKqRtAKo+yvyaUV9rIxPQV7WyPETx2RZcejdjqBe38GYreEcpD4XYiTm0qjDpyJUuk4dP4CsbIZ3rhBsMBDuziA7HgangvhDd2EGlBxszRUZx+q55G9tRNxdRYTSUhCvfgjnM3dCUUErhfAk3Ho5gRylg0j0LQ7njMCRaxC04eByG8Eqc5siH79PE4bP2B6d8S+DxtrCNot8N7zUfs7UKI5kTd3oPV8DOl3Ri37JurRwv2miiL6eqmgdEy2K4G9eBkBuwFgI2mAJ/si/eugrIc4+iW6vAe0qghqo3uj8ZwmyEBbJJsKzS4rg/WJRrCjizjVHqnMy9/+ORrBawpfG333KKrRHik3oMuheGI6Mjce2eNdVAYAKdjudgKB7Ug3nyhYSRsxTxfvJ7HZgsH5G10Wj1SiLuPiRdfa9kTcWtGyVlAcJGxUjL71k/VBbPwb67uAC/hruEBo/sO4ID/778G/I7IZ8isoyyMK1wf8v/EOKx9n2yW3BlyutTX2ncUtdmiCmu6fIxynrQhJZv4xfYWUfCahdv8hrPpsLM3CGlnAY8BLuWN2Gy6PuDBNaoSAVYaHEQ5QswDBXOdKGp7ljykY2ZwXDf0ZPj2IXj9+iq/AVfJ01LSei5rAFx40OovDHVAkab5gn6FR2XY5bEO5tPJw9PciMj/RuAXap9NZfN1ltNiX3/zuHunxgYhOvMOWBEqlkHb6FNcKyWwpWAk0yx17o6rSTlUZNnYSm4Y9RP8Kpfj+/U95umML9meFGa1JQopHhYiOTdQrtdC2qWkY7HGhggZ7CTBs/MsMvW8wjU2PELDZdHkxojFAFcw0dC5LSuKOUDyHS6YyKS2NX1LLsat6ZRZVSEMpVYqE8snEeQGOCkHQc8lMKk/NA7+xz7HpvXwF7Se/TVbli7hLGKSOHUeVdVv5uV4bVJlJ6YN76PLVpzw5eQIhPZ7joWTqzlmOufgbtJt6s7F5RVpOmY9dMoXTiaVRpI8qIXTyICeSqhIgg5z4eBTLY/B7rzNxwCBsYfHugwMZMPZDRo97muEPj0CJN7l7zQjmVO7K/mAlDM1GGyS4fudc5k++irDv4cTFE0FS3rPJDCYjtGyy/FTU8Bk66d/xwKnR1AmdppvzAsM3jqVOg3TW6JcwS7uB1WY9arvbScneT9+s9zmjl6CyfwjXkZiBAKqIVmJ+P5pJcoIak52pavTfeVAUJVbFiY+Pj/lg8qo0tm2jqipCiFhQQB5Rsm27kL9GURQikUi+VC0uRBwKIvf7vHkA3vykB/17/xMrJ4dlCTqtLSU2/25Do1KOjS9SSYqP8G4ALs5yuNg0CFg2E0yNjtkRWsUF2ZVjM/ajR+jS72V2ftmaYOeF3FcGMhyF5zJsRiQn8lvYZJ2SxTVqkPSsTJrubUHJ6qtQdJ2pR4LYiRk0StXJ9hVMRSOoeCQecLg42WCJZ+DHhTFUlw9+j6PX1VtIqTiHYxPG4FTaRclOMzk9oSvq9AiidFusDpsIdfgAt8E47Nd+giOCwC055CxLxNghiatv0PZEgO9arEVf05i2G9IQvkHPjGPoWmnuKruayG3ZWNpBTLcanvYb1taGqFX2ocn1eFeewdtbAg4no6nJKEM7Ehr/LY6SgHNbKbxbDYxbyuDyCvFeGyw7C4LlC103JLWJBBehO7+iu3diea/jbepHqLEE90p08QaOtJBlv4Mjy5GyHp7fFQghlFkono2mP4dwBiDcPrjlXkSW/idiu48U7fBEO3R3LLoYhub1Ah+ynnwRdfQEvDU6aiMVtMdA3IjfZBm+Ugq2V8Q4UBHPjGCPfxD93f2wYwN/KLsqTs0lKmCIH3DdbjHDfsE45yjiUURfwrPfJ9AhAreaCL8HctrEYlfzdwmMKobguD8gRBZFX+sVhTZb4HaWkAPKFUPwfx7//1/8q7wKxE//3VtxAf8hXCA0fxE3I5nBXyMoF4IC/uvxr0Q2j3dhSG6BIwA0kPCu69HCUAvdoipI+NBWuDbw9475RZ5Ha7VotaaR8HkrJcTqjAiDPJ/uimRKMX6Uvp7HR8Usn4etboA6WoRrJKQJwY4nx7B51FBmmTbNzwoimKlZ3O2a2ETzclboHnMsnadzKzmHjCB17HDsOI6vkEa4Zh28hXMJAuVz/TYAZYCAhExRWMQQB2SWS2OZ53BZAd/NYRvKGVBPSFKAxRWqonfpxepXX+IS8t9a5nmk3EeeQnt5JJ9ogiddyY9SZcCI0Sxv3IzwbdejTp3L2ttbM+D5d3n/4UFskZl0U3T+IVTekVFCdlg4rLZDLAjC16/8E/OpAWw/FZWLPOSqPGZoXBTQOF0g3rmlD300jfJpdTizfzM90qqgdu1FjWtuZncwwFXz5rBk6kSqbt1EggKTDBddBqmaexw+JhTuVXzCRNh9cWsiiQm4kROY4TCX7j7CuqaNmdTpdmZ1vJk28xeyr1JVdlWpQVL6CTZ3aEirr5eQdmgv1ZcvRklI4db5M/n5yvaM/nIi2w8fpdmcpZy6rgXq5qPsuKwmlX/eTrLiEDFNOn80gWnd7kMxs9ClQ8VDu4koqeyrVAHvlA4pLrWOHOZg2QRKWRGOJidTK+sQO81ylMi0qL5jJ6uaNqfk78cpmb6Xtyo+Qc+9H9O0+nymB25n5/HKxMUl0sicy7aWdfllTjNeDT7NQq0VCUaELqPLTgAAIABJREFU0jsOsr1OLfyIJGxZVFCP8pr1JDcZK4mEc3gh6VmGZz6LosBqrSEt2IxlRQo1vczzt9i2jWVZ6Loe88D4vh+LWs4z9+elnwUCgZjfxnEchBDEJyTg5/lucis/OTk5+L4fk6TlNeDUdR1N1UAhVj1yXZePUkJse+pJxj/6DLphID0PHyhdMsLSMyGCBxMplXqS9DiTsmGHZfEal6RnEzASqFza5pOfFPo1sslsuZ9fltZij+Lzo6HyUpZLjowj4nmsDmRz73Wr2LTgKuomuYSdMKv3JdB66BRmvnkLpbJcLrcrs6XEHipevosjyxuQvFdwaf0cxmYq3NVzCRelHGNXpWWsfnQs71gqzx+OULF2gOMLr8C/9xWsbbXZnR6kyuyuGM89jNQbICv2wf7pW+LSHRzVRftUEn79EHrdUlivqJgpKkrP8Qgm4ZujYGN/3PjvEbaKkVWWQOgYWfHVyPklgKGZqKqLnuH+P/beO8qqotv6/lXtcGIncs6Sc05NEEVBFBEVFBVMD2bFiDkLmLOiCCYEMQCKAQGJSpKcc5RM5z5hh6rvj24aUVAf7/Pe97vvZY7R4/SoXVX7nO59du1Za6050bs1+jOPgltSKdV+NfEe16B+eAPfrIQp43jeNjRNMIwEqOW4gYbYiTgQwxt5F+aUCMbS7UAB3rb9mLWLnpaVGomVvApteFjlNiHz6+Dr2eR9PYrIWeMRadMx6U/hw6NwOn+G6LeKSNxHxzIQZhbavw+v+m2wKwXJ08AU/JWlMJoX38GMV1A2sGA0svNMAtrBzw2ig88h4v2BIMp8CmVOA9Uc23oGxz/rpPdld6gkMOYChHEWyhmBVJ3+ULB/AmQvUOtwrXkYs1sgz8r+U5LgsA+bSqfucApYxmRcv99Jjpw6Mdq4W+A/r9HLbWTT69DmyQvzTXUT3umi/dP4P4zThOYfoCeKH/5NUnMaJ8dVWvKh+HvRiFNhoBJMlP9nrrtTCQ0cQxRY4vj0sQy2C8iUigdjBtfaml//wSVysqWjLrB++s+826sNVUzJaF8wrbhe5yYJbyr4FJ8BnJzcZADnGIqJvqSphr2iiGhUvv85HnnuQYZ6DvebPpuV4AtVNO9WK06dYrno3abmjDFTGXRNXy5Wkt4nMdIEKAu8oxzqJlNoVCwu8Kt0WKosasVtmoZccgMGacnjqYG3Db2PV0ePOjnpf/wFePQuBnuSD8yia+TYd8+/bAh+3wGIX3dg3VUkv/m0ZfCg69MFxS/Iks3PsYbHtTM3I8pXJLtFRVpeext3rFpD1u51PJqTA4kEuMf/y+Wq1SL94ZeoMfw6Zrz7Ffsv6UwAhwzfKHGDOJgwOCrhPNtl56yFrDunIw09wdOGwboHRvBJtSpw8zXgJPhSSy4SiiwTvgiUpp+zl9XCouuwZzFGPYAcOJhnheb8mbOY3aIVE6++gc2165AbSeOdYUOosnUbC3r04n4Fs8e9TamQw3t3PsvE83rhh4LEI2HcrBhV929l9iUX0GDZVvZ0akT6+gOERj+LGDiU299+iWdvuw03EKbTmjWsaNoGXRBnYf/O3PfKC+zbeYTtXXti6CiOSnLxd5NpuXYlz9x2JwVPP07q/SN5esSDjLi8K5dW38TI0veQ4jqYpkOOSCWjIEa2FnRUO1idWg0hUmiUWMNSXYcui5djtvSZa7fnLvdl2r65noKrfWJ2Gg3iWxhSdjxjCocw9aVePHD9i1hmfnEUxeOYMNmxIv709HRyc3NJS0sjHo+TLExih20MwyAYDJKTk4MQoiSqc+z1WIpaVswj1abEjPNYMb9pmiURn4MFBaQVCwQc8V3KGFaJweYxApRIJFBao3wfKSRtqgvmbU2lcXVBOz/GYtNj7j6PzOdfJDijN2tmdSJmJzlqguMpYlJRqyDBVRVCVEz6fPv6PTxTfRWjLpjBD/lwQzpcXgj3RhRjHJuRq1uzveNC7nGD1I/5XIdJbmoBe/f6VKMyOYEjvGuafBr2WWkp3KRJKOjjowlLyDdBxCJoq5BwdoRy+TH62h6jMxSVfXh5Q3OWrWzBMwM+J+RCbiyBvd1AtARhgX+gLE61AsyBechFARLmMkKJMF7rDaiDy7De+AB2byXeMUpACmTvNahfAwRLJ0hc/Aoy8zXYWAk2d6Js7kTG3RdgwUyPp1/cgOHXwpd9cO6qS8aLlyAC6WQvyiTc5yPww8SfvQFdYSeBN68nMPcm5NGy4IPPPBLjxmBe/SZgI9KT+LkGSI0ql4MSBjo/gPID2P6PWGhM2QJIQQoDbeTgBd7GO7IAw70XndoJv85WxJFCjMM5+Opq9PspiCHHjRzMxFK84J8VskdAnY3whgNBhBUD+SVeqxeRvyjcuVGsrn9eNSnNr1HBvvhL0zEanCwnoDYUp54BOMzDpstJ+hWtXsp/HWnc8sejpzKw/B3M5BS8wIUAGA8K/Kc1eqWNaO4gna9R9vl/Pt7bh0UuBec1xZhevMkY3wah2n95bgBUPbTzJSLY6O/1PyX+PYGD0/ifh9OE5jROA5jowsA/0X4YbCo+8CSVga+Eycta8RF/JGItpGKFOs5kJruKMYZgoRR8mxC0/zejOUeUSZnf152UKw+JOOTlURfFZiRblA3hGGckjtfOfOMrzjNOzaoaAg/5issNyaWmZJKn8F4Zz9phg2muPNYJB9OGFkmb9XaCGicROuiH5HWpqFz8p1htQlMPHkTzNII0oLMvuVLHOT8SpkbSJw14I2FxTvDECFptqVj3/WqCF3bCnr0cNxZjf/t2dAs5HOFE4U+5+yCqWnmiwD2u5HrtUX3ddgIt6lAApJJKB1nAc8TZLAQXV64Hu3ew0XeobxyPTjUEGkjJF0ohW3ek7OsTmNY7kyNH99LOV2SaRckW+8IhIp/MJq18GgMeH0a5H75nilLM88NUNBLU17BawAOXX0OKncKXVSsyacSzPHTF5bTwFDd+/grJmKDV7DV8N/BMGny3lBorllL+jgjd/zWXK0aP4axZCyhMTaHOL0u5PftKrjxvL6XOKMP5psG3i1Zx5YTP2FCrIQ+/9BBtJ88kxdPEL+rB9qP7mNqmCxW0oP+4idi+SeVtu7kmMIYKT+7k5rffI6QVludgHDhIzdxcjpaqjmMXkFuuKolcRQUvm4W3N6XJmHUs7tqNe0aOZGuVmqxp2IBofiGuGSU9foRr/dd4J3A3WkFjey3LrbYoR1FogUhamJaDH3cImFE2tq1MzYX7uHPq87x5+S0Ipdm/7Qxq1V7N5oLmBCXECvNAayKRCPF4nHA4jO/7JcX8QpoYsii9zLbtEklm3/fRWpdEcI7VzIRCIWKxGCkpKcRisRJyc4yEHIvURCIRYrEYXjRKiu+TSCQIBALFogMu4XCgZHwgECiJyhwjR4lEgpvSDd7O0yUeNa7rUmCaNKxgkMCgqwdjjybZbRk0LEzSXFSla7nDLFY+1Uy4sADuS1FUxSTXCzLITXBvUvKejBCjgHdCFt2U4uq4w2ZCXCsVw2zBLFvxVMLgu7Cm3QaHB0Z8jv5wAKPyNYNdjWGaTAkK7nRCFIZzSSaDGNLA0gUkzRBWXgqNyuSybntdqL4DkjY6NYZMBFHBBKL6LvTuqoCAfAP3nZuwxkgSahhj3uvEO60OsE4a5JuK4GX52IEPia3qSvrE2uRXlkXF/OMH43f8ClE6F0PbOPll8eVhwkPfRGz4EmXOQRrP4j42k+iDL5EwwbVctFAIuRVR+z3kmvPQtEQyCv3QYcRTU9HyYgzrBWxyUbosvjcU3/weVT6EE19JtNCDmIVvTEUZfRD+k6ga7yO3g6orccZIrGcrYn+/FK/9BMSCYTjxPdihM1DqasT1BvK9oWhvOhhvgtiOWhhFdvgtCUkFvzf4Q9F+XRASYRpgjgHeoiQ9q7TE629gvlN0nzPEDfg6CyWHAT5SPQdMRZZaguqcidNDY9/+++2z+vAbrxg4NYFRDcEZbRDMPHktqW3uwPFqnvTYqSBVe+RXS3DDAUTPolo24XyBDpcHr/PfmyS+BRnqjjpZVah/HtodgbDPP6FW6tRohO+/jGGc/dddT+N/HU4TmtP4H41MBfP/YbBsim1wqeP/DYHJU6OPkrygJGeaXokAxGPSp5EyqC8sbtM+s09CfI5hsqto6xlUDmkmGSaX+sfJy0nJTDH2WZKNCYuonU/rFpnIXxaXHCsHHAK6A8eyhdcFPXoX1+t86msGGMe/8xcYkq/84tQy02Ck5/AaBrv9IH0shz3vTMa+ri8vC4PLdNFiOcryOA+XxsVRnGPnjVBUMrrYNwhEEjRPWOxy40wKRbjHU4SB5gOuZc7lVzGoXyaf/Yb8qT79UY+NYH/rhlTFY2XCommbpsidW0pMMSlTjtQjh7jL93jq2Q8RZVJxrr+cfXYelX5DuNR5F1L2mykcBR69/Doer1ufxSPvp10kHY4ehrIVaF2jLqOXLOOud99je8Dg+5sHMLDA43tf8LYteeI30s6rtWaxK7jeBlYf4JLZX/HFFxORr36MkiE+7tuJc3ZsJmb6PDNgCGUygjxRpgr3vfgM1yif+gUJtvkJ1sowZyYFg0aP49W7rqLu6gN0XbSEn7u24ZGHH6HBZ9O4eMnPrG5Sm3TboNbK7dz04Qt8MvBOzlj4DXU/HMNr786k3fpFTP/X+dSdvo5tZ1WjycId3PzKc1w98X3qLztAPkGsVAPHzSfpRyljeuS7ipSkTdJUFBqSLit+ZFGrdrxfuybnm5IqG3bi+EHKb1lLbpPGtIl9yzLdgTdXXcsdrd4iS5ejnreFXaEqaGUghE2eL5AarKDGT3i8e/e1HBpVi7dSb+QQZdGxPBxDYqgwpcQRpsYu5yE5ihcKr6aKdZRCR1Nj/q9k9aiEYRgkk0kcxyUUDCKkKCEsx+pbYgUx0kull6SOHauPOUY2kskkQgjC4TB5eXkEg0EcxymRfD6mZFZQUFBSdzNHebRNHL8LpKam4vs+ubm5hEJhlNAkgwGijleS/padnY1lWSXCBVE7yAI3xsemxQTDIz9soRMu5RAcjMLOXXFWRww2+SY/BmFsnsN4S/NkikWeEuzOi7DOLmBkRHBDjsc1IYWLyccKmimTXkGLnc3WkLm2HiOyPTqlpFA2lM8v8QiNXI0TSmJlrsX4pSkTcyVtPfCBGiGH6flwY8hmS9JkoVtAKV9RqwKI7Ap85x7kvDIaM2khZ/XEqbMLs9J+FhysQKcHNlN2jOBAVMNRjfHKKHw/C/HAa9h76yJSctHbaqLrbcYbOAHxwD34+TUQdz+FFMOoVHoofllJbjRG7qBHCd9VFln5AcS+Bvj+Pny6AHkgW6IDE0hOOZvQ/c+h2q7Eq/Ym1mu5sL8xiY+3ELziuJx8wt6CXtmIUP1G4N+B0O3QYjHeNWNQrdKxb3oI7VcDoREpqeB8hyHW4j/3K/KeDcRfW4l93SpE6BzU2iSysYFUl+NxH5Y+iPdDX0Qvtyg0JYKgVgKpCGsafrpEHNmF0CPgd0X/3g+VsF4+RPxyCF5xkvt2QxN5eAbqcHcCqZtI5tU7yZ29CC7bsKiNoh+SGRyL2yfmGNi3+cg/OBkfzyXQ1Mc27sT1/3XK+f8MYpOFrvf7dO2KJBLfEQw2P/XA5EQI3AochtqPoze1R5gXYa438BqeGH93bwoQeLMClvcuSfP36pRV8f1JGEaHf/T+T+N/L04Tmv8AckiQzmmi9D8NB5Oa8oETr/15tkkX5+Qk4u/iReVypzwe7vneN9koNHfIE3fOuiN5RUgu1h6bfzfH1R601prqWtHHPjGVrCxwGHBGvMWeh2+mdrGAwHzfJ9MwMOcso2q3Vn/LAPRw2GSjnyAzabJFJDlDB044PspX3GdI0jjuqe09Nw7z4ZshEWOfDnGNiPOGn2RXUFNDSmr9pj6nAprZtkkDx2ehb+CEE5yftMgDRgrJ1TGLFVGXlnYhhxyTmVrwijLZAez1klQxA7hLdzCmdRVuFBbR59+j4O5reeTKoTzx0eiik0SjUFC04NtAlFf5yh3KkXbt6ffJt1gvPA1D7uXNzJq0EoIMRzLSkjQ1bYYNuIYH8w/y2EaXjMsv5miPTsjlhwh8ugf1QFvS5xRy9QvPcZn4kY7JL6kgXLrqWfxcpiUbZzRF5UPG/sOc+9QDvL3jC7Ly0mlQsS3J2ZOxx87AHr+POmPqs/LaikQWlsXtGqPq4VwWFbaiXOhFIusup3HmQLZPe4tVrZuwRLo01IJtzVpzWa2Pib9QgRZzvsG30ln6r/6M6nsZDz80irjy6LpyMWPvHUDdBTt5Y/jt3DnidXR2LioUJZFiIC1JuT1H+OzaAYy+4l+03LKGEbcNIx6qhEjGMYw8nFAG0vFJOgkeznuNUZXu5Yy963AMyYaKDZABA6kE586Yyfdtz0IZDkGh2NuqKqWWH8VyBBs6VWHQss9YE+nEtLwL6Z76OYEjikX59cmsvJ4q3i52G1UIJHKwTegRW8gr3i18FLiCF42H+ZbzmeM24dLYeFKiEXJzc5GGgSElBYVVSEvdX6JsZppmCZHJzcsnLbXIg8Y0TQoLC0tIkWEYWJZVonwWj8eRUuJ5RaTEtm1c1y1RSSsoKCAcDmOaJvn5+aSlpVFYWIjWYJo2hinwi9PNDMPkqJMgqiGeSBBNTcFAsNsyqI9AhuMECk3iYZ/pWQ4XptrU/eByelz1OV1/rsOg4R9y/lfd2VE+m8/3uNRNhxQzzAFDk1UoKZ+hWH0ExgrBiwZY0QSPxC3m6BBzI5ryc9pxuMt8oskIkXA+l+VLbrOD7M8v4KGwxfDcJFeUDbC+QBArLCQYiVAuNYGQJhsOQe1gAN9WXJqQfB5UTJjZg0/bz+QLwC500JWiOOE4l89RTM7z8ZcEURm3YyWe5+wDtzPo5vEMvvNXxLsCVc7AaO7BR22Qb5enn+rFV5MvQRmfY5xTnvijd0OlA8iDaYhhMZw1i7ALPkB7g0GXxrIi+CJJwwYbKFf2WWb/PB9vQSFmZweXn8H4Cpn5LO5gCXXKIK3D2O3bYzIF7WcBUUSpo3ixDHCrIqYY6At9Atb3xJdeh2yuQXYg7j6OHdyCWHkXoaZLyZ1cH/vRGOKnbegVtZGdClDyE6S6FSu0Fjdeh6Lk0j8iOT1CYEgc1UQif/CwxXfEej+CPfUNIImSj6HmLUf2zka661FuQ9wnLayH/7qmU9EP/75ZiD35mJ/8/Wcp21iB06IF/HLqPp63EdP8o5mnXm0jBzjoDb8/8kfPG4iik18hdHkIdgGOQqpEPxFB3JH/+wlKEPS2kjAb8tsEbqXuAkDKF/7so5XACKzAdy4E/XciOb/HXyWPn8b/CzhNaE7jNP4E39uaAY4oeZj/T6EVsKz49/rAHN+ir+Gx+Hf1Kb2QPCEkIdeksZkoMQmtDkx1ioQKtnk+dSdOp/CK3gCci+IHMhG6MjK9LhSW5YxEgm2ieXESWAAwiAhNoY5TjRx2inw0e4E9KLGX4fIwA+x53OWmMUMpiqpQE2x2fepaBh+gmSgl3ykNqRl4E2ZARmnk2FdZMu51uvsuTwjor0OcJ+LcYboMda2S6BHAOuWRpm1usDxqSU2DZJD733mPnBuvY4sqZIXdjUdUEwzZjhzZkp56Jj/OOpdrz3mBFz66g5gupLB6Fdq3bcAPVh67lY+Nwa3dz6fv1s1s3LmNG7SB0HBzmQx+yTrEtEAaPR8bRaJnf/xYAV88cQtDnnmDVZ3rke47SJ1kUxzeNA2+Pq8/ja65ma2XnE11KVilNIs9j6tNk3zgVcMgX8MNS3fwdduanL3tEMG8LCoeyGHwhI/4vno1lve/BDeWy71vjuaNG+9nS7PyrKxQhvdvfZAJlw/l4+t60X75Eua0P4vz50xn6ItjeeDJB+m2ZCOpn45n/UN38OiAa3h57lMc2lGGfTVr8fDDjzH1nD48+upDPH/fKGJODOuwx6vm/QwNvUHtnRs4WKksli+IlQ7geQZO0MIsNKmRtZfCaJTD0WDRvzQAqQU+ra2FzAt0QWpFOOGSY6eQogpJ2CECXgyI4okEjVavZVXDZrRYtYyjzUqxW9VC+EnM1AghfzdJvxR5nsmevI7UKjWHsB8lX2hsS1OpMIvyYhMzkhdjWRa1wsvY2aUenX5eyIxDmThKEAmYBAIBpszoTK8us0gkEsxZeDa9zlwAQDweJ/CRhTdEFUVfbihAv1IkqXwszUxKie/7BAJF5PyYfLNSqiRio7UmEAiUpKclk0mklCxZWZtWTTaTSCRISUkpERg4Zrp5yDew3QJsVeRjE0uJEkwkaR0N81oiyRVRj5jlYymDpFSouCDoOhRYGVg6QZtfWrKo9S+ELHBzUvDTClmX79M2zUObihfzowyNOIQKbMobSQ4lFRFDEjfDhH2XXJnPEC+VsakxkrEU7vCSvJnmcWu+zdgUzaaCAOXNQq584VE+ufsptNbUsEzm74/TqnqQyoVJRmVVpGdOlAe21uCFer9ipOTgTTuH7Wd/Qs1BPyGSAdwfu2HMyMRrtoDA7eOh+SoaVN3KmrpbCHgbiG1vx5rMFXQd8jX5DzdE3gpq1Nnw0Y/47wn8Qh/707uRo98ioVcQUWVQGb+C6WEcKovGw8twEXkpEEiQMMIEuk3Ca7OMQL2tGCNGQIulcO3LaCEQ2qXC0hb8+tB4Gjb/ni2XT8DP34DuupPEVh8tNFaFCGJyAqa5EAcchfohHdkxp+R+6ql+yPUzkY01pr0Jz6kMZUDv3ocXHoPtN0HoM1DyWZCfc6zmQj0zGPnYByXPxF44GzOWgddHIoenITtngw3JF1IIt9cUHvYI9j515b7frRb+9TsxB/VFMrmojT0YVP3TdUN0F8iHJWbPvSS9in/a9+QIo38KYi1qhbrlEZT1GMhiU1JVHe18jzBfAvOd40MSMyDYnyLNymWoleWQzQ+dZG6w/FH4YhZK/nD8s/oLMYxLOZVSWvz7FELnFpEhw56P8h5Hq5n/4LOdxv92/KcJzV8m/wghqgohZgshNggh1gkhbi9uLyWEmCGE2FL8mlHcLoQQrwohtgohVgshWv5mrsHF/bcIIQb/pz7EafzfwfvqL1wuf4et3smL4F+2/30j1FPhIkew1IrznZ1kgl20mu0MnHz+zN94u2z2/1yr8kJ1vO9GoILh/oHMAMxB0UZ7zJQuhz1Jw1BRn11ABVn0TPqpYbHyigsoXzxm1msT2ObMY7Icj5v7FK53O+vN+1jpdCd/RSkSRgsSRlNqySbUsdqz2TgXR15CuhzGaF7FF5N4Ws+madJnhsqiSPesWE0oEqAC0D7o853STPN8yMvGPK81ZseayDEvcb3vkPfJjywRglrECWs45AXoCywSxU8Eto2XXoalrTqx6ZFXeciKkm4o7r7xKrK1YrgZILNwKRubLGaddzXtnRY8Fr+LluPGMXz+CI7UqUq8ahXE3Oms+HkDFaavo2WFOtTdUMgBaTNz5yY6SE3U8BksXVZkHSIBnJXMRd1/AwtaleXbnvW4Yv5sdnetQL9kggLDJwvBkqBBjjT4YvpUui2YRcGG3WTNXszr/QZSKRpgjmnQYuQY+n2ymVutWSzs2IYMvzajh92K2XcajX5ZTf6BHNZd3J8XrryYUY/cT2E0THj3aqouXkefH5byxRUDKb9/C1e/PoWPrryJB0a9zeEqdai9aQ1uyKbRisUM37CSxqu2EK9XDWuWwQv3PMi5U7/j5+5d8IOCJ+54Gj8vTr3tu4hnRLndeg5hehwqX47bf36XOgd20WjtWlITkuq7srlnzEgOpZblQDBCKGkQijpEpQchyTyrMwHPIJj0CbqFjPzwYRwvhPTh3RuuxiGB9KBxjfWUDhSytnUzdqs6+AL2tK2O48TJ9SrgOgJLhTgj7SdkIIgTgYhjUEYdYkWiMWm4aK3BsNiU14zE62Hax+dxUJQnbJsUyhRyc3PpMXIagUAAIQQ9Ov/IoSNFtTVCCPS1As/z2K3KEnwnFcuysG0b3/exbbvEcPNYBOaYEtox2WbXdUvS2CzLKhEFuEUoGtZZxYKlLQiEw0ARGTK0geM4xGIxSuMQ0EXiAaZpkhr3EI7DS4l8KiufuAYzR1Bgmlg5Jqb2ETJASMQI3vw2y9os42C2S9DzKXXOcgJunIYWKBMK8gMMwyWY9HlRag6leIzMLUe7gIHvCQKhJI4fRo8cToeYRWnpMWtbQ+YcBI6UIuHDDC9JBJ+f7n6Zzo7HvM0N2OsovHCQN7I83s7RDMjIpUGtrbxw4XzuKbOBcOQAwece5IbRPoHFLQhVzSK4pgrqvB8JjBmON+ECmqwuw+YnL+VcYyZOozxEaiqN0zWFQ98jMPc9AquiWE23YucuJvjcCELhNOSNH8E8l+A7LfCfq0Tyh7NJ9p5NwaDP8e0cLEuQXFkfAvsJxnvif9cF6/FL0AO+xt3UDOejc3C7DsbrWoVYdpA998xD9Utn1eKW5Fs/4Ozfhcoch1/ewB7iIc7NRTeOIL9LQR5aj8h9HqNza/T0ojQpw5qJKScjG7t4qi+e0wXoBEeuwhvyKiqlB8rpjm9n4y5dgJbL0WIPWi5HPDQYQp9C3RG4g4dixi7Gu+M+zHkgO2djNvsSHAjdWgG/TQHB3glUQ0jMP/kaZczZjj1IIZ3jtTAlZKY1GNNOHGeb6wDQszX+mRk48TcJWlkIZ2KRwc2fYZwFqjPa3giqFqJTFt5dM1CBzCIyo7oW9ZO7EOSAOe342CuC0PBciiRbirbg3AZvI6hMwPut/HEZfH85rnHfCWQGKE4dO05mDPtrpHHcbPQYmQHwncz/OJmRyW1/3ek0TuMk+MsIjRCiIlBRa71cCJFC0bfkQmAIkKW1HimEGA5kaK3vE0L0Bm4FegPtgFe01u2EEKUoCrC2BnTxPK201iczdgdOR2j+t+BUks2/jQ78pxAFVlkOazBpYLiA8Qn2AAAgAElEQVQcdA26+P8eMfs9NnlB6pnHCdGdvseLxvE5L1Gaz2TRJoT1y3rc1g3JAOZ5JiE86hR33RIX1Jq/HKNnCx7HoIMQNCgs5GfLYoGE1zLSISWNfXv3UUmcmA6XKWF+Mec6IBQVimWj2yNZhELVqY/32CtQqRr7zmtCDW1DIsY00+cTLVjoy5KUt3XKI8WwyS5fhYufGc3aZJyL3nmOZRkpvLv5F+T2A9xiWWyYNI3UAeezMeAwJGnzMQEOojkLh/zvlkNaKfzF8xHdziIofFJy93H47M486WlyPUV/x6PLpoM8c2YTrKyjlNUGE594EctKMLHrOZCfTbnnR5Az90daeQniCNYrAXaQVpUqc90ZdQkoyU13Pk6flUs554txONXrcdU375PlCq58eyoFpskHwwayJaUMXQ/tJUuGWNuyNS/WqMODn7xFmgndfznIot7dKLt7A6nBEFt9aLHpAIOmTuCDqtXZMfQ6en85i35ffkrF/N08dueDmL6mIFqG+X060nrqL+xuVo06SzZQ+9A26u/dQ3DFcibfdCd+VBLMzsdAkBctjZ908TcFkM1ctCcY+N0kfjjzMoLOYYY/9xT3P/0S5oFt6MqV6TB7ITPP7IhjRonG45gYJBMOXkAQDBpYShNzgoScArxQCtLzKHAcnn7zGR649THCKQ5Jz8aVEpGMMfuy/vQePYnGZfeyVjfETcYJB0HGIxSYudiehQ6GkTqPiHYp9AIcStSlb+AjypiH+SnRnnrmXn79tRzzw+3wNmgyrorjrErD756EmSZ+nqRT2XmsoAeO4+A4Dj1SfmCxvogFS5rSqc2q40SnWHLZ8zw8zyMQCKB1USSlsPB4+pBSikikSBbZFqJEjEBKWeI5s9s2OUMYxOPxkjm01iQSCSKRCI7jUD9zN5sWVKdBr21s/KEuO0NBMkWMpgHYZPscLQgS9j28DImf79HBE0wnTKmQwP/ocuT1HxArdEhLSgqdcqj0w3RZV4clDfbgSxfXi3EgEaVa59WMW9SY69NiHDgYpGy6iedrvo0pzrMDVDQS7DVdbFcStG1yjAKyj4QIhkI8ZMQYnQjzZSybqIZO5W12JILo7BzezghQljQ+2l2RdTU24+WlU//C8eydcRGTCvPoF66AhUMymo3YX5VAn2kYt7yNc+l4UnPCHDHyqRURbJYxQkcq4V74E1bkAI881Jlv18KK6yXOrWPRQQ9ZdQjyPRe1WhButYzEFdfCuBUIMxu8QVh8QGzUvZi/1MfaI0hu6oV5KB1hhnDGXYpxw/sY7SciFq1FOVtQbAaOwoAAfJpEWvcCaRTOeJLgFxpjYBnI7I1S7wKgWY6gJb+HpwZipk9EXdEQ780bMBsMQ27w0eIgIlC+RB7ZTU7FqFUD+WszABLfBosiMDYkfjYIdvOhAExm4NEfY6nCb3NqNTPRtSrGIwZe5gyEeBftXwTB9iXHDXknvnqRgLGepP8XHjLuI2i/DyLYG6JH4CIDPvSRZ4OacfIhwh2J9ntAsCslyl822MndOKLaCX2D3hYSZjMghtY3oHUtpLz3T9+SNIcDcZT3V2amJ8I738L8+j9nuP1bKG8w0vwI/qSm9TT+Z+P/esqZEGIq8HrxTzet9f5i0jNHa11PCDG6+PcJxf03Ad2O/Withxa3n9DvZPjvJDT34TGK/9qD7Wn8+4gC77sG5TX0s32OAHU1bP4bl/itGAzRkkuEy3agO4pXlU+mtMg5xZhT+YZVF3CulIz2FRnAYivOBGVyqaVonwiUpLAdq03prwy+kH9Up9mfTFCx2Dhzv+dT0Ty+c7c16FHnN6pmvYDpTZujcrNh1/E84wOWpIKr8Ee8xe4HryXNCbNYQq/fCw6EI3yddGnj+5jKJeOs83FvuB9dpjzmZ2MxPx+HOFzkHxMBthsWPyG4yndKpKbHC4+WVoDzHZ+tQLbvkWGYbBcmQ4XDs5aiRdKkVNkKBF+fwM5mrTGmfYbxxDDIy2VTAC749mc29T0X/nUPjH0Zco4SBmbbDu2qNaHT5g1MTcLXpqKVmcK1IsnSYBD7ywXc/+qTtPzxGy796mfiqRY3jnuVe8d/ynwvyZUvfoDT5Wx6PTqMu6ZM4ONB/2J8k+bQrRc1tq1m7pUX0MlXbAl6pK7P4V81ynBPKECBW0DzaBnIy6UURZLXsn13vl02n85GPl6e5JVQOjeYLuWTHjd5krtdj7p9zqP0Ey/Qav0avm/einhaBiInn1dfeYTH7niMwoppZOT4JF9/jla1a3Ln1Im0nruIx595lm4zv+HjIdezK1yOmye8wee9B7GzVBkyf/yC929/kpqHtnOgZk1WtatFw1lbGDruNcYOuYNQTgH55YPU3rSRjXUbYPs+A93PSfm6kNcuHYIrTAK+g7IEqQWQVAph+kgZpdD2Wdq3LS0nLKJS/DDNVq1mcZdziSuPhHAI+BLXg5DUFGKR3bQU6etz0CpBIGgTiSeIqwAEBfXVdraZFYnZQYKxJBu87lzlv8oS2YFv3PMYWOotNhxsC8pl2aGO1LtnObuntqX+0R9JTUlFF/oUfp3A7FdUCxMrTBK0bIyAxI1rXF3kL+P7fokgQCAQwP+NYlkymSQ9PR3f91FKIaWkoKCgxKDzmE9NIBBASsnRLEhLBdsuEhdIJpMMffBjnrt/ONHwbkzT5LaMIK/lJNFak6sUpVJTySnIp3XFANleISsPmzQsBWEMHAkBR1IgHMK+JBAJkm34DCyI8YtnkhUwiUtJzEggfQsZBPI0VlZdEhW2EwnEcQpCuAkTZD6hKPg6zBcHovQtnyDiuUyQggGmpCCmmGQKGjo+mSFJMhlH2xH2xhQPBhTP6gCVZvRGnDsNwzdYm5VNIiMdKyeHeHYNOpyxl8x4hK+tGDro0zcW4gctMS/8jK3vX8qEH3rz0MDpCFNhbEsjHqtG6cYrOBRMUDphkTXgPSrc8jZ7Oqwn1E+iJhwkGRWkNN5LqNdMEjMOklj0EOJtA+OttiDnQhmIfx4maMbQj1i4T1mQ4mP+2Afj1cn471THzcjBbDoJ0zwbKR/BX/4BovkukC1QDX9FrBqHXn0dVrufSDScj9hfE/FrOdAhnEWdsNsvpmi/0wcKEeIo3k+DsTIvA7bBA7sQr+8knjMdaW4gfO88/GffIP5LKUKts1DNS+Nel42uJzG6vYJl3Q+qIsJ7AKHa4lvzEMY9/EF0viaYX5h4HT1IgMVGXI7Xr7hswKJIMtk2t+J4dYoOxHZCuEbRyuJ8AuSDfT3gYMpb8NTrJ5xGr7YRTYuj3hZQGdj5u0VEdQC/A1hjjr/P8hI9KIh48ZiMcRmC7o8krKZo3Qutr0TKyzklZH1M6wu8ZAv+aW2KMS6Mf/U/lVFOxU+OQesamPZVIDeetJfwbkWbr/3Dc5zG/zT8t6ec/RZCiBpAC2AxUF5rvR+g+LVccbfKnJh8ube47VTtvz/Hv4QQvwghfvnvrO85TWb+OVr9Fzx+CoCLLZ/MYjJznjo1mRnuSzY4Jk2KN2xew6eVcPmXVUQsZiNpchIycxWSDdqiFYJpyuUu/UciskvD6GLlsGygrhviUjNEg9+QGYAURBEJCxQyzHTZEUxSpfj9lgMqBoIsKk6Z+S2ZATg3ceI19h2gVq88gcwQDFGpQVMAtg2/jZrKZqTpcvalJy5WZYA92TEe9D1MX7JCBjCfGkXw0s6EzjwD660RiMMHuEJpNmuD1zAo77tc9BsyUwfIMWwaFJOZO7RPhmHSCUkt7TFXSZ6KG0XlmYcPsLh/R86on8L+u4dS+6rrCW7Yx40vT+C2c3rwSW4h0597nANHD3DQcOj74rtEqtdn58ZtXNm5Ny3nrOKxrxYzsW17BilB/cQEBp3bmp+/m8oTjkuZK/tQbftB7pzwDeeOnczYh5+nXNO2/HBrH/rP/YYhc1Yx45Yb6JmSSl7H6vS5qje1fcUAaVJ5/h7a1SqHl1GaVfUb0GRLPvf3Hkjme98zsWwVGnwxi8mmpB4JOpZvzFn3PMHbc5ZSqAWHPZ/1n3zFfsvh3tUrqdqhPhdeNwAsj6GTx5PTvhYTlh4lLxIl2mcb2W2HYnQ7m8WXXcl3nXrRav4yfmzTjo96nsOi2o1Y1b4lt4x6mwWZbXl63CisjLI03ruMKnv2YhxN8uTtjyINh7eH3ohvxcgvZdBo7QrKZx9FKkW+F+SVFnfycp9BGMoi6Ck8P4jSJtpWONIiKE0ieg+z+3Sj9cS5HO1YmYIypWm1YQlHvTwsrWm9cQWG5bO3Yw28kIVTO5UK2w9TWuSRZhhUOJRPXmoK933wEkrH2ZYTIY4kw0ni2UGSOUle1/fTSC4kGLDwcgMEz8unRuBXulZagfVenBWv1+DRUqMoHBYjZ0MQu7+FFgLvzjzsKwUxN44wTDCLivPN4rQywzCIRqMl4gDHcMwE03VdfN8nHo8TCoUQQvD5NxeSl3f8IVRrTTSSxHFiZGXrkrS1MSMHU7p0kYmnYZm8kediWRZZQlAuFCIrESPDsjlSezu2m07z0iGauyYHnDCuZeIpiU0YFbVxHI1d4PFpMMquUJAsz0fgEXBNHnYE0pWYwmXMqkoIoXGn9cfAw7BjNA1biDjsO+rQv3IWxKBwbg/Olz65cYNaR6swMJqgS4pLj8IEo+afTwtD8U5QM2lON3a4CfSK+qxSEvenTCSKSkmXWimptHp/GN/ETAwVpJUFHxYY3BtP4IwZyvrxvfkgpZDhXTdSKJPc/PpQYqkGXtuV5HgGHZ58iPy5PYl8fAVZu5sRufMV1E0dsDbWI3jnhXilh5E18EEKFz7CE6bE4kbGLFuFmtQefd9gAh12YYy/DfP7qVjbqmE1Ohevz2TcXYsR3UthlxKoEX2wne9Q6nOSOg81rzKGvA+59hDCOA/Z8VF8pwX+2FsxD3bBMOtjcYhQ5l6MClURl9VE3VIHsbwz6upMfHsHIjofI3I5xltPQo0GGB93RNXLoOCl6/FeMom8cD7yNhOzVx6hfIPwZok9eRjGNBfjx93IxTch1rTF3HUvcqWBXFUauaocckVF5NJqyI/qorLrIz9vjZjUGW/MjYiXzoTHu2BHd2EGklD7R0TPijjNm0NDG2pKqFMTSgOBHpB+EaQOhuJUZ0+9jp5iY8rjnjLmkt9EM1xge0fwbvrNnT0CciFqwzSOkZmgtx4OlkM//wHQqbjfERJW0TohxHdFZEZUxwxsoci/5RiK63bURrxkI/4dMmOoE/1q/kBmVGW8xEy8xEzQFVDN/uwZKg8jcClmsO0pyQxwmsycxn8JfztCI4SIAnOBp7XWXwohcrTW6b85nq21zhBCfAOM0FovKG6fBdwLnAkEtNZPFbc/DMS01qeUzDidcnYa/wR9lOQVT3KPqfhSnhiuzgAWm4LrlGbe7yLZFyJ5QRvEdIJMaZQQo2eUxQPS5bBpM074jHd9Vv3unEu9BP3MIHspijr9bCV40zd5PuCxNGHRXZ88N/v32Opb1DFcjoQsPE/yiNC8d+dw/JFPAHCplJS/8FJe+3LiScd/nISnLNgYDkPFirBjG120ZKwv6W16TDIFZ3qaLOAADocdg3Nsg/eFSX1fMkn63M1JfBFGvMP5D93I16EI5vo9eBedA78sAiDLc3BswQ1CcGbAoHVaChnZh8nRgqVK0jccoPrk9dh+NkRTqTH8VraPnUr32qk8CtQETM/hNmkywneZdeY5DF/8M0ejaXhD70b0uZRzxzyH+el4Hi902BbxuezFjxAdezBo0vt8v2AG8dfGohBIT3Px43cztnIVOu3aTrWuZ9HvhaeY3O1MJk38iHJA7teLOHJhZ9r4LhuDEcTarXiHHc6e8gk/xXMQN9yILwPog/uYcvdd3PXoU2ytXpdQfj5vXXMBay++gCs/HkfZ3dmUX3OQDivm83PnLtz69su8f92t5CGxpIVGYXgewrRosGk5Gxq34ouLe9Djkx8JxhPoQICAdjCT+bhGBC1M2q2cx08NWuOFogQLBV6ggKAZIIGBDAh21C/PGSv2k7RcTF9iSJ9YQlIu5BI+GmNW367Um70ODYx67R6ufetD6m3aTG4gTCDfIm547FGtqGCuJGRoVEgjXIWtTZKeRyW9n73hqqQUxijUEVZ0aEb5+AFWXN6I5j03kfgsQO6NZVlULZN+jT+CWi6BiRESmwuYeaALvTovxRIWmJT4yAS32+xJLU2VylklqmZCCGzLJnHEwwslSE1NLUk96zlwHvOm9CQej+P7BlonsW2beDxOqVKlShTQjkk7O45mz77q1Ki6gxWWoIWr0UCztDgzjpiUMUI4yXwKbJujKkCul8fT5SGeCLF1Z3VK193EWi0JSBuVTMX0c0niEkTjh00MW5F0JNpSGAfDBCK5XKtMJocsdiNp4Sb46Ai0qWIRFy6mGyDUYSM159RkS0BhWwae5xH3NGErHV/H+CkeZL/rUig9BodNEo6k9AOvEXv9egq1R0SWIlKQ4IAfYvrCVpzZbglfxfO44rvryLngEyrM7Yt39jQOePATCqUdWnsGza0Y2W824OLrfuXLqIV8tzOFA2ZSJzXErzqG2NwY775l+FNSqJzlE3c0PX9txOzNLTn0yEOEgzFcyqGrl8H7WBB4Yjz+QzfgpGQR6reIV65+kutG9ya6uxdOzd3w7jWoHu2RZjPwJyFmrUbnpSMKPMSVccADHLT7M8K6AFlpNrHX2hPs70NQ4t01CPPbidBCwlgfpdog5TJAIqzxJCYNhcMJgrcYiGTxA3PIxOtm40yfQNgfBJkJ3HnXYIkpUNWhcPpeQq2LtqH89BsxDrxFYqJJcGAYyMMzx2B61xXNpRqDMwPsviCXAGAbc3H8rniswqTZn96vDSbhcytwsEiY6/YUeO5E9TA5WKA+0OD3RHIxyjhRnllf2Rzx2UrM2DA0R3H0vRhGG4qUEn6PMGZgDV6yJfyV9I08H9TXJzTFYgcJh8ufYgCg6uM5HyLEJqJGJnGzxp+f4zRO47+A/ysRGiGEBXwBjNdaf1ncfLA41exYnc2xcoe9cIL0RxVg35+0//8S5f66Swma/fMAxf8zaPYnl1L0L8budP5+JG4IBluxGcKpCcI0qahteyVkpomClQnNW27RplhdTzPGTFAZWOeYjPCK3vsUFC2ES8Q2qS+O73NdqIoWlrKew6OuzztKsUtbDEQywzaxgTbFZAaKok5N3SDdXYNoPHgCmRkoDTZYAVZbCYYZLssDSTb/5k/X2XDZLhRl4i4V3CTvOA7+yCe4pPj4JKV4q/uZhIHPpYvz4tgTPvt1AdgogUQMdmzDBqaoGDWmfM2wRk1o9f1qKj71FqWCYSpgMyRYpAjXUoGNLiIzlk34todZ4/js9or8JKL3/4uHlGB9TpwBldK4YOnPUKc+7k87SD//Miooiym+yW1ntKbbt6tpQGmifhoPuDb7I1W4oEcDuvZoz9rWZ3Bgbipf105lRjhKpFJlnh98PeUzz2LCj8uptTvB+7fcxdFgiE3uEcKd2tH28DbuWfITiQoVaT/0Gq6f8A1ml44YO1ZQOXYEZ8QYNrasyOIendjYuh6TnxjFOY3a8cuTb7IptQxXf/0zUx8bRbePJ7NvWx6fXpRJ86/m4n29gOFXXUvK6NEE01OYM2QoZzVqybKeXXDtVIza9fih53nc8MF71FcbiadGGXfPk3zWtT8NZm2m9MZDOGGTBR264Xn/H3vvGWBFse1vP1UddpgIQ845SJKMgChBJAqIksUsiIKKYAARA2BAAQFFMRNEQAkCguSgiGQJkmHIaQITdupQ/X4YDiYM59z73nv+5/J8munuqt67d3dVr1pr/ZZkao8HiMRcdNvBcWyc1Yq4rEyq7v6BHZVq4l4K0XbaahKERZwWRfM8PE8jhwSkJzhdtwhrazTE709ge6vaWAkhkmyH9su+wo3XMXOi3DpvPTHP4/ULL+OaHgUyMonza9z2xQJOFsjHpmrXE2encb56MZ556lWKHDtBGD9tli9D6BpL+3amtLmb6vphZCCGF3IJR2wyfRp+z89xpyR6yCO1Vhka7vuBkhnnKPX9ae578CNa5/uKoc2ep+hdqXS6aSoLtt5O80XfgaZjxgXp0HRnnmfFiRGNWmiazqWMgjiVFPOW9CbzUjzRmIMQgkAgAEJQv8MefD4fOdl5RTc3767ChoW3IoS47MHJe4Zt274iJKDrOv9YiLNtG8+zKFb4ADID6nsamVJyyfPYF07EjAhsK4Tf7yfBttFP+3gmoHNzJI59vhiFix9hb43TxFkGeiwGWog10ofn+hG6ga/HPKKuQEqFDx2jmEuuSMKv+UlzHCo6DrtMPz2LxSNyAiR7Bq5QuN9WY7dPJyISCO2riiMN/G4SoVgIK+ajLhEmLezLo8ThaBZJiVHSOy+lwCUfmtKJZkXIWXsrSQmXGNB0FfuPFOPBQV+QPGY0CUGLsbfM5/O0AvRK9LiYmUsr6SdDF9iej3kPnqDt0VKsCIXZ2XUJiV22cyIGVryPoaV3IZq8iLEilxIBh0vFPObGDjD3tnn475yJL2k25R+/gUKXHOTpSngdekDjNPTBCm1PgEf0wphzR5K7vgHmpL44Jc6i9z4KFd5AvbAdd6uDSwbOdTnYyy3sGQr3KQ3WNcYrl0ZsXRP8d0eAKGbWFpw2c4lODRO7QwG5SLmG8PfFgUtIrzK+Ltn4Hvdht0jBqX+W0PI0PPEs5uhjeAiUPID67jiaNhIldxA72YpA9ax/iDyiXZqCePNGknttxnSnAoXxQnmvIa5/OxT7CSO49IoxA2C5eUn3f2XMUAzcpj2A85cbAmNz0G6/GekMB7cjZmBPnjEDoC1HxT2Ed39xTOcErrsQSEBM3wlRcOR4XDkNTauD7tsK8veSzRDGiZXnL40ZuGLMeKohTmQXrvUmweBfFOqU+9H9DdB8dxHTb/vrc/y3YmJqX2Bo7/4Pn/ca/yn8HVEAAXxKngDA47/YPhZI/4UoQH7P854SQrQHHuVnUYCJnuc1uCwKsA2uZPptJ08UIOOPzv2/7aF5H5sH+XsKXF+bLu2sv7cKf43/Hn6bD9PMU4xRDkFghNCZLCSWMJmFYgzO75ztuzSHmr8RBJjvmpxTFje5HveZgk0yzyA76Rh86yn6Gy4rdcFTymPRbzw8O3Qfdzk2y0w4G40xQvoY72m8IlymXU5sXOV5tBSCNkiWoaiGYu9lY3AwHuMQmMC3RpR5rk513UPDo6f1c62YkkAXCRMvn1+fNQ+n5+04vR9En/k+XVF8iaQKigtIMoDJGjx62fGy344wtFUnFq3LU7cRK/dx9paaFPFsFllROsYloqZ/g698JVps38g3Qx6gdE4WuxyD5rrDOTxetRV7JMzSJF9rkm6BIBcqVaVll25sb9yEcCBIxR+3UObbNXzT7QFUOEz5+7uxd/Q4rKT8rB9wFw2iPxffmx/TOCg9PnruJaa+/zotRr6B+9ivVzKP+/10tKLMwKThyv1sv7ksVaVgqxfl/A3tafvMc2ilyyMS4ikxfzYpwseypx/CiukEEaQWSqbHF/OIqHhCwQRyczNwV3+Ne1d/VJxGarkSvPzoozw18xMGjZnE+yMeodK3P1H68HFOVyjFrB7defOJJ0hPLMiR0kVwkwsSd/Y0OfkKYsSZREK53Pzkw6wZ/xHCc9A8hzjLR+eaM5l+qCfS8yEFiIDCuxjDCpjECUmuDnd/+Rlf3nYXrqcIE6NgOEJGSgDXMojXHXLDUCbrPI23buDzTu0wIz4cGcQMWMSiCiFtmm7ZxltPP0GjJZtRCRauG0TFohjSoEjWOc4XKEoMnQdnT2VV/eacq1gKK+Ly5Ltv8eZjT6A8H4ealKfud99zuFI1yu4+x6DQi6xI6ciX17UiX8xk3tK2dCm4lrOWImFHAlaTOAb+OIBp1Z/Fsmyy40uzdE5rureZij8xmahlY2Jj2zZ33rmQLyb0xFde4TgOrqu4a9hMPnm5O57nERcXh1IKpRSmaRIKhfD5fIRCIQyjEEqlYxh547HP5+NVEWNwTBCLxdh/qAorap/gOc0gXSn8eSt/GHFBClQ/Tt+Oswm81p+XQvmxrQxGpmiMztW5vaDiu8zi1H50Ij8+PpZoox34LRd5x1yY2QMlXFwzhvz0YUTLtaiiqVhBgfAEKtskLuwnVDSXoCMQ2aB8OtIfwY15eKaBTZQe22vxWZ3tBI5VxFfoCNm1j+DfWwmpDBQxIj4NI+pgBoLcnBNhiXDxmzo6OoszIsz2B3jFViRLi6Rkk3kXdWra2RRJ0qmua3hr2jKo2RqG7q3C/koHOHuhEM1mP4SsspuxZhpzWq5mRbzEzArjHm+CLL0Hz7VwC7r4S0Xxjscz9rzLG3EmJdc3ZlvlVOrGn8NyI+w64Of1/TZP3m6hn0mCzmnI1u+itvdnyZsBotUC9PiiJrldv+N+ofP5vsZQ6hie38V2s/EWdEN7/T1i3yRgjBqD3FQVzVqMV2EtqthOVJYOMj9y5wUMuZCcjffjvzkNe0NRAu5FnEa/rzGmq4FoyY8Qu+TPe+lvFcV7vAJah1IgGyDMBsSGfg1NvsV85HliT07C90h+lLcTSL88axQlvDUNf8N2SHfhVWaVq2RbtpCwV12xX67g9EYfvxFn6O8riQnzBCo2FCkOItyhqF+ohWm+rUj3CMpdhOvN+F3bq6FHz+L4i6LcdihrAlL/AGlM4M9DySoAh/9W/3+fisChPz8kWcKlnydJQ3sOKVoRczoAfyzAcI3/O/yPiwIIIZoCG4Dd/Cw3MYy8PJo5QCngBHCn53kZlw2gyUAb8uQ47vU8b+vlvu673BbyQtc+/rNz/28bNP8snaXHAvXf9tv8R3Mp5pHsEyzw+3ggGuMpqdNOSmYpxXjl8Feph6kBizIR8y+O+nu09iTLhaIYsNDTKQvsVVGe1iSb/sDz9LJrM0LLe7kq7sGSmEpX+gwAACAASURBVEeOgD6G4B5P8oQreUR3mHm5+RGfjhYWlNHyYqir4fG2cnhHarwqoLknmesZXJAeD3rOlfJo+6VNFfVro3qeqehhSdYYUS54Pk4Kh15CMSKm86juUuPGthzeuIZy8SmQcfFXbYusOci+NqXJF/u5IGdp0yS1ag2ObtpK+cDP929JYLkGOUaMBlEfo0uXZ2r6BY5P+IAyRYujP9Cdw2dPA0Hsxdsxf0ymRMMM0obeS+TIflTfAXg9HqBidgb7TR3p98Ocaehzp8PZU/TH4T4fNIjpeBWuwytVFrn1W/Kt2UZm55Zw8jiqQzfk4jkAyNcnod6bSKUSZVnx/RoSdUF2OAuvQAUOJCRT88whqsUs9mkaBed8jeVPoHj7xoRXHyD34A4KffEZlbr0ZF+N+qSnxFP03AUyK5djX/0KVN1wCN222dKgNHV3nMDFoPrunRwtXoJn3n2TXgtnUnbLYYplZjLr/k4sbNWNY0VSWN6+K2HNIZDp0n3lXD7u8hD68i/RW9/JkQbJlN5ykTuWzOR8NIkTdcrjLvNTttFpKp/YTkTlI2r6+LhDL16qOpopG/qSk1KY6od3s7VMdUZNeYXXh4wgmutwsFVlrtt8CNswOFOxGIV3n6L6vp2crlyRTkvmU+6nQzw7ZBRBM4zmSizDjx512HJrXWov2cyYCU/z9NNv4cvMhIJxiAjEtAiGlsDOG8qzskVHxvZ7iPQipVhYuyNtd60gO1aOUKMLHM5Xm2OLy1FanSZx4QniExT3N/mM5489QYnrohQWGQg81EsusWc8hHKQWxXHrdKUaHSCet1+YO9XNxG1YleKbJ46nY/ixTLQdR3LsrAdFylASklcXBxCCHJycpFCkJ6RQL58WRiGifciyBeCQJhT50tQKvEUZ02FyEwk6D9HIJBAMOjjUDRECc/gcNSljG4Tcl2kLE2V9qs5sKo60WiU1j905tAtK8iI2BSPMxBnCkPyOawCGmSa2HFp5A8lkROnUJqN5kQJCB+5uYkY8VHScxziCmqk5Ar2pccoXNTF03x4hoGeGybR8XPJbyMiMZSRQPzJFFTZTEzp0GVBG2Z0+QL5VRvMFluwU0vglTkKr4/AGzoCEh2MXIPCO2tyvFAugXLHKW+5rMiyiU9M5FwkSj5DQ4XCDPiyP63ufJ8ngvFM21qXHgeqcrHHR8wRLvqCDrxx5zLSv+rF7W2mMx9JllUIKTKwT5WAES34+MOPeVJqXFrXBtXjGxIPRUgv4iefY3Fpdx30pj+SLwRZC9oR98yLhLgFKarDG5mQlIIcPoGiWoyji9viq9cTVfxHwitWUWakw4V9CufZFGT37cjksti9fcRPWEGsaFP053uhPfUcqtgFwgeDaN26I1fdg9vtW4xPnsJaMwC9+/t4C7vg7qqNV+YkYvAr+HZ8hKZakq33Jl8sm+yZ9xF31z0obRWO9muNIdtLI16PktunMsanVy+8CWDH7ccI/doj4q02ES1+YyhE9kGgKsYGiX1j3uuQUiMxVW+s9Q2RLX4WbZXavSBroezHuToJaIzHNDuSm/sFnnsjmu9uhNxx1aPNSCpWoMwffodfoc0Ct+cf7rasdzDNAX+4/59Br9sB7cdXiDmt+L219/eQsQMoX+V/vqEogZQNEVoHhGyME/0X+rjG/xr/6ypn/5P8v2bQwB+raP2nstGnaBz7+aV/s2vQQPs58fGoo1FOv0pOxmW66RpznD/e/0uelDZ3SYdHXB/feZJk4FXNoIkQfKJc3lPuP7Xu86wyeEX+seTkUk2jrfv7z1YWxXkko9Hp6wmaCJczKG5Riuc9hxxgmNRZLyRjlMawX6ihPY9DhqPzSlBjV9SllKMzUVPcqTuUDvgpHM6bQHsoSbx0eEC5tJbGFU2emySMcg32CY8mKkp7qf9OJAfyQib3xSlGlK1BdiibZy+dwb4Q4noj73mqqPK013sZklauIv2uh0gcMJjsEU/gduuN9lAfACoLwYHLY0Q8f72udl4XlHM8GkrFapV3X5z3wtQVQR5WA7jdP5EBJLL2kZmIzjcx66Wu7F6/ift0h5cS8vF92kXCX++g+Ptv8PXKxSRNX46c8CLipx3Yffshe9+LPyGe+JHPsGveXDrUrsu2VyZRK/Mkh+KK0rhLEzau3MU3vW6mycIdvNqiEg+dTUOTcMvC5dyzcA4Pvj+ZLprBsaGjqJDiZ12Xe3AdC7dfHwrXqoV998OkJSRR8tJp1ja7hQo7DhPRFMm2iRVLxzBMIkYiuuZQe9duPni6K3VXHsIfinDJryG0IKXPpHKyYAmUCzMfu4d7J0/BELD61lbUWbYW/WUT9XKM604f53hiSXTDj4OL1lUw4oaRDBv2AkYYKp04yOFalZna/wEcw0eft8dzvlQFyh06ghuL53C9MjRat5GMlCSEY2BZDkEpeeu5x3lo1GRK5F7kWKGCVN93iGV9WlPp+4NYTgCfCTE9lwKXXLICflzdh217GCpMVtv8hLMkqxvczqNj3mKgeItCpzMZM3Yo39ZojdE3i3hN4Gke++ZWpnqPo7jPZhMZrrGyQDfaZn2BEOJysUw/XR+ZS5UKW3l1yNjLif5BwuEQhmEgpUSIvDo1mpbn4c5bE8ub7BITE4lEItgTFaK/wh/058kxx3x8pYfp5fOxJJxLMzdPAlpIjVg0T1HtxKXi5F6Ip1ixnRg6BP2FqBJvUWXMSxxb1Jbv5l9H9TI6Fhq+kCLb0zGCESwPvLvmorWbQ6TTbIIySER5GHEOZpqPSIEYppCYtXcQ+rE2wZhNrt/Ey/bh31+JQL29ZAsPPc2HE5/LsTSLykWCRJSNjonsM4uMt7tROMlHxIsSbHwY2f4TYk++iDCT2REKUydJ4OpRZKMdxGZ2RwsFWVjiJzr5bepois0xP1IovnU8aqNzIVSQZN9ZDro2t3Y4gNpeg5CQVMzSiHbYwJbZ9Ukp5OIPJVJvYzV+uGkXdafVYUf/ncRSFb7UiqSMfo2z791H8umKhAqnYYy/j9iSM7y2cRK3nrO5Z34Vtg45RlK9cdy24UVmny+B6rAMEPhcF4MI0tNoddNyMiLr2TBnLgIHWb88C94y6dR3H/YXFZD3fgnj2sH1OSjlon12B+K2eYhbhxJZ+TzBtkfxImUQt76Lun84ottJ5JZEVP1s8IOqrCN/dIiwj0RMbMpfGX+iM3z4+8TI0xs6fWV7xDlCnN6bWL8dGFM6Af5fFeLU4u/CbTcT5uQZKdp3+XHrrkLqW1H6gwAo31Z84UxsrTtquUK2voSUHRD6YFyrBfIOHTk4DufuHDgUwLVex1PXo5t3gTz6FyPnz0h6YGhjiLnlrmyznAxMPf/f7uO/Cymux9BnYjv3oLwtSOckSv+zYqJBkKXQtD5IrR8g8DiLF/wOL2sRyt0MXPyT9tf4v8Q1g+Z/kUPEqIjvL4+rL2HLNen0fwm3e1+cwc+iv/Qs2pIF/1IfBYAPtDyz8gHXT9rl7UctH5N0xVk9Sh18tJOSKcrlY+Ve1SP0vLJ5SRoM9iTjxK9/0EcVTJZQQsCp3zxC3TzJnN8cnyog5pk8iMMuFJ+bGoMcl4MqL5f0JQkDDJ1j4TBjhc5LpkYv1+OkgtmWRyV0TukexUWEwjLvHgwCG5TNa1JjDhLxbSpe0zIADFcOg0QQIRQPYDE+IigfECwRDm0b3owezmX7Tz8wVWlsRzLLtImzPAqpy5LT0maQ8DPQCFPOTiL/rgMEq129INxF3U9BJ+96d5fQ/3Kh1H7+IAcvZXHQ74BjYDouQTdACS12JUDikF/wnT/Iu298wtZKVXBLF4fUg5CUjJGbTcODe9l/3Q3EvARCtkGHadPZdE9ztjepwsvPT2R22zvI3ruT3Mq1CDSrSJV3PiZYphx9Z37CjNt6488J88ON9THSQ5xqUJJdtevTasFaesz9jAW334n3YB+yX3uXbwb14pmBL9HtpUEMe28mKYFEwkWKk6s5HGpYlcrLd/L4pxOYcteDqPgUbl25lAIZF/j09rsxnTA3bNvG5jp1iPkkZU6c4kjJyggrhl86ZBsSFdNodeAH1tZoggjYTL//fnqP+4hiOdnons2jU95iyLDhQBy630L+6Ee7LoRP+Il4Ck038YRNfE4udjCOvbUr0fH7L2n/ySIm9htO1IqhfJIiFy/h+gzSCwWIPxMhGhek7frVfNWuJXFZiogh6bBuOYtataBoTozzCUHymRcY1/9pUsuW480BQ0i8FGLopXFMKPok29Zej/G0otKqbXgFfGyrX4W4ALz6eGP6tNjPnOSG3B3dRUE9ByEEG73rqJOzHT2o48U8LCy0bJOCLU9yYmMxcgP5KekLY1kWmqZh2/aV5H7P87AsC5GroeeTxBwHc0UAo6NHOBzm2MmyVK14lnAkgs80MQwfkdwInnTzQtPCYYKBAGu3NGHgsFd4f0lLykmNODNK+tkgZ8+UonXT3agqZ/huThOuK3+K9v2/ZPOM29CjcbxtO/SP97B00AwLN+pDzr0d2XUaeEH09otxV7fDDEdx8WPvaIRRezvqZBmiFfdjRDUQfjxpYU4dQOj+d0mQUXJ1jaDSiWguuDooG6PTKgrMbU7A9XNyeTvE7d+gnn4d1XsqxppWeIPG4QjQ99TALXuE5ZZDpyIWceuasbX8SqoW1UlNEzx5pibTq+7mxrDHnFyLWL5k0tIyWbzgIb7o9hlfubnc+OGbnHhyGONdST5lcptrUTe/4vNzLudOVie7WCr3xcWjBbJQoQB2p1X4FtRDDHIwtzg4dkViP6RhtA+RZJWk1vpzrD5ehrkpJ+mcoii4sj3Zo7dhj0sn8HwV7ElZePEn0dvmIMOd6LZzNZ9vyoEfgbfBNPZiadVgrA9iOgwpChwGE5y1Er3xbybPUhJOqLwQpuEK9VQt8GxifInP3w7VTkOfl0OeAIFLXiCJQtUAudvhH4EllrUZVyYR0MtCLYk62Q+ZMSVvJI19hCabEnFcNPM8hngM2t2HWvYgWunNiEqpuK89gAoLxKQoLIz9wcplETT3KYTXEU8swtVe5Gr5LlL2QqnPrjqeXp0qaNyFy3AAlOqMlH93fkxCykYIrQVCNgdRELzTeGojOu1w3HdxfyMv/XsKY2h7EfIwlt2dvFLR17jGf41rBs01/u34yae4LvavKSOUAN7TXUoIj36uxqZ/ImRPNWqK/db7aDM+ptaUcex1fh9v/Q86KI2BjsatpkV1qZBKsAtBE6F4W4sxV+mM/kVo1wVdp5DjkOm45Lssv1wYeFEz6IxgrOfyhXKvDOt5QTC/5xUcunoalYTgmKlT1nLYKBSNvT++Xv3QGIrGBhQ3CosKnuS8tCisTMSnM0hat5bvZ89gVtEy1Dl2kHGOw9uugwm4yk9RT/CW5vKZDs1Q9FcuLaTBbi1GaTfPGPpHBPTSYkWJ5FiY+fLRa+BAoo1uwE5IhKxLfNPvTn7QfEyMeWw8vY+uMZ0db32MNvD+333mpUCK4dDAzstJaiNNluVLgPR0minFUXmIb+yyvKFpVDQVEx0D7YOFzOrfmVten0FscO8rfUU2pRJoVAbpr8ZrPZowNCcHd8SbNK5ZjNPfH6fMns28MPRe3mjenNUTpvJTtTK8MXAoH/Z8hGpT3mTPoOe4fdIsvqh9O7Ke5PGZk3h/zzYSR71KekpRFnVrQf0922k99E2eXrKEI5Uq83rPHmRWqEKPRXNZWKclWaVKQSiXFts2sKPBDeSaiYSTdJIu5PDR4B70+nQxX7dpzC1fb6T+jm3s1H14FctS7NBR0itW55IpKRy5QHqgEP5YlBqpe5jWtxu11x3C9UP7rxei/AEyE/JzvGRh0osUJXrJxQ3Gs711dYYPf5PFHVsTHK8wB0WxPEFMc1je8Q5az1mE5lgYpg/HUvj8EMyIsabb9bT+fAcX8sehKYkdc2ix/VtWtmhJQrbNvoZlKPXDaUTQpdjJk6SVKorjOizr1IV2sxbjk4KHpo8luWeUj870YuGbfaiwey+RQibWUR9+z+F8nSRKnjzHyfeqUdA8zYKLN3Nb2c2sDTahRWgJluvi322SYRQhX40zeJ7HQm6hi74Orcclpn7Zn/yxLDqphfh8PqYvaEGP9t+QkxNPUlIET5rY0ZwrxTGRSTjkotkO8YnxZKQGuODGUa7UWaywwBf0yM0NsdHnp4Xw8rw7Ip4yt23g0JfN0CRkxmw2xjn09NtMshxucX3kppekWcWT7L1oc9KJ0WbtPUSbzycw+1FyH3s77/rGNBxfBPHpPTi9PyNouchN7bCkDU1WwOiXUQMmIrusJ7alMjK1HFrnObjfNuNu4TENA7QISIMql+I4FJeBNPxElI1mm7g2xAVj3O44zPUbaKEAnWyLL73CcMFFlTlGs08fZuPdnxFLyEaPmQhT0aLfVNYlR7BHDeTlXJPxQycx441BdGx0FHNdadIMk6NC0CgYo4wweSyqmBz1GKJi9I4ziHd1Hll3E3N9azjSwmJ7mssw4WNP00Hk5DQgpVxJji++A0MPEax1mNA3NfB23gQ1f8D44HG8c/HY7w9GCQ9H9wiUS2TcvDM8dZ1L6Ph1BO6Zh3e20q/GB3OpidXWovkNBt+MjsNscYnIGh2zyXYmrK7Hk23yljhcZy9C74uruqHNWoraXxl3tw/ReBn6R7noP3VEyffyxgl2EKD2H46jALFNiQQ+iyHu8uH2D6OeDiJq6njf1MQ9vAVt8XjiLt5KrEk75No5eGPrYDeNQ9bsiN6rCKHZwwh4DyKC43Gjv60yUQCuLJf9BlEUvEzylqsSgHxICgPFEZQFUREhK4JWCiGDgECplXhqEUqtB3WS3+bF+LSDxNxfXtc/85mbmNpneOzEdkddZX8cuvYiUrbBcYei1NI/vY7S2YbS6/56m9sF3RmJJ1Jx9MF4f9MLZb0axHzmX61nc43/JK4ZNNf4f4Y/esn/V7lbV8x2JA9rikFSMVVJ3nQlKz2XZuL3ggwfuSb3aXmTgipdjoc69ODr/HGcGf8KzXKzWf8nymwmMEPTqWPl8pgwWCI1npQ2jwmHB5SP5ZcNEpOrp2NWQnEQyduGxkjbZYxm0EgITAF1bCvvusTHQ6ky0PAGaNwUUb0GZiCAlZaGt2snd69bTa09uxh8+ixi5U94TctwyKdTMfaz4dYeyUxPZy0eN0RDFN28Bf8tzdmlbALCo/gvIupmCofens5CZdOpw52Yg4ejSpSm4rFD9J7xAam7djJn9w6yAdn7bvLP/JQ0oIl3P9+JDwEoTd7aXGcp6SSjnKjbiJE/bKevrvhRSX5U0BOHWVep6zTBtOmjuxTQC1Ny8uccq1OX5IwLqOT8tFq9kmJLvmTTgIeZfndf/BlpHBUeO3o/TKkjRxj0xkjibmrMjzp0r3o9VRu3YsrtPZlwWwsejmVRfPsRXnj2YR4dPw3lubRZtITUZx5i3+mzeDkOpU/n4gQFNae/T/2fdqKXLU1ipsfgSRN5+rUxvPboMIYMe52+6z6l0vatvDDmNcaOeIFsRxHwwNVcYiEPqWuUP3eCI0VLEFAmYb8iKSsHPZRFTsECxMwgriUwdYekzAzSCxYk3grz4EeTmdx7CP5QiEhKAtKz8esea9rcSutpn3MpriBZtfOjRT2K7MrCSwwjbQNch5BP56dK13OoQXG6TVtGzAlRgBySz0TwXEVq+fI4jkC4AqSFPxYl4vcTF1ZMGXI3LbdspOL6n7DidDQRwHZzMF0T1wThuMSEh4lOvmiE5YNu5KGBH9Hpq/k89PBUyhc6TzimOJtTCl2PY+SnjzOl3cOcTSxEw3U/sGlkU2RnD3k6xpG3qvBjp9p0njufLFdSIChwXId3vn+Y28osoWjBI0gpWbmhGS1rrcFXIEBOjoff75ApBb5QCZKD54m6UYSQCAGRqKR5ksmONBcr0cCysvAHgoRyIyQnx7Pi+3rUqXqIsxeTKFtsP0q5SNMkaJgsWl+PapV2ciJfjAaeRUrLo3TbUpbRWXDCVZxJCjIlYDEyZpKTG+F2Jx69RBT6zkW+2wfNVsT8ITTThxV18PY1Jr7SD4RMk4SKu3EP1CAUzCEhtQJOqZNQ4wj2/Oa4xS7im/gI3QaNY5Ym0IQkZjsEW/4Ea2oSFgJNt/ETJurF4+Dgz0hB950nVv8gals95INTMB+fQLT6doI3H8O6dxT9chMYcd9EyhSJEnZhw8UEbkq08O+ryokSB3hBxTFCjxBJd6hwpBVj6q+laiyeu+MvkTTxaZY8/hZNVrRhbNMveKCIj6PnPRonQq6n4S6+E9VqNg4aNe5czZuTm9NOJSJbn8ZdL7EKJBNYn4k6VAB36ssYOf0B+OJtg07t46gzKYetXQ0MlULUNUg+UoZwtR9xzkfw35bnyohYOwkEr2ffsiAVWmzH+K2Kl1cJxEEiawS+Ph6qtY7bpgxekZOI0zG0xSBTk5B3OHiNdDynGPrZY4hyPqJCQ06Por0Vhgl+KGii5o7C99RYvC6z8M78iEYF3Pw1cLMq8I+ZyTQuEO5bEv3DPIESZbyKtJ/59edKBqeFhtu7HqrkT8htUYxPXeRO9S/Fl+vGZhy7wT/f8BcY2rsICmO53fnHDKTJvmjaMFz1Ea77V0IBP2PbwwiQglRtcPW3cLVp/OqLqXtB/mm68+8pLOH8fyVMpTDKexTldUWIDWii33+hr2v8u3LNoLnGvyUDdY9Jzr+HIMJvjYxG0uMdzeU0kvs0PxelAboGgQCYfmTAD4lJkJDAqNRUREoKwyZO5fPHBzCzVk2WNrsZEYyDuDiIi+fmnTtZ27gxaBogAA9cFywLLIvS507z5stPgeMw4eYOrC9SDO/COcjKwsvJhrQ0CIX44NgRDiJYaWhstR1wXHBseHIUTB5N8ZwsRmgGXaTgddflbeXSzIV0Adsu22IveRoxw2O0kzd5nIzEKBn4fVhkss9H9sbNqK6dSUw9xve6oKDnUMi9bAiaflTDG3EeGU5CsVK0mz+bZz5/j4ZnUwEwVv9AsEARBk6ZzBHPZUbxUtSqWYsdRUqhA86FsxgVK2LM/AinSnVEuYqQlYn6ZhF0HEq+ZROpVKMR4x/rzBcRxThX4Ow6xOSbb6D72bNcL1zOJyTRbtRkVrRsSdFD+whoOmNeHYM6s5tXX57Kqj4tiQloNm4Gezp2ROvTHd+sL3BOpZPk6PzUsgKPjf2UPUUlZ18YTfyH85nf6VYaL1pFpFA+/ELD1k1K79lJyUsXabj3R3q9M46E9CyO1KhDp6+WcqpcUaodPEXnWTPYV6EGp4rno+iFLCaPGML1X2/CNBX1t2/g26q1UEENhWR/83rUW74TB4GmFC03LmFW/3tI3nOOeNtk7IjBDH5pLLmaTaJfEgxdIsdMQhgSN1NR8cwpSqSnsvLGlniui0+BbToQ01jfoQXBWCaN1/3EM88/w+gKL+F2l7TYtIy1N7bDs2MIf4CYBbodxfUbGFKhwoKv+neh08fz8SuBLcE1NGRU8tykYbzcbxSVTu7kULkq6GGNBQO6sfSmBnza/wEKHTjN4bLXkRK5yE/31qPNjKUsmd6Z9Gawp2BdZnS8n9xN8czL7E56KD9zPuvCfRnjSFudTKF+IeJ75iczM5dgfADRKp31c9tTzf2RpWva07nrQmQkHU3TME0/L48fzvDHXkRKDcexEcpAGnkFNy9FLZJ8Bg1uX8J3PVoy43aDvh6EYzrHThaheuXToGmUNvwcj4bolBhlzA/1Sa+5l1f6zWLm2D7kDwgQNoXrpNKx02csLHaR7Eff4c1INsPjJaU0xYtZsG7v9Syud4Bz8RpJXT8j9kFn7OYHcLZdj5ETwxI2uuEjsLc2Tv29xLID+PzZOMJAyTBKlyRnRAnFx6GWtYY6WzFGvkGBLTU5v6UeFh4iJxnyZRGMCZy2K4h93RRpSrSYBoaL8mx0Nw4raEOmATtuIKHCNqKFc5DKoLw/THhfVU4t6oK/z3TCrw/FN34EyvWYvbABy1qu5ZOg5APPz1dejDkxP9MjWZQ6XYVxRXJ5VZ6lfDCem88XYNsjMxn9bg8mVUxnbabkMdPi63c6oc98E+vxO+hY3M9N+8ow7N0gljUI07oFtcQlUCoH66aDMKYMdlOJUmG8Cx5EBHJ/MbRixYj7sTm5UzIhNIgVH7bgphZp6LMk5vMubgMN7bAHD/nxWhsEfmhA9PVVWDOT0Fo1xtaH4FEKkkIYi1vgiwfnwU4Ym7rhFSlIrPlo7K6b0Q/ejN1oAzLpLNp3jdCbfY+oaUFJiC1LRH4Uxm2p4SWBtroZchboaavwHiiIUTk/6u6quJ1uQv+qGoKiePgRXhCPJbh6JXCGAkeQ90dx3+uG0PPk8aU7EaUNujKuqmISeebXL+6+4H5i4atJLv89NNkXXT6GiuZHBLLwvM3YzhC4kklZFK7Ixvwa6b2ObjUHkYmjD0bJPb/Ym/iLPv4uf+KF+lNM5JTW2P2GARpCjkeygN9agNFpJfD3PXXVHq7xn881g+bfjM3EaPA38mr+r/GDozFO85gt/n2Sif7Im2ICOr/2JpUC2knF05riMyWoq0GbP5HlHle1Mo98shB93Bj6zJ5GH02y0fMYrTwuBgwKRvJcJTVRpCJ/nlbenEbJ4Q8x3b7EUQSDXN+VIILWLgz0e9QLmxQ18tqfkhZDHD+fyz+/rpMMDc92qa+Z5AKvuA6rUb/zmmXFBM9qFu/oBnLJN7z32KPIn44x3HTYqAtuzF+Yw19vIVCvJFl+RaWo5DygPfM8R0Y9T5kCBXFWb2d1l1tofufdGG+MgPh4xMZDGPEmngM1tmxnZ/2qGAtWsnPsUEqEztPzkZd5ePp0Fp47TAvXpc+2o2zv0pb+Q5/l6OP3M9XUSUopgD/o4+nnx7Gwb1viN55DZJ3hoc3f8WHPBxDnTnHLnh954uNxtJu5FE+6zG3SiAenLcQtVJDe8z/n4669kzFgXAAAIABJREFUCYRDpAUCxHkeN2/+lp3X10dlZDD//o5MevIllrVsTUy5uKYfPe0iSUY+Fvdswrs9H2Pxne25d+r7PP/kMHTiCbgKGcqh0/K5rGt5C2klCxDOieOeRe8xo0sflBuHz1MEs9IonXaBzx7rS/VvtqHpEQwhiNkGpq1Rb/s6soLx7K9ZA+GBLT3kJcE3D7en7UeL8Bkupge5QkcJjWBODukpSQRyXbyAhv/DCO/seID73pqBHtUpdfEoo58fRLUjh6n+/Q483Y9uW1Tfd5gdpSpjBi1c4YALE0cMYfTQ5zEzIpwoXhjDCFDi4lFmDenBxK6P8PLwoTRbuJPdT9Wj0cKtrExtyUv5X+Cpoc9x5tWa7J1eir6LZ/Fps+7c2W85T597jjd9TyJ2gnGLjyPh/NhHs1EJ8RTKcDlRujCV/Dsx0pIQxSJXcmcclUAs5iFQBANh3jlxI52Dxyn54jHGHnqO/gvepmCK4qvxdekYt46cHi5CmHS75yv63vsOHVst49TJqlSocJTIqVwKXWeTdiEfysklIT6Bea7Fa/P6cqj3Z7x9zsdjN23DXXcj5sjxlHmvG3tikkOhAGO8RMolXOSdXMEPTpiSJYLEXI/EWkeIbq+Mbbsw4z5k97mouCz8loZT+xjldxTmgKahD/kAvf0y7BvnYsogoTgdYh66EcJn+CAH1MnSRCumYgoLL9fADUo0N4KSOi4SX4ZJ9GwNvOpbOJLuUTU5HsPJIip1gk6AmD+E5fkBha6DuHElclUTCCbCPR9T6a1e7DUVxUJ+ykwcwuanX6CPo/GZdDB1P/ht3gn56KwMiro2H6+5Feu6VfQpFuH7HNi2pT0Z+ysz6vHxVDqTwu7i6SS0Wop+9HoiNy7Ffbk3vvdexGr0PGwfQeC+ScS0APbo4bjrOyKLfgPNT2DUf43kmn7SBnyK81E3gg1txO2liPQqQsVqRzn6dTJiSn98n48j+k43nAq78DpvQqRpiASBz5N4MQ9Z9xd5J6oPyDxZY41U7Kdq4NwA7thpBDZ2QdoHUUYDuFIKGXjIB3sUbLTRP5M4vXx49w1Gft0Gp9ZLuLdsQtXX8RIE4qzCK6nw3RUmemA3wWhV8mRVLvBLXHswmjEOvOogfjYUop8n4u/x54aClA3QtY+QFMKym6PY+8fHqgbo9hQghmM8DzIRqIcQ1yMoAfhRXgEES/DYimITeX7zDP6uV+bPiUPRE6UGIMhEk88AW/7JPv7/kIq+xn8K3wiTWz3rmkFzjX9fumkw5yqCZQM0g/aaRkkEYWCH57LGVexQiuOovxyCPzUd7rZ+H8L0r7DfjFLF+vmeKg8cufx3M6WorOt8qRQZQEGursfiB77WJF8qxduXH59ReMwRgg90h4ueYJaj8Y/KAuM9hyeEDoYJk+egPn4D+413kKuXY4walufZAVIjHmUCf/xsj3R1dhpRRkubV5XBDJV3TRKAnD9slcdJQ1De9v7WdNdcSF7TdJps3k3n9atY0KoTSs/zLMRHYyRlZ+FZFsnhMHGhEJ6us+f6BgjlkSsFwVAGvaZMJiNmUSycS3xiPvZUvI7XJo/mdKGCPGi/z9F3ExD9exC9lAmFCmNOeI8KGRl8+cSjJJ0+zqCePZg/ZjIljxwjpCdwNqUQ5c8e41KBIG+MHM5PFaoy6ZGBOJWLIqvXplfDZrzw5Sd0+2gxO2tUodKBQ4xofyO9vt9LARXPoZZVKLLtKMGMi8S+XUOs1R30Wv0Fn9dvTkIwQLhIPMknzpFZsCApmZmEdgV5a8VTDBo9hbjz6ZwrWRhHxXjruSd55oXx5A9fpPyew3zWfwB11q+l+olUnpwyiu6TF2EFHFZ3akuzuUtwhY4uowxc9T45F+OY2v0BNtx+M+0Xf00o04dI0PA8D+G5CCUplH2BtGA+ZIJB4oUwLTYupcSpI4zv9TRuUojClk1E5WfoG8N57emXsU9IBi56g8kP90MzTaIG+MI+YqZDvgu5jBo3mPXNmrGuWms0X4CTRfORIDyKpB4kI6Ug6cJElxpBN8qXPdsTTcjHT1Vq8ezAUZzJLYqpQVZLE3elQ5vkNSw6dwvBSIAzz+UjcUIWwfoXSdybj0C9NDQjROrmqpSYdJIPE++iVeulFHr8HGJOEnWDUbbm6Mw41pV7EpaRHpXEFTQRnOLJsW+wY/sNzJ3SmWKbQpidDO595iUaXLeTu+77kqBQRMIhBIK4+HjsiOS8tHH9ggmjXsaIRhj90mucSC3ODeX2kNhgL8vm38GJI4k0bbgLV2ikni9J2ulSdGm5gqfTE5j9wEJSZ7YndO9X9Bn6FJ/X2YVyASuBY5npVCqcgG66REIG2sg38V4YhItA4GJPGEX8PVOwiqRhhRSGT0P3hxFbGqCCWYQrnyToc/AyDFRQoaIu7K3DnjIbqZ1P4H4yAJp+h9N7Lr4WXyNjAby3BjAlx6SvpvAluuifd8W6dR7Sn4R30cQulEXc6JHkDh9JLeXyZK6fBVLxTaFM3FyDqCk5maNT1imAllqMgjW38HnY5KYEj5Zhi+WmwTOvDmXm4Pc4ptl8LjwGah5+T3C9Y3Hi7bYs7b6Fo1Gbu0tkcHLx9QSSUvAt6EKk1Rpit85Dcw04VgmnxG7EEQ99q4KbiuFVcPBnhPD25aDeBW1mIo6IYXsOYrNAJNZBe/tx9HGPYAmDlBsucSlbghlGFZaohgbu4ABKSpAgj7hoKwug+rn4W7bHGbESY+gmXNESz5yNsCoChcFYjiaiuM5gvNl7kJ3245lFAdBeFbjP/PW7jbr1ZuQ3a3+1LcIZvA2NSWqyHFtW+n0b1RApMzCNtwEd234AgYehf4UnfsCyH7h8ZBy6PQypuqLkTBxjAn89Uv9MwMwgYv2Zstnlkd+rBeLH3+yrhOu9iOdVQ4ppSPEBeQbfHweCh8MZBIO/Pl/AOUZEv1oxzmTyMmD3/GqrJ15DeE//2de6goymovxlrvxvvRTAfD7yt9pe4z+DawbNNf5j2BbwUzfyzwUhH/ZcKlwlX+YfJAI1pKS11LhRahRAkIPHZk/xleuyS7l8pzlYMUFNXeNOBXN/kUqT5ng8Jj2GGDrlXJskfn+uv8oN2q8s9voD3PHRMrw+t1z1mNYuRAQ8bLrUFh5DXMkS9fucHq9kaaz3ZiDS0zAfvgtyr54EWh242daZbDjUV4rdUvKqZnGTcOnu+Dh4lXyhfT6dL3IjjDB+XedmPwZHTEmbKbMpfH/nKwEHI/B4VAuwTXfpdVd/zvcfijF/GtruHYiRI1Ftb2FLhuLOOfN5r18nOmZ9gBX/IL6pc4nd0Zz5dl7Awd2NGuFNnUn9o8fxYhF2Va1Lm7UrWN+iCd2b1mH/a5OI5M/PwVAuFye9xm19+/HJk/fTrHd/2pbIz4d3PUok4MdxPDY3Kk/3sZ9QOPMid66YxWPvzUF6ApnuoQImJS+cJSuQwHl/EC/gJ2HJlyyb+S5tv1pBMDuD5nNn8cWdPah/eA+lDp8mOTeD6Xc8ghk5R3Z8EeKVh/Kyab5lA1tvuJ7cDJezzesy+PkxvNelP991b86WG+rSdeE82r+7kIfnTuVskRJ0XvolTb/6jpSss2i5Dpkp+bEMHwKP0scO0eyHjXzarR+r+ram9bxFBLIjKCPAoepFKbUnA90XZl7P1nSYtYqnxo3n0zt6EJQWUwd0p+u0FRRJu0TquCLUvm87e0s3ILImQKynRcGTFzhToiQpF3O4lCTQo36KZV9ESai5ayPLm7RF4UdPtLBzXV6YMIZVN9zEd3Vbcmx+Rbauqk2jt/ZTnN0MuPstPpk9kNxYNsXcGPt6VmLijUMZOP1NMjYUJsXM5eami5nQdwg11+4iOCdIzoUwBBXheckcaJNJjfwp3NRpDTmnHfZv+P/Ye88wK8plf/vuuNaaNZE45JxzRiQHyUgSEAFBQIKggCgKCEpGkpIUECQnJTkgOecsOccBhgwTV+ju53k/jNuI4ez/Pu/e5xzu65oPnZ+e7lXd1VW/qhe4OjIzWfbfwkgUiGIOq2u35ZVds3g/90SG9xiK4faSMjeF0ovOcGh1RdzmUwhoKC6HO3H5yZ07lr0Hq1C+9FbOxIZSOq+N7ZiYhkXMmmrcirxLo1F7eU3bh7/iCRa0HMzUy41wN1nHLK+NtGw6BuFx4S9Y7TRFxNTjTPQRCtY6hX6uLLV8NpuqXEBfWZ+U9JeIMuCJFoYqklAtE/1MWdQCB/DtqUZ4zX0kd4wh7Hxm/LtLIffVR6u+jmTHwasLnFWdMJoswDZ0/IqJNrMjle5lYN/A4TgundCmS0la1hhEBDKQgmJnZJT5iJEuQUC4USb3w+o6lrAQPymWwDFUTEcgTNAtE/t+ZmSW+xiWiuUKcuGBpODxOhj1d4MvBcfRCZqStFIyOeCio+kjKB3uPJBkjQa/L4KgcEhf9g43txdisEtjhvcxN4NQPkwnPj4KJzQREWfRKI2fGEPiSYzCrLsU5X42fJly4dsdgibdoDmoa/1oDVRwebCe2JglEyCXCrcFP6wOoXiXkzira2OUT8KUS7DavIQ1IhQFC616HrQHsxBE4Kxpi1r/HKnRhtQv/cGt+TBrXULI83CoErLUKoS5G4NhqPanEF0L+2EIKlVBlAQ1lsAPN3CVTI30SHMxiv0ViG3PtJ+WsZYQeQ1FqYYIbkcNVMF2fYRPtMOldcWlbgV/OFImILUoLP33js5fkx+4+DfX/UeU5G0UrqOpw/nLKIk2GZy3/3yd/yKaaIyjxvxL9/mc/5vkQ+USv84see7Q/IczAJuxzxBE/1/BA7wuFL5Uf76vjjsGpX7sTWMCUUA+VaWBqlJMUclOasrXXeCYEGyTgrNC8IBfOw5pSe3z/A9KqQpVFYXPnb+f1nbPdsioa/xgC0rqqS/5a4VOoywZmV65Bj1atITceeBuHCfatqBkdCa4eZ3BwmbEjzqVq4og9y+qlGVEoWSNutTzBSh/bD9hKMQh2SkcNguHC0Jw8i+iL7/lsWOSRvt9PKWTKvhIE6SRgisBKKOZRP/4vyM8nKeP7hEfkosc6TSIu/277f/BfdXPQzOM7Y5kphVkmhYkrWqSNskkg+vX1eK0nWdwqhUBQjhrapwoWZwu73zChIVT6PPR58xtW4tXv91B/VMH2TF6CCkXz3IsLISyLXcT7BsJ3nBMn06BU4d5bfpERh/exbdFCtJ6Xgw1N29k/Cd96TF6MgcKV0WSRLkJQzm1fi1lA35O7TnFQ99TMkRm4k5EJLPLZCOt4eHtRet4cOsGvsLFkBkyUuHIXo4Vr0FY7A3uFchC9PgR5GzQiGRPONdNnXDD5N7RI7hq1ydlwwbUsQMxd5zhavnclN+4g7uJ8Uz6YhZ9c+fklUtXWDPyC2y3xa6Xq9AwehUPZqYFRSHkYZBSZ49xqPqLeO4m4vUGOFy9Mutq1OGtkV8iXUmEKJIniV52v9qQOktXEDDdhIhkGm7YxKUi2bmdrRAvr1jKnegsXMmbl9dWzGFCj6E4tgvpTULzS5K9YahCQCCRcJ8fy5seb/4ESszazzdd2jDx7fcZ99aHqIpFztgLXMheBKlLgppBfK40xKcxWNCsE8PeHYoQHkJdDo9cCmlTfGi2TbJhEBmXjD9akOKE0vHbxYSe9TOg7ygODSjD3AlvkPHb64wa+wGBrS7utStA+JLrRDUIoO6KxF8umcJRZ9meUpWsTx+gOGA1VfBusbl/KIKvS79Jr10T4K7G6cX5KXPnLNosL33DRtLn1HgyRfs4XSsr6Z/eIfqHeOToFE60eRGP49Bx2Gsc/uwD/Gnc+FPCcJtxSKnibx/C44nZuPsgKxnTnSY6zU12k5HPm33Jp5Pb8E0pN62vwlcxfejfYhKLt3XGk6DxYZevMS/mp1/7enwe2QxlV1nsw0VIKXOJJYfK0P396VzZVJ6cbgMzRWH2q+lp3eAVrDc/RdXcmJbE59bQbR+2JQjBISXcQEnU0BZ3QjZbg2NahHzfALvNUoI+P2FFruEcLo9S+yjqsSL4AwKpJaEpoehC4pS7RPBIbtwhOva9cIJmAJcZwDKDOLaKKTTUxEiISCBdkof7IckoTjjClYJma+g3skP2awhFxf0kEivtYxSpIKWCIiUSBQUFbI1o1cZWFB4qECUkTzQAhQgBLkfHpdkoQKwChpT4UdAUh9JJHg6fLA2ljuHWAgSEQbHDJTjtAafwUZxACPoYG6dqPTyrGpFsPkF7sJxuX/3AjJYPcZRJ2IsGwrSPUOuMxHg/M47cTviLVYkfEEAxE5CqAYYDSSHgDoAmUa7lwAlPQu32NXquxYhX96F2eA3F2xrJMmQzP1rfMQgtCHuDOB8ewpUUgdhUFrvFftTEasAjxJ4w1OqJiBxgvzAYWXYznuHzcCp8h2O8j7bPi++QRnj+zSjiOJbTHZd1hYCR2tfGpZwlIAtjqFNJsrLi0pr+icX2oqc5jv34l45OfhwxHknO30RJfkk4qloGXeuMohQFkhFiC45YjhBX+E/uaifUC6jiv9bIUm1lIJZb/JWeR2RTUWP/c9LVn/PPUwmVfTz7Wj53aP4HcI0AuZ7rav5tnDZ1ygftZ0ZR3hKSaarCLccgt2YRBRQoUoIXKtek4toVVH5wlwcyVQaZVYGBts1EyyK/plECwd4fIx3KmsPIl8s98/j9LFhg/CJdrVFzeG8ohdYt42z1OpAuHVy9grI+Btavhfs/d1d+R2h8rv5xo9HLTpDCmklGVF5QVZppGmVUlVBAEw5jhGSTdLgqBC1sjSOGw1d6qoNSrXJj9C79UDNnx963FT82dpWq+GuVI8Ky0IuWIti8Ld+MH8SKQiX47r2xJOfMAw9vQ7bMaD6bvv26UV0KXhk/C7vPKKKqZGPd6vlUGf81Ixd/yeV8BZje8k3cs0/xQsmn9F44izltO7PzeiK+IzE0f3CPlaoGbheT0mXnm3CTV50An3buS+6bt/FOHkF8WBjhTV/mjKUxavECjHCTJE8ot6PSUvz6FZ4IC9M0kS43yaER3I2K4F7OfFyPjKLdqhX0GzOdpMhwvmnXkrqFCqCeP4O2YiOBgKTgiqW48heg7KXzvLZqEQibE4WKsapWc9I7T9lUozYV9h1ma8UK6IbAlhrYBk02ryHNg6ccrFaRa9G5SNZclD9+mMNFypDG8aE9SiIpMpLDTUvycd+PaRezjBYzFzFk2jhueaOZ7enMso1daDlzDhKF6MADErQI0voTCTge+s0fxKfdRiCiHGy/i4BikC/2ArFZ8hKalIDHn0iHRfPZWLU2l3Plxj8oDQnTHLI/cbgTZSBD3EgJRjtBmX4nuRKRg8Tc4RhPn5LGseg1ZSJDBgwj8+1YGm5dw7w2nWm8/nuWZ2+KWlxys0xeXK5kxrYbTL/PJrL6k6YkXTWouWcbjddtJ612je0laqNl0FAzBVkf1YCGJ9fjZHAx78uW7L+0jhmlQJZK5sLS/BSadIM8p05yakshhBDo9Qxa5v2WOfO7k7FyLHJ7JI9HBbG6ZeT9YR/z6dh3+GTEKD7pMxYe+DBzJNLo9W2sW1YXvXYAq79CqQ9vcOJgLlyvW1jzQNOimL+iJa0bLyMi3KHaploMDQ2SI8spho4ez4oh1Xiz03zKj/0ccelFvmm+HpdfEuZxWFXxAtaYt/EMGkGJorc4XvgAoenjSew4DafMFYyzOUmZ3wGz2ULsUInH5yLBI8AOYggXetAiWPou1o3sGHdC0Fc3xLOyBwnn8kHRy6hLGuNE3MMV0xSr/ho8SWEkmRJVk+iWRK5tSaDNfLyVTuPbVBoZJlB9HpyghktNQXl3Ns6M7oglLdHrLaGrP4TpoUmoOqRJCCPhQEWs+W+gLOxKOuHnkaNjhjpYiSpWuB+15gZcG+shfTbBUAXXlcI4i9oR+uFwCifruMN87Cl5hw9n1mZYmVO4VIddCW40U+fFCA3f8QyE9H2J5BXzMDwO0tGQpolqx6NV2IjXNrGONySp/GGUw6VQdpZFFjqBWVchmHEXIWUnELr5Xe7tq4i6QGCc9OGMUtCKSUSH4ajzP0K848JqpaLdM1BCE3Hc4ESq8Eig7ZFQJxSzehK2bwlkWgFdV6KUyoGxpBPW8vbYTUfivp+MvmcAUq5GNevgn/EudvRJyJgBdVMcnqHvoSq1CXAB5dXuqN1V5CEDMToc7qdqZFLOhRFSKBHLuITmfIRQh2D6N6GIBljGCoRsjsIFrPmToP17uLUGv7PLQd81TM+zUrNCMMQPz0xd+z1eIPlvrPdshGiDqi791bFVtRSa1hJVqQoIhNyD48xDiAvAs9O7hMiGqsb+0+P4K7TpHpyez1PLnvPcoXnO/1D+Tpf5XzLGcPjA+uPUsn+GM4ZOc8fmwi8+FmyyA7ykpzqf6zWdY4pgkP2bqjVbzhKoXTi1ZHGmLOhzViBPHMEZ0o9ByUFm/ui85AKu/cGx74WYZEx5toJlu20yJFJnYnRmst25xIt+hViRGskqoqoslJIzikouIQl1JEEhEFJiA0+Ac6GhpI9Kw+j+w7gcGcHTiydJKVqIuz1eI2PMbva0eZ1KC2dDaBhN3+rE2OP7qap4iBSClEpVeThgBOgGs6cNIevGbdT4h00oUgrP/LX4yqT2XxAVK1Ooex8Shc6Onq/Qyx+guSXpbmh4jAuslfm5guBN++frJrJkI6JZO5RObxIfGsGZXF5amOVYHjxIZrdO+RKVuXb8IJ1shzlXHpG9RE7qVqrCtJEzOfDmy1TTVNJMnUupi7dZ8FZrAt5QbkRn483PJnJF9zBxymTe2bEWZcYKXu7cjBNPHnPt2FWC1+NwjepLytKNVN2ymVNV62En38WlqQyZPI6mO9YxoW1X+n09lbrztnI/f3aOlCtI4SOXiMsZSt6jcUTpCdyPTIcmVPJdOMbZ/GWwjqgEiuh4dIdKpw5ztExJggJUMwg2GGoou+uWpfj6/Wxo+xJvzFjGg8hwhATQGDZ6CH1mTKLQ7rN8MeBDhvfrzekKVcDyc/aFIuTZewbNNumycAbzX+/Bkk4NeXX2OtI/vEpc5qxcqlKKIjG7CYSH0WXWF3z3UnOKXDrG9yUa03XjdKod30+HEfNwRdo4dgD3IwPdsNFdDhnj7vFlj24cf6E0uc9dpUT+g+R59yy6qmOrfkaMGsEby1awa18Z8r98luvp81B4ygVW1WvIpnxNyVj5JrNO98YXa2LFBghJK7DSu1ldsR0VvtlJxnVxeKtKYpdm4Ktlvah6YC0VVx7m4o0i5Ml5hrDGAW6uiOKFly5wVo/E/ZrB3aa5CPXc5PjRylQJO4gcHSAhMYy1QxJpNsLFGyxhVZpmdMy8gC/H9MbnSyIqKoJctY9QJHsr8sy5TOM7BSk24Ryu7xT0ZhZ5v7/IiLCBzLF7celEZaJKnGObLEMl7zoGdV7CgPwXKRZ6nBPDl2Enh6Bnv07g40FoTbeT5fsK3K18hvDL2bmvOhiKwOj3OcqIfiR5dXBs1LJX8ezJgpWYE7vSIfimNU6+PRiHK+HEZUJpuRZ1ThfsN6eiv3gRa1MpvJrAKHGSxMI30b+rjcuvk2JYuDssJzCvNeaVQgTzXEC6A5iNd+L/8APUUkcxFEEwwQveYGpFtGKnyX20IDeTQvBHJUDAxPPCBZwDhVGJp5oTxkZFRQuxCd5LQ7mIO5zruRA5rwPiw6HsbT6H96JT2NtpA3PWVKWd7hDSbxIzBr3J+CiDsNmd2d9yPY9MH+H6E5RzQcJa3Sb+SBZUtxvVcaN3NRCzE5CFhmNEjkdNiEI9cB0rUoV1jQmOHQifViCi+x78MS8gc3uQwQD6HQul+g6MnB6ShYn6Xn+CZS7hvpqdsEpHiPd5oeFk8Psw7tbCMTV4ayj+zqtxvfAIZ1oztE7r+Ifw3aE+yuXtqDWCBBdHYFZ5AqIvqJNSl2fcgHavGeCDggrOEBMlUBJjUhuckyOBhwSDZzDNcviX6j8J+4X5DWrwlVTbrxwnIEthe06j+4qmLs+j4r9wmzApcIxKQAJacCNSuUxA5MRwVfqTp9DPqFRBld2wlXbowbnYZse/td2zd1YRxIG/t6rojFBn/+GYdDERn+VFdzVCktpbRiqLUWTbP9hjJKpaAV3rgqIUAJ7iiA0I8S1CXOf/uVBBuAIJ/7nvqc/5PfMx6ID1l+s9d2ie8x/Nf9Vx+TOKwJ/UgvlrZjmSapjk/zHdLa8iaK7AZ0IlHJjjBFmNwTiPwaGkAOlJFfx7NJ3jwiGTIvhU1TiHwn01NVnglE9S7BmpY/VJbS4J0FZT6ZM2Le2nLyb2yWOq9+vC94m/EYOGhDIkbRY++nw2ZMiEuiUGdeGXNLt6ntUCdjlBqmrmr7d5532ct99FPnrIydpliXryFK+hkEGYZFUUVguVsorDDIKcQmEqv9bGZAX+rECmmrcgTsITXN0HERz2Nu5Fm7n+SiOizcDPK2XKAtVqcPzAOkou3wV34+ges4J8W3fw5OZ1Rq/dRthND9boV3B/vYpb6XOhXjpDtC+JvR0akzHZ4ZM3OjFl4Qzkur24CmTjdPHcFNxzFm30J0T2GsDDa3cxuublkKsSlWpWJ2X79+SbtJgLx3ehvteP+8Xy8SDRocSxS7hT7pP0/lsoc2NY2qk1rXt1w6xSl2CCAwEfjXZtY+C8sVT+ahU95syk7Zq1lFq/nmhD8kikZeCcMbT6bhklVx0nx90LhPsD/FAkL1FKKHlPnuFE8dxgOUQ/ukdsuqxgadyoXoyCe08zblAf3h/1ObpUabZpBQ9DDcYPeo808bfJvT8OvxLC3ZJR5Dr2kHyXznO1SF6EFSQsJYGH6TIj7BSKXL/F6UIFUBMlxe6eZPkrLfhg2CTenziGCmv303jP98TUrk/HeQsYPHYkU7p1Z37Xt7DtAClpXHiSbJZ1f51u40bz1JuH9su+5N0hUyl88QjSMkljBzGTYxn30UD6TZtBdb1vAAAgAElEQVRLmy8ns7pJM7a1a0j+A+epsWMfT70u7oe6OVe/BvfMtKzq2IKuC2bTwlrBd85LJIW7CdqRhHuDxJSrRe4b36BlCiXfgDDm3mxKiBGgQ8vlLPUGKL/Oy4x13fhoygSGmMOJT28x6f4kDtcoT4X9Oyl7+hAHPytD1jmx6AEv0VkvsX9BFfQnKrdkbpJy36FE8URy2DeZV/5lal48QWyTbFysVJLTV9NSMt85KpY6zslT2VmY0oHvp9Xl7MKa1Gu+ANeLXxHz3g6K1thN2hz3mTS8HQ1qX6V27U2cvFaQ2yqElmzFg/tj8Vbehq/5N9T8eAL7hr2Pp/4OIoZ/hMh9hGCmh8S/tB2nzhZS3h2P7mg4PWYScbIwSR6BdSw3pqbi1DqFZ0ltAmkf4S1+DSfDFZKXNkGEBNGr7CXUjCT5o0FoQRdW669Q53ZAab0CWwPUILqtoxJEOAbq0XLYVY5hCB/O3vo4EffRCp1CPVQCs/xZ/EEJGkjpR9naiCXVdtCu9Tqcma1Q6u/B1XAVvlHv4SQCLjfppeSBGUTvOQWm9mZvgkoNj0pQ6mgTBqI0X8Kt6Et85tiM7L2AkPkdKGypnP6qD80dH+3fmEEjl8UMPLyNj8CU/hDuoOW5hO5bh7PewRqlo7kd5HgNvZ8k2HUlnrRx2CmToPRlAm1UtDe+AnESdeoy1LduYpauizj8BpI1oLUm0G4oro83oJXegSMnoXQROEXPI9clEmjnxtwVxJjxLsLOibDe5ZcpWPbQjHDoIaKthuYyMfYnIY6r2HUV2K+hf/fLF+nflk75R2thcKiNxhbshiZsnIMSUNC01xD6W6j2tFTbeCYXjlYabfAWxCfxIA6CWoEUO5YQPRupIvlfp5MJtSFCHY1u1wdS038V0QLVHoejdwN187PtMBVRZX9speWfWOvfIyiNyrFf7KcAupgNWNhqb8RvBPz/LhRrNtL4fXPmZ5Oakqdp7VCV0kAAIXZg2R/85ZbP+c/nuUPzP5Cn+Inkj8/jX92A8n8DW6RD7T8R//8ZtxyDrNozvg5kzkKaNzrzpHlLyly6yJFRI+DEDwDMVBXeTP2MzgUlyErFRVZH4Zym0MlUiXEEQy2HxCw56J0jFxNHzeBgz+ZUKlASdetaSIj//fGegQkES5TGGTkemTYd2icD0Vu0R4mMIm2XVtyL/22O9a/JD6RD8KUMUFnx/JSFHA7k0k0ezFlOkUsXmTz0A0AlVpHsViQ7FMkczU8+kRqN2hfwESHDKeK28O68zGftKtI19tn9BhbrkpafzMB5sRbGtFF4zxzFmjwLUbsCeZu3IenSJeqdOUFjRaP32kOUO7SfScPeoreEY0p/dvvH03vWYtbXrEXT+pXZX686SWWqkfxhX7SYI3QY0JVFU+Zj3brAmE4tWfvxZHQliZTQHByqWg45fTyiWg2MwkXJef0CO1q04EDKA/L53NRas4357RtTNAiVDxwk06WL6EnJ5I+9y1evtUaogrRP46mzdAmL3uzBlGGDGTxgBGmfPORpRHY0O47ksDTU2baREUMHUXLzKbwyGb+u43I7lDh5jBMFi3OvdCbO5CyL159C6dX7cYcG8F80ETn9dJ83m08mvMfdtDmouvYITz1ePI6Bhp8Et4lULIyAhtvSqXJ8PUFdY/iEodRbug3LrSH8YLkslAQdPcTE608g4PGgAPGayaEmNchwJ45BgwYzdUAvok8/xc1T5vR7k+NZS7OgfSduZ0zPvQLZyH/mArku3GZe39aUXX2U6QU78c7laexuWo5209ezvnldwpMesqNcTV7at57EMC+je39A+1UryHrtNr3GT6H994upt2MTCdMt9NctkkNDSW8lcqZNcYZV6M+sQa8TkiRRF0Xy9foWmK0Saf3OaqxYjThUunyzipgML2O+oXI9mIN8n93FihYk3I7E8+oTPGYKL3mzsXLJHfR9ktdHLOEr+TLe19NQYvNmct98i4XBs3w35BVGTXmfb2Z2Z+iEAfSb0JPy21JIM/wSTw/m4sTpAoz/4m3GTB9J7Tcn8+aLOzmT6RJTBi0nc/nv6dd5Mmk3HmLY3FiyrqqH8nUXLqRJocCBUly6mZfQU4V5OmASnSPvMb/jdIJbXsY7/APsTyahTumMkpAR35ncqCdKIN//HHNVZUREAkHNgyvJjdp7GvaXfQjW24X4uibyk7GEHK9CoPNkZI0tuL9tjW9WNyLKHSVpWRu8X76D73J2RJY4QgaNIZhiE3Q0FFcyxoVSkOcc0gwSdNxohoO8kJewvJcRMY0IZHyMVW4LrhcvEvxgFFeqLCKzO4wIv4KISiCgCzz9p6AefwFneSPMCQOIGNyX2/fTIF7diHK4PGY8aJMn4rz/AWqyThjJjNFD6BKSxICnGl+89AMpk/pg5D2Jv+wxvD2/xEqMQB84gkyKn8dmkATVwN5RhZAiZ7CDT5FZbLSaJ7EG9sDovQjHTEGLaYQ+px1Wu5FwS+LUVLASTdyvzkDt1IHgxL3kbrKCW/vq4HzSDjPiCfaHaSE5B8SXBH9xCBTDHZ8Hf0QyaPHIcpcQHMZuexpjy1m0dftwZC3UpxcAEPVN9FOvIIctQslvIubZyM4u7Pk2Tl0NVxoFpYqP1LQui39EDRT9W5RR7VDqBpBbJfYaFWP7GzjqVz/ZPyl6oKhfPNueu08T9BfF7+zCrVX9aX7KiTSElHj841QoEIWiZkehIIpSDJT8KKRHKhGpy+UFkOeR8jSSs0gRj2qNBlIQxutAFIacg0IRbKUJgkO/GEU6wEYlCsiFQmlUmQGFPCgyy4/nrAJ+JPeRyk0kpxDKZeAWqWrVRP7xFpKqjXkRYXREap1QxMnUwgvi+J89mp7zf5yftLz/BZ47NP9DyYHkBn983Tppkq//ddf130L3XxQDyKZA7DNurXuOSUYtiJtnyx3/aP5vKS2gryOpKCQHVIXsikY1/c9FhO9pKrN2XSbtod2Ycydz7twpmloWq3/8DVy1bXLrOm7gQyH4QlWJVFPLN6cHsnk8vI9kf5nSRMbHExUXh0fX0aVAJicTCARIBB5KyS0JNyTck5LbEibYJg3UIImAzV87sFuln5mKzrJfFJjQxkxFKVsRsWYpykv1UKIzIa9e5trrzckenu4nLc5Yw2CA9RuHzjDxbDtP4vrlWK/1wCmbiSe2n2yWYCs6K7GZ9hdjahYVyrdDJ7Olz+sEcJE+4Kfs+uN4BnYmuGgdH8/4BNfCbylnOWRP9hGmG3zvBGms+3mSOTMN6o3jehHJu2eP0HLKRCpmz4Fr2w/YPovqh7eyrW4NQhM9zKnUiphOpdnZqhUXc+QmzaSxtFFCWPIglmPrN7CjUi16j52AjoKuWqR5+JArufJQ4uAhzpcpTYoCWWJvs61xIwrt3k6mR0EeR+iY3jAIGogwG/f9Bzjps/I4SaJ6dfSgTa6bN3iYLpSksDCO1K5G8S17uFcoP3mvnuF0xSIU2n+ZrbUrMrV7H6Z+2J2QoE7mi9d4qkVxqEYZmsxewqip4xjX430afbeShMgwvujyJq2+W8ayWi2IVCySvG4y3g8SHxVCWDCRx24vPj0ZA4OI+KdUOXCM3l+M5atXurCybQvcKZIQkcLsrt1oMWsu90vmZVeZEgx/byTDx71HvdmbyOJ7yuAxY2m1bhErGzQlw4NYXjiyl9uZsnIlRy72lqrMjvovsaZBI0Z9+AG2Fspng/rR5NNvWf1+Q76d15pmHZcjpcNjPR2ucI2IQApXs2Qhc62b6LMMSh8/xfly+dlXtCwlnSOIUyq3tWzcKpOb6vt2IiMlQZ/gi0ldabJ7I9nefYwSL/m6QRtazFnPmbjCVKp/hNfDpjHjUGfytknHia4Pyb58J4bIzr0t+elQZS4TrHe4OTEvY8e8z824POQocJo9tyoSvJCVhye9ZEqXFU+pbSS1i2FMrtPMX96RZMXk5u0cbH/1BZot34AvwYUS4ic5GApl9yGPl0WxTNAs1MKnkNdzIs0gGdI+4t7bX2AO+Aw1IPEfL0/++x6utFqPlu86TucZOLVWYpe5imthS3QtBevNJdhbK6GrKlJamBWOElBDULbXQG8YgzqtFb73J+Ne04TkoApROp5z2bEarMB4ZR0y5hU4mh+1/1iYNpDgy+tRv6mJdIMhNeg6DedkEdQPhuPPHoc73w+MQ+FD3SDZNgh/dRVPl9bE/Sg9zoP8JBY4gyfZQE/3BKvQHbSP+6PW2orWcTZazvs4u6siz+eHR5EEwh5hLnmNqDareRwfhfQ8QSgBQrx+kjAJTwrD7yShhUqCwRDE9Nd50HYeOSJ1lAHDSDlQBmN7FbijomWx8cdLJAYyUhCSL0DKZRdh3xfDuVcJc8JQguIULvsG9pg3UVqopCxoiHlgDSJ7OOrM1PIuGTMd5V5cGQLqGVyiyLMNzy/C/m7nLk8sFU+BaJSmOVFy5EHJv5PAwXboYjGyiI4/j0APc2E/sDBmBtAXWYj8Gmp4ZoQZh7rPxuqnoo8/jt2rLM5LGiEDv4OhLyE+AXGrNmrClmcORYie6OPnIN7/8SmVDfQaLXEO90TpWpOUdw/glhV/tY0V2I7hqvGLORkx5DgUWQpbHYJg1V9Y3l+jKoUR8uxP04roiWqPROjtkOq6H+dGpk7r3VHERVR7NIifq6SpYiBCHfWXxwoEVuJyvQaEg5IJVckPSlEUCoGSBQUvoCBJAnkNyRWQpxHyIsg4UoX/P+tlFLs3Up/yu+No33pxWv49/ZAoq6Mesf96xef8/0I9VDb8gej/r3ju0Pwv5qrbIbf/X6sb+U/lWSWb62mCDc7vywv/Ga6th3BWLEHErETE3vjd8l820xzoWIzSDI4pAldAo74hKSrhA9NDRpebtTVqMuPxAy7u2/WHx7vrMYj2WVx2/OTVUu/NUqpCV02lp+X8rnnnr3o6u9xQrRpKn3cxo6LoMW8W0xcuJvgHpZhvqxZZhPG7+a9JhwV5i2ANnoDMlBVjZH8e7F1HtDBR0kcTEnOYgP8RDdvUZ83dnztKKxkyYw+bgta9Bdd0F+EJCQwJ8TAbwZMfLuOpX42oSpVJ+GAoiteLvHCWM6+8Qr5Dp1G+mgbd+/CkaH6ybd6NjFmOL2Y50devUs+BVqaXfIaHm4FkHr9QiQEjhnE+IpIy3y6h2ZFjTJswjkX16rH5/m0mduyNlikfNz/pRWxkJl5btJZ9LcqT9twjGi+cxZaq1dGy5ybm5Ua0+XQWx1uUZWLt2ny0Job3Ro+h/6zPybtyL0R6KLPvIA+z5ud2jmxsqF+COmtOEvnkCaqiEnSbOHHXyBGmk/5mHMderIT/kc03vZtT/uJpCm09R9ELp1jeoQOFM1yiS9OxzOzTm5t5c3GwXEWaLVhN7xkTOVCqFN2+/ZpJHT/gYrGiaDKBsR8MovuwKdi6RDNV0ue6Tdz1tEQlQdbrV7ifNwP1125i+tvdyHIpjvwXz7Cgfy8u5MrKq9OWovt9iDRetBQL75OnxKePJOROMsKjYUid+IhQrBAfLb9dQUy9VznUqAIl1h5BBa5WzILfFUWZvUfIceY8VwoVpNeUz3FcHr7s1ZkxAwbTf+BEHhYPJdfxWBS/w5qeTfmg70S+a9cAy+MFxST0SRIbqtem/vHNBPwCxZ2MCEbhDwsl0rmH7VfQ/AaOmoKlBthYrzXV9x0k/Ml9Kq35nh19GiK8AnlDQZrglNUI35fC7tI1qLB3L+qxUI61L0DFs4fZ2asmFcJ30/rFFbx7ZxRty66gatf27N87jRfLHkM7oxAmHzH16Me81GQZ3XtMp2f/Wez+ojalBm8k1pufK/Mj6dptFcrtJPbub0+6Mj8QMDTCo28SfS2A6VV4YOYhSfVhpL2LcysHSAVFE6T4NDxuB5B4M8WRPKcRYV/1oIWykB4rfJhKkOXhNVnw7m2uvrcMpd0CnFVtcFkGgSQB/Scg9tbH7fPi+7o1SoOdiO/L4UXF9pj4jbto4RbGYwWtyS7smR1Qv2mHr/943H4Nrc5ZtCQ3KdZjQmrtJVh5H2R4gFJpBz4p0BQD11uzkHNfw74fjZruJnYQRIiBjPcQGhZPit/Ao2okGQI9qCANA1UofGEL3rb82GEOtq3jcWzE1WLIXXUIzu6N+3gB/Hsq4zlamKAuEN2+wjO7I5fqLiVrliAuv4KofgRt1iukFDuD5hgYRgiKSEHTdZKe+HE9SotY1QVXly/h41cJfDIX2Xgz4oKNcrAJwgCP248yPYA1WCHf6oJcfecMKT+E41r9GmaDWTjlbVBjkP17YvV6hOeQhdPZgnw6wd414PFeRPEgSpJEnV8cbd8d1Lh7KPpolK0DEdUkktMoFP3RoqV2sddlb4K8gqpUxQlOQjP7/tpg5lVxRpVHW9QJ3+B38ZRLQh5wo1T0Q3ownp7Dly4Ze98LhOSKRUREw48B9+D41LRfT581OHr9f1hgCFmE0gWcmL0YPd5CGzYDJ2kaDkuBIJZ1DkNrAerPjodj90TTp/96bNlA3pqAVBqjyIMociJwHAhF6m0Q+tsgr6NZn4LY88znxLPJB0h0+SG28o/0rnBUay7CaP7TWn+vb0wUqWrN/170C+HYBf68Qek/h0lqHkwUipoThcIoShlQsqKQDjBIjV49AHkRKU8hOY8UN0k9739VEv1zfstzh+Z/AS8h2PSMviAA+VS49L+kWmERFc78wbn8tgTzv5Kumsqs35Ry/kJ16CFSncUkoROq2ryjwnzxG1PtdqMWLYnWtiNa1Rpg2Tgb1+IsX4Q4e/JXDsvHP/79gzCgsQPTLImCZI8uyRHioljw2V+TRLEyZH9nMPt7tyJLwTKox/9a1FkLwdbItHg2nuZqlcJk3rkFuWghpXbs5EjbrshK1cG2UNevQl2zjMIfz6B9z/p8mJBCe11jgf1jBbWcebCWbmRsl1Z8Mmsxrg1rSCldGvFyHQ5KPxWU1N+dzFsY5cXKMG8mc6vVp/SenaxyAowpXBjfV0tQM6dFzJjJ8rlTWdErmeVH6iLXrSfvzOVczJuPsg/vIA2DUzkKYJfOBqjIr1fQ7NFjjhcqTpel03lh0w42Nm3D2Lf6U/7LkRxs9RbC66B/t4qdK76kbebiyAEjqbdzPf0+n8DtDNG0WvIN7edN57Oeg7hYoxCmY1Ngx2XUmZ+hvNUNVVeJT3DjCXWAIEFb4EoR7H+5NmU2HcJrJhH6KJmnLjc5ntzDjI+n87KFrGjSmoMli5PlkZ+dTQpSdOd9/KbApfl5Z+JkNlavy9lSZQgKwYrXW9Nm8Syu5SxMrTUbuJ67GMkeScTdpzhp0qBZ8fi0IJfKFaHouUtoD5JJCI/EK/0crPQil0vloPuoL5n+bi+katB+1jcEfVD6yl5mvtOVgaNmsK5UJZZ0a0fH+XMZMWII5U4cJ8Pd2xTfdoJ2K7/hZo7M+F0mV6Lzkv/aNT5/+w1eOHwGb3w8j8N0Jg/ux/aadZjdrSc3suSk9bx5zHq7M4WuHMFjuXhn8CTGj+7LDHdb3oxfzNM0kXzy4QiqT9vJspGt+aZ9Cx6ny0G6h3H4pAuPL/V3ZelBcAdxSy/CUFiS0oo2rkVoiklQagRVCQUcYqKq0aT0HlxtDMqMHkPHjCdwx1jkM8/S4fZi+pifszpTQ05fKEpUnjja11nB+11mMWJKX54eCyN3nVk0qXWZtzqv47MSXbixPzddmImRLFEUQbLuJui4QVWwMUCRoEgUB7SAn2DLdbChGTLTHbiTDUWzCAkKhGJhS5BCR8OFoyogFTQ1iKE4aIokZecLGBUOgS4J7K2AWmMXRsv5+AaORvG50MwEjKGfkTzkA7w1T2MfLokVmwEj/T2s0SNhyABCFYH1MBT54TjUMQMRme6ifd8Qu9cs5NYqhNZZz9MjZdDOlSVYditGYjRauvuQ4iAcDdUBEZ8TO9sVXFLD57fQTQ9Okgc0C11TcELA2FSLYM1NaHGZUaLugMfCCpqEChOn9HWCZ9IRkqwh3B58ejzulssJvDUH95JO2GP74K14FN/uCjimjZH2PkEngNvWSNR1jIS0uEMe4ZMOhmNinzFQs4BZ5xha9lskfluP0JL9SV4xHnOBirVoOFrbI6hXj+F5XBtflWMYQ45gXdUQvcYQWP0xSgq4G5SF+5uxRmt4WqYjQXuI92WBiJbIzS1R+fZ39s/qrqHNrIEqtmAGHhM0i4Jy56flUhxHUUuhOGeQ2o8RH6UBIvP3yO882NeCyCgF5V4mKPwEV5Wk1N6Ux7yIUIncVgXljS/Qzc+RfI4oAaKoir5I8NNTywSrnwu7egShTZeQPKsheoyNvtxGqMvwRKbBmdcbIpNJfGkHun4KI7EpiEqADu5d0DgU9b0k5FmQQ4F/tqiYcQmsfD9OVEAqA5FKIRS5GUVOgB9F/b9FlwsRygwEu//yEB77HD690D85wP8+hKiKKF4C/fTvIz7P+e/lX+XiPndo/pfQBMF3f+DUDDcEH1n/tUjFv5t3hMrn6t/3xJYJndZq6ov+XzXL/Dv8NjLyD7zA24bgGxsmKJIOQuPvqV1+Zp2p0TCY6ghEkPrxLj+ClTJAOcWDL016gr0HkbNASW7s2Yjx1SQIpkafblkWWQ0DwiPQqtdG69SdjzbFcLREWTaWq0zyqZMwfyand66l+I/RqfoIitsKHRQdK0M06+7dJhbIJ6GggKwyNTXPAh4qcFmBQyqcU6EpGp+tO87V6DC0/m+i7kwVnjYNCydp1ER29g+gJtTEyteXS/f3knffXuSG9fDFVNyxsbRs0pGFacOJXzyOiIAL6+OpGB/3gjIV0eeuJJgShPOnSFe8GK6Na7mVPw83mjYltxoAdwjVXAYz/T6KHrpDnZXzWF2rFu5JYzEHfITryG4OdutJnn1HKfkkmbMFipGx/xvcXfctolotLhzay5ZkH30PJWJXDMd77BoJHptPPxrE4IETeXXGJFZ3eJttnWuR7UocUefi8Pr8BEJ0Sp38gWS/xv0cacmYmMzFXDmJLVuc3AcPYXjduG/6iAgmEJc9E9eKZKX+4u/4oVRFHDRqbd/CG8sWsLZJXfCbFL96mqGDhqCLIAX3nWZz+/pcTx/GC5vOsuqNNhhCYXv5Yozu8zERtqDKgVWE3fPz6ciB1F+zFd2XTPbYOCKEn/lV65HvwQ1is2Slzr6tbCjXEM1tkeHRE+IiIzDcKgEhyHHpDq/FrOR8vkKE+eK5E5WVjstnEh8RxUdDhxOVmExiSBqSvaFYmp+wJMHgiR8wpW03rKhw7kRko9ypHzhcsDDVTuxkaceGHCpbg89ffwdvio/hY4aS5e4tFJfKoTIvUPz0YaSjMjJpEENCB9Ngzk7Gd3if4u4fcPslmgDH9kOEJDmgIzUfZnw4juHjTnQ6bqV9SLmLBq5gAK2hibolmaDhJvkLD2bneDIfS+JayfR4dIf7mSCLUAjes/h+al1GBfYwebDgo2wO4WeysCjTQ4Jz/Ry5XItrPTLTMziVAoXOkcsVx66Zg5l3sAB7f6iCy7QYt7BHao8VCQoOGg4iqGIYFo5fS+3DYqpYpopH2Cg/OjgZ7UfcTfEiFB3paJgI1JLnEdcKE0x0o4YGEEGwbBM8fpSM91HTP4JzuTA7fIk17T3c4YlYikIgGI4MSUGPekxwzQuE+UPx95uFM+U1SGsjj+ZFlj2DGpcLXH5cjoWtP0H7/nWCC5oTEZsdX8AkcL4s7u9fwqm+CXPoR8hui3Gy3sB2P0U02oC2oQF6wMY5VxGR9ySGFiT48UT0YX0JKAHAhScFgi0PoGx+ESXoRtNAOD4cWyfspX0E4jPh+yELoRUukLyrMLh0DENHHMuLq+glzFxXiL+eBV1X0GrsQHSYg+z0Nd5yP/BkbwlUT5CQi5mQUY9JFiakD6D4QXVMQmwdKRwCUxLR33DjbngcX+PPsd6bi9o1BnN0I4ye32EPb0Bg5jS0TiOg/yqc5XWwpRfPS5vQ95VEtJmA+OR9fBVsFJ/AdTsEdIhUFO5lNlEf2Zjr/ak5vHcE1u5pGOHdIdkEnx+cbCB/9giCC6LwthuPIisSNHOAHfrTMmWEB2diZtTHV36aJ9q7UL8J/JjrbEJ0eRznXUjMhZJyBVV9neD3Ai2PQKvux+qooi0UcHcCqvXu754Xjj4QzZ6NoCWOEo2duQLcLQkh91CTb2MGSyL1lqicRwkcQrpy//QUE8ZmFLEOxfn0p/0ZyidoSnOCohGC32ch/BFB+z6mnuHn81RPooriP/8vZHWksuMXW5jo8ltsNR1CSYsi16LIceiiOba6FHjMvwthdwYlFlXb9G8bw3P+viTg7/Lcofk/Qmow/X8+y01Jq+Af369p+H8zk3+1vUnqjzCdgAISigkoJqGBVHgiJQ6pcsjbKpxW4JSa6iBcd4eQVKgIya07/hz1WL2YXKuWcuP2zZ/2X1Kq/KD8tSM32XF4W/uN02aY5DJ0Ylu+jlqqAqcH96Rwg2YoefOjZM6KkjEaJTwSvF5QVLAspG2xdGBfvi1VluWGwdTL1+hVpTJ669fRVCi+ZR0HVy7H2b2THMlJvG1LGgrJPQWm6CpxCPZ27Yto3oHp00bTLVcujGnjUsdTvAyn71yj4IzVzHplPq+K2ZQUzbmuruCpDpE2UKsh2pBJOB92JXuf/mzv3I38p44xvtc7fNhnMH5NZc2A9sS4MxCsWpuv67VBq1cUe+oSlCL5SSyRFRmhUfjAbY6WzEfW848QL1dAfaEm4uupULsx3L1G+JJ1DK/fgJ4x+xAhkuvF07G5USv2l6/O3OaNyfgoiTS+eFR/PFfzlmLqez15b8gorHReVjVuwisLNpB06RSyeCE0nw/dFUqW997m2oRpyGCQ83UrUHj9PqTuQbqCxJYtih58SI7Tj9nUshrXIvOwuW5tbmTLRbbLV6lzaBfdP5tO18+ncKhsaY5UrsCw0aO4Hx7F5+17kbh0WEEAACAASURBVOfJNa5nzEvO2KtczRONx++nxIUrHMpfDjU0iGmrfNGvO+8NG4fn6RPisuRmyITB1N6+gVP5KtF14ji8hgeh+8l49R6lTx2l6LlTfNW2IwdrVSHToXOUuHeT7fXqUCNmA0t6vcqSuq+wrFErHufIzNAxI3ltzTyyHLhB7wUz6bp8ISoOAaGR/mEcQX8KaXyJfFe/FYPeHcbpJsW46w0jU1IC9djGysBLSM1GomF6Ta7ny87Xx99gjNGPAGG41QDvjJjCuP+PvfcOsKrI1r5/tcNJneimyaHJOWeJkgQByRIkGFBUQEAlKyiKIAYGQUCSIKCAIAIKCBIkSM4559Q00LnPOTtUvX+0Yxx17sz3zr3fe33+632qatc+Z3etemqt9axRgwhGRGDaKbiOwu/qGIVc+i5bxDv1niS6usHD4RXca5eHq2Pz069pWXp+l4P4dSmYMZL5zz7O0D0x3GzxIfXOBPHflGyIjMEJp5NWuBBfXa3PZas8i8TzZITv4jMMhC5RThSYOo0LrWZz8gM4mflwHR2loLC4Qk/mM/GhmnTX75O4KY69oQcRnAdPGYLSJHf+a6SqCLgfD4EMsjICWAJyOCFsAVEBhzuZUQR0mwxM9FAmrlQoJRE50+B+PMaCnmgvzUATJiLZg2y1EfnGQGREEJnpRzc8mONew1jbitAjq9DHjiFs6RhhD15vGukRDt5TpfBPH0za+uZ4D9RBpuXGjrmAHh3CPVsGCp+HCDCkjnBDhC0D8cTnmHN7YkemgaOjhAcvDvbZMqiSp/HM6Itd/TxmzZ1g2oQcDa/woE3rT2jgJHwzXyDYdiH6K+8T8e4Q7BcnE57WF+mBHB2+xo1KJeOL9nh31yRc6TgRR0uRWfoI3umjcYucg/h0NNfFbLwGJ2QQNkH4JCrDi//FKohCtdFfeI+0HOAPehEPx2BcOUPaidKYzn3w+DAyouC9Lljjp+PZ8QBW5f2IsgvxeAdjnU3BvK8j6vwgiFIQjHkmziQXNTI/5SITOZWiYQ2dj7/CNdSgN1EnXFgIancWpIF6+DVC46ZiTgmiPl0PIgeaDsKZheYs4OdFHMUAH+rDX27LZDkd7aSL9XIbtC478FY7gmsmAAHUXomoFQIK4RUrCKvs+mNGeDfhqAM4g9ei+m3ATNTwNXoFOzTmH9oA17mAhYbf+KlejZSV0LSjP/1drBCyaSfEjIboxgjg7C/GUMYcUNcR7uu/Gj0Kr7YFqXZgq8E/XIvAcS+APhQpmiJFWSAKQQpCHUNXWxAcROMmfxZWZajpSLEVydI/bJdtbesjtRFAAYT6Al1cQ+iPIERpHKvkr9p7AC8QjSQvkBfXHozQb6C0eBR5yT6W9OCh+B/eObglCn/j9D9s8xf+Z+EvQvMX/sfh31Fp66ZLlvwX82bmmTov2C4RQIyCXAoKoCioFIUUFFGKOkpxU9MxVTbZCJNNfJKE4LqAq8B1IbiF4LaWTWrCZKcvHnZdWur6P1TsqCM0divJFdtDgmlRCMW1PxB7+DXedF1G/0BszhqKUs7P+hZKwF76LfrI/j96VpppGk00QaYV5lajpvS6cZe8V08SBXQaN5e7I56iBoKlKDw/zD3Z9HEqLjeDJn3MlafaER/pRy38GrFnBzJg4LbpibZsAfqbQwHYpNk01SKIcix2x8ZTadE6tPgI2LqZyYd283W9tmzMSsQ+dwZ7yKs8M/0D6sx4nxbRMRw3ivDglYMUPBxJ/OR22LnycPv5V4nZ+iVObE7cHLEcfvox6s5bjBsTx4oej/Dcm5M4XbIiocgY4sJppEfoxG/dwf26DxG3fiX+y5eYeGwfL7btQupDrXCUHyus8MQEiQhJhr35GlXOnaPbpwv5rk4DWqzeRlZeD3qqwY5mVam3fh9na5XiYkJRPuvSlStxudjdpB6343NS95NPOdG+C4EsiS+UTNHbN5nz/DOcqlKc9ovX8Oysj3hm+nRqb9vHhSoJ5Dl9nSEzJjOrz8tYQmBInbDXpcSJc2QWjOWWGckb0yYwdsA47tbJR8LO4+TMSuVGzgJU3ruTA/dr4a3nkh6riFIRXChTgJfe+gDbb3AtbwKnapeiw8dfsPCxp9D0VAK25NGly1jU7SkONSqDFZuHGus388LsmTw7ZzKDJ0yh16JF7KrWiLbfLqP10m+IT0shIzIXp+oXYH/JGjzz3hx6r5zPW2PHcaxqGUpevkTASudI8Sos7NKV5xZ8SP4bt8AAww0j8aILHSFcbsTFkOfefeyQhqabCDuTzEAUUteIVqmYUnE9bz7y3bmNkDpCmqArcG3mP/okXXYsQrtjs7pFJzqt/JIUYXKlSwIxW67RwDlDEa5TOLYRxauUZffl9+ju7c/Ek7sYnJmH+GE+hp3oQZsT1Th4oyx9X/qUcQ9/ye2m5+iZuZQus9Zw+LlKbPI35bQvgTdemkqLN5ZSOeYEpkjmfkY+qpTcTuLNoiSlJGBGppPVbwLaW8OxhIZHmBgGhC0vmnIxCl0npLyI5DiUq5CaH5Fpo+sGAgfbbyCUQMuSEHcf5WqIlDhEwctorb5B/6YZsvtynOar8ee+ihvOgWfEHML93sSuvAd/9UTs72ogF7XHemkGOUa+RsrEN4i6kp+M3In49DDOG2/jDn2VSI8kQxlITwjP3BeQdTcSKHABO8ohaHkgmA9Nu47o/RXm8ubYHj+6JjFEiKClY9zKjcx9B+PtN/CMeJPQhvZoD3+JOF0ds8JRXDuNkCcC41QpvI+uI/1EKaJshVV1H86+SvjuFsP+uAuekZNRi3pifvgy6evr4l3dFdXhc5y1reDhrYio2xh3NTRTYrXajtzaCLE0HfOWh9DGNfgSzhKc1B+vz0SuyYNqlURkxQOI3A4ZX9aAOIFRLczydR46RJjoTTKxXjaRlQWqgEIvvwyPpzfkBa19Gqp4LfSJC7G+KU1F6eP0eYnV8wSujMZDHrQOGlnLL+DbVA7aBLPd9AGgg4bWR0edlbjvlkG78PcCAAWwx6TgPOwloss4ZOIwKJWF1tWDqKUjPQKxw0HWAmerhvFJCIKgJ83D1R+H2N3I5BlorEBo8ajKV+HQbwsh6/qbZO4cC6km2ohWqH2jUPjRxUJMbS5BZydCnkepfBjaV2h40c0PkcQDRVAUQpGAoiRKPQDiDtmbf0k2+UhEkInGPgT3UW4jUBXRjGtghMHdiFDTfzMvjYZ4tI+xZA8kR0AriSZaI/T2COJRnEe5S5Dut/xdavqPoKtJKLH9D4QNPEAsUo7E1e8iRS0URQAQXEYLFkX3jkTj6x+u1UFxFGiJ1AYCOdDkdOBzfi2L/Rf+M7gqvBRW4T9v+C/gL0Lz/ygqIjn2D0LQ/GSfX0QBOSUU/mHjXpjs0KNcShFD9rmIBj96HO4Bt4XgmoArQnAZQZKAVJFdi9ji3y539U/jvE9SIvTvhdCd9hiU+Ue5KB4feIzshPtABERFoUXngPh4yBlPbEwOUgoWhvjciFy5ICKKfD4frmlyB0BKCIcgMxPSUlHJ92iZeJ91925BUiIkJaGS76HSUiE1hRPhMOXDFkgHrJ++wb6GxqwfCnJ6gGLAkxq00QQasF4qumIzXHppimAobvb9f464eLS1W5Btm8GdROKAh5TGt0LSy3FYZmjc+OEdOeAxeNAXSfr35zj9YGlypN4h15ajiC+XIzs8yYlmxWkd1rhO9ruRB/guHKLE2gOc7taCSiVKce3GJe4bEVh+SUTIYkmzVhTcs4vBF8+RvPsqsk5hJj3SirEpGdz5cBGRx07zTpfGvOgxf1N1Qes9kNNLFlIqZwD70zXEeExSzp/E88SjBA5fJqtKBTwVviPmMS8PeXdQ6NpN1tVszKKnH+Xlj2ZT7NhJmuzfSs/XpxLOnx/Hkazq1pxl3XvS/auVdFq0jDw3b2FeuUSdC+eYPHYMhQ6e5ZOXB9NqyzLmdezFkLen0db6grVOSzJ90dwoHc8z0+fSefEXdNrwGcfK1uFSQgL9pkwmKyoaHINd7WpQ9OwtHly7jlvxBdGzLNb2bk6fvy2mwP079J37ITVPHsDCpMrhi7hZIW4UiyLX+WQ0LUDL775i1otPkPNACnXPHuNg9cLE3XYI22He/GgcLVd9Tbm9Z6h08ijTXh1G48WrsKOiaP7dejIic3CoSi3coGLVc61pPf8blOZyu3w054tWouHaLZhp6dS8fI3P+nZgSu/+TH56ILG3g3gCGdyLiWVD64dpsWYTtXZ+y8cjnscNesmKMei++Bsir9zE9gu2dmpD6QMH2Ny9Od+Wb0qr3du4Fx1J2YvnwXF476mXGDZ9IikNc7IhfzPaLV/KBbcyZY0DhAHDFKT546ifeAgtIsQxvQovqw/pFzmFIplnMKuCdtTibLxGRGmdXNslQctFeAzyb07l9pDcZBwIcHhyHDNfeo2PpjxJqyH7CRoGB7vWIDjTYQVdaG2vZuxEKPB6JbbXepLz18qSdDuBuIivWDZ9GhWePMHkZ1vxwYfzSDbTiHCisTQvIc3AL9PRvCahez6ED3SRieG6eEM+0vaXQW1uS9SEtwi5YL87mMghc3B1G91wSSlwDXEmHhHnQEo8NdxDHKEqSkkwLXRbxyKM14jCHjMW76ouBEUmnqfmQmI8qsc87CPVEH0X465ogsx9BR86ZkSYcEZuLKERU2Uf6ZoBJ/Ohl7yEOl8UY84gxKMLkLlCkBzA9iYiVBRaUjzeYrcJ9Z2Knvc2gWWPkHGyHm6mhn9FR2SXpSwIuXQ3wmDEoC9+DNVtDl5lo0ZPwX11EEJXaOGcZPhCaMLCd7wuqvNKRI3dhOb0Qpo23ggbTBvbcmDCCMyqpzDbrMdywnCnAOxogd58KW5aPtSsJ9FHTsR6Zg7+yvtxP3oS7fuKhPRYItPvY51rgTn7aTJmd8ZzHowZSwm/1gPXG4MWEUKaCs+QCfj31SR1d22E5SOy2n4C+6uS6HjxV0zJrpWyfini4W8hMoCZUhJZRcfesxqvtwv2aAunhUa1l2wOfuTFXy1bPUu1aYbu2YxcIcEHpnsd2y740+L0qR++cQgtuINP+xTUgOx+fQ3ErF/bFA+WtQ6Ppw1cFlDEgyxZEnHBgy5vYq8sSKDDZGQoGmm+gOs+haFvRFEDRFekCAMSTSWi+W5CzUOobhtQ5S6hfBZORJhAq4WQlJuUjd2g4U5yOHfIIj8BLgEShQUECQfK4bEuoIzcKC0WhYHrChwnHcNOQ2rfY7n1AAe/5xhCTCF7Z7CH7LLLYbI1NbPFMECC9hhS74Jmt0LJtiDHIzn7K2+QB1N8gCaqEpbN+K33JhL4GiElUBglNoDo91vb/CvYoX2Yvkb80fGnoc7iiFJ/Otaf3qtPFObcNkhtCACanAJ8yc89dX/hvx9/EZq/8P9rVAUu8c+dtSwzdR61f3v69V/FCU+ImpbvF8toAKgEDNShjhBECcl4V7BM/rb45FXbS2Ez+4RirG7wmvtLI/hrMnMEg9o4v1k6xcQPAFDDBwHZRGOvVAzWBJuBI65JZd2mSZvO3OjciyuvvUTX3o+TISVffPQhYyNieWXh1xgd6sH9XwYkJjke3BxesEPoQmf08FHMOXOenN98zfW9Z+DsCTh6DnPUM0QBmf1fQk6bBGQn+C1H0ergHUS1PISAyHLlKdnhSbqs+Ywye3dRU0nKfvEde57rxeS0FGYZGsmmQ6xr0NJxeD9Lo8zR0+i1SgBQdeRYDkX60DZsRG79Fu/4dwm/NxHu36WTbvD1zM+YMfoF+s5dTEbhWjS+sJNHV6xk1JtjeHvIEGof2MeDFzezrlwn4tKuE3fPovCh0yx+si0dl6zhZrkSxKUmUWnzLi4VL48uLYK6l7jkDNIiNaIiI0lJS2fXIw3p8MU29rYoSandl6l49AzHipdF9wp0YRL2uahkG9fVmTW0B5OHvESmJxffPVKD2PQQFXYcIzFnEd5580Vu5o7HdAWfPfoYPT9byldtWnG0bDGKnr7DZ0P78sCyjXz82pM02biFEgevERKpTHhrAuuatab36o95fuQsiNSwFRxvWpYGm/ZQd/02UvIVRkqXw9XLcap6Sd4YMJqTZStxu0QBZNhgV/t6zO/0HBkROhN7DsQTY3KufBG+b1KHme2eYNsDD9J/yVy6rlnNQ7O/JKAyOdS0OoHkTAodusC9KoXI8ETy8JatbGr3AJn+HORIukX5TYc50Lg24dg4otJuUDN8it2+BoisZO7ESPKmejhTvSIljhxEGB4OqwpUtk6SKCKQThQzeY5u4lNKec6R4N6igPc4Bze1Y369lmya8jB/GzkQv2uBkYGeaWLGewiFLJLruxxca9IoPpqCSY+Ss8iLlF5agRNNrlAozxE65voU+1xJJn01H/fho+TNdZ6k6xHYTk4e9HzGUa0zd9c0ZGiznjzlzGBDRFOGpk/ADsQjvQ7eNAsNm5CeAyVAGVkYmT6kSMcbY6IyTDKlJDo6hXDX5ehnayHndifcaA9GehQq5EH5UvEEfej5r2FdKYp9OgHP45/izHsKvdpp5NOT0QYsxPHfwVPuBGr4+9B1BchMlJGFForC8qXhETpy6GzkKyOxc95FFL2B8cZY3Gdm4yl8HbfLcnxfdyfrYEl4ayS8+TJ2qdOI/RVQUQZmuomZmA+n2DWcnVXRyx7GzmWi7ylNavHDxG1og3zka8w1XVAHquBmxmP0mo32wHZUVjzBgIPnvolu3kcEDELnCyN6r8BT9QBk5iE0vQPalibIdt+hHaiBU+EgUaOmINc2RO5vRFil4DF1BBpun9loU3qjfIKwEUGEfpuQ5c0mR433YTzwPdarI/F2XkvGnJaYUQKpvIjEDLwj5qE+exyr7gH8ZY+jtl3C/WIW4qX1OOurEDF9GMkPrUKUuIByfeCTGJ+HMV8thFZnEtq+eKT7GjJqPaSDti2SYO1VeL1NCU/34u2XvT6He7+Od8HrKNkQpYqBaI6Ka4SdFoGRYYGRjtTj0OVOhDgHgxYhDjsY27/G1coBYUwuY5M/e2GtFoCDP1kOp29hPHPqo3veRskwKq8F5bbgbpiHsqsi9Dno+ru47tB/aItkLQNt7y/thzVdx332OH69LH+Pd3DFHvy2D1fMxtU/5icSUBBog6AfEAXiBiq3B63N04gOEryXUbsd5FcOHHd+6JaA62zA0BwgiNImIbmEI/siVUME10HeR8qS6Np2DPMGmA+j2U35RxkTodD3eD0TkfJVdHELr1kEqdZiq5HZz+g+AioazfgUAC18Aen943Cxv0PjOSQf/VNt/3OIR4mnUOJxIAVNvg98zX/uSPg/j2j+M9TvL0LzF/5H4bKtU8T8c9JRVIPZbnaxzGN+HwfdDB63jN+0O+8xKPErT4wPqCWyPR4NhSBVwUKlWCH5MUWyPJITaDyMZN3PPF3rpU4LzWWS5vKS/H3hgaIa/E1A+z95lM90k8dcm03obNElA70md1WYVAVrXcE6FxZoDo6ESvKXz3fLL8kX/GFuhQozpWxVJkf62LF4PsW8fuzh4whXqoXR4yE6Ae9oEKUUyxyXmPjcVAUCiTdJyp2PvVWqsWrbdxxs3R599FvcCNmYzar/6DVaITQaZBnkGjkMI5TOyVVLqbh0DUVSU9jRtR4Pf76dI/v24bbojur6IAsSEujWqiPedWuQ27PD3a7gsNA1eUx3qYZGSiCSgWlpTDE0KJhAy6vXuDn+Xfa3eA9PzWx5aK1Ve+TaleT/5iiberXiQsodcunQLmyxJi6WmgdPoE7exi1bDJ8Ik3UvDV9UDCHHIvbwEdaPGUMXH1z9YgPCVfT7Yg4L2/SgxRvrmLl6APcj46h07CyrHmlJ6+XrCAqF5x3JiS+qU3zvcd7v3pJxn62i25gRLB4ymo+GPcWTc5YwcPoUOq5YSeP123h8wSI+erorIlPngxEvMmbccEb8bRYDF31E9MmLCDeSRvs2cLByfdIME79UhFSYdpvWsLFJa+5UzUH+w+mk+b1sa1OD6/mKU/rMIRquPkODLSvZ0qoDGV6Ny1USKLj9GjEBRaZyidJdil29iOd+CqcLVsCKMrG8kiqnj3O2fE1CjosgRKeVa9hapz7JeXKRZXvI6cBdFPkJ0mDLJjzhLJ6fP4lKZ85TZs8FYu8nM3fwM1zMnY+xL77C8bZ12FOiAuUvnsTxeMnMESD/nVvM6/UEPRZ8wtnSFSh97gSO1Al4FdKy+bx+N9ptWYEZ4UMJF12CkxkiKy4PEfZ1Vj7QnvdeG87GenXRfCZZmsnbGeMZ7x/ORVmQkuoK89t3p9eKxawW7clb4xbP7p3Pvriy+O+FSfNGowgRrcMt2yaHEEys8S6dDiwmYvM1ajU5TWa+u8zgLTLTI+kUXkz9rFPMm/M8I99/hfPni5LhRuAPpPB6ymuMqdUbVWEPCduacelaafRc1wjdzo3HhZAhiPHbZH3WBb3HfF6UM3kzeTQ5TQfHvI4UubD0ADGRN8l5L4PLqjAaAjxhvEIQjkyDlFiENMjcVYmouocIa340ZeHkuYlxtyBSKLwlTxLqvBSj03KCrsT0uGjHKmNvfhjN8aB9Xw/nywboGQWRZOAUuk/EiTKIQmeQtc8hEi5id/+UqBW9yVjYCqfSKYzma2DqiwSa7SOz0Vd4RwwnGKXgWl7c+7FElrtJlsrADUYTaWtETB9O2iuvYmeaYHrQggJtWxP01ivJDEUTZZuoDt9hba2Jfqg44loRtG87kPHi2wSulETU24w7ZTDhfuMx7hVG5r+LkIAjkVoYz71IvGNmk3YnF775HRDRQay0MPpXOuLM28jlj2F0noI18kO0aQG09n6cjqvwW1FkHiiP2KHjH74HZ39tjC5DkUveQQ/bOHUvQp0ZiG8nEF7YGH+vNCQHKHg6mvOBDHyFJdb3XjxtwoS3RKAuKHydsgit0zCmzES7WAR7TCdUdAF8L9eHs7OBeIIV5hNx+i6a1hBJHEgNKeci5RkgEkUh0KKhUB6UnQeRXAQZFAj1d6kYh2y5lQyESMoO9Wp3H3HqJpyJAbZjWvNRnu445c+incgCLLzOLMJGb9x3ItCHZeJae9E9tQAww+uwvX+XfP7HkN5DaOGqBJ1T+I2yhPYY+GrXBjUCZCUkmaB2oFQUqJIoogADCCFIBHEFoR1DVwFM2RFIxdG+Rxrv8ncNatvdjanX+YNZACQATRB0I7uM8w0UXwDryFZMs0B7Aqm/gGYHcez9SFEFqYqiZBjIwtBnYxqf8vNjS53HMLVxhJzvcWUlNO0dhLaM/wQpkHUNtJ3/3XVrCqDE0yjRDbiBJscCe/ifRooGYfAB/7nv6i9C8xf+R8MDVAOe0KGpEGQpWKIUC3/m+fh1uNK/64l5Udo00RWPKM+P16KB99AIeSQNdIUGbHUFnztwWP5+CmRHpbHihyT/99DIAD7CpaKUtHZdeipFupJkIog3NfpH5+RgQjFu16iJU68RI3Zt5Z2Bw8CyKXL7Jjn376XSji2M2vM96ZZFTuUwzHJZoP+S7GgffQ53k2DFfHJMnEpy706YQpC5ejPF3hjFFcdFtu6I0b/Xj31uaSbSlfQVLu8bXso4Yd4RNkPzFqPVU/0Z9d5rNAiHoVxFogsmUGHDWqTmsPP54WjT3qWDphGcvpRvnnv0xzFP+XyUDYVIsjRyeX4QOwhEcsXjMq9tB0a/NhmSbvPsimX0XbqQuxcv8Mjk2YQatcc4sQ+zRGmK7t3OrU/n4p07G2Pk68y7doFek6dQLD2LCWPG0Gn+SkIk8c2A/jR9expLRw4i3/1k3nphCCPeH0GL9QdxLA8xqVe498Yr9KtYE/OzBczato1tLepSd8Ueds1qQCV9OxcXVuTTR3swtloNvI2bkmZonGlWiXobDhB39Djrn+tCk+VH0dxkSty7SbO1X+MP2rw5YhARtxRpBaO5UKsChfdfot/cGcx4/nkylY1fRHG8Rkmq7tyJTTxlzu6m3ZeruVEwgXfGvk5iDg+hQhG83/UVlvZ6DG+qQ//5E5nc5yWsKIMnP53Ft63bcsefCx0dO9LCl2pCtMu05/uQecbkxbUz0HSTt4a/TMPDW9hTrjb19x+lwM0LzHpuIH/rM4CT9RLY0LQzPSfNZdeD5Xhq/hccLVmaT599iqenz2Pca6NZ3u0RPu3dk9pbjnGzWiFsb5BNNVtxO38MPRZ/zqq2LWm5fiv9x/+NmcP6Iz2gWxaGHiD+8DmSqxWmwInLzCpVkkoFchF3JQnXBwFPmFDQRogoCFv4dB9HqmhUPZxK80++YfXz7XGDLk95vmSh0wlTWlTX97PeeIR+UyZz9ZniLPb1JqDSefnZvpz7sBv3ZYC5kd1Y5D7Kuu/eYZxyaNFEw16VSvfmH9JC+4qpEVNJTY0mwnCQ7joavDKaA1Ny0Gp0NTrMvc5Lae8Q9+bjnBy0jYZlV3H3cGGOajXwmA5eTSIcRaR5l1zRqRy5VQQ3R5hIjxc38TsMVRTpVEB1+QhtfU+CuoP29FR8C/piJefA9oNPSyVt6wPEV7vIfZ/CmxVG7alHoOEBLLKQjbfibHwIxg1Gr3oFw80kvfQBDCcKjpTCSM1JuPEOIk7WIljwCEbbXbjf1kffXhfLYxCZ7qK+64zTbine2f1JP1kC84M+qMpX0CJvozwZKNuPFY4EPZ0ImQtLZIFuo98rhCxwiojOKwl3XYxV6hSeYhfIUhr+Aw8gGn9LCIEmI5FZFlrVs0QcrUamNw3PpmZktdiBERQETpTGLn4IsWQAak4fwj4d47YX50hFxM4HEDkz0U0bc8y7BOd3Q0Yl4931AOGCpxDKg3hmEbLbIqi1DVEuCW+/UYRmDsWbFIOdMwP/Gp2shAhECQtPraOQlglNxxJ8IomoYe+T9exHGJ5PUOcU5pJPyBy/geiWq3HqpEBKAaKidpHyYEH0r0DfGYlbtwehHQvQDInxgo1bxYs5Owg5R5cUwgAAIABJREFUQTUC8TVYSzx4OppkB1VDeHpRIp7bh+Xpi9v/G5y2PswlQey5F/DL/L9vUIxhID/F9W5BD1bA1fuiux/++LFu9sO1f8hPqaohpwYwkxRuhwCG5zDSWo6StVFl7qGduoQjC6GZ7X7oXRSDz1GsxeUtpO84Wui3IVZB5wR+I1t22gpexeMvTOiAga96S6TbA03v/vvz/wOI8DWUt9CvrhYFkjHtsQjVDKmtwTHe4deyRI41C8N4A7S/W3IfPyX1B1DEIzgAWi2kvgDNfpDszNWfb9oLAo0Q9CabMCWh+BpXZWE5zyBkDEI46MYYDO0zIISSbZHyVYS4jKYPJzvG4y/8v4C/CM3/ItwmRF7+7z2/B6gI9NLgYU3gAMul4uOfeT7+b6EAEKlBLx2a6ooYAael4HMXNjo/W0o9HggEyF2gIOULFqapbdHg8iUKJSXi6AY579/hk1qNyHn1BhUSk/C6LmdwWakpdmiSG/xyOf25K/WO36Rv0KU3AulqdNZtSgJddagX8vCwaVER+EYpCojs/7kzhoctrkVTAa9LKOxIiihFVa9gvyN5SHhoKiQfuiaP6Da7wkEeNyP40jFplSeGxBVrcWZOYfmXc+g8/QvCSUnoIwYC4Lz9ISItldzjX+Ee8JiUFNVM3iKb7F01oZwNHwidPuonAijLVMazeDlG1ZIMcQST954go245IoDvpeJtTbAEcHYfpcyunZxtWB+tSyd69HqaRQ+2wpMvH/Yrg2HzWo6nZpDHcJmIznvhEFfCJuW8Nsbuc6RkpCGaVcf6ZDn65VuYG1cwM1csg/uMJCjvcqpbZ+qtPUBqPj+XSuSn9MUkMkvkp93UxXze9GGkfZ/Y2Nw4m79EFKyF3bkO+t4rBN0g4k46EXHxZEXqGKVzktOySL7QDvvYKBI7NiD21G1yOTZvTBhF/K37vDPgZY5XLsVrH0zkvQHDib55h+TCuQijcbZcAqYRzZftWvPa4BH87dVhbK3RjDcmvUZAy2LeQ115adxURMClyOnr3CxeiOnDBnA7Vy78wVsMmzCJOQP688SkeXhdBVoG10sXo9vcT8iblMLXnR/BTfGQ4guQA8XVB6IpsC+FZxZO4eMeA1j6VFuef38+bmqYO+VyY7gGumEQuHSLh/Z9TbHTt3l/0GikmYFUkdjeTEa/N4n3+w0i/91E2q5dzdFS5dld70GWdGpFu/lfEmuEyNRicTw2eZJv02TLdtbVa0JKwULooXTeeftVnvxsIYbIQGoBZnboxYR+r3OlYUmEaYEFDTZvZONDzUjPE09k8n10qSEsh2s6FBGKYa+OY8+aGlzYU5mt5gOIYJiHoraQWyXxfGgW3bxLwAiyOdyCB/zfY6Zk4tcVUjOxgxbTxYs855+Kz40gn3Wea96C1NW2s9WqC65DhZMxZDa9yZnMHLTLXMqy5wZQ0kwlz4cncV2Y/FpFHptYivg8a7h/z+Zy50qUnH+N4NbaVOm3kNqBb4m6EWZW8FncoENV9xB7ulyHoRPQ6p8lK5hObIRJbOA+3qU1ONfgKngz8GoGbnQYkeEnKwgCH5EEsSMikMdLIMsdprCdxhUjP1quK/iC0YSCXkJ7axNX5RgZEUF0kYEMauhWgKxThYmsfBl1oiQZ0Q5khAnMfQaK3kAGHPSB02DYBOTV/Lj1D+Mpv5esLa0xhk9Gni6Kbjl4M12cHDpWYjy+/bVQ25qgjR+NfHAzoe+rIhwD36myOBXOYXtconZVwn3gMBlZLtqmjqgmK5EiiMgshJ4UjXrsC/RDFRHJGuGAwn+hCKEyV/CHNWSLrXg3tSBjfWPcNpsxLTDGD4H4u+hPzsFWMWjuXdTL8+BEFezEnGhtvsLrsdCOVyR92vOI8yWJHDCDzG0NMT9vjVrRGTVqPGrGC5iPrEONGY19rijKmwHCwOdKQqbCX+Y6zqHihJOj0PIECewqgpOVgNtyHZ4b8WQ6BlG1H4M9M8lIdYkevpLM2FWYF6fAjUicMZURPfeil7Khsxc5yo9pO7i1M7DHmWhOB+zOa/BV+KnKfDi8iwhvJE7uihj+GbiXmmHlnE/E7ZfJ8F5Bn1AffWRehHMAPiuF6n0HuSsSrc47iEp54Ug+8FgIkQvs2Uj+9uPYuv0WrnchrncZerD6D9bFh84cBPkJvdoN75uHcEWBH3rEYLIMhU3wWC/M8sVB20fw+1z46yX9qZ0MOpd+UEXrAawCMsA8DXYZCIA1U0d/bCe6XvtPx8rGr4R3ZSUgAbSvftHKDn2L6evET9byt9I/ljUdj+c8mtyO4bwBROMYbyK1HfyxaloBpLkFzW7Ov7LT0CiOR1uPLcfg8tlPjyLrYznjkaoEQjgY2mU0otC0937yBv1efYf/xbgtfORV/1+KMf/z+IvQ/C+FBygD9NCgrZb9+38uFQskXPjDnv86EjRopMGjhqKEgJsKVrqCNS5cl7DL0alu/Ps5Lv8K2iNZ+Tt1fH6OOprkvNTYjsFZHSbYkt0/q5fzooCBAvajSBcSx4K+uv4LOejqUvGx7ZLDpxGlfJx3JF6VLRm9VigKKY2KmqDUW29RtEQpTj7WDrffi8jHnsRs1YDotFRWC509SjGc35d47mO4TDE0IkLZv+8+YVBTORx0HKrFxfNumw4M6d4XIiPR8uQm0LEpWS8MQb3cD18o6x/rw7doz9nVi6l8/jLB8mWRRYujXcp+YzzAHql4VROsAciTHxJvcsbQKO1IfD4f8T2f4VbX7jQ5c5KZLw/keKkEHlmyEnXuOpE7viWyZVsyp0/m/Hff0uf1aeS7c5t5T/QkoURuLp2/xdmKpSk16SO4fQ312HNw8CBXHm9Jy2UbqD9yADOW78JjZuA4FonV8lNsz3X216tNtX0nEBmZaBERXCkeT8Gzt+n45ecs79KdkOYndsbblKlbn+s58hCXeYdbhQtzqF4Dhr76Fn1Wz6PZom8ocOcqd/x5ONu4GKWPXudaqSLU+nIbF4qUQIsEf9jB0oLgVcTcF+hCkeSLoNVXy7hWqjSJOXNT69gu5gx6jorfn2JV79acLFGW/m9P48Fdu9hQrzbHWjej09QFnCxdghhcBr/xDqvat+Fq+YpcqphA0xUrOZdQlkxdkf/uXfLcSuGpz+czdvRY8l+9xrHy5RF2kKgsmysVinG8Uimqnj/PLeHy4IZDKI/i7RHDeHLWEvQsCPnDlLhznaScxblQNY78J++yu2kVGq7ezM3SBWm77BvGjRtG+QtnSM2fi1yXbhP0RRII2VheBxwTL5lc/bwkMZ0vsfC5wVwqno/3hw1mg6ct56sm0GjHVvI4F4nKLzl9z6WcVJgBwZzOvegzbx7BXOBLCiA9ISwDfIaOHlQgHFLMPJTMukaiN5qQFJxxK7HCaMUzfEIH/xIKhm7waJtn+DCpMuvfP8ADdT9lQLMnmLF+OUmyJp7oRCzXwheKpqa5m2+ojfb8ROI/HIpSkqSwgDxBpgyaxEvvTgbdpUl4HSfCNbnjzYODQmLzQsd5fPTtQ4RWNaFJ0/nsDTYiOPUp9MEzKdDuXa6tG8UhuzaVH3oFY+MjWDnP4s2MJzivD77unxPWNJw0QYQ3jIgNkmXHIrdWxV/nCLrMxF30OPq54oT3Vce3swlutQO4j0/DTiqMvqs2akdTGPY6erU9hFsewRuThBoyBr3+Xmj1DbLUOUJL2uMpdhHP8QrYX/QkMH0I6Vuq4z1WCqvCIeSd/EQUuIZ7P4pQ/H2E30Wrdwaxpizmuco4k44Q/iAG7VoCRiALI0KQmf8CRtjE8+x0wvMGowOOGyKghVFb2hMa9jbku4G4nAtz8Gy0pz4idLwu3nQN13DRKx7DPl4W7YU5OFOehc+eIJAriVDu69BtAdrpitiVTmHYYGoKufYhOF4dN/YmMm8S5tTBUO0QbHkQ5QvBw2uxxoyFTBMfGQRNDRXMgW98DCQ0Ql8yAL3oLchxG+1gWVJXtidQpw9y4yKs2Ft4q8YC+/CWzkCleQmuropeMwe/yHSMTsTpWABjhYOzXYNR5dFuX8M6sBcfjfm5Wpcn9jzh9EsIrTmONQqD8T9bLCOx5Hl8hyoiKm9G6bPRxDNIXiFsvo9pl8TRXsWQ4361yEYijKkIrRPS7Y/rGYFuN8EIL8XRH/xFS9t+C9N8BQAhn0EZW0GeBQIYzEVQGJv2QBI/333/RGz+BHnzwe1bf97u53MKnsL0V/7xXiJ8DuX9pbyyz9lAyHjoz8eyJ2CaI//JO0eju33R3cdRYj+2+SrZv1VepLkZzX0W5J8X/vw9GGIQuuhFWLaBn2uW/q4sqw/HGYrt9gWlge6gaZcxtHfQxZbf6/QX/g38RWj+lyMAlNagkw4PG9lSvQekYKUDO9zfr10jXjZR79v/sXleVC7FflUs8wPTYZD927yZ/wr2CYuAJSlv/vReRAK7hCBeKKYoeF/9dAhTAMUa3aWKa5AAHFdedruK5sZPxzQ+4HTYwfTqZCidikJike1F+sby8mStKhz/aB7Woy3Z4A3Qetla5EvPsmr915T1BuisXA78MNbsgJdnmndAdXsSChRGHNwDn81h9/F91Mn6Y+nDkbrGBFey0w2zXPczCUkA2OBx2Nj4Ubpu34FMTSYJ2K4pVgvJCU1x1u+hYDD7eQYAtbzRdP12O95ebeHKFcag88YPXh4fYPfojfHyMOwZM+HIIc5s201Jn0OD/PlYcvMaBWZ9DcP7wJvvordpwba2rRhVsixfrFzGk3nzcXnqfFI6NsPp8RSJz49CM4Kcb9qAZp9vYer4/jSbuYaDrcoy7k4yXyzbhFGqCIebNWTUs/0odPUWFZLvsqRcVfLFRrFicB9EhSroMz7neLO6tNz2HbFnzlHqzFF6rF3P8E/e42R0RSALEfSiInVqH9rO0ZxlCRWMptr3RzlUtBC3G1WgwsaD7G5fB6+dRro/lpJbL5BVIYbvqjajwYF15Ljq0nvpXOZ370K+q4lciy9K4fuJvDx7GkeKFePt0QPJezqTnqsXMHrSGA5UrsRrg97jeol8HK1dlSsF8mMoi6aLt1Lt5GEM12V3rTJEBCHk+lHxPqa8OIiXxr1D+8XL2NG8AUuf7smjs5ZT4+RutjZqiZmSTDAmhp0PVeHBDcdx9UwKnbnOldz5IXcchS9dpfHGL9ncuCnXcheh0a5NtNqyhS/ad2LyK/2ovHIfA5fPRTpedlaozNZ2dchzNp3o+2kkFYik6rETrO/akL01G9Fw9w7GDX+Fdmu30OWzj7HuwumHK7K9UAUGfTibTwa+QOVjuxCajmNmsblxC/aXrM7wqRMIGx5cDFp++T3f9a1LMFknLiiQpSXigoPrCbKuQUdafL+GazkTSEi6xUm3OEekQ1JCKxpe380KHmKKNRItkMbWjFbUlzswnzjJ5s/a0XbnDjwdJWuTypCQ08O+qOoUmpZCzWZvUKTcFor4q3Nyf10Km/1Za61nfNn2vHfuEya/PpB+46YhXYgUCseUeEIh3ICBL3ybu/6CCJmJHo4gPs897lzPgypzAVn2MEU21yGx4rdwuA+ushGdF2N+3o2gV6CnaRgeG2fEu4i3h2Dg4gS9qEgNv6OhiTBy7CjcNyfhyjAipBGosYv0ww3QjTSc56bj2deY0MRnMXLfAwK4ZggjSxGqfgYGv4f3ZlHsDB/25EF4p/fBU3UnzonaOM/MRmRFoF0rhFvuMiJFw2x0APuNITgZuaHtPHyv/42siQPwKC+WYyP8foRMRz9bAuY9jzpWGX+GTvDbZmiVTuIcKYNugDZ+DLLqabTWy7Hu5cCXIx2r8AW0fc0w4u4hj1TDfeV1qHwYz+D30bt/ilPmFKLoTUjOgdNzGcSfRm3ugDNjKN4JfZFFrmOVvkggVSOYFcC7oTZOgzPIQokY057A2foQ/oM1EccKIUc7WG8a+BIVqoDKLl5a5SxyU0OEN0RklfFkXOmPL9mPlUuiLA1jYhYg8QyOIuOUg69rtvfFuJwTp/Q9whnfIM+2xHMnEr35Pqy8Gp7rpQl5LuCzikMhDXdKXoyuX6NK2nCiE1KvhDt/L/5e65EswRAjwHcHK1gWYqKx8w7FPDMaQ1uBIztiyZt4tJ+HpT2JGRqP7SsKSHTnAK7+NIhD/P6Rvw/X7YUamB9j2lgAlN4RpbdCs54GrTmaPhWlDqKcQWSTGPij6mqO7IahLUHnRTT649IV+aP1+WNIpweIJJQaim40/9Wnf1x8QQvfQHoL/M6nc4E+OM4ADOOn0DzN2oz0NPmn5vZfRwGkuQnD+gTD7gzcwTGGIrXj/8JYkXi15Uh1CVs9/y/P6OehcUJ/F8dujiO74PdW+ZfH/H8dfxGa/8WIBZL/uyfxA/7Ic/vvFsv8O+YJGKZ+WubHoBENDPkDLwfAA0he1RWt3Z8I1UXDxJsVJIYIanjCnAZedg3KxuWh/9frsG7cQubJj5s3F2L3DqYM6kut9FRaKZdNrkmyyKK5ZnLE8FDZ+ed81qd8krJ/IlddG8keNLZ6dBpZ2aSjHHCyUAI0a4Xa+A3i2k8xw9N0k7GuzSbTwrF8FIgwyQylUuzFd9Ce74Pvwmkyn+gNt7JPJe+GNeK9P31fWp3GyN1b+MrSecTjIls9yldHd9C2fA1KDR7FuQ5NIBTEXfUVjWwPs/o9wYXiRfguy+G9YW+Ro0wZFvdoy/NJN7l17w4TChbhg0+34M+4Tc1dG1jY61lE6by0en0Cr89cyJpInfUVq3EhmMIUO8Ty5o+yuE1TJr/cj2HfrCPq6F3atajBK8Ekqmw+xUsLPqTA9ZsMeGsaTrpNRIxLpqET62ho94M03fole6pWodzRM2yu+wCZuQtxp1YxCEHBPWfQTYsX537I83OnUfzQeS4VK0z+o3fwRWQhUwMMWDKVWU/14WSDsixq8Tinq5RCGj56LJlL6RNn6D1vAZ/36UjltXu58kAtyh4/yG0zjrDPR42Du+i07lum9H2Be7liyX3vNjc9cUx+63VeHzKUuPT7aL4AuxqXJ+HETSrv3c+lUhV57/WX6D9yCi8tfJ+xz71KkfRE7ubKTUTaVQbNmUf3uVOpv/s8Z6slUPhkIv1mTmZKn1fRrSQuNShD25ErKeecYFG3rrTf8BXLm/dCeiVJRWI5UK4sC54dxOKGj+DJHeBwxcIUSLWotOM7Ym7fZ12PVkwcNoFXRw1Fy+PFDP0f9s47TIpqW/u/ih2mZ4bMAENOQw5DzjlIDiIKqATJCigSRXIQQQQFQTIoOSfJIjnnMEgWJA9M6lD5+2MwIHr03HvOd893P9/n6We6qtZetaune696a6/17hDHlpeio2c2+5tWw2UZoJlExAW51SgtNeee4kzdQng0OOSrQHH/UcYrEoNElbBQCEsEf7gLOZiALXrZKTWgibaFW3Y6RgsTkZyNjJM34PNYlEy+Qxf1U44KZflS74qoWKiii03BinTwreDH13MSNj+R1fZLdLdTU16mGjIDrQT8Lj8n7fJUltzo2gFCa3LS4rXPOGTHcjlXJTLevIpLOIXjVCDauEwXaTbDlPHUyz6Dnff6YyTZRHoTqC/uYNGZ3rhK3kCVVb5JbkLVozeIrHCagKog2AaC7aBpPtKp9wi6MyPaJo4koyVqKIqKSw0CYZiGjqk4iHYIywlDaroSaWtrRCySr+dCzX4B6XwxApaPiKqHSDxcDMGfFo/nMbbLg2aJuPuMRxg9HGtXQ6TkcJQ99TAuFcE+mRvjbkbUtpsIba8LkoFbEWFRO4ItFhPudjAFN4KqE7wnQJiBq+9snD4fI+e/giU4GC4LW3RDPPhGjcT6eCDC6VgocxgtOQMu9xMs0Y2pyHC8AEr+71HeWIjmC6BN74kaF4Ps01FyXSJJ0hEtH/jdKG8tgdtZ8Opeggfy4lS6TuhQGVAcvBezY/X8Eum7GmhGCGHOAIS3P0E4XggpayKhtAGE81lwSl1ENUQ01cJruNEJIM0cDA3GIz8RUd66SuB4XtyXLUJzQD5p46Qthf75GaQ8EnpcBII7iGBLRNS5S6IWj0eJQS/yEfLmQTiPwhG+CCAuSUHUG2DbW/npJl07kQ5XhyBcDWKXEBGPpY6HdnURNBAP2zhWUwRXZQSxB475OaK7FuhPsM1uaNoRXK6s6Oo1VP1FtS6XsAtLzoppFErdYR5AFI5huSUE4+3nbI3RESjDfqMfZZfCkd4E6RKOVBtRe5nfhVAcUdmKYx8mpOXAJZXB0NajuJq9YGoZoxGlpbjVmdhmdiy6YrPjeRt7AJI48ffP9afwgfEJKF0B0LRduFy1/4u+/h0Iw1b2IloDwN71O8dzoBhDcbLmg3u7MeXp/Jn2qkh5VHEJhv0+Fmv+Lb3+d2MEMiP+Lxb9/xn+JjT/n2MVOq1R/9zw1/htFf7/IP6sK0WByUjU5x+ksmXMDPWa4G39OnJEJEnbN8KqxRS+dpkDNuxxoLsE23UX52JLMaJXT66+0xWr/1AK1GrI4hZ12JWcxLA/IEbbLAXL8tNaVekj2Ix3fqWaJqvU/xNCc8zSqC+5eAK8hk1LHFrzxwprj10SmQ5dwS6dh2OiSln7F/9i/gIoC77C/m4PxpABz7WTjtxGnz4KadFsABZi80Cx2GaIHEAidW1rSMmclYddexI5+gP8K/Zi58uBVDoXg2SYYMLasmVoO34aelQ+IhL8XKpZkBxxtyjUoQ13Zy0g4kY88Z0as1MNp+JbfTm46AvK37hIsTmLOJu/AkL1AuiXH9Jq6gTOr13JjXu3UTYexyqQD/XBIw63q02RbRcQ329PxITJPMgXTfb1B2h8Yh/jpo+l4OFbqIrAzno1eXnRRi6nFQjzuAmUSuRSutrczp6TLHcSeP3z6bhGfcCT4ZPotmEZzTesIvPdO4xt0JDBO/aQ9ft4TMsg6FN4d/oUVrzcihYrN/FFl7fxiA4pIlimg6xquG2V2ts28l31arRcv5EvB3XnjU8XMXzyQAxFJNP3dxk3bBxfvdyJFHc4gldjaYcWTHhvDNE/fI8kS9Tc8R3+TB6GDB6LL8Vg6IShpNMDLOjQkV0li1Poyk2SZRdeWeFSpRgOlynPuAEj2F+uDHmu32Nj85fo/sl0TlQqzbr2bXgQmY32c75ADvpw2Y/Idf0Wi9/pSr2vN7K5TU1qbT6AFp6RAhdOcap4MXLH3SQlMpyL1QvQfeJsFn7YiZvheXjqVYlKfMi+ytVotmwDlU6d50TZEjRetYRVb7ZmX9kqlD51EEXycTdzFgr+cJPA0wS8PhfLmr1C5QP78Tx6SJgjITgGYaaIKVqksx9yQi1EVncSbsOh8rJd7OlQhVMaFJGykN0I514wjlZhTRgr3ma6GcdeaxVPrnQlTcxjvg+KZAk/zI96cdo76/h6dxe21iiA23WaVylJcXscB83y3HdnZ15KN0aqXsKcNtSUjrNWyMkkaz4DnXexpwxk9+Dz1A2dxgi/h50czSlXFUpoU5CMbEx1f8E7yvsohgsjTEBNBFUIkrC3DmqNg9hNtyKuboXh0fApInaijemxcSFiWaB5JYRR7yMN+hTZCYClohsWtkdBcoLYogslyw8YKeHIwYw4oRAuXccRIkm6kZuIWgdI2VKGiMKXCd2NQQpZGIXvYMelw7Ej8NY6QmjEIJw+kzGPliF9mSskDRuG+lUb1MsxJFwsgjSvA94m3+F/fzD2vG6EkYT5KC9W9h+x1RTM+KyQ7gmSYSIdrYj7WkFCTb/CMMJwFJHwgmcJxBVCvZcbceGbaBP6IzmghmwEMQPJJCGJoD7MjH22CKG6e/FcKoKZ+yKy24QJgxAGTEC4lxUy3sePjBx0Y1c6hIQHr8ePtr8wQpF7hI7GgFtH9oVQL7qx+m5H2FUX56EbZ8VDbN7DarQDYe1LqAero54ugb47P8GoIGG6irOsHU7reYi7WuGvdISwH+NxNbqD2Wge9qFKOGp2grNy4us+AGHzTALnM2BnuoYaqIvQdhsAqnwU3UxVFQuFzuJ2F0ekLiG9C2rTe4ibniLYr2HLg3GyrYNCAsYUFQEHeV5vmDUJ88lt7PUFUPYZCDNMfopWLuMCtpUBIf8d9NuxvwzAYnEEeQ6go/kjUJXiqMGb6PnywI+pscXFj2ikzmxo2n5cyhAkewRm/o4IN27hCIMJ7fwCX9UbWGraX/kuAvaFnzcd+U0cqdELZCdk7UU2nyCIF5CepbL9gmhEZRmCkBNLr8HvJafb9suI4kpEYpFYhcUYbOb+Yaz6PThONLp+FpewF9Q2gA52AxC3/lN+/u/Cja3sQrQWgT3rn2op2lWQzUlACFP+4FnN0N/4r+BvQvM3fhc5Bbj1H/qv/PVkduUh4zicN4ZpX89l8OE9JAX8/6gpAJ2e1bzMs0U+QGCgA6cNgYuxFeg7cyZa28Z860tPjWVrWNGlHcOOHSSrLbJbtInkJ9HKVOzRVWqovxCGdMBMw6GTIvxcxlgT+BZYZKh0VXTcQDpEcgODBZnTtkNeBLI5Aj5SFzQNkCqte1NwOIfDVcHmNvAImxR+0t15hsYtkQrkI337Dizr0ZlqBcrx5fxPiJFVfpqgfxObBYislODlX3E7YcFmpnzwFh/fvftTzCSbAz8+GxKy4HAPAXLmZ16mrLydxsuefesIpXjIJJiUX7EXbfMKUoaOwOVSsJd9hV2/Ducb12Vv4ZKMHz4cp2lddj56wA6Plz4d30F6tSfG1x+Tf+lX3Fl7nNsNS0GEl04fCmy90RmteSsKtmjAjc0nsb9bi1W9IUcb16HR1+t5GpWD8DKZOZQ+klNlq1Hjm81EHz3FkdZVqL7rGvadeCpfOcljb1pa7dnExD59CXMEZvVoT+ulazAEF+w5SI6oaBKbN2B2WCyH2lUk0+M7NN2+ibemzGR/ySo4kSbfly9Lsf2neG/8CD7tOIBQujTg2EhuCVszUAXQZZsM9++SkjYTpU8eZ1n318l+8RYNt230G5moAAAgAElEQVSn/xfDGdtrJBMm9KPtp2u4XTAHQU0kwggwafwI5rbrQLsFC+k7eRKC7uA2TZa83YlWC5Zzq3A+sh+5xKn6Rek2bT5P0mVix0vVyHXyBhu6vMb+imX5qEN/9rapTNWdR3ElPcUR0hIReMySPh3J+/1NPP4AcYVz03r2drI8vUWaj+6StqWfM7kLkpQtM0FBpPnWrRwqU4Beixcxq2MvztYpztXMuQnTQ2S9/T2momDqDh7FYkqP9+k3ZzIVt1/ku4oxPM2Si+z37uHYJt0nTuHT4f0RZBsxYCN5POT47hTHWleg6tIdnKlWmh5lqjL75BH6duzH2FmfIntFLL+XNK54lmnN+VrayFeqgJk3DerNeJREF7pHISjYZHBMEmwFUUymgvQ9GwKFyBcBday1vKKv5PMsH7J7Sj0yvvYD4dZJwvXMVBmzgLEbPiT6pE4GOYkSTOI94RO+EWwcaQJpGkksXtOO3JWKcWZGO9TSn5DZc4B8ejyC5WZ/qDyy5CdaPstlsziC/AC3mY15ZUvR6eQlNMdGLnKe9OczklT+KtqhcqDewuPKia1LCC4FEgyCooos2jgeG/TTWGElkTQFt3ALK5iNblF9mfF4PP4TBQkvcx1km8Dm8rjtDIRsAU/2qwQvlsRd7CQBAQQ9jPDax0neFUNk7C2Sc13EI4iYcbmwL1TEqrkP1ZDRz+VHLR5HcGND1LBkOFoeo9wOSJuMo/sgLhPkeEhEmEqKFI9bEdEMARENI8GH62IZQuXPIegOYZ5EjOtZ0LIEkMUkPC4HTbVRDAkHgWB8JrxVT8DQYTgd56LfzYY6ZQiBie8hr2uGOLMn1uAxSEvfQNrbEDv3dZQxPQjdzYFcfTuO4Ie4sjjbGyC0WYK6/BX8rVaAy8Kl+tFuxiBnf4QUfQVP2WMkHaiGa3cAc8BZrCNlcaruRSx8HWdxJ+ynNq6zxXGu5MUqcgtizmILIeSesyF3J7RXiuD+5hxhc66TsKcYroaJoJZD+nEL1ptzYcloROMsZkxtEB6gzwuipHNj3A2hvmchnksDmDgvlUPYsvvFAOMG8ovofVXUzgAhZHEp3OiImTOE1msEwvSGqJTHzDwBYfiHOJVFrDJnEPYWQ62YFlVYiO40eM6tph3E5aoEZOTnmhipF4LUD8eaAtZ0ZPMgge/qoNZOQDR3ITi5sJQy/JSLYbn2ImnVfvaZujhl2efO48ivYoofo+jR/DOwzCNI8i9iArJ1Fst1FUHIi211A/vw77TKi8I2bOZiMf5PzyHoe3HUan9q95+AwMlIvKV/uVtw5K/AOYtg/Vdnsf4zsE1Qqe/8Zyoh/E1o/sYfYr5i09H4TYpTaxlW/WunGK+aEvn+ghjACWSmijqL7D9OuyqByGNsEoExosV1BAZbMhgKt9EopwJuL+l3Hqb1/C/5eu7n/1A/5df4Xg1RQXc/l/620FQobqVQyuV6wT7eMkkvvVjjM1KRGP5MVrqfKDHF/oNrd3tQPpuOkDY9Obp0ICwhiTOAuPcMdrUSz5nqszZQukdTztvwRA9QUw3jDKm/xUVYVHQcKgoyMnA/fwxcifu5bQFR4HvbYY1gUD0QxkifQ/VyFWl15iSLilal/ehJiPWLkBH41pAocvEqwtMUYh7fZ/KEERwsGEO/1Qu5lCEb1cZ/QrZcubgbmQO7Un7ET+eS0L0tU/MWZtjlM6mfWbrMvP3kAfEHb5DFMRlXswQdR05EGdwb5Xw8RtH0xGw4wGfdXqbJ4ThChbKiH7+HWjgc6+pDhM9n8EqOdHxXrSkbG9Uiu5HAhB59+KJLD0rtOMDZ2lWxXHA/bzpiN53nx4LpGDx6IkNe68rAdasotP8bXrt0nu2lKpAmKZm5rV/hq07teRATRbsZq7hYsCj3bZubNQqS/0wyphWiy7qvWfBqZxxBRDdM3KJDigw54h+y/ZV6eB9r5D53jkfFoxncbwynq5aj/rr11Nu1i4cZstF+wVKskETa0FMSlTScr1WUsNBDlrboxIx33+Xjd/uR9fJVKi0/TEZfgFC4l3HvduOjfiPIc+Uia95uT4ntx1GtIDkvnGXoZxNJypqNlgtWkef6XX6IykmG5BuEfJkodPEku1o3YVK3HhS4eo2ZL3dm0zutybHrGmKEyiN86CWiuJPGQ7ldl8h+L46tzetT+MRVon+4x45WlfB701Jl7wF6TZ/GmkZt2VWnCkpaCymoM+aDj9hQvR4r3mjKoxw5sDSJUqf3owVMPBk9GP4QU+xB9HPPpcp3O0lzI5lt7Wtzz5We6GAC2yrX4OrhXXS3HfyWlzS6xjWvRL6QToqioFgi54Fqssl9l8KYbNnYeP0ONYsU5OMr1/jeLsAcswfl7T68pDgE/QYF3bDjqzB6tF/MLlcL0gZN6gi7uOIUY/3M8ozu3YNzUmP2r2tIzgazaS31ooRYhAlppiMlqpy1K1HUPo5/2HvkH1OOG05jbqTLSSgeirvv4f02Br36LdIGn1Is3TLm+8eRSb6JeS0/vjy3MPQQsu0iYEC4qOOoCoIcJFEQCRO8eMIvo93NiRLpxjbjCZa4iut4XnQjPbhtlNOFMQqfQ3p3Kvrk3nCsKKYrAXVvMzxjJ5O4pTpqunuICWmxZ/aG98cgniqHnvkGohTCqHSV8JtZSRI8CH4J9+5aWPW34VrVAvu1rxAL3sC/uA2yy8LI+gNhJytiFL6MmukitpkZM6TjxKfBSP8U5VIJxEuxCDubYtVfj1F1J/KxstiNVmN90QPp3SkoRe5gX8wBF0qgxB5A+aI32twuKP4MaKdiMMMklAs5oMVWpIBCaE0jXHN7QciD030GmDJ6pT3YhguvKRG6lhV35gBCtnj8iTaufHcwzhZDGT8CfcxAZLeJMGQcVu/JRFQ5TnB5HYTOq3GlCWDsr4jzdiR2mZdQPxpIcsbbeL9pSajmftQDRQn53bgdBVPx4zzJinDRj/BBZ9wpfRFG9EUfcALn5GOEqomQAuLLLpytlwiJh5BOdkauosM9G30aqO/wc1qAtiI7yue3Efe+OHTb0SAGL0OpfZjet1BiVJy5OsQ7KKGHWGHtsK0daNpVRMWNIqaSB6f7qwgzl2LbJQAL8VkNh7Tfh1Xll0hlRl8j7GYk/gvRiLNMxAXmcyUrivk9hlwcwe6MhYDjNMbSKyG5LyGrGXDE9EjBW9gMxRE3/X78AQLmbbxyIX5SGbOVASAUSK3Z+ZcjAkGeiCDUxrYGgb36V8eiUFiNzQks+vNzgrrdBLgF4tk/9CrS7zlluf9UOPJ0IBLBbP8/3ZX/Z/GvJjR/LhP1N/6j8Wu619EQeeD+zc32v5jMAM+RmRuOTfM/+BrFYr5AZtzAE9HigS0xx3FYrOlU/Ogz3Jv20FcNY5otkkWwyaI+IzMAoQDxVYoz6w/IzE3j+RS816TUc64yvRzEIcb+JbVsvGi9QGaqPks9+z0yc9+rMjI6B+HfHSRdz7eJx6E08JIg0kcU+UQU2SBKHJQkzhkGF9/vz/lXWrE6OcA0SWKxKDG2RineFESqf7yQGCAKyNGtKd/bUNa2iVa9P5OZWKC0JaA6kfgUNVWb5Vdkpn6/oTzZfYXjspuWjkJ6j859Q6eVywXzlvO69gAxo4ubcjj+wsWJSJOed0YOpXiNYlyTHQpePc3YDSuJmjiHGmv24XR+lTtGEM0Ocl9PJFNkGKZj8+HMOYgDx7GpbHna7DnKuLotUCrl5kl0RuJ69ydd/VTFG+nxI9pKEnFR0RS/foPk7btwZ8xIxn5vAFDh/HmILUy3eQvZ0LEFQyZM5t2h4ynzyWSyPXrIksGvYRou7AdBpr/ZhxvZo/AHfEzp8Q6+6Kwc3riUzqu3cLxgYV6etYbq63ezt15N7uZLT9TZRxwrVhI9XKVQkkaW0wF6fjUL91ODee26kiRazHy/Ey4dqh/eSabEEPfDslJo42k6fTyNsaOHUuSbI0T4/UTcS2ZS3zHku36btouX8EXPjgi9DPbWKEfAl0KRoyfIfyCeeS+3Y22DWpQ6d4IGy9Zx/M1YYi6fI9lJZNSwcWxr24hj1apzvkg+3p7zCZIBVypWpcDtJ8zs1I3GGzeRlC49oz7uTzBjOj74eBi1Du4n+uJVxnUZwtuTZ5ExeI+NVRpjRbhJE38Ln0ck7+hzVNh+jsQoDzP796DkgQvcLJMNzaeSkDkPmR894XLh4kQ99RNXuCCKIGMGRYKWmzPL8rO5ZXVyP3rMG7NXUPH8WRw5Ez8ULomtiZyu4aGP9DGBUCI5Tl1kU+s6BAgjjR3isZSOTId288hsQFpH4rBlkuDRyeiHFapIiu2nvaxT2tEYYLTG7RdZtTzAE3ko31y4wGF/fnzBJLxOD4aLMVxFwCM4bNFU0j60OZ2pBXogD8ecEuw89Cqn1Bxk6feA740itLaWMKZVLgoXjmSF6whZ7fSkPBFJCdwnn1EXTSiJPGYht1iPKKaQM/FHetoryM1drpYxqRrYxi53Hnal9OR94UOqFJ7D5WgLK2hhyG4+NbvR1LMJwW2hB8DSPfg0D0af8eiPCxJUVfxmCn4nPe4TxbELrERQNEw9hFbuIqZLQZv2NopXIrx8HErxhwgHahIqdgDF0tCCaRDcMvK5krCmLWbHhTg+GytCQUr/A9b81xFTbJQrBQjV/A7hUSasgpcQyl/AKXwVV6mLGIXOgS8Jq95aJOUxmiDgrrsf27Gwi1/BlSEFvewx3At6I6yshzRtIO4slxFbLsDymfjenwJP0mHHZcFuuxTHnwF79ASMAt9jniqDfj4XmqIjNV+Flus69sXsmPPaIxQ/id1kI4HFnQmWPIRW5hikuBHUELrLwPvqN1hvLcAuehp1bQeMyxnwDpmI9DQNqhjCSVaRNBf2/WykHC6MPWcAxkeDsX2P0RtvJHhqPaFmqwj57qGKXYFk+LYOIS0MMdyFni4R82B15AwPkEuFYOPHBN+aQMrHfTGUzYRiLuEsjkLM0B17pYZVshKyryjemHtwz4ZBLtRPU8fM4KHUv8rRuxgT0kI6EWvbL2O8nROMqSLEF4TrXZE3ODgTNYh30La4SBGfEDx4EACXKx+KGI1uXsWKeBsjajncdmO/eha3Z9TPPn9NZhRrEfKdEmhyBuQSIcQZ5gv19wFDIHDUg8BtRHEJ1r5XUT0RSFHlMT+KwTwahTG0DGaW0S/EKADRGolojcQr5wXpZVCTsYV4ROPz3yEzaYBa2NJ3WOqPWNZZbHspjtMcyPy7/n8fSThmd2wj/89kJhD46fHhfQwqY/EOv1TbuhGUooiu9SC2e7YvAkFLQGE7qbkcIDq9/ok+/HsQWhv+pzaC2es/lszk///01v7vGZr/BfiNsjxnXBYlNAnxchh2wT9P6fpHyAlsRKb47xSS/bb43wOctmU0HLIqJsdKVqDNvGXkatuUc5fO/bf68VfQ3IYw4Otnv+U9kkIN63llt5/EDKoOHsrRpi3Q27TAuX0bSFVL+zVhuu9ViQo8P1VbHJGzzwiQ+M1+7IZVfj7WX3GYZPzqYYPbSwlgkT+FnYLAe8/ktpcpIm2NF+t3rNbtkFZ9nfr+UBxSzdIQ+iXyTe3YjT6t21Pz4SO+7dgSAGPtNnKqEcS7MhDeoAgXgxanYkuyvHYDFqxbTtRbvbg7pB+H8+em4pi5OPMn45m1nGC1Usg1akPeXNwY8i7ZZZVy/d7jXNMe5Ht8nYSw9Cx//y2azphLSmQmQiVT88BvBG0+6fshk1t/SniGs2il8lB7+CS21mhK0kslyF+yNHl7DuGtj0fwdkQk6T+agn37LrEf9OfxuGmcjy1IruVrud7mNQ5UjqXoiWN4/DahJ4l0Wb+anY3rsbN1YwofOUNkioFfV7DDLG6WLcaKmKKM+3Qa18uUpOShk3T+eh4Vd37L25NncKlQYUxdQfAlk//qEy7ky0n6J/fp/8VU+n85E8/1+4Q5Iim6THz5aIpah3i8Njsl7ePM796B2K3nsV0WoiPh8QdITuvjWM1Yyu87jYlFxrvxPA33kT5F42GGSBTBj5xoM69/b16dOZsS5+O4FpMb25Q4WyYXec/dIur+PWzTR1LmjNTft5V1teoT/eAJK9o3Z3f9urw9exqLGrfivWlzeJwzPcUOnSYkuojPFEkwWSZX0l3y37hFuqRk+vUbT+dNnxGXrThbO7fk28rl6LFwDrejopnxRndWN2xKfIFMuHCxtkldpr/Vkynv96PYlXMEDQ9ShINo2jxMn530wR8Z3ns0w6cOQNFlDFtEQ8Ctm1geD/4MafAmPUFIDuJGJl4Mx2s85aEsk0t2k8eSSeAkY42XOP9mbcK+nsFww0EULeLcYQhWAWpLs5hrN6Fr8DwBtT+j7WXMlg4xJDSCqVJVIqw8/OArQFTKESoqfvpa44jyPSRz8Ae2ugrRTD9FXJpy3NaiKa/t4KkvG+mSZRT3QwIF9hJ+qgSmk0A/YRGjtTFE7ilCi5UR1JyTlx4o5BOHcU2NQhVtzJCAJRpQZzvSrlcIObtoIySxyvSBWAuX7mC5HFxWClrWJ2h38yPX3IR1rB7hjxW0iCDJSWGkD/fjV+6gLhyA1e4rLN2NLDqEsibhuZEWbeAkpB6fYdU8iicgoR2tjHW8AEqO24SUFJQWu6HBGuyLFXHNa0dgSWeEOa2xjlXHN34AZoUjUGEPhi4hjPoUT9/hBBPTIH/WD+lMIbQ8DxBmt8cdckhpdgjXhopYXhlEP5Zk4Rwshzv6MVKXVWjdpmC8vBax8VLE5S1xHmRCyPIUwe/FVnSs9El4PhqKVuEQVN6PYoUhniuOFHMI7UYRxEKX0Bwf7kfg3MqHkeUmYkQI63IMES03o5/PjRYIx1fzBIElLRCzX0NwqRCeguYXCdMs/A0OIU/og+XVIOcVlN5zYdRgnLx3Eft8iBhXFkF9DWmRiJPtLlaiQjAsEXlvA5T5LyNFB/GPeJfwHmNwzp9BMgYSrHgIhg5BnJOIVSENcpdHQB3sMi7sUtURFjVEiiyGKyGelCM5cZdeiuU0AcBuKCJueQWEpdiXFMRCBtZmkBr9MgbbFWSMj324mgjoSYfw1DqEf2wPfBV3YNpVse1YpK7nCb0l4yqfGlstZzjm3lG4qv9yL+UIM5E8O7ADv561eLY4pdofu1gS+rjUukp1iIX4U3h8FqBEaxq2NAgIYEz0oQzZCGbNX2KF+yBSqNILMeRFiFjGRBTRD+TDltq9YGHb/RDF6SBNQpDa4ViTwJqK7foSwVyKYG3+C+f5R/AAebHtBjhOAwThJKI44A+tBWJBW/aCdDSAxGhEWmNQl+eku/8GAPGCm/T/Q2vK/Ffwd8rZ3/hLaCA6bLX/2vckDDiOTFXMP5R9BmhjSww3ZbKqBgd94fTY/C0NZ3zMW0sWMx6R1dIfPxX4QlLpYT1PDn7KLP5ncM1Qyauk+rluOORRUq9xl0umtpZKupTJU/n2gyFUCb5I5gb/psj/JwwEPvrVdj1JZLtls1d3UU3VIEs2yJ2XqIN7f61o/zPayfD1M843QISJfyDE9roksMj65Tf31NaJHDEVcdT7P+9zbiQgvN0JNqUqqbxnSRQRBdqfuoDH8VHk+k0evFyZcUh0xuJCuIewJwY5mzZGnTQda8li5Njy5FZNLjdOledUgYtpIimTkIj/3aE4jVqx6u0OFL90iZjy1fgkSzbqbl1JfHRunlw4R/NF35Bxx2ruLV8EgNSyA9aaxVQRHfb3Gcng5CdMNkIoXYeSTg5yu3wMSlwS1sbVGC4Dud6rFD9/jI1NGpL3wW32VK3KS+sPIiU/JilNZswGxdD3HefNDRtYW7kBF6sUIu/3VzlTtRQRlk7uLceQ7EgCYhCfESDgDSe5VA7y7r9KSlhaTJeDbBgkOm7cJ77DqFWasseuMHjaOMqdv0izhcvQVYEL2QqTKf4xp+sVp96CLeS7f41pgwdR+PgRAoIXl9eDP9nC4xLY+1I5vnqlE0NGDSXq6g1kT3rmdmpP7wlT0QQfcfVLcC1HNnZUq8uUdwbi8pvcKJyRqBuPOF27NPd90eS8d42i351mX7Pq7CtVhY+GjSJZsdHd4UQ8vkfPFcvYXr0iu5o3YEP9xnzerhu3xw0mZeV2DjWpivQ4hcxmAgmiw5ufbSLS/yPNN6xn2PAJ1Ny3jc8GvU2uGbcpGnGWlzeu42lkGLM69CauRiE8fhFN1sn+1UYevtkaRwqQbNrYgoSqWbhcCgEnhGyKFD56hd3Na+C6/ZTXZJ0Rikp128AJisx983UmNWjNmddfwmVL2JpIozCTLCxkivEGa9UWtLQ2YFp+FjYpwMINC/kyS11iHgWJdq4TWPkj6utFuJkYQZjsYbXSiihzDe3Mb0mUM6DYHgbJ+alVx0Xk3nyUZSuCE0Q08jEbhT7aVWqn28jXB4Yhlk5gmhFGRbUAtWrUxDqfl4qPsjLNGkElZRsp+0qQr+wmrp+qgSs2I45zDFGWUAP38HuiUS0DVRAoYX3HKbkeSUELr8dCVHVsWUfwh2Es6oD06iwEN1h2GIJbwjEEUC3MkIO30C2CZ7IgR4RhOiFa5avF5tvrUIKZCJl3kULpMWQBW/YTFhnADDMw5zdCHDMVHuXGfhyOOL0DdqHz6H2m4uq+GK3kMUQ9LdKsLoR6T0SpdQBzWl88Wc7iNNuNuKEpQpQfv6GjYCInSdhuESeUGTnTfUQsgokK4ozemP0norw9Cyb1hal9EdotJyT4iahzidD5KLSAiivdE6yEjEjuJARFQB70KYx8F8ujo2seXIaFZCokuzVclozwdUdcG1oSECSk5S/hfN4f7d2xhCluLL+D7jZwkt0QIaH2+Qx9dy3CEGBLRcj0GPGrTjhXCpAyeDTKyWjshcNgVhtEMxw74MbRZaQeCxDO5YCuX+Fd3QbtYBkCnhSUeypKTwujxHCouQXz3dl4a9TEPzIRd5FTCD4X4uFC2G+URlhyGqPGUNg1DlkOIRQBiyRU+3XMddewP2yIPuVzPFUDmId8OGXeRVE+AVKwvlWQahqpgejJEBStM4acFz3rLtS7Pyl2eUEcjHx2DGZRDbuYjDHNhyedg7YiCelpF8QZs7HaK+i9vXgq/FKDkbo4ZSN+PUMBISRPHFYw5vcDxK9hlwfxCAKxOJzAjgbjQxEnl4D6oYV4GCx3HFLoL/j6hyiGZK7AkgthWiuRpT9QWfsthLwIygwgI47ZE+zrCMZAHOW9/2Z/fg8ZwewK8ti/ZC3SE4n+mLyEQ9yfN/gH0KZ4cfX7ew2afwf+Tjn7G38J25Z4Xth3CIlSv2PrB0phslJXuYfELUekLlAXOCnaqMBN0aA8BkVUjbTYNEpJ5IfqpZm1fCllJPk5MtNCevFu/rdk5qLs+afITAXb5oql/ExmgJ/JDPAzmQEw3uvDMT34u35+j8zA82QGYOfBSwCpZAZSZZAP7v3D+p2vfzWB9UdkptCKrT+TGWHuepxTN0grqoij3qet+IsKmtOuMekqVkZetovwHWdxuxyCgoNauiC3y6an1MvluTd6DJ2xOKtEULTTu+S6dB7hm3XYUiT22EHoLWtyTY1E7D0EgPVYjGjWlgSfjwaTRpOudmlmlarCqOYvkzJ3LS+vWUTR9ScovX4/DcdOxezSjHvJCXRxUvtlnTzEK5Oms98WYMoIGu7bgb5mOcdr5cR//BgAb0wZglOtOpEl9lF57ZdIwST2N6uGEdKoOWM5FY7vIGvyA9ImPuKzmNJkSX7E8FGjOFmnAmdiKzD+g3GMfnssXYdOZcj8mVysXZBap04wbspoJNsk/NgNGm1eRCBc5HTVkgQ9EufqFoWqNRg7+COOFC7J7HZvkv+708zt05HTWYoSLkikTUxmQv/+bOnZlIQ06cl1/AohJy0eM4yUkMityiWwJZGKW09xJVduam07guxJj/vRA7p/NpeQ24U7vUi6u7dQE54y5bUefPJBLzSXzIP0PpxgCLffT+UzRynxzUkWtXuJ1Y1bsqdWTZJkmRJxcZxrEEOOB4kE3DabX21K7mMX+bpVe+7mycuVM5fwJgmkffSEYcPHkXH3Dd6avpIDsSXZWq8VLXdspP7OrWyp3oCENNk41784TzNk5V7d7Kxs15En4ZEIiouAK8SgzCP5vmdrYtdvBRvCFUgjGbh8AtdzZQXRhWHL9Pt8Ijmv32Fbw4bstixKpQR5YGokuwJc+Xo+O/p3477pIcm2qB5msk6xGWx1JMJQyKCtZzYmEW6bE1tu8kVMKwrfSebLvj6qU5X7LSqTM5SZk54KBB2HQtpVFggLuOOqSXYxgPTScZZZZ5h4egHLdC+Sno3Y0BVyWsfJIcUSPF6U15O/omi5XcyxOzLWtR8x+hZ2SgXkTZO5o/ko3b0pC7RMVCg7l1bdyqGU+hHR2YssKjhOXkLhp8hlDQKlD4nhQY6HxSKKfsI8FpJooVs90e1b5Fa6Evb6cmbREWNnU9J6dTA0XGYytpyA8voQAmfz4HVkFL8JvWaw8tRBJM2LblpYThqcJt/iuFVEIwwTA2FNE+xbefEvbI+R6CO4vyRizHmMildQH+TFn+cmYlDDGtOP0NK2iCXu4BysjG/8UAKRFnqfL3B6LUC/mQVvu7XQejPa7mZIJa6hlD5I4JEbM6gjzHwDfWdzbA1C099D9ybhNFpHMOo+nhzxpOwvhCGrRPgMnIs+nI8Gonl9CDeiEUM6uttBCKq4vquEvKc++rmSyIIXe9wYiPQTWPYq9qo6GF4Z16DxuBPS4E9R0SwBb4qMKkOa/EewvqsIx3ORciwz/ugfCDoB7Nfnoo0dhkcJIWSzEKZ0xGqwF/N4LLJ2HyU8Hu+9XDjN9mEfK0Wilha5w3u4b8cgbGyLOdeLWHsxrtA5PAnZsccnISo2+rWK6CPfRRNUgoviEJ+EI6dR8VY5g5AXqPkF9vnM+BdvRuh1Aen4RDxVwZgXhiFaKMon6PhBCdwAACAASURBVNInIPfEuVYcszVod47jVJyA3jKWoOc6Qs/GAMhGAhAAexihPD8AIJ4zUapXxS6RiDqvIOKM2djiZaSvDDwVEgmeFdBOREJGEcVdF6J+ndmQ+uT8L5EZAPFIajx4ts6M6+YlXF1t3PUszAmpimg/kRnLc/V3XTiZQP9EJLhPwnxF4CeBVLdy4VdW57DkVMnpF8lMWiTjGpAN1Zr/G+fXcPT6WM6aZwICD/+czIjtENRrII8kNSfir+LRC2RG0A79obXNDAzy/CmZEWmFwg1EmvyhzX86mVn5z6re/i/G3zM0/8vwISLN0SiN8tz+2Yi8jEAdLF5HIBzoiMNSweEqMMwRaGXZTFcsitrK787UtLUFlon/2u/LUZdNOU3kiuIhv/ELCTmlBXkoR1BfenEx0Ie2TCbRpIcs8oX5InuIBWzR5hvBIspSXjj+WwjDJ3BmxECKC/+1BwVhPK9iZvd4F+H2LYRNq6FTT15JfMLy1csQD93Crpjzubb6+h2oY0eifLacMQN7UPrHS9S9cuXn4x1kicVmas2StWM3t+s2o8Pir5nWuRmldAd52xHszyfRs0hRGk0YRaOGLXm0YykdP5/DhnETQJIQXW7suAtkApKW7EGfMYKS/T8krG1TLi7ZQXzLijzWQtResYX8HVqz9dT3rCsfQ46kIB3W7aBr2/rUz+jjbCA9OcJ0aq4MkpT5GvrKlfwwuAf5v71AMEsmhJDO2brl8MpJFNpzCe/OLbxx9ToLO3Wmw/L1nCxajDrt67Dvw4nsf603pluny2cTONCgLRdVN670mQi/e537hYpxtEIs1XZs5kzjBrw5cR4FTh8i5s4tXvpmF6V2H0FQLJwUjZmjB9Dtk1lkfnCTO9lykCEhGVv1kuLRuVGuBFurViElQ0YG9RlBzWP7OFK1Et80rEOFTQc43rgGpdfvx+WkcLZyecqfOMflfJnIdfEO7pQArbZvJUNSPON6vUOGxyFCbotsPzzkx5j0uIMedAcU/GiuMDw3EyGriOlNy8ihfRk8bCJlT56mwZ6NfPjeCHy6jmRZvLV4BsNmjOVA7tIUu3aOXOfvcaRmBaIeJVJ47wkqn93Hop5duZ0tCy1nLiM5YxSKZdBrwSSar1hL2/krOV+wABkTkgkGJVaV60B40WSi797GnfQY2YLcBe/y8GoWplke3koLrd5bQL9R06mgHibki8RITCCDIODSNJygAJKK403EtiUcy4UtSLz74SheGTWAvojstTXcgg/LpVFQu81lIStnxDLcMu9QXX6MGtBRHAHw8Ehy+NrTmY+vjcYp7ockncwU4qTlsK1cFFtP/chkwhljv8t8uSPjzf4cN5qwRq1OXvMug6Nq8tYji6b5ZJafvY2SHoKdJuNd0RbXwBa89Xlj5vwwECvk5nZkNEcMkXM5Yxl0Yx4ePS0hdQtRTizXtQyoqpus9hWqmydYJr+KKAYJmT4EBEzBQXEcbEdAECy8boOUflNxrudBXNYaURIRBBAdAUcUsHULxy0ghwSUcI1QUEZ4pr6oySaimkSEnQH/sHeQy55EeX0Jzp1cBA+XRNzQBnnlaxhDP8QeNAH5izcQf8iL0WQj3piLJB6ujjuuCEJcJoLdVuIbPBLzWEWEN+Zil4hDOlEGf9sZKB3XIX44BL3gTXyyg66HsJa8gSSA3W4x9umCKAWuY30yEKvPOLweMIM2IVkhbbE7JG6riPQoC+rrywidz44LDT3vU8h0G7H7fMTr2bFiT2E0W06YIxFyOyiSAymge20UQUCzJBRTwRg6FmngCIQ0SbhLXsB/sQC+t5aiHyiJPnIULHgD75IG6JIPW1TxiCGCsom35gG0pW3wXCtEqOt87ALnsca9A5FPEBU/dlo/TskHuHdnQ3+UFlfbs4jncpGS7CfckjDTS1gn8uPp34zQ2o+QihtoxyLwnghiVQHhmI1ZyEaq4OB8I2HmV1HyKVDjS8Q9M0lnK9yblBVlwEJCK124X059YBX6FuRkL3LTACE1EflMRqxbCq4GqSN70HMZT6A5CJf+NB7oU0F6pzeSkLrIpHYqDE+597GNEdgxMsYsH66mSZD4x+upBY5nwlvmYeqGNJGQvxtudyQAinkJ4xkB+S1sZRyiMeRP+wggi90x7Zkv7JesLVjSSy/sd5vbCcmptZOW+zhSqAySuRVbXI4jzkcwhuEov9T46PpkVPXfMVvzR/CCPg/Utv9yzyLVkFiIUfg9uPj/5ho0/4n4O+XsbzwHL7BOkChgC6y2BN6TDSrWl5m91aaMYGMDx0WbNrZIHBBrO8w2LNxhUM2U/2GK2b8aUQgUQMCFQIQD7mfEKp0jUNu2SRZl7uPQzJZQJDji2IQ5AvKz65QAHwImIAPCsxeA8+xlAgqQjIP1bDsAaIBfcAiJIknVahHas4NEHELAU8HBIVV2OQQkCw76s3Y6EAQsQMPGfPbefubbOHAJq3Ih3uw/lLsrv2L7rVvPXbMwcDzOR4MB0A+dQa1ZEWX1YYxGxVH2XWR2hWK8qfy+alrMp/OIu3uD6vkKccCwMHt1AEDcfw27Sl6+REDxKHRdeRyjcXGGuSRGL1wFbVuk2pUqi33qGPKOI5it61MuKYG9J6/xZqkCZEVk/LkfcBXLQpP+H/DhxmXEDv8Y8b3e0KgFzPkc6cQVokcMIc/mFRwqXZW478+Q57szfP7BIMRHCYwc9xEPs2aj0NhBfHl8HxH3HjGm/zjabF/P8iZtWVWtKv5MafFik+P4Sdb0e53Rg8ewskEzwlOCBHwStqHgcSnEFctE/kPX0SPD+b54QQZMGMeWWq9gaE8pcmI/X8ycRoIi03zJN2ysUowDLV/lo14DCSESrlo4QYvUDEsXumRwpXJeamw6zNb2Dai05ShH6lWmzLf7kVIckkSFcMOPkSYNvsRkon74kR4LpuAKmTzMkomB/SZQ6PE1vuzdhdprviExd3YWt21D58kTic+VjwYbdnAlXzEEKUjXLz9nyGefke3kZUIuN8Ecacl+6jz95sxkZofu2C4R91M/wch06OFhSPHxPMwTyaO8GWk0ezPXSuQnyZ2FVtvXMK93D+ouX8+Odg2ov2g3umjQZO9O5r3RkR5fTOHNFUv4vGMvBs0dQ+eRs5kw7gNKbDnKzerFSAxzEe7Y7HYnUve+jKlrTOnbn77zp3EqTVZyBeLJ8jiI4HZoPXU+p7LW4GqLGK7a2YlU7iBmSE+a2/cxZRGPLLKxRAlenbWeYNmcJIsaMQev8Hq1wvRUvICBVwyhBnUMTWWObPOBeIaZViyvyBqZUFClJYjdq/DjjIIoQT+CqPBYUNHR+dLXh7cSZyBIMMFdi+H6NzSQ9hBX4n1anNJYJ6zgzrqKtGvxhDPCehq0fEi5R+/Tb69MGh6zYnEYZ159g+FCD0J2Vrpk/pzZT3viOB8gOBOwiSfcIxGbdBrH0fm2RXdeWz+R1U5zwh2dJMWL6DL5P+y9d5gU1br2/avc3dMzPYmcYchxyBmJEpWoKEmiIioobgQVDIiooKKAGUSyBEGSZJAchzzADAx5CANM7lhV6/tjEETR7T7vd/Z7zru9r6uva/pZT9Wqqp5aT931JJ9qMsn7Fh9Z48jWFGLDrpIaKoxq52CZ+Qn5fTgNE1SboNeJJEuYpowsCxRDoDpCyCIMpEyyC91GLbcbsfEJrB4fY+9uiVTgEtrMIdhVL6FV2It8oj5Wj4XYSx7BjruKMuQDvJ5soqZOIGvQW5hVTqH3XoW9tRzWzZK4Ph2Oc2k/0hPiUJQgWpYHpe4+AimVUUwJ2ZVDKNPGoTnI3VsNq/khJJ+NmuvGcOYSqHMcudk2mDwAc3M3LCWEaLCVyMoXyT5XGO2jV5EKXkaSBN6u32PU2490sjxmYkXs0kno5yrj7L6EnKenYnzXB+/sZ7DL70d3ejCbr8Ax/xFCkX4UBfSaiWQdrIHkg/BGR/F5FcThikjkYKou1JY7EVsaoLRaRWhND5ScW4SK6ujPPoUyfgn+sucRScXwvPEuvgljkeQQ9lchHINUzDSNQKyEFmFi40NP0Mmt6EPPisNd+QB+ZwRm0w+RRo1E6Qr+pHA4buMY7CNYaAbagcJ8JnXkmcUCdVdLlCkNCFbNS+APjTYwevlQQm/hf+kd7IYhjCdAVZMJxX9HYOYnOJplgwb2ejdSjU/RAyXIEWUwjAYEjYOooW7I9m+8BfGl4NA5LPEuinQ/wVDKvYyVNBnTlYnq9dw3ZldVCX3hxuicBWk2ki8F4Sz9QPvwSyjaLwhujkRvkdflTSiPIVmLHrjdfx2/zTL9X4DQbNCe4XdVGP6bIFENlSXYfPuXylr/p+NvQvMfDgewT8i8Jdn8Ot2wBPDLo/SZgElLXeUz1eIdS2L3vyGycAIQp5s8Hvx9pbBfwwm8HQrSRg6j+h3vyzbDpnNAvq/AwG8RDTSQFV7SpPvCy37BL7kxv74OREUjvTAK8dboB+5zuRB0/gtemQi3h/QVW5E9HqSWtSAjr0dAMRku3XnJ1lyCfjI8ZYGUmImo5EHbfIZQizgAVpQuzYSUM0wM6LQw7j9+uWM3pAnTEQ6b4O3LqA3qMuiD6XwzKq/ay8jhY0n5eAJHZZuzgDZ7I68NbEVmw/Z8/PMaOtWvx8o9eeEJs4IBRm5O4FbbBnfNT3DCh5Rp15VLjauwJa4UzY8eh4gIyny/jbPtajDbodB73VHIXxi5YhQ8MwK+mIJ04iK1D55gbb/2XCheilZeP9szvcwaOIBJ2zZwK/kQJbec4WaBwoTdSsXs2gZsSE1N4WVJ4pkKlWm2fB1hoTBkKYOsKnEcc2hUdYaj7DlF5xXrWNgwHoenALIA+1IKdlQEiic/fT59m6/+MZbUqgUoduAGc4Y+xfN9+nFpSDcyYyMotf0CmrCYOnoorowMnvhyFm4pknmDH+bRGT9QK/EUJwsVxY70cLFGMUqdTMEnSVyuXgY1BPkSr1H8Uio3ChTC1r2Egjq2U0X1SYTlevG6dHxOjZhrGVytEktsUi6e7FtkFCrE+Ur5qbXhMEIxuVGsANJli4rnTnPNKIivAviCYbzx1adMGDSCIStn8VXfZ8hSNMJC2Wxu056yqQmUO5FFSpl8tF68ip8GdiYyPZcqm47SeO1Knty8mo5L1rCzQz2WtuzJ7Kd6saTXY7Qqs5Xz6/KhBR1oZJHjdtN53kpWPtkUR0jlRsGSuM8l8cGEabwycRzBcJmw1ABpETnI7uL4b+vk81/GbQiCtsbtmIIUSE9mVo+B9FyygBWSRVdVIuSXaL95Az3bzWLM1CFceqk+hQPPk2PPoknUTG7mVGAok2gqL8IVCFC9xl6clx6FWzdJeUolbGYASXXxWZ16FNu7k4OiKC/LlyjWRkLacojTUjMy0GkY3E0vuRyLLJPdfoUiuk0zeSrjQnNpsSgRZ/8snhHjkPHQoPRClp0cROK09xEvOEiT1yN8ObiMF8luPhdl/fdQtgIlTodzdsFAgn2X4JDzEzpUjXLVl3BDKkZIlQhKNs6Iq+QWO01wfydkI5mgXRaHdAhZrYDwGaiTXkEePZpcEYGIOoeSUxyHCdboDwiMfwlVc6JoAq+u4fSb+DQNkQGOUqko12MJhXnRY24glz9GcF1XglYOeq8lqBcqQ52t+CJvY98uhpYDdtfF2LYHx2vv4l3cCpdukavqaHYAExW9xlnCfU7SPWexv++GMyoNX6yNofiwCEO6EIlwBpBOVsFMK4ycoyB8Eag9ZxKQwGh6DPloDaSBn2L/3BprwBzUUWPxBYOo56qAw0/YozsxN1WBT19DvPkPRHJ51FKJ5CoORPVEwo5UI5Ct4nh3EoJsQhNGE8woRXidn/GdrIKpZqLeLAyeNBxI+Fa1wei4luCJykhVT2DXvAQHiiAME0soaAHg03HIo94hpCjIL36I3u5FGLMNq/xVSCqHMaccZl+BXUXHfFrFrOcl8ulPyX7/FaQWm3Csak3oso00KkDoqzI4Oq3E+r4P0oIg1ltHsVqvwLjci4L1PuNmZmHMtBZgxkPmIQDsQS9Ck+0wdBKKVRh5Zm38e72Ifm70Wnl5MIHTMkYtm+CaSPS2GeAFc40L9WwIdeQYzOCdqmZyP4RU4Hf9SryljuA61xjIxnJPRMkZc8cuyZCeZzhM53GkbvEoc38fiXDH+gBZ90ms9jrmSBfGoxm/4hf3l+gJbotCb5qOrc9FDv71SlxmKBVVK5x3jewqd8tQ/z8FuxPIu4Bb/2f7iZbh9h972f478L8t6f+f4e8cmv9w+IFqks3TQZP6dh4ZPaj86gH5UZU4Q+WCBB0shd3IDOGf94z5Zxj9J71kAF6Du2Rm8a/ks4IB3EDPO7krPuAfmn6XzJwwdZr+EzIDeUv1atu6j8wsUQzGSHkLykQhI+9P4j7/SPrtPyQzwAPJjLVyO2LVdmr8ap2akOFFaRGPVKv0XTKz12FzsWQc1oujkOMbsm3aYp6yoAggKnlgxtK7ZOa0X6WX7uTg6t15ZKZqTaQx45EPnYGICOxtG2DUYPqXL8wLDeqS4TKYkZW3aFVAMOa991k1byNn9pzkU2RCfVvxZgimTP0o71ieyzOUjjW76D9pKrfaNuCSJiEduYYL0F8bSYrDyUUHZFsqeyyLOg4Hp7+bRoZD4AxYfPLEw8gVo7AWr+aThKPY+68R37IRh6pUZ1NELDU3JRD5RE86TbPYtXAm2rzV+HMkVj3SgGK5V0irWh0RHQO6QrlZ3zO3SQu6LPqZ4Q83JXfR52Q/9ywkXeHRyrUJ25TMt82qs6XpQzgKF0Ry2Gzu3go5JgJHwWLU2LmW1NrxdNq6gUpbzyC5/PQ7c4SaikJE4g32xdVkwcAu2GqIoe9+xeNjJ7G3bWvqb9/MS29NxmmGcbRKeXKNaGpsXUWpkyn4cwQ24ewrX58vewxkT/P6nC8YxiMb12AHFWSnQXLdIoTnpHNTs8l16RS4ko4U6WL0hE8IyRZmmJPiF1IIyhaphQuRFR6FP6gTIXw41AwODa6N344gzFCZNOxF0qqXZEPNlqzu0paVQ7oRneGlyNVLtFm6mTEfvMYnA4exekhXxrToyNXoohzqVpmjzepytUhRpox5CU/6TT7sO5Tr0fl46tMZSJNkRr/zHoYjlytF8jGeN1nfvhVun4YsFKKvXeFSqapsbtCMaj8fw3klhGGE8IgIwtJvUsp7GWd4CCmgk2bYuKwbCMlB8Uun0S0/rb3RLA/WoFz+07RtOYiRZnnc0RoRNuQznsWv+tnu60eiVYMvQ6+jmwUppkewMOxVymkLuY6GmKPgkeuTT3Si++HD1LVi+UyZR6wjiQrrV3Eg0IL21mJesd5mmdmR5/02Prbzuas7bu08tlqdxspeqvVdQ7h5iW8CXRiSPYqHjxxkj6sj157bzGcVz3BWK8vViHi+ldcTtvkCpZVNiCsGJVwbuT3gIKEICRMv4rPepGhxDI/ujqLn0Cq4GDM9H2UOl0HgI0IUI9z2I2nxeH9uhirnEhj3KrKl43BAmEtBCzlQbBXH1OFIhgssGZ+s4PCGkCUTdzCEw2OiZOt4dQ3r2/7Y3z1JIKkS9FgAlS6grHqC3ITi+BpuQ+79BfawSdgvvw5vTER+7iv8P7bCqHsa0eQwSi44nv8I/UYJpJ3lyJ3TBc/N0qiFMjEbXyBsbSPsOb2wUmJRZw3DypeN3u1H9NT8KD0XY3ebS0Dx4VjbE92y8ff5isD6tuitNxMa8waBs2XREhthlkxE+qEvWWkugpMnIDosQy53E1+B69g6hFl+pEOlyZG8GCPm4PvwacSwz7E3dUTr9APZ54pghwVQkNAO1UJ7Zzyi72L0x34i9MgW7BpHUEQAZW1tlEW9URcORDteC7PmIazR76CHZNyPLcR45x/ItcMILWgI83thba+L2fkW3g3hiKd01OpB3MWvkpNcA8vlw5NdCEIq5sT5yGNBevIHzFM18SeVwT/2NNJQhVOXu+O/kM21vb1RrAi4Bcq0kwQuhaOMGIo0uw5yv7MEblcF3UOguIlstEWpMQLVSiawxkCrnEjwDRX1k2zMfRJWgdM4H54Lz4cw9TwyY24th5kwH8n6jl8SVBRXnhWKOn8TyM6T/UJmAL9vO2aVygCovir3kZnQW3ktBfz+Xyzi/WQGQFkTxGiZ8RtnSZ6+bD+CXV9FCAEe+S6ZsbVxDzKBv8MvZMYfzEaWjxMyL/yTLX5BoT8c8Xr/D+NA5HiEvgFhHAK53R8o/QsvvuWV/JbMSIHz//px/ZvJDPD/FJn578DfHpr/ZQjnlyXyX0Mqfgr/Kzf9fxEbA36+0V2sl+y7JGUO0Oc3er/NO2kuw5Z/ZX1oeKf78K57XdKOqQ6qmn5O634GB3W2/Rlfn/hpXn+XmZ/9pelC075Be/Ul1I8XYo4eAGm/qnXWsz+sXwkxsajfLWNo44ostrlbDa3gtlNcS95H4fLVSG1cA+nTqSQNH061nSfxNSyfp9T6UdjwIzN0jYHBEHKF6phVKjFg1XIGVSxP40OH706nJpylQM0yPAaMtCzWtmzHw+t/ZpKaywfr9/B92+bcwM/IRq2QBw7lp0GPY7kjaNtzMPrgASjHj1B76hSm7D9MvdKFkdfuxK5YGMe3K8mMr4medBRPuZpktatB7Mbt3KwcR9m1e8hyhrFswBMsbNOOpeVqkFa3IWdqF6PU8SSmvDqa548dwNx0EpchCL99hYxtu7GmT0Zdu43C637iQvtumEo2dpaDhzatYP6zPfEVKkzPqbM4XrsZ1gevcmvGF8zt3pVvug/lZLXKVEw8wYnqNTBuXSejQAEi/DJRt8/SdPV6Jnz+KV8+NYDveg0moAhS4gszp8uztNi1hvhNxwkJGLhmPpP/MZKQR6XA8VRUIbiePworXxRFV60nWLAMukviaPU4Jrw4kVyPmx87tsd0+FG8BtkVY6j480EuFilLRDCbC5WLEXvmBrua16X2qgTqHt7DpeIlyI3JT8zN62QWjKHGrt3sa9WQqNvpnKlelurbDrK1e1NUv03fWt+y7f2mqMd/Juehtuzo0pJmq9ZSLuka511RKJJF3KWrrO/fisyYCGqsTEDz5+D0WhzuVBFbMqi17jhJtYvR65PZfP7us+ipFtNHDqPQJzd51FrK4l69yVmuM4CZvK8MZ0hwLmGGl8jsTHLlCNZ0b0/rHxfh9AX5NlziiSyLBdpwevM5mt+J7PaS4xdMVCUewqLxp26KZhg4R68hWWlKpC0xuWxREq+P5Mucl5kr+3jKAQHDYPPthlRlL5G6j4LaBSbY4zlnfsO27+ZxaVgvvOZVZH/ew08poKNls1SRSbADFJQNPlRKMiohAbVakIB8nV6P1CLsxxZ8HXeLCs2vcnzWcr72NmI416llb+QNewpjwiZyUTrGNXEepH54nEF6BpZxy1+KLmHTGWl9wjWlBuH2dfwiBqfXzzvGG3TU1/J9qBtvyyPRbIucwGU0UQlhmEiyA0WY+AAjGMCqeB35lAccBpKpgJCxZAs16CA7XxpsqI2r/nFkEU7O4i64v+5NYO1jaJ5LmFnRaJ4szF01UGcOxpeWD7nGMaR33yW4uRpavVOYax7C3XY3Vs3NqDcKkLvhYdS4azhEiOykothCR/WpWN5IjIPxWNWTCPWYjVEridC+OJT+C1HijqBMeA/V68Q37i1otQ7MICFh4659juC+Ugjdgb2mA6Fu32OkR4PmRU6piPnIJpSXJmI+/wX67RCBI/Vw1D4IDi9SEPyKA84WxzVkLsFdjVFv69DvJ0JaGuY7Y1DjziN6zcea3wOhgW7JBL0GWvwhHJHLyN4xFq1KCoFzpdDmd8UqtBCtoYbwBdG3dMbb7Gec/jDshU/ge+599GwNYWiodfZitt6BOf4l5Iq7cY2ujq9vJNIyP45VY/BX3IP59G6c9TMQexUq3pA58ukM9PLHkbZNxv5GYP/cAWPdQ1gbXwYKI86lIs7kI7SzDWrz+TjqnUIydIQ0lUCBGtizX0bZm4nWMRazpoH5bA2UL+vjPz4BvdU25LRIhEjFrpuMsucwktgHdjKQjrlXR6334LAsZVUYVsd7Vi/0Qgzap/cerIP6FGR7H6o5/65MUIRgi1rIm1tjS3UQRCKRhiz2otg+ZHkacP13c+U16ix3nyy4KRKtzUOI5msIvebCeDQLsu4ZXVt5BNlagc+Xg9P5ryTs/1UUAe09hFwHyXwTrB+4VwHuz+BGU5Zhi0NY9h+Xe/7/FXYlEPGgzPv3zPcniALS/28fxH8T/g45+xt/jDsdkf9deN4M8aWqsdTS6PSA5P3fYoitUF62+FfSBJ9UZOZbNvJPO1jdvj7txJ+HtP2Cagi+c0VSY/shpObxkJX5h7rjbZux8j3yE9x5CL1RPOeMSEoFfnNBS5ZB3XgIs3J+CPi5qAqKmxJ9TZnZqo08fQF2jTjcjerg3bKf642r0FBzkgzIlaphJ97rkCzvOofdsBSQF4q3plIV8p84xj5M+ksa6vgpmGNHIA9+DvvrvATTa2qI7rbGF5JK/PAxOD4az3lZYq0t841tsrHfIBzjPyFU0k3s+mNsatsQS82ixo5EZBFJ4V2ruFi2LOrzT7PjxiUafb4QqW9nnnlxPLM/HssBxU+V/Rc52q4BL414ixXd+pDYJI7uX//I+WXzMG0TNe02TJ3Czqq1eWPKNHr/8B2GLPP45vUsK1eFTh9+jv7NFLrUbkyTPRt5b8AYLsUVRLEtZNmNvG4Fg2/f5GTyMVyVq7CiS28kSWfY95/z3BeTqHbLz9kog6I7TuK0dVQpgE+O4HrJGDJjDOJ3pXCyYVkqHLhEtm0RJlvYIZUfhnaj07eLOdy8BpNfGkl4hpcrBQtQ5dAJVrXtyvEKlfEEMjnyUE3i1x6g8/qf+HZAXzZ0aE/7b5cgqS62dK5EnxmrefSn7+m4aQNNl6+l6p4ELtashZJ8Dj4DqAAAIABJREFUGmILE3fxJAl1ayGlC65XDEeVPVTcuJvcqBgyI3VUIVM74QQH61Sj4KV0vAXcCHwEZQ/VT+zgSLVGpAd1CqVfYumz/Rly9F0OS8257g6n3fJ9fDR+GF/0epYT5atzISaC66ULcLF6aab3fY4P3x5B9IkcbpTzMKH3s7z8w2LCbl1HjghBlgvJEPSaPItZLwzg7fgxjDjwJU7lOtcKFCY1+wr1TJU6h05ytHpZDqkRVAtlcSKsAMVup+NRVVTLAlUjiB9JllinBGkSChFmhnE+PEBBLR9B+yoOl5N+GRbfySpRjuUUqzYFa9soMrUE9ro+IDIgMcfqRh99NqPF+3yojsEV8mFJEqfNisRqp1hsd+C5wGoGhn1Kl3rP0WpjgAIlElj4bCv6vqZyUckmwxXk1C2Vbk9EYxf34vg4QA2eZ5byKcOlV9icOxafyEXW+2OFepIuPUlN6TBnlCjCD9dGb3IKv1fD9EtoiiAkm5haEJcURXkpkYyATJpdClu3yAm68MRkkJHlwmVZIClYug4ymKEckJ24vV58OxpBSx3LsRbJEYCbHpyWi9B3j2ANWoLcax7Buf2JjE4ne9FD8Mgx7CoJ6O3nY1c6iRVzGeuxdch19mFPHkSYqsFbU8h5+mOkbosw/vEhge7fYZyqinm7EPqSbMytX2K89DWmTyMw+CMc8cfwru0M+m208AxM3CjPT0XEJ2I+Ng0t1o9pajBtCFKJ80S89xHBTgsxR75N0I6AiFyUvXVR9tZEfmYqti4Qxc9hrG+LVfQcolYK9pq2qKUOI9/Kh9Z9C/71FaHaGRyEkXmkGLaqEF39CMFJo8itdwpj0ovQ5keCDTajvvsWyqbuhL7tiqvvLLw/tUTv8QVmg1SC498ksuFG/J/0R1k8CF/vqahbeiCVOItosAOpQDpStdMoe6oT8DtRFjyJ8mEGys4dBA8VxlH7JLbLh88vo/cIofyoEZJM7K9qofywFWWLG/u2H+qbhMYaSL0jsXI1jBaXIQPEuBcQE5+EqlfRX/gQ840d2Nf3InsaoF3MJGSEA02h+DakZ/pibZwPpo28zUYzUsnaURjd4USp6sMuJ2EfSUWP+BjVN4agmld9THrHiXjdh3mwGGqtSw+0OzZ9CC7/AUfnP+8VZyrdsJU26MGnHzgueVMRrsIPHFPNA5hq7QcMwN3WcnINsPNemIVCb6DUnoRVchLyjxuwaI8t1QZcSKQii90o7EDWuiDkZkjWDOTcp7GNMn96Dn8MF5qyBFsc/w1Z8QB/bLP/J8K/MhxHp//K6+b/XPwdcvY3/hj/TWSm/Z2XOFsDee7OxDuVw6aqGinO4D8lMwlmniv+qweQmQdVlZcWruZMKG+OSAtmSxZ2u8a/IzOvmXf+fRs2JSX2/g7HR5GI92bmhYndITPJmpOLvyLwdvV47O49+bFYKdR3vror17t3Qj2QQikpCO5w+Mdb93Z8/ixmXAQE/BwMK0SJ/WcB2KfaFNm4B3vYE9CoDvmA9U1rklym0t3ilLbPB/q9Eot2h1rIrR8BYI1Dp3nicdZKIYZVrQXRMVx+4xmit+zi6ozp/NL7raCpse+NyVSxTPbP/ZaVhsJcU2V7szZsKl2OkeFFOF6uBNrpTG62qYpZPj9l/CHsmAKEfJe52aIlaue2uM4ls6luY/r8tJwdss24T98ibM8ZnJqG11OIiuuTOFSuMo5yHnTVyZkqFbFPHMQ5/HnsNYs5Wq0iSwf3wZNxiyemzaLfx58jbT/Oo4tXosVGE5z8ORdTzrOq3eOM+2YS7w3sTeh2Jsuf6Im3ST0+HziAfLUbsfaDCTicKlHCx4wnn+b958YTSEiiwRc/4lBUVGGiWioGAYpduETAHUMgwknV3kPICMgojiBRwTQChp/23/zIli5tKHf1Ch+OGcH0Qf3o/uMqPnn2NY5Wq4btCOGPiqbYoSR2t6vCop5dcd7IofmCNdQ6f5ieS7+i8ZqDLOz9GCO+nkr7ucsINy38+Yvw/psv8fZnX3GidRVuRhTCzoL9rWtQ4PJNXn9jLFcLFsQb7aTaoWTqHdjN0Tq1Wf54R1Y80wIpI5fUqvlZ36M+RwuVp9axw1Q/f5E9XRvR7vsfGd3mS2TdouHGfRxoVYeKR07w9XO9qZy4Bz1L8NBPO3ltzCQmjxmLFVLJKOlG9in02LEJZ/AGPkcsXrsANwtEIZsSJ8tVwAjZGG1D7HbcZKI8grLXbrIi9DLnzcL0fLQt6ULh7c+/5ToWrnQXb735KseElxwjhK3koJoW+4M+ivgsKu1N5ZrwEZVlo2beIiJD4qUbU1mQa1EhdI4sX3eSt2/lO9Gaof3OszBnIB8XcjPqqyWUDAR5NzSCWHGdArk/8k1uNQoHUygr3WaztYqKylGm+Z6nwy6ZZ/QWrLzyEE3fzOFhO4NCViFK+y/xqNEHqVIALoWRPWoQuWYrckIhjuQMIEsT7FOKUij0DYY2h/wrWqEXDOFxROGvlURuppNwJZ2h8mQCmkm0KtBynVTiCOWDRzhHBfwPr8UvdNy6n9zbDoyQjBmQCQQEZpYfNSMTw3sDO9cis8EBeGgIFhuQgksR14qAJuPr3AqiLWRUWDQQzRLkOm6jdjyALNnIidXwdlyDvqETqkugHa6OluFC7vsa5sOb8F2MRfWm4crOh7/1BoRh4H/7faRiZ7H7mzgyowgOmol4ajpqjaPYBytDoUto21pj10lF+EELuaDZejCysYICx6FaaINnYjy8jowt1bDCc9AsN84b4SgnS2LX24/UZQmOdmsxT8ahRHuhwA0kYaE+MQtikwk+shLJkwF+A0uX8SdWQXabyKoTRUhkJ9RFeeUzpPA0nDsaEqi1D0mJxorNQvLFoUSeRYq6ihwZQimiIq3qgUvxkvVDO6zyl7DGjUAUu4W9vhiOj19Cfv47lE6vEjhYjtD41xARmUgXvkLeuQhLpOCa8CahptcIxJ9EOebH8ZmNVS2EqWgg7SZ07TC+GgmEohTsCnPQ2xXG2XcilvMG0odg7oyAwt8TWPsQckIXrP7LCDQYjvRZPYgF63wUogMEDh2Hiw7Eq7ORd5nI22ysLxyIuRVw+IqjVY1HFAI5VcBzHQhmvnCXzPh+1hCv+5APeu6RmQp5tko6dM/zITMHV+fqeJNiCAa3P8AS5kG1lj6QzNhyHH7H3ntkJvj173TukZm438jPA2FYbV5HaN+DNg0oSkTYMOQjXrQfh6GwHJ0hOERNHKIChmiBxmvI/AShIUiB8mB+8CdkxoWmXEaRf7H60Q/Q8RKy2t8hMw5sSmPRkxD78EsJ+KVEAtJ6QozCpi55OUX/M/E3mfm/j78JzX8oMvjzWMz9gXsllNfc+S95yMjzllX6FYEp6ntwDfSev8q5qan+3q3c4s7w2G1H7pO/DBTo2YEZeoCrtspn2PQVCnTvBdPur4M/Qc1jWvl2baP0zeucCSg8CHbZ8oQ+mk7VSA+lZ/4EgLp+H2GRsdRYuogDVy5gvj4kT3npZrh6GbN2afB76ZyVzQfvj+WiotI2MprxSHkV67s/QS2RhYjPMxSngCut6mN8twzIe7fUSlFoWKQEh+4chzlzPtqae/X/I9Jvc3LTSiYOepbmuoOpqszXso73+FG4fYuCtoPbzRtSzBa8Yxkci4jF+mour76RlxdU4btVPBSwmPfFAnrsXY58PpnLl49TlWxyjRCTn3yKRifPkhpeAF/pMLzNqpHj91PDDFHj6+Xku3SR2YrBYcmCCJm0baspdySLQiknURqXJq1EDNrO84SnX0HeuxWOHyPoiEK5eIVrJUozqXETpowcxtG2TRnw+ssEHQa6IfDqDtQMwelhg+j2wxKef2MyY+bN40SDykxpU5dGZ1MRQmXJ3u0o+xLpsWQhJXfuQDqTwif/eAmn08GNipVweG2QFPyyP6+2nSZR56cDKJeu4X3pNcK1EFLIZt5jPei7cAlburUg/ug+DsaVodDJdGrPXMTQ978mMuc6b70/mpnPPo0dsBC6SoUDV/FJDo43LkeZa6dIKF+FmYMGs7lrUwpnnONqRFHW9usIfgcp0bEsadGDnhsX8NKocaCFqH7kOMVv36b/vGXM7fgkUpiC7g9yrmA0VyrGIZkBui5ey6OfrSYjNoLj5WvSfMl22iVspdOMaRwpHUu9dYdxebMZ98qreP0xjHr9ZbJdgrLrDnM+rjQb2nQgJ9rgZqFY2m1aTvO1W2m8Zg8nqlbnVuEi1Ei6hG1FUO3YIVILOIi6cZOQamGqKnakjyEffEZ1h4fXxGS+6tQZI8LFbr0Vz6acwRWUeeGFfjwcSKaAnMKbE9/m4/yRaEE/N5QwSg8fQFHFpmKExpZFlXhb17gRpXKovsyL2ggmO18my6VyKFgS3DY+Ahxp8CTHZn1F95IfcvXSJRb1u8UaSyNubAySGeK5FzeR5jpMYfcppMzTeINjuCqqUkYuQwO/xUhpN48QpJg3g26ajHLsKC4m4hBzefFkSW4uS8eTuoRkJQrDKswFZyEqikU0ibpMpbAEAmIZev7TDAlMJtRsFQQcuF2ZVBLHWeLsi6JIZMoyovgNjhLHTrUu4c5cHFuboUbcxoo7j6Jb2JoNHhuPIwvdkFCKZBPQTTxSEO3oPEIMQBYqwm6Pq/4u7M21YcOPJD11CGEJrPwpiPYrkdIKIUXcwmEF0aJG4hY2oUVdkId9gciJQp3bD/vCE/i/fRxm9SEUEU7u3ngimicg+8NRhk/BzigGE8eRM+kVAidLY/3UG0d2IfxHGhIuG0g/PQqL26CsvkVgWg/0A5WRzRiE5SH4cyukTa3xuSWiKycS7DEXs1kCPsPEKnYBZXMTzEK38QWLo+xvhr2yFT7VjxyuwCvj0FIqob8xEev1SWTtKI/+2XM4uvxE7o4yuOMPo9zU0EOCrJMlkewccrusQGu9EUsPog39GPtAOFKtJDLXdMZMU6HkRaztVfEmVEd58UvE4SjoqWJoGbBsBN4ZzQl82R4x9CBqyasEx76DFggj9IgHe6mJ1K8h5HqQj2gMCBVD6V+A22H5obaJGRaCZwXOI80x9lfDUyoZEtfiVdIJ7R1AmKQjRoKZngv1cnB8d8f+lUpCXtQLKoIV3xtR6wqBj8NxdoxDPmHmRT34Qax14XghBbOHidTjIr6vEzC/joEccLyZiFRgKhqvodAGRXci2+2xa2XmlefUITBCxrfHgYi/PxzNdu3C8XYW5pUOmOJbIP8DbdiDINtncASfAP17hHEcHGvujllKewLG/F9pn8Ey7pEm1V8SyEVZ/w5SoDzCXg1cxhfMj1P/Zx3iYtGU3XlExa70J3peQlZRLPvDO99vEwgs+BN9PzIpKCzEQfIdIlUJQ7RB4wNk9vGgnKL/ibAe/uftIh6EN/lrESh/48H4m9D8h6Hznd4Jkb/Jpylj35/AUsfIa8zZ2f7XvIFH73hjFso2BYFuQuJbW+a0pXBaNpifvyjdhETinensptUBmHWHnPQtlI9r5SqwTSgc+bXnZ8k8eK7/A+f8ZfmNMyxCX80GtxvlxfFUWn8Q+eFOyMmn0V4ahj/tGhUGtmerZbG2ZS2KBQIcdd7fgPS9xx4Ghwv9m6UclWSWyzBKlineZyBrM24zFsFKoOHSBeDNCxVQO3a7u33wel7m0G2g5HufkLz3Z6oWzyu7qTavQ6hVWYiOoXTFSvRXZAbNXEaJbz6GrCyKlq1KS1Plqnw/AVxZrz59ypWk7A/biRrSm/GHzrHfMpAi8xbNFwZ3ofGei8St38HuFUsZrrrYWDycPgu+ICVosKdEfuIkJ7EpuTjSbZYYKt+8MYDnq8QT9txIOhixFH1zKowajsj20XnbBqoLCWpXw/bIlDAVjg8ZSKl1mzEvJPHak33pPWMebNxKsbO3aDNvCdNKlSd82WzKH7tM3UuXORtfmluqwYhpX5FcuSBqiULkcyqMWLOaY9ERqHaAq3Nm4QvpzG/Tn2PN2mGVL0l44mncOSHabPyJoTOnYw4fzPnGdZCyLIz0DL58eSD+YuEM/eYbHl86k6T6NThdNZ4jNRvxyJpNNFyyiYgcmY3t6/HsgR34FJPzxWLIVT0M/Ww62WqIgldvkdisHJqqUP5QCmfiKlDl0mmenfslbedvonhCCqUvHqbBzHXUPLqdA63qMXDeZI6WL8OS3k8xZNYMkirHcTVfEfLdusKRlnW4Vr48Oa5w7HxR9PpyJk12byG5biluFS3O3k4NaLp6OzOaVsMvO3g48QgFdmxhff3SKAGTeWOGUPDMGT4f/TbTB73A4o71MEMRlDmYTKFbt2i7ZQ1BWyOpaDF877iofP4oLZeu4qn3JyFMP0l1K7GzfkMMw8/7z79Ko33b+dnfHo9L4UQUaIZOry0rePfmexS2TnFdlKCLaxWlnQ52qRVwSyGCRLCtyVGqiwvEeHM49s23ODU33pBE8RlexquC9j+eYs1Bm4lVviZXFkyXFLLcMUhZAa6GNIYmLGRWSKNn8mYWNd7NGk1wWAlR9Z3b6KFYin26nR8DW3CLAGeJJ+mxvvikazRTX+WMK5s4nwJuCJ0rSH8LrKqxWKGvCQKfvJDKCb/g3Ow0KgZ1moXvJ4xMrimDMDItHrI3UV97BK1OIkczqhLYkItbSSeXcPaKh7gWDOd4sCxjrck4bodjyQ4ytaL4n5yFVzLwpUfgSyqDK9dLVXGAgKmSq+zFcOUSyDiAoY7D5wmiGtOp4jmMJGQcqkTOsA/QGyQg5YZRTkpEtNmAnFIC9ZmpOJ5+B9FyI95cHeelT8hFYM3tiThVCXVXTYLp4Ti218EZEcDIdSH32IzxSjzZIyZgN9kMD61BOlwR/7GGUGgraskUpC5zyDpeBmXwD5gX3IhZg3H90BmlpxNFRGMvfpywTY0hzIs9fArqpkcJy4Vsl466qgfBY1VwZpXA9e1gtDKnEceqoI8YQ8QbE3A3OYwjZKB0Xo2ZUJ9A0EA8P4XQxFHISx/DenwGYllbFFmQvbcKsuYg2HMdit+NlFUCa9gk2N0MxWsTCKlo+0pgny+D89EZhHlyCZwujx6ykKueQ05ohD72PMHLK5FrZGN8XxP7scMIIxJxYhXaqeLoQRlb5OJ87CjKQBX/uj0EdrbEuq0xGwv5eBZ6wRsEX5HhVBmcoRDZEdlQ2U/m8tLYHy8jqutGzD5gf9QZlRSc5Z3Ik99GWguhp1/Hnt4He9ZLSA1Am32e0Oy6aGUS8b2biDdRQR5kYFeXkbp6CUUWxlwbIrCyPHr/vYR1mIsedg7pmgt78xxCTCD34kb0BlnYch65CM7z4AwmYjxj4qzvhx0GVJHxbdfwLzbAC/LcEK5S4dBNRji2YbdcQR4T+j3MLsb9AjsFgo8jBaqAveyuWLHWYASeBPteEr0SaIItF8HvWA+AbA+7OyZZeS/6dPsmpnUKRX7lgfNL1nzgJiGrQR5RkRMfqHc/Vt39yzCe+Av6YP0u6/bP0O4vHse/D8q6fx6C/yC8ye8ruP6Nv46/Cc1/CIYoeYRh+R9UKzsrP1i+/A8aaT54uYVqv/LG3EhIYakk6C/blFcsytsBnrxxmaXh4Vw9dO6+8KsOWt5CXe1qGiSd4jPNpK2QmGTd87r8todx8OApKizZQP42neggJL6wZZIG9ifNm8HiD98gvnVtCq9bebePbvSuZI4DDykKrRSFpD3bwJtL0c3HyXdHZ7QVAr+XkGJRTdjMU+4YkFlf3p1XG/cBuwRUAE7KElGxBQGwh49CjBqItnAHAOdHD6esLTh7MYW6C1dCxJ2eA7dvcfm7VYzQVV4d1Jn5n80CoMvJI0yXTRaSd86+U9mUQ+bo3r28nXScV1tW4u32XYidPY06sWEYTz8Fuk71gjGU8Zo0fbgBD494HfPxXvSXDfJ9OIfCEQq9v9tMOvBB0+qktY8nLhCi6+WbKJNm4L9wmlLeTCJPp5AQXYR265bxxcCnOZlwFnvLTnIzM1BWbWDSiH+QUrA0PU6e5stx41nT7iFKXEyhcNpNchQFDu7FdMdyrGIcx9rWwZZzKJ4WxDvxVQpfToNCRTBshc5zl5P6SB0+Gv0S+c9d52TrSrilNGzT5K0Jb1Lz/EVWPtKSDwb2Zm29FqjTpjO7Q2+SHqqO91oak8a9ws5H2jPs8zdZ3bon8T/v54U3PqLY9dP4LIuj1esz+cUX6bhwE7tqNWLtY91QLYVPRo8iOjUDh2ww5POPqLzlFKcql8DndCDnBDlQvhpTezyDJSxulo2k8YZE9DCdY2WK03zjHgZOX4gnI5eQT+fJld+zs3Mb+nw5g3f7jOZ6TAHGjxiMln6Lce+M4YMXX2Ts9PF827kPChmUuHAJydSY9u5s+i9eRNmTKSSP6seske8itm7i48cGcKpkPgJ2FEubP8qZ9g/TZMUaHl8xDz82r30wiTGvT+FSjQI4xgbwWrGcrF+bTY2aMYb30LNymD74BbyahzGTJ9J+3UaaBXewtkE9nKVqc7FsMXbXbUiW7ONLexffyhepJe2h9/AXSdarIDlkPJqfQz9U4LhUGq/DQf46TbipWPTyreUoBUmMKkhWR4Pl/u1knXQSnp3LHNvGZd7CssJIUysTCGi0VWax09OBtJ/r8Jru5HtNZlXIxy0Rorp2go1yUyJe7k5poz1DFlfCKQqyWqrN0/6W1P0hAVdOITzlgpyz89aRj+4UaBROiZ4aFA8F6S03wRsIwys50PR95MzpQNMK0yhrJ5CVWpoNzl4oZh8EOqYPukuL6O1YTbzzLGOkcQQlFw4yOWbFI69oyclQCdw/lMGgKl5HKc4FS+O0K4KvOaJ6Al30IO3EPoLvlYBaKzmVWwrLvIyme1CGLMesdI5ITyZ2RBbG+qYomoU9egqBxxZjFk9G6NnkGhKezlOQOm7FCrgINtmGur4L5pwuWEv7IJ77DKXGJqzxu9GLJUNmEVRvNMb69sjlj6DJ5TGvRmKY4ahhEvo3j8LKPoSV30/gqXkIO4iyKQ617i4C7dciGu2AXCcBORO/EUIbOh7npFFoX3ZG6bAcu9FPSM/MxeG+RXBrK7LW1SG3wT7850tiLuyI9O77OCrux7epNdrlaJQ97bHanEU0OolY0QNHmA9z1aO4Rr+KerEIcvR13E1OgS2heZ2Eo2HHpaGk6vh/GIxfikDSLLyqwPi2O9LhOKSpCur3o1BXFMK/cQSyT0EnCzHIhXq8KsHoDGQkrJYb8Q0bgWWGISQNZZ6NOBVJjhxA+3oozqvlkb1HMTdKuIMKStQ1tDVgPGzgS41BnQOi7wasCkcQZW1yh34EWaAtuIoYdh73C18j202xJ+1A7XoB+YNiaP1iUOc3IqdrcczDl1CCmdgftoJ8Bly8gTK0LkGpHb6O9QnoXrRuqZAvEjn/eexOb2EXSMYOP4zexcYKejDEcRTHU9ApBFdt9PrJuHr8YnVAavYsosog/BtrI296hF/3TbHevffyUV0WeKDd/S0s/U4PGjmPqEjea0AkhrQQV2Bunr2Sp+fZMzMZcOFzniYoxxKymmDZ7z9wv4ao8Jfmvx8d//VNpN4gnwRa/AXln/6Jp+j/Lrx7/jxM7n9uEN3/Qggh/sd+ZFkWLpfr78+/6dPV7fxLeq3dDuFyucQYR/g9+bCRwlWm7P26g58Xri/m3CdLdtz7TXu7HH9pPve8leJI6SL3yRb8s+1KlBauAcOEy+USac6882rrcomR7boIV5MWeXIlXNS8ox+2bP3v9tHD5RJn3WGioMslolfvFEVcLpHkjhT9Brwoko1wcS08WmxxuMUwZ5io+vF8EXlnu5ORESIi6frvz+PMdeGZNlu4XC5xOyZSVI2OvG/8mR4DhBnuEKcqVbgrSyuQX3jO+u5+N675hcvlEs+WLiUKJl4RV4wIMd1973eIPnlNuOo1EkcL5hf13E7R4oeNwlUo79oNeHWyiNt8RLz/j3eE88JNUbFtVxHpcolGi7eIAhv2CcflXDG3c1dRPOWKGD/mdVEgJVdMc7nFgC8XCMe1LFFu+mKRb9SbIt8rE0XTxZvE9moNxPsj3xV7y1QWr7z2jmi+YJ1w1Wkg5MM3xLTnXxYul0sUTbwsHGeuipgzpsiNdQjpshDO05kietpi4b5oCtflgDhcubY4XLOeGPX62yLm+HUx6u33xbvDx4lyR0+Lab2fEcWT0kWOHiucN7KEei1H6Bd9Ysyr74n5jz8l1PN+0WX+chGVniMc13NERKpXhKcGRFZ4MRF5zitiztvCfSko4g4mikb7jgnXNa9wpvlFvnN+oaUJEXbRFsZtWyhXhdAuCJEbFS4iU2xRa8dR4TnvFaWPXxNTh70o3nt5rJjd5ymxo15z8diM5aLc/lTR67PZwq/FitprEsT87r1EauFCwpmULmb0fkpcjCsjDjWsLXI9mmizdKM4W6qU+P7Jp8TPNVuI7KhIMSW+vnAnZoj3h48WG1q2F4HIcJER5RHjRk8Uue5wEXs+W6R7YsSZ0uVFdHK6OFuplPA6Y0TxxOuiwu79ItORT0Qk3hAr27cTBz0lxA+P9xJ+pypuRESJm0VjRGpcQRGM0oUZJYuVZZuIk65KwnJHiyzdEO9GOEU7h0t4xiWLaJdLBMMV0XhREVFL2SwitanCF+kRuZ5oEXP8qjjmDhcno5ziwJ173d3WEhkOQ8S4O4sruiECskMU1DeIW0qkGBL2pvgg5jXR1u0Qpdp1EN+rVYTpkMUHbrdYEOkRV2IixczICFHR7RKlHEfEE66yQuhRwpFURKxb1Uq4XC7x3sMeoUdfFtPrtBRDnxgoXC6XaDx3nYg4XETo+eaIMCXvvjK020JWzguXK7+QXGdFZNQeER2ZK1yOnUILs4Qn8obQIjKF4T4jPNE+obtuCSUsKNyOy8LhsUSkM1NEzG0nTmmGiEkqJAqHnRKVIg6LAnfuI3lBC3HUUU6UC3tOKOpFERERENrjC4RONU1CAAAgAElEQVSSVEjoUWnCqV8Vzh+bCXVTfREemSvCo3OEu85+oXtM4XSnC3fB6yJszDvCFZku3I0OC8faBsLpEUI5V1KEd/1BePrOFfK2psKRVFIoRyoKdfzrwp0WKaTkUsJV/KqQUvMJ+Wq4cD6+QBinyghHXLKIKntZSGtbCdd3PYRc+LrQGhwQxuEaQt5UR7g7rxDuyx7BhSLCeSJOKKfzi4gn5oqIQj7hWPX/sffdYVZU2b6/ynX2qRM7091AkzNNECRHSQqiYkIkqJhQMaBjGHMWUUFFUBQDGEAQUAQEQcmxyambpgOdm27ofPLv/dEMjMrMOHPn3bnvPtf3re/Urlp77V11qvZaq2qFQTR6/UgrL4pqy1yaJxtwxQA7HfleyktG09M8h+JkDHUtSG3eRAq9lva8eBonE2iUOojsZNpynFS+HEnzVBSRb9GVF0UcT6HeZRv1rARKLU/QzG9AszyaenEcba9No5XTgOarU2nkxVG95y2iIJpqaSJtWQ6Kvl9SK0ik7ZnHiZxEikbRRHkSpSuW076vDe35zehslkFkJlI7YdF2o4PW7DgiuxHlJY1oHE2iEEmUf+xJcTqeyvN3Uz0ZQ/uWRpTnXkm74ac28XWKTIvKURe1j2IohKCemUT5RCz1znPoNIqpDVxA+2v3U1scRz1PUFnroW17AnHSTbGrAUVq/f3giC2jZY2msPpS9G1E8ZqT1noHcSyKIrqextRn05ALaXa8jta93t/KpBfa1P+a3WkoeVTf6UXVtZayO4+Key8Nxzt0WYU0Zt5CS6RS2ueiKW78DR9jYdRFZF48XY4SWvb7/r5cNEf+zWNOY8tF90tRIQoRd67913I45p/QL05T2OdRWMcpRH/K8t5/ou//TnxAOP7jc/hPoyzL/HfaDP9xo+UPg+bfjyVu7V/q5xcyMzzG+fYJ3cGXHL81ch4zHbR+Tjvftu04RtG2/e8e52t7/RheITjonFHjeOVtOl55m+raLezp/aUwaHARHtdYNo75q3abL1b98hrYrXq+WzIuOgfrhy28VQgW2O3nDZFTyoUFxjn53l/S7zxFc8QoitjY+n1xCRRxCaz1uOrpv9/4d8/ZGnIFRYNEioGDGHRb3GEo1G+5IHxqZQ+j9pyk2W8g4xqncFO3nmwhbLyxRSvGH85mtaUwZFO4oUEif7IsNhGC5oef84ZnX6NfN2m89B4XDx10nl+iELTtL2WB6eXtuo2Lho3hiagkfuOK4epGTRnbdyC1/Zm0jhaxu7CY3qwD73llJqVjhbxszifs8cN+1jgcjB13G12FAbpL/dyTmsoGz75NbeMBujOCFN16cUXvoYz6y3mOmUj54Fnah42i/UA67/Z4+GPqpcxol8JKbyKNQzl8e8pDND5expGff8fHn3mJ7qIg2x/MZUxaDl3vL6GSW0dnQQWNwrOscLq4pV9/ussquLHXAJrbs2jLC/C9yfew84Y0LrhmAlMOnqLnbDXt2bXM8aTwrDOJ7nzSKArTXnKGtvQz/Kl3fzqKamgvrKajOExnYYSOfD+/u/pK3v36XCqFpCioo72slrvadKVeUsPspkksTWxIV6GPIrOGH4+7nVFZ1Uzef4ryiRq2O5zL2PQCdt50kElHC2kdyGfS0SJGFRUxdecxuh9/nglZpTzYrT27rNrKudeOZXxGLrMaNuWfb5lCb24tXfnlTDp2hkeSGzIprZzeU2e5qGlLZjVrwmkvzmTylhyeSUjkpZv2cYZlZ7vdmSwWdn555Y0M2xyM2Z/P4S+t4OU2wdKYKIZkO2tsJqff9yi3dOvFDyaMZ3aLNvx85NUcon/L/Z7OdL9SxRpTULXKWG14GZBtXKMK+hUb81WDX6k27lH7MFfy8Is+VzInpQX3aCZfEw3p6lxAIQRXi/rnt5EQXOa8hqWal/FCcKWqUgjBsx6D5abBo5rBP93/PJM8hcxyOBhlllMXx2mzPUUhBFeqbq7UnSwWDnqFoK3Fk794Zg5ZDmqug4zVf6IrP4HRA3/mUm9L9rBtpD0jmQ7HRHocVSyzR9F01tBI2k7FVkmntZlOuZKyUUe7iDBaqaGw++ix+amYubTbH+dtbR6jcLej5fJRevhJtrXnMtWy6FFz6TFyKURLGkPi2Uyc4EjrW7rVYhr9+9EY/jGfNKcx0XiP2uh5HGGtompUUjerqLhLqTZMp9LsEGVxljZbKRWzgpozSIdRTrnJYYrXptFrVdDdMJ/2NqdoJORQe/JRqo4DFIPWUJnXmdrKAdSv/prqe1Nodd1Hu6ec6sau1HstoNw2h/qpWGqFjSjltKCt+Ql6E7OpuWupXLGSVkkSHU+/TK3vDxRlLqIontaQbTTTkyllOan+1IvIjqPDrKNZnER7QRytnvso5ydQyouh/aObKGVHEzkJtBfF00hvRHtZPNFjK20fjqdS4qW+x0118Cqas2+j/VgKbfZymvlx1B5+kWZ+A9pPRxPF8TQOdaczpwGVmXfQsa8Vtc/H0Db2C7qKGlIudlLKjaORVa+cK4VuyjtSqKRk0sqNJ15+mKI4ishMomguqB2Jp75iEBVPIdVmeyiVu2mmR1GIaBqnEmkTR6kvvIx26wy1y1cSa7rScSqW+ngPtRmtqOc2oJ4fSzG4NZ3NsmgbPun8febSgpSyG9Ce1oW29r0o5XsorM60e2op7elFm/cozVt68YJSf07urbfT2ewAhYihu91eimhBR7mXNv30eRrjmJOauuDCWGo+hTmKhlxIm3Hb+f1qegItMYAucwXdeoD2UXNp2W6mENGMEnl0WZU0x99P4a6nx7FkemwH6BKfUd+RchGZ05CGNe6cwXSKsvsoNedbNK0BFCKaQrgv0ucv2OgXbZeZc1E62XuENmsThbWNQrT+l3SO/7cwnqZoTVMMo2Z7gqrtK8pmGiXz1O/mof35Iobu/8f4h0HzB55H+xsXFqWLKf3/KlZ5Lxg1whvN5Hc+qt9ObvQv85wyeAidmw+db2uLv/vtFx0huN38Hf/5/U/whBXFWCG465zhImLjeMM7n1AIQbcQ7Prra/XKW3+fZ3w8RWLS+bZ1sIxR+7POt3uaglXOC/SuzHqh9etxUoSdt9tMZhoyRfRfvcEadSW1TZk8pVwwEAdPfZhtOnXmGTWKAcXkTx16sFLS+fR997HNOZqGPfrzm+GjKW6aQOu6m2g/mEchBDt8u44DEhJYITSWeuN4xONmwBbNqFPBev5uN12rdzN59U6K1G7c0mcEewuLTbZnUMTHM+bkGRo5+dzZsQNtR87yg9GTubVTD1oLV9K5K5PaM9O56dKe3GR5aaVdMAqjj4c4q2tv2j5ffm4cLx0nS6ieitS3+w/ksXZNeKxTO1Y5XPz62tG8c9Qoauln+OrDT7AqNoriaCHdJ8uo5oUY+9ZCPvnUy/Rm17E0Lo4H2nVmsw1H2HnjITY/doID1+1iSlouvYdL2WR3Fj2ZITbZW8Yb5n3FzMatmbL7MJ0lPjoLKukuDLPY66RR4mPn77ZTPxtidE4lPaUh2gurKbIjjMv1cdoL0+korGOXtQfpKQvwePuGzHfFMSrXR/dJH/MbJ3PBuHGc+vIsagV+OnLO0sgMc8iSH6gfr2RObCPOmzSZVR5Bx8kKDvtyGeXTfiZnF9ORUcseG/ezQU4VozJKedMHn9OZF+T+7p1ZoWucd/M9jM6sov3kGXb+eRf9NheffPxpBhx23vThVywUDn469la+9PBz7LhkM4cu/I7PP/0is1q0Y0VsNE8649l/zhcsccdw9Pxl3HbJQE57fhY3d+nLWsVgSDb45thJDEZHcVPvfrz05Vl0Hy/h6qHDWa05uNbSmKukMCDbuNMumOfwstLysk5zUNhz6BXNOV9XuUxRGFR05kQn8kVdZ3PTZINzb6JjheBZ02CV2+I+vf4lQGv7QcaLK3mXbSSdSgn3uz38ppeXruw8NhCCA0yLS1XBdkLwmy59KIRgmj2Od5gXvtLO1epfDihmiPHKaepSvSJ1u3kzx86OpfHAY3R5y2h5K6lrR2gZtYwzS+lwltDtqKXLUUenOMi55hQqqo8eT4DHna25yp7Ex42nWW7YmCQEhWhIx+R76OrhoOH4uX5MZw11VxFN2wkaYgOFYxltLh9trjDdJmkZYTqc1XQ5v6PhKqNwC9pjKyg7IvzQfidvmB5Dy13NDDORsfYserUIbUotZXuYUossyu88QPmdMXQO/5JOrZq6I0Rt0Xi6tQilky3oic6luqsT1WsX0dX2CMXn11NKb0XH4Xg6ixIp7e1Ic9nlFK4AJauGxsnGNNplUdnVjubxJLpb5tCe4aHzYCNKJ5OpZzo5OeZ1Yn0nStltqLXeQ+OOWZSL4qjOvo1qbjQdnlpKZbHUO2+ho9ROlERT3deSWvJZysVR1PMS67/U5HtpL0wgjCoqSwfRtqU3zZIoSumNaT33CO35Lkrr+1AvtYiTsfREl9FZ7qV97EeUTsdSXdKHUnYClZxYiuMtaJxKoJTnpZp8lGY3J6XMOIq+39O+K5rm9Q4auXGUbWcphCAON6f5yQRan46jnBNLHGhOKa0zjXteoxCCjqP1a7bZdXv9uv2oh0K0oS25mK78BlSOJtNw5VIIQb3RO7S6vkPbgTjak/Norq1XLs0eTtom1ctS1wE79ZEuGl+NosO1mLYrl/Ivyr9U0oBCCNqOOOgy3qS0L5b28fXHjJkxdO6IoxBNKBK/r5/bHBelIzGUdnmpae/Rua4ZPVYJ9ah8GrELKKyr6HIc+cVXFUv0q5/r9HNfYcz2NORMmtpMCiGomjU0pGwKczi94gSl7Z7fyDJztJMi0X6OX2c6zVl0G8X0GHV02b7jL7+yCAp14bntsRRWNoX9aV4weC7oGHbR9cK2uu78tk38Vo5LUX9R8r0UohFN0Yc2UUTN9jYV2wZKZhYls5iSmU/ZTKNq+4q6eJCmGEZTtKYQ8f+0jqE7H/+XdJPfg4aZ9m/h85hw/l+b4/+L+O82aP6oQ/P/OGzWQ+gd+PdlxpA37kekb0d8okUwIfjLuBoT+Pu50ZIbQV3yI0LdLqSITJNDaLczHXrXeh/XFBnIukgBzUmQMR8XDvSSgWMRwIsIMradBHo0g4ULxZEbbM5AQe/mv+FjLF8F/6SbgVatMX3Hz3giLGO9RPTmb5Mb2DYdQl2fdufbkdVbIQ/redFTU16Yge8feRg/SCGMDhMOAtsUCR+pMg7Kv7wu2syPoU6diLNbstG9TxNcLSmYIAfRYlc6dnZrjXB0MtynczB6yUYsu3kMzrgkXPvJt5h6WQ9s6jcMb6/+Dv10GYcP5kEN1UK66zZ8sPNHTNxRDK1LA4QvvwJFy5ZjxFdrsH/cCADAh5CR37AZzHad8NQtd8A35oLvcfywK3HV90uwPzoWI6+6Fl0+XYy4YAFKg15cmZkP3zOPoGTFu4hyNMJMTcVD327E1Nmv45Z33kVbA5C2pUPyuDD543cxNycftqdewbxpk9F52WK0f2s2JhfU4r0lcyAv34rD3eOx+voJeOBwOgqPHEPcoRNwF9Vi/mPjcflnK6BVVkDp0AjBrBpo7RNQXVqNZx98EEsGDsCCpx7GgBU/IVAbQtBJCFqollQM/nkNtvcfguDxI9DqiNq2LXA6JQERmw5veiGsUBBDflyM7y+7AgO274YvLCG7SUuUxTixY0QfpK7ehohp4JaP52Lh2FtQ7dfx8uyn8OoDj0MO1MFHDc0KcnFUN4GoZEADMga3xvK+l+O5B5+Ez2tB9QMPvzUdA35YhZGr1iOrUzzi95ZDragGg1U426Mj2u/ZBE9BBQ637QpHdSUGrFmBRb37YtzWLVg6dBwemvkQrlq3DknFeRj20VK4Qn4svnUsFickY1zeQaRFN0WiH7h021ZkpiSixd5MjFy8CEtvm4CfhvZD44IsZEY3R+KZXGjUkbLtENYP6oPG1cUocbkRVZqNkCqhLqohVkohPPPVz1AMBeW703Dqu1uhrwM0fxjrbT4cSe2NW48cglVZiUbKtzjByxExDfQOhrGWYfwAFbdIcThsVOESfw2CWj52qc1gD1TC8gMvaQq6hjSEwwqWKWE8nuzHpQUqvMZh1PR7GKEN03FC7oLaqmSkhtOwU8QhDwFsYgTX+YmPDQnvIIJZVgiXVJjojJ+wVrkbV+AAnBbgqga2BmXcbpuC9cptiDStg6/sOMLFVwMv3Qb70zPhH7oWN6yqxFfoCik8FJkacLXvbjQ3M/HFNZuBT/cgbGgwVR2y34dgyI/7zdmYEwpD5WTAiiBSvQPkKITlR1F16ZVQtraHxgxQpCIc+QlmcBki8hpokVmoFYNg1I5GRD4O35FKGJfthq8sBnoVIQwfgn4bIpIOSArq7p4D1+zx0FtmoqogAcr1SxFzxUzkDz+IyNPPwZr1KHzDVkHSKhDaPABquwxESlyIvHEfdCkL4WQiuG409CU/gc+5IT06HZE3JkNdPRq1w7+D48/TUffOFOiZMaDsgO/B2ZCLLGjXLYA29Q3UGQDX9QP7rQaLokBLgk2JwJ/eAravJqD2jhmINM6BPOUDcEcXqOOWw5j6DAJtjyB8sBNUKQzV7wP8TQFXCcJVGuTsdghPmAt5W1fIQR/8lgxH6xzU2UsgP/UcpDFL4euaBn3gavD5V+FDBKoGyMeSYRu0A7Xb24ON8xCiC+bVSyGd9cD/QzcoeyVo19RCv0OFb/cTkGbNR6DhKZj5ADoWgp54+J9rC0XuDO31JxEpjUUgwwNzkgL+HELtIQdEmxRAPoBIl3UIzb8WeofpAG5DOP5L6D/fDZYFEHrdB+W2DuDTnaAenYZQoDU46l2Ev+4NVXbBv6glMO4wjB5fILxpDIz9bRF22RFJbwHpqj0ATaB2LKBPReCRztDSZSh5QyEdfAXhM0MRPFIHJVQDuYMO5Q4P5GVLEC55C7L1MoK1QUjhpvCtEVCyI+CBm2CO+gHIOo3InXX4exDY54KeWoGQmQPZ1xeUeiAs3YgILgUjOkAfwBC0gABiTiOSkAk5/UPIyIAsDQP0SYB4Ajiz9O+O8/fq2WjSN6gL9IehvAqFNwMIICx9hbC8CsD+i/b5ffDXUv1fhV+X6f6fB078Nj9baKQG9dt/LXnA/xb4o7DmH1APMRJQ+l/871q0AVQFOHLwoof7ShFsZL1Rc5USwTdhGUhIgvrtRoT6dgBq/7mFSEe9UeSSgSjIaCgB7WQZ9waAvaaMKAkIOZw40rojOuzchDICOSRWjboegQ2r8XbRGQw0wqiI1BsQ59MPxMYBDRsDu3fgJyWEEWEVPSPANaEIeoaJSglYpkg4YNORn5CApFOn8AMAbDwO9G150bnKvfsjkrb7F+fYhICuyLhPUTBYlmDURjBNC2FlpD6E03+4CkZbB/Qde+EfOQzhISOgLpiPWAD93nwPix+4C2lKCHa3E+035CJwXV+sOLwf2ybej5c/exdbIKPXpgxIDh37RnZGx1OlCP95BtQbxyK9Vxc0P1uAwZCxSLJhP/34LOzD1YqOZQ8+jpEfzMagqhJYUDGtRXu8nn4QhxLi0a6wCMH3PkLTdt2x5pJUXLl8LUZvX4clPS7Bya07YGzbhCt278bS7XtR6/RC8gUBhwEjtQmO+iW0ph+8/hZI67/FrpM56GvIqOt4CcIz5uKup6fi9R83oaRxFDqU18CxPg1rrx2M9ht2QzIUBGqBXsePoOjP96L2sxV48JbxeOizJVh7TX/YJB1jP/sGd8yfhRcefAiPvfYiXq4Oovv4a7GnUW/4QrUIO+145YVH8dU116BJZg6+H3EFJBApxzKQ07gpilvGIi6rBs2K0nDdFwvRMj0DfXdsxeULl+LZV19Elc2Dvd274fXxk2EoDsAHlHSPhny2Du7sMuR0boi85GR0X7EHmT0aosXeXPTYux3NDu3D89NfRbNdGchtYyDmaCU0VUajzAKkRzVGVTcXsoSF7ltOICJMtNu3F83yMpCYV4BypxdXr1uMJVdej4XDx8JUalBXZ8PKCWNwvG1buEpKcbhFU8y/dSp+6t8JUTWn8dDrM7Fk+FUobReHcNhCQXwsjqe0RuO8PPRavhYfPTIF3bdvhVVdiQmz3sOPD92Fypoq2DOrcaRvezQ5nYtizcL3gXJcHRJ4efIt+OD9OTgmGxi6cS/a7tqOxAduwXOSCajVWBsyMW3Lbszo3RHjdpzEk92aYoxehy7BEcivWYfG+gk8rzTHvZBxwu9HvKZhjqrg2rCCJnIGfFIhHgv1xlYVWCkH0CikYtntBoKfGhjqq4T86gycfXwanGGiMYDrlUewMHIYedF70D+qGJv3ZuElqykqA/fgbfl6qFJPNEQEe8/lqLlNjuBDaTUMrRV8vlEIBLZDWdcE8oh4GOEtkGxl+NnfD1mRZFxnfo/Qw09BvD4RgXAZzGAV/PI8mJEFiKQVYlaPzrjftwo2OQEVUksgkoqA/DR0XAVpkwO+9Ajs448jpCUBTEFdYDekuTcDD78NBJ1QsABauAEgTUIwnAVoJ6BFRoDaCkjhDZDVuyDTQLD3k1DWvQhIEmRGUL27OxxdtyIcikDVCBURBE2iNmiD0m0zwvtSIV27AuYXgxF84S7A6YJ+x2wEvEHI29siXGODP68ppOTjECuuQHDVOIQfehYYPxfqzyNATzl0aJCNCGpr/ZCqYmAMToNuVSDwdR9UuwhZq4Y8/huw2yaEps6BclRCOLEOCoGwh3AO+R7V3w9CJKTDboYQggTt1g9QPftuwG9AH70U6sbLQQmQQxH4hq1BeP1l0GeNh37jJ6izRyDm3oPIbTMREBGIoIzaiA71+sUIz5sIaeB2iGogOGg7gu13wD91PoxwHfwRGXJGK5hTP4b87vWIuM5CvX4dgqnboC4th++jjZDjyhFsehRWy2tRd2gxwmYEtmuXIaAAemAQpJrPUPfYXUAyIAaeQODJFEjPboRsXgL5eBSCtU7w0l1AvxaQxoeh3XUQdfuaQqnSoF6qItLmXsj5V4DmTsi8FHWr+sG8xAfUAkrkagTkWxFO9oD3XwbjoRqETwBKdxmhy+KgflmIyFgd8ucBhDLsUPvUAIMBrADCE21QZtUhPN8G5YE6QJWBsi5QXR8iUvU6Igt3Q79zJQJn6wsqy8vcCBacReSgBu29euVWQgqIrHOCqA0QuZDBK9JBQD74CiD1ASJ3ANj5D+Wub5UGz/AM1EXGIxx4BzArIOmnIAfuBuQmCKv3gEpfSJGjkIPTIQUaA+qnv+FjahkI14UQlJ6BLs1EQK5PhhMM74WmdKon+of2STGAOADxUDgaSuQ2ROAApG8Qkt8DkPMPz+e/Dzriv2as/QH/CP7dBs1/3K3sD5ez349H3fp/qb+19+Q/3ec18fvjceKF4BqPwg0ehfG/d4z1+y+6P1YIbvVcPGnAU63bUlzai0WmxK+E6zfHH/urbe8PO+kWgr0ti8PmfMJZk6ZwhcvFAZZFtxAsdl4Yw5r6yEXHO+b8ZRxRx3O/y84lF3B9sIjyxp287ckXz9M0EoK5TsEzTjd9boNTHnmZjfcVcrNq41s2iznGhU/Ppw0X5ztMmt16UD9ZzrU2D/PcCTT37meqEMww6t0Hpk+863yfG5xuutcdZFpyMkWDJFY57HTO/eoX41/5/me0XtvHTkmNePnV4zh42Y9cNGQE1aJ69zDr3kd595gbWaJrvPG9zyiSkmg7HWLj5fXxQFZaDkViMs1sMlOv52u74Waq2WeZ7zYYMBwc0bU3PellfOTxZ/jcXVO4OjmR2c1SeMuMj7ire1fOmvIQS6Nj2eDyq6mWkyK1M1+9+wkmHqxk7IEiCiFo7j5BIztE9/GzvGr2IsrFlfzgrjv57EPP8Y17/8QjqW3oKSKTtu9ljTOacacqKJee5ZPPzODVHy6hJ7uMS0bfyKyWrZneqS07b86iyIvQWxyis7CCrqIIzbwauvJ93NepK8e+v4AVLhttuWHaTvrY9GAGPbl+erPCnHn7VKplAcbk1fFPT79Es6SCroIwnbkVbLglh3UeO9cMGkq1KMyGO3Ko5Vfy2WmP03Wmjs7iGhY2TKbnRJhH2rXlyVYpLIl2MeIUVM9UssLmYVzGab459TEeSE3lnpYdOfSjJcxq0IBVVjQDUSbnjx/HWXc/ykldezIEi66sKo75dAVrJC+bHCpiudPNEm9DfhYfT++R0+yxdhvP2Cyetuucd92NfN9mZ63Hot+mc32fHnxo+kwGVJN+j2BAeFjtkbnNkcopyS+x2B7HmxyLGL/gANPlWNboOstljYs0nXFCcIPH5J0OwRSj4Bf3/zWmxZBN4dOOWzhAxNMUd/INx4NUv5zAPQ473Vv28oTuZandyU9063y/E0YLCiHYRH+fJfY4xjc6zuUOB51SAT2frKDDOZUPCotq1Glq9rM8aHXhGbfJW70fU6RMo8sToMu9jlHCT00rZapIoN1R7wriNjJouNdyr+SqTw4gBMtd1i/m7dyRRiFaMUHPo2QV0Zx/FRVnJS39LG16iLoeos1RSZuZRhGTQSFa0usuo8Ptp+7YT1e3NfQ4DtMycmh3VtNuC9M0D1NzV1DrtJdi9Oe0N8qgGeWnfchmOo0g3WYd9Y/H0HJU0abU0h1XTke3vbScNfSalTTkIJ1xp6mnN6fc/gjNzy6jEHUU3wyjxzpAdd1ARrXOprFqKM1CD7WeaRTNW9A5/nPan59KraAhxWU/UMmOp7HsGqrbelLZ0Yxm303U0pMpdztCKT2K1rC1tLkjdDbMpNkgl1bD09Riy2k+OoTqxu7EyQTaBm+ny1VN533vUr1zLvXSRFqZduJYY4rTDWnLaUD76UTKaY3pTT1KcdhDdc0gOm5YQE/bPXTePpPa0dYUOfE0Eouob+5KuTSB6qJBtJrmU93blVqRh0qJi/aETNp7/0SpOIb6+y2pz76D+okoItNF+8dXUBM7qMFtFpMAACAASURBVBW5abXdS23+aDqdhRSdF9B+vBVFrKC+agDVDCetQSuJoga0tZhLuyijVO6hEHF02Hw0dnei2eAY1fTmFE0aUx/7KbVSJx1rB9Bjy6RjyjuU10dRvOWi1aiUxsA1tG1y0nKepnNPDK1P6l2GbXuiqDQ9RCGaUPtgAu3LnZQOCcovX0VzvpfGJDft73uJjHoXNufweVSUEorU+vvPPPg3ZF/HBrS1uZmOzzvTbtVROE7TPnQlDfcmKi89RNMx6eL9/grN/k7iUOLfpTGMm3/RltfUy0yXeJEOMZrCK2hOi6MhFVGIhufoommq39BUv+evY4eEEHQY3/7TusT/PUygZbuNbuMA3cYpusyPaYnuf4P298Sw9Pi3zOu1f8a9LPo/fQ3/M/hHDM3/h3i59SvF/o7fKvG/Rvv8RRTRsf/SeNn6vy/7xtmoX811Vb2v871OncVREvv8+tz+CmOF4LWWxcWpnXk0OYkzXU52sex/k/5rm0IhBK3BwymEoDn+VtpfeOc3dH3MekFz//MzOMYU/FwTzFJtPKHaWO4yONQUfN918WvsFoLC7abyxVJaI8f85nilZtK97wSFEJz8/BwGoz3s9+5HHDPiHG2zFrzVMtnw7fnMtHnZRgh+NfJmPmkJqkdyKB9LpxCCniOF53nqx8sohOAp1WS/L5bzC1PnoaZN6XzzQ5r3PkEhBL/s2Ja10BmdVUlFL2DKXY/w8+TGDMgWrYxqHk1OPs/PGjCE+5o2oRCCx1Ia8YzHRndxLaPzA8xMbMw9TZpRJCYz5pYptF57h/Mm3c7eL7xN/bNlLI7ysukVYzixR3/qq3bz0sl30JNbRSkvwqiMEId/8i3zExvym+uvZ53Ty9Oqk0paHitViwGPh+PeX8j4HftonKyieiyLRm6A4kAl9bIqihPVtK/ZxMLGKbSdrOPx9k3oLKqlVRyikl3HkuYJHD5/EZssWsVVw0dxxOINtGeGefc7H/G1+x5idIGPniwfh3+7mvGHi3gm1kN3QZhK9mk23nGcu1qm0sz1MabMT0d+iDEnz1ItibD1vpN85pmXaZaHKWdGOGj5RnpKQ/TmnmV8xllStvP26R9xxOff87GHpnPU0h95sm1Txp8o4yt3PcmGB04yLr2Kt776PmujE5nXOoWv3z2Nx1u05cIbb2dQ9nJH74Gc/Nxb7LArg0tGjqJ+zM/3J9xJK72GIdXO9IbtePd9r9GneViSGMXFo8exRI9nk105zHc14xdRN/N4TCc6JgR5g3sFh5ob2Xx7LuO/O8OgafGg1ZmJ+hbON2/nadnNGrdgutmKlXFO1thjaN9wimHNxlx3Io/E198LxutzaO/YlWeUC/d6kTBZ4XXR73CwwmHnnx318XSthcWZwsWgzcONtqGcMf5Ofn9pL8YLQaczh+XnMu0Vqhadx33MsOxc5nEwP8rJy6Y7KEQzOlcdYqHl4L3CYIwrh51sW+gWzZgd5WZH98/s6d1Ay1VEh/IdhRBUMxqxpTmPnd1eJnTaTiHa066vpjg1kkI0pWkOpby7N21qLRPcQ8+fg5yeTLejgk+pwymM5RTGZgpxYS20HC/QYT9Jx1OL6HSvpsdbQ483QLfHT7enli5PHpO9R+n0VtLpqaTLXUmXp5KGVU2Xp5yumHJaiSV0uSvp9FbT7a6iw3WWlucs7d5yGim5FI79tLnO0Oi5mUaLPBpJOZT3u6jdeyv16z+jO7GEzst+onQqiZ7LV1ArddMeX0JndkO6XXm0H2hBd/tjRG48ZZeftv692THqBLH/EjpnjycK4mh+OpaagzTbHKW+dBC17Ga0fdeTpjhNsaE75ZxEysknqH6XStvdb1Pa24m6J4/mvtZU8qJoe3UalRVDqS4eR/PlpygVN6TV4iDV2ELqWXF0FsZQH7ySojya5qPTKc4k0d59K43iWEpn7DTK7FRzY2nkx9CW76aaHkccaEJ1WweqWY2oZiRTzY+lUMM0nMU0y6OJnV0oks7S+LEXrWI79cZFVMtddHwVT2P8DOpHEykXumkr8VJ/tg3V/Bjq6VG0NUmn3nQ2xTujqOS4KWV6KP+cRPvYhdRONKTZ3KJxg4sOs349lLIS6FFzaO1rRCMrnnZXkOqpBjT7LaZLrqW5YARFvptufS/N8fXyAHleuoz6WEvdeZLWPieFYz8tK4/269wU/S3amltUYrOo7WtK++7mtJ1wURfHaBjP0C7WUFvXi4qnnNoDbSmsTbTFr+Bf4kGMN73ng/qFaEQrvV7hten1a72elE/dWEpV2U6Xp5j6wQuyTr/GQbOJnZY1iU73EYrfxK1EU3XXUvecpOH6jMJenylTkviP5XSsoPaM4zyfKJFN47VfxuYYchpt+s0X6Z9EU/2ShnKAwhpS//yt+Nsyuh7zfqf+8LeMkr9GN23OJ2h6iikck38n3/+ZqE37bTzU/3b8dxs0f9Sh+R8KqX9V/2XDr2vHfPYrv0thQXr341/s4pSJ/7RL2F+gjRr+l/r9BgZfjv2JjfGoqiD6L/uuqY/t+DCkIqXOhj0Xq4szdiJ0YUcUgPf0EIYfPYz4wjL0qAni2iDRKoLzZUEjR7NhvPMJAGB8nyFAbBw4cBRSEEGDrz8HX3rkPFt1X/1n/FHnxix88Ql8LwO3aUBbXUIHXUJSUMEmGbg/GMRmidirRxB89mVA2AEAi4I6EAjAWPIVIj9+j81KfV2AIk0CRlyLUzYZcT07YOSwa3H59g1YW0t8/Oi9+P7WO5HlV7DT9OCLiIySdT/gkkPp2GYAY6e/iBkR4HSPVvB2TgUAjOvaDOaeHHwXCODgFd1g7spD68FDcPjWG7Hzwedw+7j7kfzYVMgfvombZ87GzV0XIf7pV9CvVSw86S4Uf/4+7k47iuenToGpV2PU8m0Y88a7uPG5N7ErvxBmTgH6uj2YVlqKhOap2DCoM6pH9kT75AZo7S/Gn264BVnfLEDkmUfQfPli6K88AfWOsUip86FLtz5wXnkt1HdewKEmTfDSi0/DpoVQbflw4+Kv0GbbIUx96l28PuE2ZDCEhxd9gZApUFVHfDN4IHL7D4ZeUQlHtBe7r+yIoNvEg3Nmg5IA23WBs/gsTlzWET1/2g933llc+d1KPD3nVTTZmItNQ6/GjofvwPwbx+LSnWtR2teN480aY9K3C1HQ3oNltw3Hosk34MCwjmiyqQA/DmmOZlWV6HNgL676chWigjU41SAOoZCMq5Yuw5HBKRjy8xqs6jEUN377Na7fsghp3VMRDAVxonMHzL9jArqu3YK22QewuWd/3LnkTXxzyzVov/EQ6lSgNkagKioKB3u2hGEjEnecQoOSHLx+3yO46f0F6LJ7O6hVIy8qHq+89jLOOuNxyYbNuO3tpzB081rkd22MsKKj16YNcBlBUA3jWOPmuGrZQkTLfsyZehtkF9DeuQuZ7UxM6vAp5vom4wvXGHirTuOLN67Ani5dEaWcwHHnlZgYeR/DdmzAYRCNAgV47Ml3kNswAUXXdsL+KBeuD5SjpuI0trbvhLJnH0Ze1gm4lQAKHBFUqTI0w48Enw2FUgPsl/rhK+ZCk37CKLbH8GAUtlPCMGkTnvz6U1zfZwBqn34WG2uHoeLcM7ZSDyAv1YFnQsQtvlws9xGLXtCxQ/bjs4kDsUPy40N4cQhNcVy6DAEUoHXda8gIDMc+3+W4rPt6RNAGN4UtzGk3AMXyDFTWfoKKvKYIq8tA9Wqg5Y+I5kzYOBlyjx8h6dHI5VaEpTmISFNhppZBhBPwRtNsBIUFKOOgakegB3KgBT5DJPQJwtKbqOMxhAKxqPNNgN+XhagdhQj4oxFMaoWymnRUru2OkL8h6moOwldJBN66HUqkDqHa4QiUu8BwFcK+WtSFbGCwFDoMGKYEo9wJTWoJVTVgK0uCOB0LqToWRs8yaHPehJFvR8WccQgeMmFN+AC+lEzIRQ0QqVEQankQvob5wMD1qK2WIFfZoX3fCuo71chokQf3oG/gP9YLZqUdyssPI3LVh+C4rxFaOhHGhu7wn0mBP6kY4egzUDb3gmzTocKByFk3zNh8KD/2h37nPKi1GtQbFkFpWgj5kmVQ9rWG6atBcOJXCO/oDMkeABsUQ11wM3xXfQv1rukI1dSCq68D/H4YN66BHpCgayGElAgCT8+CKfuhx5+F9P0V0DrvQMQZAOFHbXojmK3ywEanAFcxpJ2tgCt/Qp3fRODnlohU6whdUgv5uZmQTtfAoSiQfghAqe4EqTAF2riF8O24FGrhNODV+6AFDRhj/dCDQaiHmgNdDkCuApQzf0a4Qb2rlK1tBc6c7ghZqgXajIfurIDaJRW+LyfBl94c+tMzoVyxHOHt4yA/o0LNiYIODUHug2+xC8EtXRDpGYJ/62CExj0J6fUIAluOQyrcBbPGgrbej+ArryDSZTtUdIbU+CNI/a+CNmovtLo/QZ3rRfDgaODWXQAqUZvlgPKEDwjcBCnqCIBoKKmHAbghqU2hrLeglneH6hgHs7MPwZUtYfU9fV52adWPQC6yEIl8hVCgK4B8+GddqOMG1EIPREP1t4Mc3g7FuxLhyF7YbHYogaq/L6dr20F+axFCxi5ElJGoQyoCI34Z6CrPew6KugOSf+OvOpcD0gFIyIcW+hwAYNx05UUG0REJvoWwby8Queyi04hEzrmtKTchYpyEijUA9IvSXoAApNCbkP0pQHjhP6D92xCObP6X+/41rJH+0Xz/Nmizf1+NoT/gb8MfMTT/wyAWQMnfOS4ft8C3JoPvvfnfNaVfQAF8aIAL/8lLCvF4WAISEoHOlwIrl2CJruCawO83iuSNaYj07fwP6XYrGrqGg5DbdEDkyAGENuyCOuASyDtyMal7Cjq1aoL8zCO4UQnjqoCOnC1HEerR9nz/UQhjBRSkBQx01i++eARvuQPagvlAIPCL/XK7VBQc3YteioYP6Uf/oAKX04VjtT4UBSUMkny49fY/4eynM7DAFwI2HUZary5oLfvwfgCYtDsLWs8UhB95Chg4CEq8Bz/27IPraitQdm6MpB/34K4BHfCEJwZFpZVouC8HM557EPd+txjZPhuGiTqs0YOoq1IQBeD+Dm/jncwHsPySbihNbo/qpfOw86UPcMn9t2CCXUPbb9fBN2QA+sg6Nh7Mx9oBndEk7wRaLPsBMxZ/hWmJDaA0aIhvHroHTaK8mHvXg9hp2rF1+lPY6vLiw0mT8czz0xB9sBTtvv8OHea+gRcqzqLNrqN4+PnHMfaLeXjdHos/w8Cg8TehfOQ1CH04C9lLF+HKz75F2l1j8ejIG3Hlj1+h96r9qIZATm8vauvsOJPaEg0K0tFmfQZuf/8DyGHgmTnP4kTDFrj7lVlYOX40GqedhBSMYNrTd+OdZ+fi4RnP4+OxkyGxAsM3b8XCkaNQFOOA7NMgdBnLrxiEFvknEXbpaPvtcTz8/nTMG3MbKuPdCEp++CgQUSNIKCvFsiljcemna1HRNhbWsTPYeU1v9P1yNezUUCvpCBpARAKO9O2AtisPQnf4oPiAJlk5qNU1uBjAurG90XxdLlSGUW6XUNMxCvH7apC65Sdc8cMPmHPLeMy97nKsGXcvVg/ujwXXXI6KNk1hqwvDVhNAYVIyrpv+FhLUMLZ0a4l3pzyCqXPeRY8ffsaPN16OUbMXYs0N14JKBAbqsKJtKpID1Ri9YB10xYbu23/GkFXLseayIUi77xassZyw+xV4g9W4bPm3WD9qEPa3bI9+qopQVAKqNqxFQUozrO7UCbtD1egjCXRdvQxKyIZEUYUr6iQElE2ovP979C4pwayFc1FrmOheF8JCBBCSHHBo1XjIb+DtiAYHZayXwnj9xx/Qe9g3eFifA4lAIeMwG09gZWgQdqqN8F3AhucQOudar0NCK8h4BMlSV+QjjAi/xhzOw8vSgzj+2YsQN41HUH4DiAyHFnodu5VUdGwcRii7GO2VKIyNEM8GyxBy9wBCG+BHGJLfhC4nwB+qgmykQ3v1PmDaFhhSDaDnwO8fjoB2AHowEYh0Rtg/H9KU2ch/91UkiGIooSqEYUKyyVCCr0PhIMhJxTDKrkZd4GbUXN4b9y2bi/f9+0HzZ0h8FnLCPGgFTVCNYsjBUqhohpBqgKEQFBIBKQJjaweEXr0eYbUlrG1DUFOUBHVzG/D+z8EbFiD85PPQ2h5A5IYPEchKhbx2GNSTCVA8IchPP4LQwWYIP/o8pP47oXzTDz6XH/ZJXwBxYYTGz4bcPA3ac2+AN89A8NE5kIeuhhZXjPDDb6HunnehDFkAPcqPsDcPytXbUb2kE8w1kxC8ZjEMVYV8yU/wr7wKct9tCK4eCHH516g50g3GDwMgX7YSnDMVyqT34JdCiISDMA07qOmI1ARAVYBXrEJkSS9Y3Y6j9v63wPHvQg3oUEsTUTdxHuzrBqH1PgmHlsxAsOtG4PLVkNcNRWDED1BqTcgLbkTorA2861XYH/0cVY+8CqlBDiJGJbSgC9q052AcbYPae96F1OFr+JpFQasLADUaZNmH0ClAbaUiUBOArYMPkRXt4Gt0EkqtBqPHwwjtehWKEgPlvgmIbH4asnIDJOU6VK+5HjZDB3rWQFIuA4NvQV/6AGpevhK8fBec0x8CHafgD90ElJ+BesJCzZkI9NMyIhN3QSluDbSQgbwIUGuB7IrAJwdgy4og/OIq6Bt7IthnGeSUGEROXIbIyjDCm4PQXngG4U6EcuApAPFQ1TUI4RD8SIQRGgIgAMQDctFEKHgNQdwFdcG3CDobQxqVDgAIbZGg9iJUYydC/m7nZVSopwq4CHVVGJFIH0D2Qsbyerm2rj20wb+OlTWhaPMB6AgHr/mH8rduvQbbwCDUyE0Idu0PKW0ydHyCkPQhguokUO4MOfQ2tMAYhJVhAHRQex6UJwB1uZDlbn/FrSmAzL85FkOTwNBLkPUhgHzxGN9/BHJ4OJTgSwianf6l/v8MeACc+XcydMvA2YtkT/pfBn/E0PwvxGccf9vtyjpW+N82DyH+CXez5RfqrlS6fl+BzL+gY8fhf4r+pMekd9sx6n/p543mW8060MwpOU/zrRB07jz6u/gVqx7ebuksjJLo3nWQCUKwsyU4zjL5qtPkT26DlU4bzzoVtkjL5g8xDlYIL2+2TB5u3oab+g1kqiU4WAhmJUXzZEoCu8bG8+aG9W5cvSyLIj6Bc+MS+bat3p3BU1DLzPimFEKwSlgcZQqGNYnbVZO9zfp5tRtxNZu2bM1bLcEaW70bUPK5OT9wjrd55Z9ojZnAn1p04Fi7RZGQSHNPESsUGxOFYPevl9H+2Uq6122hLbuSMSdKWRBdn257t9eiJ9fHEtXBF8/FHv3YsQ1/6tyNXc/VA3Jvy+CcRnE0X5vNO16dyTphceJ7XzLP6WVeQis+8qfn+PVN17PQ4aKzIEIjw8+5w65i0w8X0lNYTSunjtVOFyujDU55+0NWSBL1o0W0HyqkmHI/S50S5YIQL1u0ng89P4NnY+N4sHFrJh8sYadNacxs1YzR6af4yIPP0ZtdyyqvnWZGHefccR9LVYOu09X0lEaY1bwh1aISynlk04OZ3HzpQFY6nXQVVtJZGGHswUK233iAU1+bTa08wJBlMi7rFB3ZdRR5YZoFQZZFxzG3cWO2SztKx8kgpZIg3UU13Ny7P23l5JDVG+goqmNRXCPasn2MKgxw2vNvcGePfkw4Vszua7az3e7DNHLr6C3w8bsrrqGzNMJaw8WYY6UsUFzc3bIjvdlFvPnNTxh74jSbHDnNDuvT6DlZwllT/sR2P+zgdR9/zQyPi3XeeLZMy2VZtJc5KSmMPlzC8XM+YcQreOeYGzj11ffYZf0hHoiO5Q1ffM/Jb3/Au56YwfQ2HVjt8vBUUgtWaU6WJiayoRC8dvY81jgVzrr6Olaobt79+nv0axaLPcnMTI5mlc3NqhiLYbvGQ4ZGz54srhJOdhSC1R6LZU6LWaqbTyfV33sZmuAjNsEc+4XCfqs0lXeOc7JT2gFGXCq7CMHHRP0931UI9jAF6+tajDjfx3nuN+HcbydtLy2zJ6P16nM08TSterfRO4Xgo7ZUmsMt9p+XSN1xhCPcyylE4/r10epDIdx0SLWMsnbSZVXTbJlNh3ifNi2bprOCUSLCJOkvbi4J7KLMpOrJoB6dTSEEDfvHNMWjtCmnaI8tpvAKCq+TSY4v6XZ8QlM6zdhWOynat6eYGEVHt28pXJV0aD4qSi5HuJdSjj1JqcUJGgMfoN4mnQ7nYequEI2N7elw1lL+82NU85Np1/xUo87QGGWnubkjzUv2ceqQIbRcBTT2dKJ8pA3lYd/Q8lTSccdsSj93p6v/Nrr1Inodp6nNmEL9jYfoddYSq4fSk5xH50+9KHfYRfsn46kdbU+b5af0Yz/qoo7W/2HvvcOsKLa18bdzd3XvODkw5JxzEkGCYiAoYlZQUY8KKmA6BBVQjOgRBEHFgIkgigoGRCXnDEOaGSYxiZmBGYZJe8/e7++PjSBHT7j3nO/c3/0+1/Os5+mu6qpa3V1Vq8KqdxklVFKb0nMsltrhprRz6lE6mEjRtSPN43F0H42n/HM3qmPnUMpOoWGdoXLcT3E6jp6EAmo5MdSKoihlJlPNjqa99Bq6/3IvreMtKJ2Kpby1M8VoN41+W2nMH0Xr9Yfpa5xLfdkQNt4VQ0/D47Tfvp3G0YZ0/FVEegrtlAIqu3vQKIml3GoP9RmX05eYQyWvHsWTM+mYtZTzYmjdu4C6WUFrwS2UtnSheNpH+bCP2pz76SmJobPWT9F6G830iDmhvK0b1YNR1PbWo769Kd2+vZQ/bET9eBzlrAZERjxddiWF70samY0pzJbU0zy0V0fRclfQlRFN0cah661rab8W8atibIyifl/EFMhsGzEd03t1oeRKo36wPsVz91JWaxjV6RD9vg1UNnaliPXSEU8RO5vQGPAxnf0XdKqtplNbFUvbtZqOL4seO4cuMZ2auKDLhBAUz3to9hd0axvo8qTTcp+mEPH0HI2iWNeaLvEahYim/l0n2uJLCuGl7QygHdfronykjRfOjLjUCKS/uuG3Z2L+GXaUYxSuBxmlhyhcD1L5/MIZEXP4hWtVr6Jf7KD+/KhImNP3b+Tpp+k8Qd17hoZ3E4XT4Z+Wxa0upkdZTcu465xPnxv+W+/0B//P8h+wzf8X0WA5jO9+bXJ1xTVAbvbfRB2TFpngHX8XOPn/HM37GHjg1r8Z/aQq44W6364ouAAEv9uIq67qha4y8FBAR7pZA4EIUlkmJeyihB1h4DhkFISBcgBSbDx4tgJ6VQSOUduSDalnfcgAFAAqAPS/HOLn1bAkCToADRJsAAYiMImmFNmw9koSTABeKRI3okrFBhGCKQE2JBgAWteehSY5OKlJCMnEAwuWYXfH5jjSuR2yWjZAy4yDKAs5UJU6nNZcSCkLovm2fTjatTkYCkOSgVteeRuLp49DXl0NtlCDBODW1HzMbJWA4YFqvKmZWLL0W3x8wwDMpY4AgJ/3ZEGtrMHbXdvgGSOA2ZSxlwrmIYid1Ro6W0GcAXBZtytww76vcXutjitbtsfPX/yEmg71cLAsgA4ffwrlsi44U61iepuGmLY/B3x5GrRFC9B56Tp8MawHXp/0LGYt/wRdszKwD8A+zcGw/oPw3YZN8J0+hX0du2Hgh4tR1LUBEjxe3HvPA/is70gUXt0eRwwbNw8YjG+3r0aqPxEfHDmMTrfeiru/XIY2P+zD3MduQ3LWGbRYvRWVrWNwp2bii9H3AxMfBlQLk2fPxPE2LTBz0lTUSWGMmvcFtvXqiI7ffoPdlwxGKBBG69QN2DZyJO6YNx8fTx6H5C3ZmPzyo5g8+VXsGNAexV4f3tZ0LP90HchaXLH1G6zpfgUoNDz42gxM+PQ9eM5WoM33e/DW1HEYNXsBqqIS0eHnH3G0eRtUxkdBL6xCSA2izjRw1drVSC44jq/7XI705i0gVdWi86F0rB7RD+u7d8EVe3aj+bpDyI2NwqrbRuLmDz6FWlGDQhGFxnm5KIpSoLkUwDJxpkJGk8KTEHnFCEcbeGjY5ZiwPRWKTFQEDLzzzDjYZ6txy9wPsHdgS7z8p6dQkxQH+UwdUn0urL1tBE4ZYbgVG+037saxDi3x6dDrcNsPyzD1vocx+rtvsaeqDMNKymEGJTBMfHd5X2xq2xOTnn8Kp9xuHDtbgT6ShJYqsF+3EJechHvufRjTZj6KwWeqMS/WD39+CRrs9aC6SyWOJ8XgmrxiFCHSRg6EarHeVDAyFIY3rCPafQw3X/k+Jn30PBI0P4BSHJaAlgQ8ANZoQXQNtkZpMB2qqqDPYxPRJDEen04aAqOm8UV9gMEM1IXnQTYex5q6JPSFB0BnIII1CKleB0h59dGqxSQcy6wPcB8WYC7ubNYBB7c9gw7ujah9YACU1yX8gm1oPHQXVs3Zhd4HTsFqkwsZDVEX1qAeK0C4RQXU6kLU6R+C0kZQT4Bc+yJYR0iG95xUbljaJoR4CoG6vhfJG3glCe6JuxCsy0StkQKlWoISW4VwuRdy3bMI+z9B7dk9sBU36vxNEDxxEPL0aXBmT0G10Q4oWoeAlAQjUIFw1yuglIxBQLkKSqMtUH64Gmi0CK7ca1H8dT/oQ7JR2+cz2HsuRW2tBnpOwVXtxelProRn+iM4e8l+6PMmISxKUJdUjLq3rofiLYfdbS6qlUEIre0C21eDM0dioEoS6loUwaguR6gmGdblGyB3WgcE3Qi22wBp+BLUvjcZoTuegXX759CqTNQ0z0Pdp9ciHJAAi7A77oZWXh+np06BcctCsE4F3x0HfjME2jeXIZzWEHV2DcyYUwiLIOTsegjapZDzvZA+jQc3LYD6YX8EjADQKx3c1wAc/x6cqExUN8gDz1jgzZ+gLroU5r3TgAVTUPPZrVBuXgyzSEONakHtvRfhbxKh6oR8eIYgcgAAIABJREFUcBBqclpA6f8jdOUEam9dg9D2ftAmVkNeFkBdu+0wS3yoWNkF5ifVkBI0BHy1kBu4IC+ohLwkgJqdMRBXbUX45Ll6meOFMmokQkfKEOYy1K0xET4ThD2gGPz4RoSv+wEAIB8TqHspBPndVghOOQFnxiZUXt0G6soLu/eBlQL67CA41wGXV0J+Mg5w56F6hwat+Y0IGy+C8zvAunMa8NVrUMwihK5woOvvAYhC5UcPQxm5AeHvJchXnBuLyX8CpIFA5m2oPhOA1caE/KNA+DIbQDQYbgCwM9C5E7CrK6hUgwEvoFVBCigAakGpEEAxDFdLBKsOIqy0Q51eC7RJh7FnFCBVRTSw90qEpWchnf0GUnAqfoUd+jdJRguEceTvPhPuokDOIbTCLISxBCH5MVC5AVJo6a+e0n9bHpOg1fyEsLoAIe0thKr3QjHvRlgpB6Q4UEoGpWag1BqQWkCSbBA10Gra47fAyL8WaCBCgQWQtamAUgAJP//D9/xHVCqZiOL/+fFY1U43RJe/827/i+kP2Ob/5fTrJiwtXgXedPX/pDi/T6PuB75cApSd+m8ll56dBU6Z+JvwKOC8edXvkbUtDdXdf+Vbpmc/YMvaC/f+qAhE85FDCB/KhNyq4X9ZtjehISUs4Wr5QkfqA/B4HTEyTATdLvT8eit+HNAUQ2UTnV58Fc3yK5H5+tP4fNIMbFj+EUoPZiCaAVyiA+1uvw/7P1yAP2sq/qwpKGEZxj//AWZPHIf6ochZp8YA7pdlPBqOTPh0AO0+/QHbV3yM4Z+8j68UYJ2k4ACBeM3EHZqEqkAAgXuyob+ZgOC4iSiaPRtLrrkepSsWYaamIRFAPgA5Oxfh+vVgHz6OM6tWo6/fjx0DBkKr78fc+q0xKCcXmh5GriqhU2UF1Dvugbr4Q4QDNSiorsEdponX3QYaHCxF98fHYmtsEr79YRnGNuuInMR6GJMo8NwLz8F/NB/J9eIgNu7BkdMhNBt/KxreMQbvzH8OI9/8CiuHdMeUqbOw33Jhm6xC6t4WhhOFbpe0R+mylXCHFWzp0hZzJzyCh68cghP33oL4tEJIqsD3I6/C9cOH482lqzBKr4PrjS9QEk/ou45BtGmGSkXG0aaJuOq7beh4aB++HD4YNcEQUvJPwnfwMB74+VtcvXIFko/m41D3Zuj8ww54ykM4Ey1gVtUgq0Mikg5Vof+mL7C+Rz+0ST+GbW07Ytb0xzB/2J3IbNcSsUV5WPrwDRi4eDV6r9+Gn/oNRGHX+nj51kdw+8qlePXB+/B1v6HouWkNfrxiOFLSMpBYnI98XcWA1CNY/PwTKD58Fu9OvgPXLPsKH1x/E3LrJ+HJebPRe9NBfHNlb6i1NXjykScwYekifH3VMHx8/Z043Ls9Xrn7bjy26DXUhGx02XAE+3q2hGZVoUDWER2SkRkbDScYgl18AppuQgoGsXDMeDQ9chADNm2CVlGBzoaGGyVimqRgfFjB06zFQ7deiy/HPIuOpcdx5crhqPeRhFffXoadY0bioFkHf00dDEXDoKCC+6UQflR0DGrTBQNS98ErEycpwQ4HsRlhPBJ2oRhnEACQJelowAD8AE4B2CfF46RciKhaGfV1gajwWdSau2DUdD5X3+NwiTIFe3gFLkFLrMIwFGElYsIBzNQ0TApeOBNYW5ODgDsGt1QbWK/IcKx9OFFno25OK2h/CsCLrTjV8RKEOoahvRvG5JoH8ZzighR6HFzUEv57i7BcjsMg5XEo6j3wsAClQQVSlYqAHA1Zaw4gD8EHfdDmWqC+F1IgFsHAJ4DVB0bN8whr8yDLPwB1j8FrfoDyCgNnTRU2x4HSIajqKARqg6iTJ0JWNyNc1R4hsxzKgxshfTIMaqGFxmoaMqJOAtNHovbJNCiahMRTlcjXohEa9yLMmioYX4xHzdAWqL2yMVBUAH3iPihXr0J1iyMIN8yGuH8+qjb1AIYvg7alB6yeBxAu01G9rAvkYVlQygkpvT341p0IPzoXRuVpoN0xhAbshzT1UVTHFoOVXqh6MdztSlC63w2tJh7B8jKIq7NQta479LcfgvT4U6jN8wGNS2B33IHKTZfAymuGUHQWcMoNLfE4KnUbalojhJOOwiiLQnXCGegd9yK44nK4bl2M8Fe9EZx5ObhoCdiwAGp5LOTtPtQ6GswiC+GEasiBIIIBL/THX0LF/LGwN/RBdecNsG79HsH770NoPSH9+RjUkASpNgrB1/qi7pFUCDULONwM0hMfguE6GCcDqAjFQR7xM7ikI4yUV1DtvxnyspGoqw1DHxWEvDti8lzb9msYB4ag9rAHxoCboITuRM2CftBuqgEfsSBPL0ZVlgtWMw1wAgh9K6D08SD41BloC6uhla5B8PBgoGEA1RuToOQVQ7+9BULVD0FRxpyvt+FOMqSJFtAMkLpWAq1k1J3eC7WqA2pWJUCfXgR5bV1E+QsHSvViSO/egLo7VejSflSGPwQPvgy97a8HrjoAHYEFgPPQh1CkyxAIZKFOagiEy1FjSADqIN69B9JJDTVPPgPt+zvAKzaCyVuArJWQwmkIw0adMhdOuApUEhAKJAHQoWAUZPt21Nw7G9prDsDHEJh8FbTnz0CS/ADiIMvJkKQGkKQUSFIiAB8kyXNONuJsRSxs5xiAYpD5IHMQDsSCyucAinB220GIri6giQS5rA+UEzMRFNuA8Bj8qxSu/QSQ90PWXvgvpNIRlvsjrD0Htbbz72TaHaHAR5DVVyGpb/7LMv47yAxmo0ar/z8txv8R+sPk7H8pd1n/L3qaHfjvQx77d3NmQtR/O63doNGF6zc+/U28a8UadhL/CDVF0L91D1sKwc81i8W6w/2ml/6/8WwP8wKc6yzHxU5C8KPBI/mGy+BJt8Uiy0fPlJcjzzz6FKOE4CNx0ZG0HbtEkM6EYKbh58dC5zFd4s3vfEjfwRxOv7T/b8pL3HGMd0Yns50puF41eDoqmnPPmRmm2ZH/urxrP2ZF+anoRefTbRUuivgIJGeVT6HvveUUQrCPEByx9DsGJBezE5vwhMek2bQlxaefUwhBd04Nn/R5+boZQajyCsGPVZtOhy58Kj6BIjaWdZrOWbZB+WAO7XW7zpfZ4Orr2VIInk5wM6ttC1YmJ1NOL+eDz87jVfPe415NpmvMQ9RTM1mW5GOTPVkU/mgeb9CYXb/ZSu/2/bxl4QpKO3P43qjRtHPC1Ocu5DWNmzInKZlfXzuUKcNH0Heylk5+kPlNmvGlCU+yw6ZUetNr2Gn1dvrSKjln7CO0C6pZ5fWyz9ebOWPy0zRKg/zohhto559lTkwS4w4X0k6vZIvdRXSKwhy94EN6M8hJf57B5x95jMbJal77+Q9UsiroHK+mvXUfXccrua9tZzrZ1Rz7yiuMOVrI1ZcPpVlcxti0sxw9+x06hdV05wbpFFdxyLfraeVXs97R0xzyyWp+M3wIj7bryhNJSYzOrmRImBS5QTbcnEpqBu38s0w8WMRqbzy7bTzEGr/Je156jZ3W7OAPAwdRCEEnvZy3v/E2u6/fT8+P2+md9gpPKDZLk+pxR3QUK6JiWemLYVFUPDdfcjlDQvD7bt1Z6bf5cKcefP/GUWy64SDDksqvHUHq0oX61rgpi/wGW1uCqywPK2KiGbIlPv78C5zQoDFXXD6AOabGO4TFqdfdydSmEXPEs7rGpW6NLYXg2t6dKYTgCufX9TiOXvf33Onxsou6jbt0lQWOi0I0pOM6So+WScecRiEa8fpWrRnzSx12LuUs8Xt91y+mMA3Oh0WLtpzoncNj7ii+5TqHvGYOpiUXUPvk8ovSa66X+Zd7/TTFQB7w+Zn0q7gdcqTem2oh3z4f3omvmWNpaRX8BfHMEhHUJjfOUNZLKOw+NFw/U/OVUfGHKO1oSa/3GB1nMD1RYfr8IWp2Ec22n9Hu058u6TiFiKcsl0f6qo1RNC9xUXUVUhN1tGavZ5KnkH6njHaujz5/McW+FvR4y2k98DrNJlNoNM2icaAJ5Sa5FGoZrX4bqMZmUorOppVcSis/me7k/fSYp2jKEfNjZ2dzmk0L6fGUU/2hP72zJtMYuJJ67BlaX3SnndaI5ommREImtUwf1Ykv05nWh9atiygOJVLaH0/R4B0iI5niuceJbD9x3E3rRDRFx8209zWi2NSVrts+pciNo5oeRbvrOqqpbWjmxlEtiqI55Tn6Whyh11VG47qlVKdMoSs9mebRZCpFsfTduJhqtodKrzXU0pvRzIunM/Ab2k89SikvnnaxQyU/gR5RTjk7kWZuDN1OBZ3SFKrrB9B8ZDaRLehOKKG4/GfarY7SXOOl+UgK3d8NoOzOozRzEiW5nFKmoN23NdXPh1PrsS6iSxJPUpv1GN27m1E7nEKcjKNj3EFtzv2Uf+wX+Y5iKFXvLgpXBVEk6DoaS1/KCer3OrT7fUjhepcosmlNH08hBPWiOLp67KOsBiinxlPsbkfR3aEQcRROpM1ouTFUd8TQyo9APosUQdO5iealP1CYl1JoMyiULRRyGoWRTnnBXRRiAl1xh6h4P6XkP0gzsR/VjHhaHwkKpw9NXxpF/xWUzBya4kI7sJ+8oMdMMZGi670UrgI6t9WjvLM5o5KK6PL/GpnMS9saRpdxgEIvomNOoBCd6bgeipjiiRF0nAmUdjShEE2p7oj/qzabQMfaQ1vMoBBeOmIkPfYueuxserR19Cg/UogLYwEbZX9XZxtR+X83/t/Juln0b8lnlfD+x2QWQtCvnf6Plvef5j9gm//g/9XsmXTBV4to3f7ieK+Xzoib/3E+147k8egUZlsXJjrP/B3455ZCsMh08btz0LJ+Idh44Re8rXFDftcuAg0ZtTWb5hVXUUyeeSHtn5+hEILmmIfP5WNyiqlxiDC43pTZ+8OldK4cwmQhOPzcuYGnhMFiOdKpt3pi2u/K8/GIG1hybiJTmpTCD6JuY5ZpsLUQ3Gh4eMxO4Bd+H3cYJrcbJnsLwd2KxiJFYqNj6TzqWFQKqimEoHS0lMIfzfVeg57CEEWDxvQLwaiTAXbdtI8xL87nlUvXcFvbfgx6NL7eKInimhFsc9Mormndjeb4yfRk5jHb6+Fyw2GeJtG1YhW7rNlJu3V73jPkRrrzSqkdy2FtlJfvjBkTmdANvZ53zF/CHwdeRWfwMPp/3sXGGzPYJSmZZtOWXHr1CLbccJR2dgGnTZjKepOe4s7GTXntRytZb/8J2ku+5Szb4Y7W3Xj9O0uZcCSL8anFzGnehEUNG9HJC3NHl27c3qU7+36zi6KogsM/+ppm0RmeaJZCkXeWpcmJfOWBp+k/UU4ri/RmkG3X7mfSiTO0Twboy65iWueudArr2OPHjYxLLaO7KECj5AytwtNMzCznfbPe56QZL3DNFcNZ5fIxt2EL7ujej09PmcmrvvyZ1y9cwe4bN7L19qPs+f0W/nnqTDbZtp8FvkT6Sqt4qGkj+nJruGbAVfRuzmJdlE5/zmmm7M/lqsuvo+/oKYY1i5+NuJ1v3P0Qqw1Be+VGpjdtxJjsSpYJ8IxPMBglmJFSj4/Oms8K02Cl28OCOC+b7sxgTqyLI2e8xq8cL0u9fla5DPZYtZ5Lh17HoNvPsa4o1rottvFs4jOt/sw2dntuFBbzGzehe8kaJm87QiEE77cjbWS/abLMVFiu2qz2eXj3Q+PP182AGcUa201ryTrqrjQqRjFzPb9V4ickiyUewV6m4Bu6yUOqwfe0yCQkzlvOztt2McOt82EnMrm4wWnEDtaRc+mj2dydSUvOpjDGsJ0pOGf6LTzo+aW/b0qXMYke7SjtLT3pMhZQ/+JSCuGl+er1rECk3XuF4CKXh4pnH3t9sJO6u5qKUk5TK6Ap+vNaIeiMs+lxTY20Y9caPq89Sc2soFvKo2Hcff59vPZaetXfDsBccgmV6JN80HUPLV/EN43bPkP93hfZLmoPpeTjNJKLGeXKo/x9LPuM8lJEF1C8czU9xtvUZ7ancO6m59V7qDXPpP3yD1TsOuqfDaar4YN0NzlJbzTp6rWJouk9NCe+SKcoka52e6k969B1zTKqDQ5Q/aEnpWXX04qvpPjLtTQfjaGIPk1XnpvOyOV06wHqB/z0+BdR3tidxj1v0PpgKOW/3E+p014K9wlKW1Norr2Mem4i9V31qeYl0vBto7XwLiLbTfmdO2ld8xnV25fQ/PAGqpOn0+y/ka6CeKrpUXRrp2nkJ1BPb0DtZDRdPTZTOtCUZlkyrWw3RZ6XcmkcpdJEKjmxVBfcTnHrJ5SLfdRzkmkVJ9EffZbSLR9RTiqmx1tLZc1AajlxtHzVFNOfpPnOKHpWD6SeF0s1N1KfnFwf1cwkWiOX0FMYTbUocqbF3hZHNTOByq4Uqm2eo9nYIfKSqLrP0ng+slCmNz9Aq42gs85Ll72WovGF85su8RGlsgtQuerIxZHrHoJK7rkzIdGCVnRFpP7EHKdrRxKRETmDgvzkiE5rWECR6FC0iaUlp1KIaGpJRZT8h2l8cwFOXDgjabbaTvvP19Jo+jXNKy/ApfvtHMpNIn65RNv1FKIThehE07yJ2jvRNPd6KP/chpYT0UmOebHLAHv8L5MbL1VrId2HmlPEJlKMfZ6muIPCvJpi+TCKuJLIZEr5iUJ7jqb5LIWILNY5Tn/6/Wn0eQ/RFj0oRD165MN06c9SWdWT8tNP07T7RMoTE+i2quk2SuiYb1GIlhfLI2bRsY7wF8jqizn64nv3i3SLn+ixc+l4MnnBF86/zqb4x758/hn+7Hf83f3B/zr/MaH5f5Gv/S84aPr/GbvvGXfRvbMz76J714fL/2baH4WXt/3u6u7FPNVweLuwud28+Nl1rgvf7YUG9bjdjCgv7/YMCiHomTGH7vzAxfnVb0DvM69RCMFTmsRFlpsnPBfik6ZN542mSV/aSQoheI0weVKOYnthUiSnUPij2OPc5KZG1XmfMHnU6+WcUXczX/EyoLkZm1PBYcaX/GrwlbxBOGx9Lu8jcQkUQvCMz2RDIVjmtrixVQdONBweaRCJO+6PoYiPp1j8LaOFYEp2Edf26c71jROZ/MxfWHbOp8hVj0YUX4bH5PIhN3N3o3o0N+9lJ8tkj+XrWWwK+s6BKkR/f4BCCK5v1opNNx1kj683011QxaZtO9LYWciwS6GRFWAHr58POYIZusZ6Ww7TXL6cYtCVFEfzqWcXUZv2IoUQTEgtpJGdz8PN2zMvuRm/vO56Nt14jEZpHU/pFnNbN+GnQ0fwh0suYYXP4qAbbmexN56iqI4B4dAqrKJzsoKj3llMV1opF900hiGvw71Nu9M5mE295Cyvf3spXUfK6S0MscGBPD7/yBS22H6U3qxaetJP0XWiklHpZ+gUkVZ6HcWKVdROBNjzgy9o5Yb59ZDr6Ss4ywXDb6A7r452aRWTDubxqcen8aORo1jriebLjz3NuNxq3vnBcj757GvstmYPb174KW9btIy+gyX05pymXRLmm2PGsTg5jl3X72d+vIdnTZsHGnTg+ykNmNG4EaOOFXP8y6+x2YZUvuRyMyQUvjzuSS6/7g5We30MqB46BWW8d+J8ejbUsMy0WOGS+chrf+GSW25jlWEz6UQxQ16JpXHRHDdhBp0dh5jlSWaaX2OB4jB+ZyaFEAzbEufbNvd+46KvJMhNndtzV/0kCq+f60yTWTGJ3Kd0os+dQdO+iUIIXueYNIdfx0qXTU377HxdV4tDTPM25WlFYqXiZrQQzNc1lokoLlEFzxoejrFfZr5HYZIQnCJ+cUAbTUvZStssP5/XE+ZL/MlQGed+4EJfIAYyJirisynDG0vT9TJ1dwEN108UosdF7VLdH9nRMbcmUFX2UQz8lh4lMgD1CkF5bRRNtZSa+xMKIehTd9MxRtBw0ihECk2zjF6tlh4tlz49RJdZS93aHsnfbEqXdA5QJCGabuNFevUKCjGHGzp7aWQ3pCl20eMpZmNXIQ1fHsUHgi71G7rM5yi7z1BTF1L5NIbS0Xhazz5IcUVDms2+pcf1NBW7miI5hdLWnjTej6b5Sg9aJ3w0nr+UyoynKNsBau4amtcsp+H6kmrMScq72lC4+1B7ZCZ1/2H6Y8poOWdpuUtpN5hOZ3dzisZZNH5qS6solubKIbRHLaKcFUN3r1S6bl5KcbgB9SbZVK/8nHqWl05eHKXj9SiyfFT6rqJLPEN9yvO0MhJpftabakI1xc0fUN3fgtLReEZvjKY/Lkij0EtkJlDe0p7OA/NoZURT/mIIsakvkZlA0XMtURpL+7rP6Lt8JeUMF62JL9OTnUQnx0Xz4dcp3nmAxiNzaNU/SvdpFz1qDdWTHjpR1bRSTtJ12SrqOYn0tUqjvCaBrjd7UclJpjx0GR3vGVoFboq0JOqdbqZqBym3OkhTDCOykqh/6qO5yk/hF1QyE4m4bOr1uxOZXsr6egrvIqq73BTvDqZmHaUQjWmOnkf1o0SaLc5NBJo7dLpuoTP5PhqjG1I0cKjYhecdHspT7qQUX0TN8+y5tpFEK2UzUZhMIWJpicdo2qnUd7am27efv96psKKO0tUoh6q6lS7fdzS+7Ev3yQuH9fVmP1GIJDpmJ7rMkfToM6g0LI3U4Ttfp18pol/JpqPnUPupLd3Gg3TM/nSslvzthKEl7fm30nIWUAgvRYpDQ5sR0Xe7flmYiKbuL6ZHSaNtdj0X1ojCncXfdzzZiC7PsovCpPRoOk5b+n2H6PPU0jRLKLsLadqXU5jNKYzRFPpXdLurqeoBGoOmUuj3UJjtz5WRQre5gW69ji7jKG1rGB1vxW/KNs0h/7Gxyh/8n+c/JjR/8P8Yj3Q5/9RzCW99fP764YR4iuT65+89GSUXPTtdePjW31j9uNm5uLwllsMpzVpR/as8fuHtv5rAnPAYnD96/EXx3u3HKFq3Z2x8Aq1GjS+K+6lZU0b/6r5Wxflrs2kzmh07c7Gh8Q3TYoVI5ArTYjDKy4ZbjnGk6TBf8XGi4aJISORnlnLe3M0rBKOFYId1x2havTly7Fj2OLfiPfDcxOfVrhFkmhWG4H3nzHy6CMGzhmC/b7/lOqHzhSsuZ1JOIb2LVzLF7WOpHhk8OrfcdV7OqFkL2ev9ZZzqmDyoyXRtT6MQgkPfeJuuWQso78mntS6V5pz3KBo2ooiOpvD6WSWbrJeaRREdSzkzxBsWfcGM1pHv4886y26fruXW7m1pT5hCM62G3zRtTGfAlbymeQtKJSGKS/rydEwKjRmv8rh8QSHWX72TMdlnOfDztXRvP8BpYx7ixBf+QjH6AaYlJ1G89x3HvjCbS6+7k9VaDB8a9wSnPP0cl948iiK9khNfn8uZ7bqywZ40fnHVzfzL3Y9Tz6lh8vU38ZqlK+ktJIuiE3jlspX88zMvMBATRXN7Bo3iGvpLgnSKSF9OmIlH8unNq2LygXyK4jPUiisosiv5ypNP0ZVxlsrxajbeX8SGB7PYdt1eevKqGXeskPHZNRz/8ktMbd+OnqxqHurcmS22p3J/8/aM2n+cAeHi4ZTWTDxYxEZ70+ks2slnJj3H6EOlrHVrnP7YY4w5Ucnl11zLbsu3c/6tDzLsaCxNrMeAT7Dnj7t5sHVjzrnvARYnR7NGlvlSvfos9zlcYLmo51RRZJ/lGSeK63t35A8NEuhKq2S1z+SmXpdykmmyg3BYKrtZ4dcY9Cq0DmVSXnaSD4tObN+7L92z32Vjd+SfGKPHsVD2s953PzEjysXHnF5sGtue33fvzVghWBitsvSvdmMeeXZ2pE0LwUKPwvuc+mzT8hiF+j3Fr8wvtosEntA1VqkX2qxXCGY5Hrq85efvqy1BxxnIAfYF05mQV+JlwqSdmnw+TNdeoRAXdkzUH320mju0JvjZ7FyYJRfSJR6nqVTRNjv9pj9w73AoRCy93pXnENW8dLTXGOXNpVupoOI6QOvVnjTFmIvSedyl9DrvMjr6FIWI5lj3K/ToS+k4BTSm3kPds58+dxndeik9Wik9WhHN+XdS8pXQHBRLNWYHzdgMSuv70lDnUzdOUvPl0ei9nfbTUyk2dKN9vB5dP7enp91RWv5KKtFfUUk5SdelJXRK/NRmp1BOq0evv4KqHSLymlA/FjHPs+98k+7YKsr5CbRFOe0nX6Q7M4nm8fpUlval8/2llA41p9TqMD1d9lH5MpHm8qHUErMo7n6D9k9tqR2PpvrTQCI3mWqzYto/NydiThNpfurXLqFeEkP5VAKVHR3oRBXTOuGm9e1gGikl9DQ7TG3WWJoFbopcP62jjeikx9EcvJKuvpup50VRTHuGwldL9UArisu2UMwdT8Uqp91jH/V1/WkvGU7kR9FyB+juuIdWnpdS7Cm6TyfSXpZCHPXSnVGfno57GOXUUtrYmkgpoLfD93Sm3EWjIJbiKS/t1ARq2xPpSiyhNsdFV0Y8VauMxigv9eFtiFwfrZPRlPbFUUTlUYhEmnfdTuTEUoo9Ss0uo2n3pOI+QKUkiqKeoOjyNK2Ph1M0cqh2X0FZrqRndUfa/kMUoh6NYUsphCBSz+3UFCbTfFjQmfMn2qkJNEa5KLpf0EVuZzq1DyNmbu74FRRCUDuewgj6n6C4tD5dGzvS7c2hkZhDS7xF4VxOt38n7Z7TqfgjjpU96+rTL85EdJJ5BY15D0R0wF8N+t3aW/QoP/PXzmSFEHQmX3BU6d7kp+naTMu1isIbQ/GEm4ZYysjO0F/r1kQKdz5tcQddZmRi4/ZdQF81B7lp1Y+n+VZDOuZguo0J9GiL6FfT6VfOnpuQ5dGj19DvKWWU7xTd5gI6ZlsK0YYu9xE6rg/O53exKVozOlYmbTH5r2T6xXxuB916IR39RwplPYWcRt2opVDfpzCupRD1fud9/jmutn9vcvcH/zv5D5Sz/9fIAfDf84/5HyO5V1+EN6/7TfiXVHDdcy+hZNp4+IL/nA/XtWEFT8kh/LVGEoTNAAAgAElEQVT7rt+jTYqK3qE6uNdswLEBgxCfFAOUnb7Ioai1IR01SQJslAht51EEuzRHU4RxYziMFt5o9C07BVlVMCNMfITIp54cCmJYbBQ6vrYQ1912Iz4OarhMC2Lrd+uhXXUJrDc+RNajYxBXU4t3g8BdWgTN7a/dlynTZyP/6fHIDRm4zK/jcFkFLEio1aoA1UaorgYlJHZIEpoHDbTTA+gUkBEfnYC3QkEsatceGzf8iOVOGIPLgP2yjPaLf8CRji3QoWkS3gwFcIAqnlu/D9a9NyGuaw9c+9H7uF9TIgJExwIlJxHIPQt76Ufw79iOSbUhXLXkIzTbnwt2SUTw0EnoAcCRS2BXqihetADLdu3Ba1vXIO+nbSgYOgjl6/bCQRiBrs2wxPbg0cpyFO9IRWr3dmgcDqF26XqIVh0QauNGmuVD2437kbBwNkaHg3j20ck41rEB9FAYT098Auv6DEWm14NbP5qHn9t1RJ/TQexu3h6bb+yOw0ltMO/22/HKk48iIT0Hw9okYmVGMQoaRoOGju8GDsTtby1HaVMfZDmApI0FSDiVh8Grv0L3I4cw/tX5KD1bB+N0Derqx2LOxPuQkpeFj2+6Eye8bmzu1QdyOIwD/Tuj/5JVmPHaTLQ6ehDjn30bOzp1Qq1ai8om0Zh725/w/si7kJ7SFB6W4+mp0/HCpKkoM4jCXq0Rk5oLuTqABhkZ+GzUrThlqhg3fxHWX9sdiqbjaIwf1yzbgozOrZG44TBG/vQ5HnvmSRjRPjzx+FOY+8RDqFFkDPxuJ5qMvQOeDu3x5QMTIFWFoK9biZf2pqPbhhUwLANDP1iFEW/Pw7V7N8Cbm4YjPQdhc00txh3fj7allYhKbohtOWm4jSomhcJooasoDhKzFeJ9GahKSAIK8gAAa6wmqB9Ow9lqotue43ivU0O0p4N4G4iprgYAtA7dh5N1D2JZo1twIPsQxqlhtHE8MM5U4AtVgRMIwa+GIXfrhaot72P3inZoN6wMjvrrfjoGQDEAIAlAHoC+4TA2mcWoC8RBRhOoSEdNaCis8Bhs/+EmtL+q6uLGs9KLqVcVo0iSEQwpOPWyii//XAeVS1EnjUFpTRmi9KHIN5YiMSggazMRDk5CeE8F8js5SGYfANsRUI5BUerAcA3kcAjALMjhrwCUoZ66FXm3bYa5+GbU1NyO6vkC9rjnEA7NwUFjHlpVqxFZ3AAUILVUoGkwHbrRD8AxaKGPEYr1orqmNeTgUvC+j6Edvg7Smo8QvqMQgUdNmO2KgRumQf7sfgSu/RzqV0OAvmuhf38lYNahZvpUBJ8fBzusQC1LxqlOqdD7LIfWOBdIb4bgN8OgnY4C3+6PW+8aj0VmPwS+vAr60wOgzvoI1Z13wVhxDaRrchF663KE+m9D+IvhkG9eAewWcN+4CdW1OrizE+q+6Q+pqD7q2h2DaLUFtYPS4EEhajQLXD4IypSXIeclonzNQEh3LYT1/m2oPmXA2H8p5A9HQVk4GiE5BFmWgM2twah01Fy7E9qGS0HvKciqhWBNNaiEoO7oCfvRuajOSUZgYxfII74EEgsgDjdBoK4O8NeBn1yPcEoGRK9U1C4bArlRKtg6BKv+JpR+OgK2JiNw2VYop98CU2fC6J2KwKoBUHbq4M9PIqSYkDf1hpyfj7rFkxGqFpBX/wTtCRvB0gDU/tUIPWxCGepDePA2yN0bABsjwCw16TrMJgGACVCCb6EysR7Mkg4IMhXh8Yth/GUGqlINyJ13Qm9xNZC5AXJ5fShfC2DYm6hDb0i4BTXLDkLx6qhjYzij56KyJBlmTWsoH9UgdBsB3AQz/knUdOgAeXUTaPockPkIIx6BwbdB/rIooivMLQidfQPyTyuB5TUIL6gFkmSEC66EHF4FIBq1XydCun4jXOWlCK/rheAVBFAIYiyChz+H2Xox6hipszLnAVgB4CwCUwXMfrUID4gAJSivOQiNv6AjtbU6gv0iIDnh3oBUtxLKluMIyw9BrslBwFQhK2mQQyMAXHD2GSEdUHdDCs9EuK4ckrwKSsJkqCV9UfbdUFgDLqCA1Q0B1K/P6UbMAnAG4ar7AddCSKENqFanQwm/DzU8DwAQMo/ACm+BIl+CunAlQqGfEQ6Nxx/0fw/9AQrwB/9H+aj/983dog784wN90UKwm7A41TZY4zF53NG409FYKkzeIkzG/p20J9yRXZtmtuDLHsE8v8VTbg8z4+L5gCP4xDlTtFgh+KYQrDBNntYdWgeP0Pl+eySf+HjWE4J5+l/Vo5depxCCszUPj6q+i+TQPlvFx/TIO69t1YpHLIna/myKxAurx8f8Xsafu95pudl47U5+KFQ2EIKntIipwSxzAs2sfH5uq1wgXPzREKwvBJtvzeYKS6EQgmMtNyvcOtsIwbDP5DbV5k+tWzIrLnKgdLSpM02XuFxxseGhk3y9RevzMuxWBEViMve7It+h9TlfNqJxM76qWTRSc7m5TT8axZWc3aUXr39mFmNbt+cdLsFa6FxiaMyOj2NuciJXJCbwpucXsMmGDBaqJv2FIZqHaymEoHOihvXX7aEQgrWOl/qOvVx12SDqhWXUH5hI/WgtrxQOtRffZe+Pf+Cu9m3YeeFyVrg8POF2Uc05zdz6TXg2zuSLYx9njr8hlZNltPKDNDPzaO47QTv/LO2sKr7frQvzPC62+WwNKxSb9vEgd3XpxLWDrmaXHzcxvWUnzrjvAXoLyfteepuLbhxN94ZDVIsDfGrSTDqZZyhnhZmYforFyXF8Y+yDnD5+Ml15ZxmVVkJ/9mnqp8mea7fRl1HOGxYu48uPPM6Vg0dQzQjTyank6+Me4+4eXdh5zW4+/sKLFMeq6Mk+TWdnLqMzTzDqaICnG6Wwz5rNbLUllWZmgGZmkD80bcmk1JPc2vMSjp2zgP1XrGZm0ybMaNKKy5q2Y8hjcX7//uy2ajPPSn4G3G4+/+hTrLHAbmt3sMRjcqgpmFs/iSeEi2fckTpYEWOxUpL547lD8itG3MKQkPhN3wHM9niY2qYthRA845g8artZ7vez5HsXzZ5X8ojPTeH1c5tP5xnNxUH+q2jLuezZ/09cffllfHrGs8zw+y+q/wWOi0uvGMaCaIXXRSWyxBVZpZxjunhcv3jH9HPh4qhEm8dEO5qiNX/Zsal0vGwgBBt6Uuny7mUD9SC3+CJxPbtfQpc3ctA1+Vd56e6JdNlPU4gUms7D1N27mOjKoeGaTyE60rg/8j2+dl/K4VZjvmtqVOeeMzE9Zxbk9kf8bJjOFXSm2DRFKUeJ1vQ7mXRES/r0TTSd4ZH+S6ujEK1oitm0jCD9vn28uvnrF72fJhbyp/NmrA0phKCSXEjjgxEU1hQKEU/b8y6tGztSOLMpvXkTDW8VDT2X6tBZ1FwVlLUKqlqIihaiFVVKKe4UZb2SsjhF2VdI2V1J6eHXKGt1VFruoma8QaNhAQ13OSVRR2P8TMqeSjoij9rngyluWUxpV2OqmdH03LCMjuhB80Ajmi/E0/5wNK2Djek6EkvzzdHUX7+LrtwGlPNdNObdTSPPpjG0AbE7hUtbtqLRahuN0e8SBY2pZsYTDbNp3/EBjSHLqeR7aLU7Qj2xkFq7A7SKU6jk+WksHU49J4n4YjC1wgRa935AMyeG7tuW0DPiM6qrBlFPbUYzLYmuYodetZbWT30oZUfTKPbRSK9H5y8PUMnw0aeX08hOoTXlWTqfjiRKEug65VCxz1A7mURkJFNvWkCtzQTaDaZSLfDSfn8UpZwUGvZiuqLLKOf6KbLrUV8eS2eRi2p2Mo2rBO1TiRTeyH80V8VS+c5DIZVRQiU9XZdQvzWWKLIp5o2+6J+rdoCO9hWlYg/tNEG1+Z5zcX66i+rR8mXSdN1F3ZlIzfUWhehEbXo0HWc0MXkWZW8ptd7P0v4kmcbBGIqG9SlEM9p2OoV7F42b36TblUOXs4zCHEG38jM9Ui69/nJ65AsmYI5nLp3DPjq+LOqeM5TdB6h7zlJyZ1NxraSefA8V/0kKEUv39gtnST3efKrrLqPjnKLLzqRPzqZHm32+bTruu+ge+CUd1wg61jha1q/NvDrQ/XkHmnYGLbGYqq+YYsRvrTIcZxh9ngCFaH5RuOUsoBm9n0K0pOlcQ7dvD63mxyjsyDki5Z3fnsVzPOe+7/ldpli6xXI64oJ1heW6hUAVVdf31Fzv/O54wTCP/kvjnF+4/r8hjz/4n+c/dmj+oP8Rsralo7p7k397vj4Aj0jAaElCVV0YtSTGKjIKAGgAYiEjCGALwr9a972Y1IMnUdcmFm4Ab7Vvi/bbj2FDYjTsU9loLREuqOi5bi969GmPM7KM2xTgcoUwqSB4RkfKvl2Y27kF6gMo79kL12xej/tmzMak56dCrzqLKkg4DSBfAnIhoVACcgDkSTKOzpyPQ088iB5qCJ/XeHFJ5j7M7dcLfeok9C/NRS4koFsftNi+HkcgwY+ID52TAOojjI1hoNxrI6omDKmqHDaAhZKC5d17Y9qOPRgsBZEVqEErbxRi7p+Au16fgfVhoNWDk5FQdRKXLv0IZ2tr4GnUGKKyEp6Sk6gIh1Fju1CZXA9qaSm2nyzELZqC10Y/gLXz56Cy9yVYs3odkiY9jmYtLsXwrasx7b25aAxggqnjTzuO4bFWDbBDAWpl4KUaHZ9eOQDvvbMEgfbJaL3wK1z68p/xxkMzsfbOvrh03vsw2nTGphuugXr2NLpuyUTo0E6wXWe0zMpEasNklDeOx4koD7qvOoboFybCe9+f8OaUR5FTLwW3zngbY1a+jbeGP4BnZ03D+HkvwXekEq22f41Oq1fgg2lzoMgWSjvacO8sxyML3sDrDz+Izx4ahejMbMScPYWo8mLE7imAt/gsKk0TcdWnsfjWobjx/RWILzuNtAaNUaVpuOWrpVh8zfXwMAxZrsGZQACSJwH+k3moMGy8OGM87n76PUyfOxU99m7BhGnzUOx4YRjAw2/Owjs3j0F1lAtj576K73tcitiqAHa16obJrz2Ggds34e0bRiG67DS+uGwIRq/8HP1++hIrK6oxyAjjxfHPoSCpCaa+8QQenfgCGix6ByWaifVz5iGnaQpsuwZZ8fWRVFSA1RUyNkydCXf5aUx45zmsqBEYt2Y7kgZ3xG41jAclFfXunID7P3gXh6tiMSS4Dt2N0XhHXo2WDKEtgOlqAIsfnIx9r8+CLIdxKAwc13Tsr98Qt37wOcb0aIGx4RCeVlR8IssopImKINBq5WoEr7sUgyGjmXAwu+piHwiH62S0VMPIQhgNIKM2kAfN2AwJL0PiXkys82GUVIaxShDrEVkRr4cGyEUW1J8yUNe/PcYaN+F1+QmAeVCq10Pm9wjLm/BJbQi3GAryqiQkiYhuqrvPgLwlCHlvV0Dedl6OV66uw6OrIivSIW0JtOBcaOaXqK3xQQv8iJaSBwe16ajTLoHJu1Cl5EEKHYMSfgkIp8JSxyIoAdNxEo/sXIro7sdh1cSfh5avDRVBjjoGLXAdUFWM0Js6wve/Aw3rACyEFE4Dlw2H/NZMhH8cBjv5Goh2V+PUyusQ8FeCFRokxYcwAEqE3PAIUO6DdCoW2vLLUPXtNZA774H0p4UIJ2f8f+y9d5gV1bI2/nbuvXb3ThOYQE5DRnISRJIoioGjCIICAuYEKKCYA4oggoIBMRMUUQFBRBEQyTmHYRgmMoFhZpi44/v7YyPhqOec5/d9955z72c9Tz17d/cKtbpXdVhV9RbUIYvAemcgvXU9tDcnI+IuR1WoGvqbvaAW3gD1rmUoGz0f+L4PzDsPoXqeBqOugfDyATAGfQ917bUo13MQbpAJ57aWCPTeAfmKvcDBzjCv3ojI9/VQbmtwHGkNfDYS4ZcfRrDNKUSWDYB9w4/AgG9Q+spYGC+9Df/j46BN+AjhGVOgKeWI9NwAIxKLim31YAQkVOs6lKoIzNQ6QJMjCOY3RSghDcqP9SH1TgWzm0E7FYvK67bC2toM8pgPULX9CrianUbZyVgocx+D9upkVGTUgbtxKvyuUlTsaQl5VXM4ex1FWCGUbYnAFaUIvDsW+ttTUB3zA7TgYASeHwpHry8R7hEAi0sROeGD0iBqfQivt6H16IZI3BoEFzZD6OkpMFO3I/TWEmjDslC5X4Peajy0QQrCkaUQqxai/L4OUN8MI4QFUHEHIu6+CDjfhCZlw1mcglBxNkLGlZAefxyRaiekt56DfCcQ+RT4LRFDuJsKbrwRGLgC8qrOCMpPwjpyOyK1N0JGGoLGUMhdn0Rk8xQE5+tw3vs1Io3zETr0IuDrDpy9GsCo8zNPAKiE5jiBYFX0mSuvUuDvdxSaGk1rIPEpSHwAqt9COG4LwuXPAdgCdYEKadS7kOVWKIvEQPr2Gpj9vkZYaQUJ94AhD6Tw3aDRGEBLsN0zUPckQHWVIXh2KrTgLMjOmghExgOPLQJnDUUYUyF7H0O4KA/SmlPw918IT3VrFJvZkHkECtdAjmyGjJOI+jhYAAYjIo0FUAqZMwBsAGBAShgD5k0H5FsAZRZYoxRS9t0ALur1pSRjECJYGr22jhNQqlpAw24E0RnAOUT4MGRp9oXyfnUNZG6DFn76D9v7M/pB0nEN/3kOnv8KMoIH4Nda/lv6/nfTXxaav/i/nCtjzqPL9Ln2X67TXwjutpxMtZx8wSF42DC52nRcCHj/VznX/Nf8Vq3JL1+27TqYwefGT/xduRRh8leHzDUOmUlCMPc8AllxjJtnXY4L5TyLll/4f7fQ/2HftRf+yKkjRnGpR7CpcZDZyXVZaDl4KCGOMQfO8gWnQb/pofuecezlMFkk1AtQz0IIFnl0viwERUICreNnmH9JvI4zp5ih2FgWxkaheK9c+SvPeC+eE+dXPzMkVC7oH82MXFsIHm7UhPLKbVzc8zrGC8HGmzLo+GotG2zYz/iUZkSWn2LeQtZ4bykTFq6hluWnsWEvP1YNJojoqpT2xKsUza+giE+glRsk0koYibE5NrYG75r2HoUQdGSXcG2PqxkrBJt98gXvGjWWWha5rlVrnrF0bvU1oWPpKcY2OMOquDiOq9eedoafjswA8404NthzgPriH+g4VclnnniRjtxqbu3WiXE556hmkb9c25sbWrbkR/fdR5FayibbT3LpNQNZKzWTxtkwV9avzXtfncuuqzez44ajdBWFeNN7y+gtirDh5lNM2l/CpttPsn5qHsNOlY9OnUmRU82SOAfnDL+X9Y+cZqnD5s0fLaUvI0CzsIruUxWMPXKG9tdraGVW05NRytjcALus38Od7VpyTdfejN+azVvmfsaGOwo4fdJE0uWleOF1BmrEcs6Y+9jkyGmGVcFyy0v7+83s9u06Jh7OYamdwIkvz+Bzk59nrq3THHY3z8S7GZt5htVOJ/X9Z5ijalwx4G+81+fjiW5NeP34KbTHP0n72Fk+OfEpBtwaPxj2AJdf1Z9p9eux0CV4xhZ8zazLTK/MI42aMeJRmDziXg4zTWZrKmcZOk96Yrjkutt40+fLmOVz8xE7On8+c3h4rWnS9e06CiFYYWksdNfhCi26ypvtc/GkFdX/rEvmrK5NZ0tt+oXt1ecBAJKFYJwQHCYsCiuFluhBVVl9PmZF8OHzMWG6IwoO4osv4BRnw6gOiz507kxmvPUghRA0zT7Umk2hou2g2yqhou2gZrxC07yeo2vV4FpPAoWzNU3389R9+dR9fmrePOreMHVvJnVPKg33WxQvj2TjGzJpijf590HTw1wmv7KisQvXWE463BUcI1rTJyqpCNJjV1CIJDqNtRTmrXSox2jW3kVj0Fx2FiYfd7zKxo50CtGWpvd2Gu7jdNTJp+HZTKPmRDrTa1E3gtSTi2lrp+gyyuiJL6GmZlI1S+iIKaLu9VN1VlCIOpQ+GkKHJ0y9x0ZavVZSW30NLUcuzUc9FPWyaTz7IvX5PWlan9KVWZOGXkRhkZajlNLXvWlYxdR8GVSmD6N52ENjw9U0p99Hd71Mum75gVaLZykV1KSUa1N25tN1ykNtWyuKmBJK6S1oPziN4u3BlE41pemrpHv+cGprO9JY34PK0uup+M5QnX0fleQ8Wp5q6scaUB34PR0nEumrW0IxYSrtBbdQ3pdCb9MjFDEBGqt8lDLdtDxnKJIKKGrlU+TUpmNPa7pHvUdHzTMUPdZQy42le8aDdO5rTj3fQ2trC7pnjaZ0JJHaXpt2k8N0ft+acqaX+ifDKZ1NoCO7Fs3bvqB00qLWIOoloGTUpFrnBNXDUeAUkVOLDl/0mC6do+b6nHJMFaVp4+jY6qW82UPjpUdpr+1NbU1vKso3VGum/eG9Xt1p0zzkobgvqhOOupvp0vLodiyjWz5Aw9xHIeKpxgbpNbdQiGSaLS3+huSl1f6V1oNRMBr7VBJlVxZF/djzVsUUiga/9eWjc1BrusV8CkcRveIgXWIqXfZr9HqyKUmky7uRwhhHa1cKnepG2t6dF/XTnU0r6Sgd8g7+Fjtjf3HRu0IzDlM9nkCn2Zk+q5RecZa2+RZt60d6fYX01jtGyxpBTXuPilZIQ3/wkvMwjA7naVrOGfTa6TSnNKTLHElvnQ10iwUUIp4OZyPa7jfoikmlaX71h+fyN5b2WBTWIKo/xNPtvRRO2UN9iE1HHUEhrqBwltF2hmi6Smlac6hbY6jaX9CIKabkyqfsOkjVfp+GdStN0ZjivxlS+S/+P+e/QAH+4n8Lv2I6/qGL2P8fHi9clwXi/0M+fRGN7GZhMN0p8yWh0bv1EEVSEoUQ1EdGA+Qdp4oulP0NQvlSjnj/HDntWxF1B0sWgvmWdmHMrVZdzNXSQY++DN71ykw+Lpy8uu913O87D//pid5Ut9jRj6Jyw80c080HxSWm+z59KE5X8GlhsL8luM4jmO9zsGZqCbtbgtcLwbgla1hXCD7jsHjH06+zkxA0Zi6gL7OEzrVRM33svtOUtp5kt/XbKITgCkNjke2iu0fvC319PGo0Zw4dzRzdppyaTzsnSGeqn55DpUwQgh81aXnZ+I0d52hcF+Bg+32avscZfySfN3bvTr2ghMWuGNbYeZoBXwzzbSebJySz0cFcDvlwKY2cc5w3fBSdZ0to5FbROBPkmaRkKpkFrLliE620Mtad8xmN9AA3NmlK767TdJ8MUWQGWOKK4eFGrXj/6Hu5tWMXerL8PFQrlp5TVTzcri19uVUsEYm0T4c5beKTXDB8NOseyOLXQ+6imlnJ+197mzGHi+k+UsF1va/htg7duLtFYzrTyxmXVsYyp4t2ehnTmjTgGSHYMDWPx1vVp6+glA32pdKZ4WeWy8ug7aDrWCknPfECHannWHd3JhOWb+X4Z17lFT9tZZ8BY1j/vofozapi4rFSXvvtz2SMmz2WruFaRWOKEMyNtdhwVzrLvbEUe8/SyA/Q77CZUy+JgxOS+MbdD3BubCyv/fZHZnoTWelxMGCarC0E6+08xWLdZNul37LCp7HX12uZlZjMr+xBjLhNBj0Kr1qxlqfqJbNStXguNobxQnCNaTIjKZmJ6/dduI5ltsX0RvVZecm1/VLXKIRgghA84ou6UHUTFn1C0LVoKYc6b6WmrmTEdLOvEPzMuAiF/luelxeFxVGXtLlFbcIzhhrdjq9xYX+552JdTfmcv6E+DXRZlI1sCiE41DCZEH+xrSf17r/TR3Vl/AW98mr5NK1onqcyNy4pF883rAdpOKMgAtXm5W6yD7qirmQ+XyWF1ZlGTIDznMOoOPNo6AWUXfmU1Vwmabuou0vpEiUUIo5e5yFKR3yU060L/bhcO+j1ZNPjTqPDl0dDD1Kb8ixN80MK9yI6V/SiR4tQX+miEDUoRDLlmEIqdpims5KyL0zJHWGMXkHHiLl0WgWUDsdSn3M/XV4/a8edpttdSctTQnjKqe1sRZyuQdP1BKXdDWh+1p5e915qoz6hc+YDdLuDFC5BOy6XxtLr6Om0m1K6i/YRL7UNjWnGh+nKrkMzdhxVbSuNX1tS1iKUdtai66dudOxuSKermrGeIJX9TelzVNDM8NLZJJvOq3+mNeEN2vHFVBPzKZYPpJyRQCnfQ09yIV3OAO2C2rTjsmh32Ec5J4HOvuupZsXSMe0+Gnk2Hd8MoHnNejqz4mlZZXQ89wSlLa1pdP6BzuJYGnlxdKYmU589hubjMwhB2tk2zQNxFF3W05nvonTcxRi5gPqX19LrLKXhPUfTW0FjSxs6rI4UIo7CJeh81UerXwKF2YfmFdFrptRLpT6iNpXp3el6bQgdq6MfJkbKh9FrOstL7daPiFSbsvETpRwPDWMj3XIaLfMq6g95aW6NpWOOi2J1IkW8j6Lt5XPUio22ZZijqYv9dFh5dMXPoMd5kKZ558VyY+vQ0t6jTwrRMe41mlNepGmPoBDxVO3F1P7WP/r8OhZLj3PjhXqKUnFJf3VoGzsohKBtPUfrrauibTtb0hVTRrdrGoVrIT1N0qmpq6kpR2hp5+jeXZtesZ/6x52o6z9Q3VeDf69rv0FFW+lR/bFf+g1e2UNLH0O3lEWXspEe90/0+nbQsrpQn9GdtrWcLjuTzjdG0uHMoCX60Zu8mW5rXlQ2szu9cjrd2nsUIpaWp5i2dzVdvp0UVhTuWfsk6mZtuz/gpbDOljWO5uBPLpNTN0sp7K/psC/d34im69KP0tg/GN/lPE38z0WP/d/Cf7mc/UX/Y2kRdQyRfm/WNQE8iSAGMoTHJB3roABdewI7NwOBAKDr0d/f6K5R6NpnADYPHwTExABFRRcOnap2oK5ZdVn7wbc/gPbgaLwBFfcYhPeDJQgMvwUAsEvoGFkZwP4/kFffdAq1u9XFNEXF60EdkyLFuH7jDihXX4ki6oi5ZCzccAwnr2qGrgjjULUfsabxu/ZSpk3HiEPH8PIn81AxfxF49xAAgP9QFozmtQAA33frgds+WgD/nsMIDFutMu4AACAASURBVL7mQt0DSQ0xIvck3o9U4krZRJrmRuOPF6Jhfg72jhuLF28djJdfn4c1CfFobpUifuhjGFy/KVY/9xDOnm/j007dceuSbyAycrCg9xUYGiDC+0qgtPZAPnYWSSeOY+fgfjgUqEDvQBgze/XCay/PRmatetC/X4Ef3piGVRnHUF5WgU71ktExEsEXNwzBi8NGQJvzFqTCTKT9sg2ZCU58M3Ao3r73EeS0r4uav+ZBD59DhWag766dGPHh2+hy5BdQ8cFdeBYttx3CR2PvwIAB1yL7g1kYO/VtrOrXF0UpPsR//Qv0xMa4dfkSXLvmWwx9fwXym7mx4oab8U5ePsYLBVpFFV6e8BJ2dOyMippO9F61CaM+exP3vfop5FAZgpVBJIb9KLDcKI+oGP/lHMwZ/gCUEuDwrVfgcMMWuG3OQpy8MgF1N+eiuI0PMevzkXjuLPJq1sDkh+6Bs2YcZk54BKVWDMr8OgINYlFzRzpCKrC9X2u0/vkwrpu3Em/Om4DkI4dwsv0VmH7vJLz6xiPIiamPcLgMDfLOokJWEAZQlJCIs24P0pPqYF7TFvhg9kxc+8sePNm3Baoi16O/bw1kieiT78cL19+Mgcu+QoVloVlVFT6ukYyzdVLQc+uvSNNCUFQFbWQNV8QnYOfpNKA6hJrjn8GRua+ixcJvIQ+6EWv1ajSodiJBjrrm3FarPmZkn0AtXgTrUOd/htDdwwEAZSEZnfQw1kc0/BgO4A4lWq4OgAwADwcjeFYJoxc07LsE72Nbq2bovv8wAgAcSgGqwvGX6UB6VQj1HCoC1T9AN69B1L0GAC4FBYgHUIAWEeCgDEBuAkSOItJJhbwtBCABspSCAD6FysszaH/SX8Vdq0OYqEXw2nkgEjnyPGara+AMeXAUuZiufwtNURAJh1AZcEJRPwWU26AHFyGIZxBRZsMRTgLZHVLTAwiefgdS5WsIrm0EtV82AlIZpMhm6MyFXDkIvH8B+P5oKMbPCCtXgg4/KqlCKXECAQmUBLRgFcLtt0Pb2wEBpww9HEL4yamQpk2G0nchKqa+DOWu+XBm1wW6/QI+Og/y+OGQt3RG+dCD0JcNgH9zM0hLh0G88TwCrXdAOXgl/POvg9I8FZEzNpBUDnV/MvTbl6EkoEA+0g7StHvhWjIUgWU3o6JuKlyPfgh//RWInLoeamEMIr+0hXysCzjjfujH2wBdVqN8zIdAk71QdndHuP9ayD+3g9z5GIxhHyM48n1UJWbDPXwxzs28H1ZaMiobZ0Cyy8FiCwz5YMYVIPLB9QgNXgGtzy8Il9QD9sTCrK6N8q4bYVeZ8CevgcgbgPCQ9xFadgOq3EFom9sgpKlwRnQEipyQcoPA2oHg+y8gtPAmOJ7vgNA384Afg5BGq4j0+xjS9TMg9z0IOaUIZanx0Io1CFtFdYEHytWnEez2AfBLD8jSm3AkDEPg+o6o7keYtwejs+64gGhcifAxA8wwoPa73L0yOoFGQ977ASKtbHDi3QgmpMF4YByoPgvIUfgadaGEwG05kBNrQs6fgYrAcCjuYkjVAWhSc0DuCCTuBHIiCPvGQjn7PoKBXTCPDUK4ZQhAdlSeXSZEu2oAjWEoG4HKNJQ5fUAoD/AXQ9UmQlWeha71Q6VUiAiPQz10J9AjAESqoZasRMg/ICqT4yhCVW0AOKCERyCsvAHAC21LBFL3Ywhc2wrBrz8H198Cve8fIQ9F3ekAIOD/GbrRC4AJGe0Rkt6DgxKAIoTxJUL4GsHdudDann+fXKQDQxxQA7MgRwZCMs4iqAwHlBmIBPfBP/dTGPenQpNfgiy1R5g5gNQYiByFZCUB5WsR5HOA3BSqvhjkPoT9YwGcg9+/CIYx5JLr0xiIHP8D+f+i/3T6y+XsL/4fwY2EyfUOmesdMhuJP096+a+wOeIeCiFof/nNBRjkWkJwudvk7madOMY0+LqhcZGucZ2mcr+msMjh5QlN4RFN4UlNYaqu8mTtmpxg6JzsMNk1Pp6NRHS1+jd3sLtNnQ12Xg528IK7djS/jBDMdrg5v2vPC8dudV4c13uG8w9lv18IisefoHkqunp85Pz+LKeLM02bn+iCEV1i+ybNonV69b9Q9wphUdx1H6+c8iJFSvR4fkwsXbM/ZfO9WbROneWaJikUWeUM2BrLPFEZfEejMLnyiQqWySqfEQb31k1hWWwse/Xqx2JZ5UjTZKlp0Vy6mvvcJjPq1mLcu5/yYIuOF+XP8tMcOpJfde/HV4fczp6WxdhFP/H9W27jlzfeTu2tuSyPVWn2HUArM8B6HToyq24i13bozBsXLaMjs5Dr+1zF9su30cqsYp6h08oo5LkYk/k146lmkasbNGbrX1JZZZssV7w8kZjCvAQfN3XpwJYHD3P6Y5M4+d67aZ4K0ZNG1jxezhrHiuk7XcqzdWPoyaymp4B05Af5xMtv8oNRDzIvNpnaqSrGZFay/aaddKWXM7N5Q9Y4VELrdDlFUTV7rtjIAZ98R7PEz/jMUj727FQ6c/y0iqq5v10bzh/1MPXsasYcyeTtHy1gsTeB0wbfTTurmr2W/sAmG/fw2rmf0XuGHDpnITdMqMettsXlPa+h5+OvOOjrNZROkBW6xg6r99L+di3LvQaLDSdHv/Ehd8Sl8G++pXzH+TD9lsxtLdpzt0fmsVYN2GXU/QzYOse9MJXn3A6+KUwGDA8bbdrPsbbB9Ukuxu/Oot+KrjCWmhbfsCzmxznZSAhO1p1s9PVqntB9DGqxzLJsljoNHre0C9e2r+vi6mS+w+BX5xO9pnz4Od8xnWx7yRzeJFzM82l0x5xiqXqxjYNrLrpCPmFfdN8ULVpd+H/A6+FQ45/rv6bOpRDxF6w3a7SGFNZACiG4w92NbiuNhjNqgTrksuiyH6Sv9mH6PGvosu5mrFjNFJHHGKOKTvUYFUc+TWMQXduqKUQsM9wuCuMhChFHt/Euvc5o7iVT/emCDJbx9iUy1aTonUB3TBGFaMAY/Sx9xkbGOLNpmz9ROCO0b1lK1aiiyyqn/PxD1JRS6r6j1Bf1onltH+pXrY6OTSui6sqjLldTb5ZBt7uSMS5SOlCPhuKnZZ2kkplMqWEqLU+Q8+JupdRwP+V2ewmjgO76uRSxQ6jquymneejwHKZrY1MKcxCt556gTztBPbGCzq6baFlDaOxpRDO/Bs3cOtSWD6TzlIfq7R/T7auiLirpMc9SfXcobfcu+txVdJ520dl+MoXzLKW0JMZYFdQ2daS2vxnVlT2o76lBOSuejrwYSjtT6LMqaW/rSMcZN+3CGrSSqql/3Z+++BDt7CTK9hmqWfFEjpfOPA+t3Q1ppwkq3bZSTiiisyiOjthiOhcPoHnbQponE2nFnKOzwQk62+yiff/7NJ6NoZEdyxgjQCt2JI0Ft9KsfZJ2YTLNmwVdDd+gS5TS1fwQ7bVumloFtQFfUJ9ag7YjRCNuL2VjD4320VV8tcd3FGIAkZNME8XUpk6gaT5IITw0BiZT3VOLZqsPaBgZFKIX3dmCUpaHhjGUQgg6VdK8PaozjlOJ1EcKCpFI0xxIzVhMRc6gop2kpi2kaQ6mcXsdOjw/U7/HS0ufS9HIohAeaqKYepMfqWuzKWokUYjWdJkhmsejumQNsYnjPvrcJ2g5TtESg+mJyaIlfm+9lF3HaIqWtMwh9MXm0zaGR5+T2y+6WbpjLuZ9s2vmUncdjG5bXWm4v6TrQBKNOh9QWB1paD/RePgitLNlDaPXk03LupgcVGl15HK9Nf84hYK+30l94XnrVIKgiBV02jP/RP9jaYl+9Ijl9Dqz6HUV0KNW0S0HaJnf0XjYS6fzcXrtdNrOFy7KZw6kV86hS3uBTtGNLnstXXYGbWsuhWjxh30l/GH/f/G/i/+y0PxF/+uoWIv8OayzELAem4Tyl5/BW0EdD2kBoPOVwNZfLxRxA9giVDT85QD09k0vq67NfA/Bx+7Bal3By9VBvBvjQfPi6CpcMwBnbDcKykp/12149sdQJoxFmp9oIAVh/7wfpSuX4bYZT+Orux8B5s+6sFr9G5kAXoSOXsFqtNNktPp+NQ6+9hoi69dhUETC63IYzQ4UoLplAlrKEg5EiOebt8Gzh/agQbsO+O7wbkwMBrE+JOPsst2ILc/AqdtvwDtOByaOnQB59tSL4/rlIFJ7NcbgWs2xLT0VFVXVKDbcaLVuPwo2LQPbdkGkWR2Y1T782q4GulVVRM/VnM8xfN4s3LF3M64+Xg6pOoTNreui9b4MyK1iAQDKqPtx8suv0GXZOtzwyxI8O/lZaIqKkFPFrPvGYeZ9j4NNfDj303FYNbzosmkDFky4C4Onv4uZU5+DXVkBJasYLU8XocwvIWnNEmQ+OhYxP+1D9lUN8entd2Pi+FewqXdDdNtZCE0OYslN3VGRFI8F1w/DxLnT0OGHLdjfvSMa5aei0FcLdXYexIEe7fDRkFF4546/IbdJG9TZfwQlZgy6HNmC8e/MQq2TqVjY70b037MLty5cAj/DkCrC6HRkD47Xa4h+P65Ft4M78dqk8cj31ERIC2Jf345o+d1OyGEZXdb/BNsBwB9CZkJDDPz5K2z1JmJj7dq4obQEb04Yhe4bDmHT1R3w3DMvo5o6tLIAFtxxO+yhvXHiwDHEjhqLOncOw45ebTBg2VZsGNQNwUoJOTWS8eKZEmxcsxs7B7ZBrmYgOVCAdXWuQKMzuShv2AD1dx5CrbR0pPbogpo5x3DEUROxoRAmj5iMqZ9NgytYiqSgjuq0NGR0awFPUTmqAirCagR5IT98rEKuCbjLPeiiV6Ps/Jx8NAK4lAhmUYYAkH7JnD0eVrFdCWN7mBiiG+gS9l84lhZTD00qf8DosobYLct4hRoGKEFUA3hKC+NNTcGLfmLcJQtsOZKJtqxGInpg7yXg65r8FoKRhy7TsatayNhwMAoaENK3Qw10BADoaiqqwmcQCayEpBYjRpqDx28E9nwbwlJJvayNe7UI3grOQSwmohSVMNXBkENfoPL8fWG3rqJZcAv87AN/1QEYjtoALKjKCCjyZJRTha6EUBVWIQdDYGQXHDyEiDoZAe0Y9GA7BMNTYEcexDn5B8RM+Rpnp02FGnMfpIK3EZFfAMSLQIt7EdkyFrIyDWHn58CWJjA6bkekstV5SX2QYCPyiwJj7Feo7L8Eyru3Qj3nR6U3EXKT/QiLAPjk/XAMPACebAj2LUMo7yh0SQWX34hQ93Www0cR6HkaxrqOYIdUVHvOIOA6B3XZJ1BuUYFHM6HfOgclT3wM6dWZkN3fgNMXQuzpCumar3HOWQoUJMFxPAV+Ty70OkWQrlyOyA93IpgfB1Uvgby2PeS27wK9NFSdTYAydRLkZ54CS02o9ctQXUrAWwVvowycO9gS+uLbUDniHWhFBjDzeehLx4KH6oIDl6P66/5QEYBcoSDgMuGQqhGZ/jD8E2bB0ewogiM/hPTFgzB2tIBUTvDNR1D51GvQt7QAXpuC6tefglErB6L1fhQHA7CPdwC7fQmN9VH5zQAERrwDs/sUyFN2Q2u4F4FfOyO49yqEH3wUqI6FadRCZTgABfkwb5uNyKKeCLcoQPjEzQjtaQxxRdQyGHrJQOB2QPJH4Gifhap1iXB0vuTdyATMikJUK3GoCh+CHF8KOY+Q5ZrQ6EPFLhccnYgIGkJflYbQdUSkngwpsgs4nQajugsCciMAMdCUByFL98Af8iCCB6D/9BVCffLBdC+kesVQj5g4B0A0rb50qkPZaSPc/u+TAwAGjsCPvtDdKxEqnYYIFiCgHIDKiVBf3YDIrIoodvpvumjuwLl1fSG6dQAjJwCkw2+mQjzdCCEHII0DgsHvwANDoLf9rb+o1fRSCsh7oUe6ICJfhVDoS8iiDFokDVpkLwKhh8FHHJBmVSG0UYLa/ZJzOUYF5oV+N46L5AYQfSaHIvlQ5RoXD8XLQEkEWnU6gnK98ztrQtF+gqqqCPmng8G/QQ20BYwsBORrICMWudIJJLD6dz3995IJ4N8tw38W/WWh+Yv/V3Li3217sgq4tuO1NB554sK+z6/tz85/V25Fm/MxIMlRWOWrTZObNZnWtReTjU22LepfruJh/Y+tKEIImuYgCiFo5BTwPmFRmxfNOH5fShMay7dReDz88G9D2ckRLZ/0B200O/9b/4EHOaJthwv7KxUn3a/NYRdL0N4fzeg+QAg677yX+vJf6Jo6mw2F4Ksuje/+Nq6eAyiv2U0hBG8QFt9yC77oEnx3TDQJYCMhmB/n48ZOnUndx50pjfm5abDLmp+ZYfj4+DOv81mXm9LZav7ocjDPiMYruX7cyhy3g4sNwSxH1M/4lMvkC49PYsLmA3xt+Ci+blgslQWXNI6ucuWqFnNVlZmai+7V2/hJi3ZMFIIfXdefg159j0pmkHObNuPHyUksSqxDOztMPdvPk03q8kbTST2LfPaJiax26rQ/XsW0urV5pGETetMDjM0qZqOhY2jklLKiRiLzkuLpzDrLCtvDdqvW00qv5lVrfmX9XZlc0f8mzht9L1Pr1+PINz5k0uEMttx9kukpKdzWqSdb7T1G+3Q1G28/RXdukItu+xsdJ0upng5wyjOvMa9eAu1sP3t9u56+UxHGnPLTPFnB3Z26Mm5fDh3rdlFNDzEzpR71fVnMSEhik91HeTo2lo7MAF2FQZ6N9bDc4aZ5KsCUO0fzx759WVTLx/TGdejLLOINn6/kptZXssCVyF5PbmBWfBx9h/J4tElr9l70LYs9Ou9/4R3GPj2T+svTWNQgntUuBwtq+thj/mLmOU0W1mhIT0aY1V4PzRPVzKuVzNvnLeAuj5Pfez3Mj49jXqyP4y0nX7EsXm+a3K+eDzy27qHHnc65jj7sc34ufSjczPDKLLfdFPEJzJItLh44mOOFxaZCcIMQHOm0mWHGsMb5OnvqN+cc0+DjetS64hOCQ3XBI5KDO2UHnzAvWjZzfdqF+JlJlpNxMScohOAszc07jD+PV9M90cSvte1v2ch5gmnKRUvOH8XrqeYaNpZ3U7MLKYSPr9sjqS7twT72HFpWt/PlEhgv5rP2pfcSo+Sydlyu3Re328dTabuRLq2atmsDLW85dTOVil5Bj28VhRB0iGpq3jTa5r0UQlCzKylEEhV3FoWoT8MaT33g1dExGcuo6H4az5+Pu/EIOmsupWYtphC30fFEE9b/JZm600/DdZL6/dNoxpZSqZFDddqjdMdV0eOtotz4OB0ddzPGKKXS43tqXTZH+35qGPWMBGqeDdFzMvwzujx7qR6tQ9cnY+lIr0mlcQ4d975BdX9Tuhvso/7pQHri91C7aSlF7dZUjsTQ49xIa1s9KrFl1GeNpLvxAXpuWUxt0CyK+FKasUVU3h9AOSOR8jediZNxFG8/ROfxuvTUz6AztT6l3Dhan9xFa+FttE80oyfxLM2cGrQWDqG0uyXN0zWo/tCL6oFa1I42obyjHa1V/WnUP069xT4qRiUVu5hqr58ouc/QmDaQKKhJt6OYzlU96Wt2kOa979DK9NE6mkjXhOfpHP4xnfk2NZFPfe5I6sJP44qjNK1b6alRSDmmkI5m71GJzaXwNKUzNaoXqn6Kpl5FpzmezjrnrRTCQ0MfwxgpRF2bR31dNBbToXxNh7KKUoaXIiueomXUWiOEoNC/p7inLsWMGIqU6HwTQtCnVVI6YtFlFNCy+tHnzqUQibQ92+jcF0dfYhEdQ1vRYRVSiOizyrRHUVj30bRvoZJp0xrtpSHmX5ibyhceWkk9/smz818NhG9JIW6ix7mHtnjxsmN22+hcMlxfUViNqPjSaU8VdEwQNK021LR0qgf/KObmvD5tSr64Hft3On4i+bJt7aiTLvt5ej0naFltqSwQFB0TaNoPUfceo+7ZRNO6hUL8c3AgoJTGPd4/L2M1/7t9DX9XxnY+TCH+tYTh/yfs007/l/fxP5H/AgX438wp//WK9Z/O8b360rNmxz8sM8zUuVmT6f11+z8sd0x3MuZPjm0QbiraefCAXr1oPjr5AkBBtq2xrhDUd+XRsSOL7xlOdrgk4HmL4r7wf5fq5R7VZnzfaynWrGOh02Y9IfiuafBrYbDcZbBA6HxPGOx7PveO9fhz/MitskGtmlzVufuFly/tUBW9JwspbTvFLI+bi2+JmuwXmDZjj+axXHHTfaSYYsCgC/0/KUzW3lPEz/oPoHPcUxSnCxnyOFiky/QkJtGbfTHPQLXHopVZRSEEx78SRS4Tz73MlvUbMWKYTLn3AZqbD1HceAud32+jTwhu6dSDp+WoO1GFL4ElqovW7E+pzlrE424nB13RjituuI6u05V05YcYl3aGWk6YE56fSdfDk5jVoAGPNUyha8MJNhaCE595jg+9Opu+X/YzM8nHNx54ikZOKUtrJzG/Rh0mpZXw9vlfsNPG/Sx1u7m9fVtm1mlEKytAPdPPophknnMm0XPiHDe26MgNXXrRmRtiwokSftF7IAe/v5hLht5FLa+KVmY5jRzyypW/8EyturTPBOhJCzMu7RyNrHKOfGsx0xrV5g2fLmXj3cfpLCZ7fruJ3m3pdB/M5U/9ruWLE59iUc1YliZ6GHQ42O37LUxOK2P7tZupfbCCZySdHw4aQs+E51l/UQ5r9R/AYqdgqdfN/CQHn/P4+G2HTiyP9fCVRyfR73Jyq0dhzR2nWekyOeHFmRw2/gVmNkzkadvLsO2jlnqOEcXk4matGHZbTBSCz4ybzINxDuZ7NI6xTJZqCvNVH1PPo5O9YkTnZLoZwzJx8cO9sVNwoksw7HawwOVkkeXjGdnBnzy1eMZRl8s8A5gqXDziUBkvBE87oy5lC1SD9tz3o/p2yQM/VgjmahaVHw+y4LyL4wrVxfsNF/V3P2NNIbhVvUTXrLYc4vAw3ZCYKARruY/QZxf/Q701W1ic7LLY+Py2tLvGZTlrzB8TmFxjH2O9JYy9fSaFqH1Z/UKvh0LUvHzRwRN9QXI5DtESHVnTmEUhOlG8PIlGrZ00HCHGaKSuBzjfGEEhXqQQnal7D1G1j9ByRkFJFFeYRq9o7hLDGkT1cAJdjnMUIoZuexNd3jBFYjwd7iB1pZD69CFUHptE4ybBBb476PgkhpJcTmNLByof2hStG9N4+BVqS7zEd30o/3A1NVFE2S6i+VoKcdxLdYWHssilT8uly1NFxBVSm2BT92TQmPEA7Xm30vH8eOrHalF/6mFa9dMoHY6jcqwBzcKaNHfXorr8WspaCa1dragv6UN3yiw6PuxL62QSxcreVPUQvXFrqFplVHJ9dB5KoCv+birbm9O66yNCBCmdrEVzyos0shIpXn6cUr6P9ufDaRxpSTz1AuUcN92OUtqimiLfpqfHZprp9ega/gk93kKKcf1pZLiI5AK67LNUCmMoNc+ikhdDZ0EsHbFFdKbWpHPqg3R5viMK4ugw02i6yxjjLqaatIVWj/dpaeVUtjanc9h8CuGjedNiygcbUmxuTN1ZTcW5imJHAsVvgBNeQSVlH7UtPuo3jaew1lIIQcexRJryaZqdbQrnGHpFOm0xJnqdj8bRoy6h+cQdv3tJF6ItXWaYkjhNkSBoTfLSfPEZmrdadNT7g/lstqUw+1EIQf1hH4VIpOZdS73HGroOx9G0ulH9ogVt6zkKIWiN9tLSou6KuiP6IWvNPf/86fbnCwT/KturzrflWcDLcsnECgrhodtaT917lkLUpeI7StevF+8nmnaY+hu/B9q5ONZuFDX+NTn0FRfbVfXq6P+DXhqOFRSiPy3rano9ubTtB/6F9hpROdqIuvckDc83dFhdOfk/JOjfNh/+t8vwn8r/tz9o/rX07X/Rfw9lRf7dEvxbqPF3PwMAlIcmoXzrJgRuugr3RkJYEvJfVi7SvjMA4GtZRR/NhL9fTwBAxy9WIBbAqL87fW1U4jd4gGfPz/Tk0GoAwLUIwrhuNMb87S5g61Y88MFMlA0chAcgoeFVN+HtsAS1e31IV6XgMYU4VF6G7VBRUKWjtxG80Ee3jVvQectOVNarBdw0AO0YxlqniidlBcOgID6k4Lovv8fLULAJMsoBhDavx7h9pcgb/iDaHfv1Qu7lvO5J8LeoA8fVzZASCOLh1V8BAMbIYaRf0QRtjTDEzu1wDovmK5gdjmDrUzOw/eYW2L5+HeIS6gFhBz7rcR1OSR5I730JZ+MaSE1ORGEI2F+nNdbVT8DB5Np456XH8FSMD2LkGCx2KEhq2xEFz07H1b06IPPnnxA5lYZzmSWYdeP10N0mcu1YtJ37EX7t2RtFk0ZA7t8JrU/kYdn8hRgckNBtxzZkNTexu2dnmHIIPXasRcacGWj94wk0LshGIKkmzu4/g2GfzUPixg14fNEnaPXDYfT+dg4mzX8DB+o0xhd3DcZZXWBt5z64Z9xojO7bB7vbdETTbQeR1ygBihTCpCnPoM7eA9hzVRc4FBltt29Dy40/I7koG++Pux8/X3MdRkydixapBzD6049RY9M67GneFjV2HEAoDDiUCtQ8exqJxYX4pn9/HE1piaUThuHz++9Crx+/h4QAtg+9Hqn92qPhqTTct+AD3DV7EbRzRMypYtz75KPwqzL0oIFvZk1FyKvg6adeQ0ddx8G762KicKPh1hOI6Cq+8tXDaLeG2IIMVBgynBURBPUgeq49AWd5GW75cg0e+2AW7t/2A6yqEGroQfgFcLZdHRxq1RRXl5zFu9fdhLGMoMX7r0PQDXeZjikVEnZFNGTKZUiQZNQC0E/14+WwguZyFSJhA6dquLBTiSCbwFshwA5KKAoY+LFeA7xlSjgayMdoqRApVRvQGiHkhaNz06yMWv8/NiV8/eR9UKa/iW/lW6Frh3ADu2JMSIWQKpDZry0Slu0FAFSqlbhGqoA67h7knSpD3CU6uEjNxHfKcDRPrIdSAEWqhepwMr7/2PGn94NDOcCsUOR8mDTgX0IboQAAIABJREFUuLIMZwG8SRUK7oCyowlOlxvo7B+MyuVPATiDBzgO8aEfYfmPo1HJHhihrSiBfvEeE6hGWLyIc7t7oir8MXLMkUBEhfTFEOTkdYYiJaBKc8KChoeULwHMAVEFVPmgh9shEHoJQBKMkI2QfTNCiSuhaUugtz+HIEohq9kIhvvCHwoCwXJEKrZClbMRunIDjPc+RCBnJcZUfwNt8VIYsb0Q3lsD+guHEcjdDKV2KYK9ZEi1TkJqmgZZ9sFsn4JA8VAoHfchctMByJPmoFq7CoGmTaC+/BiC/VtClDrBF16BNmEupE8mgcdqQx36KyK3vAmtzWFYbVIQ+vBWaN33Qep4ENobzyPkDcJ5+zKECu9DaM40VJ3REf6hHlArC6XNFfDHPtDLggiekVDhehoUFah46jlgdy1IXw8E4goRcJ6D/875EOPeQeRYUxhdNsK+az7s1sfg77UFgV87Q62bjvJPrwGsc6hecQMQ8IJxbRHc1xOOxQPg/6INzM1dYT78ApSAhur0usDWtoARRLDDYUTUTpDDOqQkBcrGK1B0sCHUDbcBW4YgJD8OR/0yBGdMhqSmgw/MhmSdgfz8dAQPxkK7+Q5o1+xGqP98sPcChCsXgY0Pg4oGKRCCPPMmAECo7y6oZhnkOgDcC1G8uwPCWIDgxybMt6cglPUAtDnTIO2xAACaWACHPx2RyV0Qkm040AA4B0Rm+2Hc9R6q50QQ2mLAjw8vm8/aE+nAwKEAAPUDF4BSaP4boG5tiFD7CsiRPdBHnkQ4MhuQX0F4bCwk3Qdpcw2oUp9oI4/Mi8q8eyV+m9Z+ZSPg+lM1+lMK/+28G1lgDDDzIqAOKw6g2tyKYOQ6hD5vAqAARnVbhPoRqrESfjMTjrdehTqlCipeQzBYiPCDHsioeaENWd4DlAHKTw3xm3Dh5X8spDr4vBuaG1Be9kX/d/RDkQYD+AWRG3bCH2iIcPijfzIiN4AciDZjoPpbwBu4A7z+EGbhH7m1/feQjAYIyx/8u8X4f4b+iqH5DyHpAQ2cE/znBf8XkRkXj+rCgn9YJrDzyO/iYgBgUgR4q+uVqNj6K6rXrIXZr/eftvFZyMRwNeq7Gj54FJnNW6JjjytRunEdfsMpGwQJ67ak42yXuhfqvRVfB08WZOD3XssAGjfD/TcPxrt7NiOy5geckoJovGI7Mm/rhR4Vfhy/xCvUv3QtHJs3IjLjucvbmPsxIj+th/zdQpSGA2i+aifGzXgKk9b8cEEutGgNHNwHzPwQLd6dgT43DcPfVi7EDbUboLS0FLWfeRXWN59gxew30XXCczgz8k4E2zTBEYNo3qwT1D3bEejeGxm792LsgOuw4dmZuOvj9/DIkvehFJ9Bkr8Kmxu0x6is4zhceBavamG8tOFX7LuqO4poIVupxvQvf8KmIVeh2BWLesWl6NalJ975dQva7z2Fr2/pipYZGTAUG+l166BmwTFsb9EWt11/B9JnT0TPD5Yjp2FdfNuiAVY89RreLi2Hc9QYKCYQfGMWsua8jtsWLce6Lr2AwFmkdm+L1jtPoM7Bg7hy22YUqToe+ehzNDu1H4YWxsmkutjYqSveuu8BuHbsQqvKKrz65ESYniDGPPcZTrRqhApV4FBKChxlxDnPObw/ajQemr8Ah1s1Qa+fd6JM9yK1bRJabd6F2U/ej7HTPkKD07m4ZfmXmJ1UB5W3jkDd7JPIctvI6VofATqQ3aAOTtSugx47fsZkGojr2BuTVi5Fue2BFSpHTkJtXLlkPQatWIDZrz6OpAMlONGsDu6a8CwODLoJ8lWt0O6ep/DA2hVotn8/TtZtiBZZR/BGOIwvVA1tH3sC86ZPQ0TTEGIQ67q1xzVbNuGjsIQ7/Tbc94zA9e17YcO4YThZcQ67DCeuG/MwiuZPw/MBE08FZTxsBHEMwB4AsGwsPVeNd6UwFkvVqAkdr8syHoxc/Oq/nsDDRggGJdQoI5qY0fiU7hEZw8Iq7tEC0AHc9PyL2NymHyoGdoJFIOtSj2fdBAJR3dqg6ugrLQPmtYJjRHOUogTARe/7GWNGYfy8iy97j4dkvGG+h3BoDACgjgwcO+yB2aQE+1UFHcNHYW5si5Iroxp4XAbaR4BzLhn1zkWQgRZQw3PQSNZxTHoHIXwKAJDDB1ChmvAGK1CCCJ7kg3iFnyCWREgNYVWkIXppOvzaLpi/9AK7RP31g2ohHJIBtUpBWClBUEoGwi8ByhQoZjqCgVsgB38C114BaXwOcCAJQCkYno+gXh9KKAmSpEHumABsTYBf2wBnXAnkdANol47Q/vkIXVsBbPoczqCFoMhBqMFcBD9YjCB0yFUyOn9bC4feWYLq5Fz4P7sR5t1ngSOpCEIHZQVqr2VQs5OAzHiwqiHU8rXw2x0hZA2B1rvB0zHA4sFQM+ojlJCD0Pp+MJ+fhLKAAWeNMwhVuqB/1wuVvX4A4v3Q5EqEn34aoaYboTglmMtvgXz/5whmeRGyqxCM2JCVfBijaqHqg3zY121CKPY05GaHEHxpMoyOR1G9JQXq2oGoanQC6pg5iCTnwz7RBKGPboIy+gsEX3gBxrTngGP14P81AeHTTaC0PASpz34E1rQCpkwHnn8Ejl/boarPUTgkHVXD3oW84A4oHQ5C3tAZftUPc0InRO7YisD9pxBa2wquDlejYt8SOCZ2RejNvaj2A8a5ckQ2EOqsCNBtFpSnpiDctTZ4dVuERTcoDaZDfv0E5O91RK7tgNDIQdDfawAkeoDCOEQ8zYDzQGfBxxQYtxrwr4pAulGD0nU9pGA7yLU3gKeWQNo1B5EOBGDB9K9EUDsDNqmEPy8d2rlnEHCkQa9qAOJuSJHUC4hol1JIfRtqaCaAtMv2R+SrIUfWQf7OgcjQauDcJe9p3VXIP8+HtPoR+K//BarUCnhGh/xCL0jSFAAKyFcRwff4/9h7zzCpim5t+N55d/XuOJEw5JwzknNUgooIKiqKKMEEAg8GMIEoZsWAIEEEVIIkJYhkJeccZ4AhDgOTO+77+9HjAKI+58d53/Od52VdV11du2pV6O5aVbWq9roX8O+dRebv9UNutAFWzlFEtLtvybfvUCFvvlk5CDqyYK0pjWjTMrDt3QiHD0GrUB1Iuz6/yGXbQanZA3k/9obKryAr/+TssgSKDH2Kou8BGH6dpbkMbPyrQ18LMYee/0Cl5Zv6dpv+/0H/3TY0txWa2/R/lcTOY8ivV/EfecLvfwZt2OCb0o6HJVTQCCQXBy6c+y+2dt24MAXAUiWCmo8Phzz5oyKOyVAwEFF0LJzrVv7pzvI0NJTCnxRNvx/K+x/gwMC+8OdH0OjNz5H66vCbWEaHJYw5cg7+fz2NgqXzbulZHIDMl94Ax72C436BCpn5SAJwsTDfrFQNaw4dhV8JYSyAt0MR1Fu6GXi+P+548DEsHdgfn5QoBuXOPhiy8jvYVWsh+tBDeHTMSPwo68hcvgFGu8ZF7T0HG03a9MT8dm2wqWUzpG/YiOzhI+DYcxhlZn6JxosX4uink3CkUmOEq/oQ3ZiK7Hol8fw77+GFD19D3OVsNNdkCFnFPttG8Hg6Pn/2Wdy3fAVcDCIiB1DiaBZygzaUB7pgfNnK6Ll+MdzXrqDsrjw88HhrfLT3ABK2nMauljVxqVQyWpcsg2Pr10BWAvDnRBDXvQ/8Y8bjyRmf43J8AjblB/DJ8oUoeeY0iudkoObWVJyzNfSfNwePTXgelWkgT7fxyIz5+O6he/BLlzvx6MSZCGpRfPzaSAwa9T6kKNHo2FbsrlEfiuJAybQDaLZnD5w52fiq70BEzSjaz5kNY91qvHj2FL6jji9efB3upTJ2/HwvKq/ZiHu+noNZbdrAe+0aaqoajpevjIw9O3BxaD+0m74Ce6pXhy8zB8ad9fFtVg5qOsO45C+H4mfO4UoJL7zp1zD2rrvQVFcx6vlX8HvX1vBmZcDtMLGodHkMSzuBzXIU+5KTsDq5Cqr6vLh7wyp0+2wOtqWUwaEeLVBq6ykcr10ROUo+jtesjXt3bceCO5qi0+9bcC0agk4HdFUGmY1cDSAIOaDDUDTEy9c3I/slwJcfQgmHjh62iuERGSWVLDygGMiGhIO4eW05XiChtYMYV68GOu7bjWLhmNKz9UcTjXoGIKMWfpLOoDOvFpXpZAMrEuKBKxm3bDXUTXsQ6dIaZm57lFIeR5DTkBZZBAnxULS16BGugPft2P4DAByOE4jkroAtbUVUno6HASworLM0xuGw3B2GfRdkpAGIR9geCgVrEGVbaMpYpEcEOmIdzqpHEYhaCN49F4ElQyHll4XhKIOIfzfMi/MgRzoD0EBlHWzXY+BbT8EedhKSPA32F88g+viDUJVHAQD2mA5Qx9RDUH8UdkFxYFVHGHdlQnKXh5Q3HNGX70OTN2ZgByoh386GU6mGHDsL8YrA5YLTMM3SMJOuIHzKjaBsQPNkIPjVo4hWPgBvna24prshglHk760LVN8LVZVgThyK8J2/QamzGJATEF7fHFrzPQjYgGJEIMsFqKynYv/7b0AftACRfu+DagDqz22AdX2gdV+CwOI7wcffhVn5LDi3H6RSJ2CfXIRgra7QS60HMp1A7UxIg6cD1yQENRt6/9mwR78K1XUBefH5cF6LR36ZS4B8FeZvLRF67mNoa9sgGnBBX98EkS0tEP32Ebg8l5D1Ywe4227BNYcNf55AYGV9qBMmIOfDwaC/AFrLpeDKtlDzXdAyA8gpngvnj/0QvmMjJH8usKAH5HHjET1aHJFjxSFXzIJ8oiTMB35EpKA6Iv2fg/xzCahuQgvWAg4K5PVtBfvAYkSWdYacVhLW2cuQHz6CQFIXKHlzkPdrJ2hdF0FuPBjS/H9B5n3QlDeRlf8kcLokrIpNEXy8KrSpUxDx/QI1cxDUwGxEN3dGZF8TKM8suEk+oocVKK+YwA/fwpY/hOxdD1wehQLzIRjhklCj02ErI1DAzXBKY6HhPQRRD3+9ATeBigCO3Ww4bss1INv7/3HfrkR+R1Rtgoh8Dqpd/ObylQD5b1CNg8ZvMIJNEfqoJBzPTYMED7ikJ6J3ZeIWA3aBm9HV/6jDTIM1YSDCz20CkItw+Di0lErAhRsUiDgZkYRlUA93+VPpodCl4YjwGdhY8ted/CvabQB1rr/BMQpevF14gBKjigCO/WXR0DY39IZ/Ac99m/6v021QgP/AYJ38906g/jeHO9p3+Lc82tezi+IVf9tfFH+o0NO4SC52E7+r571/U9d1I8k3hYsvi5iDS/3wdXjJXaqLYtuZvy4fn8A5wkn/jWnbT7LC7EUUQjDTYzJeCC7WlaL8ZCEYUJysbMae5QMXKIRgncJ8X1p+jLdsBSrfxWBi13oMxl8OseX8Nbymqux7g93Dyob1eMyKvafsvxBmw6/nUAjBY1Wq0VsihZvqNqJxOlrE/65HUDp6maJW3aK0sKTwK81Db2H/Gm3cTCEEh772JjdUqcwp/Z9i0OXivjL1+LvH4jxT0Ji1gI7zmdQPBeke+AydZ7IZdml8pV4TznJ4OLh2A37RuSf9h86zQHXzrEfjTOGg93QWt9Wvx3nJpWh73TxfPoHWhSw2WrWTj3niODUumZtrN+MdSzbSlUq6LkQplq3lxWJxzPFpPFijHEe88z7brl3Dg1UrM/7gOa7t1IqZvgT6Lof5yEeT+ViDhnxo0kwqp6I0LmUxy2Mxx+tkeqlS1NID9FwIcEHfXqzy+yFubdyGxfflsPLWPWy+cDV3Nq5PZ0YuU9JyWHfLEV4olsTMOA931a7GH3r2pjs1h9nOOF6qUJZJh64xP85B1/E8zu7Vk77DGcxOSuBnTzzN0343407n073tCB0HzjLocXFFh3Z0nsyhe3s6zd1pzFNd/MXnZ56s8rQnkdcMwTghWHrfRWa5/GzQtSd/bdWMJ11eRt0qz/sT+NTbX7LU9jReLBHPTJdG/+7LzPEZrLRsNZ0ffUZlyQaK/k/yZbeLGQnFGHA5eMXhZ5aw2OHDz1nK7WULS/C47uVit8bmd/bgccPNesJkvlPhecXPR4TFakIwVVeYIAQjsnHTuE8UglnCZGenyR0ulftcKnvcAEv+ozv26XXFDOrj/H8vy//OWW7270lsL54uek4RgmOtvvSK7ymEoOKIyb/8axu69KfplX+jT7pMn3KZlj6EQhSnKZrTdPRkhcI6JC27qL4qWjqd1n2cbArOF8UoRAIV53LKrh00XN/TLN6Spmc5Xb4rdDd8ipaoSMsRoK6coTBG0BCPEN4QHa786/ON+JLC9S7VX++gbmbR7VxFJe4KLWshTasldd8hOrW5zI6Pp+WOlVOd2Yx3RxkXd4ZCu0Lh3EO13Pc09SAdgyZR8+TR7QvT8gUpe3Kpja5N69MHqJXcQ23AV3SMeY3CnUdZZFFe05pa16l0+67SX/wUxYuP0mVk02kGqU/tQ+uJz2i4Z9BwnqLTkUWRkE/5gp/6o9/SPFeMottSClGLrqTx1BbUp3N1U+JwCqUl3eiueYKOCykU5U7S7cygNqoGhfkoHcUzicNeuhMy6OjzFXVPFnG6BIUvSqXSIZqbGtM4lULrfAqdBxrQsbM2odpUUn00pjxC6YSfxofP00pMpe636XrvaWqPTqfry+/p6rCS3oQ8mqnJlKvupjz3TmrjXqSj3U/UHpxHHClNty+HjvInqFwoRuVoJbp6fk71WBWaR8rSdcSi50hJ6r4AHb2bUcxrTvOtBOrzqzGu0mGa7TdQe1fQqL6dZtK7FCKeOFWKwneOpmhHUUJQ942m04zZzDi+aUjH+mbEJ0/Sk+6n7j9MYfWndMRD4VlcuK5UovbGyzF+Rw8axnYKqzqdUwTNo166pbN0fnQ/je/iqKcmURvnosd4j0IImtboorVJLnuA5rTrRu+G63U6jcW09PW0RC/6xAU6fPYtcuOpOpNCCFoP/YMhfOmYvZtz6LuxdsWYv+RTvctvSZMOVbklzbW72C1p8b5Mmg3+bMvjpSUG0nKdoGvAv+gUHej2raFhvEFjXsJNvA5xx1/2SX/4r7+TS0ymEOXodZ6iS7z019/7Pc9fpnvNrH+ci26H/9lwGxTgdviPC2f+Dn2seAwhJeK51Y+FVTXmYVjatZemeWdRurHnYFHcLwStwxlsXKholPov9OURy2Ajq7A9fxzNb5fwZ7eDonhxzhY+XnQJlr6Bf5pLcKoem0zL93qgKD1RCGoHLrCkENyomZQOXGFGSgJThOAsM7YYGJsO39R23Nl8HlIkTu8Z87+xQnXRcb6AVYWgqFydns1Hqc+aS7NTDMEt4vRQGz2G8pYjPCbHvLVbNesy33Cw4eixFELwnEew7Yo1lBetZvcGDTi0eDJdM2PKmSiZwuOeEkxp2pLWmWzO0jy8aiXyssvHq04w6NI45v6+jHq8LHAqPO9UmKs7WJCg8adaNSnKlOVen4/HSpTkh0NeZDDOy6mte7De0o1ss3Aji+89w0+eHMocl5tqagE9Z6/QczCVW6s3ZNfpPzHp0FWmlyrOznN/YoEp2OmLmUxNKE5Xej7ffPlNWvtzmeVJYEZKEvdWqckHZ81hwsVMbqhanW+MGE1b17i+aRsOHT+J/owc+naepHkpi84rYQ789EtO6vc0HZkB1tu0i5V2nGb19z6j83QBE45fZZ6vBI0NB1h690HO7d6LD7w3hecrleeKLh1onsvhVVc8w5aLGQl+jnjtLfrTc3nf3J+pn8nmfqfGjGQfn69RnaXW7OSatp3p3nSCOS6Dw0zB05qL5z0+5mg6hdfPAw4Xe01fwqgwuaRJM943eyl3Jji4zPTymuniB088z3rfLee7AwfxvsZNucFh8ftiZWgdusxMy+SpKik8bfo4X2gMe1zMcVtsb1o8VLEybVNm8eGv8WKcwqDi50WXn29rHuYWIthdk2JG/mEheKcluEsx+JjTxVqmYLdajdjejCnoxYVgQNFvQe/zuBbd9Oz66IubnscXGt6edV8HDtjicjNRCJ4rPIzwO89wrd9gUDbp08/Q/e12Nvo3cjjCfV3hUhy/UdHPU3iGc54zNs7PO92UtZjPmgl6m+vzgtWMXs8RdrPGFaZVoJZ8li7/H/6lStK07qcQMbRA2Z1Kyx3jdToWcWtcfXqd2bREH5piCH16kJaoyDgzjR5PFoU1kLLzOIV3NY1pjei0ztEyO7GqJejRl1IxopzQvSQ9niiF6Ex9SlcK7RvqjlQKsxulzUlUrGxqnTpRcuVTdQcoXAV0OC7Qcf8sWr4cmruq00o8TnN7CkWj7+h3XqW8qQmdO5Io9/2K8oZiNN+NjQlzfiea5mD6yl+OzSmJh2mZd9P4vT61HeUpei2ks+sqKmYmXe4ItfTSdLpzKUQtWh3n0pOcQfe2eIoqK+nTculLyqLnWCKlMkdovPEs5Zn96aizk45G2yillaTy+mB6ah6gcbYEXcWu0FnsMp3DJlDeV4HWRzXpOlSF7rbLqNZfTmN7HUoni9Ea+wrNy346nv+Y2o461Bf46blnMeUTyVT1HDreGkXrvlnU5/egubcCHYcr0iq7n+7jKXQkptN6YhLNCyXoOFGSRqtV1E7H01CyqR0sRjXhGsW2BlT3JVC+90eqrVZTuLbSFK1o7q1AIbx07kykcjKmQBjPt6YQKVRPx1PeJmi6vqLQcymEoHb/1xRmDwohaPoL6BAPUPmlHYXVKjZ2Xh1JNSWV2qk4Cs+6ojEnF0+l2cxNbVFMFsz2D9EwvqMQgjjppVc/Eosjg24pnaqSQdP8w99XTE6tj2KfinIptq6d8FIkCpo1T90kF07zbfpEmKrv6j8rNkLQtbo4RYWYXFr6B3SUF1TcmX9fppRFXEj++/xblJhYkHb+XZmSdM0UFH5BMcBLId6hmZxG0zH5Os9bw2P/kbiTLuceupxbaYl7qOrX++l2pP5l/f5b0pLpdW6lR3zzb9f5/xPBMrv/j7T7vzncVmj+w4Jz6j9PSv+JYVjt+n+bp+4/Td+h9FvSM/+k1Cja5aK4+fwLHCQslhOCn+gWE4SgvudsUb5j57lb6osXgoNcOqsKk6JkKX4g3DHFoTCM/cNRoN/PgW43R740riivnrBYXdzgSLAQQcl16vqJrkiMTfJ5vptPjv414voJ0y8itmn7yuvgeocr5vSrsK475q3hJxWqMtHrp2jRKoZu1m8wvUdi30s5lk11yUqedlvMdnrYZspitl/4K1ubJo1zuWziFBSlytBIs/m+02TQHdvYXkguWwSJ+6Zu8FtnHKv/upVW42bsb7l4NqUchRA8WLUy9fNR5rh8zHP4mOF2c0jX7sxxOSkyY6fhj5Qvxz2GxqtuhTnFkhkWFq27+7DFgi38uUp5tq1Xjym7LzDPrVF8/BndAwbzsjuB6+s35xsVKzGkKVzW5S56M6J0Xc5ljjuBF5JLMf7YVQZNwaihsM4vW/jxs8+x/YJNPFWuJFv+soNHKlVjvsvi8Dcn8lRyOXb44Rc2nbOIK1t24oka5flzu+5U0sJ0Xgiw2vwDvFbMw25zl3GvU+VDX33H1we9QOtCNsutOcnvez3AlN0Z9ByPMmX3aQbiDDr2n2KZfSe5u3pl1tm5j3F7TvOtIaOZ7vQx6HEy6rG4vW5zenenc9CbHzLP7WRamVJsN3cJ9zmd/LLHvUxz+/jqsDFc0bIp5VVb+cqo13japbDAUpnv8TDq9PCptz7lHt2i/0AaX7csXo5LYdCdzHP+RFKonFytKvN1lWvbNGVqsQTmuF28Jis85S3LZCGY641j+XHvcszYCbzgkTm/8JbvrOVhTVNwQuENyzi3oK07uUDENiQ/GrGxcEbSuE4XbPvHLajwsp416hZZectwMlVXuNCIKROuDz4rOhx4zyn4xI3zmahEtxhLn36Kj7tvltkH/4hXrPqP84NmfkxLxBzYqsoBXvBr/N4qSSGSWcybzrZmXcbpwSJ+d/xXsbatoRQiBmluWG9Q8sXmCIfjBIUVc1hridfpsa5yT1xx+go3qi7vIYoeFk3zLgrhpRgYO5V2q5n0G5fpMfZRGD9SuD6k01NAxZVP2VpNIRJjQb1Gw3mVHv9xmqIPDZFH1b+PqjOfQrUp9Ai1T7rQsK7QrBNP1brMOHeQvqRs6q1+olF9M42pvWk88SmN+Ct0+7LoVaN0XHTRqLGRpvcKVWceVXGasiNI3Sqg8uxEejykKR6lWvkEtaTL1J1f032wJE3XeUp6mOJEcVrjRlD7Lo7GxRQKUY3mgw/Rq62geagWXWnJlHYUI/xZdJmXKC6VpDMxk8KbTd17gJ5OGynmd6Z2ujiNc4k0zriIC6UpziURqX465vai8fBUapd91Mqfpljenc6z8dTf60t9mYeusyVpXoyjeroYvR3W0pKvUnFeofnYJ/Q6QnSoETpGjaW1pwqdW+pTX12HjreHEReS6V54F/UzFh2t1tLpzaKWVoaOi0kU1XtSRw7dSVepba9E442n6Kx6hP4Sl6mWv8C4YlfpnO0jDiYTaSVouvdQ3+mlZ+i9dJ6MjX/9TDEq85pS1LWoJZygQxyIjaVaFYn0EtTEMqriBDXxLR36IurtfqE8oxQNsZra6y6Kmk5azqNUpgoKUSdW1jOPfygnQggq+vUbEKS7KeRMClGOpjmFshzbrDsGXF8bFDE/Nj6N++iWzlCYNSi8gmaHQrmwutH1VYxfdl8oTBtEIbx0dLyTirG6sK5ECiHoF0FaeiqFaETR2E05LvZGgjY8Vp+lfU0hBA2x+CbZMytYxMWbFRTL7HTTs+j617chQgiK5L9zjVCBrl+v39To+vd01LCKfjNno0JlsN2NZZIK55SbnYqW+FPdTtGBLucmupx7aIm+/zi3/J8KHuOL/5F2/7eH2441b9N/LgkLyP97475wZA00tU3R8/4SZVEj/dRNPBflEJJs/c9FMVIJ4+uohoFRBeOVKGrZMvbK199n073SAAAgAElEQVTxjXy/Akm9O+HKDWUEAJ/Pj/SrmTfV1V2W0Thk46UbfPydk0PICQtUfGYY6k+agF2mhZ3eZNRcvAVao+u4T/mnMhBfNh61ZGBzYfOOLYdR0OEOlMzKxMXPZmLImfOY2Ls/zJVLEKpRBva5NJwd+hjKhmR4AWwuUFHz50WInL+MCwPuR5LhwBEtDufCmfAW5OOaLGHjk0/jva5dofa+GxkjX0ILZwo23H8/4r8Yj8e3/453v/kB0bLFoB47jeDZE1DatEGuHMZbJargoShw1p8IBQG8uHcXfnDK0CQJpfKjaDx3Mcr17olZRzNxx5plmDjhdbSatwrVzxzAF68OxYaGnfD4tM9xtEJ1mCcOoOHOVNTesAUtTx5Ap3W/oOf0uWi+eS1+b9wSsx+8G833HkJBMRn1lu/FrP590WHRrzhWpyyyPB488dFkVD54FNU2r0CPHduRkHMei1r1RrW0nai2KxXpySbmdn8Uk0c8h7vnfI953e5BtjsOA2dNwaS+j6DGuTM4VbYiNnVqhKdHjMXOZu0x/OOxmPjMK2i+Yyt+adoOUigMRmTkVkvAyTJx6P7GZ/hh7LNo8vJ4qG06wnv2LH7o3x2VMnLxyWODMbPzPbhr/jcY/sM3iLidOLaoPO4Nf40eG9bivRcG4aoWwCfD38LzE1/DA7MXocya5Xh38juoP+1nPPBIN4yRiIzkyljRtiPW1W+E6UMGAEJCl+9WYlnvVjA1ILFpdwSfHYXz3bthFu+FJOXgbul77K9TE013HUKxX37D1c4N8HJSKTyan44VjmLoeu4Ceks2GoffxfEGi2HvWo/NMtBTltFHUlE/nAsaNk5GNdxvK7iakoK0i5koH+kJ2/72FnmpKwO7CsenBWCfDNS0gYN6AKVCJpTnRyL6wTtwSIewK1QOcWETCYK4RyEWeOLgyczEre5qb6V7FAtzfiwGo9sxnNcUFAtHcb3V9tirLcWFaB6+imj4QZbRSraxUR4KWbkT4eCdAIDAL6WgdfkZSrguNKYD2mWEI9UAAHsdKhoVRG6wBvADiMlzuOchyAtmQFHXAWt2wm5zHFFuB+w42DRAVABwCYZZCoodRtT/DZRzbQEpATJ1UFxEuGY/RH97Coa2GkpkFIByoChAKHIfAvI86BEC0d8QkVtCnlsF9kPLoBYbh0j4HShxZ2GeKI/cxW2hd6oL0bYawmm9EZ56D5x3L0Hw6iXY6msIazNg2BbCoQLIiQWIVDkG9PkIcOfA0WcxChIvgDlxMEImQjO6Qx00DWquD5IRRPSTAYh0WwFld3VEzsVBf2YhwntSIE8cBszqDn4zCOHn34dY2g6hRh8gatWBGS4OtcwpFFTfCbVEGvKf/B7Opr8i+MQEKOvvRui9Z6A13YZwwkX4bAX5OcUhT7sPbLQZWNQT5vx7EIooUKImJGU/AjUKEB31DvTVrYB6BxFU8iANngNxPBmhElVh6KsQyXBBWdcC0SGfI9J0A8yfeyJna2OonVZAq5INrnoaPLcTUlYdBHZ7oGSUhzH7TthzP4GcOQjBfjvhWvgN8n4pg+j2O+HUCxBIXAetjAa7UQjyw0HYX8+GXDwBxiUTtpKEcHQcCnbOAhpthBFoAADgLj/Cr7wPz/LKKIg0KRo1BVs0OBo7gL7NYS8YB3llT0RarUb4QFXoFQ9C0WsC0WcA5R1E33WDDXSwzR6QF4GwE7qvNUxsRM7V76Fpo2+QgNKI3v8wwrP7QoIbmvIKImgGHQMAALpyBvbaKoi0iDlGhgDkrGchRR9B1GwL+Y0A7NfXA+FGCJl7oQdq4UYKmNtgBhrGHn7UIR83UFAiF0bfwn2f3RZy9FMougdhlkCEm6FKdyB/vwuiRgyMw9R/RiD0Z9uXGCm/eRBtequk29UUyAejt6RL7zjAkQVQ10qItI71IRp9HbbRDlqkWexZDIGSP+kv2/vvIN2+gpAc999WnxHZiKDa/L+tvv+X6DYowH8S1ZaBPbeRN/bbgA1g0jMj8OjHExEEcA1AngSchx82MnERwDUJyB/3Nq6+NAo5iJn75yGG45K1di/QuhaiA1/A8a/fQdWIjH8y+3ux71MYP+cLvPLgQLyecQHSisUAgGOWExVzY4vHFBgYgOAtZZ+SFdSLAC/JUVy+Id1CzBRxF3CTgX8KgOUOG2tygKHqrUjpGbJAvJ0P164rKFU/AQdsGzBNRI+cwbXSKaiEAK4AqPD4Mzg+9WP0+HQyfCOfx/T8WD/9uonMUADv9HsEL38zAy2mzcGGJp0wpZIXmq6h1/BXoD76DKSqMWhMfW8qvHl5OFivHlI8Es4GryGOJkoDeMbpRqmCTAyv1wrdOnZC/vjXULFKBXTKBh6aPhNbOrSB9+BFSCiAUypAzosjEZ34JaSD+yG9NhzGrCXQCgLI011QJr6AEwvnoMnK37Ct0x0Y+uwYLH9sILY0rYIGX/yAhzdvwjcDBiMSBsqkH8Znw0ag+qGdePqtT/HRW89h8NgvMPmZfvAEgkgrVRJ3zVyCjd1awpWfjeb1m0F/eSLOxfugXjqH9OrV8eyUD7G0U2+IcC7m97sHZdcexIYHmqL/Bz/goYUz0WLdDjz//gfIccThrO7Eh+P/hfEvvwg9GkGaLxkzhz+M3h/MwsRH7sNbn8xGldS9+KlfF2QKF+ZHCnDsxQl4ZM40tM24gmqWGylDRmPKsMfgNoj4PRkIV/JhixpGOcXC5Siwr1plNNixC8sUA70ZxlmXjgF5EbxVsQzqpWfizSeexMAfpqF4Wg5y7RwMuLsX7Pv6I/OxHvjR6cC8Nl0QoYze82fjYWFglHCiboCQ9TBy8rKRrEooCPoh8xpkw8JqO4q5keZYan2NlIKJeJWfo6EchJcu9JCCKB0pge9V4px2Dm3DKr5UNbS6ARr9HQm4Tw3CKynwhdRbxikAKD+vQ7RLKzgBBAqVmqmKhMejsXWkpg2cNE1M9cSj3cVLuGjn4F5Vw5FCDwHByAkYankAQKqpoUwgBrihTPwEBc/Vgq61AgBsDIfQXIsdTLyNKEZBAQC8p6kYHo6BHNhyJj5Qa+L5lHTsPxdTXIJyeewMqaimfAlDag1ZuRt2dOFN3yEkX4bKYZC5HnJkOQAPJOtFRAMrABQAuIaCQBoczk8hq/WhBRqiQHNBt6cBkb5op/+MX5UWsKNBRKKZiKAyjOhMREKDEHLYkIM7IBsawlI1GPZwyJgFB6+hwIggxF1Qlw6G7DiDUJIJ+45VkF7+FGb7lehS93UsuTeMyOLu0FbVA2fUgPLdCch5P8BmI4QmpUAXVRDa3Bbuaf1hN9+EwKolUNV9aOl+AetcjRG5ZMG0MwA7ETZs5K9oDrXdZkA5A0WpDa38eigHKiD30xeAjVeAvS8iNK8HRDsHJPEpuO4J5Jc5AB1hOKSJCL9/GuHX34X6w71Qv+uD4OMfIdrkEFgiHWb5A8CbLyO8sTUi48bDG7GR12saMPQrKG03I9RoBcQnI5CnXIUedEPquQxaphN5TfdA+XAIlPt/gJ3uhCkEQlIEcv2tsJd1h8MgAl2/hzxxNDjmTeTvqwq90knYdy2D+XsrhMpvg7S7LYzJvRGqeAn28tqQX38UyqvLIWsRSI2GIK98C9ivdIPZLQ/5hxRoigJtlBPhFlehD/8GNuuBpWpCPV0cqrIAgQr9IR85AACQ0r0IVt0IM6cfIlI1yEUKvwdRaQ8UloGM8gglroZy6VuEjBpgfinoDhlKbnlQrwPgOOCWgWvNEZVnQEEThEPHwRMJ0KsWAC8ZwLjrshcI/ArTbAtltwfROn8oCG5E0Q9RPASiDFS8CQXfAUVA/38ibS0Qbg0IwA40h2xvvJUn1QSahmD3ViB/+PeoqlJ0IAp+mAOzTyHGJ+tCjs4EpNWwlef+upAK/BkpOWKfRnh5dTj65AHZsb0O17ghtbm+OqurJUTaxeaPsLQeGlvG0heXRqR7GgDgimQijn8CKbhN/+vpv1uhue2H5n+SbiszAIAaMlDr4Ufx5acT0UQGWmAgesrAgxLwgpSJcZs24z0JmApgzkuj8Ot7H2MTgCP398GD8W5EQOS2roVcAAWT30WJf6PMAEDPGdMw8MVxeOPbydi9fiUAwNx3oUiZaQy7SJlJjWoAgO2hmNxVkSQ82ftBfKvEnkNHr2JbyEAuCiFzAQzRYhP0CtnEmS+/R/88+VZlZvQ4QFiI12xsMRzIqRuHI/N/BwDYQ/8FpXQCim9aj7Yj38JhO4Rdn74NAFg0dCCm5+fhokLsUiLIePl16ABGfjMDUnwiVn/6PqZUdOE5WUaroI2P3hwHV1U/ltashfI//IRQrTKINKmOlfGEy7YxLeTAKc3AKimKi3YI8UllcGz2ChwpVgELEcWEhesQf+UIHnllBIqlJEC6dA4tpn2KgOmHNGYcEFGAt0ZDn74ateZMRo+1c1H/9B6kT/8c1R1uHG5VC52+XYNq+09gT4Vk6HkB3HniCGY/8hgqpe3F1bIelN21Bx3mLoYoyEfPudORsuIwJr7yHEwCY0b9C0fKVsHWzi2AUB6GvPoxxugapg95DImRa7hUowZUCEx+8DlUPn4IyZdOo/Ev63C2UTW8MWw8An43JgwZjX6z5iHpygWoWRmQt/yMkRPGo9eSeZjyxL1w5BTgZPma2PBIF3S6chw/9W+Du95/FVIwgHtmLMNn835B8dRTmHtXX3g6dsHW1EOYMnwQJtpRbCtTHXp+FmbLQNmAE63CBUjKD6Dajm34WgPGL9mCTG8CUq9J+KhaVaQeOQM7mImFbbvifc0BaDY0w41v1vyIceNHIKdPP1TYcABNfv4OK8+fgcdUMS8/H0/bRNNVm2DkZeE9ONE0bKKimg9VkxFiLh5GFDP0NQgFymObNBWbZQmWZEKTI9gFGR+LdCyQFVSwp2O3cgYN9xzGCGh4Gj4c0wRejKxDuXAjvB/R8YSs3DRULQALYeDzLh1w7A4H8gAM+uxzAChSZoDYTU5eKIA+gRy4fOmooRo4AhnNIcMBFCkzY7QE1CqoCN+vLlQEkTDi6SJlBgC2yBZOIAoTwCgoIPcj3aFhKVsX8ci2H/XzLmLnyShqFUSQpx9FhHNQVz0CQ4rx2dGFgDYIgI5QOBvR0ClYRg5krgGQBkm4YKvFEQ0sgW1XAqpfg+S4BMsPyDwIK9ICQak8ItEwKmAiiFT8HOmB3Ke+QIFyBSG7Jhg2Iel1YVpBKFEdVOrBIV+AMfYJOMOvASiBrGAa5su1YbMC1M/agR32ALUPw8TDkPfUAZuZWJDbFWJTJdjLOkMxVXjToohaq5AvlYP80Eg4B+1C+ONmUKYNQL5zGEKrQpCV6ZDRHivanYBy/hCU8MsIFVxGgQLQkwNXt02IiDworA3uLIOsr3vimmFAqbUPyoqZkI+UhjZ5APK/i4P8/EzIpWrBTDoLpVg2spP7Qxs2G0an2dA6L0N+nbWQBs6A8slj8J0tjfBbLyPQdhvkfC/klU2Qo2uwv+0PfPoU5GKZ8O5si9zUUpDrHgUXPgQp7W6Edt8BtcZehOwweKQRlHpfIXoxHuG04tB+vBeyLCHnt0aQA15Ia5shfKg6rK0NIA19F0okD/K8TgjesxgY/CHgiECO2og6SwDzJyCYKSNS/hK4fRLkKe2BUomxsRv0wpQNmIv2Q9qrIG/LkwhLZxDyL0PuWg+yf74bgcUnAE81yA8IsMQ1GEu6IqROgaRuLhpvwWMRKCwD224Nyfwd2uwyYL0JMII9oHU6BvveeqBuQQrtBpCISPaOGFRzrykIH7wGTbdiygxwXZmRHwTuuAOanAIgHtF2N952ZEPBJOhoAh31IK2dgqj7DtxC9WOw5wi3RoEjFQg0gmxvhLrcjbA252beMgEgGZA/DCOwMrZ+Kdv9t1QZTZkCs08OIg8Xvu0g7QJ47O+VGeAGZcYLWVoKKToXqlwBjq45RcpMwU8uSG2yIS+zrhdrd33+MOrHlJn8HQoi3dOQVDd2sOKtO/Lv271Nt6mQbis0/1PUVPn3PP8v0azpRVFFnnxTVlbzmyfx0PBnYLfrgvB3c/FmRjYu/glqtve/+WlrQkIZ2Jg8/iV8SWCZLgAAgZrJRTxbbhCNMkoY0V4PYpkRgjxkJKqD4LyZaLH5NABAr+SDx1MAbEotKvNNWEJ01U6cq5oCPNkbWwury0QEYudJAEC4b3+Ye0/h5xJl0ThYgOn1ayNyd2O0sG3I776KbXYIwWaNMPvxwagi62j0+CAAwJmggQFQkBSV8HjNRpDHjMSjLdqhwtfLEKSNETt242FFQ5WSZXAuGkZtl42X2nbAV0NfwImsmN+fFNuG318Wk+s0wgsakRrNwxjK+LIggDbzf4FRycI3g/sif9sufPzsQzhQuz4eXL8CwWW78XXLmhjx7jiIC9dwon5tbOjZDHMUgQoLp+J49ztRfXcqLp2/hobLtqPg14PILgAOqQGMWzgV67t1x4Z6zTF67AiMGT8WKzt2xVaPBzXOXcCluqVh60Sn/TuhWm4Uu3IZD44Yg9Yb1uBIpRro9/7nSC9XARfKlcGCux9Eg1UbMLdXR9gEltzXEnk60HvxAjwy90fMGvwEGq7YiCmDnkGu04vNrRsjI15gwNQvEJZNtHV7caJpDfxWoT6qnDqHPqsWYWnbzujx5WzM7/IoTrk8eGfKIpRu1w0rH+uAuXe1Rs20E3h22gSc+P4bOFbvhBUK4xlFRp8vZuPFe1uhqR1C3MHjWBgSyDd1lIYLQyUTwUgUml6AH30qOo59H4OUCMxwBK13bsUHl1ORLmScSXLgw8f/hfrdH8WR1z6Ha/c2pIadSLzvAWSaiXjnyWE4lZ+PFU1r4ZuwhmFqAJv1KLIB3GnLKE8d5+V85NsyzhdEUCCFMQlASQIBlRAA1oQJl50GPfoYzGgJiOplMQlhdJIKsDdUAd+rd2KNtAvf2jZahmz8Thl1C8fzK0YT9FJXY6w6D6N314Za/id8kbcOKRVfgvLUUADAq5qKom1KThbk8WsRTj0PANgIG1nRbxEHYF3YROV8B7Klg7jaNgcJkoQLhcWSAbRTBmOzUQbdoBS9KqbrLvySY2NN5JdYgism8621CBpI7QCUgBKqBIWNbpD0JKjaNah2XUA6CF17EIpeFiEeA3AWEa5GXo4MRZkKRTsCWT4N5VQGXs57A9H8e2FHJyE7WgKa4xR0lsBhOwNRuTei2AWxoA30YHsYUiIihoaoXBq0v4Imu2DJBMJ1II/dizzhR7RjEKr+EnpmHYIMBdLiGsDDVQHHAYRn6tDWtYbq+QJexQJP14azx4MIdfsO11ZPh3wxDqbdEXmDfkBYbg2l4R7Ir41EpM6dwKujUOA+igg/gmPxXaAtEGE2gnpVqMxG/mUZuV+2hjVgMiRtCGQpA+KeEhCu5lC6r0Lko1YwvTa0yylQGEFgQ2tEtuwFfusK+7IG9aunEJQ3Q/nuBYThgmvgdEjF10IOysh9ZxDcDTfBCuZAKXEaZpsdkCMaNEuCc86TKMgykK+qUKxLsN9/BuqkgbDfuAvaU59BOVgd5jfDoNfaAGnIHthVn4bwXkHO8voIrWkJq8tviPxrDPJGfgbW3wLpnpXQ3HlQPh6N6JnikH/rCvmKjuCk4QgxAHny3QhNrAXn3b8h2vpbBHZVhrE6AcbQmN+T8MB3kTf+SeQeKI3Qi4TjjArzQG+Yu7tAvHkQCjIhKgeArIPIe0yDPq8pQu0HQEttByl0AvnHDNjyDBgV82BXkyDLaxENVEB+y7PAjh8RelUB1zaBOieKqH4O1C3IHd9EWItt4rUfRkH+Aoj69xeNzMgjQGRTMcD+FsF1H0DRKwIIA1cAqc6PAADb7lbIXRqBQ3mQW9aAkr0UgZJbYm93/EH7vkJYGwVqE+EoKAPYW2NtdA5AC/eFfFdMKbHlGjH+nbF+mR2JSB8g+kwBbiRhnIV8zgaTZKgzQ7CrxNqytXtu4pPDP+CvKQKbd4FKH8ifa9eTTcSUGwDhqAx5oxtSdAbkyGoA8bE2thf2oX4UUi3g4q6YlsRtTWDXUCA/X+pv2rxNtwm3QQFuh//54Jj1/X+dv16jv81b63L8Y9mSQnC7PwbCsFP13pL/YCFiUxsRM2Z+zyE4/b5+hXVrRXw9PptD43QBvTeUve+GuPeDL+jceZrZcRKFEPxUj9V3WLHoWL6VJYXgVI+XnpHjKVJK038oj4s1F0XVqhxY2PY5SSqq712RwMRDZ+noG4MYPaO6+Zkp+LJpMVkIqot+oXf8x0X89ZduZK6IIcSdrFWdxoQv6Why3bAyRQju9/iY6pe43jIomrVmHeFkhR73MU4INlu2iklCcFPNilxfvwbj0gtYfsteDpg0mbalc/i4D+g8nc3yWw7zqq8Y+3vjuLdORW5MSOTFxOKUz+SyxhffsszKgxRzf2ZCSilmmYncVaYC9UOn2cISnGL56LmQTeNkNtv/uJSfPDOMR0uXYaa3GJOPZDDb8tB7IYv3vfEB3xo5kjvqtOA1t59tFm9k05XruFMYPFOuNOuu3kPrdD731qrFc0kpDCT5aJ4K8aXXxvNgpZqssSuVGd7SLHHgIn+vfQevuRMZ0iyubt2ZAcPiis6dOavPw1zWpRsr/XaGb48ezcvlkpnp9tN3MpfZxRM46vUJ7P3NEq6rWoPd23fkNZ+fL772Or+uZzHfafJKfHGml0zgm8JJMWcpj/vdvKIWonR5vDzvMvlsSlnu0xzM1Vw8Xz5mdL6tZl3O1F285pM54pXXWfJkNrtOW8BF99zDxM1naI2dwIO6g7aq84TkYo4isVbTZkx3WLyqx/GwLnjVYbGmsPiRZjJTeDhQGCywNOY7ndxh+XjcGRcDm7hxfIrRRXFp+26+77o5/7JL5SGhM90Xgw6/pN88DycKwSyHxfYLl/Oy22JPy+JTL4zmi4bgCS2OWV6DnYTJEvoRmtY4SuVyeFIrQbd+grqyj3/A116K83CguxQ7OYfeIoteIfiu4aKwut2S57Ly6f8ygUKUpu4a9Kd8Pz1mGmVXFi3xBIWoSyEKQTvcuyhEKUrS+ev8Vle6tCzW9v1G0/kV3f4QVedpCu3TWD+MC5StAHV9Fx1KPl3usfRpV+kye9GpnaCq59CnpNEy29Ch5MXmM9GGlv4ZXeoCus1MSvvr0qX8RFPPose4Spczh6JVWxruTMqXytB0RCj8gpoyi9rmJCpLEimsXFpGiK5OqyhalqVXD9K0fqI7Lp21PmlFdXVrag1/pKPbS3SrNhVXiGqH76ma0+jz59Nh1aNHjVBKOUz1jm10tviZlsijfspFdcJICs9pYmF7KodKUYjaNJ74gtLemlSrHqS/WAHFb3Xo8OYwrt5WipSL9DhJtfgZuksdpKGEKAnSV3cXjQY7KJZ2oP7aGFpzelCtlEbl6350LmtNxW1TW9qNzoRs+pwBmsfK0qUEKSrvp7q8NV17ytJqvYLCfYrCKqB0tBzVw1UplbpK9VQKzYTL1OMyiTNOejusp7Ptr3Tu9VNtv4auE8VoJabS6riI+o6G9DbeRlGy8D/1HaG2uzYd89vQW3czpRMlaf3anM69yXS3+5JCCLo3++kuRDcTV2LzvkgWdA6wKO0uT69jX+y/3BBbLxzlY0b0inaM5mAfRWKsLedRQdm3mDcCAohBglrlVIr7BeXLbv5h3C6EoOvJGUVx7Z436DbHUwhRBOPscDaI8R2+AS7Z6kdhNaDLutmA33mnRcP1FIVIpPrsaAozBnxh+rNv4vOKGECB1Tsmd6p3x80yU/i7OU5f/w6uEyk38yT+F9ZxY98/5ltzEm9NO5BEbaT/prR54s+gA146jUkU+jEKUT32W3sF/wBAuB3+94bboAD/CWTiFp9Vt+nfkM8P3GCcX7BrHxx1awIAhsvEe/bNtzQ7DRv1gjLsYS+h3Idv4ZJtIx+AXKUG7MP78VpExQQ1gj/OplIg4wyuvwIYWLcX19pWQXJUhzz8VdjvvYpGQmDPjjPYX7MYJkRCuIdAxx2Z0Bpcv7KPHLoCtWocSks20hg72SrYfRyOOhUAAGsUA8kFBahWrRp4/DB44Ci2tmqGxhmX8XE4jAmqirPFS0I+n45e73wCGE7Me/YxdNYElofzMVmKond+BF6HAZy6CJRNAgBEJ36JhcOHYqgcRuWPv8HmSg0wu3Md3Isgok8+g0uTJ6AYBSZ174WnBjyM9t27YQYsZJWKx5ttOyK1ZVcsGNAZmbLArwyil6yg35Q5WNe4I6pWScD+xi3gnP4dSuw+ipNfv4vU9auQfPASzI2rIFduDCschNqiIi4ByJMUJO49it3NGiHHJ+P9vs+g39uvYuaEDzH52cFYV7smhkxbgLNJCVCiMnos+gEj3nsHPWYuxO6uNREKR+FUbBwoXwf3z5qBFfUbwu/QocpBfPj4CLw9ZBh2d2iECFU8P/Y1bOzYAcVPnocjL4Ll/dqh48LF2NquHbbWa4hKx89i+qP3Yc5dfZHtcmJHwzqAl3DkBnCobG34rmVAVcP4tIDYOmkyvh02FP78LBxKKYV2Dz2J5y6eR7mNv6B2dhaeevVj/F6nAWa0qAtPg6pov3UtsvPCuGvqYuwf/AhOZuWjnGHj+aH/whPfzcTli5dQVQ7AIStgNAzz41nY8+RTGG1EsGXoEPQTTjzyw3xUPXEEczQb95AIyyY+jRDX2nbB9GN7cfHSBTAgwy3HXlEZZ0cwWDNxOrEUPrh0CrOjRAkA/1KieDJ689XkZQg8hiCWIGacWxc2dv3pUv6ULqFs6PoacMgRQdWCm+1ndAC9bRUfBGTsUJ14VL8KL4G1egTld6Yhr2Z5HFBU1Oz3CCpOn4rZ1OGN5OJOzcTXqoZ1Uhjnho9C+3fGo2d0LyjVBgD0kWV8oEiYEQmge8iBalqhbQzKQpI/R0iqBT26FhIGAsiNdSQUmz7zl7ghd7v1xVLb7k21a9sAACAASURBVAPdeA2RcGPgBkd7odCXcCjroEVeASAhKv+EgfgOn7t/gl0Qhz8qlx1nwMhu1A4o2KE1gR29CE2qhe1RC42t3xEtqAzKb0Kyv4CMxohGnkJUrgMzbEJxRxDJXwNFrYoQmyIcHgZNNhB5aSy0CYkwKqUj98Q+OOwkREJZiCQQRskDCJ6qDSWvFMI7fZCDQdivToV8pALUjEQUXDZgfX83cp75FHpGcZhJ68GrXZHfZDOk3gMhvpwLe3cmbPUOKLYKSEHkPvUFtGlJQLQXlOg2KHo9IAREZz0Iu+ZxhBr9CuXlSbDGD0VexAO15Tyo772EnCwnoAiIFuuB31oBzX8F3ngJeOtlRB0S9Ewvwt/2gnHf14gmBhB9YDbUaY/j/2PvrQOsqvq+789eO05MDzmEM3QOqYSAlKiIglgoXIig2Fgg4WWigqKoKIooYoKIgSCIdCPd3d3TZ07sWOv944zEpV5xP/fzvs9zv3z/mVl7r/Xb+5yz6rt+Jb+5A3HzdKJDRuGNfwgzXAqR/B7RY08RbLIEe8RziENNcLZlkTC/PaEWO9B6fopVYz/WuVKYbdZTVHsmgUMdKFhXHl/vxegP3I3vvrXkHapKoOsrRKa/RqDBDuRPNfF8GSS2X0vRpppoLbbiLryaQE4CRrfZRB65Aqd/KQJ1V0OCCVtqEMEkZcCXOAu74bbqiahTH/FVJWL7++CrpNDuF0RuKofZ43t01SrulJkGIq8fkolEA4fxRzIBCJrHCLXMxLuuC1KL4fv7HABi7/nwPX7BJ0ZeZSDWuih9ELED7+LP/AfnkpL+Zu5KwqldhNe1DvqMXC54XsbheY+h62MvuWbPFJi3HkKzL2grXG5DPTEdc8yF5yjzKzSnN+DHs5eg6VMQ+juX7D+E6IuUn136ag+Y8PFf+9f8OS7d1GhbU1HZ+X9dHXC3pGE0yENsTkY2jI9l++8BrNci/7TdJbCyMFZK3CuP/Ifv+1/BP8lsehn/JVwOCnAZ/6NgH8zBqvLXEUdkx86IBbPPl/0r1xO9uukf6p0zJaWdC5s1b8E6sjs1o4yEJUismSuwb4pHUblKSiQG68UffZjeMRVPOfHx9eEtd/HIT1Ooi2QHAntvHlaNNA4aFvOVTf+LgrgMfnoY7749Eht4BOikoLtWsmz1up9Pz53ivjkzEWuPQo+OyPxcrJatYdZPfBGL0VUq0gJ+rPTShHLPsdOEhjtP0KlzZ2aXSuJRXef9FUs4E4lRNuA7/1xn82H05wYhfv6O0Z5iefVaTDu4h28xeTo9mdrvjGVBn7spC5wdOYak+g2I+BKR6ZXgwA6y7uwIAvZLoGZd2h87zIlpP7K8XRsyq9Xh+MmD9H5kKB++/TZNlsxn6U3NqbPdZmX3tqTnFGJbiioHTqB0nVcfe4bHPxhJgidY3rI17TfPoZh0RCjMycqVKEpKovH+nbzT93G2NqnOwBGjiJqpTO3ehb9/8BpVFxxj+Hsv0O/LLyhMkJSNOBQkBDiblkaVE2fxDJOXnxzMvVO/ov3ipZTddYZ9tbM41LQyFdacZn+z6ky563b8nuTFwUOpt/cEHw3uzWnSeWHkCBZ3bcfoB4fRbtmv1DxyjOcfGcLAz96n8dwtJEYdqu9cy51LZ9Dv648Jmx4nRBrHmjZHeBr9RrzJ4euaUXHaMoZ99xn3f/MRaD6Ox4rZfXUr7lweN/M4YUIFB07rBsqyUTGHmCGYlVyJkTPn0/HLKbz49ZuI/CLaLdnF2eee4uiy2bgikZDyyBc+isuWpWbhSSp8PZ85NzejpiY4VbshGXu2s0TTeXjdFooeuh82rKbAlKQ4gknYnMDi1WEvkTXyJTb/i3FXHrjFk/T3FAkVyrPkZHNM/2xmOB4/CVghHXYJKEKjmamRGjapa146XvboBgGVTuWGV7AiFObHQ7soaNaCCStWnq/zuS+Be2NxvzRv6N/RX3+NBsBMfFxBjBfxeLnE4V+2MUhc5vIKius1RW8lzvukAVBKQE5Z4BRkZaAf+xRT1SKs+qALGzc8DTfgobEZw3sc5WWj6zMueedqEnbKwwQSz+JFr8TRtmGq+sRUDj6tBiNlEfOEx/zIcUSgFmgBhKqB5bxP1GyFdI+haUuRojK61pIYx/DHdDRfFElFhH6c4mJFwEwiGjyIGV1NonE3npVD0ZQr8XXLQVRfjNzXDjd9Dw/1acyEd2fySYub6Ns1A/+Q+UT8PpQI4y9IRQba4rQcirmwFPKRXRjj+qFafUBsex8SQzqRb3tBv88wk4uQp7/GYgjFDVbjW9sMaY5H1t2HODEBcW8A/b3HsW/fg3h+FU69fQT9LrFOk6F6CP/PHYgdakpkRVXMjqMR1CHRTSFU5TBa6aPIUQMxO6yHWntha120eivR9rRCDXkB7aXncarkQ8xDLW+OOfgtrO9uxun/BaFxj5LUayrO3I6IRZ1Qt09CnKyO7XngC5NUnE7Y+xF1TRJqcyYEk3F/a4ZVaQ/u8aqYrdej19qLcaIs7sLmePd+QfThcWjNlpOwpRWR6Z0xK+0l9uYwjC/vQ/+sD2LWJkgaRGx7HbSxCpkkcHsmECzyIMdDtTeIfZVHQoaBnWFieqNx6haiVG88S4Nnu+G9OZGAnY1ynsUZMRHrxVPn+5BPn0BxRhOMY02IrrWwlt2MePqHi3pZnKy4fVIwviggNt5Eaw5Wo4tIQrrAmZOEeVUBGi+ieBl1m4n2g4Nj/oLufIpgNq5+EN/D5fAu4TQJcEsUfoovQOIxC/lBJmgBCG7BDr2NxdPnayvj72jua3+cBEo4iN/6iZDchOG+9Kf3Y58k4etfhL6pFF6jnEuquPIkhsj4o+y/QsmhxO/Qv0zE7jkba1cXvPr/yvP1n0PWa4PYvux/ScZfwe8cJmpm/m+R/f9nXCY0l3EZ/wTf+ix6xOIz5jafpH5McBJBBpduxoJAOQQHkRw3bDJqNmX+gc00K9BJTfIRe+8rfA/dwSjNYbAyL2m72/KzgBiPXHSyPQDBp+tPE24aD9F8yoXrBazbm8OztdL4+vruVEtI4uMpU9h6QwcO7d3DkKOH2GW4NPKnU7xxC9W2HWWP0LC6xUNAaiPG8NCzA+hm23SdvgzxwRtES5eG76egOnXjhQ3reUV3SJgyl1Zt6zNFs0gXHt62AsStzTGGj2DzoKepcOw46cQX062uQbbhsiAIHUtlwtF4FJntwRRCFTNIDoUoSksmkF9M9onD7PalkRDJ4W9CsOJQDvLrr2lfpgJ3vDmYh3wpfLJ1E3foEaQexJAxQrofI6Z4YegrFKSVY+TwwUztficjBjzF6XJlST5ykPa7t+ImpjLlbzejwkHOVEigzJkItbZuo98Hr/PxoGfJCwQorlmRPC9IsjzH/Ku7UeXQXtY0v4oeU6dSUDEJX2Ehrw94ka7TvsOXf4K7v13AlwMGMP7Bh9l1RQbf9+1FhdBpbhg/hau27uTVj16gvONnUyCJHsNHM+3JB0jWwzScvJIjmWU53bIJIljIudQsopEIZ4pPsqfVdbz2+ic8270dXYrOcrRCFcrkn0NTUOxLIOv4AVL2FHG8VjpNb7qdhw2DW35bQcVjp3mwTWteWbUIU1oUeiHKKx91x0/g5BMPULtKTdbu3IXhCSw9wnrTpIqKELQ0IsHyfNDnUUa/+yqfoPOJ9Jit+dDsYgpFkIF6lBRhMLGkT1vAVscg23Rx69Ynbcc2fAh+dHxMFS5tdMVjuBwv6avJJf1/uWbTW5k0EIofpGC66dHK0dEYQTdxmmmqL5kKjvAZMAk4R1UBi3wGbmGYe3wWK0qGlfHbFtyWDfjcZ3B//j7cQBYA1YFmUjC55PDAyfwR+Us/crJPUUH+cW7foil2Cx93ePEx7Fl70O2aDETydgMLb1tNhNwBgDS+R7i346rTJC2rSMG1RzCLlqL57jovL904Tq5b8ZJnONo6yqoAxdYy3OgWhHwQx5iBmrAE58EhmN5WRMmG0NKPYnuVL5o1NKAYoXdBeG1weQvdPIhbFEKaO5GqEZpZgOMLYrmrCXitUOxFqQqgXJS2CHUFcKgtNgmIhuPhVHvE2dpIdx9CzEPIp7DbzMJYvpZp2hruLPce0RPfYC+eR+q1y8AoRNo/QkJrCisUYO5ehl25B1ZOWQyZRyQWQlCBBGVRJCXab22g3GF82auQ6jPMK27F3V8a97n3SXrlRoqGj8F8YzKq088494xHVj6L1fl71G1z0TaUx+g1Fd4cjTBjaAWlkJ1+wZl1O56MEgwpIu8MJnHwOKL+46gqZ5GJYXyrmqEpgdN4FfbOhugjn8XvBpFDhyNND6/BOoIbW+ElnsNNDmMvbIu1qj52uTDap7fidVtEcr9P8Ir9aBVPo4woxUvbYz7wGfKj3gQ2tiWWuAyjchm8WR0QL72K/PY6fPdMxDlXCd2fQChaTHJCAc4dU1FZubjNN2FdsQn58Bi01QOJvnMd/qe+Ibq+DAGVi4il4LXKRavfgsjPJ9Cqr8LnVQD/cozqHu62C0ErnL6gJnxDwq6+OPWiJf3xOYT7KvbkZtB4M+Zz3XCqlEMf0Q9NzME++Rz+yi6O7whm7ArYng5JEtUlhLbVxZ1lYHb5hOjCAfg6xDUBWi8f3lc34/jHYdl3ozEfSz+M7f315lo2FIjNEshEiisRMk62/OQQ5R8OD0UzjOm7cC/Sdtq+LVixS8M//wFl0+FM7j+tom1LRdX/51qaGgj2lsxjYnsyst4fSU30Jw3/LeWAU3+491fQpzfC67bp365/Gf/f4DKhuYz/MbAP5WNlpf7H7ZxBz2C+9SYABwxFVffS8dCmSg2WHdx7vjzSsxmmX5qbZpyQZFvQOio4YptcYcU3/JHVhwg0zwLA2nSc8KY1GPd2B0C2aI9YtYg1hkUz12Z7IEi9SPgSucdcqGRArbGT8csIdz3xEM/f9yDWM8OJjnqFw1+NY+Cod5j65MPn21QBmgVTmLliFY83a0jQF+S7cV+zpfdNGMNfR3S5C7tpFinA07rDPcJljtL5wrX4rURGpdRUjuXHF4+UzSeY0TSLaTLCLY6gqbCoqjmcbdiMgZtXMbrE7Mg3aSZH/nYn5dICbDQDjDh5gqEJSTTZe5zH6lXiw2tv5tgPX1DxdzOlchXYFzrH+pbtuLVrd5K63Ey0WiWK0MhatZdFd1xN5dPneP3Ovrz1ymhWX5XN0JwTqC+/YUujRhy8sg7pa4+z7+rqdPxxPnsrZTLi+ec45Df54ImXET6d4y2rkuIVcrp0KcqePoeBzq5gKTJzT6J7Jk2XbiWz4ADFB0/x6mcfMuSxJ1k66D4itqTzd3M4cUVN3h8wgJbrVvDC0OGsb9WAooRkrh3+Ik9u/Y1HR33MjZO/Y+zTg5h3W0d0Jam3/AjLrqtN3y9/YW6nZowe+AzPfDCWjf4k/rZgAbV27GXGvV34ocNNdJn7E4ZUGGYCESvAFhnhaNc76DHtO1xDkq8lM7l3b56eMIaQBwlIIggCPgvdieDpLoVmGrqbh+ElUE7zzlPtAieGCupss3Xqyhgx22B6smKTq/GooZHtxDUZ7wrJPVGHJywfI1JSqVyQz8hSZXg15yyLlMkrWpTRdgLHfYVUtwNUNj0yNDipYL2p4ddcknC4wr4wt7pdb8GY8RPHfYqKMY1jtuBAskan6Od01vvwZTRGZdNk1bwAdTpdMAmZ5TeZ60rGuB7ilVHsG/ose/2CY0rxsCyLzf0kafcQooBa2lvsktOBYhLvf4acDx7A56sRH1t3tyY46TMc8SIek/Gsneh2nfPPqY3gzjsSGTltKlE9CbAo5X1DvpyGa3dAZj5G8qk0ol4WP9gut1lxs7mJ0mS08Nggz+ETlQgS5iHRkPvVRgYowQIgED0ICEgpRhXYoBWhtAIUhaCdQXEapSs883GEMw8hr0eJeXiBtijHJSpiWJrECy9mF09QVyzAdGuA7yY0ezYkKDRnMNCPDI5zRnZB6B74w5BWEI8SePr3gCSngHIoNKThIdPy0PMSUU3H4uzpjWcU4pXLhy0ZkBXBjQlUcSIiGkN3ijBEDXQ8dCxcK4Ju+4j+7Q1kdgT59N/xmxWJquMYv3QnkHwO2XElniyPaDsJuWA4fnsduTuqUuqaVbhFEWJ6WfyOgT2vHeG2vyGCEVTZXKxz5bG8CDIaxFaKpORC7DVtkWMeRdtTA5G1D/HNvcQ6fo9v1k2EvGSSE89hiyBEfPiFIDJ0GOLnu4jubYB5wyd4M3pAegTjzfuJtlmLP7sY0zuB13ks1s/DiH1zG777phHZkkFsbxFi+GyCJzIQp6phUw2v4Tjk9w/iHXRJanUQp3Ma4tPyuF3OIra5aHM15G2HELOzcd6OYfaXON0OY9gVsFJ2YvvqEJmeQqBlAdLYRWxXHQLVFaLDDcjYSthYiPNAAPPdCDH/LnxyCdgPotUVqB1/ErG0FMizHRFiAb+bK0WOmgQql2hqxAD48HN4qAhZEcRxiOwBLfMgemIePicV2xiO4U4F2RzpPQK0AmbjfDwT36OL+N2s0ljlw23xxxQDv0NSEcFxNGsvyo6POZ+1nJhdkj/F+AzR/gHkvP/M1Ey8kIAc7vGnNvSqJmh7/jN5f0FqDLUMV2tDdFoS/u5FSNkbIb76j2Rfxv95uExoLuMy/k1scyKEE300i8U35H11mORdovEG4uY3Z/cU4tVM/lM5z6HzKh6klYK8HM4ZBqUNA23VflSjisyzdTYbHoNK9v07fYqbYxpO3cYc3hE3mknZvJOh9eowrMQ94WTMZGnQoYcHlCvP/rwTvN53KNN0HZHdgDMP3w3AMTvCFSeiyKw0XlFQFqhi+Xl17ES+6tOPjEnfYHw+FrFsASe0MJ1/WsrObjdQ9PFkfA/0pCwQBvoPGcbjb79AgqvTwJfIdzGPNipusuBNmofe92a2eGFE5TLM9Fdh/YMD+O6pPrzUsx83fPU5Lfv0Y9fPn1N7xXH8uot17Axy4Tx+feUZVpdO4MGcYrbXr07Nvfs4kplF8oFDeI7gsE/y5JiJ7Csq5Jfvv6bh+o0sbNeKUsfzWaMi3H3mLGh5NJy2nn3XNic/OZmO0+Yw8cn+rCxXhf5zZjDg5ZHsbZDNoltvwHOT2BsAu0oWqWcK8EuH8fc+yutP30vFkyG2tGrAmbLVGd/zVjpsXce9Iz+mxbIVjBo5kE6LNrC9fkUq7M/heFY6y1q2ov6efSzNrErLgrNsyqxDp3kzSFCKHxs1YexL7zG1/y08MfR1Ph7yMNlzV3DgusY8PHQUq+tms/SeGzmta5RKLUPlvAIOxmI81asvstU1vPbME2S7MU4LgyJCaFGT6ZZES/RzWyyBYCyH9Dvv5fTMSWRGoQyCha6DpSz8lp+grwi32GIxOlsDfgaEcggZQRoLm16GR6prcbceJiXmQ1pQ6evZqKxUprRuS08Z7+HHLIcQ0MUx2a9gsgGPu3Auqxoc2g/AbZ7kiQSTG6MeIeBDR2OSqRjiOrQVipCZSEXPpjLwmZ5Kc5VHFalxDshWkKEEcy8y3dRaXI1aFTc5E3f14vCP31LZjtv1nxYRytRNQmxzMXxFuLGk8+1isQP4fFXJFNdxWMbDqJ/VPMooHaEPx/UyMJ7fiHzlRlopWK8qYYvbKMV+bGsTm4vq8a0ZZIiIb8hs+zd06y2k9hqmqg0kEM9a9TtKsSoguEr+AATQSQW7A6ijJfeDBFiNw0hcJqNRD49CpGqHVPWQqiWKNMCP0A5gMQNX74zw10eLjgH1NJbj4FkHML26NFdrWOplollNkLTEMX9ESYEv4wz2syPRHvgAn74LQ87A0a7HaVyIubkPgitR6klk5V24R3tDwMCwdaSmoyoeR52sCLd/je+L24gGg+c/nQCUkuhIPCR+T+DoUZzR1xAc8BshFcHMPEfCkXJomkBVihCLVIHsapgLpuGY3QmzCav9HDRbJ7CoA4UWaOVyMJKK0XdnIDvPhoXX4n59E9Z9M1HFJpomkE+8iffgu4jsrZhOAOUT6JEgEVuSlBpCRFKINlqE2N2M8E+d8KedhhVdiNXfju9kAOfhT/FSTIxcP2Jhc/TWq4lUOIHVvRmyQzOc8Hb8zRTEosRUgKRWa3A6TMPY1A4nIQ95bw/MSd8id6wkNuQswZdHEK29BX1fF2jXAGPULtxhDZDLMhC+ySjvUzStHcaP9YhlWPgbT8HOeAHt2DpkNRD7wTV2YyTWQd40CuO4TqzlMIIjXiZ29VD0leXR2pxGLpMQ2AqRNsRjGIegNbAcIvYR2FOfwJ+YVanAHrRITQCc9SlYyS6+rKNEzXSiG5MxmvbFkJ/D76lq/8FsC0DyMoIX47/9Qxbyo39c5S4gJvdjenNRqhWIEELfgqYNBgrBGIe4+nHk0kuJjW0twCATYcd9QXX3FTzj+UsFB4kvNhcjtTLkH73k0lfpPnrn/jX5+jNSowe/xwvfBxel6/Uy+qGfnPiXci7j/3xcJjSX8T8Ccv12RNN6/1Ebo19/3Imf/Mt6++0w1UpCMQ8zFV84GicurpCYBKF4+MjEYCKh8AVHP/P9L4meOMyHrw9lgDLxXhyL/vJjiJ35JNRJZX6l2iw+uY8hXnyT9jo6w/EIAz1ffJ0fW15D4cFjWE/dyw63kLqugTbkDdQbQ84/41sdengwLya4uVF9rG+nU9igCgCRNXsJNKsBlatgzVmMXTeTY5EYlQI+NpoBmpQuhTp5jFO2TvqO46RYOo3WruOa5Yu55uM36KKB1qYtauNG3gjn0NE2uDIYoH4wwLbiYnDiC5226xSqdnk+FYoOieV4ovgMv+49wk3T5/Dd9XcjrHz869ezu/9daOECdNNgb+V6tJ88m2+GPcjd8+bgTfuJ2w+focl339F21a80tQXSMphbsSp9ps1lW4MabMxKY++ZEHfpHi//fQRvPvcMJ8pWQRQXIKMFpAVMdlWpSZvJizlXP4huGOSUKkuFM3kU+ky6fL+QDx/txat/f4+vHriJs+XKk1FwAl/UoMWsZcy/5XqEGWZNwzYsbtmBMU8OYnf9uqTmH6fSoTxWNihDq2V7OXJVNcptPEOqKOLzvj3o+f5UfujbmStOnaLhwtUsz66BDEhGP/sm44c/TfVtR+g/djSDPh/L9x1vpdnmZWScK+ZM+fJMvv5u9mZX492BvXm+2OC6Nh1x/T42LviFFz0/1UybRYaPbDfGfluj59138/rCuZw7W8CVno5ITKRpoqJu3lm+N03ynBjlTAvhaJzQQnRRAU4CZaetoMtvc3j1rZEkzFyIdWMbAE5rGuNsnVGmy4PK45mAy5u2ySAheWPoszw6cji1vAvzZmU0clCsCBg0jriIPg8hv/gIgMMRBzPZINcWdNc0TiEpLeHgRbEDtgVM6kccDjsmmaaDxhCSeYPNFyXGvBj+jWcRjcsQBvzdbmXDjG+pe5HZ5uKy5ejQpDWVf/mBez3BO2sTWdAEPtFT+dE8wvHYJgL+3ki1lbB5lKATN/kKTEpG61XIcs9HEz3G3phDZtIpLLsyjjMOabXApxrjqG2UN5KZol1PF3MphGdgawOAWsAwAqIVhSIBDQOlNqGxF0EKqE/RZCEae4FCTN7G4SEM8wiuE3fAjtpz8VvXoVRzTHcCUc1A09ag+fah9OuBBDS5EOGrBOH3uJsefKV6YegeQvsCTdyAEuloro7KOoo4olDpKZCbihASGYhAKBE0haZ0FA7gocRvSNUKVxlY3IN0c5DiHUTNu5G7GqERw2dOI2bmoBXNxJIeMX9PVHQkQn+LgLaDSJNsjN0nkJ/chtsjGel+hRRb8QVr46TlIc+aaJ+3I7nfOvLmXY3Z9RfMFJvoyStICrsUp/ghPB1NdcEw8hDlTqGdqgEIipY2Irn9DuT0jhTX2o6seRzLkwRMhaowAbm/L6GMXBJPVUIk5mLX3IbY1ByZWIBvxVUUOgHMBuvQ/QZOvQ0Enn+bSNO1WJ3+jjx9H2rwAMSL7yEOl8N79jW8otKI9EOIaxejnh+IWy8P8cajBK4+hGOnI0K5aEvLoXdZRvibAQS6PYGUhxDtGuNuzUasb4BXw+D3JJXRmQGsrY0wg+vxXnfhpEQ2FYjdEir9jNj1DLo+DMfrgz7Bwrsf7M+ycetvwP9ON4JT7yPq3kw8jXJ8A++472MaA7E3m+hXHUW304k1n4ZvdYnGP1sgtpYcBoxJhJy7kK+eQyT/BPng6TvQvbolgwqE3Qopj5yXD6lAPnKBD9HxUoLgJexEL67Dv0bcUUZaKxB23MdUs3ajlIFoWRu51EH6jyOicbNN+410rCG5+JO3Ei3M/lOJ4otkZJ//NX8YsTUZmX2xjBQuJjOX8T8DlxNrXsb/CPynZAbA/f7b8/8fM/5IxOsryb6APE9mAEY6GlcK2K0CuI8Oil8sITNY/gtkxh/EDzgD7kEf+TznHB9tpIb+cjzHhqyTSvLzr9G8ezcqK4lv4zksYGgJmQGY/PJQVtzUjOS2rWnw0RTqT1kCcJ7MiKtaAnEyA7Dokcfpvm07Bafi7yPrZsfJDMDqjcyoHo9gVmNLfNFt9vhQJh8+g7PtDH83bDhxjA0dq7NizlSOToyTmQRg3co5bMkvYJ40afb5DG62o4zPzUObtRhS08ksWwGvQ1PmWh5v/LCaKoVnCFWtRtW6tam1/yBiwN34qldi393XkRVV1Fu4h/Ibw1w/fQUBPY3FegIAeu/e3PP+KLJWzmPqwBFMuqkHwnYZemQvP1/XmGuWrcetX5d+kVyKSpcnNSeH5UCnGfNY3+oqSlkKM1REs01baLFrFVF/GhX3niKhKIeIP4IlFOXPniQxovHlgNsgYJOUm0PKnrMMGvoiy+5oh/QETX9ZQ5ONy3juw9e5d8qXlM45Q9sflhI7c5QvB7zM+s51sBXsubY22xrWpNOX89jfJpOvbupJTjCResePkxz0UdawScMk7Z7H/G7M7QAAIABJREFUqLFtO6k5BSxt3JEHZk3j2adGsq1aPSoePMKgT0ZRbkB/8hzJDsug4+Y1dFi4ksIr25K+dRuLbI0kTYNgItUsxbdzZtJh4T6StAiFRohfb2rO/ASDSW6M/aUqM/7RZzlsK6KGJEEP0pF4RL7qHwzn9VEv0EHGONu+E/2kx3jDo5xSvGS6hIF3NJ0DGPQQUNE1mPDqKLyUNLYIxTbdorMm6K/bVEFSKlLMHGnTtm17gsSTwH5uCCo4Gvm2zhihUwR09uk85Ql+N4KqH4mTlkzTIVPCC86bLI/q5OZLBjtPUBpY7LtAWKIlZAbg4xlTqN+1R7xQMizbnTlN8YjxHBbwsinZ0aqAq/yF5PiqcQ7w+Rpha/X4za1J5dCO83KdyoIJtksTPYaUtclMOIthdwHANB/Gp+JZc0ytCcXePjq77bAjZbC1+4gfHW8kyJ3s1KthuqkYbiKm1xq/0w7LaY7PnYwpp2OyE6GexWM1Gp1wnZuIRvcDKfitu3hLdgLxGlKVwTAWousjEe5E9Ngt6JH70MK1SM+tg+IbJhu3IjiG0l18ohexfBMtPwWn+UqcY5kYsbqED6ThFBbjpJ0mcqIsEa0Y7ERiCYUIw4+ztAm+UBPcYgsj7GD3boGlfsKMRdG2vY/m9EU6wwiFImgxA1veQNjrTTRq4PqGEkneT6FKQg1qjgob6Hf9hGt9hl5hIT5KIVI8rAgYqRLx5AJiw58k8YYZmI+3xck4SoLnEQmC9fUNoLpgeDEiogyxU7UJ+/MwHInedi1hQrif90KvdZikZ94lSZnElIbb0Sb2UhkSbvkBL3E/zsKOBPddianreGVycOdeh9lgHYEUgfvxg6Tub0ik/jKSax/Et7sXvl1lCLz8Ht62Gmh3zcBa2ZHArC4Yg8bgf/I7YitvR73/JGZRKrGQh2wK6vN7ETftJRp7A+Ox9bj6jRQdeBdnRRfEvLaEYh7i4yhGrW4I7RhaXgwx7Dfs+gbiekF0djJi/VgIgfP5PbgtdmFH4muF168dxgqB1Xc9qa2P4n77PlH3ZpzdaQgSEbeeAH8Q0xiAZs9Aq/8iwsgjstiA9S3P92exb+eF/4sUTPkMIX+C0DicCjsvkBmAKITXb+UCmQHB9vj60mkKshWXwFp41SVlj3WXViDlgmBA2m/H//r2ovrUA6cacmkKHmcRsinoJT5lQ+J+M9HCbBzzC9S2IP+IPyMzb2ACZf5w/a8gswsRmy62mPidzFx2zL+Mv8ZlDc1l/L8HywLbRk77BdH9xv+ajGAQwhf02ov8ksIim26mn4UIOvBHW+YiU5HkaHFH/8d783r3exg67cvz79TcjrK6VDnIORu/ll4Gcs9eEFCqDOScpRrxKXmqP0iOKqZxTCMjKZmTRfEJ/IwIokUKKdOiOWxcD8CjAj4oeSXzxbeJ9rmTulUr8Yhj8kSpAOKKLL7etJmehsbPUT83+6N8WqseD7/7IXbnuBPq07f14vURY7BqlcZesI6O7Ztgtb2OuY89jt6jK++YGj87inWAAZz5Wz+MrydSDtB/28Dq1o2o7Am8KTPQ7+oKQJ4hMcKKRqbObfWzuXvHNq5Zs5+kojyCT/Zn35YNvCUU4+as4/CencgtW/l22hcMmzCVoNJY3O0qUv/+Dv1DGhMH3Muvd/Tgyq2/saT1VczPqM3kO//Gvi6t6f/+BPaVKsPtaxfTbdY8Purdk8feep7hz4/j5xbXk59iYfqD7L6pEWX2HuOLfvcTMv08MeETTlQIUhwIMvpILmN0h7DQkWYpyhcdo87SnQwbcA/3/Laa/TWrUJiQzO4qNekx+1ukEyQUDNBow1bazFvKoGfvI6lMBqmH9pHkpvBLq6upsmcDXzz2HA+MGETVAOxNrUL5swdIjgg83WFDo1asatKMnj99hD9fkECEsEjgUEIiecWFNPB0WkwYx7Y+D5C5YBn5nZvzNDo7XxnBPa88T32pcaRuPa7avI3d0qGG6UdFogR1mC80rlNhGup+9F9Xs/eW9qyJhUh1YlyfkMJPdhFBPcDpqIfpxaihp2FpuZxw0igfyKOeCrDKr7O7IMIdPovf4w75V28j2jyePE/tzOVcvRQmxEy6eRqlgzZv2wZzDMWRxZtofE0j3rUNyibZGDGNukL7U5fbIs8hSb80KEZ9YNuf1BVqOVJrzQqfSavYxZobP3E7mSQUaUjzU7TYBzj3jcHMn0T2d1XYpJVC6mURbgyllcGvThDTwlicxeEkStYisKknXoM1SN/1aAjgCHHbm/h8YPgm4cZ6/eG9AvopIl75S65JYyPCbQxUwdJmYqt61MDPR0aAjm4ekIxyxqJUA4QxjGQxm0IqQkloBVMNQVf3kWcCOGiqDEo7QzKKQiQ+owqggZIooigVQ2mJKFWMLJtPQm4GYaJ4jkGSKKbYNPFHBTG1CUQCStZFCR0dB91TCC8XTauEa55DlovA6TIIsRVNVMXvJOCJIuyYjkYiyuehOS+A+xZKD6Ma74LtxeiPjYd3csD7Eb8XpHjIY+jvbCYmFqO/eS364JlYjg/pOSizFfZHtbEe+wIz6iPigiYknl9gTG+B03UputCwTIWKetjKj48iwo9OIPjBQIQ/QsRdh6k3x5Y5pNoZ5PujKCUw/CGcc2nopQrwai7GPFcTzXwW7/SbqGtWYk1rh+1PJaBZxD6+B+uhCSifhv3o27jj70MPpyO0dzHkM6gve+OOfYzAmkyoeYaisX8jWKUQUW0LzpxsdL+F0+wntAPdsD5sQmjMFPQdGfhlKWSHk+hfJhFZ52E8dx3R4zMIVo5P1tobd6KGTEVQAWmuAUcR2ZdFoLqHWlqWSKkIWtWjBAJxH1Cvq0CfIXG2pWHWz8MyDmInV4GzQ0F/HX1KDuHBO2FQx5LwzongC0EsGShEZoL5QhLejCjhlyCYnEA4Esbs9ihMnYjZNALYxGKH8Pmy/jj22EXk+174bl+PeNBAjr8QvlloVZDq4CX1PQ6j/yk5KEcdYww72w2B+Ycvul6WQKnfiORUKymXAf0BhC2R+kgYmQXDDv1B2m+aj5YqBskCCuPfre6OxjMG/vHRf5LOQqxKQrYoOl+OrNAItPrfs2f1O8eJmhX/dcXL+G/DZZOzy/i/GrJ1O8Tyxf/l9ov8kvbRf0+xGNlxmkDdckR+O8C9rary3VPxfDK/w5q7Dvu6Ky9pkwkcBsQPS5EvDKDsD7NxrqxJXijEel+AY26UNz0w0ViEJLLhFIEm8c2Sf9Is8uvXxd+wCpsMaJRxIYqYb/ZKnruxBf2LNcoHNWIrtuNr9Q9aqgOnGFG5NC9MmYvofSNBoHj1XqqEXU60r0MIOKxFyLyiPtYXM+nww5dM/PBFDugmj/pTWF7kkKRiiB0nubleBtMVmD8uxLm1A86jQzA/eIOHjADPSxfbEVQ9dZAyFSswoXVHuk6YSrSwmFKmorhNPQiFSNp5ghXVy3G0eRt6ffQJS+5qT5v359C+S1PeNYNcsXYnA66qTD9p0FzbQPW5BSy/sS3FXpStVmmqBAwqnT7FNz360PPLT0k7WUhhrQpkL9nC+g7ZaEohPZfi1DRsJFctXc/mpjXxKRCeRr7P5EhGZabf2oMBk74imJvLqCeG8eprwwhZJneN/ZYvB/VnY826DH5nAvOuqUei7uKYpTEjBRAUVFpwmMPX1sD2ayREI5z1BxhXtS4/vzmGja2u5GAwSI4pybuyOdlbjjOrUQ1+eOAxPht4H83nbyZr606+7X8He0MhKifolFdh1tVrgz+cQ82juykoNDjmaXQyJSc1SV5aGutOn6ULGgWpqSTnFxATOmMNxUgl2BVMZmVBMVN0l68Mh32uQSVXw6ckQV0R8gS2BqmegGQPV5nkOh6JCAQ6oYRkcoqLqOFF0DSNU4bLDnTuVgZlggkssYsIxwyCCkBju6aYqyl+FYrjwHRbJ6lGbbSjG5il67zqXJpz5mIc1/xUVH+dMOuQ3yIrap/PzrDPb1I96pTsS+Kb/6OaZJfjkIGiRfAwj0WrMtecxU7vFiKAM+B5vI+6cZvXmEVSJwzUloqdWg007XfCEoexMg336rzzZSkbILQzaKomSiz9Uxv+BkJjvXcIUz2JdIejG2tQ4iUM+mA4txE1myPErUg55U8/4w4nRraYynZff2q7USy3ENsoDSTh15bgigUosx4NVS6blcRzx4JcD79nuBK90MV4ZIUjyJNJWF4UL70Dn588zQPaJmIjh1Lphdc4rD5G01/CFRqm9yQB8yXyND/+aFVA4D3+IPLdIWi+OahuI/BNmUjUl4KhHkPIxXjOYoTfh+a+DNqvGN5mdMMkbJZHBVyUeRbvbCKW9hxwGKf+m/j23AX2WqAqYXWMBBnBsY5gGnUwZR5FxSkEv+yG9sDXOJEUTFPiJedjh/zIpDBGOICKWVipYdx8PwnJxRBKp/Bvk/F9dweRH+uj3bydVGmSV20viTEfkbMVMKbXQIx8E2dDG/S8BJTPQzbYgbftKvBH0aZ1xrrhR+y3h5E88ANCjZfA130J3DMRedUGnHk34NvTEJJPEW1aC64ZgDWuNxHdhIxcVJPP8H36DvYdPyJm1sYQmXi1qyLXnyGBw8S8V3Fmz8TsEjfTMncl4NQuRttuUpwkCd74C+bu+YgHfcTGvorclYyoXQjlILIigeRaT6KLxwmN60fi/ffj8gPum99hDd+DXdQSOIFjTsN0ukM6kAuy9hzMPUtRlVfgpi3F7PE23rAnifyWRKDlhQ27sSUdt0Eu7vVgzIHwfgt/lUpEDx/AX2sywuoZ1xq9G8B88kJwDtlAIPbJkv7/MpR5ES46kzO2JOA2iPuQGcZzuO6rl/TzZw3JCNkZ5JyLBzgyqxKCfZfUFdeYxBoamO9fmi9GszYSK+vHOvbPTd30+Wl4L4Rg5b8XgEDMS0R2umAWbuvzsbxr/622/y58zlZi5p+b0F3G/z5cNjn7vw1VLn/FF0Nr1vw/ql9ZQGmAxESAf4vM2OMnc0wFEfPjzsWBllX5VkLCRWQG+AOZeVJz+f1MSt52Dc9t3cyZ5nVZ7nhUbdeZprEI3TzFdhSLSjRBgSblsb6eDllVifbqwp2N474wDXeeOU9mntUk2zq0Zc6bn1E+qJFcuiwd/5HMAFQtz7NZVbBrN+JA1CW/XAbBfQeY1LoejcqU5pDQyVQBfL9uILtdLX59fyS1PT/t3/6cY4UhAqPG4Js8B1k3gx83xIMRmLd2wP1qFuYHbwDwUUoClQYN41SqhqpYgTNly9F1wlRSu7XB3+wKauzaStlQiHswWJhdgSaPDSJ4aAcJx49S5/tF7Onaik9EEGlE6D7qVRqkVeC9515jd2IHJt7/AK1+WkOthu3oU/Mjfm59PZ5hcee0nyiuXIHjNa8g5IXZk1ARp9CEmMs5K0iNtz4l/XQeumvxvaPwEvxkzN3JtbOW0mzfSUrlhHl94GCWtbqGoe+9QaMlW/BpHtPuv4sfunWjwd7dfNL3LpI9iRkz6T7hJ4xgkI0NmnP0mspoxQ6HS9fGC1l82H8wg9duJPPwaX6+rhdOxWpUL/IY/uz7lMs9wN3LNjDt3juZeENPDl55BYUp6Vzx0RRuE4r0YofetsWj61fT8MBhZMiilHSZOOZdzmgG/qhBxdPn6Kib6KYktTgXzQJ0SW/TZpJPx7CLaOEJ3vf7GCEMSgXASdLRUzTcBI1gCsxKgBxdw8DlcOkMjmkGeT6TLsqlejiXKBp3aAZpSUnUUT76KYN3HI+1+XmUi8XACZPshblROJxSGl8IxdqgyXbd4nrLo80D/ala7Geod6nj8FZfvLzDjZOYiiqKRXz8tUYwuozBDGWyRZkkAo4jeVIKZns6+Z4gVuzxoScYJQ0eVnF9T2V1PW2/bseV/u0s1Ooz6sZb2FBCZqRVjfyxL3HEbkXbWDIheQ0Au4SGpu3jD57POb9rXzMxA2dAG0+iqsDVLOZ1txSB2QZb3SjT7WymaZLKSHZJhallgr4SPTgKM6EremA2yncvUd8AwDxPZiR/O28WlwpYjKGRORlP703tku/ENpIxfJsRsYUIVZ99Ygh29Cw73M54dj+Qa/Dci7REchIq9jThj/shNIXReT5RZyE9r36HfFKIPPMxh/xBLJ7E5EeSpMTUR+ORRIoSWP5j+PxHCIwfiN88h0/OJjB9MNK4FctrDnZPrNgSTOtbHL0UnqqLprYTMSpDtBTOuBoE8mbgNVlFghFAiKNoxkR825qDHcSjD1KfTVJQEdUDJLs1EFYehXY6UsQIJbho4QB+UUQUAUOGkag0rFAqPltgmPnouX4sv4Z0UinyR0j8pjte6WMEbt5NijQIvd6X1COVKD5eEaPNAGJdd6NNfAJNKqhyGm9bFqL0aTTDJnF8F4wu0/H7g/gHD6cISeKqlji56cQ6/4Ic/wja8RrErlqNGyqLteAEvjUtccpEMArLoD3/Mr6H56NXPYQ2/Rbcvq8SK4ogf8tDLm9JkR3AfWcOXnomzoIAfv8Z5OMVMPVB+BttJSmrE+HvbsL2BlA8+i4iK7KgfsnveRqE5xHuvY6oUw7jvpFEq92Gm/g1PBPDLXoMSrw1Tac7Fq/hy5lKdFo1xL7tePI1ZNFStLoa6rbngEQCLTUsfS1i4GCkbIDbIBfSBEYJrwhWs4n9dpRgFfA29IFQVRwr7wKZCexGy1iN2FJCZm7RgUvJDHCezADnycw+3wUtzghX4Lr/EDUsK4oo0dvKi7Q5cqmD+X4E0eLSwxBlN8Y6VodTmh+qCaA0GK/wj/CuzYuTmUwBpF1yT77wJyZsnUKIKQnny//dZAa4TGb+h+CyhuYy/vtRYlr2j4jtOY2vZrl/2XyYqRjpXErajYcHEGrfDv+dt/3r5wcTocQ3Rgx8ic5vvsSsv+BB8qFhiI9GXigPfoU2rVuxomsHjvkVlaIaonlb3lq95Hyqsn/UjJub88hqkMbe31959DgY+DA7hUudmg1I37WDkztz8NW5kAPgfKCa9TsQpSrzRKVkxhuK7i+M4YfhTxCuWJmck8cpIyXRdUfxX12D0naUk4fyMUtCXb8mFMP3nmF3hUpkBeKnXbGZS7j/xrZ8df0NMO9XwmuOELy+EeqKaiRuXntJnKdaX//IyxMm0uuZV/C6NCZp0lR0PZFdvbpR7cA5VjWqwiduhNMvvI9/2XwW3H8f1W7uxHueR9tBz7Pq3bepNW4c/g5diS2ZRtcvv2XWIwNJHNCb18IhklPSGf3255xsUpkujW6n/o31uHHJUm76eirrOreiw7e/Mf/+a2j9/Ub2VE+j1z09eW/ZCmLBIIHiCBXLleJwwQnej+nU1wTtlcJI1NGjGmGfi6/YRrkWeA7bG9Ule88e/vbxRCY81JsWi3ay9vrWOCrEyKdf4Nl3RmHleqxq0ZQ2OxaxtlJDHhn9CafSK7K3bR38kXy2VM8iKzcHf7EEw2BfudL4XZfhfYeQOGowY5UgN+ARjEJY10lF8E3U4RlLsdK2SQ0I9P+HvfeMl6rI1v+/VTt0OoEcPJJzzogKKoIiooKoKCKiOIoRAygmFBVHMWJCMSCKOaKjoChJQImSc86ZE7t7x6r/iyYqOjP3zufe6+/P86p3pd2nz65d9dRa61mmZGtOeYbv3c9OpZigBabn8FAswd0EXKOgXUQyJ5HLjwWFTLcj+MVpWkYku2SasnacS7yQ1UoyMYyyxXZoJgSFwOxQU3TljWR9/Ba3Bj5LfUUTS7I6cHjHjjJQSuLaY7kZY4HWmF5ASy9C0izixafH0O3uG+jm+9zSpCXOqmU8EygqJEKa+BH6+D79w5CKCJpEIyjgRjNkr5Y8FvgsiRg0KC14fK/BGKUpAfKAWTpKdZGZDSMsgyH+kWyzUWsFjp+JA9hvGZT3lqJEQ2THTrw3fTJD0xNZH+nKEKM5I8Kjc0aUozDYR5ms6SDKodU8ygRvEnluHUNuLaCj9okBj90SofKrDuOlYgtQUgnkLvD9N7Cs6w+PJjkT/FYo6zmi/kIcq8Ux74C0u4xYpDEdlWLqTBvd8TWUl8YwbuNQkHc5oLUK6aVDWmjFRLMvL0aG44ab2KMbY4UNgCIgTsi51Be3s0yXIss/CUiRHNUU+3aBIfsSqlfQc6sTa/0jab88IvIE8CQQw31Hk9VvANAMVzZHU4VQ+NjhSQi1kdAvJFqqGl5BMVErRTIyF1HcDZFYhQg7gr8GZQikbEvUWYlTZQvR7dXJj/jY9jaEVxutIDR2g1EG7fhke3H83IEo8wX8kiQxEgT9X8B9/UZiVhypi3GiCtuPQyBJx5JE418S3XsRJSKLQFkkoj7adtA1vsL/+EH0g8+R83V3XC2h7jzMA+Xx9lfGiS8h7tTFbbgMdf5E+KYH8ZUFJJf1o1TLGRSaFYhFk3h93yZ6xQckS+IYF0xB5ZRgNVwEpQ8gBj2B3W4JYf0tyJUxHL88xnWvY71/Oc6vjdB9fsDI24g1/zOc8CmMwmyUZaH9bYi+X2AubkOwsBGy41WovPn4D1skfmhD+NgP6IJmCLUQb5hBeFmMrMAjbOaBbI30nscZOxz7b9/jfhUn0v2gObC2hHVRxCJJ2C+JXKyxoovxnWbErS2k/Lo4k7OwzumDef8H+L1crKYxjPPOo6Tvx0T7ONBawvwMYU97u8l+u5BgwFogEyMWdpYYPyrCxw3sjlmEF9WHfXMydVfZiJUKuSBDUGx7Ol74GIQ/Hl6thJ6EFueyIBLQyj1CRCIswaUtx5NdjoqpOLrj78odPZOoaH9kfrUzMabvxI8cP0bGi2zCdqtnLqx3wb+R38uh/XOI1+PoGw71Kw3k/1nzE/gL4ITL2V8I4kEbPfyP5RP/f4fT2sPPM39XvC6mqJ3+z1qyxKVXoz979/C1cf3thG+88Mft+w9k++sv8oytWPPAM8x87B4OpQQbJQJu1ibu4r1c2Kwik1CsExHa/DiH/E7Njx3oweFs+fu9VFUm6qPxmEPuxGt1KrLjRcjbMgn/3rVCOiUN8mzYpstyi87nq/p1OWXNKpblVWH8xt2ckyW51SvmZSx+qJrHOVu2I88+n9XTv6FOKLEfG4k39A4A5JVXs3Xsu+TZgB0FL7M4pVYWEG9Qinnlq3PaB5/gPfME3HYHauMqWg+6k3mTfiBSphFO0TaiIx9n11cfcfXQZ1ivBKebgseG3UPKc2nwzNusve82pIBqdw1EPPUkYskmUilNrF0NxLp8Tl00h++696TUxo1Uvq4P22f8yFnZpRgZi3Nd3/688fY4DuzexkvPjebZh++glJ/ilM9n8eaweyi3YhqV0wamJRje72bu+vAVShLl2FyzJo2WzOHRoc/w0LB7qbRyN7e+9DzDRj/LNs9lwMcfU7owZNTg2yhXsINAxvj4wsuY0a41Lz40mLd7XMdN33yAm+8Tjfi4KmRHlbpU2bIWbcQplJryymNvbi5WwR5CQ5IjTfKNKLuJ0WH6Ai6f+DnXjB9L05XLmKklz/qKDVIyLy65xdE8Y4XkOhLPgPVS8IXSzFEwB1ghJA21Ymc6gFIGyWKDC2xF55Or8Ni6NWhpoKSkyBBsNgwaGgZIyU4vTTkzQV3fPbzsv2mGdEqH1LBs6krFZG0SES4vmxZ9iwWl7JCvTYMOSYO60YAWSLah2MsRweIzUUxHUj4nl2cL9vCGaTFDST4XLn10hAVOmrOjUXYjWBYNaOwc2fgsDyOsUimaxUIu9mzWS8gGRngezVWMsfE7GB25Cl+XIvCvg3AuGUe0DHzjdqzwBda7PqMiBs9SFw66svxWhXZzANWOOvyVsiNK/YLsB2rMvWAMA0BNyUWefXzlI1ssx9ON8LxPsO1ev6mtgJmeTLEUxCKNea5UyODCmtjWu/htN6NnNSBPb+I8VtI9fIx6WuGSx2KxjS+EZnrwNPvswccOqW4Heez7xVBPExiVKMup7I++i0gPoO5nddnbcw273Vxyommc0EJ5FoYxHStyPhVRdFA2HVR5RsbGMTbdnn7mRLYabXDDHfjVwNjcFrBRojVR52vS2R46nSBilICOIcRuzLA8SoNQO0jm1MKOF0JRClX+fFI7fibiKYSMI60sZLQAxxFEr3ge/4vBaJEmlrJQMYtAKUwtcH1IqBKKEwnMyGcY18wnVAHqhRHIy+8mMudaHFkRtucQabSQYON8dOEAVFRi2MVQHAc64VUbhdiYiyXbwtiOoBT+DWMwghhmpe3o13shy6wl2XoT8dq7CNIhNpXw2z2IW9yWyNyexMMD6LLZiBSkZjdHdKlJZM/nFJkmWWV/wDlQHbPrQvyvusEnF6F6T8S8cCLykzvwVmYh7QDhBITdP8LedRHqjAcImk/HHvcz4vNK6LY7sBZY+J38TJoXeSuol3F/Lofs+BlmWAvlbsSd+zdiWQcQTfYdfAYak1q/jnido8mBDeRAmRaEqi9GwdUAhE/Uwrhv/bGP0CIb2fxmYCQAjjeFqH02nGEi29wFz81GiA74Zz8Bk1pAy0WI5fMQfsvjzgEA48cIp5/rMFX8gvCrYVtPENq10Dmfwu6fUfpFpBj4h/3/HBXI/EAet2Pygh38PifCn+GCCHzjIuwf0N45h4uDdaUxax+frIhHo+iH/tgN9gT+WjhBaE7g/xzU8BeQD97+L7dfHVPU+28QmEcRPMSfP7ev+XCjdfy68PVvMG644PD1iHJlyC08wI1HufTKmvVRG1ZlLnJyoejIxumZqMV9s3bgtzr2RKoWsB6Iri7h256nc07nc/D25hP+7WYSC2YS3H3wN1q5iaF1a5PIidEmWUAnDMwpc3EKCtlyQSfK2B6liGKv2Em1FatZ0rwhsdoVAHjVMLgpDOkMdPB9Hq58Ep269mTyuNGYq/IJ6peGchW4/qxzmfHpe6wqlxE0CJYXYjbKRTz4OPVGPEL7W+/hmyWLGTT1S67SJr+6km62Qqzaj65flsUVqzImgK/YAAAgAElEQVTwpTHMrlqdoLiAlWe3pK6R+Z/5dw3Feu6IK0HT7yZTc85cxj98HyWOSWLuPAyZQ5eZ3/HRfbdR7rn3aJZXmkVz5jFv9ONMuLw/V4x7k/fad+PihQsY/MiDvPfQXVx5RV8m3zaCwvq5TGt2GjJm03LRdD5SHgMnraDHxI+5/8O3OWPcN+w7pynCkZhKM719e+ot+IV8V3H55FXMP7sVKhoSpk1ETjE2OYQqidQGrudSULo0FdLFWCUO6agJqSjK1MQjAu0LUsICaeDFU9huyIARrzH6wbvx0wVoFTI9txzt9hdSaMcoZbqsqV6HnzauY6hlMivpca6ReT9fFyjeem8Cc648h1PsCLtigkppzUeeRVcJ+0mRjMS5NPTZCSxz0rgxk87a4seIJEx6uDYMfm4sw2+7gUhUsDoMmImmKnCNZbC+xKWmbTLTNDhFKVahiAMGUMUxOBANiQFZaEoQuIAikyVDkjm/LdJQIKCp75FvxPhZKIrI2BtcMluWJqGiltLMtg2aSsljfuaM1QAus0/jhbApz3tvcrMREAL64D2aqThjgmKKDZPLDH0wpB7MyDLuLanHwDDgRSPBSEtRAhQGkHucsJ6+SN5rJdELjrjJ0NaEuWXxGUzI+cSAkNuQLMO2/o6UTfH8q1FqF1CAUt2R8isAGqJYQRywobcNH2djeN8Q2reCOBlENRDtULRGSAmECAEagfBDtJU++Ou4oIuAAoQ+ALoE2AwK/hau4D3G4Iv7CfUEPGMcdtgdQRU0a/DZhYhrzNSp5ASzucd4mKHOA5imhyvmoHVFDOMAyP5odytudoCe1ZhYmzSufJuIuoS0X0TCaoulnkU4bQliLsWmIhbWBRws7sBnJBj9sdN3UWBXx1KKiHZJW3Es6aK8AlRQmnhUUJSyyLFTBFoSKg9lJzCcfeh6BchteWgZRw66F/nUIyQbLsJe0gIjOh9Z3JKUGUAYkmOWwuU+rG42YWEcPXcwppemWEQxX+mOGPQt4s57iH10HeGkzoRNFmO5grSIYbsWOnsd+o5T0CPWE+QeIGtPHiXlHXyliRekYdxguPF8DKcPZpVd+C81IxwyE/ledxhyDupvWzGmdiEc/S3G1wG6+3uEnWfDBQ9g334egRyFiO7ECrPAKiSVSqHJJfZZQ8Jhheg3EgRWCfLiEFl8cAI8lYV+YDW697vw7luH40qCx65HPjAXKRejL48g7zFJ54ZEazugZ4E4HUM+SsgHyH9sQHU7suMPluRgNi0CpgMZARi12IbLAoL1n2M/3Bv5UEW8cu0x970PQHh/X4y/j8OcvxhvcAvMXzaAdwNSdiMIb8f5JIcJV+XT0zMO3+dokYCQTRhUJ1RTsKKNwNuA4ojyWlTMx9HHumL/GZaICI3yfsbY1upwmflJLYJe6/+k138GqYU28RYnDoz/yjhBaP4ikIvjqGb/vln1rwTdrgNi9ox/2m6EpRni//ee2fT8hcRat/jnDf9NDDXhsQDEgi3oVplcE8aAuwlHP00poA2KH44KNdPrNpMoSpBqWY5nTcUUBeNvuRvrpWcBKPPGl2y5qivRtQXI119Gvjwcc9ynbLzuElSYS5OwmJ+0QXMRMtMLOX1tEtEoh7UE1MHkg1Bzhq2puDzN3IblafvrMqzmNdHNW7Bz6TJOCn02aJOaIjjm73jy/B7cfu8wTul9IbO/nU+XphX4CigjBeRVg+1HKdac0h7mzOT7MKDjirVoDMSEWdhDrqX1pNlM6HEBd9qCf/z8C0UNaxMs30Pl+bPY2y+TP0HP2IZhFsJ1vWl7zY3MankKkdIxglYNqf/tbCp89xmfvf4cm6rXov6G1WysWp15bTsw4cxuzJj+PYveG41QYEdzMHwfTAMZCgIjRAQhAsmyclVY2PUsxl14Lesa5DHosq7kd+/D0KcfIRmVCDfKEjw6SEngJDGiBpNbd+b0GTNQcRfbNxDESEXTvBdGuMEwKDKLiRVKMA0GPfwCLw8bRLGlIZlmec1aTOrRl30VyvL0Q/filjGI7i3kQPVKfLCrkM+zs/ho7z6Wl08wq++d3DPySVzlsrlFW85aupiFpslMfC53fEwdw5ImyoRLSpfmvmQ+nVyXXSS4XiZpHcDDEj4ys2mIw/40VItLKgSar6XPDaGml5KMkYoSL003O87g0KFcIotX/JAbTE214gjxWIrHRW9eEacjWl8OCzcRJYGDZGqqKx1jo9FqDUqvQet1lBNwjf8rLYIivh84lC2jH+FGx6WXnZmbp6EYaXts04I+foQ0sE2lOVnG2KZ8fENSQxsUR23K+m/jhX0I7QnMLT6bb2MmriF52pcsjnic52bU1yoA2ziugBGKxgQMBtpjsolOupCfRCUE5YEQi400YAmL+AlT9sOomsfJm19khPseNZWiciJKleMkyj2CsoCLHVuP4+Yj9FLG+QO52tyJUh2RcioAYnwWukcJkAWqPBoTIdcCZZH+HSjrqASCogvo7393p5heSKDX4ctrOdoyZdsL8VJPgz+adFkPuzAf647RiDd6o4PafCnP4eKgBlH9GlpolFaEajOIHYTyUfCeZXHiEtp5i/FCA9VlOmryZQdHz8L2nsOzHySaWowfexTP7k4iWZukKIM0n8cQ81EsQxl3I4KehJ6ALIEuiWLZNlFf4MeLSUsf6WUTtZMEjkEag5gyMBSEdoiUBoFjIK3X8OPXIK76APHlecR2lCNAo3P2YSTLQvZanDoB1vJamDe8QXrTo4jvd5Odc4BgTy6WgMJ4ghUyQqO5pQnbbKXuD+XYcl5/vGZnYM6pSHhSJaxsB2d1I7RKYp4+EmP7BYh+LyJjKcISE178CmmvJVJSCq/UNoxEPmpHOUSyOsEzNxEMGYR+bxBB4xXInVlEzAjqlfWIL138qbUxT5uPqFiX1DxFbuNJJAuLsKNnAWBtKk2wVRGWSRJpNYfQn4oyBoMHotRl6IJPkY8YeI9/je09RGr6r+R0zCfJKIwhfyeskcK6VSG9Xig+IZiVg3l6eWA9ZETN4OKR8OUdhK/GMW7K7BM8YzXqzWZE5vuIV0KOQVMJSw7GkNWVsEZhTMshGRYRHVCdBm+9x8oz2wM2qaUJorcVIoZWwzt5M5F6ChVZg3QzyTtDfzVWIhuv08mYEzNjSnqgGI88SPX/K9D2pxjpb0nJvx3jkvZfwiGlkaMgOQPFT5mLnhZ88a+JChyL472JTuB/CycIzQn8r0P1uwn5zqt/WF9Fgq9h13/o0TIuvZzwYA4aVaM2cuOxqivG8n2Ejcod9qq1Z67Ea3+s0orqeQ3yi7HHHb+3hA9/o/bsP/IiNR8eeFj1v2qVamy/63HCO686pt0eIlQgo5aTDaz3Azzf4OR4Zo6WJiN0s/biy5Fffky4OZ8FlRKUy9LUrH8aLM3IO6/OMenyyRwuvaoLz85bTnG1qqxXRUCMhlu2U7FmZQ4cvGds2jLSZzWmQ5Vq3L9xA1VjObQZNZINf+tHfqQiDbx8xhia/qHAvLQPRcOfJSfu4/smol1z2tx0I3O27ka+P5Z+ffrxztujD/894ZwdWH87jx9knErrNtBszirCbz4hcu+NmWWgYmUoLmK579PI9+CjTzn5QAHp9p2JN63B/Eicim4KonE+zorRe/5K2jz0AC+Ne5fSsSyG33cX7rAHeMI2uL3PLXw98D7OWjSPyuuX8OllfQkaVyNpWexLKg5UK0W1TTsojsSxYy4N0ibXD7iFbtMm02TRalQZycaTGjK+y4UM+HwMiW1bsKwovgrxrNJYyRJEIsWq3JOpeyCfZGWbcK9L+bTP9dkWzwufSIFG21FEoMjHp5K0kEqhNOzXiuzsGKGfZJOMcnJJkuWtmlF/6QKGYXFTGOJlZdPD89gDlGCSRUBSaxp9OYdNPduxJGrwqO/ykGeQlVeRxeUrsn3xr5ypYhjaIGoEGUW30GOBLRguJN9EJWPSgkEYBFrzkAz5UoRMsCSznYBzfZdXYlls0iHfHfy/XSQlu94dz139L+F+z+c7z+eFM8+h+8yfMcOQlUJxr1WREuogOJV6ohVrdT2uUN8xVTbnfe8GasvNVDHPQLOWxVYRk/xC7saiFtDGkIwXs3GCtkCUAfbdDOQpBgZP8Z3ax0mMYe9B+8skbXOu8IjTkAXOAl5JRPgilMckt5Xk0Sg+jrWBxPWu4CZ1gFHSBpGLFBWQvAvGxwhRGyFORojK6HgEUjkIvQOvOA8j8Rpar0GrVSj2gMoHHFANQG6Gw06j0F4pnvJ99gH3WxbLpESpx5ByBGJ+At06ibTeRvmHyIJNJU5mj+6MVN2B2ghRFlOAI84nNN9BuhbCsxGmImLZaLYhzEqkg4x1BEBOrw1nLCAwDxDqz4imayKiiwn0K1jB90gzgitnYOs2mLIyjoqSnHwapTr/iOO5GPbNKLUSETyCNoeQ2eV1ADYxwB7Ah95jeOm1pKIBQm+D+EmYbkDSg3isNMpZhSFr40YC/JIiDHMagt74JInbAjMS4qZstJLop3tiDfkEGYSEQSHKysKMZOGGmpixE21URrgb8VhFIqxJOlYdKwA/TBA3HFIdPic6/SK0sAiveh+9oR78lEPq8zswZlXAenIstulREo2hHQOzTStiS6eSHNUHWv9CtOUS/JgFrw5EDptIKG9DbzwNa82N+E37Ys94n9T9YzDbjCec1gW74g6M76/Cv60KVhuBuvpUuKcZ9qdd8PuMhQefR72Wh3nXm/hNrsOYUYx72hTsudcCHqJ+NfSqjYhVuVhN1pL6rAX2qI2I0VH00wHqc49gEphNFXbZTaR/aobRqBB1jon8oRlG7hDCwl4E4nqCiZ8RPS+f9LIs4hEIXvQQy3zk1MwiqLrmICdKoD+UeRMOZKT+leyMrD8FVhy9AGWSSFpyCP59I+HxQ0kzj5Xx+9AO6e1VBbZnFp/iQytOPsb2pThP9MR441ukURdSEKgDmLIM0ppF6L6CkB+Qmhsl3jaBvKgQ9XXmkCxCAS6l+CNcg8FYwsMKbr+DqAY6c4CmqIZk83EaAZ9F4W4PNv4+1cLxYOp1BKL2kYL2Jt4vM7DDU/+401GI+utxrFr/vOEJ/I/hBKH5C0AMt9EP/r9nCv0z17JJUcW5f6RA1qotLJj7X79xhYp4I0ZhX/vHggCV4Lh5NI6OKeljwPvh8RpBoaXI9Y98/5cNuPVg23ILltCsdVMm/2aq7HYDKkZMlnk2jW2PA47LuzLC5dritIjPIeX/9KLNxJpnVGJ+cT3iKpdmsTQNgRXAbNegXSTEnbKMiOXw1IXn0+nANtpc1Iurp/7IVUWFtEtYZDnHvvizpy6gYPkmjFsvoSWwbH0hS2rGWWAJ+gQZv50NvoVTvRIN58yDkyuRRcYVyAG8OQuwT2mF8+Ma1p5Vg0YL8rHefIIGbzzPzm9nsLlbF+JDhrB51NPUKM4clzX8fDanXtyGvP63MfKibgQ1muK8+gTq9VHMiBlkxcsg84vY5hfSzYiS/eobLLulH66ZRcL3aaQ1H9SsyVO338u4O27js5492VWtBne99CzVfJf00o2saVqXhOEwODB4NrDYKhyiEvIiFoahSJsV8Qv3kCsES2o0puGWBUgVxxMGTX9exqb2tfGlQdf3xjOxZzfGntKWfnPnM/msTjRbPI2coISFfi7tYiYk85EihtACEOzLyiVnfwlPDbqdu55/ht2xKB28FNtTafaXjbDItWmjPNY7inJGNs2mTWRZh/Y4uXHG+j79pEKlfGoJk9nap4KwaW4JJtTJ44tLBjLniSFMDg2wFAeiBuVLoLsRsB6YrUL22yaGk+YeGWW2hJtNuDNpUOaLb7n0yvMZrxVLLcENvqasgm+iUcp7Dr+4HiuMCF1X72JS03JcFhp01ZKxQrJXGWBqOiiP7cCWwOVlYfKUYRzzPL2FxXX4TAhDzv9N3c7GPguXh5wvTgG1GICmSrFEHpozNtXMu9hj9McPHiYIP+RTQ3JrGPK+7bJLdOZGdyEFwftIuxGTjQ6Y5RJ03Ln+8L5olbaoLzKnrqpOQ+TaQyfF5wA/AFBH2qxVJyOPIhpQgBY/ouRXaPYAmwB4MPQZbvzW7zQLFXZEGv84eF0O+UklIr2+QUuBp67mhSCXe+TbCH8n/eVZ3BRuY6aUPGRXYzf7gTw8+wtsrwWQALWQrvb7TAweOeZOYbUL8Xe/je2djv99itzzPkZpG98SmMYsZNAdJeOIg3EIGfc1l3RxQ6QlkXoPwuyOUrvQ5hJEUAcOynrYVjEi+Q9E0JmSLBfTmILjNcQ2bmKAvoQ3vOsxlCYwokQth5QdgB9F+SYRrUAA8RAVSJzAIksmCbTA9EM808AUitDcjqYGLiGxpAGRnmj9NZLNiAVnE7ZagRDlsI0lqDIKd9B9GGPqE1t/B062g/PwcOTdIxBP3kPW8HvxLr+Z4I3PiLoBRbNrwnkbMYoTmMKFmy8kPvZH3EqzSL91M3Lk3RiTxkPF8ugtNxOOvQez9E4MkYXTcwpG+bXIrd8iVj2FdcZ8/OJSxIniNH6SYN59SHsTMl2IO+Ei7B4eqcU2uS124X7REnmVxH93H9ZlPxIUV8OM10R1zUdu+xbvgUuR7wzHnJjJk6KtLwnnXoJeqbCuBKPebPTyOP5tzTFeVQTdbsX89mX86DKCOU2INdOI0g8RfDISfqyOMWIJSrVBysWAR/BdHPO81EGxgPtBZaHUVUBlhJiDEK+B2AtiJaqRJFi1DLNdU+SsDNm4xFB8HtbG8L9EJ3JQXg2cyByikVNIzcom3uSQBHSc1IYo8ZoZxmEuXknQrAHS3onyKh9skwAMUks84k0domU24RyofrCuMrCTf4bgGjDHHp5av7OqHIKi9u/knw9Br00g6iSPW3c0JPeheOLYwobyN2Tw+DDU3wjlm/+03Qn8z+IEoTmB/3HoDp0QMyYfUzYzqmj/L+aD+Z+A/e0veN2Of1KzMqJp4P7JnKlQGfbspBIw04LaR1myrXsfw39y6B92PYR+w/7OuB434yyeQk6DxjhtM+Z9Z+pCoh1bsMbzeTFq8rISh8/ZNrgm5YXmrDHvsazbebiBx9JqVWgiPSJrduLWrcyFUhKimHDwnX2r1LysBCOat2FIKg1rlvGwDLl/9KfkVKjCikvbUm9hPkHjCuift3FLhyqMumcoPPEocup8VMfWEImiqtZElhSgGjSm1JRJeJvzWdG4Dtt0CUtO78TQVJpJ82YSi5Wj0fVX0/KZJ/nCMpjd7kxaTprAW4bByzXqkNq7h/JOir2A9ezr+INuoACXd9t0pGlRIeevXo770pskOpzNnjDB+ia5IGLY5SLkpguxwxgy6VKQrUjoBHl9ruPj9Su5aOSH5LXOYweQH1O8VGKTthXffvE9j1x0Ju8Jm1eFgdAW79fqxan6V9x0PlV2bCNvXQEl9cuypmotquzYRqQkyU+myal2wIEq9ai6YS1pbZHWxayO2jSJlSFSuB+pBIFhMl+HtDZtPnThyqhBYRBQ3jZIOUkqDn+ZUkPvYExgckYIb5/RgT4/fY8RTxARCqUlF4U+94QBLWNx5qUdrjUkqwOFE4NYyqaCFfBY4HO2UsjcUnyeTnGrdnBiWdR3Miy6wDMpZWc2MRWABZ7FD9Jhi4ABfoKhdglvygxplY2bIbpeTtURD9I7VDyydg8965VlTNSivH9ksX819LgiFmeYDrhRBDTwTMZEDMb5iinzNiNaVaWtUrwehLSzLUzZghbG7TzsvcIpchGfhSBDl35WZt5vFGlq6Nhx58MUkc3Zuvi4dQCXyIDxT44jvHc0MTWbyRGPMYHkTsPntsBmijII+t6COe6VzHNvSV72j9249DAk36jVGHo2knaETCLgOaYGKzg7XEMYyUixBv5jmNZQCC9CeONQxvcIuxcGPTC4AK/3zfChx1oVo47MyOFKziOQewiNTzGUg1R/B/0+USMfJyyNtGaSMkpjBs9hBm8BcJv1KG+o1uSmNvCAvJmzQo9TWUcYKUUgShHQiEyWq2qYvApeHVRiD8rPpHnX4RaEURXDn42wNxDoK/ntMXgsspawJI5n5RFN7SWdtQShOmW+s9yPxwG0yCGmVmJi4YX3EcY/Bf8mAt5CaDDTDr6VwFa/Ylv1yE9nYWZBJHAwtMYIbAKpSEU9soIEYXgGHt+R5dskzW3IaEWiboAoW4hT/Cvh5f2wPtqKyPoF50DGlU/XqkosZeNsr4LhFxE8dzvm31/D/KUpRVtrkXPO52BGKP7HGWRf9gklVhb25dVQH+wDbxcy6wOMya9gnjIfp/2p2HPGUzKnI4lRF6CbFhGMG4AxuxfBbAsVVMOesBNGJjFiy3H3n4Qpu6OsrwkH90PXW4bx7mZUC4X1dGnSiz0SDZYStKhNOLgOxkOrcaaVJnr9s3iTLyXy6AM4V40hVqsYbu+N8cpA/FsvRDx7G1pfDoRI+SvIp4FVQBYGbxPSnfRKQaxBFuKTutD/U5hWk6NDUpQ6DykzdlVp9kGPeB89KKOk58TWEi9eiNAJQusKoJjYyzZOAwv/dZ/IGRG8B/pjFBwSn8iQDvlzNdRpm9G1m5L+ciPR65PI2Zm54o7Nxt7uIB7wkfZu5MpqBLUcrKWr8ZvUO/y9gisM+HQ5Zlj/uPP1zxy1nKmCaMeDlqjGJnJZ8Kc90nolMXGcXDVl4XCW4H8Dfo0ZWBs7/PsdT+B/HSfy0Pwfh1z1ex31vypUv5sAEDMmc8lvAnX/FTKj2p4Gpf7YdP2vwnvqmcOfjaV7Dn9+/KgwkqPJTPj6N8DhlBJ/SmbMe57Eff1zmomMhae2D/uFQG/cBkD145GZSPSwQb5bXjXCS6+m67CHubBnS+x+PQ+TmTaVKrC9czMA6toWtwiHydrgslvvY2Io6WEHZNshC27sjXItPDNGg6nzMLfuo+TVFxgqDf6hMmRmsNRQpyFvzVgNwJBF81i7bBX50ueVc7sTuf4KXu96BrVyTiJoXIF1MRt31wpGDX+B577/knJA8Pj9rCICrkOlF0aydMsmFi1ZzFLPJadaaWoW76Oho5h5xjnsff8ddkRsGufv4JSnnmKhghr3vUjv6VN4pHY9+uuQM7duoH7UYi/wgmfjD7oBgFLlqnBr1OKs4Y+TAvIateHUpXMoOKs+JxkWVkWbXq9ORJUYlL/pPvbkZPOQb5HX5UI++OEb7nj4TZaddhKrY5ICK6TJx9O4HJ87bZNoiUudEF50Iwx6ehRPXtefq9d/SKkDe5FbtlJW+aTrJrDTHk22ruPmYU8QFS7n2kmSiTzKbF2NJxRrpGC7Z3GyD887heyLlmG3IUmGIadrlxFOimooTOFSPtBMTCWRUvH1xE/ZmErRTpjUigQ8MWcqsxMxBuFzwBS4bpKvlUWSCK1cj6phBA0MECaxZIQ9UjPVshhqWpxuRxiSSjIUTalIaSqGJgekwSIEwvAotCUxYGVUUMX2uTSwGGYY3Gc6FOnI4cfxywXzCJ++n4+04Logyk31y3CjVFQ5SAC+bH8mnZXkQqnpGwS84EMDz4QyZbjTDblbQfU2VXnLhucMRXPbwgGe1vOZ4V9Dof8L2dpngPQ5RYcMl7BQR9gR2MdMix/FkQ3MRbqYzKYGqiF4XlkM9W/gG2VzCpIVyiS851qk0mgm08ndzDvhAzTyqjBFZaxD5rhXmB3NvHiOJjN5KH6y8+gh0yjPAL86Qbo8nu+gWM+pwQxE9rLD7eNWZQyuBuNrdCwXcVD1LGQ8Hu+SNW0mjrH7MJmhQQLXOp/AvBvLr4UMG4F+H6U6I9iOpAq+l2JnYevDZAbgJf8hXjTvYXesKgMtSWPrGpLRxuT/0hhcD/R5QHnkz/sQqbYI4zu0cVKmszoNZc/LfKQKge5/cNQDeOY/Dr521pJ265CKhEhdiBMvj+ABpLoIW76GCnogpSThpFEih3y3PopCYl4EpV7F8hVCSYxIDgmxC8+uhodFwvoVS/ukVUCxjFEUXY0fCYgnIxS90ZlQ9MMMS3BtMIzLiJn78YNduIUT8VRl/PfXkUzZiGQV4tEdhKN7Y27oQpibj3Y9ZGlFUMpBF12K02A68Qs+J4iD581FPvoUyannEynpiff5CrLyA2LPP4Ga/TpBu5V4U9oSLHsIPfJ2Itdr1JrxyEarCV4dgMjZBR03YK4pIfb2PNySfRhuBeJGkuhJryGcAhjxFsabzbC3Xo31tMJq/iaRPs+iEyH29vX4p+5FblUkqi1DXXktdqlbCZ+LEu+RsQSoF5+F5V2Ro/bhffIwot5e9PJTQfaF+BKgNvKpQkK6o43txBpo3P7D0L0WoIsuRXeRpFdZCDUAw1+BFNsOPy9uqjd6EHDQsTmaroMyJZ0i56O9sQCkb/VwdziYH3uEtxQTmTUOz1hwcISduLFxqNMyLl1i3RKsMg7OqCM5WyLXFON0yULam1FeRYJaDjGx7RgyAxC9d8lhMqPk84fLR5CxcB6XmtTP7AGiHTXpFZk1NkNm/rAHQIbMXHDo3WFDs4Obi/8CmQGwNnYgtfA/tic+gb8wTlhoTuB3CCfN55lurf7bgfz/EURj4KSRg4ahfpMY88+wJhqnrvPnogzBVQMw3xv9u/Lvy5xE6YKttFXG7+qmVa4HW1bRaWMR3r41YFXFaJPJrVN6yVrUhedSb+t65ipJuPEA1l23oL78EIBlrkHjyG983nJyqTlhOmveehM56H7Mbz9CDbmLjaZFdhBS7mACT2P+TsLWlTF++ImBnc6gcyBpH3OxJ62ic6dmzOLIhu/cSDaT3COn4y0krFYwPXBpYx7cCJcuA/mZk9/yQPGKTVz99jvcO/oZbqrbiILt25jTojV1LruSstf2YvbBsaK33k+J42F+8Bp7g4DyB9359oeKrRUq0/yci+CRR5E33cDUaV/S7YPphA1q8WrT2lwjAmqPfp92t1xNF+1zJjD+gmtY/9U4HvJdcvWnkNoAACAASURBVH5ahXVXXyYsWkp1L6CgWR0Wr1pLMz+kbiQLO6rx92nmZTtU9eLsTCRpkYojtYs2QwJfIskijCmCIEWWgHTgcL49kfHiUgwT7KTm1yaNKc4uy/jZM3hJuVyelctLgeQkpwTHVESkYmqgODWI8H3Llty3ZAGfBg4JbRHWOJm9m7cQ6gjVteQz4yoG6LcpbwguNiQiVLxla5oGgtEi5NLQoPWrHzPu9r6otOZ1Utzpm3SOGCwRipcDn0uMBOu0oqbn0zGmKa8NbhCafjoTG3OuqzkppsiuUJnZW/ZyXRhwUkTwpe+xUQiuNbI5VzhMsAxKsIgVCzbFPcpmZfF5cTFlvZDLEw6OTlDhIDG4RQXcrwMuNWy+SXuMi1ncgcFy36LBOR/TcUoPpkvJxQZEBHwUQGMp+dCSNHElklOwGYYgjxv1azwv3maxOEAlJ2SIaTLWqMg6sYXav7Hg2MBQw2d0aDEwVNxjHO9gpBoVgT3pyWjzFbCObLDc6DaeSFWntzbYg0apypwd/RUZvoCgEh43U0PCRlUGLV8ATLrSi+dMn6d4lLfCpfjW89heJ6YEu+gs3cNjW3IQknY40wYjzjji92+IKwj1R4evX/dt+qnVRCKZJLrIjqCmHq6X1t9R/v1w2Kk0A2EcQIdlDl//KBtxjj2JsHgM8rDwQB6hfzsy1gcR5AEQiyYp8ftghD8SDTbgJxZhuhLX/4nAboUZ6046uZFS5IA0SQevEA97kI7EEMIkFDZRK06R60I6ArZDTsIj8Cx0KCCUhEqQCMHLEbj6BxLmeQhVjBNY6LCIuF8Wd2Y5OG8HqsTAlhHo8iVFzw7COuVXcPdhGr0xnGmkP+uOdeUNhMkL8Fe3JtZ0JU7uDuL7Y9D1a4LJTxKkVpFdLiC49E3Mcf3xCDDzdsJWD9F5Fc6dw1C7NyFenoha1oSssybA1Pq4a86B99PorlmI1pk4FFFxGk4iCh+fScQR+HFNvM13+KoL4CHmZ6FbPoe0Liacn4do4QE2YlYM3aUI1dTEvb05icfOQS37O9xQGVHjXMJh9yIr9YfNv2D8WgW1zyZZbQMyamJda2H82BgjmIg2XwLzK5RaCMY9oNsS9L8U6+I4uluAWB+S1Cbx2lkYD0D4koQiA4gAJlon6C0r8vbrmsh1goxyQBQ4E61XAqWgYSFB7YYYXxnos0ohfjoDHS7NuORFXcRm4+DskpkxS0tEPhnXQq3RuSAKfTIahx4QkvETCBAiSUaxrxBwMUUvwgqfIE5Pw/jVZIJzHI7oHiYRws/0q+jBbh8IcWbsJ9rhkFOzOupex4N5sN1/Bp7xE3bsjD90eTuB/5v4H3c5E0JEgZ84NPvgM631w0KIGsBHZGzivwJ9tdaeECICvAu0IsO5L9dabzo41n3AdWRm00CtjyMXcxT+coSmmYTF/1qA2//r8J97DeuuG//b41gPP4b/yBErSQcFcxZuwTuoSHYIhxJkLo/EaOSm/8v3m1e7Fm3WHSs5OdsQtAs1WZEoJa4DFSqRXrCMWJVyULoM3xXt4/wu3fnHjxPo5oVEgUekz0PrHNya2ax0TW41NZONkPoaVglQZ5yD/OmHY+4jPv0WfVk33m7QlGtXLgFgua9odNDF51A+kdmOQ+2EwaxQsuXSa7ltwmeQShHMX8nYNi1pXrUiN27ewPzKVWBnJlA7F5itQ56qlMf5e3bTJp5LofBotXQLYtly/AvPPPw97OUHSC6dhnVFT3ph8nLoUn7icsTgK2DVUQo4LVrBwsxpYWThFiItqlKSV413smL0XZ2RvE4s3Mw+7bOnfS1iJRFaffMd60tKyL+qF7WWr2dBu8bUq1WbhXN/5mEzwtcofqpal8TmVQihOUkFTBVxOro2RdVscgoPEC0y+MjQ9A0S/NS6HqcvXoBvRLGVwglcTrcM5kjBmpNPpvbefRgFaZyowY7adWm5diVDrMHcwVNE8CjVrR+Fn3xEKqbJ8RxEJE79X1azsEVDIlrjqYD2luRZEWFTywZcvWgBJRFFSdLmtNPas3dORuVvXyzGA67LWn0z70VHsyPl8bwQvGgqygaS7RjsDk36G2kWIekVSh6KO5QtNrnjqZd5Y8gQmlhJkkjeVwa3yZBPXUnlbM3druYdASMMRW8nQXZEMS3w2RcVDPFC+gy4iS5vjeKCQHB9aPCGEXISMNlzGV2lOo/t2052eIQ4PG9I7g6vwGQwpShkVN1hVN/yKy30QoRbmwZK0bP1qZy3aD7lgDxDU9dXh2PUygFvRaC7+695iWwKQm5Rj/N65G5WuDmcE+wE61U4uImXsjFKLTtuX2WvRHpH3FOiei4pawZxpwOpSDZSDQf9/sHa0jjR5QidRcTNAaCbcR/fhof87ssRM6ZxYXgunxwjUfAbHBV7HajLMOWnAJjeHgK7AlAHWIvU96DEU3jeRGy7a6ZDeWAvlIpup8gZiWr1MyxYz+8j/M6nYtCa3bEbsJwCfKMxhvc6nn0Ag5cIzPMwklcjIt2AEvzYTszUAXyzEobnYhy07PjhZmJ58zC2Z+Ea54HRAyHeRgRX4TOGiFFCIMrjhy6WHInQ/Yl65QijCi/wMFwTJzYcw3gEqUfh+tdg3z2U4MmrMbtvQX2dB6ImscChsP52GNOFUh124RplCMQerI5TcB6/lkSHjThzm2A1X4mpJTpeRHLuKVgFRejTNxNqm5xSJZQoGyPZHXnHdvSLhQSnX4L96xXorh+hvxhDrMpC3NJbML69jOKSHGj2HnG3FUGP8ZgTzyQ0s1Gei/3i9YTeNLjDR7WtgOzmQA8XWr9CetpIdGw1pVpvQvk+3tALiVy7H79ODKnyMLpciZh2Cogy6Lz9iHXLKVE9sK1GwBacz0qR6PkPFA1JWfkkBp+CfHI1/v0PIl7+kLD7fbgPPED84b+jxp+G7DoCvvqG1Noo8TpRDolRBJcCX7+J6f2NcFFtgg+7YD4ex/7hG9IDn6ThinxWsR5pfI+MLscITiX1xU9YF51+WIHPsz/G9j4AvsJ/w8C6/siBmJL1kWoVLC9D2LU2hj8fdh7Zf6QWZxNvZqD5higNKXqkF5GHV+NN2Y599n9wnzIzAu0zBwOHY2pyJRT+k3u0MmHB70nNbxN3/lv4bVKrE/g/jf8NQiOAhNa6RAhhATOB24G7gC+01h8JIV4DFmutXxVC3Aw01VrfKIS4ArhYa325EKIh8CHQFjgJ+BGoq7X+gzDtvyChOYH/KOQt95C8oR+xZo3+aduVkRgN/gUiE/llK+6pVX5X/v+x956BUhXZ+vevaqfuPgkOGQHJOYig5CRBVEDBBIo5Mo45YE6MGeOYHSOMYkBRFESCZBAkKlGS5MzhhO7eoareD30kCIwzd+bemf87Pp9O9167ep/uVXuvp2qtZ22VEVX1wby6Odi0I+KnyKWZHRyxgb4zZSgz9hsqnXcqr4QWAx3FKgHZIs1xOobs2I2xU6ZzhnvQvZ9QkqGWxv94Ct65p6BuuB173OfYf3qJ9QO7Uw3JVselam4e7NnFPZHgEfvg/Ix9NZv0Ge2ZZEX0UDY33TSU5c88xjBpqBSGjOtzPn+Y8DmPXDKQVy69iZ8nfc2Qh+7nCtujw+gvWTfgFHoIh9VH+V7ygdS6IlKta7HUL0YX7ucE62BaEy3bwOYN+JNW4XWuyeR9BfRdvZ3U3u2Y9idQ8/EX2XDnH6FNB+Kvf8VPzSrSLtti19RFTB7Qnw5jJrHq5Io8pW3ODWyeioVM0pJTteb5MKSypej1xzu4etES+i6cyTedenPRlPHsdAUeFnsdyCrQWMbHTijsknxGO8X0wiYdc8hVEYXCoWaUZkQij35BEl8bYqkkV7k2zyubhKNYY0vGD7qYa197gyDX5oO+59No8lKa+9vxikJS2Wn2FLsUmSSTbZvGROQbQR2tOHPgtXw++j0qqCK+xKapA021xQJLshWBAs5SiiWBzXmupgFNeFUvJSHh58inasyjQpmKsHsXSyyXFipgo0gx3nhcg2SlbVFWRWxMW1SxbSQlVD2kqN0l0+S1j5dF+7TPukN+v9ORXO8JTvMV9qip/DS4A4MDjye9FFWly0m+YO/bo9GXnc0vyR4rAh/Pcqjt3U3zh7L4/p7D0yt7IfmmdOfviihivpSHiABAS2DRLy90NUy4jIHWh9zEELrZignYZElDHQMPYXjXaGoLzXojeUwpKlkRp/u7cb3MTkQMOENpRluSuFlJia2Qqg9aV+GraCrXZI1gg0jgBoOAlgTZ7+IWN898vnoCrKF48n0CbWE4/wgfP05+zxb99/fYOIh8noqKuN0WxK2NpFRlMo+wDCmSOYPQRR8gllsE9aYRdzQRndkVd6iQKhU5oBMy6gTOj2C+IDCLsNKVkNkuQpUndF/BCW4jU1ldASn7gmyHSbYmslcSizUl6VtIsxsoRsoiJI1RZhjRLVtw/3wnRKdj3KVYySy03QDES4ioG9p+Fc0NCP0SkktxKCAU+UTKIifwSJUpwfh9UNEI9OAJxMecjzK70S0W4c7rhVEWyipH1P117HlXY/nbUIwilGeQNWQUJX3eRG3PIV53Jf7emmT1nkfoa4xlYWJLkXI6pkY3vO3H4+d+iPvkRLj6FXToUbKkFlnNNlG8uDHlGq6guGdF5DTQLSSqy5novrPxrh+FWrEJ88oQlFuCd2tz7Nc3EjZzCdIpvC7lSb/YCM+eBgUa6+a1yDmNKU4ospuvxi9SWF4H0jMC3O7LcfytKNkByEZwBjr2EKpQkyMk+/VG1JQhOHtAXgyW/SDRqZdgjV0EzWdBdBEsz9zTxQ8xTLM0nrUS364KpST6IPLQWSsJH7gJZ2Q1YksuRC1rg2oaYo10SbdO4DQsOOyMmD2WtOx7ICgPg9E47iC07o3Sd6K2dsWteQey4aOHF8PPKYu6ax/W1FJfYwbIFqi2d2DNvjDjg/UFIksgFmn0meAOjxHVO3Zq2D+EtTGoUzpWKanX9S3k6mOGd4ejjISCIwmQ5jgkWzCnOIgpf1umObAWEAuHouWkf/Dif8e/C/9WUQAhRIIMoRkCfAVUNsZEQoh2wIPGmFOFEBNK/54jhLDJLE1VAO4EMMY8VjrWAbtjfd7/U4Tm95WBfxnEORdjPnnvtw3rNua9jWu5OPB/2/YY+Foqev8qtexl5fAHK2Rq4NLVDegm4VsNHYBJyzfTu2E1up5/Hg99/BFttWSu1HhfTGXpOd1pEChm+4L23pHz6pfGmwDUqoPz5mjCU044cLzB+G8Zf0p3ansa+5a7iJ7JrCx/FIWcWCaPxsVJzhWav5pMUFkeWGAcLjQ+3z03ksW3XMDcNt254rtpAOxVhvy6dWF95lMvkzavzZqL2640qGvbEX3n/cizekEsRr9YgmuSRZxhO1iLd6LqZwOgR0xGnHQiFRuWZVfptfZ45XUmDbmaGcahclBMPc/DHT2NzQN6MrFDax6/+R7+9OSDPD9/PqNiPouLBD1W7+K6JjW4zzFUbdOFzfPn8lmkuEsFtEnEmfbRRB7/62sM/uhDno7SvC8kPWzN3SLBhpp1wFe0Xr8a2zgUOJIsq4DaMzaytWNt9hibztrQ9qa7ee2pYRQ7gum2y0kiTbmURMmQlnPXsKp9fXaIsjwXFZK0JMMczfgug5BhAb1nfEWO45BOQS+pmKKyiKyQdCxJIspCJRUqoYilPGZ5IfdpwZi4z/WpGGNQLBeamIEy2iJfGnYrSeRZnBqFtFeKD72pjPV7stqL6G0JFqcDtkeSuGMxEMnWyNDUFuwlI43ajIBbsZihLKpmhZyXthkbaJJKUDd+uH/NCwIeiMVYPX4GtVavY9L1F7EublE7lQkocoGZQYwznDQL3ZAKocNwtw23Bd8dGOOGvBxe2J9JVcwGZgdpHrLL8KmZzKfeTfSPlvHL1sXVSO4JkkTSoY59cP749iq8qAFPhBZDnWMHM0Z+BhSQUG1YkWjBOX5f5rnP4mpNFGRSufKAe6lBb2mI2Mqb0a28Z60lkPeSVldjqIYaejny8X0YU514ohmp5G4ybT2LEWILsBbLdMHIoWQ64uwA0myIKWqmjx0gSXES2synXPRn9tjXo7kQSWYnKFT34FiPABANLIc9qggVXYdn9yei84ExQu8lCuVN5O/fjXDzMuOqNWirLiq1FTuuMbIz6Pq48j2SRuJaD6CjlzDhm4jEHgg6gmhfOmI+OlyFI98l7Q4mK7ULIyOKJ3bFGbAYu6gMgefjyD2oospk4ZFM7CKhNchKFEdJrCgiIgaWxpXvgbqQlIyTFVOEgYWeVR2/0ybKJgNScQsZKoT7GTb98bM3YhdmYUXl0QmX4MG+WGcvIF13LZbwsNiKln9FNtlOlOhMzrwOJJstQHZ6APnyVEJHE2lDGcuh5Ny3cBZUIH36KzhLq+L3zMGRksTdLxPedBvqybvQFQuJLh+B/dANUGk9osRAsgmm8TKsZeWwqUwqx8ErLEa4uQS52wBBNLYrXu/NpMY5xHuEpBK7yRn0InLkYAI/I/sr+krMtzHSu3Yit9TAbW5hcvYgdmi0bIfUc6DcE7BnKBafk/zuItwW2xA1BuKc2pVwxK1Y9kbCE09AzrOBnbhmKiU6H8dqfsAH7rY1j0YSTAOUfBYTlaCdWtjRc0g5GjhkEa4KyB0doMMc9IyjBPfePmTZcgj7Xczm60kuDEiceEha9fJ8OHFvaflKLppWSL5FV5bI7QfHS0/KI9Zj/xHjH4nDZctcvifgH18QcPxdhF6Fox98MAEP/na/vgMqaafZMP7oqWqxcBNp58jFyt/xn4t/C6ERQljAAjIamS8BTwFzjTF1S49XB8YbY5oKIX4EehtjNpceWwu0AR4sPWdk6ftvlp7zya8+62rg6tK/W8XjR1fR+R3/HXiuZ39umvjZ4W/mV2BccRGnB//z1aUpUnHKr4jMrzlpLTJZxXuBIkeTEy/LotROGiwpItG4PAAttWGZFARkgsav/IBOXukaeL2GdFy1mpny8IfTCkvTqDQF6NUopJdWnOzG2F2uAst3bKblzwX4dSrxWqDIMzCwZUtYvjQjTR2LkZVOU/Xmu/np2UfJHjOdgno1GH3zVdyZlY/at4euU7/hvYYnwMql8NCT6MULiHqdjfvo7WzYtYea6WLeq16Zy295mBNuvYbl2qCXbmNSh+a0e+sDrHN7HPF9bY5l0Wj8Uv581RmcsXEFxz34PNH0aeivP8NbtZu1jcpTTUPXlz5mw/HVGd6rCxf+vJG6Nw3hjGkTebI4Eyiv83Ioh0/ewCtx7hjGl3VzScQFnVdtZdyggaz9cRlPj53Fwh4NqCMcXlSGdjGXbD9Nqnw5KFbo5B7uemg4q9u0pfenX3D728+TthzwFV+3OoneS5eQFhEdx01Gn9qZR1TEI5NmszWey/peJ7E7nUJbhmbKYacI2ZdbmQtefYvXBvWlkSvICgSzheI43yEnL4aI9qPtLIxl8ErgSyXorSPq25quWvOxlDzlxumSSvMHSzAtlaRxPMYCwHINxcrDS0ac5EW8rATxFnWpsepnlifrMdxaxmcxSHy/lTrNq7EorakUk7yBza1EFB7yG3wTxDhl1jzsbs0P+20KI4fydkgAB3oxUeqPP7o2fdIBG6RkhGdxpp8hGdUNVBCahaW6MDONR0dx5MLAMlvSJNLQ7EQ2LJxPTcfiLWNxg1CHpatPMw5XmpAJQYrascPv2ZLe2OJtkta9hxXRHwotz0BZZ+OE1xG3pjEguI17wyk0itlHtT9wnrsa6Z6IKWqFENOAJsCyY9oLHsBwUF5ZMpR7nOEMC/++leSQ73FKg7rUjFrQdjJWVBY3XvYIW+PvQXjl2BN3qDAhG93ZB6qgUlMRTgCUIO3eaGcuMqyBMeuwxCaUm48ImqHdH5FBU5D9QH8BZGN0R2znDVT0FMSuhvAGtP4AnRbkxD2UG1FY4hFzk6BbkzBL2Wf7xCMPnGK0nws6JLIUcbOQ0OqNMdsxtkCqSqSbz8LKG44zLQBxEWk644oeSHZSRs2n2M6lOF2EpIR4Xlmi8o8RD/9Ias8rqAf2waNPw8018e5fRii2wu1fo094hew/LMe/pCWpN+eT8HOQQRHGGkP6vU8wlX8mq/ciCpdWwx3wLtG4gXivG+RzHfG/nEZETbIqbCcoroAcvg7/hXzi9fZis5/oqYvh9s8RZeZgCtoRWf2InNcRkU+i0QbUD13wFwqybvuAaMpApDwTrT+HQfmkRq0kbipiWtvEZr1BkKMInxoHV72JnShLcg24xS72CQHa/iMyepEwuRXv7XPQ10wgPP5TYvePwVReQ3r/GtwrUxDATE/R0T+y/pK8XNifmdHqtepY12w60qYUzqoYYYPM800HC5HuiYcdD/zNuF61UkfbCOLwFOyYWEraNMdzF+AHrdBua2RwA3BxxneX5xBvfGwVwmNeFy8S8sd/+LzfxC8NR/8GopVlsRvuI2VWEFvWCtH0IBHyopn4dkcCeyNq5vHE2/7n1ob/joP4d+/QlAE+A+4H3v4VoRlnjGkmhFgGnPorQnMy8DAw51eEZpwxZvSxPu//qR2a3/EvR2zletINa/1zg5TJh4Kjdf86OlYISSNzkIB4tw8jefkFLK9zPN1cm90AZfNZvmMHjd1MOtCngcUA9/CAqHLZfH7asZWutssCKakIbLvhDqwXnuQnHy756Eu+Or8HZRs1p+vaNUxFUwEomL2csH3jA+OIG4dinn+C+KSFFFfPYme9mqSzqlFQsB3L82jTsiWpRfOhQiVmFuyiY6ix5m1FnZzJsb9LKx7r1gumZWS32wDLu3QnnDaZfkpxV9ly3JyXy9wRo6mxK82WZ+9m4qy5dF68nKhlPXT3M5i9cCkd920iB/jRNdRbsJZYs7qMtB2unriUdLdGhG9/TnrjzxT3aseLtw1l6J8/YFCLcny9eAcr2zWgzD0P8M0Dt/PGvU/yw57dhF16sndgT4rJ1Aa90bEL519xI2WvvYDVxkcoSXHKkHAtCrIrUT25CWEckiRZEXqcaBsmdOzJqdMnkdSGijZslobBH3zKyMsHkt6vSHgWm1REDROSHRqqriug75+foYZrc9+z97NXxMmKOVw69BlefeQa7MDgOS6YYqTKYo32WVumEt0KtrM/0jTNL8fI/SGn2AG+UNwjLK5Kwez8HC4r3EckNFbc4uy0xRuWiwoF9UuLzhteN5S3Xn+Y9qHHeiGoZQyrBZxgYKP2uQuPzbF3WRJcwlZgunG52gpYWeqKG1KCmqW7MmMchxOSKWo6mWB/hRuj0a/I/Y4wYrOMc5YVsglYLw21tKC3lEyas5IPOzXhkiCkvy15rMShmneQzHTWcB4hf5QZ/z5ZSubpzIVs0xZVZMbXtexGRas/W0UFuoaDmC7uwNZPHjGnrogiFkvJApmNcJbg6Q2kVc+jzr8xUcBZ9i9Jcb+kdR17+1upGVhWJ4JNO7Hr7MQqzkfELbSqdLihbgVyAZK26FKJC8HHGM49YGKJqaz3etIprdhurcFXtQ8eM5NQIkP0Lb0ff0BF7DGHE8BUuI64UxuT3oeoVhZ2Q+Tciq3m8Jz1HbeE7bDla0TyNWqE57Be+whrBzAY9FOYxMWw3yZuWUT2SiKrLJJCtHkb9AgC+x3c6GxMYjNGLUElT8a1Q2KRQHsJgmgrQlbDTUeAg3QiiqytyAFjcEfdQGinUM6zCNEI4Z+KsucgVCVc9Qq+7IItbkLljcDcfivy7i+x3NGo6Cq8YAtOVh384hkY50VCMxzLaocutwxrz0CCxwpx7voBiBE+cDKxBz7FsYoJA4MqK7E7T0bOrsb+L3shZVW8HjtxkutQ+kpS41bj7d+PNag1Sm6D9GcQa4t18ijSi2rhhuVReduQTbtiT3sDTUWiAR2IHk2QtT9NeHYI20HUeA1VbhPsfBQ1OYbT5A+oxS+hxlmIMf2w5Cjclx3CZv2I9GU41EfLZxDVjsPdfBr713YnMbACLNiAlnWQ5YtAliEMXsVJ9kMWjkS7p2NbK0iXrMEbfiHqXhc1qjnW4J3kRj9SSDb+0hRecwVlONDX1Q6vIXIOEZ/JugKdLiFcNRqn9gVI+S4AnjUaXx3Sa022BT2XI3CPl2m2WQn0BS48fTrh6+PxrvWBG4AXjjpXgidiuEMz94noKgv7jd8m8R5z8Pn7GlceC8l5ZUmcvO/YBpd78JaPHpWLHPgbrOZXMKvLI+rv/qeu73f8+/BvlW02xhQAU4G2QJnSlDKAanCgynIzUB2g9HgemUXuA+8f5Zzf8V8Ka9mxb0b/LJlxnnnvqGTmS3WwLiFBxkF/waFkptudw/Cfug+rUR0afDqB3YD78y7Yt5fGrkPFUrtfk5nJ6Yirdu4idPNw7sykpvw1kFgvZIK9eh6su6gPZd0YrF3NVDQFMcmeB55DPXuwcZicu4LWTZvSS0tUjxMpqtmAptKjVmoXLT2L5kQZMgOwawcdQ409eyNzW5Rng5tNX62pJGMwbTL6lB5cZhS3KUPRti2kHn6STpZLn8ICplo2yeef4vPL+1Iyewbt8+JELesBEH/6VTrWrAiTVyP7nsPxdjbdh97ED14eVXyf7d0akT9pNt8POZ/2f32bS9u1odusGegTKzHcj7Hvp7mMb9eR5LCbOANY8Kc7WDt1HPu/GUPzDpn+G8Muvpw7L7qO2MypbAxKaKYd/MCnvHCRrqTBs0+wzY5IpYq4xng0iQxaQFHgU3fmcgJH8GEYEIYRnS+5nJSby4kffEhWKs2HToBQmoG2Q48pX/HhoKuY+PQwinQOWSbFzJKAvzx8Mx9pmyJXkJbZYMEGo6iLR/Xdu9kfevwQk0zev5s6CcXHyjA2iDHbQB2juWf6d9STNudbLsNKHDSGTiqgvvRZZaX5zra45sMRNLQkDQzkKgUdu3CWyiRwubbHMGB8KZnZ67hsla2ppR3mqUzQXPOQqwoOSAAAIABJREFUFLPzwpCajk2BzDwHjitK0gl4P4jIBvpoSYUOnelUSmYAamnB1ZHmWZI81qYJZwchxcDcSDPEyQQ5KzyXWaHLdAl/lA7KOhtiP/KdyZDj/dqmilRceGfGR6X+lt3hDbjBIGYbSslMNnFrMdpdSRRlZN/ftG0WSAkkMWE90qon4wOf7CNmJgfIjDikRgWqUJAKyRCcDHTX0wGwrEz/Cbd6RaLleRi3aobMiHqHDywz4hW/kJmY3noImck0Ghwgvub4cCA/ownVh3zjObhWJjj8hcxI/kjx1OORYw7ve+HKL4iZNWjZBRErS7D9DZRbQEJVBz2bW7iVCd4+lHkVHb3A+fYTxOxGwGBsuR1fXYxIV0fnKpKxHaRENVANiPxCtF4DFOFG12OZTeiSRaCqkXAm4To5pKwqpP0AadUg6YNOSIqdgGRYhK1q4Iw8BS0gboco60501AmBwVaDsKiC1KeTiE4Fcsna2ZGsu7/junLDMdHbONZbpN0NlKRfQ2bvR+Q/i0pEhHIi/lMXYayGxIa/j6YYIzfh3jMGVWYJJcEEhJdNXHsEX75OVLwd0WMb2R2XovPbkLS/Rbf8Bueb83AuXkDJgll43gzMK08SqkEUL66J9d7lBD/Uwtp/M8zagTJVMG/fiKlj4Z5eQtghRKeXwm03kn74UZg9BPHzpbhNngY1nGijwv24Cs6c95GzNNGpPgH3k1h3ISpH4ZW5E7H1HuxYJWL16qGPHwJkoeucTHLPMsTObrjjT4f0XrRzNf6MLFLft8LJK4d733xwdyP7vwTRj+x9NoGIfiKn2XgAou37CB/I+MZhZCYPKHkTqUbh1W1O+NP76KaZQwfIzC8To5TMeNZfD55PIkNmAHZA+PJ4pByDd61P3F5DEPQpdcgjZ5c7NE10WiZks9/II3q3a+ZjjjvC9AD+WTIDHCAzjr/r6AZvZf4fObCQ8Abv6DalkHUOb+x9NDITWL/X0Py34u8RBagAhMaYAiFEHPgGeAK4BBh9iCjAUmPMy0KI64Bmh4gCDDDGnCeEaAK8z0FRgMlAvd9FAX7H/wXuUzbDrL9PJnKbmyZ//AKo3gyvfi7muBqILRuhXHkG7tjJfaGmS7x0t+YYyAXCMbNInZUJ2ilXHvYcPMO6YgjqzVcAuLn/AJ797FMArhv6CC89cc8Bu0dQDMPiwTDkJK0Z3KoN235czCNWyNDFm7Cb1UZWr0nQsQv2T2vh+5kH17PLlWdRupg2737G4nPPokY6RbYnWWanaBLFiZ56DbffIJz0LvwWdch9/0umXdyHVg++xN0P3MT973xK+uKeRJZFfuSw1oLs0OV6qbgAiwHfrcFePh+neVuSezaxqHsLHjzrfMaM/YLWjz3NuAfvoaKfxu0zgJ1jx5J/3iBmLJ7JDRVrMnrJd7g7A67MVszQmoXGITvLIrEnwC+rqZiGzXHFU4FmhHJ4I9IUojhLS07/YDwLHruDDWtWUFy6uFPfaD5QFoMsxR7XZkyPvtw57jPWWDZWFLFW2pBfjiq7txJLx9idm6ZiKpsJTpoOkSAdaK6OC17Ki/P9/oC+KZ+z4w5vRg7VbJ/1WdnkRiH7w0LeGzCESZ/+hS+1x/GEbEByMpr27U7h+e9nUCYUuAQEwM8KnrI0LyLZoQMqSZdaSD6NoIetuRG41BiUa7hh+Fs8e+0VBBaUz07RPJVgbGBzkhexzK9ME++gUtY85TPEcjgvNAx1LIZpm3VoPpSaJPA2iuMsQy9l84UjieuIRBSnGiG+dKhvMkFEHy7lW97h1326p3k2P6cEkWeYqiJejmxeAW6IfUJOlJE0DvSNBO5cbo/ac7OXombq2MHI8rhN49Th8+8pFXL7IaIH/wgCfyVqTTXyWhcQpKod8PnovQ+wLx500FD2Av3NMcexuBDFwYBRiA0YU/MQi0wuzPFiMhvM9aSWbSfRJLNIImZZmA6KdHwdsVRmNydmjSWt+mbG9qag/FMQjMToD7C8N/laNqanXx4paqO4F2FOQenTsOQmLDWBZPQzntcawq9QXissXYPIWYcqlCQcSeDNhVQFYlktCMPKmPB2LPs8LPc4dPox0vFbyCn2SYtccKqDbg7yU8IQnKwCCPrgqJmE1nHYqT0YaznGuRMlSsh2RlBclEcMi+K8n5GpbxFyFEI/R8xLEobPovO/JiopwPYbEsQfwOjOWP1ugk/Ko9R1iCn9kZuLsS+tR8ybQmGRg669kkSQh27ZHD1rIuE7vWBbGbyHZ5Aa0xS7zXjsAQMRX+wiqbcQn9EV+6IRmFc7YC5ZjtnVAH9CBUzVIrxul2O23wtP10Cd6uKckET/4CE7+pACqRfgP9ABt7+FOeFORNZlmP2Z1KzwnRy8iUnCv+zDiufim+3kmByK329P4qJJpD6ogzOwkHT90cRWn42pMYvoL53IvvB7kmPbcnWHNG8qCelNEGuGpDmW+IjQVMZydmKOu5Cg/3TsZ31EMBPj/m2lrmhGArtTEn98bbJvvZ9w+aXHtLXl2UT6YDKLmJyF6Z6ZtfpBD/mgj/VJHuqcg7UxUmxEmxpg5oE4+RgjH9IA8291z/xfhhiTgzkrkwKXHpNF7Kxf35EysM1qIlH/7xv08BKg3/EfiH+Hyllz4F3AIrOj85Ex5mEhRG0OyjYvAgYbY/xSmecRZERw9gIDjTHrSse6B7icjAD5TcaY8X/rs//jCc3vQgAHEHwxBbffKf/0ONOEy2ATcOzs4t/G/+RneRmLO1FMTEc85EjGWZLltqBxZBipNCeFmgYxm88Ci/6lOzLuM68R3HLNgTF+USXLAvTK/aQaZvZ+KpzUhl3zDxZfOy+MILzhIqqMnsakPu15yJZ8ZGVyrjcmXGokA/SpZyMnZB5g8enLSHVuwpimLYgWLSIwcMEV10NpF/VfcHY8G5VKUtfzGO6nmFemMicXbD/Qy6fzZ98yvX83ANpjmE3mPuIvWofXsjZ60VK8Dz5kzcsvsba4kG3YVCegw/lXYj/5LOLGS9HffM2PhQU0tTOBaEctSQPfS83KMpKGBZpP41kMSJVArXroCpUhSNJ78QLuI6Lj8t2sqFObpg/cTrnHH2K2k01WGHCWDrgNzV4vxm1hwDpjeDOKWPT0n/ns9DM5f9xERt55LTuUxV5X0/2UPsyf9TkfFkoGORIVaP5crixDgkKMcJHKZlNJISfIgAIkdS2HedWrERmH2ltX01Q7bAaaAR+XzyPcXUKxnSZRFFEm7lHe9dmk4syUAZ+lLQbGHC4KFTuMpsSW2BGcbsFdIuJClVn1XB5oymW5ZGnDvnREdUdg2XNpqtpS3mRWcHbbDlWj8IB/DlOCGxTkuYbvBXwXSfqGEXu9GCeIgHxgbjziNN9mSsomyylhLYL+zvNsVbcf5uur0hFDYpLXdEQn6bI0klS0NRvciJpB5hrrAmtK7eU9j6AfuYfawHhLc6WSzACeDmtwX2wMSdWRTXZEmUDTWERMUgHdXZevXZ/5KpvLwmMX1avoCiz7Tc61JR9Hh9eQ9dOaL+SRyQFu9B6BffExxwSQchAJ/cGBOOXZGg25fu012M7NB2x0r95YX72McWofdq52f0IGh+/cPBw53G8f/D+EPA2jxyNohdEfYcsdaL882quPJaeidFfARTeojFy1EXCRdEOT6UBgeTMgeOmQvjXnQtiL0FtHwrmT0M/jOcfiplCRqdJbD1RGyjmgfaT1BWl1Kk6QQyQEltONwPkOY2LYrCUh6qPVVkLdHOQpOGYkkXFI2ilcZmKlOiKs4Rj5JPFkAelcHxEKYk5IKmUh2YJyWqF0L+LhOxTnJOkp3mZq8c1oNwZOIXYyInTfAKHwrLtwKSAVVM9cZ25H/AsKcV79BsdagnTK4xe6RP2aIr/OI8qahhs2h2AXQdZGzF9qIZ+ZiDujBWpmd3S3qch77sJ++D5EqwmE5ipYeg5utavw2/9AcOutxC8wsP4qzNwPEF/VRD48B6WnI6zTsKblIk9dhSzaRarpGci2TdDXTcIeOA69rhe6l0QNL4PT8xbUzm6YLi8gH5iN7LYJP7YB+5aaWI+W+oM+A+vbr7C7zcd2jiOlqhJ3VrE3zye+uzlkl2FVtJ+Gn2eT7v4JZXLbovVK/HSb0t/2YOGHY+8gqLEBsa4NSp+JFZsIQRIvtRE/fnh9ywF/rAtyDRl/SmwkvbQ67pY4dpdjp10FNR7A3fjQIe8cErWL47AXpoha7iX9SYzYOQfZSeBvwvX+dsF8MF1i+m3EK6h2xDGHJwh5GI5Y+vjXQn+UizyvkOTqXBL1j/weJJ3RTP/NcSL5DLa+5X/jEn/HvxD/1hqa/2v8xxOa3/G/Buu+h1DDHjjwuirwpXBpa4Jjk5WcXCgq5DQtGS9/QwP/78C5UvKxPvo4suXJXD9/Ln9QNg1yXCaXhHQvVXWKryok1SAj4fnXOk0I1q7mMkJ+Dhx6Tv2eDdXKEDQ+HoCVJqShKF2lrlgZdm4nWlyEe/s56ImZIGmMq9CpBAMsH8pV4OEzBnP/mDf5w5XX8urHH5G/aQO7OXyB7cymJ/D5jbcjm7VEd20F6RTO+GmUufhc3ty/k34BXPzos5wz8m36LV+KPXs553VqzvsqojnwYr16dP7pJy6/ZxijHrmPQ3VopglJF6ORUxbRf/73fHz2mcRGfcq5917LWDKP+NQPG3HiDvKMHly9aimjsFga5fIle0gBF+KQigLKWC6R47CqYSNeX/Ej3zuSB/0UZW3DkCvvxh88iJkdm+NpwbfZLgOkjYkUztIt7DupOdnJAgKtcExIk9c+pNebL1C/fk3mfDaG94I0PwWC8iogphMQM5SYkDbACsfgFlnszDe8MvhOhrzzJHl+ioJIk5XjUiUt2RY5xGRAFSnYrQzZlmCKtDEmoHw6QQsvzSjlMdA6WEvxqhZcKw1VgSVhRAXHZpTW3C4lm4B77Vv4U/QMha5FYSrNQsvQxFhUwCFXHPS1PVLQVBsusiVDdJoduLQtPbw/rQnwKMw17JRpbg6bMcxfTk9b0FTDVFwKMMwwEZdZmfu7+/JIVg45n1OFw09AzPqWSL9CZD46wrfHBjbHOYITRcgebdHCVnyTjNiTJel0SD+bahLKIVhSpRps2cQyz6WJ/3+zwnPsxdfSVLX8fNi7F2lNRauuR1i11GVYJAuOeB/AjW9CpV5HMQxoCKzEj7bi2ZmUt7i1gpQaTEYnB6zYHFKphrgiIwygZUtE+lOE25lfusCn7G3k2gFh+ngEL3Kx2McIWQ6t/gCAkN+BHosSu5DmNURYRGTvJeG5+EEVIr+YhFVEYPdGhBMQXhxhpUkpiZdOIJz9aFGVtB6PnVWLxL5sSmJ52EJjqUKEm00UfYUIDVrO55Z4Hs8Fw1DRuQh5NdJqAqYqWq8jZo0DexDJ1DC8RueSXN8YrCKyiwNkVmWKqszH/bkbKb2FuH4MyoaI4FKicDrBD0/g3VKAqTAc3q+Hn6iJd8YJyNhQ/L/eSExfgGhxPzxzHvqdO2CsRWLrBQSnzSJ112Vg6uN8swTz0jpkcQy5pDLBwma4V44jufgEvPvORM87B8vuia5SEblkN6I3hJ8vwLZaEs7Lwe24Fs79C+qCh7D6TyCVV4mcye0Jm+8jajEde0lnomgXCWcJhVPPINbFx9UlBLlZUAxfxVvTffwyYl1TGT3XV0Bfmo17piLqn8J2biMIv0D+WgA/G9R3+VilO3i6M8jpoBuCtWwhxiot7D/GipsY/CTpbk/hfLkf+ZmEs9Iw5nAbE4zGPH4h8v40IrcypvDX/Y1A5Z2Jtf/zjG8uzEOdeLiiWRiMxnFOOkJI4O+BqtkXa8PYf/i8X5AelUv2gIlEbpsjD/Zx4cuDX0xyfS6JWr8mNf/Ytov/BnhX/c+u9Xf87+PfWkPzOw6B+9sm/zWofnwmpepfiEPJDGSy6U88BpnZIiOm4HJlUWb16H9EZhLZqLWH7wt9fhQyM1hB9/MvRS+ax/O2pF6/M+gWpQ+QGXf4m7xYK4t1gYO/qogL1y7jMkKygRPdkK97NTlAZvRx1Vnv2VxpwXEAhYWop0din9kUPXECq7zMynEDP8YAyyf6ag5myhp2VoyB1rz8zJP45wxk35kDeUPrw7IFtnbtS5uvv2TGad0hnZEGDV96lj57ttKndVcmeg7vPf4gp91xHystuKV9Q95XEdaEJSwFqm/K5DvHHr6L5Np9/Kl9T3BdWgH9nn+X6yKJU64Co4dexe76lXlo/RI+nDKLolkbKLRyiDergd22BXs2ruMmPxvRpDkn2YWcFMVY0ag5P+oY5Spkc2/9OrT/aBwNFq1hYOd23B1FnCEtTiaHKW89x/cdWnO741HNsbnI11x4w70U+wEV5k6nsqvZKopZKwybQ8U7N1zC8B8W4rz3AW+X7Kc4CYQG17Ew2Sn2SMPmCvmsSwVYqTibZEBqH5z+zjNc/vy7fGt7pCJ4vthmmUxjGcEoYTOxdgPCyGVDWtP19H408LOp4xWxMwzYahVTLBR/1oJdQYw/fLeYW22YRxotM7sip0aKh0IXHJc/Rc/wmKPIDRTVLIcv5HCQMExLJitNasE63lACbSTbgDcizcQgi7JAcyMZpTTbc1y+z4HJSZ92aZt3kj/R0848EyrYkvLSpqkzk9ctj5XxiIYSgj8MpraXw0+l/nFfuiuT/FEkSl8XhAE/xzP+9pwbcaII6SYlue4jbNbQOGYfRmaOw7BXwxJtiLadBcDZfkBR3KZieDBl8jYdMeF/geQUA0I0pNMRc7S07mbvXoyuf1QyY/nrWCQLkGbwUccOUtVLyQzASuLWqgNkBqDQnwHyIInV6ZszZEZfg2vvRepFCLcWsAlJbzDvYpkPMaXNQ0NdzDtyLZE6CYB0OBtDbZA3Is1raDMXxHiMeQhBHMMgbC+bwK6C40zBOP1IuXtQ4XW4Koa0FmFkIYGznfx0OyydTRjLhthWVGw+WANRUU+Mfguci7Dt8/hz0BWpOxM3j4LVAkwbYoktIAdQpAaTLruVuFcFddldeFFZPL8GodMP//oeJFbWAmqRbQTYL2KcSzF+O0zYH69JHeT4RwivvxNL9yVR3AzdQiJvf4ucaDZhlScxFbuhHimPGNkGU/U2UrGK+BvqQGUH6/y/IJ72kel6mJy5mFbP4V7RBm31JffkmaixA7F29sSpPBFReAtuejvpqx3klpPQb/cg3m0uwU33Yb65F//TJzFBV9zNCYKUC7IeOT8kSK0U2HYFSsIksS4+5aY7FH+ShVN4GwCnpscQ65oiklvhFQiYhpyQJP15iHrVJgqHw7mXEU/sxJqcmUHS2wLFlJKZBLqLjX5cYltfIldCybpDVMqCg4p46u2DioBm5B3Iwr3Iz2xIHElm0t4EhHs28n4I3nWOSmaADJkpzf78NZlJLpY47tkHyEwQzAKzDI4/Sih4pHAf1oaxpCb8nSlfR0FsYOHRyQwcRmYAErUKSa452NvH1rfzj+WQ5fxOZv7L8PsOze/4fxabZUQ1/bdlXQFmCZerTMRyjiQom3Gou2ofhSUFNDqxOmvJzIf4Kb1ITcnk3q/wJY28zLkFKZ8y8cNrBS5XkuddRV69ZuiVmaAl+PI73D5tmGlCOgqHLOD9QHHuivU8/sRj3LrwO0ypbTUyihlt7Bj9opAfZMgonXnAxKcsIfzhe6Ibr4A/vUrre66lHooPqtaAbVu4EcmKF0bwzQ0XMsdVvKkszrYMNYBJ9Rsye/kqvpq1DNWuCSmghdB0kTbZRjN8ynySMouNZ3ah7b5d7Kxbny9+Wse7HToxeva3R6ZUd+wOMydTnIKvy2cxN5lkeNVqLNy8ntdP6sgds6bQ5MctpFrVo5gEX7Q5iXNeeIW/tGpA/3gWVcI0a7Kr0794C7OEwyY7zSJleOf1r3ng2rOpFYZcbgLypeTueETTFp3ZuWwZs+s1465FsxnrCwo9ycsy5K3ZW9jVpTY7giSucfg4Crk+jFExFrJNaxxPML7E5sSYzT5SZJkYXU3ANGJ8ohX3ypCKwIsW3BvCjBCyshwEEa9EARfYNntTLuVlmnpjprK2X2cGOx6dpUQHgiftkIXKkEOKeE4uZZIRzYBdwPS4Rf2U4jKjOTeEugmX+lHEpngW/n5FXTfNeKWojc1OW5GNwQFyA0Ot+E+oqBGDkLwSwv1ORE3tcovM1J9sDiyqlaY8fiki+hibF3C4gQwZ2eA71PRCqgB7gGYYfnY+Y3c44DCfnR4LqGAkt0WSeyKPKukkteL/eD1LW6OZKzK+2kVKph1CMDan0uzLz6bZIbUzI2Vmfg3W//yinKEKgm201IZF8hjjlTbcBKhEpgvNryG5GNiHlh7oT7D4I8XmTsoYhS+PP2Dn2MMJo9sOObMTWo0m5u0liBoiaIthLoeKZ6e8pcT904AAafchlT6PBbEhtI8KgAKkdQFalUXa9xOq5di6kJTuQK60CURVJCeRti8hHp2P5WwhCOtjW/uJIgvFBqAqlnkMqS8nNJWwnLtA/onAjYiXXI+yJtLL3M3UqBWB1RjcBK7/M4HVgnhqA4LyFOTNIm5VJUxB3I8oeuEu3Ntngz6e0HqNhNuQMJYP+8FpOJXoh42Y3HYY/yOwTsXJySE6sze8vR4d7kLm70T6EX46FxJFOOknMI+7BA0/okz/zRTlBNjnPApvPQ8VHkKkLiZKrUI4nwCzkenlRPJbHKcS4dKTiXlJqP41kdULN9xKwYq6iL0p4toi+vRW3JXPoyelcdM7CWIVCdxRxKKnMENtzLmLcNtsJN2vGu6n24hMBWho8+pan8uT+4ldWYWSOwTxJr/c6U5EyzhSz0JXscheu55023noxY8TLVmK6rEUb09DHPEwobmfkNfJSbQlSD6USTusnkRsuRS58HPodwnRxlsR/LrqviG4KxHJ9Ri7Fuk5DrF2B9Me1fUS688aZAvQS8A0BrEcgJiYQypYjnCuIJFYSzJZ52/OEWVfiBX9Ff9Vr1QFDZJzJYm2Rz4Lg5M+wp1/HgD2xiyiGkdLL6sMbCe5PE6i8cEeOv8yOedrY5g8iXjiYE5AamY28Y6/F8P8/xG/p5z9J6CxPLxL7387Wp0MC+b9y4bzX3kdb8jVxzy+UCpO/FUPmf8JygDfWHGu1z7fHaJu5i5bz58a1OYO+/C5UY5MkLgqcGjgHlk/cDxwHJrZnXvA9CkA7COkLg57gPj360ldfBYsX8JuT+InU+wLLU6M2QSJLEiW0Lr6cXy/acsRY69VaepYmbmQWrmF/GTImS1qMqr0a0h89CnJ8wYQLl6PdeO1yGkTCL5fitu6Ofb6vbRrVI2OUZInftiP7t4UtmZ2o9aWCgQ8ZyzOtCNaK8GW/PJsK97FuNzyXDlhPrGS3Yw/byDnfDyOVCybH9pVY7uMeDKyWfD5AiZd3Jfac+bjtG3OqFQBO3r1594HhrGwW1eK0ls5PbR4KvRoIWEWIZ2NRRM7JAH0QfBETpwXUj7PRorPlOYzz2FeEPJuw8bsWb+O1UHI6a7Hy0EJn3/4FUVPPMSKRfNpgGSZsPnWKDobj3XH16No+480MXH2qYgyqoSY7bFKCXpPnMfOzs1o36kHU6fNpHxc010LJpcG2A9KzXVhQFwa0naCJ5Tgj1qwSxuOlx77vZAtSYtXHr6XUcPuA+AjO2BvlE1TVYzBo5Nl+NlKclcY530pOB74GXhTQc9YGtfOo3Iqo+5lyGSjb08pNiVglRK8jmS6hK0YbAMVhcCyV/BBqiHnOQfv+degeQ3JViGoagwzPIdO/pH+OD6wGRELqGxpfjI2axRs7tGX4NtL8aOzD7MtjEJyS+uiOiO4KxYyIpK8Hx19E3+pbdE8yhCrDXGHmqmQaZFPF9vDWrEX1Sj/qOf9FmoDX1uawUry995RtDgBaVZyrIrmMYHHWW4mmAvDV3Gca8Ecjy2eJ+IsBK2wZS9C/RiWmoSyepTW2zQhZdaQw+tE4k8HOqAbfxx2fCph2BpjElj2FUhnLKlkFbzSxn6WWIcymRoeW7xAZG7AV/vQiV2U81tTKNZjm3IIvZnISBL2PgrDauTFBJp9BFFHvNiXGJVPoB9Hqy249mtEYQJJIV46iXESlFiFyLAKImskQvbD+HGimCJnPxRJHyP3gckDsQkpvsWqdA7WnmdQ+k20WounZxFaz4O6Ce10QHI6agRYF20mJRbjiY9x0xeg7YFEbjVM1x6YZGXsOc9h0h9B/CWiWx7DedvHf64V2YNGknyxNW6j5pgz5+DGRpAuEkSjr8bU9chr/DUFU/sRP3c6/v2tce9fQdj+a9TV1xO7zIe0Jnjdw30ihGWa6Fkb0ySL2KkbUKYs8pRTsL/5/9g7zzgrivRtX13V4ZwziZyRnJNIUEBBERCzgrIqimBAXXMOiJgTKqK4ijlhQBBQDAiYQCQjOQw55zQz55wOVf1+6IGZAUy763/39y73l+nwdHX1mUp3Pel9PLMDwjyP5NdvY/39S6TfHv2uxDLiqG55yP1rKBjVhnh1Ez2qMcaQb5lfQ9NiXX1gJen5FqLJ59hmd1R6NomcOrilOuD47+Lu7gzsh1hZSO/CVw9hySH4r7fBumoi+gKBGKVx9UYcUY10mE/MyMQQ1QgzNyE/ywJboNrvxX1ZIE8Es5nGtnbi+UWWDNrYhgibAdsPa7PqAoEcpdHWZpxaG9i/vgzxdL3D5PTE2ojL1kJh4kx9q01s2Gg8/+wScvKXUoTHHYvWs/kjWo5Q78UQpQ6eu6MtnJ4lxxj3zvNwBhdXI/1OVIGBFjwSlRGc72COMX5bvhi8J2PY9/z5iAW+HI2lev6+4FH8R3DU5Oy/AUfJTEn8G8kMgHPfPUe8fl2hhuXfQWYgShPQVqWYEWoyiFw85W134zWpxWzT4H0sdroWB/ZodwHxxZspW0zTkwO0KTxfB/y8ZtdBMgMwpW0HdhUeuzdcBkvms0DqvkhGAAAgAElEQVS5lHM1m+NxmsZMgoUbkQ88xU7bY/aGTeT5CS5SJdtYHRkjPLET3ucTiTesSv79t7CocBhYjUmyV7QDbx1bC+fi3qxzFMPPOR2AJXXLMyWd5Ak7E90oBzZvQD48mN5aMaNFZ2Zj0SkzQcuPv+JkI+Dh3duo7BncsXMXYavaJFesprOlmHzOycTbVMM2NEMfGs5YDUu6nMSD+zZhnXUy3+/cwv3vjKHf2PcZdfE51MvbxuoA7s4oTYV6NaiYleLGRSuZUTkyIxja9iRm6ZDccpUYEijqAfknn8J9pks2UHrxYkqrFH2kTeXQw2rYhOa9zqXJDffh2w4BcDuaU5yADOlxWp/etPIN7NDjvZjFTj9BRoFDdxQLe5xCtmMz//k3mJPjMsP3uUSFVAIeD2GIFmxKOPhmgluuu53rQ9hmFWD6Hp1rVqCuH3AsiqdfeILviTQOvQKbnsl8TpQ2fQt9VU5TMR4tV5UzhKBL4fB6pYSrlMO8/WlsYLQXcJEOmRwLGJxh4wHXCkE7x2S5b1F6wUZaGhEhuiZoys5EUXsXYgDDC8utUrgZ9ajrsrKwLdQTmtusqH6n2wEfaMFzvsnfkpLjDc1zE7/Cu2VJsZaVDSQoV0hmKojO/EjI6WnzyGQmFuN5W/GtKDIP6ZqKyEI9P6rPP0tmAFYD9X+HzLwvwoOaHgAR/kK0MIozRHU/TP4AmYEuWNa1mMwlZr5P0o1MvkLm4OsoFLWSZwA2omAK4BE3jiEwXiC01xBuXw6A4ZyB0k8jZC+keRawDe0OOkhmQjmHtP9LUQVkNwKxiYSVS6b3KvvkekJfosIdxKSJNiYQiqrY1l6S7gC0TmHKRwkKKuP5x+HTGKEzUKkAW2m0MZG8UhmkzY7YXmkMuxT49xG6cVo6b2D5oJwMwlgmys7DMmthKZcs5xbUVhtfryQwNhCzMtFiKog5aNke7nwaFT6HsWY9ofkVZSiPLy6hwNyNp0dCcAdq8SlYZ5+Poz7Bt9YSJC4i9vQ9qNRtyAsH45p9MMf0IXxyFu7Tx5BOdUKo+5DvJhHtp5AWJ2F3XQ55acI2LkFBGmfhIuzzK5GWk1Ezs7AHOuhTJWZ8PZk3TMHqtg9jTVmw96C//Rbv8rrYahL+ecOwvm+BGnAa6rjSBG4O6kRFODmbIHMk5i91GHPmFsTwDzHsNbRYJ4DtkID4BkUYVsT3dyFjrVHh5zhrvsHd3RrYD/NtSO9CNzGxsl4kzBiDdmZiXvoU1qORmZkjIuf5mJFJutxqQr0T9oeIUgLKSKguMDIczGaaYL4oJDMZGF8UmqkdXzGqT1aiqK2Ep0ZNZpRGnyAQfhXEim3E0y2w46sJ9bEl2rb18waCb4pCNIshXgkyI0SLqF0fuxetv+ePmmwVJzNK/VyCzMQKZzRn8FjIqlvsqd8hHI/4sD7alDPHuL8uX+cIAUPuSaO6HcEao/pvL2GPkpn/LRzV0PxJGIMdwjsPz6j9v4rwtrsxnnvq31qm2bsPwYh3/61lHorLEFQIQp49RAvza9qX4lgTBgw0HN6nZMRxuXQVqlFkAtAXwefTZrOrfZHtdO9QMcKQkMiEZDSxVD6/F1vGjOQ0oZmgBedqybjCxIWZCzaT37zIdn+WcGijS7a90Z5BT7voGzbZNpUuvgx59yByYplcUSObtlpzsWVzkqH5ae12dI1K7DPS1AhjvO3ZnGd7JEZO5azNy1C39OcRYXJ6xQq4n07i1b/3p9GOpVy1cQc/AGLhZj7p2YmeK3JZnFOJiXu2084K2Vm7DbM6n4gY/jQjsehmGTzzxKuIO65if2CQbYaUAYYaAe1Klab85l2oUoIyrskez6V0hcpcuXsHby1YTuVjG9NKh2yqWwexdjXvByYNCk2udrvQqXQmH0tB/7x8hqU9qiUsFtVvRt0l85gHtDZMvpRQ1TVoGNOcoGCeE2epE/LSjQNZ/cQAvlQOg4TPrZbJnYk48fx8JrXvzJWTv4LzevLMF+P4zPP42nYYHIuxMpVPpq2pY+Ww38/nIVfwrIBcQzM0hNuVR61CDVquHzImIbnU9WknJNN9i814tLJKbkR9Jz3uUjYPG4raXkiCDDzpocKALCdOyjCo7bvUAxoi+LwYkR5lmXyjLbrSkAvVPJ6VNreriGSsNKBuCMN9yTWFvl3DMLmBItMv481xhFecW6I+MSA0P8MNzvnVtn8k/OS6dHB+O3/E/yVqA99pyWlCsezARXUHpmxCQL/DHxBdUX4zMEKEP4BA7gcjD9OvgMyajfZ7A/tBNMbXF2Mx8OCjofcdhn0KR/b0PgHb+QitkgRB44MmaSrcTKbYRipsiU4XYCb2ocNLIfwWKXfgB0m0tQNtVkdpgzBlYesJxEUXDCeOdPdREAaIuI2fKiDTKsANK6PU62Soc0lnlUX7FyGvqUH48tvEnN0UpGchjdOActjeO7jx9RjqOvA+BbsHxo826XW1kJeOwzSOh7ACGLloWiGYgxa9kXIwuvt7mCOvx40tJxGDZFAdU9VBlZuMUb09zGsJ3fvBV9Mw5RCE2IcMJUH4Jd67L2BlZpK6aAhmt5WwqwIydzNs749Iz8Mo7aBSjUnLiWR2W0vwVWkofQFe/irsfp3g1Y2IcDPpnztgn7YGsW81WjTHMu+AdF/cBY3QJ1zNzWdP5KUVZWHhVCj/PlyyEPeq4ThNGxLWGYYMJqDXP4ZXZgr27lYH/1u22ET6qrqIV1Mcnro+M/of5+yFvEtBF81Puo5ArNKIR2z0QI8gvIPYp8NR796NGDQEdVxEAPQgg/CB+/FmPEJOpx3IcAupoDmYQFA86hmg3gXZB3elhTynB+aSj/GdSVhuF6T1FMq/++D7rRUxgnyT8Lh8THsc3m29EE/++hrFc76G+8/BHnhk3zY9P4ZoEZENd5nAaVhycy093yLW4rfnyN9EMU0NYT0wcg8TCQdnYNx5uMlbWEFgbP9zG8qBeBRT309ylkGizX/vevd/EUc1NP9hHCUzEXSLaCL4d5MZ3bTpX05mgoFP8x76MDID0MD2WWQW9S8buBCNv6zI+r6WYR5OZhYtRzWqwz1ophs2Cy67/CCZubAw1dIIo3CnPZlPP1mYeX1MFGVqQqHPzDihEL+sBjtGfqdmHA/MSaUwVq6iVYvmpJaUzEXbLOGwKB2gnnqRbcSo6nlQozY0PoYCI2SuNHnEiSJYjMUmt8YxZM9YRfYxjdmbmcm2RJo3TM1FX37AB81PYDSaxtpj3ZaNLDihLu1/+YGt2zw2Altw0M2qUG/FUk5H0OTGO6lVpgLHN25O9+HvkfHSizyAyZxlG3j866VsGXAZEzOyyDZD5hg+e2etZa22iRWElJ0wjTKuybBzzuei1z6k+t7dvCEk/7itP5/FA7aMmcic1auZN3wkFTAoBSwOAgIkd2AzplkzPtSamvEsvlOaZrkLyZOSzo7gViPkSh2ymxCTOBMslxZuirPiZRn+xH1MdT2MtOImVzHRddl6w208ikfHqd+zSBj0mjcfgHNsm9sDQUY6RVlb0891uDbfZXHa4mErxSdo6oWCYQg6yRjzAsVbCs63QkxPgRDcF9jsQdDKMthRLHzxJtI08LL4XMCe0KCBZVIAjDMNWktJrcCjtu/SC00u8F48YGMxs8iTVB4fqBQz/HkAB8lMRTmduoXNupxl8AYhVwpFaZlipumxyPT4XnqMv/oszrUltQjBngJE+6WHkhlbvl3ivL0urp2MNDEdHAffnVxC7kpRLOfMW4d4N/8uKqF1TwL1KX6Qix8sJVBvofWZHNFTuRjWuXFWAzWExDeLQqUjnykkM5Uw9WJkbAkjRUgzfwzoiUi2IsUQDANCvQlLtsCIVUb7Z3NgYSuC84vIjLwCICIzRiWKkxnbWYshphGKMnhue7QeiKY/KnyUZLAT09hKMijcpY/9gyA0sM0P0LTEdReAeQW2qk3cH4kTrMNI7MC0HsA1TNLpgJSsQsxsSSq5hbhVGrwaCOM74vRA2XkYWhNLX0v8jScg7EHaLYNlbCQKPbKTvLAqwq8BZIPdgyDchNtxM/FPbgC24bgfRWQm2HLw99aqLy4JjNbPYti78L9vh5/ysNVz2HIp9o6GeI9mAk3RX/cA5wZ0nYrkF6Qx4g5BpRsxrLL4XgqRbop39x34j/chve8MVGIRatHfMHKmYKrtxFRXUhWvAS4g+WNlwq+awaebEeNttO8R6zgXji9DwZw6QD73ywdIXjwJa73C9mDIvRsRq15ETQK/z1Wk/vYp1rxGGLExGKtbo62BqNOShNsSCH0eSs1FivPwzq2K8/rs6HurHAgNnA2lv8GrNxnPmozKvx1bD0UPl6inIo2Bu3g7ur5AD/SQv2Rg+ZcTnv8F4bj7CXu9iSLyTJcDL0frS4i3B3/EMRGZaZvgwD7DQTIDIKPw5U5dH3PrMtTwDJzZXYFORWTG2IoQ5+DXTxMelw/1BaEa/5tkRv6Sg+12/1UyAxwkMwBOQ423rLhFxCf/GpmBIjIDhWQmUeK2CFtijD7yNxyJzAQrfntMMPX9AEfJzP8Ajmpo/gTErAS6TfL3Bf9X0P5EmDb1P12LfzveI+CyyjVgS+TLcm7Neoxbe/gu0gHIdVtQNSofPDdzNxLUq0ZmnYbkrzq4R8xVSC5o3pLuC2azG4cyRIO2OWcRQaumRQVWqUarwa8yp/cZrHXhmFtuRLz84sHbYwTci2CZ1mDZ4EeTkz19Md4JTfB+mknVwGJHhXLkNKrOIltzm2/yHCmqh9FOejhkKMathVmXu3bnti+/ZIdpUTMUZKiQH157nSeefIClpuDi1WuxgZbvjmJW3SZkfTmO+U89heHvoBYmm9wEVTu1JKjfkMVv/wMz22RNdkPKbF3CM227MGr6DzQHFhTW/+t0SBupKWtJcmbk8v7NfWkz51sq+Q43KMUwKVkuTXYLQQMvj59IcLahqAAsSUKl1dt5qXlZOqkEYw2XS0yDPfk+t380jjcvuYiCyjno/O1U8TQbUg7nxhT9teJJIVnrCNYGSWqkTY61TH6yTG4f8CAjH7yfbwJF60RI5Slr6diuNq9Lj0WBRXPf57tTzqDdNxMJpEm1WAqdEjzlSJYJi1JewJum4CcV0EGa7Ex65FUoxS0F+fQlICaghhGtW1aHBh1dwdmWwfJQ8LOnyY+HtFSSMsCi0KKz8Lm37fFU/OlnupsR0Z2pFNUy41RJeYwPNWcZRXtRc12TE5yAzkLytVY8hmQACrCpI87gZkZzk5a8Alx7aOMtDBX+e9iYsKiW9HHMSbhBl9+U1f4QRLG8MP9XiMtFpNSBfnT4DruMzUKlG+Fb92D5TwIQpjdhICFWCegE/ABUBzZwEvCczOJvKo/Vh7xLUA3NRowyZ6PzXsPifQL/U2BaCTlt9CHUl+PrTLKtBJX8R9kgniJQSQzxMDFnGH6wlNCsCn5jwvADDKMHlvUoXupKsL/FLuiAF38Wx3+QOnIec+PliLsd0epahLwTKI+0diD9EI8KmGIXKZlHXM8lCCWGfyqhLIdWT4LdC6FaA5tx2UHoriLmnACA2/01jBNmYj/4GsIcTapUG8KdpZHBBmJGFkp2hAvWwqgQL7YCO10faIx/61KsIdUIF+7BP2kx8QKJ//fqiPFzYVVLwgpzcbbXo0AozKsbYQzfghYnELxcmViXSYg9ORgnTiX1eV3MCwLUrCxUMgPMndhtA8R3VSmwBFltJhKE16GCx1kT7079W/Io6JNJvMV+pJ6N0q3hIkGw7RasU4fi7qqKfOkLVCkHo+lc5PfPIcxfwPMgU+DuzSXxVSNk1/F4sW6Im6oSPp+NZU3EU2+idQpt3IQyd4ARIPRXSP1hYbjmXyME5bFSP+HH62MxhoKJPXBkHNc0sDsW4N3SF/v5t4mbO3BT76GtI+dK0cYKRFgfLU5B6J8g24PET1h7MlH+MXjmNEzvTEJvNHZ2Y/x0I4wJGYSn/fk8Mcm5CRLHHb6uSeXaxOv99WHY/ctjWO9EJCrmbyJtHRpE4VAUBd344ziaZfO/EUeDAhzFfxxu7g6ceuX/09X4p7Aei2MKI0LhxMBNsz70OcYoivDkLNmB2zj6vvYapv2OHvMyNO8dUHbWqAnr1iIX7UU1jeyQGzRrSf7CeRzu6g97/QTlFy/jrWPr8BmKkYVmRVbfv+O//Y+DcmsN6GEIxmrBMY4JbuEEMGUZgzrWp59hUKFuI8SKiECt8F3qWw7973qUfzRuxiNXnMGIwGLvz8vZbIbYnY6DdDSJmXcMYvmjDzAp2+YaJxNx4kms+fJr1mlNRiWH3nVac8Hsn3k0CBjkCR6qXI7v9myjQSpGh/IW4/fvJWkGjO92Dg2/mUy3tEnjmUvY1r4O2z2DjY6gViykdKrk7trM8tXYvXU1Z7c9kQkL5lJKh9TwfAp8n4bZWWwjoLmr+RuCrPMv5paRI1lVrjyJPevp9/po7rr+MurvD9mSlSIzKaiXJVlREOOKz0bQ9sJzuVFCNV+w1fQpF8Le0Ka04XGSMhmT1qyxA1obpanQoTW9p0/hSSX4xg85P6FYYfjU8uPkBQGTDejhZ5KfSNFMh1RG0xC4VNuUVynqJBSTfYurkGwhoDLRzu2KuGTCvjTnBjYpy+RVx+W571YSdorCnm4MFNVMyQbhsidlY9oxqoQpSgnBBj/geMvkcixq6YAzbInQeTTQcfIoaU4GJQ2eDjV+Kgd8bAVkB+VoE4bAPhYb0KRw6Be5Beh6GYe1zVzfpaXlHHEZ4JqrcYLGCKMRqdRonFhREsvx0uUs9deboJlGT4JwdIlrkpEoehWdx35Gpdsx2o3R00kTkZUMUrHZxNOZwMfI9EmoWJFpp7R/RHvXErKbUMfRqj9ORl+S+3ZhyG+R5nsIsQhI0TH8BxXlYsaobgRGP5Q9Del1BvLRYS7CqA/sI/TnYtof8Wi4lHtZgClnEIQrQA8FRiPFHpSOdppDbztW3CclFFZ+nGryPbaHffCDLeh4P9BZGOI7EMtBN0DGNuPlZyDNHCCGE2wlZS5EWQ2w/AoY4buE4QIQE0Ao0KVw0+OJ2asIVRWwaiHpQWAMwRdpQmEhHulL7M5RuFYKHRrYYSVS8WUIMnBS1dGyN0IdSyzsQ/5FH2N/OIWg+RhYdAaWfAS/wxOYM+9Cp7ugYnOQybsI7tiAeH4nQq9Ei0tRC8difXgJ5jOD8I45H91bYQ/8FF1hD2r3awRlryZnVzn2fXAJZu9nmVWtE+3vqYK+bhNUd0HOw33wNswryqF4Gl0hibErD0OlkLFGGH/vj3hmLLpiQwxjBcYL9TD6/YDOrgKfx/FaLCJLTMWTlwHgmDPwlh9PWAekcTdW6mbSsdZE4Tv2AZUI1RActYVk7j2I47YTJq9Gyk8AEDREFxk5ciBxqghfQBs3RZd0XxBvA2AszCBsVoDxEfiVEzgnfIpyupP+ySLWIZqjLGc9vluYL+Zgxz7cvFGpp7GsT9B6VtHFugJWlhxz5TelUN0Oz7+UjucSSx0edOC3EIZrMYyaf+qZX0ctyE7C/mJxCK9w4M3DNTVmOIHAOK3ENX26jfjqj5Ev1QnkD/9SZY/i34SjhOY/BON2i/DZf1HV+v8Rwvsfwnh00O8L/kmYV1xN8OZr//ZyD4W9eite7UqHXU/k7iVZr1SJa/EVO0nVP3KenfV+nGOs1BHvHYBo1YZ9C2aQ5ZdkRvdoiyfFIW2qVGnYW7T7ZAOzDBvbdGn27niCiyOHTz93LVa9mgeTiQJ4C9dgPnQ3Yvx4yqeT7LngcgZ++A6DCrma6HpalKyzVCl+8PdzdoFmf9365G7ewXf7dtO/0Mfj+8DjZNNmrQyoqUzWOA43JF2+mbsW/9QW1EmmWDVoCJ327OTHc06j1iltcUKD8a6k0fIVvHJcTY6pXJXaO/aQEeSzIISZV95A/5de5gxLMp+i6fi54zsQzPiJu4B3bIvTXJeUEUAqg71lBbV3FbDNNninVGmGTljEK7dfQ/N5k2lux1idTKMNn2dVwKZA8maGgRPYzK9chhqrt1DHLHxPZhZPS5sL9u9mf8qgEhozU3Ce0vQvX5E+27exI1CskpKPMjKpn0hw5rbdvOK4PBFIugt4WcWwzd1sQ1A+KdiclcnUAo8BVpFr62va4GoRsoeA9pgsBbbYJitS+Qy0bD4UAYEjeT2leURbTJOS9kqxI1Bs1xZVDbjegRFas96xOcb12CokGTGLrGSa04G7PIcqjkGHMM17SlFFxGhh/LlxybOGY/vXYIgrCfV7LDU8mqwoIjWnaM134s9bI9vybTzV98g39RkgvgQgXLoLo1HZg7desXxc4Gb/98NGm0Y/gvAtAL72HLrbhy94pDMF5Z50+MP+52A9BkxHUwvDmo/hZx8uBxgzJWHbkmallpqNL1uj1SKE+TPq1BtJ/PATrt8Kqb5ByW6k/H3Y5j4M+TBmMI1Y8Brz4u04XQlWA7a1hf2hQLg2prMP34phFxQQahNTWqQyNE76aSS9OFZ/zGJ1OZ5xJ4FYiym+J2ltISQbqaeSk38uaXMboWwN4njQUwAbwhcxRA/S4UykKTG92xA0x5c3YDg1Eelq6PAc0uZwYvplRPg8kMZrPJLYok4E4u+oD6dj9c5Ei0mYE9tjdL0NFVyPqPITeuNAvLJvEhaUwzAK4NoXsF7oi1lzCyq3EdIQJKvsQOz6BqlewirXHbGjCoGO4cXKor4aguj2LuGzg9A1conV3IjbNBdzdCXEZStxPIkr7gW5hco3CXY2zydouwij/T5ixjbCzTtx4+3wl4LTcAvayECfcCb2q5MIkwbpAMxRCYznd0M2+FPLIC4/Fz1wBJm9Pqfg3bMxL/FI/lidxIiNsOl+GB/lHXLfsnH6eagvc5BnKA7s6tvp5STHnIN5cRQYwnE/ZE/ujWCmsPNimG124bAGl1q/0nIjDYHh/ILh9kIXJuXULUDML9Z2rWEoPwp/LLxP0PaFhxd1INwmgL4XP/F3rHQUkCJSTJYDdv5KPYhy1PxBy/nwNRvj6n9eS+OwHZcKf1henQ9yzG/LmOF3BMYp/3SdjuK/B0d9aP5DOEpmIoS1o12cv4LM+HfcSTBm9O8L/oswGjQ8IpkBmNLocHvcXyMzwO+SGWvGKvScWWT5gkE33gllijRbT99+C2sLM7T2FiE/WaoEmQFoqDUtQo9GvhGRGSci+Fa9mlQBfslPk2tKKFsOu1ktxKiRhG99RC0Bwah3GNjpZKhdh3tRdO56LosqlIVkkk4Fmv3A3WtW0C65hzPwCfrcQAct6PTtFPakDN4JBKvtbGq5Ll9I2HZ8DVqf1Yt1L7zPxgH92N66CeHJJ7Bn4Ua+xaeOo9Gz5tNV5NCt/wNMTqe5UcWZEBrc3/4srheSJcA81+fAMvKWZJK30dQFtngu+7MMrHgOOUaanP15zDANjpeSBx9/gTWdanLq1B8QQQD791PO8Dk1CLk9HeNlJ8T3AlbnwQ1lq9DRhC8klC5blmfP/BsDH3iW3CCIfu1SCfzA5C2lqV2mArUQLDANPMencosTeC0/nyCnLFcXRtKyHh9OwksyNoyRJSXZWTkc73ncbsFiFWNW6NMphBtFyB1a8LGKcYMHi+pVoLIX8KQRQwZQNbCpUSDJMBzmqojMAHiGzQ0WrM3y2EvAJivkSj9NWKkKBcKlRjJNM+Ar4BTbpUGYxgPy4pJsx+BRrfnOiDQij8mSpOCjI+Resv1rAAj1G4BHoxCy62Ugluez2IAuzu8Ri6KswunUmoPHnurL+mL9wTG/BuBcoZkeG8uBFIK6Vsk+c61v/SqZict5Jc4PkBmgBJkRVtF4VERmbAiiiImu9RNYZwPTI3nWYPjZpGMHjMmK9fvaHEZmbGc1vmwdPSu7Qng1sQlTETSI3im7EYoPiVs5SOMYpPsUgcgmaXegZsFecsVDACS9+ZQytiFj90DQCzP5CCJII8nED0ZQa/9bOPZjYCeYrU2SvAWiBULEIehLouAjShf42H5/AvtdQnk+4BWSmWy06gxmT1x3O0baQaS/xlSTKVBPEV72JIbaDN5n2GY7srUipm5E+rkItQFjcSfSsR341lD0TaPwjbEE2KQvHI2XjqIoBt0m4NkPYXetRcxrRVY6RfawHtjCx1jXGCN7PVq2Iz7oPJzgFUS4HH/7Hfhd78MXZxOvURVx5t1kFyTIHHYPjsqC5mvIsPoQxDKJ+ccQN6rC0NFo6z02XzoD3XccqvUK1P4fSBZcjZrWEz+cj/O9htwcRFgA586lYEcjgmyNOSCL4Om3IAHhzvFYzXcj562Bnpvx7x0Bsi7JZeWQPSbD8BDzs2jM1am5OP08wtcE8ox9QD64Ufv2Yg0wL15OTC/A8kbjOpfjzIwjGyyBNjfhGVPJM8BjC27LSehgC+GJpxRrV/nIxJf4fz8ezQp0w+iqfDEb1b0CnFDYdgvJjJSPFJKZIuIv01Ff8O8v5tMinojIjC408dwPFAv+oe8pqSnVrfnDZAY4jMwY7X9tyXhkv1eXCgjOPeK9I0GOgfQ3v72+DYyLj3hdP5E44vUjITnn37aGPor/IhwlNH8AYukf7yj/v8NYnYseP+kvKdt6ZjDs2f2XlN2CogEsXL7sV+VaBb+vsbzwCIvE4ogXOzbsooXR0+f1p9zuHQfP9ZDB1CzUVYzQBh2yI5JlnlUUanKBEMTnri0q0C1y2Nw/O5djQ49mgeKnnZu5PRFnZmYFZKUqtC4MbS2mfc9Hm9bydL9rmHTX33l/507sVz9ikudwWufuPKVgqWlRzbIx3x3GjIXL+brT6ewQikFn9qC2F2l/ygDVr7yVVdffRd3rLqCaSPBOz4twflrLnqbHQIakFGC2bcweP81ZA69jVZnK/BwqWgRQre85vBKkKQAyc0yG1quH6NId9eDzTEnDSmCrZfLgvpCXUx67Ew61TZvp0iD/q5l88tGbnAlZ/MMAACAASURBVOoHvHNKRya0OpGfPZ+ASKsxVmqq+gZxBKVKJdk3bw49S5ehq4LTwoDFX4wks20nWgJfyxCCvXTCo4MQHJs7l0XpfDYpySQF588ez+QgpMXV17AzGbWZcR+/ztbskMu1xQeeIJ3O594wMiuTKqSNYXGB49PMgBSae2TA9Ta0zt3OZmnwlYB3Czeh1qY19yjNo4Ziq44WHtpMs9LQZOVl8YqbyXeGxdtpE2PrZm5wTXYDC4EiLy0YHUKbMM0dQYoKOuTFQjPKJ1T0txuCjggu+p0hfokfrW72Ap81z6HZ9HUM8KM2+6Lo9StPFS1yYvFaNBWaRbZHReAYv6j1u0EUQnmcFpzgZeMaLaPfLFbtoIz27zqk7GxEsV3ulGpZ4m7xkVhYRc9q/6HCo3KgqxfV04x8ZRy/Q4lyOoWdCc3RxNK1ScULUKJt0c1CjiPNaHFpiGV4bqFJnbgY2II7PIaMVyKl2qL1g0AMI/gCSRRUIbTKYofdCn+kaUg9CCv4HIz5FPAT6IsQzESyj9BuQtPYYqR1J1vtvrjpqqSC9RhiCH7GfWiex/duIjAhND8hbbZAUIeCsCee/BhXriYt1+GziAznI7QagG03wY51Ia5vBvEpcasGRm4HpPstvoxhFdxIit24wW7SvIqWFckw84h5IUKEyPPOxUzFCAefi9j5No54Cyschbc1E/Y3wByzipAYaQFp/zrcNs0IdDn0mPNI/uKRfuEfqOkGnvUqTkxg/TgIITSq8zfYqWYke36Me+0zmI+cQ/3vS2Os+RaR7bDf3Ma2jDWY1y0jCNPI45oSnF2OcGZt/JdvgxO/xz31XoI5HXDXXInb+xVS1RcT3DcT48wReCetRP1wNzir8D+oQlgrB2OJg/f8TOSxlUjd/zzm35Zg1hsFW/JxO35EUPPK6F8bj4K4uLWi9qPmlQanFsnpRX3IE7fj2z2hsoe8Ih+7XjNMBmNXOhE7rIVNZWJzPkWYlTGmfocdzi56toHEHJKBkJcilgE5EHbcj/x6O0yHsGMRUVFqIKm5FkWqGFCxqC+Ytw5E3S6Q6cVFfcG8C2qDsgYT9ebC64cECBCzwV1UGP64xe8npT4A/8aobuE0jTfiSGNKn199VjPuD7+Hjs8T6xaSWhKNl3pizhGEjuzzJ+794/7NiVb/vZZJR/HP46jJ2VEcxa9AtGmHnvXzwfOqkxex6dSmvypfR8CqYlxHtD0RPTMKmhBM28LONnWoZJUcdM03PiG48kLMJdsIGleMLsZiEItz/959DEfzU+hRd3ouol0Tqp9xFhu+HM9qT1PbjiYWNWMR8vimULY8tXZt562Yxcnpwl2683rw9CfjuP/9T0g3rM6yNi2Y6Rj0VRZ6+gLECc2xgbwp63BOqgEDHoDHHmafGyfHSTHWgPNC4KFnYNAddH76VV545H4aTvyW0tkZdGpWg2lKMDEdMLNOXa7btQ3SKRZVqISzfzv10tEP8pypue2QvCbxylV4d8c2js8PaDdzBdNOasEObx/Nlq5nduv6dAhCvlY+3aXFMrMMDR58hG0D72GPnybTSpEWGdRTLpslVFGwywnpn5S8jcH+CqWpumsnv2iXuobB1+XL0HjrXjZqi252yIYkLMz0aWtmU85L8aNhUseEWn5ABpHL6bx4QNX9CsM0+DqQdJAmpUPF9cOG8sHNt9JKCL4MAioKQQ00g82A7j74dha+cumjYWQqpFXcYFXhN08yFSNceEtKloeaBoagG3CflnwkQl5BUwl4SNlcIz12akU/0+JzrfnJkXRwS2oOVimDOrLkGH6ZkLynS8odwGhsLsWjuI7kAUuyOO0x25CsEyDmbOadE2pyme9hA1/aHpV9m2bGALR+7IjlAsw307QI/uh4bSPEiWg9A154B266AO3fhbCePqL0OjdOjXgF0OsOL8lcgJsfYMSOO8KTfxQxQKOdDQi3InA28PkRJbVoi9ArcIwxuOH7wBsl7gvdkbQ7DjteGqlfJC3Pwwqro+kIqbGIeBlEuJpLxFjeiF+ETBYgvSoYdgtgJcqfielXJkxUJy63UaCuwgluImU0wBRt8fVnWLI3wr+aMHEyoR+RsZi3EGV8RMq5GVPXRoRV0MYKbG84yNNIBpmY1hsERj9igU9gdcT1vsd08jBNH/eDboheMxFhKfzplXBOSAH3EqrLUboUpniM4OSv4dvX0fH6mA2r4s9dDu80InPwZIJVHulhg3Cum4btTyAv9xIyT/mOYPuVhOEs8GdB6VMx8qvyTlYl+mz7DOrcg7pnKlbnLehm2zGddSSPXYA9IzKt1e0FYppGPp+NFwPx7cN4YxuQmHMRBae+Sfj9ZRgpm1irvajEDpwRVfDqmwRrQsTcyzAfeA/FyUjZi0AZyIsm4L71OnZiKt5doxHxadhfLz6guAOygDzUOyby8oDfg3osgRyQxB1s49xZB+y3wTv+4H1DNCbU2ygiJpH/i/IfRFoPRjKzjiFssz7S0hysR5GfjGVtwPercxhaN4fZCw6eancGwukK7IdKAja9ArJ/lCxtX8lH0xtNYtV+//uKI7XCJl4/qpO7XOA0+LWNvTLAv74x6b0Ndt9/uZij+C/GUZOz/2vUP/oTQZGpmZ618C8pPzVvIWRm/r7g/yGKk5kuL3xwGJl5L3A4b8BgfnaiiWHVIeO7+faI6KBhC4ZdfsZhZAbgtCt7siL0KH2AzHTpAuk0iR/n0TdVwA6gvmEj2jUBYMOX42mrobYtuDGeBYA8vimPWBL9/ije1eDvTRK88E5U3thPebNxHbx+PRDt2tDlx0X0VRYvyhBxQnMA2ufksKdLRc4SmrWDBgOQ40RL3l6Fa+X4yWeRk53Dt3f1p2nedra1q09e41p8rwS7YwnKxB26pArw73uGnA9Hk962nU37fMoAom1HbgsErTSIi6+klRGZevvDP6RKVmn2StgdSgJbcc7r7+EcW4+1XqRpmOJY9JYwN53kseefYtDdt7FbBXxnmoxF82OgyNRxvk6b2J5kthHSz/bp8vy7bA4MambE2WhZsNultCnpZodsSyUgS9DUzORHNANDn8+CgKp+wM+mxThpkgBapkzSFSpTeuxUymRn8m0Ix0uTx++4m3vQnOsLKhb6mpwlDHoFNtmGTVnfZYKWDAsdQsdifqqIcHQJJN9Uqc7VYcCbIax0LfqbPvXCFNWlSw7wRSwgVyqqAWXqNqRlYe6hQ8kMcBiZyQTe06qEJmNWYaLNmYFLz0PITC8NVUjTMaYZUfib61ZV6HNzFJ7YA7p4Nk1CIjKTVWSqKc2lJd79x8lMVLLW3wIFcNMF2PLFQ8hMNBYY5uUA1HBSJciMJT+BINKgeEHzf4nMjPQchNwCeFh50a63L6J0ukqciRYl/XH0w+UR4Wrc8BSKkxmhe0f3xY/Y8dLEjRkocSNWWA8tetBAD6ZOxskY6hu0UZs3k72x87dgiqswYmcCKxGiBdJqS5g4Bc1J5PsjEHyOb36AKY8BoxKmvBYzPBtt3UWQfhvTWIjkFvzMivjWY5iyAiHZaGMFobsVz74GT9ZE2EtB3A1KEch9ePZMHHELQmcS+i2wL8zDDGsgrQLiJ+eiqYpWt2HIhuDsBfki8udzkBkJDP0u3uMmGTUmINYEJPdPJp2sByqTQM1EO98hd+9DhXshBGVey2kvtSfMm08snMpV8XdQOWtgxwDEdV+h28zFcj8k0DWIzXiM4AoTHV6NO2Un+p0s/GUpwltzCSrMREy7GPfYm4lt70m8ewprZz6QgaxXEX3+dvytYE8PMB94DSM+AaPFJAgXwbn9Sd0/kWx2IcLuiMcfx35wHSq3B16rSaScZZj2UgLZBz7JRKZz4aRCU0jd/OD/2fdfgRYmxkIDOSAJNjh3esBSYvuzkdajAJjySkK9hOJaFvAQj0ik9SB+MtrmEK0+BWLFyEyhnDOz8H1HIDMAsxfgryry9xTO8RyM7LdVE8SrAnZEZg7JdRurFhRpav4gnFTRWshpoOHI7mcUkZlfGw9+e5xwVTRv2n3B/6uDJf7zOYCP4r8QR1frv4cVfy6J0/+vMFZHYYtFm2Z/Sfnxls2wrjwsqOy/jM/qNf7DssWMTjAvuvzgsZubz6SbLjlM/lMnxdjH7qSde+SJwWscLYpYNp9bcucdUeYLBPUNmwOGaFXujhZ1yRNbUDceLyG7stDS5+eHn6Ic8EYqD4BfDJeBVpxN53flJGHQNWaTeVNh/UuVJrdeU9amo8Xq5s7HIU47hxuVwV5Lc7nQLHt1HL1TCSaO+4aadgpn6Vo6i6jde7XqwA13krr0dPa8P5o3PYO5lcrxg45ssxc4JqSTTFJpzjbAeuB6yt9zF2HCon4izp5OnREvfQjAegHx6+6gp6dpXLESwTmdGNqkOS84kuDtl5hTJsbm669iYeCz1bKYGwQMm7qS+QpuMdN0dwQtnn2IYWZIR8OgLIpGcUF2mKJJ+QyeuPgSzjZDRimB8+Eb7M002GGEBFXKc4n2+blVO+4BasSTzFEeap9iitY8Ylg8I2G0hAHapcOAJ0gCu0lw+r7dLO7bh65vjqZJaJKHpo0RcptncJOVYrqMTABf0gbnArmmYiuaKhY8JQNKi4CXciT5bhHxeG/9dl4zTJ4SgpNjPp8FNlWlzQBlMTK0aJU2eQbFRkCszuVhokVV8VaWBdwvfXKtNEOkTzmiZcKBiGS77WjnNgG8rATTbY9OZpE9/VA/ag8jRZEPS/GAr+EzA+GsIzgk521Ftz0RABU0Onh5m5U8jOD8GXjqxujAjiHMa4lZ0epOu4cY/KvIpMtXF4I57J97Walo2pPmDaBuppftolXk66DszgBYOipbGacgCp3tBVGWdvXQXQThWcUKjCKkaTGixGv2xQDqomnOWGssm7xqrNIXI1UVQn83drwehmiFdMbh+y/gxlYTmK/gWvOAlSS8F5HiNkK1BS1cYnId8AsGc9Fh5NthytakPQdDVCFVsAuoi5n9CwZRvirDiQio434HZCDETUj5GVqBk/Jhxs/E0hkY+gcgSaBXQsE8UvEQLzYDZGQ2aNIf33qQkMsxvKsIgy5Y592Ff+p+rMerYm19mBwzjoxtQsihFKR6U/aUmbhdLyBkFqbqzIS6JqG8i3TVdaR39kJe0hZ9Sk30Zf0IXZf82bdCbBna3oe5dAxyQBZ2/6H4fcfCRo146RLk7A8wns/HVMMw5xt45UYRxEz8KxXM16hFFYl3XguPBpjqS9wfzoJFT4F+DtGhD1knfYJ7+vsEy0th8DOQj9z1KfacLsTdhgReNUyqI8fvxZ19LEwp9J0Vy1AXtkCnlmJZ18L8BGGzQh+7rIho65zqpGONUP6TKHEqbngx6R+OwbXno+XtODIyvdIDFdLagJWog5/chN+iNQdDiyQgMPtHcm40I6V/KvIvE6J7iTZm1dmLU66YCfhB4tUQ69teHDQP3Q3mnZeBKvJRdZoGBNcIaFQ8z8yvo3h+GuDQQGtHQBroXoI0xPxVFIVROTKMci6mF+WQsoaAnvXbeWb+Jfw1Fu5H8R/CUUJzFL+LA0k0w1ff/kvf4w995t9e5jm5S/6w7Mxix8FHkYajwcMv4tQ7suZojPr17iPOOu8Pv7c4Nnct3GneX2Qj4L76Af7CZaicQr+NB+9mqhFDjf4egGNDh4rJfKqnPbg/2h1MxyIyNCZvC+rLT6kZs7A/+QaAxt+MI1ajFuW/X8EXWrB53gw+Tti4Z3dnqNC4jWoy9bPIVG7HqoXIVauIbViDOKcL5dqdRM6WAs5fFC1e55rRZFvVzGDFcy8DMHPnetqkXKooj/CHbwnaRHkFDOD1k5pwnyWYu20rW4yQoVMm8ahlsujlwSw5/UIW2AkqxB2qeoozTJMfWtenYPJ09gI3bV7NaiUYL6GmF9KOgJFaUkvAhJqVeXzyRO6woBRw7bfjKGU4VPRN2J/HukAx+NYHeBKYlg5IGpLyGUk2B4r98WhmXhT4bNAm8uE7AdhueSzW0GfAQGpkZdPO9NkCDNZp0lITBiZNlGRvLE5lYByQFRhUQtBO5/OGVkyWknYpqOUY7C7U1NSWRRr2jSFcoDU7kh5DFZxm+NyhShLk/oV+XQHQsNB/Kw94VFnU82P0NzP53vYobm2+Ooj6bBJ4Uws6ejYpYG/c5BoR0D2hGGV61CnmD3b5ocEAxn8CDSOt5LFCoAsjC4mZC1APPVtCtKKfKEFwAIQYwB+FdL6IDrw0N/YISfvRew35EVAOIU5EpVeD/OwPl3kk2DlrYG/0zSoYBnIovF/Uj/ekfNDdDp6HXkRWlLMJzS/RteSxCDENoQ9kmd9M2lpA3MwlZkzFcdcg1X0cF7wJrEQwkx6uJs+6Az9xOYHZD1/ng2gB1MLbl4clm+OkayO8M0m4I/DC3aRjVyPYgiErI/QH+P4HB+vliydBtCDkCixnKGHQmJzMamgqEOw6FV8VBReRcgRpciCogNajMIxrEFZjQlkJv+MrpOI90SpKJGmKuniJlZjOBmLpanj2l0B7VDgAy38QETTHV18h5DzEm1/g7amC68zEMHeQ0pOodPv7iMxJJGplsuvDawiuKcD1NuM9OBijvIUTHIv6vAfoljivbIItGmPVNxhhNlavqtD5B/znmsLPZ5M6+1XkG89iUwsxXuFd9whiOpjLNE5qIn6bldh7LsRa1BV9RdRnjKYe/pvVENYqkrN7wrEjELXvxAjXYdxyD2pPZ0SbXZgNqgDzCd5KkKoyieTSssRiUeSxULSD9EbM6wt1mQkAB/nJNpS5GstZik4VJpL9f+yddYAVVf//X+dM3Xt36QaRRlAUSRHBRDGx9VFAQR8VE33swEIfsR7FxMTubsQgBEFKQkHYpUPp2N07ec7vj7kbd3cp2++P9z+7M/fMmTNnZs583p88B4J1TXDS08ldNYZAXgMUYKgvMVQvEgctJafof8jofsL8vvh8DKSIgsbQWGKlGqGmjC65V9J/CjN8MuuZLU7hDKDUZxWeaW9tmbpQstgFbR70/G9Wu/Ddl7FmxlZEojeQwX8xn1DwS+XuqduFC8YT20sg8hmsB+9BC0Odg2u12G639oZzCJccVLItu2zYnlGnInYi7Nl7dCf73oW/LXbF0OzCX47wrLMxX3j+rx5GBSTsBK6/bW3SjsA49zKiZx6qsN+akk/QpfIFvrFSLKskdW4OcVWEHigmtuuEWr4I2nfk58lfU9/VcMJp8N4bAHTu0I0FMyaxCViattg9WXmmvnMNg1Znn8EHT7/A/dXqsv+WOOVni/dHk3/84Yy1Ix676CZOG347J+v4A7YmAqEF3Z8YiXnxAOaPnkl4eHsAhjfancErliJvHYa69ToeVhGXylgL+I6Ak8otOattm5tdl2Pad+Ty2dPpryJulRbLQ8kpMmKSFNzXpQdTv/2GXBseSAfUqlOX9en1vBQKZmlYJBU3hjbH9TmauZ++zxRTcXNg8JEHK2ratAg8dv9qIYXdW9BMwUATvg8VE6VBSmrWK5ih0uRqwXuR5ERVnZqDzkI+N4LJNevRpW4d5Lw5JWP+Tnp0VQ7rbIdafmxFWBNo6mRSX7cGeoqQF7XJx7XrcfjauL7Cj64mr6pJHz/iPW1yggj5JQhoYFm8EcEpBtQDfgEW2wFNfYvqqVzmhR7nhR5LkMxScc338nWNPrUtWhduoYWVqFB6bpTn09ux6YXki+0ktaiAmnVg/RoGm4pBwidPS66OTGaPn4fVY0/yzDQtw+R2OkkhZC+0KiUkhvM5kXfENo6pHLbxMJ43B2E+sUPtpeyDUh/gjayCM3BLJS1aQyaNbvkxx5SwFKE8DVPF75flTCLwulU4qo88hg/Uj4RGH8xoOAA6eAAVnoeV8lG6JkqdjnT2wVfnQdFSbKczVjidyLwbLzEEy22HYBhR1AtpP03oX49pNClzlpqY0VhCY2/AJjAmYkWdCYwpWHocUgSo6DpU+DGGaI82diPhzsFNFLvN1sWKniMwLgXdnlAPR7o1kKlYeWMZ8wiiNig64SfewxZXocMHSCIpDFaTcEKiZh2JTrgM6+7rUeJ00tYIUo0uQP2rFvquHqjmP2CKhZC3Dm/qIpx7+8Crh5LIPQ23cCHyks6oB9YgcwZgyjMIN+Wi2h1HdNDNGJc8CR1+RomeSGs8Ub1vEe17YtyTRO+5heCbGojuS0l80wz/kQ3YG14mHH0WtA4xi94m+O+/MK4Yh1oXx7MEb1XHOXkF/jk1kes1DFCo3ethntgAlk4F6uB+v5nEmSb8GFHeiiDDn1DmHrFgXfanS5rCI4tR1xrINyJk/oEoOS7rWOWsJRUtxA274nhjSTtXxwkhpptEHW2giKBoJVaqIenEApJuK6SzGOU1reSZLDMmeWSlBKcsxJQcdJcdK7Zpvt+J8Php22/YQxIcKrBu3zkiVPRjgtSeLtAak36E3LztA75xoMdOpGTbhX8cdsXQ7MKfiuDp2F2Iqlt1mP3N+DuQmUmGwHnza2ST0gxL2yIz+cHWBTh55sCs7crIDFBCZuZmnImOvvjakt8qIzO6XfsSt6BvkKg5M6BaDRj7VUxmAN57Azk2rlY+48CebBg3kdWpIvZLBszx4zHXeek93G9jAe4eI2J6FHHXsy9RRVNCZt6WBvnHHw5AzUJJ6sE7WRgJnMffYTfg46RBbVMz/+IBzDq9H+Hh7Zm6W3w9g1csBSB1a5wy90ppcJeC6ZGgux/RAmiFJj9pUwOo6/u8IiXNf5jFZyLgIsegNVB71lImyXitu6Z9Z4YGsPmGoTwsDR7evI6ageAoIXgMeNkw2MdwSV9/AxO15gzPYIaCRhZ8dVI/Hjy4Nz8eHBOuRRJuVtBFw48JxWoF00KDKuRwjpWiTZUq1E4UMfvpBwCoV7SROvPmMNMPWVUkmJ0OUaHFuABq+R43aMUvqBIyA/BKpHlGm5wnQg5f+wujTZsCx6R7QnBIOv5InyDi2BbDUTxgBZyZ8fwoLi3X1I/J48aiAur7AWOUZGGGi0wTpcJEY+J7f5Qf0MJKsDRhc3ym3R3E7Xo7carlnSYzAOvXIMfMZXgoab5lJceFNvO0xOqxJ7pDlx0gM1CNIm4Rb5NnudxlBHEy26jcmqIqITfHnlJhlx9dmkVmTPFWhTZlXXOU+oCiOTW3QmYgJjP1ymzHcQlz3c1QKztle675v5L/y5KZaYnMzROt+UB9DCwqITPQBp3qh5HMJW0uBfk6Ur6OkIdhR3UzZGYGkX0DVvAkltuRgNvRXIc0OkM0ooTMaCu20kTRWJTRr3hGSGhNwluFFXVBeUciivYGaiPNY9DGPqg2EjfRDoOVRHooVjAH37gYKUYRmV2wGmzBrVYI+mgghyBqQ5iJaTKCN/BTt4H3IH5QHzuqTSKoCfNAfDeCQG8CZVOlsCHm0oewhl6G1DdgXLQSf/EpBJPnIT8ohE9fxaEhSqxBP3M++tu3cX/oiMqZgu9dSvj+cMwVeYixv2B0GYj7bhJx7CRcVmIs2x89dRDhki1Elxjo7pOxk1vwD/sP8o2IdIsZeF9ZMF8RLn0SddPHRF/3ROpY4DfneCjRDuupGzBOAzNhITvsG5OZ6hJYA7k50KsNRhAXhlHsiRydybZV/UyiqH9Fb6lHFsfP290RLErBURMJz8226EuvNm4Yu495zkFIvkNYi9H7dqCYMFuphljmEJJuJla1mMxUKe3HeynbcqvUZ0h5FKbxEuWh/DihRXkyo4/detxMdPkTmBN3wL3rG4VZ1yD9g739tmWQ2tMl/a2D1s/hh/tiM2vbB/TwoGpsalHjq2+7bSUI8/5AV7Vd+Ftil4VmF/4WSHw3E7dr+7/s/Mn5BaRb/z2SEqgOXZAzMhWfa9eBtXGEzY2E3Fk2kqJOHVhTmgZaPPM6+tzTAUjOWMa0TnXZUzkU+kly7Nh9Yqnjkt4Eq1LgpFNUzTHYa8wU6LEvEy2b7oFPG2DurMWIfZoy109Ty7KoK0weO/wEpn/1Do9NX8DG1vtQN1mqPUtMmorbrTMfd2jPMTNmIm4ZyqKbbqDN9HW4+8WF1fYkTs98dyjomyOp60V8KqGvglZSM+/lz1kw4HA2FGlqKcHRlixxAxxeuz6jbr6DT267jgs2b+QOHdD8pkcYeucgLg8snrYELQtCaufUoGu4mXoobrI1F/oG83VIYWix1957w7zSj+i6MGRxjqZ+4GDYCaTvMTFQzFYmP/9nMI8+fB+jLYvjkjm4mzey2TL5bxgyLLNkjrccegYe64g4VBl8ZKVpHMXC/ZsKTs1w0uOl4kkz4qMoxblRwGCpSfuCJzO3cl0QUssyeTMwONWqXOvZDsVaZFbC0rzApaWVIB+XFuV8Mr6NJPsbim5SMUn9Pnor8fhr6Av/BcQif8V64zuPxV6Spk4asBHyNLTKFs5ygf7VUlxRtJ7vtOSq0M6ag17KYFhgYWi4wwr42DDAml7isgZswzKzdQh5F1pdD4A67gTsT08iDLNT01as1w6ONxmZU5V02BYVLgc9EmkNQUfPI4yzQXYg8l/HMFsjEnlotxuBcQ1WdA2QIKFW4KYKwd0dqIuvPsKWXfH1BmxRVkBribKfJBW1JdJvEXgHYNi7IR87leDCsShvAYINiOQoUEPwRhyKM6gjCfcM3EQnwMZv+D5VF3ai0HkdYfZAhvfimf/FCGoizWOR+iWkobF8D7P9iaxbMJqE2xDLfonAX4+nj8ep0gSZXoaK2lIcwWXpaRSZX6JEL0T7tZjtbsN6YQDSb4M/pi/Jkz6nqHAAUuVgJ5+Cwir4sg5Fsx1yTpiAXtEZ3NhOGXa7juiO4Ti9LNzULBi/J/alLnJihpibd2I8OQTdKgf7sGW4fiz4evk1EEUaObUN1sAL0E9fgH3Ba3jtNdHMffBndsOeugd0/xHjP5ehZ96OXBZ3ae35KOHsiWjjZWj9LGr+cGwxiFBfWOmzEbszOQAAIABJREFU4qTn4CXboc50kK9UUtleno5Ss1DEbrrS/hnllybXkIlTUe6bFCUXk0o3RZ1n4Tw3hCCILRii0YvoFf1L24uhKD2k0rFUiqrHwuaPdri58Xl1oiN2/u3235LYp2xfYVI0O0Fqb5fIX4djjyTkqp0+1y7838AuC80u/OnQD4344zrPENa/kswADGmdxLp52G/vKJVNiqypyyo0sX/aRhVnKCUzjZuUkBmAO3PLaalSuVl6ZX3u6dAhrlUQrVvOqjBFG0EJmQG4+ciBdPhiOk1x2N9RVNOaeptj56TuQSye1X30OcQ+TWk9YBD/kxb1jzmFYxUMcgSfhYLqBQJfbMGZvYR7wojcmnVYfUhXWilN//tjdxx92xCanda/hMwA/EgsAM6QEYvr1ueNjl3p5HmsByYrwaYzelPXk/QwDKZIzXfAWZmlbvDanznl3mv5+ufNPBGEfGHYdLv1Uo5I2wxWcLLOoXZuSM9wMwlgEZJzfYOJXkRKGtR2PHrlxy5jU5QiTwYU5lTl7eq70Ugp6rtF1FURs2yTIVZAesTDXGCYvO9p9tq8mRWGxZaiIi73fBbaJjcZipyCiJrATKl5OeEDpcqhSzIrazPiOiyEEedGAessh+EqJjPdMomCFhqxdr/FVpRL7zoRA0SC2pk+i+0hLa343WlBIhOWDnsrxeKkRe1MVztKZnZE1+oOLE2bsREYZOxclqTK0N5JMyywyHMN3nTfpE3JeGsBtSgAHt9UROsgQb9yZAbgCxnR2XHpkHB524hw8XGDdtiqJQNkyFzL5fPz1tFG7JxlqpjMAMgP38N+uQrF0c0jMunSi8mMnSx9nz1nP9JhpgCnuRtaxElJJjgDUHQBNQMhX8YKJ4JeCazFjnIy59wbX/YiCJ5H6ruB1diyK5BLhEmkB8T9Gv8F8pDuUxR6nxKoS0nSkEjXxRgYx7FJpxW2mQQ1BBkdg3PNV8B9GTIDQk/GXnMUbqIulhgDwb9BfEhCVceKJiPVOG6U56H9V0nLmyic/QMJtyFuYiWB3w+4jJQzB2vLaty0BeRiiPHxHByyH4aeTvTlOdiHHov1wZVE+jw882WCJRpdEAvzVtCLLXvMxT+yJU5yOVaORl18JbY3j3DIFlLuaowJh5E8ohvJaBnm120x912MnvoS6fH1CZ+rgop+wX/wU8LHbmHTmMa43+WCDfL6o8EIMC9cj110DHr8ULaMHoKYfjJ6xkHIDlOR/16P2Xoj4qNhqG4PI6NRpBfXIlhzKeiMgmD+ORhjZxLpJUAzXCNWsRR9V/peecl2MDRVQmbMj+I3NBJx6ulQvV5CZsIbL4zJTLPS45X7JgCpdFMc7wvMF34oITMAYtXjhFPLtC8hMxXfWtN4m2h4TqZhxoJYnsxUVtqlDLLIjNrxNGOp9jbR+WVk060sKqm9YzOXYdfCCyom26mIUq8J6u+cyBpO2XnLzi78c7HLQrMNyGAhymr+l53//wvUqPmHFdP8KyBatkbnVeaPnw3r3a8ITjy0dHvARQTPPQbAh67LcYkEcnoeqmPLkja3YHJbpgq0vWwzfuNyLjt7t4fZM2nf7RAemjKKgyKbSYGimyXpIBXjCmyqpELGGQYHRhFXK829y7bweINc1loRQ0TFAM86wH4KBvseqb325eZFP3GfMPgkghsJaPnxV+SdeCTu1/kkDshOL1pvwgJ+OaAVnRS8EMGHEmrLiMNCRaqKSX69ZrRdMJ9PgZVCcJUVn7+vUtyeE9AiHWflWi4EA3XEaCT32BbX+AGbA4uqVoDxyteMOqc3fR4dSdG5fVnvBcxOWByUWdbsL+exx2Ft2F/BXbbPf4IErwpFZ6F4yVc0/HYW7qEdqZ4pyTBGO4yNPL43FaORzE2niXKSrDF9qlMVb0tIOyekh22ywg950nRoZ2gmpz0GS8ESYIEvaWUrHrEMLgmyLS7rbQutJUeEHtM0zCLgGuHwjVZUB5Zv5Xm5E8UJVpK9Aq8kxqYsbKCjFExS8YWPjAQDjd9nbfeNl7Gjvlv9vZOS3BZatFKSkUbIE1aQFb/ze0DIfmj1BqRsKCrY/gFlELnLMBJlns2KoTFlUJ1ecj3DjIDNwDEFP5F29qGhgMWTVmHv1wApT0apOFuUEQ0lMipqy8NgDqZVaiWqIpqxVn2JI5pjB+vwrVpgroSwNYIH0fyb0P8M0+6Db07HVNcjVew2FKk7CBLnkvAb4KoNJGRsqQnVtZjy7riNmEUkG5HrLsS3ulR+acZUZHgbtvcgm3LBCYvj92oSGM8jg4eZlFzE/gWjMW0bpdvgmwuwg8dB3IrPk9icT2w3K0CpGYQ9R2JPeAjsZrhP1aHqqR9BKkX0bF+Kzv8fiRYPohe8C3p3kulnKThxL/j8O0S4gjDxC3LyYKJNzVD2jyQPOAXEYxDVwXJmYQS74ZtfIqIuhNEFCLOQ4NhT0LM7Yef3RESDUMYsRM1JmGNBmQ6FLSfgWIORjAd1AiRmgB9nIRPiR7TeE6VORsq3Ycxe6NpziewqmPtuirNudKwBk3zMSSFhNw8tFuN+35ZU+4fQnFdmMlME8gIs9UD2s3ZpAuPhWGB3x1QjcXBpchdhvoYO/1WyLa+zUcNiWuzbj2H7F23toaQ4eMdQc4jk1muhlYxjeA7G4EpiZyozK5aD8VFVomM3Z+9U14O861f1tz1odS5CPrPddmpSDWS333tlyUZ6giB5wN9XJv6/hl0Wmj8RFciMOgVoWWnb/7M45V/bb/Nb8A8kM0u3ET+zI2QGyCIzAJ88+XDJ/8dlSLzqXvrhsj8ZW0JmbrIMwj69qICD4n2z8TkrkynrQEvyr1BzFRaHX3kN91gBB0axkH2vFNCkKidJnyPLafLnytit6IWOXRkn4fBLr+WA/LmY99xPhyjgxkxl+rxjDkU2b07igMb0vT9OdSsHDQZgzRexZnCahBUJzXUG9AojqCpo6gp2/2UJbWybLtU0t2bIzNeOon8kmbvFodjBpsu4ubyt4/N1LoytTVWtgOkajjz9QC765Btm9D2Z24KAyabguDLfI/+wNowJFecpi2YDL+EBy8QHJmqJC9w17C6W4vKp7TPajGghBM0F/E9JvhEmhySTnBoKam22MCOfdpmaQ9898wIThMH8KKSB5/OjFnyqLdaZFq1sRQL4lwzZreykplLU9IO4To3pkADeQfJ0OmJOYPCSdNlsheTLNGOky90iYG7o0QTFUCTDVSw57JG5VVcQlsyRDyVkBmDETpCZFDAgNJntJpnkJeilstO42lFftGpS+cHANKk41vbYI5Fm2DbIzCT/1yuntHqJA1XA9xvS3HR8f6qZk7Z/UAZlyYxYaJWQmdD6tpLWG/lCSToHDocGDj1yzgf2ZqUGe78GROdfWEJmIFFCZnT0HodFL2CzhKmWx/FOW4hK016njQuwxA0Y6sqYzAChlQMUoLklc5H1AR/b/RipPkTKy+Lxy5tI+A0AMK3r8OyPSetFBNY1Jf2rqA521ADfOrp0zqyR2ZcWdUaJD0HUyJCZl7GiueQ5qzEK22PJNhzgrUMnVoGnQe2DHa0BEZMmSV2UOgNk7P4kZQcSt7wOgPvGIuSqhmypmkR5XyEHvIhU9QkuG48fPg7OLNKJNogvfsSIOpFq0BSr9yJkP5/UAW2hlsay7kdEL6M5ncIb21Nw+dEU6Za4t+1FMOMHVOuJJA6+ntxltbEmVMNsdhpgwnqTcG+FGqbIydlE+MI0LPkZKvdegrHrif4dry1qagc4sy96zmjSU6vCBTm4Hddjtt4UPxM+MMmlKC9J2C22tgjdlGT7NNRtmjWVWszBUs8gSt6L+BkrJjPWvBwSB29Cqni/tOZnkRmghMwA2P5FeNNKrfvh2NI0XQl3KcXBOztCZqBZ5WSG+BrF1G3LjxXIDFROZjL96bN+m6U2JjNVgPaEqnK3PqCUzJzsbLVNZYhG7Xj87y4y88/GLgvNb4W6EOS7UMEZ4p+L4NGRWBcP3H7D3wnOWx/gndLnTzsfwGoC6mbqeyS+m4/btfVv7tM4ZxDRs6XueeajrxBevCMm9e1jNQnq4lILWDV2Irkz8/EvK/WrFu+OQp/Ym9Tsnynauz5XIblvKwHg63CohYeeMY99e3am5uYCJkv4TEHPcy7Aee6JEqXbK5HiTKNyvcd3aZeuyfj9bAiZyhelOPiZ5xlz7tkMNGBkBONaNsdbPo89VS6PacWdQUwORnkBk6pU5xYiUr5bQXlujHiDowedwpOJJHu6XpbAXA841UpxRVERIuXRPHBoDCwDhkcmg42QpYSstBWH+TZ5boS2QhoaDl8GEe2sXJbamzjQt/nKSxDmatpt9tlsC3Zvvw+7zfk+K5vYfD/kENvkMyPByNDlFqmopiWNgPMik6eMiLmmSdUwJmATPMkBTvZ96CThEa04RstKyyDkEKe4PhvFo2V0Tjc2acKdS5ZktU0B54cWF4Qmq4TmestnslTYxMrTehraaElXBd2UoCkCG9iAZp6AcVIzRSiWyrj+XvF9rwo0RLHc+Jr7VE+6CkUNNEXAT1oyHsmEnBosKigoqaH0hmVzWlBRXdtCS34Rin6R5OpQMllqhhgR+b+jOk3IPmj1BdswvVSA8t9B2icBEJlvYISnAbAiadAoXWpZk8YKVNSoZDuYOJUa3TtTAKhwPtJsTRAswLL2Byq6k6bNycjCVjhO+Sp+DYBVIK4ipe+jn2jPleZkehYupIrdhvwd0Teq9iAX4XtzsZ1GuFYeyAjpKmzRFskRSHEmvlUL6R+HDAdRI5GgsPAmtNJ4yUb4E1thd/8h02EKQ92Gy3lQ6xPCouNIelWAa1D6e6T4gTi/XpLI6I0hv8b3fsLodSnOhMGEXg88cyNVNm+gsMoYwunnkWwfEl0liR58g0jsRTJoixjWm3DdAhIj3ify+uDv9RjmjKPg7fYEz19KNHQw1bv+jLf5Pdyxg3COrV1iafGrvoT4+FKsUQVErolxXxrjAwvdIkLtVQ1Iw3CL0D8W8+pX4fmqcHYspKe/rUZi/9MRPAmk0LdUgSM2QH0TsdsPqOSJyEtnYj/wBWr8UaS7302O3YSgZjP0ug4Vpj8YJLBGlJGhWlZH8Dk6r9Q909QfEmbcz7YHaS9B+cUkqWL2vYS7BDfRBMfOw/PLK1cPAb7eofNQA6InkhinpbffdmuIXgCjNK7M/d4isW/lmTT9u3Kwr99+tjUv+hDH2NpcNQMW/YqB7gjqAqv/oL53YWvYZaH5u0E+TnkyI8Ppf81Yfif8WWTG/TzO5f9nkxmghMwAvwuZAbLIDLB1MlM124lZ1GtQ8n/rzLcxPDXbxaduRkO35otvsQ/qnkVmAPSJvRkmJVYUu+MUk5kSdcBRsbZ4dYbMzA0jRIc2TH9+FD2TsRh4YP36THz+6RKhVg8fwY0ZMnPYI69VuIyuyQTylLO48NgzWZnKRT73KQCfR7F288nb4ziEkRnZsPXSJdRWBo18n4czZAagt2NxyuYC7GuHMa1anNZncToehTluEZcNOo0PkXzVuRsLrfiDWRxS+4URMiYqIJ3j8zKx5u4UZbAstBhsxOf4zJJUdTWHoPjJluSYklUJn7rCoKtIs8w3eVUYDLBcWkcBg5MBD1iKJ/OXsgLoL0PmZgqNPp0jY4ITRvxPwPTIoirwhGkwWyiuDgXfFikW+CYLfRNLCJbbCQZFkk4KagCzFczWgvWZ+9NCSd7zHVYHHg8ENlUQFEAJmSl2Re+ft7hkzvqb8W9FwINmwOjEZg51XCYXF0QlDtHOF/CxVNxiKnrbEXvYIc3skI52xJlWxAhDMU3Cmswxxc/LZmAekoLoMAZpm44qQTOV5JowhyZuin5ugmqbCymN8KJSMgOQLxQFwAhD0cIJOdPaOTJTDeiEYhAh7wiPH2SaRTLNTOlizlnNQEL2Vu9RrQyZ2ZEaOMVkBqBahsyATaN0DYhKMw6qqHR9sII5WN07s2nwlQBo4qKGOTmSOO4nc4wXx1qkrLUkw/3IzZ1O2loBqlQolplgBiFOowh4Us9njyDBGowyZKZiwIOjyjgmypl0NI9lDzZzk3UUXcK2GAXTsPw4CYJiAkVGDudFcbY4L9mKjVvuxN/rKsLUCMAvQ2ZAqXpE8mqsxEqsDWfieEfiO+uBe5DicwxGANWQaipG9Dlh8Am2rI/x1ZuEXlxwVfpT2VI9hdST0XYddGewh63CdupgHPIJ2l9DtNds5H0f4TXpgNXwHaJ7TwNxP24yD864FfOw6QRRPulqJ5A86EPUmC0oJ441sTf3Q5//Kt5/l2Lcl8a1FqH6tKBodX2MjzcTmstxm7ZAX7kv+jYLOeZUpBFbkpL7b0K0fBoS7aBqiNmjCHFnhNv2F3Ca4T9ZCMM13hVfER7kY1lX4OuTEOuThK9lu+Qa4cBsMgOQt7GEzFhNBsX1Z8RxJNz30WJxVlP/qUos/U+U9QqZDwOyf44S8fnKkhnBmcTxXdsnM+KbTHzNBjAGb5vMGF9ux7JhZCfJyCIzzbJfcPv6QtwvthO8AyVkRuuKsaewCPVh5p2Z83vHxmSTmbBicsVd+Adgl4Xmz4A6F+Sr7Iz28K9C8OanWKce9VcP4x8HZ/FavKa1t9sOQHbpjpoysWT7xEjzriGY6ivOMWFWmZTN5pU30vT+u8jLEBTV5wTkB+9V6PM1TzFw3irS7Us1ycW1SBYHEU0tg5cxuVWFLJDAQ49y8xUXc+tNDyFvi11bXu7Unr7TZkKT5rBkYUk/4sVR1Ovfmx63D+Wtm4egeh6EHD+WV3E4g5i8zGlSg3ZLYttJeV1XElhqC+r48VpjPPsWJ59/Gm+E8TWdHkW0rd+Ifp5HyyZNYfaMrGs7bv8DOS7XovWY8Rwc+BQakBPB94HFlmRI08BgTaD5TsAWqXlNKPIkDJVwhG1TZb3ibkdTZCpe0Zp+zVrz5KL5DFCK56RkEYpCL0k7x2OxZdE0iD/M7YDPsfg+DOhrwrJ0Ed9UkRwZxmvSDDsgFJJZRTBH2pzuW+yhBRdbAW8ZIfOMIppHFSu8dZCSqsBPSvEzsNRLsdkopJ0pOAfNs2QrrIrd1NdbCkSKmr+xNlILBfeEBu214BlD8bCpKI5KuTuIuNYq63L26/KZlWYv+xOQyt3puJpi/JA02KvEGtMCVFWQ8fMXWuMxg54lbe3wQ2qax9IaTTV9Ase0nslB+fOopWExLZjOYj4Q+/KTmsMvyJI53QuYK3sBG5DuM2zOSZEKWmNwEhHvIORCtCojyAYjwYqVSor9kWS7xil1JlK+gqWfIRDnArkoaykyKLUAmdECfkg1Yw+vJrCZhFyGqzqio7n4podFb1LpTwm1R5ibhKgRSjbHN6aRVK+jo0EINQNL1SZtvo/B/WCvJh3MIxUtBvkJgvko0sAElPEDMoodLC31LIE8B23lIYLzCG5TJO54lvS4DpiHzkSmm+FbX5JLcwTroKAOQTJN2L0DZq8TUbe+guHm4dqPYs3+kKDjYKxoGFIfRXD/CxhXlRLnSK3BkG0wPvKJjt2CzDco7D6G5C89YV4tZPufUF5twmEO5nUe/phc7HOKYKEivLUd5pBWiOGfov/jwvcO7ukjyZnZlSjRElP1J5QvAiDFPJRuE590NwnLy1hdy8WRiM8FXu2q2B1L42cAXGM1iagulcGYk0PUrhBojDd1A07nAtT1NvKu7QeoON5YPOegbbZR7kpkomGF/bqfiXgprOSI3w55mkG4MEJOLd1XNL8mqdbbdjOX9EYx6g8Z0y78vbDLQvNPhHyG8mRGhjP/mrFsB/9XycxaKjeF7yy+CSon2OXJjDx+67FHZckMwLuGoMBTdLZlFpkBCO+/s4TMACVk5sGgOOcScNBh/Kvpbrx5zjEsDiLmmrEgWeyadceQB1mDw9VkyAzAZRfzTgROmXH3ve5unlCavF9+yhqD7t+bn4G3bo7jBeT4sZym4Gw8nFGxhvrtpWtZZodMiQJWA7UGlAa4LkoZ1PE1sy2L85TmsHtuYfzX8fM/zjd494nn6JOTwPbXlZCZe4G3/Hide+v6O3hutzbc6sWC/PdErDXgcCugSdokL6GYvU9bDrRtPsxYHNLA5YceQxvXp1Eq5AbDpY8QBDcN4blF88nXmlRmrmtYmp6Ox62BRfUtFivSghZK8oKvaUjADNNgA7BRWiVkBqCXb7EuCjhYCJ4VEfmGy2IjzXQZ4kMJmSnWSy4MTeZ4BjOUIghDTpAR1YHdnSJqpmJtbVky01qVWlsAlguLmr7LPDOiGnB9KMnzTB4PDEpp7PaRL+FkO6KlE3JXGTIDcFJY3k3x1yVnbuqkecrauToVvxo7SWbKKo/3SkegDsxs5ZeQGQCxJdulJ9T5/EwTxiH5UHzAoAVL2IMu1NVJuuqVDNI2n6gfyfNnZc3pBQYoNReiAGW8SSqILT6BF1eEFzozT5ksZhivlBxbnszocDBSvoLkNuqJgRxOxBCRZlyUYoH0WOsEjJEud5pN6RLksxuN4nBy1RgRzUYYXXB0I6Seg5tojJ88FqJmuPYSpFqIw2gEsXVHyw4UJHwMLsGQdxIc8BS5jo+HjeYuFG8T2wHTBEFAED6E9tYSyHMIjWew3Rzga6rc+Rbhbq0w6hhY/Z9BcQFmdCN+0IyiFnkEVj8IT4MVafSwzqjjJVGiJVZ0E96eo0lKRfhIT7z8VzHuvRBvYi5WsAztL8Ec25iQaURHdwRAtYiovqg10Inwzs0wYTc8+03CXvEc2wcXEJzmEO3xDuatc8D4hqh95p3b10Mv2Zso0RL+K9g895MyMx+vqeFYK5vMQIWgeH2Eptp+3wNgvltqhckmMzZxcoUYUbtCpLMUWIbTOX56ismMmJDdv2lcnfmvLUAWmZH6ZSqDrF1KZsS4nNL/XwqhoiddKeqUeVl2LnQF9UZMZrzppX2kWq+naGF518tyxzEKp4zrptbZ1hMjiGMzxZg/rjYegNr/D+1+F/4A7CI0fxGUmZ2mWETDKbvA/RUoKaL5Z6BGZlGrW2/b7X4n1KZiBq9fgx5WRe249VrFHP/q/dhFy7j+jm13WKUqt4SaXKf0VXRf/bD09/adaCMF9Doy67DLLZgQZjTLY7+kxvtf03bCTKo5kraZQof3qljzdviw66iDVxrj0i92FZgDrL34hNJOJ09k5uXX09KN52phIqAqkPxiXoVhv5Gbgw8s6HMYz0aaW7RBs+kr6GLEx67LZGx74cje1C+Kx+mFAfOF4PN5P7CqT/wRfisnwL/oXLp3P4DrMsVBF3qSq4F/2/H25R+9zfyRj5Y49DyrJLUjmGjAYMvlEE9xw7w5XBx53O05LHaT3Bla3OfEX+AHLZPXwiRd0wbBHUPxgRZCcImEUw3FK0VJHncCbrUC1ic8Ps+FfKmokojvyY1E5AuLX5LxvC5242cgDRwZJjhASjYBn9khHSxYLeCSMnFHxXra5mbIDDONDRyoJVd5BiuMNHM8k/yCgNtEbBmpC5whDXyZHWybALyRb9MmNNgEPGwqWjohF1pRVpxPMX7Nm3WRXWqd8dztFL7bDs4LfP50+/qDI7f606uZd2xRsTwa/hj/LVfZvRhGotQVVAUjUNblYE7JaiPVHHy7NEPTe36EsPfNanN51AE7nIkSfcH6smR/wo4VG56MXci0lwnyl6O3eg3CHI7meBS3sBzJaAzmqcEcrBK00M/TwL+ag1WCa7XFZrUHy5mLSy6G/BIpXqA4BsFx4+tI+o8CPgm/CcpZQ6APREWxwOxZ07H8NQTMJ20dhLHnXDxPY5qlmb1McS7pz5LY5kdEOSdhJdbgO+9hpk8kMFoAKYpm7km4dDqi1xaiD+8gfGkxANYNRxDeMoKixAeoVnPwhx6I/85IrCpxALr6sA+ydR6F6U6Yl7yG1bKQaPWdOOcUsSWVRI3eA923O0osBzkW2eMCVGNJOLU+3nfzMV8MiCZUQX5/PonOW/DfSgK14L4LMH7qh7oP3FFpzO5xnIqcnUS0XU7R8lpwgya11zrsFp9mrnQNgfU85kGxYswR21ZIul82x59ajfDErVkpi51Ci9EK5e1esmV8ayKN+wDQB2QfGUb3Zv6bW6FXJWJXZal6ZP9QAEF+7KalDywXyzID6EnlWFOGvHlgjNk5V6+iibk4HbMJYKr5eoJrKlquy8KjNsVVRYXItmoF4+OCsvrgzfDeH6c0kZXlDNmFvzV2EZq/CbQxmOwFDkT0GjtWIeL3gfXvM/60cxVnN5PV/7hqvqPYuind+WDM73ae4F/HbvW36K6bsraNf1+StT1h3UZuM2MNYV46/vglzjgO2bkb7ZHsdfvdFCjNw6M+Ib/YNSaj+W5rlgqfG44/lBYJTQ1VquG/Wpp85gn6l7FO3RJppj0da4DlEUdRrSjFEUaEnrMM2nfisYdKa/EMDR22TFxC1KsNTTJWovDTMQCoUbEfwW4dDsGvXRsaNyNsFwezfmzDrUedDMBZn5W6DkwPBWMFnGUasGE9TweSh4J4CXrx+RcY4eUw102iLE0KSu7eS3Nn850QrMoUFX1Gx9eYQvAu8RysAJa8O4EabKJpIs3VZsA1p5/LXM/ihiBkzyjN6pRiqgxoSGzd+kUJ3owkn1shl3tx31qYDIw09/nQSmmSp8Xkr4UO6KRCViZtfpIxaZuXjrg+lMzyBG8HBtea8Ud6PfBIpHjEiDWsrcpY2PobNn6jRgwzoKUFHaIko5NpetoR/y4qJEHsrveqilhc5rgWQH0V8Vb/k0uKh5ddLY6RFV2Hy6d23hGMzhAxxZ44iX126JhtEaff5hz3K3B5dvzfsmTpO3KGVzyfmaBrc89tdmVGbxEnLgdpDQLAKFyPCuJYOWXEBQFzC/YgnYyDzk/IEELD+m9pP8EX+GZtBD0QRrHldhhSN0EyGSs6EBV9jUhkEyGiY4CaKDc/a/cT1jtlrsPmQ5URYvX5BPpfPXJuAAAgAElEQVRBAHxdNnVGATq4H5EpDCmfb4qXiFM7Fzx0fEkr6bXBDG9HZVTTkklo+RwWrbG9RshHVhKZK9BBVwIrjtcI9dkkzwwQ6kpyitYT6rYkizqinPMwxUKEMRNvbjWsqCvBypWooBf6jFuBPfAfa4actTsJvwb6hpok+o1DnnI5RavqImiBPGkCunM+jtkDP4hJn+PPxSg8h0RQG3tZApYMRGasmuqbJ/DfqUN0oMbpGluZxOA1GLPTOHIRukECbc5Ej32a8GuJSKVI9C5AJRvjNf8S1TONOfstUruti69/9yMoOC+OPdR6CVZwf8lcebpi3bSiTK0Y23gcfaDG7pxRZezQJ3xByX9G+BnR/ibu6KFwa6yUERPA4CpKowe3DSW/oTimy/HitdpqsZHwi4xVo5xxQ1czYQfiRqKDN2K8tGOWEf8Vk1T3AlTrimKmdU8R6anb+/ZXVgy3NvLQUqux2C0FD/w+yspd+OdjF6H5G0Mb/yLbnp1CRM/9RaP5Y6DmV9T+/17ozdbTSXp9Dv5dziHbbFsoKo/o6UeytjfmlJr/WyaTVAXuiRRq6iQONwU/HN+LY0PNpYakRUY4S3yZrR1cLTWfLY81r9fKbNe6Ix2d9QTdZggSxMRIfV4cxG8g2jWGRrEPvJoYu0uMDBW6exN8YFHzVtiAedTB8XVffT7VATlpDGds/Bmxd+eST21nLbn1609LXK2aAN+HkvMNzVVRRNV0HHfzbysWMBd6krMtgzOSRbRNpGkp42xaByFZkEqyZOqXqCLNRFkq4NcHhJB8qUxOzXC4I47fjzZOguvDeJ7CIZeRp+O+znYs1omIzspi7VtvM0ck+V4rxoiITgp+ikImewY/Z4pj9jYSPKJ90m+8kDWfDdM+vW2Dbkqxe9LgLlNR19G8aCna+dm+J3t7cV8Lyi+zK2J7ykUoVgL7puN2jZIJHg8E+cn4A31JmevNBxZKg75m9mf+Rzu2gXycIbLLrNgd7bMAxgclojvnkF0PZ3uQetN22xQXwdxR4rTM2Xq68z8KjctkKyN6P/PPkkrblkdonAJZaQ8gctqWkBsZ3Qc0wLf7kExnC3lRcAN9I4UR3YNvPollL0VzAtI4JNOiHpBCMQzwM/vL+S4ZHwPrkYkWzHJCoDYRPzIoMDA5M3MdPlucbK259saTEEdBCfUFZXwCeg2GnELBWaWqZ+uqAqTaA4BAfYjkMaScD6obVpQAAgLrA7Q1HF+dSMLthDAexgoOIeIzUAfjbpmC1CcSGUcRyjwiY3dMvRehro8IBiKOHg/HCxx/N+Q135NrtgBWYa87FR3EwfrR+Sfj2V+jn3oMK78InXlnzHf6405vgJ1ajzepOUVTj0L8dE98nee9DsZTOFOOQfszCff5nESXX3C/qoronkS1TEICzI8DdKMpOFdtQoRtsA8oIEgZiIuKUFeDaiNxguWwEaT6CibZpC+9ApY72NcVoF6sSkw4YoulmAqxvbQ2OuqD8l8mcmfh7D0e5S7E9xZSnF4jGF+10jotgZFtXZFOXumzYx4JuNiHbkKPi61/+gCIeB4ps2t9bRsxMfOcziV7nEMyLuXlMjOLj0J4Czh3K11VL13DovMrSetcCewzY5WUnK8wpla01SY7b8B7Yme9Ukpd0Ux/OrrzRrgigKU7bgsOZ2zDymRD6aoZQ+3MlO/CX4pdhOYfhSK0MSBrjwwn/yUj+Ucj9etc+y6JKmqC1LwfK20r2my/XkDi0usI3Gzz/7oLr+AaQ/ILCe4LI9TcZYwws2Pm3BNK/QPk11OpqwRHGrEa8G61fW3VXgnNMWXe/FrXD2VgCCRjciW7l2qKZbPY318uzC/5LlcDmDSeLUcdQ12gmrbQn7xZkuuvXqAYg1fiatUSmGPGwvl9hsEjlsl03+AX32Oe59HcUZxowscZAdn8ZgGfhRaDhKBVUZqaacFzjbM1k2cF0DmMOEyGvKnh4AjuCTQvtT+Yywk4QkHe/B84LhF/VKdI6ODFRMo/5WQa6jSWbTJFGwyVip9FyE+4LDI0y9wIz/a5RMRzui5ZqmI9IxN3I4FOSpFvxwTyPUotJDax29hBZqnTeZ1K7sOdrs/ZUnGIE/dfE+gkNC3ScZ+PlKsNVPwp94c/W7Jvz3IJAoYoh1wELzianlap6P4s2bVlyo71gQjmBnBgCX+qCaIyJ7ZszJPl4222jcZemgbbb/arMS1R8Rr1j2XSKBvHV/h9x7E1v/9VwHpQMVGJzFKFxcuGJDKuwQ9akvZ/IiZHxSRjILH96l1UlEdlGGVHxHeoBft4JrAWoWK3tJBX4r6ik6lSkL2GCKcniknAFmxV1n3NI1DXkhLxXfCJhWUlf8JQzyN1sevdOpCTEOHLwPdYQR9EMBiRLEA6d6PNW4AaCC4nNOthb2mAJ3phMgBTtUTRhNCKLRtCH08i0QDv9VHIYCGip0+g6wKbCYxe5D77Epa7FuOp78gNO2P3rYJx2aWY0VBIJQj3e5EanebhSk3yuNEIZRGmdiM60UIZvfHsd4navQMNEiTm5qGslYiFGv2fNsi8CFVwN+Ez11LUdDnRN0vwvk+hoz4k97NQ8ipEsxQCCcvORo5KIve+FykkzrgHUJnCpupTnzDVGaiHTs9Hd7glc+/WIowPkHZfjMQ+GM4ByERzMO+l2DZp9axc+LeitlnbysuO1zK+jK29RtuzYHJcAFV8pVAq2+VxxxEL/JHxOqhOSFUxVjZ6IwnPADdV+Ak2lnnXiyDqs3OiY9TZxRteUaHhXFBA2D9eJyO1dU+H8tAjqxDacdwUj+bA7jtuCzY7bCMu0AfVJDvDmqws4dou/C2xi9D8w6HM/crtsRHqP3/JWHYU4el/TLHOD3ZUC/0rMyI9Yux4YgE9b06FfVPC7PG5Dw/jhIyLT+NMAHjOGbGLU73MB1G2rUQ9tH4tzTL/qkM6Q9WdD46sVeb/dXcNYaQJSAHHxTE1b/sgv12KWpRdB+F8pdgEXCc10acf80Ql7hRvWREHu/G1HqRg6rQ59CMWzRIT53J7BB3tiL1sh77JOO3xy2W8A8MerTjSDOictJkRxCdotCHbDnBmJJiYEjTJ8IhH8PDQ9Js5hi0q4nMJLZ34I14TaK7gMuHwih2xMpSkgOuCiKuBia7JDdLiuGqCFRoaJwwKM9kfF3s+nYtKVax3ZuKBJkpJ2pS08C3GCMVVKmRjmSD+8hUNri5TrPLeTBa1pokE54hSIrQeOGwbNepWZcZkDz5nq22ei0JWoHmljOvhJDtbe1n23vvAFQa0tWBc5mugVRW2hhdDi/wABu0clynBql932FZR9vHr5FZ8/8WeO5Z5cPuomJlJiWnY/lvxhoxdsIzwEiL3e+JqQvCVWQfbPpXcYj2DXoptxxkEdeYpkUaxMJvLhaZCiTj+rrdvAD6CIqBTfE59cpkRbAHjbdxErOAwopMgHJQ1Rl8ejuk/j+JotJiLDEtd4eyMOl7RGsvvimG9ieCIkt+1/BLIwXImgzibHK82UTgUIxyAEpcgmYepvsStsgklTiLKzIFkCY6On3crOAxpLCZlOSirJ3qkVzp/71XD7XkevtWXnDPG4xYtpDD5EfYl+XiPXETR44dij92HQI7HVBtRy2tiHbAKfcWViO8jVGOJc1ZdVO54wvU1CIOLkEZDnH9XR504Ajr5+MnjkdZ/od0NGEZjVNJAGB9A1bXI3Nexz3uJxPdzsII7EVEj9KT9UF0aIUfYCJrBNQL7lbaIZx8FfgF7Ihi3oW/dHb01Z8ty+rLgu+2nKy6P6LA4iZB6VMF++UgzD32oV67VzvQbf08Ex4KchpKflvyScONvVUlNmjuA+8sfnw3jA4X37c4V1HQGp0l/VVGZaL7oodqZ+OruCr8Vzanc8iIGlrFTX7z1+jbRVnIcRS9tfY2TSxTFhVKL4d+y1ea78DfCLkLzfw4+Wv5vh1sH/xux/Ua/M8zX4w+2Nfiq37XfPlvRQv9hqFMxBWdxdrMFYUXhqvvbWw/2XZfR/PsHdtihjFVZ5cUefnZrzbaKAUXlPkb1GiC3bGHq6PjenGyD2j8OUm1w080AzHcFT2bGOUwJVluKEytxpzgliO/DsEgx9qBebOrUDnKr0lyBe2gnjIsGM9fy6KIUoZJ8G5RalcrqwWe6Ph2s+AQ90qUnWhWZREDTIs2SjNzeznBYIWAUDieZ8bUlMv2tB25SmjvNgDN9g4amogjY3DCe6R9MxduYfBjaFGZI8dpMfFJTx2bBp6UuOs0TgvlBHOPzo4KJocfBWnKfNHmpXAr8BWGpuH2NjHjD91lqRFxtxde7CZhpZDPCbAenbOT9ygz73TJWnOI4mxtMixzi2i6VQcitu2T1NwNaWDDid/hy/JYUKCPszPvy24fxqyF1J3z72gr7jcS+QCxkHZW+hNBcgRscTn1ARe+jw+FE/iiUmAn6BFpK0JwNFPB4KJE6W+ETcR8wDQDTqKxGWGwLtYK7wIzXc8P7DrAhuJbQPhvJJ2gxhWQQW46VdT2qdfyeSObjJtqi1EY0n8d9OXEtNTN8myDdH7PwYURyXyJ3Nsp/Ex2GQD2UvJ5U0AxtbMZ13sowzKoovRJIoUR1wnpN8RNVgUXwXLHl2ka+7xHdrhHGOP4fe+cdbkV1vf/P7D0zZ86lq9gQAUGkoyKCHUsURY1ojN3Ya6KxYInxp8aoscWo8avGRiT22BsqFkQUO0gVRUFFsSH1nnNmZu/5/TFz7pw57Z57uaDG+z4PD2dm9tQ7s/d691rrXdnUXsiOg+GVjmTaPoWYtgn2RXMJ5Jn4am9MbydIdUJ3ExjvPYKa9xWmvBt/uIGz/LeYnb6G3DOQhezLJobfE94F46FdyDofIx7phnY/xdzvP0AHcje3IfPSMjxrf7IPbs/yF/9G9vsFGOmeqJkLYBsXo07CVQGa9+HqucjrumLIowAwLs5he6eRys7Bcm+DYAhaRGp5RfNl1tZLoa5KvogYWrIq0LGH1H86TfDu4PDACcM6DgsVegy1oI6neMK12TT7IvnAq6wT/02CX0Xjwllg/KdUTVecH3tZUtv4ZL+okdRE3Vx6lxXUT2tHbnayAxEzfII39yq93gFZMpOqy6sZemvYrXxkgnwWco+U3oc8vFx+TiGSbhn7kkaat+IngVZC8wuHdeZJjTdaTfBu+781ej5nam2x8zXj29LKwnl1s03NUnLlHRQrlZkHH80zbkx66oEuj78EhAnuwZnn1X4dvwuzOQdWMFDLYRenSDDh668Y/uUXbJV1ivNFGXTpxQD0dpIW9Sae4HVpICcnn6vcJSyOdp4U9D/hDG4ArIcmMEcA2XouuPV6+noprlQe04AtomKZY3TQMA/+Rdrhch2fzwjCgbQbsIH0edAKtx1lwgwVdmMPSMEleNSJcAAzge2jLm5P4dBVW3wYGffmmDF4f78ZgN9F4XD7Bj5To1NOrHd5REbH2WsbprnxtfS2DO7xwr9dVyV5K5vlTE/xeykT0debmi7XCs0BKmz7W9tmYyUZQ8CdtmRPBMe4irNq/LPNLyBM2Rfeqm2nAuTzbPYly0rg3YLCnQ9GQhMBay5gfAVwnll7Qu+GBXbJSW4zXUS3xAVidbESVBPgG3mxi3lV2+Wsi7B1WMBzER3Q+lkGcT3CvpfA+AAhP+ZjDYauHDosOKzithBtCdQeKDxU9gNU9k088TLofmDd3NBKi6fJbPIBgj4E8kCCbWNj1LSmUueG+sAi2ItlIuwFfPMYZPAv/Lr25LLdCNo9i7APxDBmY+nTCIzwW3f8HihfopesIBfMJAj+DdRj4BIs+RR9ZxhJEGyYl8V2Ef86i+Du0TjGIrR4Fe+YTqSHtUe/cSZudxNzfmcMMR9sEDccQeB+Q7DP6bjXr8BxlrLyo+0xT/Bx030RTw/Fm30sZJbRfvdpZKd1Qzy3Hm16f4WT7YW94mCE3YNguiLT6yVSh61E1iu89W/GO+52nJHLsY7wYGuNHBj1jdNjUiHeXYG3dDGunQ8P/Jrc8ReSc/rg2ceD8S5Cx2p5/qGQsx9vWHZfK3xfO2J6F0Zk6G6EX+x5AUPE01rmqAzm4KhYdwXDeluuZVYuxcFKItST5RsR0ux9bZePnF1ZFlyDuqQOjst/gy7GC+G9O9nZBIcHGK8lyYC+Iqna5mzkk3u7BlLjQmZ62Me0b+9hHidK1ETqtltA9r7SaIP0Djn01mFflSogGsHVoRc0EG/BhMrRE6n9AzIzS0mNP2P1CRK14sdBK6H5BSP3UbX54NWDzFvvxQv1q1Zo9MMqKmblkN28W+ONKmCel4z/FbuXziY1Bf79d7GXnSQ9647eLfxR1wbj77HamHHKGQ0hZolreDhZfGx6Ez9nNS6cjWVimOy68bwwUXUZYDwXS/Y+Z4TH/dBPehPWA7ZVAZftuHFi/eQpU1iY8umpYfYnczkN+Hj/EQB8GYWQ3Z5SrKPhk5yiv4BnDZfFtoHoGRav2yST5YacJD/kDEiFf+vJMiQHB0UFPbcyDMZa4bZ7peD1KHsAQoP55YjkBRE50lF43qtXXE3QvgO3GfHfYIASfAVcrxU3mIL9VUwgBtsGV6t40BxtSZ5wXbqmTLZ2HJZHoWPPyZikzsu47OE6PCzjcxxvCg42Ao5xFSMjtbY/lCluvFiXGgmfFLRzfrV1yfZasamffO9coKu7HOiIERkMaeDfa6COzN/82sM4v2yJGtAnxd4PIV5r9mHMYA9SufcaaRUmjfvZ05hib4xyX0DlfsO7fn+6i63xGYvWYbiPMHsm9lTuozVdhyd+T0QN8ZytkNZfkc4whHUuiKkks7/nw1f7opmD4d6JOXY9LPtTwEZmvyVrD0Mbl6ONZ0hn8mFwX6LkiOj3Sqyr/4KZmY0W1+KJCxD6GhhgIrxraKcuwl5LkzK6ovWzpLNzyM7cFZ2bhXVE6LZwJ7QD2iL9I9HWZZjjXyQbbInHR/jnLQEWYzwekLpmKvAGsITMlG7oU2zge6z/G4xe+AXK7Y3jfAjUoZ93CLbJkv4hC+n2qAc2I731SnjgW4J+D2JsdQN+x0sw15+BfcMxpL8YgvYewt5xBXLR5djufjA6+ibeagt6C4L3BNam9yLX/pxs25nh32RZQN0LsQiMGFuZVJv3QsqNc7bsLZei/pr/7pbgW5dGZOhItPgAT1wE7NzQviPwhGsz1gu9qR6bYUyPBWSE3gTLvS0kRd5lvCY60y+V436p0HKfgnZJVc1CaONs5EX1eGe3KdmWdcIcn2D7AGf9d0q2FyI1tDZPTXqgC+uA3yOLnOxTP7407Ms5pHzOkXhL415skaMrqXxtrLNqD11P9w9wi4JRzAE/lG9cBdky3p5W/HTQSmh+wUhtGqUqO9U14VsS6a23bLFjbVZFxawE69Ymd1kJPa3kzJR+/pkKLZuOJ7NZPnZs3o9yMKhfya8KGwwY1BBiZh5xYnwNB+zRrPPlaV16WRSysFMoz3v/9Fg97eh7/lWyz2ZmMsBnXvTenKeMhJjo8Ppv6ZIzmSdg8g0X0E1Dv0mhR2HDKITsuJxki1QKuy7F+1sOpa+U3OFD13/+l2lpBxfYPOXxA3GexAYBDFQSG7hahn/733sB12jBJxKOEoI/RfaxnBQ+sbMiInONCM/bNxv+v4cJdx8wkuMD1XDti4GlAbRzNE/ZpSGDY6IaO4+4MMOyuNB2ODAiMrdFYW7pbGx190zbDDBdLtCxJ2RofY4hQbh8uhGeo7tMDpLDgbVEKVmf1EynRC3YyUiRM8PQuoFakAF+5yX/3jetqUKZwML0Gg4fbQZyqep92TDzqoak8eHuZ0h7e4T1VxBfsECfShgUuS5aHIFWyZw7aY8uWFqHYuWlPCw9DvT1KOsmIAvywSpXtAz4Dmldg9D/JMDAc3uQ0gvJyV8BCzC9leTzfwqhGQQdbXDBT/fF1qH0u+megjokhbbORoo/4MrLEXoMbnA1GacPxpYLsdQogqhAo3l9GDqlzEg90PgKqd7Ccl/COv84EJORbQ4E+Sa2F95TessFYN6BYZ+O1n/CdLfC9N4jtWIDoCPWCgPhnYe/c3jdav+vQOyJOe4LFOdiHPkcLAT3maFw5heQXRv/reMA8P+1DhbfkH1yBv41nXFn1GPs3gdzy9Hk9GjUjZvgrOgPLMf6ez3e2KTJZHsRIaV3wdry46n8s2I/JZiZS7FLXvBDjIz+jpcAYQ6S8k9nCaEn5SjLYyWgR5sEA8MwRml9gxaf4NnHh6TIuoBKWoNaFKpqdiDMse2G5d1IKjsH6d2BtVkbOCcpWxLsHY+t2UVbYbyT7KPkm8n8HWcjv7bCmwUaHXVbLCfzXOm7Vgn2xR60g1wULGeIO1DeJ7XvfxJkpq8aIXH2b4lZlVasLrQSml8odO8+8UJ21TwlzUKn6tWCK6HZtYG/WdR4mxphz5zf5H3EngUKS2utw+8KZv/3cRw2emJiuBAV0HwBeD/KeQhOiePmjU0KB07ACZMmX5C1q7yMiWxF99QDodsm8YaPP2z4eefdSXnpcsF6+tFXGn7nn26fgv7+GyTbfF/PAgHTtt8sse9YNwyz20j5/DDrPbpHXoOv3pnE4EwW6+lYzefR6Hq/MmCEgA/rc9wX5UsdCfweySYKrkAzOMqtUDuEPq38sPvrAm/ee8LgnZTJCZkMaxdcez1wtfDZX1kY9YqFBUnm3quh4bI+cJYNAzyPaWgeCpIDZDfLZJ5OMo+JIhYLOMFOhlgN0pquBc1PD0SDh6kxZP/7fI0tG8fy7Aek/L68byo+qqBedmoRwbGBcS1IcgpzarpkahT4WFVceXPjbWqETbJ/aquPIZeLQwNNGXlUg/yMdxb4BqHHofyzUNmw9K1txxlyQgwhtALjL1B5tzX8TmW/BHE6ph4PQE7GMuNWNi7iWQjlXYYvPgbmh/uIzkjxItARbV5GPv8nbLw9sBaCD6CbTe6cGwEw/FCkIJD3EWyXf6cXI9pcRS51JraRzPVxvS/x/a+xrh+Ftl+KN2R7o8S7qA7DkCfdCXovOPd11JitcK1TMf2jAJC5b2CtCcCXpM4ZiTdoK9z0IMAm2L8rObEOmn3xJoZffG7sdLIb98PtMh592tPhs9w/g9D7E6z7KHq9sKOyOs8kay/G8fti3vsD9gCXYMJ9BJlrsdb+BHHoGVj9JkGf8D3XXyS/jSB4hbbAM+58HnHt6O8fj6fe6cn+4eHxkv6pHC9F31jgjy35+0jz+pJ14tGw/zIeTKO80tzN2rCUMMd2AZ71B3LODijr2FDR8KpktIbxVHJCJdgqwJhpAB2xvGuxB32G5d6GoQuIdmnkXKNI77ES98omlN8tSn0xxm+Bcr+v/XwDy4efNQlrbv63FU1EK6H5hULk6790bX4YVlPhnR0nLpp71S7RmMcQgmL5/B8Fbv/upSs7VI/H1S/GqjIs/o5/F83KH797FM8/YXzDui10acfrXXJW+KNzGIBsPBQe91eq9kHh94W24oKCGa5FpRpUS+riwbn4TRH33olxxKmJdXMMGjwQm0QJ9lNdl17Z0OiZ54QulKPscGz6h2XQKVIO+zhrMP+KUKHPOyz2PnWI8lU6AI9qODkicZsBP0jBhfWaGb7JugFcaWgmW1Exuj3254won2auNvgsIkFb6oBtcz6Hacj73f4ZKY8tchVPBJpRpk0XR/J5vclDQmPtGCbOLiIWZOij4UBVanj3jIQTFtWF91wusCk/Jn4gBJ9HvfBjgeR6o3Y3jPOb3RtvVCOOtkP1rC18SRaYYyoae6Nc4IgikvOCXcs0bRJ/s8IH0DztwVXEuSc3azfbDclkr4IR1CUZ4DXcgJQ9gZQVThQEmShs1YhV6myZ94RmkU44yeS6PVDuR6TtOWj9bkNbpc8AQFrHhyv0FeScNvjudPKyvCkVqiRmrJl4zq4N+6bUGzA+P6nwA8YfkkVTld4VKV4Pr9MoyC2Sr9Gg8DZI4fgLgM2ptxfjq3FocSVyl7UJsu/huwJS4IhP0GJf2DOmqE6wGEu8jxY3IdxdGtYHbY/EnHAI2n0TYweFL4/CO/1zjAkK6IpvjkXrAzHFD8geIUHLXPgE6q6uWG+0A+YT5B5AXH02WmusnZYiH25H6sgvCPquxN6wN5a8AHElYAs0m2N8cwhOr2XIfU7FGO2ijn0AU02CtUIjPi1nEdzZh2GLX2VG7noOGL4rzAnfc1mk66LN98ixgJF2G/a33ZLxybo+OaMvRyVDLA2RjBzQemeKIbkxfl6/zZRsbz5CEqNzExHqMvh9fnIifJf07ckw66B/gDFnKZ51Fpl0Bzz7eAKxAKG3qPF87TG9c0hlZ2OZ/0LoTZD329jnZvFHN684pthnKdJeG+0/AYD0Hm50n3T/VfSy/Ajzv62oDUZQJn77pwIpZeA4TWDvrWhFEVIvvkNu160ab1gjzCv/gX/uH1vseMf6PneYsXv/AKBcl/yhFmxWOHPecS1YUiolu0qoawP1K6F9J9ov+yExOH9oCTbzyhjbHdeGJd9zgBY8LDRnANc1cpopjuILDcOkRdeMZiPgi4Ltn0mTjZXP+sBJHhwucvSSKWanDYx6k3m+YlRUlPPTtE2PjMt+Gg4xbA4yyuteLfA8ulmhRHQ5UlxHOE45wByp6K7ikKeLhMElUejaR27ApnZIkv6lA04QRsO+hfhYS3qJyl6GyYbHdkE8iC/SkvWj9jY/rnpXIdqyakSjPXCStLhKJQ253gLmrsYQutWJJ23FPm5tIXG2+IwV6itsYxgEPcD4tErrAUA+9Cx8Uy17Op47DKhH6fOR4oqye2q6Ivx9wbwJ5f0baf0Ox/+MH9KStFdGN7GrgM/jP4Af3EzA7ljG5vjmvpj+PdFxhyD4mFRqHnq7e/FeOq1hn4yxgEA71OlTQD4M2NDrDVi0E8ay5/DMhzD1P8LGdeC6y7H9dkAdWgxC6Clk2vxA2usUvWo+yWsAACAASURBVPBrA9+jtu6H/cYdKLkNAB7zUPdvSt1BvdDGXOzsFDK7j6DNC99Q7/wVEVwV35dYAbot8l0Ltc1ccHuQMieS83fClFOx1Ob8J7cjbYwpHG67fAdkn2yLs88GBO44AjEBYf4Z+kv0tLMQ5lUE/a+Ge/+MMTiqY5Wdj+10bzilwSkElBe4EeyAMP6FH+xM3hccdJ2C8flwQmng0iIn9fJb6lRhCFi5Hmb1QfovocxdgB2BV0sb/B6IHPji2BT6jvC5mP7p+GW8S5WQfcfC2SruF7y/G1hnNt8eVe53SLuCTPvxJtzWtJzbVqx+ZLNZlFItlpjU6qH5pWHDjeLfdbXHr/5YaGrifzFakswALUpmAO4wTQ7v0r1hudL80mbFYUAFZOY9s5mzdmdd2PDzfB2EZAb4ZPHKEqO/HJk5QRuwJHT3PxxdXzGZeaUwF2Xd0Ks0PCu5xZd0zYT7FJ9rt8jrUQ9c3KktvWSK86XBWrmAPobHEGVwcjQO7pbzuFRaPCZg1xyMy4VUoCEqoH0YgvK1Ad+mba70wr6zj9aM9112BMYJzQeZkFRmgT96cf96hacbyAxATofH31LDCZH35wq3lLjsVYXMAAkyc3UgGsgMwANe7f177q7SN2ZV5JCLUUhmXjabHga2DErIzHrAzkbTalisMXTrWXb13gXfX61kBsDXR4dkBsDIEeibMe1K6o75fIxe5L8Kzx0I1CPEcILUblSOd+kA5l04/kKkFZKOrLkxaa8LvjsNbRRJAzeQmQ4EmZmgu2AZPYHlmH74ThnqOMK3aSm53Mb4l54RSxMD6WAL2gTTQT6MYhTgYmT+Bt/NIxB7xmQGULlLIzIDhcZ5aqOtC9j792hje+Rbswj017A+iGAhFj1xDtZoYy7K+w7XGU5q5cNkUxsjgqvCvBTphHkpui2YoIZ4GP4hAOT6h0nyuWOHkjl5Vw5IvcrI0/yGdA5nnxWo8z7HsI8hmPBnTONtmKkQZkiUjJljGsiMJ6/GaJcP9QwVASuRGQDNJPygL7SPQ55DMgMxmRmAyWzCXCmoU51RiSzK6HmV+dMbonJNquYiJDMAr2LoI0sb/BOMuWEflSczQILM2G7jnhJnK4+8drQKdsM6MyiRc64FekoYHVGRzEBIZnYvc+xViJj1mufcbcVqRCuh+aXhy4K58PrKBalaHM0o/ghNTPxfzRDDy8u8your+ySsiR8klh8rMoB3XbvphdcKsaVfWoG5EhIU9tpLG352LFi9iVndP/Ckb/GFL/hXlOPzuVHZAB9RaPxtHAattQMmFPCjZcD5BREHcwka1rMiNKnfJGC9aJ/FBtxswcES5umAjZTHKAULMTgiZTecA0D+4U/cZfg4QOeMy9fC5zOpmCMEI02bi9B4pkmvdEiczzfgZRF3i+dH4VBL3BzU1fGrVIojFA0lXHsBp9ulBu5c4BXduOG7QpuMKQozaxPUTmhSRx9Qsm6nRjwfHatvroidozyn+VbTiM1nRQn+XwO3quRExQz7J+KJX1Behvlx/VTD71RuVs2H0xTmsXyJIU7Gd09pZJ+PS9fpKZjerjQYt7on6DCfTgT7IpgB1JM1u1BYnwTdE6naI1Q++aAtWheqQy3FSPfHlL9pWCPdR9DsSCBvJ09ppZ4Ni3onpIlhMa4TXqs0Qo+C6voUOOvBWnVgHEpOzyLIvgX1R+Pa34Fxery76Ipv30ghRPAaGGfQ1tqPCU4d93g9aAtkJoXvh7X7AdRlllF/5qHkZocv+mNS019lmXBqW3w9nSB7DobeFvec98P9PlwGojfyXx66Q5iraN0+FYBAhjlO8m9ZTGNzgr1W4gch+VPeF2TF9Pji9pFYagxSjY1W1F5CPlgSJ+373uyirTPw6Uu++CWApDC2bRMsPoL6ARQj0HcS93YtBz06knEXYU6W1LMIGVXIqoLeAdxdnvwDuHbcLwldet0NiATLXBW+B6m+GpqYIiSGl6qVlQ09e17D/KJ+ZhVc4VbLpd+1ooXQSmh+QcjNLVBC6bFJ5YarA35swDivvV2lYQsh1fIGkp5SXuZVXXxG1f28SEWMdiGp26/IAD76g2nFu5TAuPKGBjU6MWUW7+nmfbpP5/nhBZcl1p8beRuccZWLf24XzVK3NRQbmbHV3LWRsFUxKEwg5p3QeChX0uyKgkn8rhGhoeNa/F2F59kiEFwanT8/v3uEGT6Do4EupqZ7RASOFoJpOQ8b2DmdZokhSBPQAdg7CBjtxSTZBi5x43fzn0HCHOTbTGhkvJR20Icey1cGjPQl06LHP6nOYlKufDbsnY14aZZpk7Zl1MwOtFctFuvkCoRo6+idWbJKR4fuUeHUWqs4bFxDgv8ANylqsQ6wg1izw9PeFcQQACT7NvzOpfpVbLcmIOXVIGwQc1HyEfzsv6n41xDzMNI9MCbmc+VWIMT9QBTSFPQkfNouMhfWwlH2XghexQtmIKKCnkp0g85zsYI7Eoe33LCOmSHOBjpCu+hDXrwImd2XlOiH4WyNTG2E7a7DTvTknuye7OcvAf05ZrA3+oyCvKu9DAimsawr7HxcjkNslxVA6qAcVvZr9OQPqU+3x/zzcoyHViQUOsXNyzDFQAI1BjlrJs5fHiY9akH4keu56GA4/qahoe75g+AkQTBkOIIdqf+wI35wL6ZugzYuD5+ztRGOHkjgziEzxYYnw/dY6NcTzyBrza34t9JqFK77GIaIi66YVl8Qg8u0LhfcWQd8gsemxOGIxTAwmY7BsIrX0VSIR138yeF4FeQmocQOhD1vQejbkTEbEGdWHm+1iDyPVYhN2twBY+foey8t71YTbOKJQ2WVTvQA0D0Lj7WckInu22KHakULoJXQ/IKQ6l1QyerT2uUOWwQFNWey25dWRs5j+iqGmDUgV7vq1xrD8mRw1exMBpwavSvLluK8EBal08P7saXQcNDhdG1CMU2AEfnHe9kFZbdnj/gVvynoFfIJ/gCTteA66bGzrO2cU91wwGt7+38b1k1Ll//7jogOudAP+ByDgwB599PcHnl/zlwRMAAYZ9rMiDxDo3KaXSPb/c85wbxo/Q8EbJaycIEN/nQqZ7TpxAzDYE59jrbAuY5oUD/7K4L/C2I2lSdbn2RDktI57bC1hv1VgLg9nEU8LKXoEz2WDeo9dkiVT4S/m8oRDfO1SfsiMrNNJAG9tNwOVeCdfWFiuW8FQvNWFYO9OShXxeFdp2Xklr8DJhWpxU1fDV6cuwq8TU+VmyS4+Fp84+UmH7d3401iVJt88Q8jyH5AGPo1GNgQpcYA4Sy/VPsj0p0I/xod0W55Oflg59j4dF/sSJgQvjYY8xBeWMRXpYaRSeWLSbbHMgYgg2PjY8wJ8Ixj8c0/NazL8ANtgMczx7JV8E86poGeMjpegSdI3IsXTGFicBoHtn2Qx8wCP+FX58A66+Mbn0DPOuAlvMdt5J8LiPB3P+A564G7CKnewZh/LrKjiWoXkwtxkAV6J0Rqc/wBS9G/+wssWw9WzMBIXYOnXsQ+th6xf/R3vkPjv3U30ryTus1Cmq/FzYggvj+AjNOR9PDOwBZlP2jH600uO4uSSpHB6Qj5NLa9X+lOOjmJ5ebK13qR3JNYVv8s964sw2cgAZWKs7bB5D0Eh1TYHsG7niASu+A4C3O7cLwyUjsQHBCPXVLnC4YWeKiuvrb6sYmJDYDt3lu09TuClzUNHWsToSd1xGVQ4w0B9qvsltGn1R7tACCKnW2t+FHRSmh+IdDbj4gX9t3/R7uOxjCwBULMUi9WLwTWLFTIN7JentmkwwzUcFlkb/bt0w+yteW/BJddSHbPonygr77k82Z+wvryWwF4TCXVZa6QBv/VcEYULvVuUTjUGap2NZrN7XD0X3FSPJAOzpT/+74f3UYXM3w4DwBq322YFXmORrU1GK0Fy/wVvChij9CL0c9/ObrBYH9MBw2kYJyQsHwpriHYoC5FPTAt67EUOFP5jBGSPoHmlVR4vwsjj8xFdXZ+DpsLIpJ9cIGi2ZyCx9ILKiqClRs6Hwsk3ct4Zj5rQqhZIaxrLk0sf1RwmMPU6g/Z3KKQAGebnmdTKwYWeXH6CMFuzfDizE3Fz/5orxECdvFZmEGp8lRjOLMpvK7K5Iu2+pM2JZrewDTgy8R2ywr7nyA3C1iCsPdCyT9HW8vTaXvX0HhXqXHROc5uaJvOdQHWApYxUq/LB7lnOSIvkPFGJHV8RJwrkaZTWH1+rXV4XQxgSScD5sXvgPYvin4cg2WEuSPKCdAiJjvWS6OR5y7BDDaBG1eCfzTqq3CSwMktJjBvRbgxAVJyK4zgCurOmIv7ShwGrB/wYIOJQEjKgodCj7DuOYggdyOWOBIr9RriTwGBfBo8kNyHGeT7dgcnKA3/rdPrQ8eFaLUh7orHEs9WWqFyZ8rpR2EtmKz5FhjlEuTLlyuwU+VzPRWjE8vy92XelUh+UlqVShOsxGdLNPeFi3pP8JJ9huRxhDUbw46UE28vUmN7OF5W4tcUQ8tTMX4TPRP/rZLtxXDtQ0vWZV+2kh1rEyB2KO93NnTTChCLG1pSRa4VaxqthOYXAvHaK/HCE4+s0XNnplQPMWvSbGYNaGkhAKBivpG3c/+qu1mTkoRnuoALAugCsKCa4lEZrFgOdQWZoa/G9RxqDf9pQNv2bIrBfjIeqG7bdi/Oj+rjXNdIuFQDahCW0LbNznkSsk/pbOW6hF6JHkXr52cMPrRDg3yq1lxuKU7FZq4RUBz081ctSJehD48bPu2B+0YfAcBkw2ADYdIe+Ls0GZ/LcphIsXtO0Rboknb4JGswThvkKzP8Wpi0BTa2wmu5P6puf390ut09wT9y5Z9X8T0B7GeUb7uw7Nqm40ZDMz8XzjTeI1e/ss/7P5Ja2RytmVDkxRkmBMOKSE57kqZ971zzSF7weuXQomKcVDOviyUc1EWhkanEK6TURGB7RPAnsmZ/tDqh7N6eF/Y/6SCeWZbqr9EvF68gHCqsPu8w1rNoCxhBITkq/HZCwZHx4hv6O1/yQF3Uz9wVoNznYLtSs8F3T8UMDoeOIZu2mQZ0RJiXRC0K8kM2mUE+oR7AV7NRYwoMdfMunFFhP5cZvg4y+3KYh5NHNHuwdPIAOvYOQ+Js9y60PiziFBEp8UHIAxAfrQM7L0Ac8iTkZuLvGmDoMKzMbv9rlr4Thl97Jwdkcv1QajTqjeT9ZZbNTXhb3GyYR6W8qxPtAh2SGsevZEgvBtF0glwVUYki5SUloIPcy5RVEhDPgpX06ip+jeaWZLvjkpNXssedSC6ueBnBf8N3SJnxvRu6lPxUQt1Om7d4jZdANE6uiqH+0/ScpPr3W0yoqxWrgFbZ5l8Y9Oz5iL7df7Tzp55/hdzuIxqW16XZIbNrDGLIUPS7q5b3M98UdPeTxpfeZFPEJx817UA9esKn5ROXmwTLhqiGSDfKF86sBfr59xC7l1ZMX4uG6hXIl6ajdhmY2L6n1jwrBN+oLHeYDucH0BuDuQRYR5+Bd1cotDDRNtjJDRgvFSOjmeJZKY9+OYs6YLqEz5DsHHlPZnsWfa2YpLUHXsv6DHJCI3Y/rXmswODtAJxoSk5cnuGROpsxRd1hZ2CMKTg6l6WztPHvfgLzyH05UGoeUvFxdtAGk0T1vnQ41Fw0s6lwr74Ze0wou7OqUsvVMC8t6bmmil6uArYVAa9HdZxm2w593RYKQe3SFRbWngxeKzTHU+dfyPLpK7C26EdIhWub8BipBZu7ZzLV/jvjK4QVCu+faOv3RWtre1OEGIDWyfyNXHoGqcwf8d3LMO04dyOYvjbGwMqFDrXcHdFlAnyxHxn9b1IDOqEHg3lPSLz9wyB197Eo+RYwHeog/f1nZNIbx9fz65GoB67GcAaCEEj3erSchtQr8OX96OAqpDsC48oR1G+fQb4wEOuKML9CiUWYK7Ooo25D3PdeaNzn4X8DZmlGutG+D8GyOYheD6I//i0Arv0RtrcLBLW/Cxnza9L+eiXrtd4ZIZoQ1jhQwPSCv7N3KfR+AT4tI7G8hiD1fBBvA1+gqJRTakf/Gn/nnOzHZJ1eAHj/Z2CdUoOduq0Fr0fKaXmHzRlpuK7V6/JTRUvLNrcSmla0opmQF1/XqCBAOXyNw3qsuoE1y8zQr4zC2XtahDk2Je2h31F/gNtvbCAxY6XBMFfRVzbdWesA2dGHwKP3VW0nbvsv+vjfJNZN9XJsbiVzT872Nbeago6PvMmkA7eiu5KkiYtfFuIF36VbG4PeucohcEOBtwkj278GcOrokq2v6Am50xZc5yumR4bwJMdkh2x5D8dTLuxtw/fZDGs7ad62LIZ6Xtm2RwLPQINMbDV0ofmemtVJZH4OmJJSDM81Hut1lDR5QSkW8uOOfZrfYjIfTXIW2f38Gzp1XZf73NCvdKTtNknIQcozUCqcEJC52ahUPnM5rGfiWZ9ieeV8h3m0AVZCQ9Wm0EKU4kWUjot1KvkWUhV6ItL4V6+LOWYBBJuCUX6yRrozCUR7tNmVQM4l9/QgnJFhf5iZBunBgPE3CMLcnoDhGEzBvcLCPr/wG9sA+Ap+bRI8MAPD6YMccgtq9klQD647jroTP8e/608NbWX9ClRdW7Jvb8Raw99lpZyEcf1BcHIhSY9ykhwgCwb9CJhFvfiaOr0e+qAU4gGL+Gs7kjBjrqUR1uVpgN4F1B5gnbsaztVyMHa3CJ4v7QslF2MwDJ89ozWbApUn9MwZKfwBYS6jP8bAvLr277X4XRF6O7SYXPP+dBSwpGmuZ+9osO7KL7VFsxMqOA3oiWG8gOR6DOY06Zj/62glNK1oNvSsTxH9qg1kq+GcXbogFiZNtPLlxH6asN+fi7tFywTFvZdTbJlqmaRpdtwlEXJWjHLPuC1wjTI5KQpDWmgJuniabsDCvQ/Gf+r+Jl9GpUKVCay7PnyziItMzSW+wAE+9V02MONAoGeFZlOzDb3cDHK7X6Emh2prhSXlbsPlOkxmIZhrBvT2DRxgpuPRM5skNl9Zkg28Uk9CY0UrX0257JgLr2snARPLjGmrs/DlNkbAG03MpZniOgy3W14E40VHsutqzIlpCXyc8unVzBCyQrxtOwxtqhfn6FPhrpuaeKbO0BDMWIpAfY0hS2fxmwrpPoqyk/kXmv1gxNOIV4qMTd0FxEKyzvu0q38fHSxByTNLjqnEztjchNJhwKeSryDViGSbWx3kieFz1OoPCHlj8WHCbWI4Qhf5K3sIvKNPwBxyG8YohVB7omXsQfEPMzHvcSik7d5FA9GXjCPF5vFxbAiWTUfJjbDsIVjW47juQOTrHVDbLkV730Pbr7H3egTzsQPJtt0M924He3QWtYeFfK78xMQqQQ8GUapmmTU/xvF7Fa1djyD3X8zU4yiuqfkUxgQIdgt/C/kIWq1armzg3YRhnZpY583qgNWvumyJ1B+hxKY1n0fTDVNdBvJtBPvj8yvK9bCp3DvkKuQalUP9LIe6fh0xnq8n2L3RUSpCTxR/QAd7AT8gjasQPE95bc5WrCpaC2u2onYUFtGENU5mgBIysyGrh8w4U5sbNFUdLUJm1goLfm2ZkgzOf3J2acLu3Gz1yQXjrofihQ02rNq2+BnfpSxWXPnPBjID0CUqlrkAmkVmoDyZKbmzb8Jk1Ut8wWZocv++j9stqyHpfrSQ7KkFvdzQF5MnMwDbFnRRx2MzK1ru7Yd9YAdoIDP/iYp4vobmtQp2eH6Y/IwksXSAWxQJjb08mZkYKZ711sljAMwo+JsVTr00NxS8qWQGaCAz/n6/beZZYxQW5fypkplLrJhltgSZAUrIzGghGy9QetdNUEZ57R2z+G8Y5nRY+hzgW0Q+i7sEWzePzHiFioVh0nmezFjWxIYtWpcWBTZ0dxAL8ax5tFvxPZ44piyZAZD6ZZTuhybM25GqyDvdSUC7+N6TZKYTyp2UaC4YCYBZHxIUw3gG62+3YBwdvneFZMbNvYIYtyXgY9fHtdTENgEpNse2xyNE5D1ywXAGYlqdCIJPcNvsTZB9B7XtUsBBWGsjcv1wH32ObLAZauWHyN+EYbyNkZmMCOvuBDc18VuLyIxhjkmsTq0M+zydyAr8GiO1Q5PIDMRkBlhlMgOUkBmgUTID1E5motJ0Of9FtDwczfX47IT0Q1Gf3PPJSSovdR4mMwk9hoXiCm3RjMILJuH1fRrFPwjoQ12/LLAIe/em2AbzkPwRy+iNZQxD8DCtZObng1ZC87+MwiKae4z68a4jgtx9zyKNnpZDdvNKRkLzkZr9WcVt1rtNCAxaHAcbTcvLLLulM1C9ncrGrPPKLIwh8ezUiQ/dVbFtHnnJ5Q+14GjpwbnFMfQRzPJqSM1FOe/F2VEI3IcIgt8dwoWBgQvc5MKjurzhvLPWnNWIilU3I95+uCv5Cs1GXooDtWKg1hTPfeaxMclzzhEGJ0mYqEoN1J2cMDRufnSqtq/E9Q4GOAaLnZAG/SOnOE2HBKeeFs9vbRTmYw+u8jF+iiFrJ5tJN9lF3uofth7VquRZnChNSgI8y3h1tlBPFixtSF6I2xNXERpflQysSgnMjfRtVqFk7uLEJs/bqWDJKfHOBGI+Up+N5fXEM0OL2LeSxKMYgnBcyZhjkxt+0BiZLiXtZe5bwEXaOyTW+1HivF/XlkBeQ3ZWD6ivi5MqCz4gOzUCx7kFw9gQt24j7PqwkRwZih5kN9gLrV8EPQDxJxtlhvdQl1lJ5oXPMJwjwP4MyGKJa4E2BP550HYzpN4MqXaMT1ZfGBwa3k/ghlNEaR32KMapDxLW76kB6gjww7438JMiAkYqzC0UxMVas2alejMF2KD8N2CMr+2SaoV2nyy7Xr3euBgM25iU038M6IPPXXhL5+EFL2Ob11BYHFSZofxyancP5Ij4WpiAT3/CBJnC99xF8DSWsQOp2f9Hil0xCiyNTNe1kP8J7R+hW1iQoQwyE1azQEDL11H9n0FryNn/KNzxr2GPLF/Z/seC6NYNvWD1eFJ+sqhrU6KQpnbZHfnS8007Tuf1QGv4vnK4CiTzIYuxKsn/TUVexPR74FkBe0Y26Z4i4Fkdd/iniYAxuRRdrfJBXAKqVto5TkhujwjRIjTrI5okNPFB2mRQJiQkPYFiuYVPLUWPxqR9K6AfUHtN+RjtqDwn+GkuTY9UyyS5fp6WdP0ZJPj/XBC8+QnGsE1w/JlkzVL1w7T9ERm39lCcPDz1LpYcUrJe+Gejzdpn8TXHIbi9YdlU9+LLUvncGOtiWsfge3+LjyF6IfTHiVauvBH7j+eiLp+O/dtnUY8nJ0486xws7yoAfO8cDOMbHI7CM0dgmMvRwY0Y6k/47ixSxgfINu1w3VF4U2ys4S6VssPM3B34qWPx7myPdUzoK9a5DyG1G6Lu8zhWdcON4MtvgO7IV+ahRiikvgQlLooPpv4I8h/hbwdYvAzq2iMYjm6Q8jgRuBXNEATvovf+J+KpgnvVvQn8qzHs2pW9fj7ogGZvVHAS0Blh3I/kLmofUXYDJpTfVEPcsrjYQl/sEXo7y3uJnOwMsk7l4p3he9Qdi0fx2Ab4DoJ+YBT10g1Jl61Y3WgNOWtFTSgkM3pGC6hiNQNql90Sy6uDzFinndfixwQQBxzceKNaEJGZcW5slufJTJOo+rdfVyUz4/3QPV+JzHxoidVOZsabccDWLGJPzZ4FjGSiNvisPu6/btAGk5wcc7xc2WPmd32sQtbK1pGH5kM0Z0aS05XIzFsyJCbG4Sc3rMuTGSglM0CzyQwkyUy5uuCV8NsqBTAbIzPe8afVfJ5WMtNycPyPMIaF8r/lyIwQ2zRKZiyrvKpZMZmR2ZBQNIXMAAhCD57lh1LHhWRGyd3L7BF/Sb4VeiWLyQyArf4A19bjtZmOfGMvoD257IcE5tTwfBGZATCtq5DmWIw2a2MYm6BEgKHCQpam3Q9lHYzrhrPp8oQbQR9JJb+hnzoWWAtx7H8b4lwD63EEnycK2vPlF3jqVmAuaoQCnASZUW1ejMkMhArTde0h90wBmQEIa3cJviDITcV+5MDkBYm51cmMPLLytiJYzE8sZ83S/JtiGE9HLq2CaDPNEIT1LV4QekM0o6h95CksBrAUwT1Yxg5YRp9QvrlHU4LHK5AZgGWgjqxuiuqLvSgeNiQzujcQJHvVBjJzaKqsJ8aYagIz8NiUBokWYxbaL/Rsb4L19Ufw2iq6QVo26KEVNaLVQ9OKVjQR1gtT8X61eeMNq2BqLmDzVO0TE+KJl9D77hIubNoHPqqslhKJ8zRgHZIKW0f8vxsY95fQ8F1//Y1YtKggNLEJ+EwqNlZJg3+E0LwSVVz/RmVZV4bf72zLoa8XXtVawJLHn0X/ek/20JrnhKA3UFzlo4cBnxZ1T6/JgO0LJnReNG02dDP0FaXEY4ZlMsArVSnLK4n9GoPHi5Su/maZrGtojnErk4o/asVBlsU2qmkqOAvqTbrV+U1WI6uk9NYUfJaWbNxKYFoUgt7okre2FlR/AyzzLbwydUxkbjIqtV0zzhcd15+NEgejyySna7ENQr9RZq8khDEUHYQS9p57G5gdsEScT2Lu+gDZl5/C1OMQYldM88wGglKI7NQOOFtuBrpCmJ0D1I8EkY+hag+6G4jpjV4jYk/QzyZWuf4rtE9Z5JhHoI6kWDZFmCej/ZvjHfLKH/XLoW49QobUFpmZiEoPATpgZ94ke+2WiD8XsqcQnvcNlrUuynsGae1Vst3NfortVMpp7YBmNCo4GWiHMB4s6w1RD6eRB6w+SWLf/xjTrBS0WzvEdW3QZ8RRClJ/ihKl9+4+IbH3rb2Pyn0gSA0K+2ChnkTLfUraSHUQSj7Q6LGU+z3SXju5cp4DPYtDSttjMhmfvfj5SBv9dNHqoWlFk6Cfm9h4o58p0h/+OBVsaiYzHcPExZ0KPjP37+EsX1PIDBCTGeCEvQ+s2G6ZnyoRhC6WCx47OJ7xbQqZlrlJcQAAIABJREFUeVcmB5s8mQnGPt6w7vaCe11XOuTre+fJDISJ9/rXoXTnbVHOSjmz8Gmr9BkVkpmrPY91McqSmY2gLJmBWBY5T2YKh8EJnl+VzAD8Q0iG3vVYw/J7BcIA55iV9+1W53O0LxKmbGld8hhT3fDZNNdkKZxfbSUzLY/mkRkwxCZVt5eQGR0af6tCZoCKZAaoSGYC3Y1cNtwnl36ngcwA0GYXLPFbLPMzDCO8J/eEWzD1uLC9sXMDmXFyS7CMJ8h7B8RHbUrIjBD5+3PQz3cBMR6ZzV/XsgSZ0f5lJdeqnWiSRz+LfCCNKLhX2xxBVm0XkZk6QmM0rjlj3P9yNO0fwQXoAXXtIJsXKVkRkRmApWjz4ZDM6K0R3nlohoS5IcEnYL6PZhTSKp+cX5nMhMcWjMUyhmEZ/aJilqX+dX3gKSXrjBlRbkv7KoevEaa5d03t9J6VpfOBBJkBypIZAHtfhd628riYfTN5njyZARJkRvofxucqIDOp3BsYUztSDtJeG+U9l1xZQGaC7fPnXobPQFrJzE8TrR6aVqwWZF59nfSO2zYs29fegHtW7eEw/0s4zdfcYK7a3EGLSgUXFNWslm9SzgNTFkecRI9xtyTKAJabg46qRlTF+sCi6PfGQKEsw6EC7tVwqedxoWWVeJ4KUTnSOom5Ka+kls18x6Z7tvrTnqU8+snyA/nMlE//FlLfag4Kpa5b8VNDsf+0FqzeCkNajULpXbCssyq0sLHtD9DqMXxVPsRXi+0QejL+O21wtroVn/9DiI3Rurx6YlnZ5uhaQCPks6U7Vbp+Zx7+xG2why2nOv1PE+SmYKQGk/dbK/kZUuWLduZ7n5HAeCzxMZ6u7KHQwXYIvkePmod4ppw6mo3MvI9K9wcxEvT4hvWrS/jdM6/A8s9fLcfWuYmI1E6l669w0NvamDvVKo1ciNLMzmqeGvdeE/vQ8hNVhQiuboMxZiUEQ8EoLYot9PYY6iSUdXhyP30ohri30ePr/iBmNtqMzASD9G5rwMY+1IZ7V1cxgdWHVg9NK2rHhqWKM2sKhWQG+J8hM2Jo02ZJL8LkBlNwRuN9cFm87VuYvz0qHv7WW7/RfQ5r7Kv24o7vGyA/LzmuKHejJjIDEJGZQ4N4EMqbX4WhxIVk5m27/IC1qOB3nsw8GN39h354fRdaIZGoVqiyFjID8EouVDD7Vsb32j3rMtupfu+VyAzQImTmdbP5HpVWMtMyELRM/akkmkpm6mgpMpPLziLMeE5CyKexrLOQ8kRM89rSHXFx3S1YSdeSLZKz8e1XEHoyUkzG3LojPoeTc27Azt5S4Urao9Q5uOoNdJRdJsQWwLootXdFMiPdImVH+TsAAtfGHmpTSGZU7hPyIuR18odobSYkM2JnssGr4SHUxhjeDHxvMXHvExKP3JA+Fa4/hDAmg/ElxmOVclTdkMwA6PH4kRwxej1ktrIcmaBcPlN5+C8mtRRVob+5nO642KHMytpQjswAiPOzNZEZcUe5C8rvF4d7VfPU5MmMGFl9kDPGRF6hEjLTGWNGR7R4DWUdh6GT73RIZsoruPlvx94dMRPcv5VtlsAaITPwsyQzqwOthOZ/GV82t+b4Txtil5Gr7dhGj+rhIPrt2qoNm3sfAMAl+Gyu4ToTMm/ObvL1DDU92D+OUV/7hdcT24v9l1dIg3tqTO3oSkg48oEzR+imdQeLCppvgebjAiN/npflu7r6ivOQQ12J9UqVmH0nHqgfiIjVu41IODcHJ0SyA51VSCDmpDxeQtG3hhos/9LNZKkFmF8fkp95uaQg8LZ+CxVgbUWT4PifNPxubkhZWQTHNms3zy/OGakesaD8E/G8cqQEUk6oPWjbc0jGJIXyw0rdiu/HXhohQoPeFdeSsuaSVg8iiCd0Av1byP0J0x0R7s8C0OGYk8puhar7EoxflbmSZUh5FbbcBsE0HD0erd/HzbyOZZ9c0loH++KqabjmBySmSNS/wb0X6R8KIhk6K1MHkCeC9apTYhv6ZRwjrvsSWAMwrTIqcm8nv2/T/m9JGzc7C8PeGP/FnmXuMwnTjGT3xecop3QMM/wjEd4fCKg9DNjcNTl94fgFKl/leLCuLsndXOiTG8+C18eWXlDGfy369T0UiKKL16sTAT2+afmLMb4lGBBJ5+gh2OLNhi2pXD48f2XpboA5NCm5Y58HmWmNOxf0Bs260FY0A62E5n8E/uXXJVeUKdy4puBe1TT1naZCv9TCYvsFCD79pPFGNcB/6uGG31Ojryw9rG/Vfd71y8/6+wfHSaXf7x0rx92kzJL53vNV9YHgCCPe/jmlgQ+3NqGw4/rRmPKpneZ9BG9pTY+IIPS0HNapr16JxRuxTcVt9l9uaiid9rCULDSbPtM1uIkEDaBPzmIXJB87jVcLP+6EMzhqFXvQ7nU+nYGeLSTF3Iqmw1FTG35nzeoTGs1BoJaDcUez9rXM4j4j/OKlGFPaGJDmrVjWWQgxqoK3BVy3D4U6uZ5V6j0XbI5l3QeArc8i53VF8ziaeELHEA+iUnGBQ8MYDoAWQ8MVwQoI4iK5ieMXhJtlxUhy9d9hp8uHdwnjCWxuRGqPfI8l/AOiba+DiIz09gLYEFc9gqdvhzIeJUsV5lfkyWJfoLzCXCF89zel19b2EQDMXZNemqBAZcswL2z47bljKx4/MO9GWzcSFIm9i9zDyfyeJsKTFzTeaBUhbm6eh8AW5xYs5fvA4at8PQDB/6sy/tQBYjI5NsTyf0D6L5Gr4IFKoF/S+54eHJCZWX3MFI3FWbeixdCaQ9OK1Y9114NvWkbYXewycrURGnvi27g7Da3coEMnWPpD5e1l8HZOMTRVfba9SRHV190CZ5zEUVoyVjTuRfhIKjatNXTsJ4LeWvPZsx+QHbVqSnIbQRPmOmE3oZlQQILekybvixzHVpJudtKQbT4RaU42RStaCk2pVrQK0P8FUWoItxRsazmuN4BVqzDVBcF2aArla+PiILn0J6QyeaJXRyCfwVD7kKyWtA5mMBffiAmOFL9H6bupVGTEz87GdPqCHg5iCp7xJZYaAf7lYBc/s9IKW7J+GaquwNPUeWv4NhYaEPRAN0JUlD4FFZyIKc5BGAVJ4foDEIOq7ltyrBvaIE8rP7tfCZ73PZa1duMNy0BmPkClh8HAHEzX5fOSCjoZbQxGBI3LPzcbXQQsrMFzsqmAj5rrYYmRnWrhbJ6ceCpUPmsupD8PZYYeNye7gKzTeNHu3CMGqf1/urb0TxWtOTStKIE7oVKF6Z8G5LDKM/FNxer0zlQlM1AzmZkTxN6xPJnJ3f1Ios0BBYZzVTJzcFy74CbpwhknAVQkM68VKZG1FJkpDpC4oAXCrYqRf2pzhcA9JZyBPZ3mn6dWMpPP9rrRjs/VBRgd+A1kZvtytWGaSWZmROpljZGZU6vUo6mE6j6xVsRPaE0oJLZrETIjxCgs67Gy21yvHSGZ2ajGo7VF8ueidQsbyEy9mQ9TjklITGYANsNQI9CiODTsO3xjYGKNJ0+hHJmp058DdUgj+n5EaIRbwYYg5ibITGDlPVtJMiOyRWQGCL48IbFcnczsB4AUt2PLwUkyAzGZ6RT206Z9D5p+uGoinv475RJU8mRGeeW9UuXQXDIDoNKDgAxMD/uJgO6E0tLvxo0KOpkkmakeB6XUX6qfPChj5NdCZqBJZEYEZ1bc5mzugQ3m7HjSOzVIr4ozC6CBzAB4Mra1RZUD10Jmcret2nU1Gb/AwaCV0PwPwN6ttGbBTwnqyfKD8U8JqTktKMNolE44pI5Mync+XKuxev/dDT9PVckwwoWWYE4Rgdm+hb0x30XEq5hGXiZaRsVrvbficJ9CYpdaEIZwXM/qVwvLZyU9puLucCGwoOBP9FqV8LVbZNMmmAbY1anMHbnwb3hTM0Lmfg6CANVqea9+rMkntLzxJhEs659IeVTZbVo/jeft18gRQvouRFzY0TImU1rhbwWKv5bsnTHD763OTwrJGOSNuyh8S4dSx4FxXHgO/+8Nbb1U7OHR1iSE1w+8S0HvmThmvegK1KPF7RXvRqfeD8/vlc890k6ezHQKlaxYF4LQsDWMc8ruI3VcZyYwOoP9Lvg3VbwGAH7QKP9lfPcwBLOw5U5Y4kwqFvt8tT3SivKG1Kko43ZcNQ0VHFb9PBEsaqizUwFS309SWjpCZO8nQ9cai4NqJGTdKPQIDgL1MQRFdWB6VOm/utfWt2nj79UbuOD3TfanojD1rZEAH+/4uIF/YmnhW2Vt3PBbi7mUC2NMoMpjSx1ffdcWRz2It1exQOjPDK2E5n8NP2LuDEDunvIynauK1V1zJtenekcltiutPFwJfQir3u8QGcTjK+TG1AQ72SO/WUBguniaPk0kMPq8K5vUfp2IeN1irvp79XG61KPx9dblw8rG2y3jhd6nCaTgUq+UPN1iJ/92/ymqeRP0GcCtqmVrvByb+t+sGbMwendn/MjX0dJIWS/X2LIO255NOavH836PUmObfQ0mjwBt0TquCeUF29FYMGsu9W8A0n75pPaAeYRWYTjhEwQhHTWCe8JzmNEMut4Fa0Wk4oWD8CI1LetCEM8CHVG5OBwq0JsirHew7OREkrZDT4nIbVH1uhva+89ESlbfYNjH4L7eCcsoX+dEiTvDew7exAhuA3cImI1bmXKt0oKNScSeInPHAo+yvAnhbo0tByONexo9j6Y3K9ViPP8TClW/Vhn5kLPUAUXWfnSZmelAGk/GRFfK84C2oCaDvouylrrO55x8ALIXGE8mt3+qoWuF/nd+c8LCqqvOlUUjbnDrtiy5saHRb976EfXTG0txKHhfdRlxop+Y2JgeuhzW/+WY+b+cO/2lwP1xv6jUYQevluNmNlu38UbNhDz59Ebb6Mm1Gi0xpkVf105vvFO9YRWM+McdLPdDaWHatmWYktC7GR17hGCbxonZOQVc4gUrPPdJ/qq/V70yaTo13gyAhxoRN6gVE5sQtlU8d38tmpPcZIz24To0yvNpq4bv836VbnSu25oDmDfNuvzMcrlqQdr+nJyX/Kak/AOmWVr4Eepx3b7UavV4/tSy6yXXEAZFxvDZn+bIO6dyp1ZvoHclYRUGgwhykxA6OXPu2xuBdXm0VDRjzubAEmQq/9U4BKI3Bm/hudFEkhH+L9w9arjq8I3S3mKEmQ9nbg+42Nv+gKtLldJChBK+lnFI1aObxtjkimXVn2suWxjaVo8aG4ejGdYg0L8hl2k8AFYwN/QAmZsQqn5VK77p4OuLcdV7aHaGDRox5XYrWtaXgpoJdEOlBwIZLBWGImo2BdojMy+D3A7E0ZR9Z0UNRbs/X/VcmRhR4VTWqtqqqUgdtZzMO+HIVDcwS+aNVG07ijhuQfo/4bD/RRp6/zJM/VZRgFasVjgvTSa7y6pVuDZPPB3/1utb6IpaFjNyAQNSMQPYVgteb0buQyGGEg694omX0IftB8uX8aDMcdDdzxIcth9iykz08P7NO3i7DrC81iotIeaoHH1k2Mkv0YKONdyfCYnsl2rFHj+zfTZ2V29o2bFCc7qh2F1ZiVo3ecxH0p3ynpG3UzZDc9WN0KXao4NYBU9cK35mqCNlzyDnDqYpoWVNQxfC4MdVRWfg24alrHwCR+1bdQ/Dmk9WmKRyYW6OVucg5FXgfgN2OLlkyFcJ1I4tcH21IeN8SzrbGYBA3Y8h48kz6U9DmYPL7HUkcDeFIgewMxBNUFlPgteYByYJ35+NWaA+p8UQhH63pJ2wX0FHktZrDsNB3Qfiz1DgFdJsi6/+gWG8hiXOo1ZSremKSHgltkOoLdHWjS1yteKOtmXlnBtHabHZzGybdmnB/2/vzMMkp8r9/zknSXX1gMOwyyYMMOz7MqKgIiqKiKCiol5F1IsLXkV+KqLX61VUXO5FLi5XuSiLGyoKoogIIsoiDPsuDDgIw74IiNPVleSc3x+V6q7qSlUlValKqvr9PE8/nZycnPN2pzuVb867BJv1lmrFbKHR90TxSHsfirqiNU13Ehz/XkJvs57OHSi7OnBDsVb/s04KIIJGyIzKT39O+U1vyNuM7Flzbfj7Ey3NjVmqPmIcvpYg61gclzth5rEvaXkz8JOMxjoew6ejVYsdjeGWbvVj+siCtzpwieNzldV8yOTzO/yldjjYzF77xbrmbZElD6xy2WhB9okYsmaFE7J4jFZiHOfjKLUGQTD41LeDxnV+RRDGPLxXz4bSe6mtCtQoTVxMdXrua30w/i1ob8c5rWvQWsp2dYKpm3En26fB1nopxiR7s63VORj7umgvTuhtiKteiVHHYkzcCnZMLkm7Dai/xPSdxSvfgF/ZFbNYo7v9U9vtQNVSLpsjJ9CnTHfuPwfNURjiY3p8/zE8fQOoJ0C3rjBVStdTru7WcXz1C7Cv79glYiG+ORFrt8Fz3o5iBb7zdbzw39r03wjtvw/jfD/Wpa0dlfC3lJ1+a8rtDrSKyUaCYxXul5M95wZvnMD9We26lVhBteMqGbChhgfT3+yDt4L7o9Sn9c/LXPh9cT5HRNAIQkH4XujyLif+5nD5dMg+Ew7hfvvjXPK7pmMf1IZv9BDwPQge1bBejw/fX7SKT6r4+8fyyjRLygmX7jfYCB5qfkB5gzb8lw45NHC4rk/P2KNCzTed3n7I2wjZHodXO5rfhJ3HeCLQrO3O9vnLhM8207JqU3RKpd8RBMdjEhcdHMWE22thp3+NmnghnrcC3299ULPunahgN+CfaH0IxtSSuUxUb2a6VMv6Zfwb0V7ndOpaPR9jr25q89UjeHb9Huzu5XfdsALTCbMP6Mu79+uANS9H6YtjjiS023wZ7AHgvAjw6Za0IgzPxHHeEX/s55M4bxh8PSvf+Spe2FwHybAVQfgDlLoWT3+cmdUTswVO9ZuxhUQD835c/b8t7YNg+jbNxPbJPgNW3bkWC7Z+csAW5Ye+bSFm+/hU6sNG0jYLTN8Z5zQzfpRv7Ke2QkZs1Jws4IhwNkFqOzEDsE+Urtm55HfcMycTWScx898mcr16wYtm2m5zB/chtZ6Bo51md6/fh8ncET6pLAfOaVs5VfsQbydmysA5TsD5TsAzC6IP74da3Wp+bjSLA6+jmEn6qqNXMQOwPbXr2EnM2AtrvvmNYgaYETO3T3Qv0jmKfKVP18qiUK3un0LMwOiJGYAnURO1BOV1MeOU5tR1mbqSepX0qdJsuty6mEF/iEbXtXa4zmdb2jy7PtY7YWZf66RuyL38rtuLGaN/PbsTI2Yc9ZWEc9Ry4tbETJnAb16Z0N5NhD/cD2jnkhfF2ehjwdmJ2gpX9wx87cQMkEjMqF907QLEJ4ioUxczhs1m2rTZmpKzFE9/gCZXMH1PjJgpY/wL0MGHMNTcBPXXVktiWEccc3fbYxN7g+2y2FJnwdZPUrl4jcTzBsuTRoYWA7P9M6iPJHzZOGKIoBlBJrZ+bt4mtGB2aE3GWr70z32NWdmle0Grvlg3QaKBB2r+w5sCSw2c5nSvbzJXwGyR0AXnfcbh/+lIJP159gFr+2Ay0flJqXuaHxZl7DopnBVmZeBlTvKMZucD9xBw4XSVbbBUnuPw7g4PuhXgdaHLgaHLwlWdE+Xrbea6trSOlSXvobcXReqVs/WL6n9RjWJru0jYnOhl57+8sHuXgfHZ6Pp+vCCrjEIrFefKrn3C6qJoq5au1nhHAFDy/sZEZe6D+NpgTkap22q7ujkRwgJzN0Gl7vrT/ORoyrUHTeUfN9tmruj+QwCh88YEvRaC/TDtcubqmUpToM1rOs9nZ1M+e+XmF2rVExYAa0B4Myo8reFIBddrrlFi/K1x3nYJvv/WNjM9i62mKfsbY2uYLmMlJHM5C4Lfde8EaO6d2fbd5MVfgvM9tHcAurQtmlptHPORmpBuTi1dw9jXUg1vIjDH0Skvcqi3bD/pUwbVucZqE+WXP43/H8kKubhL0hXbLgL2a9Oor2T7XFEE5BNpxDD77Z+3CbHoW1uTsVb2za6g5kB4rHsq6P8Ja6sXfwOWtflvec8ct6sX1gXMGotierfn23NicLwPxNdT6JV62bl6ebWzTOsDdjuRcJwOWeb4LVnKjgxCtsDllRMl9kGxZeDx3V4edFdfnYtKzfZMnJxVVE8yTiXefe6WKFnAdt1igZgt11j/Pd7XsPp1TFSk85sZCJtngD9W8olV+YwImcIS6Fq9k3L4wi49AadeN2Z5U7N+Nq52RS2+RulrMaVnwTSvgqzSW+KWa/VPQlN72Ldu7Y6jKx0eNOeg+EDD3oY44c8SnPUMqP+h3WqIYVbcTdsOQsqcDOEyakkUwK80v1ArHbcKeBqcnfD8Zve5MPxgbQjTXDfH897XdjpV2phuBS474TjHRnM2JHhYN8H/5k6dD7vuHqlt8cx/A2V856td+7oHtk+iEZdaWqvzmKxqXH0S3ZMZrE81/AVBeBlms5S/2zm1cbzPrWL6h8lq/Jk3j96Kh/34FPr0/lfGioR8Mo0Y+pJkb0+EzpTOa1/NuS5D9MGH8eEYt7IFQKOsPNU2v9mfWfh/utmlIzXlSbahzWrHS1+RerhTYtqeC9zs+BzfJaHBCcZhaehRfxd1vF9zozrFnX2obl8mLwGvOpBXVJsf0MPLivG3vmPkdna7Se9i9byw9e/nqEjY7Kn7i198SXnwGWs+MiZuZaOGHyzv3ikG13Svd1JHV69uaXOdk6hM1NPitgobU/oWurp6S3sjFVsLHldB3B0HvFKblQmzGMu3Ghoe7DiPNXMTicTFsgC8AsIVGM7BU5HgCD89p0+p5lLnLCWJWx12nabdkI8AoPV3Ud73IHGC+lqBS480Lo/NhKWGZACPJfh/vblbh15XHCpzYmt6EGsviM92WU8t3cxCnKlrZme/xwUeoeS8Htd5EfreOcVDuy24xNTGmXhbwqQVP0mXAKKRVddlFkKSGvPOf6LP7/z/PEpIUoBR5l/eCT84PW8rxobdreY6NXtTu69ieV5ZsSdwF615fDphNl+C/mtvDyX6TzdgXty5sJz6wTnYf3ld2+Mf0IajdcjbA4+rqblArTrmePSJcz/Ii8GGyvKgzefGvjaz+Z0+iua/2olI4Mclj7dUxzMmRhh/rPsAKtgIo7dDm9tn2svTTzYIGUC9AmzcS591gMfRbII/fRrOxNxMaJ0StLdjO5ypcwgnt05xzqYQ/gnUmaBr9zQnWEboNr9Rd8xphPqImPNXox4vNNNXHUNoO1emn1q2BpNLn8bxP0TondzFxjySRzSn6G7LTiQQNtnQkvq5yKyp4e89vsTZRGdcd2d46LNWwxz2z+4dM0aSAsxXVo/xmi+ImDG7tj58O4e+uaexJn7fexHKpJRuu3dm+w0N7jONYgbgeeXa/9k1pBMzQFcxM1MsM4ZOYmZ14HeOz48OP6iDNzHsZDVbBR4nRoUxK4Ddb24If3puJXnKx6dTuCY9aBU/nJhmk+5dM6cxIXc7MfOxqD0LMfP/Eriu5cHgStcKg6DuXpYGFdQKcjaKGYDKxFpovR+VySiNcSRmHN2czapey8Vwf4yYAVT7lyztcFZd3SBmSlh7dq1CPa1vjmdXZf4GzqYzYkapUwndd7b0jxczMFfMAIRO95jNyaW1T4LQOxMAE3ZysaoQ+J1XmbKnJmaCoEv86pDEDNAkZnzn8137m2pv9V/S4n8x5jm6VzEDIytmAMxh/0RfF+dqOlrICo0wGPqoLTIMfhV4HORm/6b95QYu7vF5dXcMZ7shbwkcrurzXcOXHI9PhHN+vjXWhKd7D2BsLWWWMaUSVJNlWMuTiyZKvKJLoc3LQ599nM4pm9+tNN+1+X8IrnRCNh6j2jHjTsW5hnK4Z/eOM2wC3E/NBeihLn3jKXmPUfW3Bp4EdgVuqB3Q2xGaj+LwLgCUcys2bE0QA4A9COyPQO9NbfViGdr/OMabzSzWrkhl/9R/B91xvI8R+t1jQeLQpd9hqvtTrdxNqZw8dqgJsyvoG3o7F7C7a9R1+d9XOlEx11LWMbE6ZkfQtwxu4jlFwvwTFd4xc56BX+7BxfNzFV7fshCz4/BSOksdmvnI2uvCEwmWkUediTJMj2JK1Gb8d70f73vN+fW/rEOerwyvDT2S3i5epAyX2eTCZpmuZWIbVdSHP4r9n/9iTw3XjPDPMSrsALSm8hAASu6ZVIP2KXJHh5rbkw4/iHG+MdPaWFsGQDk3YMP2K8OaJVQrv2BitYupsiPKXQM9vSe1iMMyhH8AdSbKOwQbPj+Vbd2w5mGUns3sqVmKIUlsw/pA9i/Vwn09nEt9TPhRtPNfHftO6XuZNJtFe2sSH5/S6qZnq/eiSpvF9G0mcN6LG36nYx9j3ovWnfsMm2r4PUpOTQQbNkFv8sBIr3CME8OsUyOCRoCFC+GZYhRGmrrhFiZ37ZxedxS4dNqy70T6/6tNgd+6PqcYzdcyqFSvr7ods9d2sGA1WJXMp3VUyvz93WjWLECQebff1704bEZrwP2thOwQJQhIEinwSxNwsI4Pcp3L8Vrz6Q5JB5ZoWJ7Bry6uprswFxdSuFaOD53+qqO/HH0Aofo8Trh7fDd1INjzYw85ejmhWZKFoT0R8F5cvoPyr8F6zStciu2w3A6lu6Ha28qKb0/FU+/p0msrahGZs7icSUBv4tnobdHmjmR9zWFofVbHPmH4cxznDT3ZMlZ8czU4KoeYkl8pygfl/0w+LFEjMTTzjOqfYpaeCyJmgHgxUx69/OZzxcxxOuQ2158potmOvwHbBl5HMfOpFELH7LUdAOVft2Ygake/YuZXbdy8rsn4oS6NmPnFRO9ZYzrxlHG7/r7ixAwwI2YgWdhzUjEDzIiZ+534c+pi5q4ei3SeEv3uRcwkoUhipoeKQ7pWn0SZ5gfTkn9ulxOb/6onzfUz29b7RG3DXADhje2HaCNmAEKzfZf5G4ZpyWBWp/UFp1LfTDwu0CJmAGwsET34AAAgAElEQVTkjubYM1KN1Uhp4pWx7RX9x4a9u1qO9ypmgLZiJjyt9TO4m5gBUOrnPdsyMrwmQYrlPsWMOSR5LbdGiiBmoFZ8k32Sf34VBRE0Bac0J0DcntH9ppQ33rGfTNV/GIkA6qwBXOH4fCcmHXMjJxiH7QOvaxHNRv4wHWJ22Lmp7VPG4QtdUiLHcfErOr8lPF3BitX6K6/49Sj18kGl1pvvImBPsruhrTNnv1u5vOdaN/Mg9WeNyyI93IfVfTpkTItjk5g0z41sFRXpvGUi3c9xpNSOGSkqznnRVg8vr8yxONXbsLr54bTqHTKzrdxZ1yfFbCFD6/5qZvtZv0o91229KGagLsOhudZKcuJfnMQVz1R6/ZieEPf6xtqjEs3u0sntqlYbJfSPTzRW5ezWAGpbjU9pUjYviW0P/MG5kTtHzE1xPJf4HMZa/yh7Y7pgwyO7d8qSXyd8WfaJ3l/M6nOLHwvalcsD2G60PjfE5azIlMtQGQVnomLwYmU4wwk5OHC5uceq77my1jrw5OMdu6wJbKQ0t1qD+s8vY//z2NTT/KUyzTbl4RUCexXw25j2ONcv9d8nY//fhzK34TirOUH177N1DiGvozgB9F/0Qj7pN9vzVmX5UU4psIV8sO6dqCBN2uNWTOlxdHXuq4c0tE8ZrPVLMXOKcc7M6z+J9tbCmgdQeqM+5gcd/hTjvAnYErgb2JBu9Wxa6T39SRgcjuO2rvJM6ZVMmm7r/cMnCJbjuvm5AdrwSJQTX69omKjSVdjqXpmOGSxfE3dJ70l4isIgEwWIy9l8Yo6YMdcMMPtHD9j12r1Fy55znIDznaBjbaw/Wc3iwOsqZu6tFFfEd+PvwK1RZqy0Yuahqdrf0zDFzDexsWIG4l3l5ooZ7/3H9W3Db42TWswsbyNa8hAzK9u4oQFNYubcyK1MxMz8I07MeEHnmioAJfemaGtjVqs8GW33+hKxJmZc55yWI23FTPBHtFerf9NZzCQrVGlVvRjv3dH3XtImdxYzJvxgS5vyaklg4sQM0FbMeKT8TA//fWZzuvSnzl1/0n2FIU8xA+QqZlRptphpWzFzQrdqnO0ZBzEDYHZ8Bn1jf94gw0IEzQih9yxW8L3KIC3zNljudn3e3SW+4nWhy4Ghm7pkWxyblbN/4NvUgv+Jz/U3SLQ6c6JuXq6+T7e6bKXhwUjIbDDZ/kFlEOugt2E4KuFKWdzHyZu1wX1juzoSyXjAuLyqB5e/JW3iaOayyxBqymzcxQ2tziHiVjaSTLn39D2GM92akth3j2nY2yL2vGqwM7AxsJJ/zIRnzb5qCEnvghSEtVo0jvOZLj23Q7vx7litxD8cat1cT8fqUzsPYw5pafL0XxPaEM0ZZYubumz2Ic/678eYA1KNA+Az+5ke+AkegJ3PY6s1sTZRjakD1Nj1zd3czpox5qWp+o8kzkdr33d2sdUXde9/XH9PHOGJq/V87tQVxXkxZXZ5Bn1V8evUyCdgEYkpomn+8rccDEmP3rR7cbJG/oJiy8DjuyP+MPaYglec8J+ZjHWMmY1pudMr8zwDnR3R4lleqfkKbzhZxh7QPnPNPQSZZ0l7GMP2KW4vV9H6DvYnRjP9iVrWoCcXpP9g+Ydx2WgAMTP/0RAXc2OHzGSD5GW5zCpkiaGWKWwyiBcbHXF+2jDQUsKJevzG2q199UFAq2gqubU3/Lb0JQDcia3m9Fgdh7c22xwmfWgvEYafBcArPdBydLp0GXB7S3tajNmupc0NL4vpWX8l1FqHxzeb45bSF3OcfFGzG47WF1BVf0k9Th3XS7YKpUpbgnk57WKSekXr2iqaMZ/IdNzccRpW1MIozfZNKT4X9uo9ltQ5pvfkApN7F8uTxOz1D/RFrcVui4TE0Ag9UT3p65SO/reWdr3pppi/FUt87WPg8oLrpZl0zUDpe+dyx/vewhbVdG/Y6mxhDPfMWTkIf3cbzv7Jswz1w0MYNujjXYk648fYw98CwAHa8mgP6bCXoljGcO5tXy45HFtNvwrUC/W4o11R3DCkn0/IloCFuL0E+2fMdRM3w3SbIph9ovU7Meb0Oa1LgOXUMrcN4+efjYWZtlcwofYe+IxhcDSOe1L/44Sn4zjv7HucVHx4c/ifxtWqwRQEqIZnUXIOy3zcRlTpr9jq5gOdIyl2Pw91yfws1NkNqUMz5gT/8UXczzVnCTPX3YbefTgPo+PGW0L48RDCHqauXc7kHv37I/fzEVKiwzu7dZ8Ljz3c48jJuRHDLhks/D5uNOv0WLPmqYyymX0BzadSZikbBJ2qg5yqHd5jhiOmhHyx7oOoYEMAdPAFjPupDr073En0UhxexvSqd+CWt014XnIRov2P406+hWrQvlBnEhTPxdLpnpWkGtRgmbp0IZP71u816WyZqX0zQMybPfRPkj1MB8GNuO4ug7Wneja+AxPOoZmPrUrLsdUUn8FraXgy4f39DRPw88GUEhhF1NcXYP+t//89ETSCUDBunw7ZbiIb1XSOU+F14Wj+zX8Oy3/knF3uduOy3RBSM29AnPNKZ442ISfp5H8nDzkhG4TFyagm9I6vP49n/r17x0Q8h3qa4YnqSqZLcwLOnTMhjK9totgA2+YvN1C/x7WtzozG7IPWlyeyzFn1D8IFz6HkXks12ANYD3g00bnp2QZodvHywuX4TvKHWk/fDaUSfuV5CXqvBTwJrAb0X3RRsz+G33XvGEOltJxymof3RJRQf65iX9B6xPcfwvM2yHi+DPB+Bn63IgDCIFDHlbEn9LeCJ1nOxpi4IppFjJ2pXPLH7p3mEf2KmcZcNGnFjL7qtlT97xtQ0cC9YWBi5oZS8wpEu9/QWdYZipiB9GIGSCxmXh19Tytm3qDkdl40pp0fAvQhZjaLafvH7PhzxQy0FTOaxW3FDBArZoLqicnFzNQthAtqgcOBOSFqnRUzlYkVrTapF8aOVdLfSzBja7yK7yxBm4/Edw9aC4v6ZsuEYgZqYgZ0cNCc9jUSnt9MGjETBs1Z4uLFzFo92TFLvJgBiiVm9MGz28MUM8/N7/666obiJAioY0+ooI4YXsbUJMgnYIGYW0QTQG+TLsh+GJT3i89MM3H+xUO2pJVFQ5jjyaD5n7jyy0t6GudOr/ZoPnVY75Wizbvekqr/8zIslllnLeCKrAfdfzb4eNeqwy0NSSPi3gkdieYwlb3rVdbvQJOEf/+mx7F/HqXzPn4ImdeEZEyEb+vj7DJwb0urNgmyM810rgf6b4xJuapQnboFt3RM944AZgfCydmMXcacDzQXmixPL249zV4JgOfd1zy3eVcqW5uwbeKC3HT3ykYCf/nsMMFcwfT0nP3eqsR3wnGTZCB7ElttTcAQXJYu9bBa1q1HayKGgaNfNbttfpnduBuluFc+nJ/78YJdi+lJZU+bhtd7eZsxg7icFRh71NGob/YfYCgMji0M3JPy+fEOr8y2futj+Y3uFLsE8bUD8vcWj+dHWN46BDezjvFBI8wlTsh+4lYmdECZN2D1z9sfd+/DBnNWGZzDITyDSXM1q0o3ooL3tpznq+V4Nl6yT696jIkF6/Zo8RbEZVVLQsl7jKrffV6tL8KYVzS1OeZHhPqtwJ7ANQlnTF9Es1S5lmp5j7bHq/YBSqq/AqGjQBDcjOvuNLDxVelWbHUwSSt6ZjsHbu/jxdlWDtw1PjGPVfcUSsGRPZ8vLmfziCKKGbP3PnmbUCgeTPEfVF89ihMzQKyY2TFKC1xEMQMMRcxAs5hpTC4bk6R2pBAxMz4Ytux/EP3ZlqZOYgZoEjOmHK0khLUCj1P6+XPEzOwadnsx82gHMbNNR1sA0L3HCgV+LROZ43ytY7+5YgaIxAzMFTMVG59K2dN3kEjMmJ2b53FPbrBjz5buTviFrkN6MStvyVmNMDy9j/O7032VhgYx077oovF/kG7e0k0z24UTM9CfmIG+xYzZpHufQTPtzfoQ9CNmBoEImqKy+9K8LYhFX5HMn3q+8M/NkzslPRXTpv43vrL08X4tM80tfbgP3T+geJm8uYtaqDHAE3kaQqsL2X4drlcx/6OFfvH15wHQM9Xp+8C0FqMs+a2xH3Ox3rdqNlRm70dB5bqYnnF3oVmqU9cxsWC9tsdD58Sutij1ErSuFbD03Y937d+I4a7aPGGbOJgeKKv4/7yQDyQbQN/UtBu658we0q0rQY77ra5D+rGxUcmoemelTukcnpAu1sGmulm1z36nvX/pfrr7+dl5qzt36Dgg0joB9ek0FFzTu2O8bq2fO3AC/fam/Qn/1W165o8ImpwJD//X+APXJXhFUiDKV8Z9eA6WU4eQ2n3PLv8i+q/LOx7vVknevv/wpv23hrU3OJ/2+vdL3SSKl7EvmxvEOiLs1JxCdMOG7UHlTYpjOe1XUeY61lwSU2jzeqd2TUfrP1pISt/Zy9oExtepes3V7ZXb+tev/NrD+aS5udZgluKWd2/q4znnzD2ticD/NKXJ3Tv2af4vjMfa8zDmXGAhXvCVrv2zoRYQb1VcPOIzKP+OllZj/hDTNwm1pAyB3yo+h0HJb76fW/Pyruc4x3VLORyT2ODoFEZF+H7nV0yBiVbRGkQMQVbZ/3okbaKuPkvzuHt2fqnQjeoQ/uwq3p0z2675/uAnzAiJoSkia68DT/RSG37+sC7w2IDn+ENY4qVO+8iNTvEzK0qTLE5RGPNX1SoHlXoMJi0vgEp7p7TwshU4L2oNyC08m24KBSvSmoT7JyfYZEpqFgj9kD62oxO+egDPto/rMGZn9JyViDisejXKdktb0ZpOuRsOryacmw7DOw3CH4D5fVOz1ldhzF5zRhhUlF1Roxfn0qWCmXkR6MvaHg6Cu3HdDFwmO6F3puKfTtnprz7ROBB+d3Wcd2f3/90/q1P7/xlupKrE0IwRbVdnCipmzKbFybg2aDEDdBQzAHe+uTWD0UlubWUlqZipr8j0LGYAvaxz6mbnTSmyIhWJERQzDzihiBkhAd18epI/7OgoF19Quattn9WcTg/l5URiBkggZsArnZZorEZaxAyAf0SLmAEw5iBs6WLQjTEWzfdqZd7U2caJRxJa1puYMbr9qrjDR3saszNdlg06iBkA1x1MbKwq3Tu7Y26i7Dx/IPOMGkUQM6YxcxzPMg5pd2SFpmjsvCvc1FqPRoClBpaJBG9l9YWsfPZJNh5ASuaicWkpZN9q8QLp1yZ9PM+uGG6Qd0ojwZR7D5NBkqTb2aOcP2HDFxO/Lj2MteqE2J1A3UyoD8Ixvxr4dK5zDkH4upn90LkBR/0a7N9wpg8hdF/T1/hhcCaO21tK/aq5mJJu5wrWy90iOYH/GK7Xa4a6/rDhkejJw7DV/WbtCS7EdV+Ziz1Fxhw7if5yci+OFlIuSvrON/DCD/Y+3wCQFZoxwRxwcPyBERQz7rvarDRlyBGhiJm2PPvM+IqZxc0PkXmJmS90uVX28ngiYmZ0GLSYccJ3tz0WOnWf+zjhEi9mLLNuPZ5zVh+WJcMEfwR1M4ZNUomZspM0vXIrdTFT8mpvu51wVwg+DeGpM2KmyqlACfTe4P041fi9ihkAx/yiw9HexUyldGfXPrmIGec92PBIlHNKk5gBGsTMc4dvV4HpS8xAIjEz7f1pZrtoYmYQyCdqTugLYopDLRpGWcjemFp2fdtjwTmd04pmwWkDfo59JEhf8bbuXiYMkAXxdXmGzaeYDfZf4bSm3kxXum6WleHoL/ML3bHugx2Ph853W9rMxK0A6Oprm9rL9WB2swnWaXVfMrwexeyLMT88LK25DYNtlaDP3mi3VmxZp4z7qYStaY87EZdVrOqvHm21/hc6XIzyLwRzBfhxhTXXwZbSJbSpVu7r2idJprNeKFe3Hsi4PeE0ZL8KT0U5p3Q54eGBmtMv9uTVu3fKmj4dkCoXNC9uhPrQpv0J/8X9TTBiiMuZMO9J6wBwqTfBvr7EScw3NgHSZM0c12Kg407FOY9y+NruHftE260wqn3cSyes2Q9bPg9d7fYQtgatleyT4VSuJexQQLJIhM69OOFmifo66iuEtns6aVu6DVXdvk/L8ifw78f1sipgkvYuGI/vP47nrdO/OXmzUMEz+T5DV7x7KPv5uMP2i7icjToLcngLMILcOj28m0RSMXO+V1vFyVvMrBzT+jJF5Ct6dmUm7cd4UjEjd4RiMOXWknAPQ8wAMWJmXWYrLHVG6UvmiJl2b+57FDOrnkkgZppdiBwnec0ZR72+B6taccNLauMlFDOweiIxA3QQM+tjS725yrmc2dN5/dCvmFGlxr/TbAqh1MVMGHZb1Sk4OYiZae/ipv1RFTODQATNsFmVf3aL1HRaJVt9MI9jO0wMpwJ9Gg4syKpMbLzM4vl1U7u3NFhR99lIyHzczN4iv9/ldnk4vX24jeAdYaww1GqvDCfov9P98jHiKiyVTVTM2GwXe5avHgG6x1YkRfsfJFzQvvr7LDUXIqNrKZTDMHnNmdB2ijFpx/otLYGzX0y/TnT/b7PmpR2Obgg8gqrGucqVsKXbqLu++TExOwHvS2TloAj8VkEShjFZ6bz/m9m01Q5uh2bHxHMb2+r+5DjFqjTPW9O7ntN7gtJZFnb+bAn17EuWCb812YT//gxsGANE0AyR6vUZVJLOgw4phb1353uD7oWdxvDPXp99QfyBF71iuIYMic2qg02C8BnT+jfydlqLZjZyBsUT4UJ3NMMpCjxRvZle5GtF7wNmV9C3xx73bOuDfj8Y7xup+mtzVWy7YjgvWYw+sc2RxWC3AUB3KV7aiNKdCm52ioWqRqs6tVTPqrJy5kgtzfRW9FPTZrrHVaFGaqs1c0V1lMLa++Zsk9890Y+png36lsRzT4f/1/F4IVZrftTDS8ss/Iqfaf5s8Z3jm/Ydc17H073/zcCGMUBiaIR5xfVhid261JcBeK/j8p1whFy7SiWotv5cI1tUc4h8RBu+FiNghPHFqBej7Z+6dxwUziEQnotyn8IGxU0GkxSvtAK/2nyf8ZzT8MMjmtoWOA+zKswq29VmwL1tjzrB9YT626BrD8pe+RYIJvGD9gUkQ/8iHC/+JZBf/Tle6Q2JrQuDY3DcdmIrwj0e7HIIh++KBoB+KZhOAi5L1gG619izdmeUSlYXqTBsoeGezi+8uuE7X8ULP9bz+auuVyzYrbjP83FIDM2IEv7r+KfM65Wv+8Obq5uYOULX3vwXRcwkDkmNETMAzvsPjW0fB7bq8zZ4X5StLI2Y6ZYQ9b+7rOII+TLl3gEwNDEzNx2zKUfxCOG5ALFiZtLUM0rGx9MYuhdBdPRxyY1MzFpz9mdfNs4VMwBKtboYZSdmoJOYAai4l8+IGQC/siOYvwKg9f6x57QTM0AqMQN0FzMQpZmOETP6ZeClL1CaCD27WhVM/zTdudv2M3GyguF5ixn74R4ya/YgZpoLW9KXmAFGTswMAlmhETpSOf9CygcOrijWJhbuF0+dWE4l5D0Ur4jkfCabHD/CvENvBSZ5RrNgaiXu5MYt7YYD0ZyfpWWJsepDKHsyAFXv+5T8t3foXcJzTsIPP5DJ3Ep9H2tb5wud3+GE8eIk4J24nJ7J/FngcRk+L+pzlPWxpTNQ1Vd179pE79nu8sT3H8DzNsrbjESoaxdh93iqY5+K91fK/uZtj5sjy+hTKlmbVlhyW6FRSjlKqRuUUr+O9hcrpa5WSi1XSv1EKVWK2iei/buj45s1jHFc1H6nUmr+lI4dYVHWScw4Bx3S9/giZtojYqY7J7jJ3ozdEVM7phdEzAipcN5c+x6JGeXeGttt0tzctB8nZoBEYqbkDmb1yaiPzM7RIGa80kWtndUb8cPPZTZ3nJgB2ooZoFnM6Izcbm3vK0z9iBnDptHWI+3FjD6geVXH/feGg0nETJLnlDVQN3fvlRV1MRMEFw5v0h6JEzPT3m+a9juJGSATMWN26nuIkSWNy9mHgTsa9r8MfM1auwT4O1BfW3838Hdr7ZbA16J+KKW2Aw6j5kXzKuBbSqn58cRWGU/FHV7957xN6MiDQef0I6MrM4U6xwWdb2E7RN+3DYd3q7mdbMST0C+9ljvtHS+Y42YU/qRp1wY70MoipvROYDo/7CSlGgymmJ6y8YUR/Wqrm5bSH2OwhRRTpiI2KzKZ1Q3SZeWyakkm84ZOXFHQOZgLwNw2ux98PtrYKGGa6QrWtGbQmrFhegXwNDaHB2bXHfL77xf2VjRb3byIQM+K7wn/1anHCM9+Tk9z19FDFJxFI5GgUUptDBwInBrtK2A/4OyoyxlA/XX9wdE+0fGXRf0PBs6y1k5ba1cAdwNLs/ghhMEwdVWXm+Cjj6Qec2VlOC6O6wEbuvFxJZdG9WSKJjP7foe4x15ZmDFWxL8P74/ruqycbScra7lSca6MtnrPKNUrvntMD2c9BWYp6L+2jqfSiYKSe20P8ydD+Y+l6D3oFPf3EzorO/ZQfvRkF63OePrq9p1tfEpsgGpldl1WB4clNxHwvW+l6t8OL/xS+4O6wfbwv2I6PNAhzfRfgNmYEaUvjulXw5mY/YRSv2pvzuAZQuWuK5MH9vrO7EqY3ekpXPP9vqZ2Dv1HX+cD+Ed07zOOJF2hOQn4OMxEvK4NPGWtrUdOrwTqjo4bEXlmRMefjvrPtMecM4NS6kil1LVKqWuLHN+TiPLw3xBmyeRecTfB/ti4PBwfs9ZqDnCSW3vrkndhzDh+RUi/7xD1f2fz4TlqXFqqrYgsy8itrBu7ywpMoSmHyVP0ZsPac743oP8l9oxJM+fhWi+L7eeldHGqBt2KYfZOvV5PM/EPl9Zk526m9bmx7U4Y75Y3Y4MXLSVEqzO+eX77zqo1Jbaja4l8SuWG1SAV98nSgWdqKbU92guFnlANmdpMfDrv7lQJV3nAVMsRW/ojYXh26yn14welm8m0Pur1QS31uTFp44iyo+rOJpvwws83HVPn9rfCAsDa/eXrGlQ+iaLT9bemlHoN8Ki1tjFZf9xTqe1yrNM5sw3WnmKt3cNau0dtYWeEqQz/DaHQnqODIaZTS8lBGbzVNy/ZraXt4cni/sxZ8fFq7Xe3dIhuZd04rMcim8LoYb1PRVtPzDmyIZgfxJ4zpTs8XPeIokMBxCzGt3+PaW1TV8fGxNX0iDHNsZpu+Nvu58w4myZxTYtPmx2aWj0ez718pi3wvpxgvFlK5VqMj097V64Uo81u2mxq2rluvABW1ZfgOIcy67RbP+GroCPHmgOTzzMdXNqTfZ3QuvvfQV+8ZrbIptEvaTpU6uB6aA/pf4WFJyRbZi8kkYF7A69VSt0LnEXN1ewkYJFSql7dbmNmK06tJLqLRMfXAJ5sbI85Z+yo3nJf/IEXdk+5WQSC13YO+Pc+c3zH43U2GdJz3TaSgTyW50715gtcdN6qZv+w4t9t58tZUmRzSCSpaD9YlN/OzazDx5vZOrY55JM922Fpn0VN+5/pedxZmp10HfeEDn2zqDYYT+C8CqN/2LkPnwCgNHFjghE7Z6byg9pndsl7EOP8PpGNs/QZR+T9jMD5cLQziN9pnEhtZI7TbvAxMNEdN0WyvQk3v9WUXjG/2WZmW5s/pjpX/WmNrM3piamL59fnUKq0zUqpfYGPWmtfo5T6GfBza+1ZSqlvAzdba7+llDoK2NFa+z6l1GHA6621b1JKbQ/8iFrczIbA74El1tq2/huStnm0+aoPHxvC8/StQYkd2sTLFJV1gTQe6UKNc7XhkJi6MRsy3Lcj30fzdqk5kxur3AdYEBQxnWt8Yu+y+S0V3e2hbgPgoR7nXUC7mCFn1bOEC/qPOzD+uWiv/8yW6dgNuL5rr1bWovYetQRU8fSt+CYuIUMvtP9dZ4J+I5ifzewatSU6oxWZNISVv+OU15zdD/6A47506HakIQhuxnV7y1pQ8e6k7Me/aBAGQ5EKax4LHKOUupua8/B3o/bvAmtH7cdA7VWJtfY24KfA7cBvgaM6iZmRZmG8OrfHHDtkQ/JlGGIGaBIzK0o9FMUaMpcSDl3MPDyk+JJBUXe2iBMzMPyl3iRi5kqJtckcSy0moZBiRr+Rdom9u4sZ6F3MQFsxU7m2LzFT9f5vZlvp5HV0suOOpj0VG8cTQ1CP4al9NvQiZqqVdqs76cRM6Hyqeyd98Ox2g5gBchEzQJOYAQovZoDUYibQ75nZjhMz5uo1W9oS85/FiKGunDV/VmmksKYwFuyiNTcaeWMexz0YthhBl7yXUVvGFYTRZHYdNpi6D3fyecOd3mwFfYmQMk1uZuZNoGuV5b3ScvxqNimJ02L0x9Dmq137eRPL8KfzT6Rq9NvQJs5Frr6KJAyLwDkKN/xm3mYIEUVaoRHiaJPZzPw64ywnAyTcr3MAY3nZTUOyJDkiZiJe+4am3UcaxEz+0QbJeChaTSq6mFk3bwPmCb4+Km8TUlPLYja7DhsnZkK+l8lcWrfWulDBe/oUM9CS2L4hE1heYgZIJGaArmIm8HvNDtaK47SPUQpWtfPMGG0xE4an521CIqpcNbM9dDGzk9u9j5AZImiypk1mM/2aLLKcDAfnks7iq7J055a2IWSGH1nic+gMBrXfbOXsz2FZv+Ff/Blg44KuPje+BtigQNnKOpGk9vYycTvrmYpzHgCeKegbVednbQ9N6ee3DfyfOZ13ZWKGMb9pabPuqZmM3YTqXPcla7S+Y05L50LJszSnzfX08therte+9kxawvCzAGjVmjK8tPofeh53unRl9049EgSXd+/UAcd5ZyZ2ZE3Fu7dpv0R/9dnMBX0E+N8cdO+TgPC8/l9HVjvl8BgTxOVsCNh//yzq81lkmRFgtALqryFgT4b/luYaDHuOwPuKS5yQ/UZEwAjDYiE1+T1aTJrbmYqKHAaVu3DLg02jDOA538EP35vpmIH7Idzg5JgjtQD7dPRyTjvWInSuwgk7/1798F48Z7OGlkV0y2SWNZ57N36wZfeOOWLMW9H6Rz9Wq8UAACAASURBVA0NO4K+paexAv/vuF67eJM1SPb6p3eM3h1truveUSgU4nJWUMyb3t722CiJGf9Tn87bhLYsjwL+R0XMALmImWOwHcVMEVzP6k4yImaEVkZPzAAzYgZoI2ayfzmXtZiBNduImY3oRZho/eK+LZrlya5iBsBTzcVMHf9PqWapVuauDKWnLma03r9Lz/xoEjPQs5gBOogZmAqyX2WqeM22phUzvv9AluYMheCG/n09zAYZGFJgRNBkhP7p92PbzYXp8pfnjfeFzvVlvA9/FID3Z7OSmoj6Y8CSamtFY6GVE7vUQCnC42Krk8z4co64nSVgnbwN6I7+n55PDdRltMSk9EnJ+1um49WIr0ti9Jd6Gs3VvdfV6RW3fHTTfui9ItX5pfK2mdlizO8yG2tU8XQ2L0kD56Mz22V/x77G8rx0WRLNH4fpOB6Pu2v/q4y6n0SKI4C4nGVA9Zb7KO045Aw2ebH66uzyzLPcKFJYSMhPteFNbdItC/ObaeeHTIRvy9sMoQuhcwdOuC1pa7CU3DuoBukFgtYXYcysEHHMj6h6G+KE+6Yax9N34Js082fpIjd/CfzHcL3+0qYE+j24ZgCxYKPMzi7cNMS3yQNGXM4KSDsxY/58w5At6ZOFCZyRnhUx0447GK0bzbBcz0TMCHMJdE3EiJjpjZI73KyZ2tRrqaSswWK+3NN8jWIGINRvTS1mgJRiBgYlZqqVv6Y+J9QHDsCS4dCLmDFqOxoTPwxbzARBfPKIQpGRmAlfkskwhUOeNAaIfsGueZuQjmr7m/mwXC8P06MbU7FtDvEy/TAI17P8qz4Io4AbW5djfAjUXwY6fjUYbtZMZX+B63079XmhOXsA1rRHB+niZYZFqZy+er0a+EpRH9m7UtE+7qkxI5m2t5Pn6pjr1lORx5fesKc9J7Z9FHFGKxIiMSJoBoQ9Of3NP3cq8T7e91dsrYb1mmsNbOo7vZpr4VlG4g1Gkeuj2jHLcrZDEIqAa7cZ3OAmy0D75AT++1KesRfwbN/zeuFy4FWJ+k45fs/zmPDNXTps2vPYnX4Pjv5gbLs2F/UxX2fC6ZUMOvPYLHcBs0kDjJ5dHij7mw3JhjTEr0KqI/4xZDsGS3BQ3hZkj8TQCIlx3/WvBN/7v0zHXAd4PNMRhbTcX/bZpOLlbYYgCGOEcv6ADV+a/jz1TaztpZjq6hiWoKm7emebLtit/jdB6f9lNt5cPPdy/GCfgY3fSBDciOvuMpS5Kt6NlP3hzJU1vv8YXp+xQEJ7JIZmFDj0sLwtSM30D8/q2idrMQOjK2aOx+RtQmakFTODr64hCKPGeL9480q39XBWb47KvYkZgGcbxAxoGpIKBJ19bLquzgA6HGxMy6yY6WclKBmuO1jnYN/595ntuWIm8O8f6NxZMlfMmHOKUPRAaIes0Agt/KpqOahU0JLyQm6sDTyRtxGCUDBCPonDF/M2o3iod4I9va8h3PAyAudl9B9bsRU116fe8aZ/gj/RXfhkQdU7m3L4E4z52VDm65eKdw9lf4vW9vAqys5eOVgkJGXqKsXkXvnoAFmhKQDVZe0DPkcydqaBQYqZpVr+3IrM/eXO/uciZgShFREzbbC9JARoXgUJnBeRRMx45ftQfqeCmP2JGYDQ660WT500mc5K/uGFFjOGLWnMSBYnZgAc9eMhWTQ8rN0zbxNmMP8Rn8AgDXmJmUEgT5g9UFraPuBTfSht4GT+TF1/88x2OzFTvjJdJd5Gvu3WbnzLzPi4aY0jja5nKxxJziAIRcLRR+RtQkp6SQhw/pz9UmyvufiV52G9xhTNyR/0qtPJUmAb3V8ZhnSZzv7Z11xzCSvxBVPTUPFmBZnmbhIJzQTFaI15dz9mDZ/P1N0v+4itOaF/IQKgP5cujfq4Iy5nKQk/9DGck78af/C1r4fzfjFcg4SB8xEMX5sn2v8j2vA1qRsjCG3x1XI8u6R7R6FPtgTu7ulMzfsx/G+25hSCdYHHhjjfc4GHhzifkJbg7jVxt+xfsOZB1i5nImjmOUeEcNroln4ZOK/G8Jt5ImbqHOYYzgrn188sCEVmwlvJtL/x0OfVzjsx4elDnzcNXvle/MpmPZ69FvBkhtYMh5L3GFW/1xWCEu1WV6a9PzPhv6Bnu/qnDMSXjygyYXgKjnNkqnPUlWtgXzis1NnFRGJoisrizfO2IDUrKpbv7rxDpmN+yRmv9L/jLGaO0/EugCJmBKFY5CFmgKGKGa1vmtOydqLzehczUEQxM126pmufuphxnPTxW0FwZdO+78x6nOQrZgAqWDPcorG9YH7YnO0srZgBMhUz5vCJbMbZLJNhckNWaITuLFgAqzr7an7bLfG+IL8qv0K2rAmM5iK2IAjzDeX/AevVa97Er0A4wTmE7uuGatew8Nxl+EGyVMzT3rVM+HsM2CIhCer8hdgDn8nbjNyQFRph6Hj/+oG2xy7yam8GxkXMvGWM6ss0smHK/iJmBGF+45UGV6m+G254a6r+s2IG2rlTGf3zPizKhjSZztIwV8yEldmVJ8MmNCZJGCUxE/gr8jahD7qvqmYqZrbI6HF+jWyGyQNZoUlCuQyV0fPrnMu9FctmZakv044jMJw2Zhr/PifkeaEESQmCIOTP6vSW/S0d7erCCNlhLluEftFTCXouAZa3PapuWYTdMck444ckBRAyY+qm25jcefu8zRAKzDe8kA/6IogEQRgmawDzO2BaEMYdcTkbMtUr0y19jxJpxcwR2h2QJUIWrDmAMUXMCML8wytdm9vcjjmN+SpmKqU7Mx/TdS7IfMy8CIM/5G1CXxjzidh2dWXx/Lwqvxg9bx5ZoRljsljcLi+7iRv2fj7b+qPvcjeXcUnJvBVZ1MEWBEEoAmsDTyTurfzrsd5ugzNnTHD0BwnNN/I2Y6wwy9ZEL00fcRqGP8Nx3jgAi0YLWaEZJosG8c57OFw6bTuKmepJX+86xhHapbJ057EUMx8ZEzEDwxEz3/DCIcwiCMJ40ctnaHIxA4iYAcLp7sHzdTHjuZcP2pyhYMxH8zahJzEDxIuZzbJ7HjEHlDIba5SQFRpBGCGWOSFLJchfEIQxRPNCDFd279jr+OGnMM4XBjZ+EqxZgtLtg8TTkzzeKAxPw3GOiPY2Bf6WoR1Cb8zfIgmyQiMI85AzoyKYImYEQRhXDIPO9rRRT2dps01mFvj+GW2OLGzT3o008UaNfUXMZIFZ1q8nT03MGPPSLv3SEfxldD2MekUEzXyk1LocWa8n04j3meOHYY2QgHeYYvyrvkqPZ50eQRDAcT6UswW3D3R047SvqdYJJ/hgZjaUJl4Y2171TspsjnY4ztEDnyMvwvDbuczbq9tZyzg624QH7jbZrfr4I/JnIy5naSkvgMqqvK1oYrGBFWmed0slqNaKj13hTbC3Pz0YwwrC8Rg+PULa/VxtOKQgAkYQBKGoKP9mrLfTwOcpTd1JdXLrgc8jCJmWKtpCwz3FfQkpLmcDZnr5o507FEzMQEoxA1Ctsm60Oe5iBhgZMVNfNxMxIwiC0J1hiBkA61w2lHmKw7rduxSa9YY6m7liUXaDNYgZ33+4v7EKLGYGgTw5zWFiSYd/hMWbD8+QAfNY3gYIALysYbuamxXpEdczQRgvXO8XeZtQWPzSe/I2YYawMowA8toTQskb1SeFR4FNhjab3nswsV+e99y+x5hPGc9E0DQwfceDnTus+OtwDOnCPn08SyZJ1wzAeuv3PknOrJW3AQl4yKmlQf59znb0ym9lFUkQxorAf33eJswbrFnStB/qAxOf65SHF+xd9WsrNY7zxaHNmR33521AxvQWfqEvGKVXpf0hTyUNTGy7YfuDry3Gzf6IEC5PedVWlCZntktH/1uic5wX75tukoJwKwFP5m1EB1aPvm8g2coEQRDmJXMznSmeGcKsm/Z8Zhh+MtpakI0pQ2erwU+xrzfgCWr1AH3/vgHP05lVN2QW8pI5khRgjFlRmmRxdSpvM+Y9lzgh+4mAEQRByB0dnoQZ42xf7QiC23Hd7fI2QxBmkKQAebDVaGU32UHVLutcMTN10215mDNveXX0XcSMIAhCURh0rZti4rpL8zZBGBcKulAngiYJd92Z29R3TKdfQbvVxgfZTO68fb/mFI5eS5ENg9/kbcCQ+EEpzNsEQRCERBjnP/M2ISeyygU8+gT+YBIr2GPzedIPghXJOm6R0SN/8ZL9AiJoMEvji1zNcOhhwzGkDdtOJFuNWyfDOcuX/jnD0QbHNQRD8TxOwk/ncdavf6nKCpQgCEJvjEcWKte5IG8TEuN6g0msoL6cz5O+6y5O1nHM0zjPe0Gjl13ZucPZZw3HkB6506vFGD3epZ/Ze5/EY1b2fUEfFg2HRcCeuHmbwRGqtoL2Jsn6JQiCICSknulsunRxzpZkQxAeAIDnrczZkjFjp2yfc8LL1shsrKlLi5UgYF4/hXUromlP/vaQLElPfWFza7+SqL++4vLBGZMDRfGCPs0W6x86T56c9PM2QRCEFDjuZ/I2Yd5Sz3Q2UX1xzpZki+9vDIDWB+dsSXKMeXdmY9l3ZZzI6uagp9N8P/751nnR0/1Y08TkvsVKKiZZzgrErdOWHbq4mJWpJ++bfywgX9fN652Q3STAXxAEQRASsinwt7yNGG020XB/r+5irU+Nwd1r4m45jAKtnZEsZxkRfLzzmylz6z1DsmSWbmIGhiBmFhYzzP4ugtzETH2BVsSMIAjC6KPMm/I2YagEwSU5zj5aYiYMrs3bhFZ6FjMQ99SYuZgpSBjYvBU07lc+2/G43mGLIVnSndfp/h6kp66/OXFf99A39zXXIFgX2GrI8TKNZbiyW6CdH4jrmSAIRUabd+RtAgBGbzuUebT+wVDmGQccd4++x7DfeU4GlszhrRN9DxEEswmfzAkZZmSrZjdUP4jLWQzmwj+iX/mSgc+zi4EbO0jK5aVJlkhhzKGy0gnZWFZiBEEQhAETOO/FDb+TtxlDR+t9MebSvM0QMmTqYsXky9PpiaxdzkTQ5MTKimXjcvx1XBd4bLjmzHvWAzqniBAEQRAEISs8bwW+nzDlcE4E/gpcrxg2qp8+B/umf2Q3YM5B2RJDM2g23Ggo07QTM5CtmJn+YbHTTsexgt6yeqTl5IbaMSJmsmfveVybRxAEQehMXcy4zjk5W9KeXsWMuWRRxpaQrZgBqIAxXWoxjhDzStBUz0sQGPfgA4M3ZIhMvC15YdDyldcN0JJkLAYWDzhe5iPRg/aHpHbMQLlCfr+CIAhCF4LwdQA4zhdztqQzxrwxcV+934CKS5y4WqbDaV2vxTiYYqPDRFzOGjC/vhj9mpcPZOwbpy27xGQx20VrbjTyJlsQBEEQBCH/Ig3CMBCXsx7xv3la1z6DEjPH+7SImdPcWp67gYqZMY0/SsNx4vYkCIIgCCPEeIgZ86s1unfqhY9MDmbciDD8WV/nr7o+n4LjskITYf/9s6jPj1nV5IUL4Zln8raiI+/H8L8D0NVf0YaPi8uTIAiCIIwwxS0nbsxH0fq/8jajB5IWO10MrBiYFZLlrBfWXheekLxhnZg4/2KmDxzMClU7tgduy3C8DYEHMxxPEARBEAShcJy4Ghzzz7yt6AsRNIOgVIJqdpWB7qpYtuqQxUzIlhVOyGKpHSMIgiAIY41Wu2Ns/gmMErOJhvuL4/o+bf/KhNq8hzOXAMtTnWG2BX1H++MSQzMIMhQzC2BGzJzkepmNmxb/U5/Obe5hsUX0XcSMIAiCIIw/dTHjeStztqSVIIh54B+kmHlJ+mfM3sQM1MVMmviaTmJmEMgKzQC41JtgX386bzMKx+swnNOnhl4T+Hs25gg58MSkz9pT+Ql9QRAEYXzQ+mCM+WXeZowEVfsHSuqlQ51z6irF5F7xOkNWaEaAURMzetNNBz7H+/sUMw84ISBiZtQRMSMIgiBkRXHFzHqzm+sP8FF7YXI9kLWYCcMvd+3TTswMgrEVNNPLh5MEYL/iuEbOMHXTrXmb0EK/mcw2ErcyQRAEQRBGgkdnNx8Z4IPiM8kEQ9X+KvOpHedYAHz/iczH7gVxORMKxzInZKkImLFGXM8EQRAEIQMKlnggltWBZ5ubxOUsAXbzJQOf4zZPhFYn9iO9UD4zKoIpYmb8ETEjCIIgDBKt983bhBmC4MnBDd5FzBh2HdzcLawb3/xsfHOWjKWgUX9Nl1ouDR9zXAC294tZ6KkIfBLDJaQX3e+QQpiCIAiCIGSAMZcC4HmDKw6ZFNddK7e5NTcMcbZauEcQ/LnlSOWswZYzkSfIFHzdh6+GQd5mdCR47SGp+k+cf3HmNnwxwZ/V61VxXR2F4fEVL8zbBEEQBGGM8f3FAHju5TlbMn9w3Re0tJUPG+xzn8TQCEPlAh1ygBGXMkEQBEEQ5hFLHFhee4kX+H/H9dbM2aDhYMw70fr0lvasY2hE0HSgDIhjWXeWYlnWwcUsJhZMEARBEAQhRxYAq/I2Yt7g+4/hebMxNpIUoA1mu50yG+tSbwKAn1WLK/bimLrqmqHP+VVMWzHzUFQ7RsSMIAiCIAjFohhiJgyLWksnWxrFzCCQFZoGNkLxQJSdayHwzNBmzon11odHH8l8WFmREQRBEARhdBiST86hE3B2XPH1LYB7Bj9/gZAVmhgSFdFcuLBrlwcaUg2PvZgBnBfvm9lYpYZtETNCL7zTLXgefUEQBGFMqYkZR39ssNPEihnIWswYdsh0vFFAVmjGBP9Tn8b7wvFDn/dBJ2RDqRsjCIIgCMKYUPIeo+oP1kWqHWFwLY67R+8DrKPh8eK/IJSkABmxg9Lcamcv+P0VyyblwebIHnV+QMi/IOJFEARBEITxx/NW4vsb521GKgx7ohl+THVaxOWsT1aUJgGaxAwgYiYBJS2/I2HwiOuZIAiCUATqYkbrg7MbdMCOR5prasHM84zxFzSLFgGwi679qIurU3laMxgSxAfNpXxpaxXXdlweZSt7kxn/Pxchf04P5O9MEARBKA7GZJiJLGXuAROemLhv1V5Y25iHwczz1uVsrCiXoSIVcwRBEARBEARgdxeuC/K2oi3icpaChTvuHNt+X6W4Iq4nMhQzu0bfryTMbExB6IXjPHE9EwRBEIrKer2furC3x29j3tb22LRd0dxQYDEzCEZyhcb/2QV4bzyg7XnrAI8P0K5xZA3g6byNEARBEARBEDJB3bQIu/NTeZsRi6zQQFsxc7VXEz+PA+a624ZoUX4E7zg89TnlS65oaRMxIwiCIAiC0Buet6J7p0YyjKiYtvF1bIoqZgbByAka/9Qft7RNRt+f78+6Xundt5/ZTh8yPzq4Z56R+py7X7HXACwRhMEgrmeCIAhC0fH9xQB47uXJTsggWiDwHwZgQm3Rto+6flH/E40AI+ly1g3zl7+ht9kUgAurlleWJN1wJy4k5JVSX0YQBEEQBCEjlgDL8zaisIjLWcSBuv0DeF3MAGMtZqauv7nvMTYBETOCIAiCIAiZUiAx883V8rZg4IycoDksEjLnm/gsXPaoo4dpTq5M7rZT32Pcn4EdgiAIgiAIQt48J775qH8O14wcGBmXszu9Mlv73R0O769YNimP76qMIAiCIAiCIKRBnb8Qe+AzeZsxw7x1OUsiZgARM134gdSXEUaY97mSIEAQBEEYbRz9sdmdHmvSdKOeMKBOkcTMIBiZFRqhGbP3PugrEmbSiNgKuGsw5giCIAiCIAgpKHmPUfXXHd6E75qA700Pb74OZL1CI4JGEARBEARBEIShMW9dzgRBEOqI65kgCIIgJMeYt+VtwkARQTOCVC75Y6J+X5d4GWFM+XYgty5BEARBSIrWP8zbhIEiLmdjyi7AjXkbIQiCIAiCIGTI6sCzeRvRN+JyJiRCxIwwH3h00s/bBEEQBEEYIqMvZgaBCJoRo3rS1/M2QRAKw3pTXt4mCIIgCMJQqNrleZtQWMTlTBAEQRAEQRCEoSEuZ0IL+1FcUSoIw0CyngmCIAjjTNXekbcJhUZWaEYIu976qEcfydsMQRAEQRAEQegZWaGZx4iYEQRBEARBmF+E/FveJhQeWaERBGFsKAOVvI0QBEEQBKEjskIzz1lJkLcJglBYRMwIgiAI48WivA0YCUTQjAjhAQcAsDFuzpYIgiAIgiAIw+GpvA0YCcTlTBAEQRAEQRAKx+qMayFNcTkTBEEQBEEQhLFnPMXMIBBBIwjCWPL4pJ+3CYIgCIIgDAERNIIgjCXrTHl5myAIgiAIPbIwbwNGChE0giAIgiAIglAonsnbgJFCBI0gCGONuJ4JgiAIo8VaeRswcoigEQRhrBHXM0EQBGG0eDJvA0YOETSCIAiCIAiCUABCjs3bhJFE6tAIgiAIgiAIgjA0cqlDo5S6Vyl1i1LqRqXUtVHbWkqpi5RSy6Pva0btSil1slLqbqXUzUqp3RrGOTzqv1wpdXhWP4QgCIIgCIIgjDIBJ+RtwsiSaIVGKXUvsIe19vGGtq8AT1prv6SU+gSwprX2WKXUq4F/A14NPB/4H2vt85VSawHXAnsAFrgO2N1a+/d288oKjSAIgiAIgiCMF7ms0LThYOCMaPsM4JCG9jNtjauARUqpDYBXAhdZa5+MRMxFwKv6mF8QBEEQBEEQRp5pe0/eJow0bsJ+FvidUsoC37HWngKsb619CMBa+5BSar2o70bA/Q3nroza2rU3oZQ6Ejgy2p1etWrVrUl/GKEQrAM83rWXUCTkmo0ecs1GC7leo4dcs9FjxK/ZBqzK24ThsnWWgyUVNHtbax+MRMtFSqm/dOgbt3xkO7Q3N9TE0ikASqlrrbV7JLRRKAByzUYPuWajh1yz0UKu1+gh12z0kGs2WtRj8rMikcuZtfbB6PujwDnAUuCRyJWM6PujUfeVwCYNp28MPNihXRAEQRAEQRAEoSe6Chql1GpKqefUt4H9gVuB84B6prLDgV9G2+cB74iyne0FPB25pl0I7K+UWjPKiLZ/1CYIgiAIgiAIgtATSVzO1gfOUUrV+//IWvtbpdQ1wE+VUu8G7gPeGPX/DbUMZ3cDq4AjAKy1Tyqljgeuifp9zlrbrRTqKWl+GKEQyDUbPeSajR5yzUYLuV6jh1yz0UOu2WiR6fUqdGFNQRAEQRAEQRCETvSTtlkQBEEQBEEQBCFXRNAIgiAIgiAIgjCyFFbQKKVepZS6Uyl1t1LqE3nbM59RSn1PKfWoUurWhra1lFIXKaWWR9/XjNqVUurk6LrdrJTareGcw6P+y5VSh8fNJfSPUmoTpdQflFJ3KKVuU0p9OGqXa1ZQlFJlpdQypdRN0TX7bNS+WCl1dfT7/4lSqhS1T0T7d0fHN2sY67io/U6l1Cvz+YnmB0opRyl1g1Lq19G+XK8Co5S6Vyl1i1LqxnrKWLkvFhul1CKl1NlKqb9En2kvkGtWXJRSW0f/X/WvZ5RSRw/lmllrC/cFOMA9wOZACbgJ2C5vu+brF/BiYDfg1oa2rwCfiLY/AXw52n41cAG1ukN7AVdH7WsBf42+rxltr5n3zzaOX8AGwG7R9nOAu4Dt5JoV9yv63a8ebXvA1dG1+ClwWNT+beD90fYHgG9H24cBP4m2t4vulxPA4ug+6uT9843rF3AM8CPg19G+XK8CfwH3AuvMaZP7YoG/gDOA90TbJWCRXLPR+KL2LP8wsOkwrllRV2iWAndba/9qra0CZwEH52zTvMVa+ydgbka6g6ndaIi+H9LQfqatcRWwSNXqFL0SuMha+6S19u/ARcCrBm/9/MNa+5C19vpo+x/AHcBGyDUrLNHv/tlo14u+LLAfcHbUPvea1a/l2cDLlFIqaj/LWjttrV1BLdvk0iH8CPMOpdTGwIHAqdG+Qq7XKCL3xYKilFpI7YXqdwGstVVr7VPINRsVXgbcY639G0O4ZkUVNBsB9zfsr4zahOKwvq3VFyL6vl7U3u7ayTXNgci1ZVdqb/zlmhWYyH3pRmpFii+i9rb+KWttEHVp/P3PXJvo+NPA2sg1GyYnAR8HTLS/NnK9io4FfqeUuk4pdWTUJvfF4rI58BhwWuTaeaqq1UOUazYaHAb8ONoe+DUrqqBRMW2SX3o0aHft5JoOGaXU6sDPgaOttc906hrTJtdsyFhrQ2vtLsDG1N7SbxvXLfou1yxHlFKvAR611l7X2BzTVa5XsdjbWrsbcABwlFLqxR36yjXLH5eau/v/Wmt3Bf5JzV2pHXLNCkIUP/ha4Gfdusa09XTNiipoVgKbNOxvDDyYky1CPI9Ey4JE3x+N2ttdO7mmQ0Qp5VETMz+01v4iapZrNgJELhWXUvMnXqSUqhdAbvz9z1yb6Pga1NxC5ZoNh72B1yql7qXmEr0ftRUbuV4Fxlr7YPT9UeAcai8O5L5YXFYCK621V0f7Z1MTOHLNis8BwPXW2kei/YFfs6IKmmuAJVHGmBK1ZavzcrZJaOY8oJ514nDglw3t74gyV+wFPB0tL14I7K+UWjPKbrF/1CZkTOSb/13gDmvtiQ2H5JoVFKXUukqpRdH2JPByarFPfwAOjbrNvWb1a3kocImtRVKeBxymalm1FgNLgGXD+SnmD9ba46y1G1trN6P2+XSJtfZtyPUqLEqp1ZRSz6lvU7uf3YrcFwuLtfZh4H6l1NZR08uA25FrNgq8hVl3MxjGNRt0loNev6hlPriLmh/5p/K2Zz5/RX+UDwE+NdX8bmr+378Hlkff14r6KuCb0XW7BdijYZx3UQt6vRs4Iu+fa1y/gH2oLc3eDNwYfb1arllxv4CdgBuia3Yr8B9R++bUHnDvprZ0PxG1l6P9u6PjmzeM9anoWt4JHJD3zzbuX8C+zGY5k+tV0K/o2twUfd1Wf66Q+2Kxv4BdgGuje+O51DJeyTUr8BewAHgCWKOhbeDXTEUnCYIgCIIgCIIgjBxFdTkTBEEQBEEQBEHoiggaQRAEQRAEQRBGFhE0giAIgiAIgiCM6dcKkgAAADhJREFULCJoBEEQBEEQBEEYWUTQCIIgCIIgCIIwsoigEQRBEARBEARhZBFBIwiCIAiCIAjCyPL/AQRk8WbDH+8zAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 1440x720 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "radius = 4\n", - "stroke_weight = 1\n", - "colors = get_color_map(cmap='spring', ncolors=7, bgr=True, reverse=True)\n", - "#colors_lines = get_color_map(cmap='gnuplot2', ncolors=4, bgr=True)\n", - "colors = [\n", - " (20,215,245), # head\n", - " (10,10,250), # right lower arm\n", - " (250,10,10), # left lower arm\n", - " (250,230,10), # right upper arm\n", - " (20,230,5), # left upper arm\n", - " (10,250,250), # stage right lower\n", - " (250,10,250), # stage left lower\n", - "]\n", - "\n", - "scalar = 1\n", - "im = np.ones([5000//scalar, 7000//scalar, 3]).astype(np.uint8)\n", - "im[::] = (10,10,10)\n", - "pwh = (im.shape[1] // 1.2, im.shape[0] // 1)\n", - "\n", - "# guides\n", - "#cx, cy = im.shape[:2][::-1] // np.array([2])\n", - "#cv.line(im, (cx,0), (cx,im.shape[0]), (0,255,0), 2)\n", - "#cv.line(im, (0,cy), (im.shape[1], cy), (0,255,0), 2, cv.LINE_AA)\n", - "\n", - "cx, cy = im.shape[:2][::-1] // np.array([2])\n", - "cy -= 600\n", - "\n", - "for i, pose in df_poses.iterrows():\n", - " \n", - " # add head\n", - " pt1 = tuple(map(int, (pose[joints[0][0]] * pwh[0] + cx, pose[joints[0][1]] * pwh[1] + cy)))\n", - " # halfway\n", - " \n", - " hcx = abs(pose[joints[6][0]] - pose[joints[1][0]]) / 2 + pose[joints[5][0]]\n", - " hcy = abs(pose[joints[6][1]] - pose[joints[5][1]]) / 2 + pose[joints[5][1]]\n", - " pt2 = tuple(map(int, (hcx * pwh[0] + cx, hcy * pwh[1] + cy)))\n", - " #cv.circle(im, pt1, radius, colors[0], -1, cv.LINE_AA)\n", - " cv.line(im, pt1, pt2, jitter_clr(colors[0], amt=10, mono=True), stroke_weight, cv.LINE_AA)\n", - "\n", - " for j, joint in enumerate(joints):\n", - " j1, j2 = joint\n", - " pt = tuple(map(int, ((pose[j1] * pwh[0]) + cx, (pose[j2] * pwh[1]) + cy)))\n", - " #cv.circle(im, pt, radius, colors[j], -1, cv.LINE_AA)\n", - " for j,joint in enumerate(joint_lines):\n", - " j1, j2 = joint\n", - " pt1 = tuple(map(int, (pose[joints[j1][0]] * pwh[0] + cx, pose[joints[j1][1]] * pwh[1] + cy)))\n", - " pt2 = tuple(map(int, (pose[joints[j2][0]] * pwh[0] + cx, pose[joints[j2][1]] * pwh[1] + cy)))\n", - " cv.line(im, pt1, pt2, jitter_clr(colors[j+1], amt=10), stroke_weight, cv.LINE_AA)\n", - "\n", - "cv.imwrite('output_norm.png', im)\n", - "plt.figure(figsize=(20,10))\n", - "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "megapixels", - "language": "python", - "name": "megapixels" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.1" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} |
