seminars/seminar3/seminar3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Семинар 3\n",
    "# SVD и приложения"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Напоминание\n",
    "\n",
    "- Любую матрицу можно представить в виде \n",
    "\n",
    "$$A = U\\Sigma V^*,$$\n",
    "\n",
    "где $U$ и $V$ – унитарны, а $\\Sigma$ – диагональная с неотрицательными числами на диагонали, которые называются сингулярными числами\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Приложение 1: тематическое моделирование и латентный семантический поиск\n",
    "\n",
    "- Дан набор документов\n",
    "- Необходимо разбить его на темы\n",
    "- Модель мешка слов\n",
    "- Для обеих задач нужно некоторое вложение (embedding) документов в $\\mathbb{R}^n$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Модель мешка слов (\"bag-of-words\")\n",
    "\n",
    "- Документ – это набор слов, порядок которых неважен\n",
    "- Тема – это набор слов, наиболее характерных для неё"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Матрица документов-слов $A$\n",
    "\n",
    "- Матрица размера $N_{docs} \\times N_{terms}$\n",
    "- Чем её заполнить?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Возможные варианты\n",
    "\n",
    "- Элемент $(i, j)$ – число вхождений слова $j$ в документ $i$\n",
    "- Элемент $(i, j)$ - tf-idf для слова $j$ и документа $i$\n",
    "\n",
    "Tf-Idf – произведение \n",
    "\n",
    "- tf = частота встречаемости слова в документе и \n",
    "\n",
    "- idf = $\\log \\frac{|D|}{|\\{ d \\in D \\mid t \\in D \\}|}$, то есть логарифм отношения числа всех документов к числу документов, в которых есть слово, для которого вычисляется tf-idf. \n",
    "\n",
    "**Q:** какими свойствами будет обладать матрица $A$?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Как из SVD получить требуемое вложение?\n",
    "\n",
    "- Пусть дана матрица $A$\n",
    "- Для получения вложений в $\\mathbb{R}^n$ вычислим SVD для некоторого ранга $d$: $A = U\\Sigma V^*$\n",
    "- Матрица $U$ размера $N_{docs} \\times d$, то есть каждый документ описывается некоторым вектором в $\\mathbb{R}^d$\n",
    "- Матрица $V$ размера $N_{terms} \\times d$, то есть каждое слово также описывается некоторым вектором в $\\mathbb{R}^d$ "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Другая интерпретация\n",
    "\n",
    "- Если ранг $d$ – это число тем в коллекции документов, то получаем некоторое распределение слов по темам и документов по темам\n",
    "- Можно получить самые релевантные слова для каждой темы и самые характерные документы\n",
    "- Также эти вложения можно использовать как входные данные для более продвинутых алгоритмов кластеризации/классификации\n",
    "- Подробности будут освещены в курсе про машинное обучение"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Давайте посмотрим, как это всё работает!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.sparse.linalg as spsplin\n",
    "import scipy.sparse as spsp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Загрузим данные"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of Documents: 4551\n"
     ]
    }
   ],
   "source": [
    "documents = []\n",
    "with open(\"./test_articles.txt\",\"r\") as fin:\n",
    "    for line in fin.readlines():\n",
    "        text = line.strip()\n",
    "        documents.append(text)\n",
    "print(\"Total number of Documents:\",len(documents))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Пример документа"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Gilmore suspends campaign while Trump threatens to sue Cruz – as it happened As a slow mid-primary Friday winds down, let’s recap today’s biggest stories in #Campaign2016: Jim Gilmore, the Republican presidential candidate whose name you always forgot despite your handy mnemonic (“Help! Rabid Grizzlies! For Pete’s Sake, Call Someone! Please! Call The Police! Just Call!”), officially dropped out of the race for the party’s nomination. “I will continue to express my concerns about the dangers of electing someone who has pledged to continue Obama’s disastrous policies,” Gilmore pledged, before joining Martin O’Malley’s touring rock band of former presidential also-rans. Former Secretary of State Madeleine Albright has apologized for telling a crowd of voters at a rally for Hillary Clinton in New Hampshire: “There’s a special place in hell for women who don’t help each other!” in a piece in the New York Times titled “My Undiplomatic Moment.” (From now on, we’re calling every mistake we make “My Undiplomatic Moment.”) Although that may come a little too late for Clinton, whose struggles with female voters were well documented in New Hampshire. Donald Trump threatened to sue fellow Republican presidential candidate and Iowa caucus victor Ted Cruz over the latter’s putatively questionable status as a “natural-born citizen.” Can Trump actually do that? As usual, the answer to that question is secondary to the reaction the position will incite. Recent second-place New Hampshire primary finisher, Ohio governor John Kasich, told an overflow crowd in South Carolina that his presidency would be focused on Theodore Roosevelt-esque reform. “If you’re going to have power, use it to drive creativity, innovation and change,” Kasich said. “And if you don’t do that, why don’t you get out and go do something else?” Kasich also had a delicious recommendation for fellow presidential candidate Bernie Sanders. “I think Bernie ought to be president – of Ben & Jerry’s for a year, because we’d all get free ice cream.” Stay tuned for more dispatches from the 2016 presidential campaign tonight, tomorrow, the next day, and every day until the sweet release of Election Day. Former Secretary of State Madeleine Albright has apologized for telling a crowd of voters at a rally for Hillary Clinton in New Hampshire:“There’s a special place in hell for women who don’t help each other!” Albright, the first woman to serve as secretary of state, called the episode an “undiplomatic moment,” in an op-ed published in the New York Times on Friday. I absolutely believe what I said, that women should help one another, but this was the wrong context and the wrong time to use that line. I did not mean to argue that women should support a particular candidate based solely on gender. But I understand that I came across as condemning those who disagree with my political preferences. If heaven were open only to those who agreed on politics, I imagine it would be largely unoccupied.” Feminist writer Gloria Steinem, who has endorsed Clinton, recently apologized for remarks about young women who support Vermont senator Bernie Sanders, writing in a post that she “misspoke” and did not mean to imply that young women were not “serious about their politics”. Taken together, the comments offended female Sanders supporters, and highlighted generational divides in the feminist movement. “I am concerned by the tone of the debate about the many problems that specifically affect women,” Albright writes in the op-ed. “We cannot be complacent, and we cannot forget the hard work it took us to get to where we are. I would argue that because of what is at stake, this is exactly the time to have a conversation about how to preserve what women have gained, including the right to make our own choices, and how to move forward together. I would welcome an informed dialogue that crosses generations. We have much to learn from one another.” During Thursday’s debate, Clinton said the”special place in hell” remark was nothing new, and Albright has been using it for “as long as I’ve known her”. But she did distance herself from the implication that women who don’t support her candidacy are somehow wrongheaded. “I have spent my entire adult life making sure that women are empowered to make their own choices,” Clinton said, “even if that choice is not to vote for me.” The Washington Examiner is reporting that Jim Gilmore, who served as the governor of Virginia more than 14 years ago, is finally ending his campaign for the Republican nomination. “My campaign was intended to offer the gubernatorial experience, with the track record of a true conservative, experienced in national security, to unite the party,” Gilmore said, according to the Examiner. “My goal was to focus on the importance of this election as a real turning point, and to emphasize the dangers of continuing on a road that will further undermine America’s economy and weaken our national security.” “Nonetheless, I will continue to express my concerns about the dangers of electing someone who has pledged to continue Obama’s disastrous policies,” he said. “And, I will continue to do everything I can to ensure that our next President is a free enterprise Republican who will restore our nation to greatness and keep our citizens safe.” Gilmore, who had failed to qualify for all but two of the so-called “undercard” presidential debates, has consistently been at the very bottom of the crowded Republican presidential field, rarely registering with even a single point in national polls. (He never appeared in the Real Clear Politics aggregate poll, making his candidacy functionally invisible.) In the Iowa caucuses, a mere dozen Iowans caucused for Gilmore, who then received 133 votes in the New Hampshire Republican primary. For comparison, Vermont senator Bernie Sanders received 2,095 in the New Hampshire Republican primary, in which he wasn’t even running. 10 reasons why voters are turning to Bernie Sanders When James Walsh asked our readers who they wanted to see as Democratic candidate, we were deluged with responses – most of them in favor of Bernie Sanders: 1) He’s seen as a challenge to the status quo... What came through loud and clear was the fury at mainstream American politics, echoing the populist support for (the really rather different) Donald Trump on the Republican side. Sanders appeals to those who feel the entire democratic system has broken down. Sanders is representing my interests. For decades American politics have been a sham, elections bought and paid for by special interests and corporations. They have wrecked the environment, caused the biggest financial crisis in history and are using their deep pockets and for profit agendas to marginalize people’s needs even further. Shaz Plunkett, Los Angeles CA 2) ... whereas Clinton is viewed as more of the same Clinton paints herself as the pragmatist who gets things done, but after New Hampshire she may need to further emphasise her progressive credentials if she’s going to win over those turning to Sanders. I have no grudge with Hillary Clinton, but she had her chance eight years ago. She is old news, with plenty of controversy, baggage and history that will bring out Republicans in droves to vote against her. Steve Guion, Fairfax, Virginia 3) Sanders’ consistency is judged a virtue The phrase ‘flip-flopping’ may bring back memories of John Kerry’s doomed presidential campaign in 2004, but our readers were keen to attach it to Clinton. The consistency of Sanders’ views was seen as a major plus. I’m tired of the rich getting richer, and having to work harder for less. I saw my parents lose so much of their retirement in the Wall Street crash and no one on Wall Street paid for that. My college education has done me no good but I still have student loans, and none of my kids were able to attend college because of the recession. We deserve change in this country, from someone who has consistently fought that fight. Danielle Banz, Monroe, Washington Marco Rubio walked back his statement in Saturday’s Republican debate that women should be subject to Selective Service and potentially eligible for the draft, writes the ’s Ben Jacobs in Greenville, South Carolina: At the South Carolina Faith and Family Forum, the Florida senator said “I do not support drafting women and forcing them to be combat soldiers.” This marks a shift from his rather definitive statement on Saturday “I do believe that Selective Service should be opened up for both men and women in case a draft is ever instituted.” Instead, Rubio seemed to hedge with the emphasis “on forcing them to be combat soldiers. The Florida senator also said “I don’t think we need Selective Service,” arguing that a draft would not be necessary in any future war. Rubio’s adjustment on this issue was first elaborated on an issues page on his website which seems to have first appeared on February 9, the day of the New Hampshire primary. The Rubio campaign confirmed that the issues page was not posted until after Saturday’s debate. However, he had not publicly addressed the topic until now. The statement comes after Ted Cruz has violently denounced the concept, which was also endorsed by Jeb Bush and Chris Christie in Saturday’s debate. In a campaign rally in New Hampshire, Cruz said “the idea that we would draft our daughters to forcibly bring them into the military and put them in close combat, I think, is wrong. It is immoral.” In the aftermath, Senator Mike Lee of Utah, a conservative darling, has announced he will introduce a bill to make women permanently exempt from registering for Selective Service as well. A Rubio spokesman said Thursday that the Florida senator would cosponsor the bill to insure that Congress, not the courts, would make the ultimate decision about women being eligible for the draft. The spokesman insisted to the Daily Caller that his stance did not imply support for Lee’s bill. In December, Defense Secretary Ashton Carter announced that roles in the U.S. military would be opened to women, without restrictions based on gender. However, women are still exempted from registering for Selective Service, which provides the database used by the government to implement any future draft. In a statement, Alex Burgos, a spokesman for the Rubio campaign insisted “there’s no change here. In the debate, he said Selective Service should be opened to women. And today, he said women shouldn’t be drafted into combat roles. Two separate questions. In sum, Marco does not support drafting women of any age into combat roles - period.” Donald Trump has threatened to sue fellow Republican presidential candidate and Iowa caucus victor Ted Cruz over the latter’s putatively questionable status as a “natural-born citizen.” It’s the strongest indication yet that Trump aims to continue highlighting the fact that Cruz was born in Canada. The Texan senator was born in Calgary in 1971. Although his father, Rafael, was not an American citizen at the time, his Delaware-born mother, Eleanor, was. Article II of the US constitution requires that “no person except a natural born Citizen … shall be eligible to the Office of President.” However, legal scholars have long interpreted natural born citizen to refer to whether someone acquired their citizenship at birth, not the geographic location where they were born. As a result, Cruz, who was a citizen at birth, is a natural born citizen. The Democratic rivals clashed over race and immigration issues in last night’s debate in Milwaukee, writes the ’s Lauren Gambino - with votes Nevada and South Carolina looming: The battle lines have been drawn for the next phase of the head-to-head betweenHillary Clinton and Bernie Sanders as they target race and immigration issues in an effort to court black and Latino voters in their bid for the Democratic nomination. The 2016 election race moves south and west – to Nevada, South Carolina and then a clutch of southern states as part of the sweep of Super Tuesday contests on 1 March. And as the pair met on a debate stage for the first time since Sanders crushed Clinton in New Hampshire, the focus on inequality in the justice system and on conditions faced by hard-working immigrant families was an unambiguous pitch for votes. John Kasich, fresh from a second place finish in New Hampshire, is widely seen as a flag-bearer of the Republican establishment but today showed his own rebellious streak, reports Washington correspondent David Smith from Columbia, South Carolina: “I watched them blow the whole surplus and I ask people, who do you think was in charge of blowing a $5 trillion surplus and they always say it’s the Democrats, and I say unfortunately it was a Republican House, Republican Senate and Republican president blew the whole thing,” he told the South Carolina Chamber of Commerce in Columbia. Reflecting on economic reforms he introduced as governor of Ohio, Kasich added: “If you’re going to have power, use it to drive creativity, innovation and change. And if you don’t do that, why don’t you get out and go do something else? I’m a big reformer. That’s why I’m not in the establishment lane because I always make them nervous.” Visibly relaxed, a freewheeling Kasich also cracked a few jokes, including at leftwing Democrat Bernie Sanders’ expense. “I think Bernie ought to be president – of Ben & Jerry’s for a year, because we’d all get free ice cream.” He also referenced the movie Jaws as he described volunteers flocking to his campaign, saying: “We need a bigger boat.” The governor said blue collar voters were moving his way but added: “My father was a Democrat. If I’d have said, ‘Dad, are you a socialist?’ he’d have kicked me out of the house.” In another routine, Kasich recalled explaining to his 16-year-old twins what a payphone is and took an iPhone from an audience member to make a point about innovation. Kasich said he was determined to maintain an upbeat message and not be dragged into trading insults with other candidates. “I felt coming out of New Hampshire, even though they’d spent millions against me, and they’ll do it here as well, the light outshined the darkness of negative campaigning.” But he added: “I will not be a pin cushion... I’m pretty scrappy, you know.” Kasich recalled launching his campaign in July last year and operating in “total obscurity”. A friend asked him how it felt to be stuck at 1% for a hundred days. He said he did not read the papers. Around 60 people gathered in the chamber’s boardroom. Adeline Saint-Jour, 32, a physician and undecided Republican voter, who asked a question during the event, said later: “I thought he made a very good point about having young people understand their goals early in life. He made a good point about mentoring.” One journalist commented afterwards: “Kasich is going to be vice-president.” Lots of new ads out there – here’s one attacking Trump from Right to Rise, the Super Pac supporting Jeb Bush, employing a cool ice statue of Trump... ...and here’s one attacking Trump from the political action committee attached to the Club for Growth, the anti-tax group that has for years been calling out Trump for not being a true conservative: “There’s nothing conservative about Donald Trump: Trump, naturally, has responded to the attacks on Twitter: Watching the rise of Donald Trump from loudmouthed celebrity to serious US presidential candidate spurred illustrator and filmmaker Guy Larsen to produce a satirical children’s book in which Trump is controlled by a malevolent hair piece. Watch Larsen read his book here: N.B.: Trump does not wear a wig; that’s his “real” hair. Republican candidates Jeb Bush, the former Florida governor, and Ben Carson, the retired neurosurgeon, are speaking at a Faith and Family Presidential Forum in Greenville, South Carolina. Carson has just finished explaining how Jesus Christ is his role model: “Treat others as you would wish to be treated.” Here’s a live video stream: The forum is hosted by the Palmetto family alliance and the conservative leadership project on the campus of Bob Jones University. Washington correspondent David Smith is taking in a rally with Ohio governor John Kasich, who finished second in New Hampshire, at the South Carolina Chamber of Commerce. The cash-tight Kasich camp got good news Thursday, when it received a sudden pledge of support from Ken Langone, the billionaire co-founder of Home Depot. “At South Carolina Chamber of Commerce in Columbia where around 60 people plus media have filled a boardroom to hear candidate John Kasich,” David tweets: Kasich on presidential campaign: “I got in in July. I operated in total obscurity.” Polls showed me at 1% but I didn’t read the papers. Kasich: In New Hampshire “the light outshined the darkness of negative campaigning”. We’ll have more from David on the event shortly. For its impressive display of strength and creativity here at week’s end, Ted Cruz’s media shop is not incapable of missteps. For example, an actress in a new campaign spot, “Conservatives Anonymous,” used to do soft porn, which the Cruz camp was not aware of until the ad was cut and distributed. Then BuzzFeed figured out the porn connection: Amy Lindsay has appeared in films such as Erotic Confessions, Carnal Wishes, Secrets of a Chambermaid, and Insatiable Desires. “Had the campaign known of her full filmography, we obviously would not have let her appear in the ad,” a Cruz campaign spokesman told BuzzFeed News. The actress in question is the one who says, “Maybe you should vote for more than just a pretty face next time.” The retraction of the group therapy ad comes after a string of ad successes from Cruz, who this week released two video spots attacking Donald Trump and one attacking Hillary Clinton. The ads have been praised for a witty allusion to pop culture, in one case, and a devilishly effective line of attack against Trump for his attempt, once upon a time, to use eminent domain laws to clear a widow’s house for a limousine parking lot in Atlantic City. While the Democrats next caucus in Nevada (on 20 Feb), Republicans next vote in South Carolina (the same day) – and then the parties trade states. So who’s running first in the South Carolina primary? While not quite the no-poll zone that Nevada is, voter surveys are sparse in the Palmetto State; Real Clear Politics’ average of three polls over the last two months puts Donald Trump at +17 on the field. A poll from Opinion Savvy for the Augusta Chronicle conducted after the New Hampshire result has Trump up about 17 points on Ted Cruz, 36.3-19.6, with Marco Rubio third at 14.6 points. (The Chronicle poll is baked into the RCP average.) So what? Owing to the confusing rules for allocating delegates to the national convention laid out by the South Carolina Republican party, a win of that margin for Trump, if it is consistent across the state’s congressional districts, could mean that he gets close to running the table of all 50 of the state’s delegates. The state awards 29 delegates to the overall winner and then three delegates each to the winner of each of seven congressional districts. See the gory details here. More catchy negative ads from Texas senator Ted Cruz, this one again hitting Donald Trump, with the tagline, “We wouldn’t tolerate these values in our children... why would we want them in a president?” The ad features kids playing with a Donald Trump doll. “He pretends to be a Republican,” one kid says and they all crack up. Then they smash a dollhouse bellowing “eminent domain! Eminent domain!” What do you think of these Cruz ads? The two against Trump – “power for personal gain” and the one above – and the Office Space ad against Clinton? Pretty effective, no? Democrats Hillary Clinton and Bernie Sanders next square off in the Nevada caucuses. Who’s ahead there? Who knows – there’s not much polling. The Real Clear Politics average uses two polls in the last four months and shows Clinton up 20. But hold the phone: a new poll by a TargetPoint, a Republican polling firm, conducted for the Washington Free Beacon finds – a tie! at 45-45. Can it be true? What happened to Clinton’s Hispanic firewall in Nevada? To her local organization of DREAMers touting her record on immigration reform? Turn all eyes to Jon Ralston, the dean of Nevada politics journalists, who says the result “doesn’t surprise me.” As for the Team Clinton work to lower expectations that Ralston mentions: in multiple venues yesterday, Clinton campaign manager Robby Mook and spokesman Brian Fallon sought to erode the notion that the demographics of Nevada, with a significant non-white population, play well for Clinton. “There’s an important Hispanic element to the Democratic caucus in Nevada,” said Fallon. “But it’s still a state that is 80 percent white.” [Nevada: it’s basically Iowa, with more feather headdresses.] Which prompted Ralston to forcefully call bushwa: 80 percent white? What? [...] I understand the desire of Team Clinton to lower expectations in Nevada after being crushed by Bernie Sanders in New Hampshire. But both Mook and Fallon know that 80 percent figure is ludicrous, and the attempt to make Nevada seem like Iowa and New Hampshire is a spin too far. The facts: Nevada’s Hispanic population is about 27 percent. African-Americans and Asian/Pacific Islanders make up almost 10 percent each. That is, nearly half of the state’s population is made up of minorities. The Democratic caucus population was 35 percent minority in 2008, according to exit polls, and is expected to be as high as 40 percent in 2016, according to local Democratic sources. This is nothing like the 90 percent white caucus participation in Iowa, for instance. Read more Ralston here. The Cruz campaign is putting out so many catchy ads we can hardly keep up. Here’s a gem: an attack on Clinton over her use of a private email server, based on a scene from Office Space, the 1999 ballad of disaffected cubicle life: Here’s the scene from the movie (warning: some harsh language in there, if you’re offended by that kind of thing): Is there any aspect of politicking Trump can’t shake up? Signing a baby! What’s he going to come up with next? Hello, and welcome to our live-wire coverage of the 2016 race for the White House, which is a peculiar kind of race, in that the point is not to get there first, the course is scattered, and instead of Gatorade the runners ingest lots of pizza. Did you watch the Democratic debate on PBS last night? Hillary Clinton and Bernie Sanders tangled over immigration reform, being friends with Henry Kissinger and who’d done more to support President Obama. “One of us ran against Barack Obama,” said Sanders. “I was not that candidate.” Watch these video highlights: And read Lauren Gambino’s (@lgamgam) report last night from the scene in Milwaukee: “In what was easily her strongest debate performance in recent memory – and arguably her strongest since the campaign began – Hillary Clinton was calm, cool and collected at Thursday night’s debate,” writes columnist Lucia Graves: Clinton could’ve been understandably on edge, as she was fresh off a resounding loss in New Hampshire on Tuesday and an effective tie in Iowa the week before. But it was Sanders who was oddly on the defensive despite what has been momentum in his favor, starting out the night more combative than Clinton and wasting his time on petty one-liners. (When Clinton talked about building political capital when she’s in the White House, for instance, Sanders began a rebuttal with “Secretary Clinton, you’re not in the White House yet.”) Read the full piece here: There’s a lot going on today out on the trail, meanwhile, including the development of what looks to be a magnificently nasty battle between Ted Cruz and Donald Trump to win South Carolina. Cruz has dropped what is being hailed as the first effective anti-Trump ad of the campaign cycle so far, called Parking Lot and telling the story of Trump’s attempt to take a widow’s home using eminent domain, literally to build a limousine parking lot: Trump’s firing back on Twitter, calling Cruz a “liar, crazy or very dishonest”: We have a lot more ground to cover today. Join us in the comments and thanks for reading!'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "documents[10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Необходимый препроцессинг текста"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "news_df = pd.DataFrame({'document': documents})\n",
    "\n",
    "# removing everything except alphabets`\n",
    "news_df['clean_doc'] = news_df['document'].str.replace(\"[^a-zA-Z#]\", \" \")\n",
    "\n",
    "# removing short words\n",
    "news_df['clean_doc'] = news_df['clean_doc'].apply(lambda x: ' '.join([w for w in x.split() if len(w)>3]))\n",
    "\n",
    "# make all text lowercase\n",
    "news_df['clean_doc'] = news_df['clean_doc'].apply(lambda x: x.lower())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [],
   "source": [
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('english')\n",
    "\n",
    "# tokenization\n",
    "tokenized_doc = news_df['clean_doc'].apply(lambda x: x.split())\n",
    "\n",
    "# remove stop-words\n",
    "tokenized_doc = tokenized_doc.apply(lambda x: [item for item in x if item not in stop_words])\n",
    "\n",
    "# de-tokenization\n",
    "detokenized_doc = []\n",
    "for i in range(len(news_df)):\n",
    "    t = ' '.join(tokenized_doc[i])\n",
    "    detokenized_doc.append(t)\n",
    "\n",
    "news_df['clean_doc'] = detokenized_doc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### До vs. после"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "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>document</th>\n",
       "      <th>clean_doc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Barclays' defiance of US fines has merit Barcl...</td>\n",
       "      <td>barclays defiance fines merit barclays disgrac...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>How big is Hillary Clinton's lead in the presi...</td>\n",
       "      <td>hillary clinton lead presidential race depends...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Zika’s greatest ally is human intransigence Th...</td>\n",
       "      <td>zika greatest ally human intransigence revenge...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Fight for the right: Cruz and Rubio spar in Ne...</td>\n",
       "      <td>fight right cruz rubio spar nevada trump chall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Voting day: America finally goes the polls Can...</td>\n",
       "      <td>voting america finally goes polls candidates s...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            document  \\\n",
       "0  Barclays' defiance of US fines has merit Barcl...   \n",
       "1  How big is Hillary Clinton's lead in the presi...   \n",
       "2  Zika’s greatest ally is human intransigence Th...   \n",
       "3  Fight for the right: Cruz and Rubio spar in Ne...   \n",
       "4  Voting day: America finally goes the polls Can...   \n",
       "\n",
       "                                           clean_doc  \n",
       "0  barclays defiance fines merit barclays disgrac...  \n",
       "1  hillary clinton lead presidential race depends...  \n",
       "2  zika greatest ally human intransigence revenge...  \n",
       "3  fight right cruz rubio spar nevada trump chall...  \n",
       "4  voting america finally goes polls candidates s...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "news_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Построим матрицу $A$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4551, 1000)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "\n",
    "vectorizer = TfidfVectorizer(stop_words='english', \n",
    "max_features=1000, # keep top 1000 terms \n",
    ")\n",
    "\n",
    "# vectorizer = CountVectorizer(stop_words=\"english\", max_features=100)\n",
    "\n",
    "X = vectorizer.fit_transform(news_df['clean_doc'])\n",
    "\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "497895 (4551, 1000)\n"
     ]
    },
    {
     "data": {
      "image/png": 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m+jlRackcBY0V9C6zGwKPo+OrxwkhJTGBrxTHKeB8REpFWxtaI3BYLAmZE302PGkdXx8TpIiWksElXIgoKamr884sJGOARVfjsmKeRl7uZyAjlOFqqdiNgdshknKZlxcVC5XpmorOSO5OktNhptKe/aiZfCBmQCnu+oQVgb0XXDaSna8Zxpl3xwApMEfQZJCaKQSmU+TFOnI/Qj8feH30PFlIkJbHKdBouDtGrJYs25qrVctpcjz2nv2UWNSB0Wf6eWKaPKPTWOF4mDJZKNaN4SHIkg4Fwe2cWERfgDrhOQ6OYQ7ElJlDZJwCKUWy0ATneT1L1g0sGkuIjuOcqVJZI+owMsye0Wc2jcJ7zx8/TFzVmaQqpjCxHyPXa0tXW6YkqGRm1zumACp53vWGiy5idM1jPxER7E+ORWNQJN4dHCJHxgCXy5mDE1xUkTEqtIQYI69PEeQHEir/owwloDYKn+CjVcXNqqE2Gi3z+9250gpJIlQSIwVaayqVeZgyn1xIKlthjGaz8PQuUcnMEAWVlixrQ1dbtCwoYj/NWGuROTEvFzxfGpSpuNlmpJTc+AQpUFcVMcaCakrNk1XFyUUuusTFomHTJVxIBQwykt9+uqKuLJOPrCuJqWpWjUedoyGrJD5l/DhxvWo5Tp7LheXVLtJpT0SxqDTOBwaX6GwJkx+ngrALIcjBE0NkNwZuljUXnUEoTcyCVWPZtOXUsdYC0PvEMB2odMvVwmDUmsMwU1lF2HmsljzfNCWqiJGMYOcERgk+u1nzSU7MPjH6AFKzqTPLeoFzjilJto3mctWx6aYyv5z5aFNR24799IAUsGnLdQyJEvXUltpqtEmMs2fVVCwqSe8SV6uEMhatFRsBvbCsmkxIFUYJdlPk+brh0Bj6yfF00/F4mrhTM0JIVpXE6RojM3NWLCtFP3meLhvWbcUv7o60WqBUxTMNHsXu2LOpANPw6bam0pLXVrNuDLXVbFPi5CIIwWeXNS93gotWsWosTaX46jFw3WTUwiKlIufI5zdLAHZjAQ5dLMDk2mbaSrNZdjztHaT47T1xpSw7axKSRVsQXlLg7SliTeKyVoQQ+PJhYJ49Y8g8W4NPmcPgeaMVXQ3WKGpbMSeP1hLjAqdx5hf3I0+WFp8yzgdcEnxiM6couWwyKMNx8mxbw0PvCCFwPyY+0YH7EZ7rQMCwaCpgwoWyIJxz7IZACo43feDTbcWiUuwHxxd95PNtxglLA4QsOJxmvA98vXe0RrBzkosuc5ojhgRKnU9BQa1h8JmvHnqQmstFxTSNfPE4c1ULQpbklHi99xgd8IlyOrjAwwjLKuISVDJxmDKCEVtVbFpDQtKpyMMY+dmbR4xtuFzCsXf0c2AdEyEL6tlT1RXGJLxzvDvNHPqZTy9bjkkSvWPblTQgZHi369n1Hq0kv/18zScXDScXiTHyx6/3ZCTPNpaLRUPMgk0r2A+SwxS4PzmOU6Q2kkudcFEyp8RxnLkNYEXE2BI2HyfP5CLvjh7oGXwp28wh8Rg9pzlyuazIKfB6N/H13tNWBiMFL3czUgi6SvF6lly3gsOc6JqaJ6uaOQvuDh5DZnSBu9MeEDRG8Ng7tq0lpsh+8OynzOc3hlYnvniIXHSKZV3So8tlBcBh8jxOEe88p3Hmj9/sqa3hn9OK45Q+HHDqH2XknDm4zKYui3ieHFoKPtrWXCwbKqPwMXPVacba8PFFR0JyucxYJWkqQ2sNIZdTDQGNNTQ2MPnIU5N5sm55ux/wSXPVgDGGBZ7bIbGIM1ZL+jnSGonqGirtSNLwfJlxWWJyIiXBlARGKS47y05KrhaZOS34PDqGpJhi5tm2IwXP/Sx4thQgNEtd6quNqrlZB4LQXOtAEoonK0vvFJtKEaRmWcMcWp7WgpMXPFvX5JSYU8Nfe25ZNjWncaIPkGJECkFjdTnZsqBTAqtL+UtgebGpWHUNOaeSt4aZi0XL7zwvaUBr4HpZ048z0lR8dNGSkLw9eeoUCSHy9THxbCEQXUVXl01wDBqBIKWE0Ybv3azwsdTZm8rwci/o54jvCk5x1UowNW1tcSExuICSistOcJsSq0YghMAhuaw0UpZ7uUyJ/STQEgKSk4t0VrFtNaOLVNZw0WrmJLloyya8aiy3xwkXDb+7qFDGMsfMbz1ZUIvEKcC20SzbmtVpJCJpmoaVErR65mEMaAVbJakqS2cVCcmmkkglWViJ0pqLZYPRmlU9IZTm5BJGQWVKCdAYzbNVzcMguV7VXC1rfMp0i47u+EsPW+BbsHCFEKysBKkLSeJcaG9s+f40F8TUZYVVGa01+37GKomUktMcMFojhGCYHac50la2hNdS0liDUpLWGrZN5u3JM+37UspRievVAh8L6UFKQc4BacoOXVmLScUlNSF5vj6Xjaymi5ndMKNFZgiCTQVTEjTWMAjFc5vKXEfHfsqsq5Kntsagcy5h2mksoa2SuCy5bAw+ao5zZNlUNDVUWnLbR647jfOS4xyYIlRKcLFelkgiFEBKKYUQgv3gGJ1nWRmGKLiUMARotUIphdaaq2WFS5k3u5HqOJ5BK5ijYN1ZngrBGDJdrfmtq4xLggubSUJitOZ6qUFqepdQIjP4TKPBC4PWms8uWu6sYtPVzCHz9jjybGtRSlEJwTh7YopEoKsNy6rFe89q0eJjpraaOUS892wbjdYaqyRa/+lz8uoQ2FrJYc7UKhCzxcf8HjPprOZh8FREmsqwMPD7r2eWleBqUTG5wGFONAYkicOYUFJzs9RoCbe9p7MljWt1qeWnlDlMEWslCx9x3vP64PnedcW6rTiMjt4llrXGKoExhhBGHqbEfN5oaqNpjfiwUOW/6BACxpjZmkRKiTlG5mnGZ4GLic4oAoJaZaYkOfalvlZrOE6llmpk2a3vB0eIEec094Nj29ZIEm93Iw+nkdoYUk6sakOIgZ+87cvirhuWjWFyARcSl4tSpJ9DZPaJED2dUWTbIXMsLJgQOAyO1krGySGTpWtK/paSwyfBOPlCAiHTu0SMkcdTwvnyQPRzYLtsqLRk8p79UB64fizAkxbwdp9ptGBC8fVDT2cVUil8FFwAnS3R1tv9QGM0q9bSWcmbXeZqoWitYg6RwxC47CpqU0gmf+dnd3y2sRzHgCKzbAz7MePzickHlrWhNZLJB277gBKgtULmkcPoeTyVBf5su+TYO+6HAvh8sq05DpHj6DgOU9lAc+D1bqRWsF00hAQhBvajh5y5WTU47/j9Vz0/ehrpg+DFtsM5x5e3R+rK0NiI0orLFo6TJ2XBD246rJa8fux5dfRIqTiNpeb/ajezsnCcIsuLrlz7KfDZZUWtFVOETsHSFuzh9jDiYubFtkQcvQssjeDtfmTXT5z6kccxcNUqdNVQ6QA5M3mP957ReVxMpdohJc4ljlPk0vvCS0ie148jLy4XhBDYjQGi979sXXzwCzdn6EfHcQxcuohRgilJlEh4H3k1OJQAayy1zvQuQo7MoSxWqyXHyWOUKOycfibGWHZSLTjMAZECVis6K/GpnMwuJGKKHKeIMYFhyjyeplJ7iwGU4bK1tEby07cDL6eB710F7qaCvN6fHG2lUDnxcHL0c+QyRSYfOYyOZW3QIuOF4jQ4tDG0WtC0ip+8m5hdyU2XTSAlxf1xQquZZa3ZDaHMVWhijJwizCFynM4LqjJ470vtMUmuW8XgIuPsuR88n2xrlMi4mDESfCoUzMPkmWeHNpJdP3JrMmRJkoraKhyCZa3xIfB6n7jsDJlSNqm0Ync88fs7jxaRxhiElHR25Cd3Ey+WinVTETIc+5kwT7w7OCpdaIgyeX78ruTPq64mpYQiE4VgDonDGLlqBbsp4WPm4TgWRpRPXC4V24VlDLAbZh5PEyGVDe2Le4ebHUIIZI7cHadC9UzlGTm5jCJznD2HIdCuKg4us6gy3nsOc8SoQmEcXNmAdE70IdPIzMNpJKeElJJNaxBas6kyAU0IgTkkaqOZfCTMBUmf55m3+7JRzyGSgcMYQAhSjOyGmbvD+O3OcQVws6qpjCKjMEqwbkEpxX6YkdKjznnl4+gRwZOQtFqwrEoOMsyeHCNaZJTW+JhZWVHCWhHJxiBEIOQCxd+dAped5pOLlsuFJebMm33PMHlAkGLm2dqShcKHwPNNw89vPVOETzcWYwxDgE4l9rNgWRuMLOF8lUI5BWPgwWWeLiVHqViazMudY9kanm0aNq1l9IH5TF/cdLbwh0XmamGQUtLVhdWllCLGhJGC63UHwFeDgxx4um6wxpCVYtsYxtmXEy3BMM2MAW46Qao18zTzkzcnfvS04WbZ8L3rFVEqnq4aslS0znG56rg7TVhV0OzeR2qjqI3mQVr+6hNNZUvI62KiqWv+6g1EYWhMueZawD5bLruIUoo5JJ5fbRFpJqSM86WkU1eGTWux57y8sw1CCNqq0C7nENk0mpAS9yfHttWcXCClxDjOHFzLTadhYYhZkBDUlWVhSxlqYRVPNvF8gjoqmclS0SmBkYL9nLlc1HSm1PTnLGgVDJ5SuguJ0SU+vWzwqWwMh8nzMAm+dyVxMSGE5HplUGdOshCCw+hZ1xIlNXVV8/Emsm8M0TuOLiFTZF3r8sO/ZHzwC9fFyN3JcbOqaazg9jQxzYHLZUXMpVSkdSl5eB8KkKATcygn3fduDIcxcHcYWLUVP3zSMHgYfNnxxiS5WUhOWZaSQddglMDHzLtjwKXCiAJBpcvG8Th6lnMgJ8/rw8zThXp/CoQs2TSCtRW863PJz2vNu5Pgsy5yCAo/jhxcotKauVE0WjCGgnxfLSoGn4kI+rk8kKta0tUVCs/Xu5lpmkEpnq4zdW3ZatjNgbuTw1pTymc+8PY4MgdBbT1Xy4rb08zb/cQPnyquFqUkVKuZwSeOU0CJjJCJ3RhxIRJi4P7oWDYVwzzzdj8zhUw/F3Q7ZklTaUIqgAs58YvHGSM9FwtLlpKU+pJj6sC7WECf2ScmX+qqtVEsmgoRZr7eJ2YX0AJ6l0i5nJS9z3jvkFKThaCtCmjpYuZwGunnhJCC0dmS34bAlA0rU3Lq0XluljUhw5NFxGXJ1kiGkEgJalMiid6VDT+LM5C4LqDcn7w5crlKPFkYXJYgMlpKVgtDyJLtwnLfOx4OE0rARStRSnF/CuSUyLksYqtK+XEOidM4I5ViUU38wduRyzozRcHDcWSabRGhfKvLQaKUP3zKbK3msrXcpkK1q2V54DutGGdPFopnS8vjGBDTzGP01FbzyWXHzbrssGPI1CqzaQvZPpzJKUoqagWNVbw9ZDojebquWDcWrQszazdHagkhl1BXKcXgPI9joDKKVWu5aA1aK0aXqFWp/a4XDQs7I2zDmoEHW/Gkzmy6ireHmUpBlpIn64a2sgiVkTmV7235jLVVSFmzqANvHiLrRUVT2zPZxLGwCndmf+WcuVg1rBcVT1YNuylQGw0+cL0wtJXFGjj0Az5lVrUkt5Z1Y2msZl1J/sOfR37+ds/Bw199vsZpzbJy5JRYt6XO3VSaTVdzmgM+ZhaNxSgYJ8dhLFTNJAzrOrGsDSGdKwNhZlmposIRgmEY+KM3Pa3OPL9corVh1foCaFnNqjbc9bncC5GLKENkKhFJKJ5vazatJcsSAfWu4omILBYlXxzmIqSQCe58wqiMT4owT9i6Zd0W4Oj+0Jd6aqvIrjwXSUhqI6gVfL13LOsyn8PkmKNkqTO7Mw7QT65Ec42lqRMfbSz3PeynhGbi3ifm0LKwislrxtnjouXpymC0xs4Tat2y0pmXj+HbHSorKXBRYGPiMDgymc6UcMMnMBKuVw29k2xqgbWWNZJaFsT5/jSjtC58XB/xKfNkYemDQIbAcSq1vVoEvuoTT1YVMURMJdlNgdMcS8G/rXi+bng8jRxHz9tdz+Wqo7EaFzPXy5okJBGBTOkMRkA/O4xIjFHyhJGvT4m1SQhdIWXJLSckK6vorOLtyXFRCd6dPJJEzAKjKNo0BMcp8rP7kd+SAmsMQwh8/TjxZKk5TJFPFTyOJVzMQtG7Ikt7d5wICayWPJ7GsuBc4n7fE2NGK4lsUmFgVYJVbfAhkHJCCMHCSu584vbkuFkKHsbIBZ5KK0RKBKFRJLRSTEFw6AfaakMtM/dD4Ge3J65XDcszCutjZJo9o5bsx8SyVrSV5cm6PUcAmRBGsinPrpQCoueQJIsqIVPibkhURqO1wqOoBURtWBB4GBIXsQCFh8HxFSeuuorTHGmM5NgfeHUM/LOfakZvmb3jOAdAcLmozmi/Y6mhayq0krQmsWkrKqM4TB7nPG/HAkwuKolSms4mshRIEi5LKiXplopXO8+h91R6pq0WPFkYXsVClumsRubEH7w5YrVkMOCD+3ajyiAKEmokIZcQWAjJqim5kqOEJZ1NvDuM9D5SKcV+CiyqwgHWIvPVPlCpoue8GwrPdkgl9F1a2M+KzkQ6KxgdjD5ycrCs4PmmQatSUjq5gm5PoYTaAI3VSDL1uZDvU0YrzfUCJh94vZ9pdCZIw7aKVFVDdBP9LNl0Fcu6hPqPYyCHyOspkXLR7l4uDKc5cPJFJqdFxY+er7CmhFxtZblZQUyRnAV3p5n700xlNBet5DB5VrV9jwPknPnioVAbN7XknTSQC9D3i4dIDBFf19ysO1aV4MudLyUTowkZPr9oeHqx5mb2aAlvT45D7/jsouJuiNwsDNdLQ+8qFrViToLOCFjWXC0so888WSi+fnSlrmwlIRs+v2p5GDz7qQCQV63iDw+CmGcmH7FK8LN7z2dXHUYKhiC4XtVcL2tOU0CKxNHDzcIwTOXehBAIqURRKZXo53JRoUXmIWWeLTOvT5HPKo+W6j2I5ELJ30/jzBeHyPOVxcWSPuWcC1XVFdbTptF0VbkXVsE3wuckFDIn9nNiaeFm1WCNpjGK4AP3c3mOto2md+dNLCS2jeRuTBgpKaqYP3988AtXCsHCKu76mcYYrBLvc6A+ZS7aAm5oCUYVckVrJIPzHMYCXC2aiqebQlTwKXOzqhlcKrW5KaK0oXE9uwivdxOTi2yWFT+8rhmzQknFcfKFvKHgZt2UkzYkhpBZGrjtIx83GZ8llT5rfKfIoqm5QdIZeQZiItHN/OG7kY83iet1R0hF11obRcyBJDQrw7kmatAukBXUCh77hDEKowWjz6xqTWcEc5Y8WRcda0qJSpeTavaJeqkKkOKLcP2zreUwJxSSj7c1XW15dxyplcRJQQyR4xi4Xi35/o2lsqVGGmIkplJjnVwgScVNZ/A+cHCwrovud/CG55vE9XrBcfIcY2bdCASCOUaOUyF7LGykdwnvA/c9HCfHOkdGoamU5KNthRFwPyUuWs0YYN3a8ymlyFoWtpQLpFjklofR8eXdiX6YqIyi0gKt1HsEN6XIlNIZMNR8/TBwW9tC7TQ1930RHiwrzbLSsOsJGWQu5gtSSvAzXz+Weq+UkouuJoTANE30UfJsrbns7PtU7NV+4ofPNnR1Rc4ZY0oq8LO7gJACea4/f++6Y90YXlwKfvxOQ07xl62LD37hppwLhTAknq0Uj4PnbT+zqMqCOoyOPDqmCCJHblZl5y6Fb4fWmstli1WS3TAzuVK0T0kQciIi2BjBTw8lJ71oLUqWG/VuhE1dHB2WtSHGyNeHgJJgjGBhNVYX4EHieXP0LGzAS4kLCaMEbV3jnOPgEutKUBtNlIKPN5FV1xY96cOJiOZmIfl6H/itq5r9nLEaUpx5e/RE73i3Lw9qce/QQObhNHE/BF5sKvYOlmni7WFGURB0LUFIQTxzmR/7osLJ0TNlUUJfMiGVcNjHzBwzB+d5PI2EmFl0gk1TpHrjNPEuwzB7rhaWIRsaq2msIoTMaQ6oXJhhhWtsWTWWw+i472e2rebooJOeL/pI4yZSysQY6MdAP2k+udQk4PE4glBIkXl1BC3Bx0w/e2ROvNqPDJPnBzcdUZayUasUF4uCRC+rEpZvG8HbY2F5PZw8u37k85sVUivquuaiLgL4fo4YArs543zkalmdSTyRRQWjL8QOpObZ2tAYzW0fGGbPy4eBXzyOfHrRModSdqqM53Y/8O4YeLGZiQhiFlxVRYdNhpQl20bx1nlmH/mTY+CTjeU0+W93jquV5GbVlB0zilJ/DAlRldricfI0xvC8FTy6UiaptMQsWn5bS7bLBU1lSn6cM8Pk+Lv7iRebmmVbcb2oaSrDD58mcvQc5lxOJisLDU9qDqOjMgqr5DkcLrm1EOVGCCG46iwhF96xDwU1HV1G5iO/2DmeLDRz0ly0htMsgIZ1Y9ifpXQ/uKwRyhAZqasKT6DVgrqusUby7iBYVmWj2E2BF5uWcfaMEa6EoDGau2PP5BUXXUVtFcva8Dj6Qv20htlHJj8SY2I/Zz7eWHZ9YfK0tiDjWmtuOs33r1c0Gn7+MLFdCayxPF/VJFkYRru+INFSZbZdxaqxfHXv6CeHkpKny1Ku282Ji0ajyEw+oGRFpzy3s6RSmetlw9ujQ0rBdqFLCWjZMY4jPx4y121k2bUs64Je55xRSnKxahFEfjyV2nRIcJoCn11JWqtLbVUpHo4joymWR21l+OQCrC1RmNaKj5TkYSpUxJUVjFHTUUpwtdFcLouccFlpdsOMUoqUPGOUrDvDM61Ytg1GwhwyT7cVj1NCSQrOIBX/1PPCsT/MjlVt2PUzxzlgFNQadmOgd4mmslx0mXXX8no/fbvLQSllZl/UI1pCtpbrFe9rh1opjBT0IXPdlhOj0oqUBPdRsU6lYG9UsThZVpo5pvc0Rqvlew7ty33kslO82LZ0taV3kVqUkxNAa81H22JJspsiTYxYXRQmj0PgalmxqQ3GnAkQjyeOAZ50Cq0ktYL9HPG+kCugkP9TShxcZpx7Ui6MLEWhX36vqVCycGHnEAkpM8+e/ejYjZGbTjNJxWkuKOizdc2ybQrpRArCceSnb49sF1VRUCXY2JKvaq3ZnPNeI2FKkprAfe8YpxnT1Wxaw6dXS3oXWbQVq9qwnz1dpbleFmubQhtVrBpDZyXfGEdNSfCk0+ynyDhNhBDZ9RNTkrQykuqa7aLGmMI9zjkXHnlVDAn++otSb1ZKMc0BnzNOaRZnNtjBZZ6sbOEUN5Z3h5GcCwljPwYulg3PN8XeZ/LxrIYq2tzV2fTAnfnfVskC3hFxCBay1Hc7W9KvnDNTgBACWSieLC3rtuLuWNwrslRsz2qsy0UBDlNK1LYgxm+ORTS/aSsaq6m0ZDckji7TWUW1qvjy7si7vecHptSpv2kd+OeND76TQUyJYSonXjlNC8IbkuDkAkaK4tvkPXenmTe7njlE2tqyqYsyxTnHw2nk9X7irndcLBq6uvCVd/2MEqXw/tG25mLRIJSmthrnPa/2I6OP5FTCpMfBE7MoIMh59SmlWFVFOrc/gw4xCyKCdSWJGb56nJlDpDOKVW1ZVmWxrRrLoqlKvY+iPYazqRtl0+pd5KqRJKFw3nN38rh5pjUlx1rVms4W4voYyk4fQ0mPtDZUtoAoc5asGlOkc6akHUaWTTALxdOlZUrFf+rlbmB3OBFiZpgdhyngY9EaDy4jKNrYbwCv4+iZQwEPR1dKOdtaU9f1+zp1UxnWbcVNp3FZIlLk9XHGp7JwCmZQrl9KCaTmcQhM08xXu5lh9lhV5IHD7Nn3pfxymuP7UtNuKkjy0pZQ1GhDyAKjDZu6hM6nceLn9z1v9yNTKGwzYwxWSxaVpj4TMWbn+PFtzzCX5++iMwV3UOXePp5Gdv2MJHGcI/1cmFKLc7SzbBuuOktC8mxV8/xiQVsVoLBrKmqt2TQFmEyimNy1lWLdWrqm+pU57ge/cKEYwNVnT6ndMDH7SKNB5iLjcs69N21b1hotiqfTN+jffnSEBDdt4Te/39m14O1xZp5nYoiFE+yKOHyYHHMotMhKCRBlt1UiI3IsTg65nMYxRN4cHd57Wl3cN0gBqwRITWUUH28rKq0YnefNri90usmXOnIGJTKb1vJ8XbNuq/LaGVRx3vM4BTpTPIzWNRxc+Yxf3Z8KlXMsvOhKJn72dsdXD+U9rhdVIR8kuGwtm64+o7QlAtj1c1koOZ1P3szNuqG1iuHs0/R6P2FycX00xvB0VdFUBueLwdvtcaTWoEWRux1Gj6FY5pyGUoba1JJNLRlDxsVETAmpJI3M5fdmT8qJ5ZmRlFKiNZLWSrJUPF/psuFaxcMQSDHSVYrKFKpqSmXBPF1aqjPN9eVupDECLTIiB+YoMESmCFeN4mZVY6TgNAXmeebu0PP3f37LH7zcYUm0leGyFu+fpZSKvlpL0AIeTzPHYWIOiU1VFrSfR37/qwe+eLcnBcfgE3fHvvDqbbmfxW9s4suHE7vTVKyM5onRp/clwFTKQb80Iv7gQ+WcM6fJcevLjUQIRlng85gSlVHcJcmmKeGTQvJqPzHPM8PkMJdFtFxJ+PnjjHOe10bSVoUG18hiyXIYPYrMGBJWl3w2kWmtRp85gvfHGZEckRIG3WwaDmN54Nzs+OK252ppi/omZLatoVbwbkqsK8ndWXP78uHE821LBr5+GIgx8GY3cbOyJBTdMBMSdFZyGD2jCzwcBuqLjl/c9Tjv+eTGorVh6kesTNwPCSszOWXuTzOLWvPl3ZG2OZc/xsyLtWGcNfe9Q0lQOfHF7YkfKsnkPK8fTsSYeL6uMVpz1Wle7iYW00w/iiJ2r8rpPM6Bexe5WFS4ENmdJh7GACkyjI5hnDHWs+kqRE7cHyemKPj8siLLwuMVCB4TeDcyzoGYAv3FpnDIB4fSpTb8Tbwo3IiLdbEXioXqeRhnXEj84t2BJBTrRuFjWfgiRx77iR+/2mGt4fOLxOPgqY1mN0e6OL8Xs2ehcD6U6DTDaQ7Mg+fu8URShh9ew+ujpxIjLgsaXTapMWTePR7JUvJ23zPNgUhGiYQ1hnUtOY6BcTryRilOU8AqsKao2Fa2bDJ3vUcnh9A1wzDw+uB+Zaj8wS9cIQQXi4aUihzPp5ITvNkNDD6xbTXbRYMLiZePA1rDk4Vhr3JxijCSg4dKQasyuqlwISFlLLVhqxkHT2MkU4Bnm4q2thynwOSK3KutDKvGEmLk5WPg+TIzRM2mqwixzHFRa5aNprGGiGSZCsDRu3N0IAWbrkJhcbHYdH4T3i2XLYhCejjOgdOcsFoUokLKWCKPU+bSecgRl0tp5XpZM4fyYN8sI73LNJXmRmuerSw/vRtRJKyt+NhGolAIKXiytEQEIkWWjWVZK/ZTJEeH85nRR0Iu7hS3Q+ZqWXN0mWmaeBwjF52kMpKusSys4mGEgGDbFLMCH0+klHi6aQs77OS42ZRyEqq4aezH4vX0YmV5swu8O3iQiqedIghdBBaVJqXIcS4qLCGgMxIhKhZtzbIx/MQFWiMJbc26VgilIXpmn8+uGwWJftZpDr7kzB9tLC5LHk8zb/YTH10t+OSiYBfPNt17D7D7Q0/fNrxYW7q25SIN751G7sfIxbLl6TLwGDRXVeZ62cIy01qJbTqebwq3etUWTzCZE082LY0pqdjDccTFRBKCi85yP9R0OpOEojYScv721nG1kjRWc5hKKJfP+lJrNFcLydGVG1RbzYtt+z68fHFZE2PEWkuHp588dyN870LS1DVvDyO9U9wsNMtty2mciBQ/o6YyXK0k94ceqyRClvz6Zr3AyJJHWlFAMBeK44LPioUtP3fZFUT19jChZNHM9l7w0cIARbo2OEdKuWg9haStCgPoQpb6baVLzbfKmX1UfP+qYtk19C5xvUhMIfN4GllWpY7dKM3kZzZdxa6f8LF4JmldEN3dDAsTSFIzn/WsEUGjC2J8s0gcpgY1eyotETlhreWicUht2OrEz46JFYHDUHS3ny41cxRcL+qzwdpAYw3LuhAZUowIZXix0YzjyNFpjBIsOlvKKkIgRTH3e7GpaaxixpQNpVLFZ2yMXCxqSIEpFjxDBYeWMEwlZTmJzLax1HVVyBlzZtVEhJQ0VnGxanm+LbrqoR/44mHGykRXWz66qPnkclF8o+8OXK0XtFZzmoroZGNz8Qjznouzj/XDKbJtZWHwOcWzlnM1IrFpNQjJRa2IWfBwGKi0YGUFXx3go7qkG8ZoGuvBeVRT0SiBlHPxJ+tLaoIQ317mlI+J3VAsQkcXSTEhJBgpeIiC0UUeTlMpETSGRZ35ajfzYiF5fQwoNaG1xFrDi2Xg1SlxlR0JyVIn3h09Rsy8PnieLBQ/P40IqfloW/PV3RGpNM83DS7+qSA8xngmkTsmH1hUmmtZzOOO+4ntogagqxRzKDb8Rgr2w0zvEysriFHiONdMR8/kE8M0cXtyXC2KUKAYlmlOU0SS0FOhWiIUF23k/ijZtoUX/dhPnFxiUSm+uBvJ6ciTVcXNtogJOh05zJk2R6SERaV5PHkexsj60DNFgciJRJnnfgrsjie+vO9ZtDW1UdyfJrSArq2pDbzcDcRU2F05Z149DoicmBMcjhP3faA5s4r+/qsj37+omLThcXDsT4XocOwdrx+P7EfP1arjrzc1B09RMYVAQHPVel6eMp1O3IfAl3cDN+upiBx0qa8ak6nOoNXjGLBKkmUhsGw7w5tDSVPenAJPusRtD8EHnLAsjiNCCN6dAs83qYBdMXDsJ/7kzR4tYbvo+OHzzZkPEOksfHWa6SfPa0pZpzEF73jbz2ijuZGS/Vj0uPcnyaouFFRUwHvPz+8HjISbpeHLxxnnHDJHhtnz5W7+dpeDBKVm2lallONiqZHGGPFJsmkLOpxy4nEIzCGytpkxKZ50im1XYUwhTxyAj1q4OIfWo/NEHEpZPr9URASDn1jWsrQRkYrWSrRWrJpSsni7H7HGsKo167bYysQY6X0mBI/VpUwCMM7F+HoOiW2lSUJifWBwgpAFl20py7SVpfalvPVkXXbcyUe6yrBs6/P7DlgluFwtWNjMdtnhQyymckvLqqsYx5GbzZIsNP00M0eQZI6++P5eLAp6fZhCsXipKz67rAuqPUwsmpotQM58PgdSlswxc9kZGmu4WrY0tWFRKbq6YgiZzmRChkZJLroKlOZ5J7BaUcmCDFub+aeeL7hctgBFgFApTpNjYSSIFS+yJyuLUIaNETQqM8YCDt3OgpV2SGPPssazFQ+SVpfrI6WktpqvHzxLI84+W4bKKIxSSJFojeFjWtaNoRo9g4s8XZTIo5KS37opLDbItJXlctXyAwS1VbRnRNzHzNN18Yy6WrY477k9zgxzhFxy3kWlWdVFnHK9rIjR4FMBRH1MLKqCJD/fxPdVkU8vFA8nwRwi22VLYySkbzFzSskCladUWoBoLVE+EESRpsUkGGMinJHcMRUbmqUVvJwj7Rx42tYMsXQLkCT6OVLrUnqRUlIbhZSFumeMoVLyzAEuLKPeRd6dPDcLw8WyZlNrdmNgPxV/oxne82KXZyrk3akI9hd1sToNGayEo8tsGklCcn8uZzxTAh+hqxU5evZj6SBwsagxxrBRgrdHxxQLg+kwJ9qQmFwxXf/k0tLJzJcPgs2uZ9nWdLXhsZ8JKJ4uFY9jyaEfhqJXNue9/DglBDO/eHS8SCBk+bc+CBoLz9YlPH91GKh1oRw+Dg5jLK2G3kElErPUXHQGFzN/9G5k0xiCkFwogZSKGCJf3R9pqiKRlMBX9wOV0UUdJTQ3i4b23Nbl6ylgVaZPxbxuN0MrIlHAFDlb3MC73lOrwvy6WTVkCrB0d5h5tk0oqc4C9UQQCimKde6zbcfdycHZHUUpRasyXzxMfLypqYzBBcuqy+UZmCNvdz1KK2SGx9GzsoH9XELubQePvSOkzKLWNFa/xzB8LBWDpirPUqRgBMEWAs5+P7LQxahBKUWj4FWfvt2hMkBnFPcu/int8CFxs9DvBdXee966Ar2vGoOQBQGdXKRWRRy/mwIXtWQ/wdAPvI2Cj9aWEyUszTkTBKwryeMMXRPPZYtCU1xUulDfbBHiL6piJaqUwjrHy5RZNRVPNx1al8s6umJBsx8c5FLHvFykoswZJnLKZAK3h5mm0kzzxB+9HXi+EGRRU2l1plQafvik5GgPpxEbPevG0laGJ5sWKSS9i/zgyhem1dkkT0rJqrGlphxmHnrHuq1K7VUolMhUVvPicsGy82gyb46OVa1ojcBYy4Us1xnh+cUJPqsUu1ESggdhQBS5nVGCr8aC0i8qzVVnCNK8N0br55nJF7scrTWkwPOL7n2vnpNL3Cwr8nkRLapSC92NAchoVUgdRkpWbfHOHkKx2k2pXGshWp6vaw5jCVGnM9OulplDzGxsMWhrjWDZNihZZJ7Ls6nCyUWWtohEdv1MZyWjkggEi0rzMGSWZ8JOpTj7aEmWbUUOHqRkY8EhGEJxCPHRMLpQOjLkIpj5hmzyDSf67mHHz+fE/XEs5bvVhherX13H/eAX7uQTu7HI+VxIuAjLSqCk4tV+ROWMSxBjpq0rnm27Qt2TZVd+GAJTGtE5cXAGJTJKaWT0nDy0pnCNH04jg0tcdhXfvyouFm+PDqMEYywc3PvBszKCLx9GLjrL80uFihnnAnMs3dlCAu8CQgiOUyiUwjmyqgOnuTTe6seZd32g0YKrheW2L/fHaMNNJ1HG8nAcObrMZ2d709lHlChsr9qWk21KRZl0nAo3+xg0yxx4exJU59q1FAUhFVLgUiFn7FwiRcei0igliVmwqCsOUwF91m2F1EWf+zB4tFY8qTXvDq4Q5JvEFDOVLLn7yRWD9oURHKbiu/w4w80CdlPEishhylhFsa45Tbw5FIBIK01MkYUVpQ1KKmL7x6G4PF50loceKl2seYRIXC+rQoSQGSe+qc3DMDvmJFlXmifrhlVt6H3i7lgawmmlWIiSUmk9Yo1laSOvT4GVLV0H5kqXlivHiYPRKJF5NzmebZdcLcqzMp9dVqwWWKtpjeTHDx6RPCcsnRV0RtG7VFxXlCyeZOcOG5N3hODZTZFnC80+GD7eCJ6uG45zOqdefLvruLWRPNuU3KOpDDYE9oNmu2zYwnsq5DejyK4cV8ua3362oqkM+2Emomm1IGFpK9i05ZTIQiFjZN1YPr4o1qC9S2ytYNtouqZiIUpIvV2k953dSge8QpPTWvM7z5cIZf7UytWq9xzr65xJFFaOzImE5ONNxewjWSg+v5LvKYsexU0lgZqL1iK1QYRAEEWW1hlZWq4gedKeu/1laLQAHFJbntmiBY2xLPbKlO52SpR5dCIStMIYzdNl0ds2VdnUHvvCx103iotlw+MYCglEWVa1LASMjX5vs3qcPI01BeV1imVTUP55nmnbtmw2UfPxNpFE6dO0XTRcr2reHUYmH3gYAgsrzx5V5fS77jSV1RhjuFpKRqswsnTnu1i2JaKaStmqM4K2qmkrS3N2eBwDLIXiZlVKVvl8D7SB6WzY1lrJGCQvVpLDmfH2jfPnRxf6fcOut6eyoRljkWe23hreVzMANp0hJ4kSIGR5LaXInPJ7OmWjEkIo8lncctUolsslv/uieFQZJej6AWstH235due4KcPL3chla5ikJKdMfb4RRQNZhPazC/gQ2PUTUilScEUUHiKnObKpFYnS42XyBX0cA6zsn57MSmR2Y+QweJKfue0DU4ismqaEXLb0sgne40KGXGxch1B2/EZFUlU4wfshEGMR4ndWMgdHSJH744wREW0Mj71n22q6allurC7OF18+Tjg3E0NDW8ciyj87d7w6eHSOaFNqxkor1rZoeWNK5DyyGwNPlpbJJ74eA1dLT06RKIqGeVFXLOqiLrrvHTkXE7oYC2p/7EfenK95SOBCpjWB45x4PBzJUtPPkWVVcmiZE4csz8KLcvL97G7kn2kqotQcTn2xaSWfxfyqoMHOU6mKy67UyX0sfINDPxSK5OwYbAUC+slxu59ozsbuAG+OM8SAk5qLMyuun0qEU6kSdc0+8tiP+AirxjD4Qse088xsNIpy/3V2vN4HOiOZY6TWGqXKfC8qwUPvqHTEB49PGSMK9jKFiPMRK0tXwsfRc72E41QOlJgFrZG8fDjQB8n3LkqrUWLi7ckjVc+rvaNWM5u24m5IXIuizS1WiX/++OAXbrEhzdwfeq43BT1caHh3GHnzcKKtS5OlFIt16xjgSZV5c4rIOGPUAh8Cr3aOq2XiYQhn0UCmJnE7SLaNRGXPXQ8rk5l15svHCZEjy8agCfz8wXHdKkyO3E8RKwKnSdHV5WQ9nAZ+OsD1ItBazXhm4UgywxwZfKJRgkrBm73n6UqysKVX666fiCHwZiqGY7WS7FwmHmcuM4whE/1ErhueLBRvD5FaFJqkIvH1w4TSupSMjCzspTkw+MiiMiwqyeOYaJVgCBnnHV+PDi0ys3MYKXj9ONPPkXWjOLlCzex9ZltlUk68PWXG/sRXoeXiHHm8GiVPl5p3vWZTS3yEr/YTWkQqxRm573l38rQqEZRmVRVr0z+5O/FwciQ/0zQtpzkyzTOVlnx1P9LqzJgkz9aR+txYbdVVXC+q90L31kiqpmhhpSw6bSlLX6DD4Hl3nFAkXu8mGiMgRV7vHTdLxZt9JOTSkXo3OBKCy1axale8OwzEFPEeHvqJafasuwpD8T8TOZV+v10xV5gpfO7bXV9cIEVm2TZgFIpEPwX2Y2BtMy/3ghRO6LMIQYsy/5f7mRgTjUxYZdj3jveq/D9nfPALN2eBIfAndxNGFWuYd0fPpxvDZtmwrUvId+8cm9qyrDKDT1zUiZ8/CF4YiRaGd6dis9JUgoVKzLk0Z/54XbjEPxk8S+F5eZSsDMW8O6n3yp1tDT5BzLCsLSknni8q9i4zucDtCB+vNVJpMiUayLkI2vvJIUWpK180gsW5THFyYGRmdGVhqxQ4eMGLteH7jUVwZlalyBcPBu09trakNIEQzBGuasEtio8Wiq+PgrtjcUo8jI6uqbhaFCCqNrCoDcp5hBB0IjH5RD+Xmmd9ZvN0tWVTK55tOxSJH78beH7R0ulEnzTPuuKtdXeCy4VEVxXrXOSAkwu0lcJHyUUl3uecTxeK0Sumc18jfe4m8aSLvDolngrH1aLiy9uZF5uaZ9uW2hbw7HLZ0rvIbijeWEopHo4Ty1oznznNb3YzbVXolUopckqEDLUSSM6qHQRGK65XllVrUS6xbiz9NGOM4aKGL3eBxo64CPPZWtVImJXCSHh38pAS2pS0K2TwoXCQb3ee/RRYW0GWmqbS1EbzZj/gfKJSIG3LiwZup4ZOJ3Zj5mH0dJVimjJf3h3wSZIzHIfp2930S8pSmni6MmQpabRmVUfmLLlsi8rECkGji3OjpABYm7bmKhSEkiR4tlZUVcWF8nz5MPKDm2K87WPm6Iq9CKrm4zrSB0N0jubMadYiM2WNkRCy5rKTfH1wrBYtTcxnp4UBpGZwntootl1BDkWKvNlnfvi0oL8uJrYykgApM+ummLctvcPnho8rWbjArhAQTi6yaSq+fyWZUmFsWWvZdkVPqrXmsk2csuXFOjIGQ2cV706eZSWZk0Cm0vk85+Lin1KmNpqLyr5nl63qs3TNB96dPCFmMuBSZhwn9hieLi0X6yWQUSqyOHs49z7SnB34n2w6xm9kh1PkppM8TpkQIl1dfKiNKcj/ZBVX68zRCxLQVZqmqblalPy/9EaaWdVFOBByqXMK+afN3bZN6VwgxDkaqxSvd55FpblcNABkyqbbVAohSyluVZdGaadQtMPLrmE/7wgoXmwKIv+NNLIaJ67WCyKlkXZtCq5QG01tio9X11RcxtINcV0JFk2NUQJjNFcLxRhqdPK8HgUXFaAq6uiplIRcVFQxlQ6CXV1USN/qHFcg0FJwsajO+tEakQIHX+xPNqbYsviUESkwolhZQVVVfLyBgELLYko9zp5aU9g9vjywOZeu5Ea1hFBcA58sJe8OAZFK864HL9i2msZahtkxuPQe8Mi5nLhjyKyqSK1LVz0pJYfRMfiIJp6L75ngE0sD2tb004wWBVDbT5Fna0td1+yPPc5907vVUmuYMIgwcTc4NJFvSAJagq9LSevx5M6ECcuTxVnLKhPvTkVAkZRlVZUHV4iC/g4+83RjcCGxH2e886zbirlSVPaMctuKjxYlAlhURRt8EUvT56IoKr17bg8Tm7OZeasF6vzv3p/76crMfi4bFzEwusBq1YKMpJS4XFi2jWZwib4fcM4RrES2NbVWhBiwSnPRFNVVo0quO4dEpQEKsLSoA4oCNIUQ0FqxVGUTn3zx157OBJSrppglpJS4WNQsa8PgEkoWmrBzjp/f9ayagrJ/o/Lp54iWcBw9KSkuW0OrO+6PA693E8t2RtR1sSySEotjwHBRB5ZNXaoepHM7nNLB8c3ZH23V2PcdKH7Z+OAX7p/2BwpYU1oy/vTdyKaGnRIIUR7C4zAjpKYWM3fBYKc9746BjzYVcxIMs+ehdzjnEcBX95nLheXNwSEEPF3VKCWLH/EU+eL2yN1+4Nl2wYuLFqWqUiY4zeQMm1rx8rHswI2Cu97xi3OO+E4Vvq6RpefM7cnx+rEnS4kbR/6jXeBHVxP7qXRU+P51x+SLqqceZ356OzBOE1JKnm8zX9/3rGrJ6DOvH0+lE+EY+egqM7hIP0c+u6h4+TgxzxO3+4nKCMjQliea1ye4bgI/3RV6npIlR/wGLLs9Opx33PWe7110jBFaLfh67/jk0hJD5Ke3PUYeebZtQBm0CNzORd54GmfeHooA/8v7nkzxHkaI0pephftRsGkk98eBn7w9YWTxGo4xsh8dw5zoXcnbv7zvkecGWWvvOY4Tb/eOxo6sFy03C8GXpwCx536IbGtN02SOk2eeZ3Yz5Hzi5AWEmZ1Q773KWpXYTaU2vBsDizry2PN+Iz5OpatAo0o99/E48LN3mnVXIYTg7jCglOb+OJRuirJEAkoUJ9L9FFntep5flG6DD/s9Phe++dFlHvojPhQg7fmm4c1hAgQLC7spc+wnHk/Dr1wXH/zCTRkqmZmTZt0aNl2N954si4FZFkUkHnJB/746KJ62EiEND8cdWrd0WpGEZFlpXu0n1pVkSgIQXHSmPDwI3Ln+aq3mr73Y8G5ZlELd2b3RBcG2LRYwcxZcdprZR4YAl50pVLeuxmrJOBf0cmkkl8uG7aJCIBis5m+0E2PWVHHmSW3ZLDsuSJzmwNElvnfd0rsaFxOrqpQqstR8fFmxbQ1aZlwuhgKXFCfJGCMXC0PudOkzWxkejmVz+PhyQWeLRctVF1nUFXMoUcDz9USWheO93tRsF4Gr84bWWM26NjxbVfRR0qiE1JYpCq6asmEKUeib35SpIHMxB27WLeYcffhzzt3YQhvc9zM/fFKwCKskr44zWkqebWsuF4XCuGoLw+pxcNyeZmYXuVzoQomsFUJbrhaehz7xW9c11pbTUOZEVhUfrSJKWy505Ke3ictWcL1Z0E+OtwfHqi0mcrUVbNvqfSnIWsumK+SIw+TRJvG9pxtuVjU+FMeUwSeeLDQuW57KErncnWZkjnx6vSosOlHE+RdNpDYrTA7FrtXApquoFfz0bmRZa1yu0aSzi0ji9W5kP8zfbuaUVgJT17Q5cLFsGV3gcYaljei6CMOVUlwjaWvL9+1MzILX9ztuT57twhMsLGuJsJamiqAEKnl2U2FAaV1AqClllpU6m3YDsnS3uz/NrFrOTYgVQpR2H2SobEVtI7tTAHUO5UVxYKxVaUuybi2CwubqjMLLlk4LDkqwOlP87vuAzKWjXde2bJai5Lgevn+l0LboUL+49cUUb11qmbXVrI3ij98c6XQhgRxdJubA4EuXPqPAo1lXkTGWZyFRhN9JlRaXtZG4mLlYGpaN5WEIxdXBBeYs6VTCYfnty5au60gp8TiGYgAvYQpFupgTBUtY1CBLypC8J6RiuOcTzDHhkkSITFdb1l1iWWl8SriYICYCmlUlQEoWVvPYT+deyZIpgk0JJQVGFQFJYzVudLgsuaoj7waB7wcuFxWVgikKQgRrDNcr+d7ovq0K7/3tqVAnn1eGLDVtXVwqvC+Olv04czsEbhaGlRXcj6W5uLYVLpb+Q28Ojm2XMVqzXViUyNxPictGshslk49cLWyxXNKa685xihIpSleIfe/pqtJMfDeGbzdzKgMbk3l9ylyfgYEnS0tI4r3O+Bt0sZ8cMQmCm0pZaFWxqjVzLradbW1ZWwGq6D1XOrFsirdUyudygig85doknPMsaosUBXBaNaWG+G5yqBR5e8p8eqFxQXCcA9fLApQkoVjXirujP3tdFZ3t7COrxjKGzPW5TegcYrE6jQGXizNiW1kOJ0eSiqWBL3aeF8vStbCEtTNtU6FUaebWWsnN0jBOpXlYpc8Eg9py02ke50xrHG1laUU6k0GKvGxdCWIqRnRJlLD1G+sYmTONURgCBy9RBKYk2GrJaUps6tJs++7kWFvBlCWtLo2m3x0GLhYti7bGueIacpyKiL0zEoXm7hTQEla1plYwjZFTEhgJCwOPQ6mBC1FcKipbNoJKFA+x4xRws+N0lnKCxIrEV4fIk1YyqsIM23Q1UhbN9OASy+ocKZzJNMfJs9KRN32kqSbWjeWUJK0R3PcO51yxwjUZH8tmKVM5ISWJxkj2GVL09FOmqSVKZKYoWVeSylZc6/ReVda7SJuLJ9e2liRTWo/eip7RJ666inWj+VaXg1JK/PG74vKw64sNiqRY1JzmwHH0NOcL3FlJZxUvT57WSjClHcllZxkS5OD5yb3jh9eFgfTuGKjrcurmnHk7e6QrUrQYI49jZlWXMHV0gZNLKBIpZ6wqLUt6F8+tJ4pm8/V+5Omq5qF3PPYzq9pQ21JOqNtiMLZKRYTwcJwKl3mMIGBdSx6HwKYZ+foQ2Fag2ppKllBT6lKyUaY0LYsIxmHky7vAspIc5siVhL0XiFxcLe+G4l3llWHXTyit6AzkLBlmz7vDiAvl5PvsquPr08ThNPBq1/NoDLeHI1Yb1o0ixMx+cNRmPCuDyuktciTJiuZcBnu1K//n50/Kqf5m37M7ze/rr3MULEzpwviTtwf2/VRII6uaH73YsJ/L5jQ5T8pNUf8oxcU5JTrNkdoEnC+yxKtl4tXesWwsC1thRQH73Nk40MVEDvnsQOJLX6JY2nJuGg0p8egzjRLldHWpuHYmg8qlj/F1lfnywdNYj8yRJBUhTHxxF7lsJMPkOE2Fj3yxFOymyLYRBFk2txACg890NpXcHxjnwDROvD44PtnW7KdAjIlHLXic4re7HKSk5KNNMZe2SpJ9YDclrCotCyWJ3pVy0OTimfSQaIw+ezGVvj4+ZRaV5clCFR8omXi+bVg1lsfBQyq9b6EwepRS3HQCbWuetSW01JJCn4wBRBHUS1lO44+3FX34U+Nzq8vP+29611QVy0rw5vFEU1ly8KXJMoJnmwohi6op5IE5la5/U6KEr43mdghsLbTLjmU9M2PpRMI2JVRrrCLGgDQVizzR+yKusCIhjeFqUdG74h55nDwhC667Qpl80pZm1MV6NGGM4dm65WZhkEryg6eLYp4WCk9YKcVGZcZQTtKqqmi1wGXF0iQ+vloyTI4nS8MUC/9nUWsuF5YpwLqR7w391pXkarlmdKVh2xwFIpX6cmVKZ71NV7M/DdydMtoUh0SAtjLcIEhZUNvS7WIM5VrIsx9YccHIhR0lYMycParKYXZ3nNguGi6rUmIyxuBiuQZKlDafmsSiqblaFoT8XR+odWTdNfzgUjOn0sJ11Zb+x601+JQKOj4Xa5zTHKlkxkWoZXlG1q0lBMmTnKkqy0YIXCp2Sb911fzKpl8fvFlcTKXO12jBfFbqPFlYHqdSTjhORT1S6H8S5z1SimJaNmeWteGyK3XK/ejwKTNOI794GEsLk1j6qH5jBbOqCxtGkdk5SU6ex+HcmDgkRhcYfMl3O6s4TCUXnKPg+aZhu2iYfEEafcw8DgWk2lQlP7s/OYZh4OgptjtnvfDgyqbRNZbTFM/NpvQ594ZGy/cP4ZQNFY6HOdOaokk+zoF3fUYnz10f6YeJl7uZV48D3kdiFu8VKVrCRWsYA2gp6F3iYfDcH4v/1acXDUIZXh9COfWQxBC5H0oDaxcSYyyL1qO5amQBXmTm4DKVKjn+3RBpdDEmF6KUnkKM5/A0YGXiYcz4mHiyWXK1bEg5MUbYtobnm4oxwP7Y85N3Pbt+4qItWtxi+aIw515JT1cWZUqdOKXEy93Mrp+ZfEAIuGxLHlybQrgZi0kzo//GDkfw5ePE6EqqosQZXY6B+744iK4by2bZ8tlly6Kx1KrksCFEBleiiRgjx9kz+UCtYc6FZkoKHFwmpUyKZVNZVmWzFKqAn2PIHAfHy4eRL+6+5f1xpRA0MnAKFZu6tPVYVYraKJZV6RL/jXRtLTI/O3kumnKqXqsZo4vbvMqe05QKIp0NimKOPvRzsTvxiZWVjDFTJ1itW56uEikmUoaUYPIlp25NWdhJylJgbxR9KDv442niOHk6K9kuaiqRyEozhkQlMrURHFzmohUkUdHYYmdzmEoO/HTdlrqyKS6Uky+glRBwconLVtHpyP0o6VTgcSoElCerpqQKXUc7RbYXW56GQEIgzs6EOWfuegc5c7Fs0anklyEXJ8R+dPz8vuR4T5aWnIt7BQIgoyktKpdVeZ6mqLiuJG+O7lz6KuiykYrGzNyc+9I+DIEQIgsbcSEX1DVkIpLrhcadgUXtHMcYkTkxROgSxUkyFL5vawpZP57rwleN5LWXTL6YsNtzT15jDE+XES9Kw+394HizH6jPPPIsJZLMpquxlUVoQ0WmtUWvqyWldOg9OWc6K1mduzPKlEgCXCz/JnOmseWkjaGYvq1by5QMCclHK8vtYeSh9zzf1DSV4s1+Zj85XCgmBZ0tRJ9liCyqYnn7h68Pv3pd/BNbcf+YRsqJLx4CMhbVisiR/bl2pkRmNxff5Rgjc5J8sq1ZtQ0XreF+KAu1kqmYrTWSprasW8tFZxhi2QGNhG1jcFmd64qJ0xQ4nXr+8M0JkUupACjCgSny//l6zzB71lbyMJXT5zA4XCz2MUqpYmo+lLx4CvHscNFQW82iqc89XouXVi0Td70rfX9sRaMFu35mdOXzxhghet7sB97sZ5YGslCkmM59khzvDo4UHEkU/+SuabhZNYQs2PcztdE8X9dsziWXb8oY37gwaK34aG3xCb5+OJFzOUXcPLMfHJ4Clp3mcN6c1BnpLSd4f26Idrs/8fP7kdvjiFHFb9qcedKSxH4qOEGt4GLZsKyKJ9UfvD7x6qHUqVtdNkIfS9loaQVThNM483iameaZP3l7InhPaxX3h6Fcy5Tfe2yt6kLhzDnjs+KykXDuAbQbPHtXyCq1KSWr2khiKmBhZ1URw4f4vuw1zMWOdj84OlvSinC20b3sLLMvxnXfpHdSSgaXiqBlLvZEp7mYK1y29n2q9zh49qPn/jCwG2MBMt0vjZKBb8WJK/nepeHgMsP9AaM1qypzmDO3fWBrM1MEHaYScmjBbe+47gwpON4cNZ9fGhZG8DgWP59KC0IuTYyFUJw8XHeKi6XFe18of27ipw+O67bknsYUS1Gk4dNLWRqA2YLENrqogzKZ1ZmHPPvIOAu2taCfIz6WnPM0B2qjIAV8yszTzL0vnRXCue1nayRv9zN3x5lPLxqslrzcDUwuEaNHSEVtmkI1VHBIgqWGQz/ycidwPvF4KjpbkQ2VSEW2lhNGG1qdOIweK0ovnW1jiBlGF0FKDJGXu4lawbGfiLn4Il3UJZw79FNBr8eRl1MmRU91RlhjFExB8GxRGoAViaDhNE7IXPLayhSjuy/vHT5908oFXiwVvSs57BhLD+SrRUUIkS/HYoUTwlmwoQ3j7DFSkZzj1Sz5kQZlK6BENttFQ0qJZVdz3WrenjyvH0f+yk3Lk+2Cq0Zy23tWtogynHPs+oxWjo8vF2XjPTgul0Wm6JJAnDdhowpXet0UILOfHS93Ezed5hd3PWMUXHXFgbOpDKumNB2LiLPBX/FXfuclWgoa4Tm5zOcrBTmfW37+8vHBL9xEBqFQuYjITQp8+Rh5vmkgwxgEnQj8bOe5qh2PFNrYaS59d24WBpcEPpzZOS7yZCMgZeasWVrFR53i7dFxf9zRB1nqh6rQ/bTW3J1mlnXRfipRRPXrtuzUvY+IFHnoPau2tBM5zrJYhMYiqldac90WdPEwBpYm8/dvA08WikGXEOz52rCbIqdx5vVjURbl6LkfCsljmovFZ5bFm/fhNDIG2OVcTOmExKGKEwOKr+57KqN4uxuwpsjojtmyyDD4iBKuAGJV4UVnaUjnVp1zEjxdVmhZkOublaXWiscps+lH5qTQ0fP6pLioBfso0KoY17sgcPPA3oHc9bRVIfI/nIph/OUqY40iZcGmLVRNEMVu5jhz13u2bdE137vi6KGRrJrSVOxxcMQsWbeSRV26289BsNaeP3obWdQzVhUw8v7Qs5uKv/Icy3tdNIqjh4tOcTtEgg/MTjA5zzQHVl39vjl4EpKrVc3aCl4eHFedPmMR4n1ea6Tn7liM6JaVxBrDdlXTasF+Lh0Et11NSpGQFYrIySX2p5nKKraNpJ8if/B2BEpzO62L8+W32p5VCXE+3UpYllJmco7ZJ0IqHsBCWL5/UdovWlmK60IIrhaZzbKlH2cqs2DVOo7jTGUtKhUAZI4CYxS1ctyOkqeLUndzMeFSMREzqrCDKl20ml/cTTxZKpw9N7OK5WFcVpopllacd05x3WTuMCjgcYzvnSKNMVwtYNmU3EjrYoezqks/GSmLkPzgLFedZQ6JYS6nV6Ph9jiTZRE7nFw8+1lp/spNw5gUFzJx9EUUcHIR5zxzEixlsW5ZyPJ5VrWhUfD6FLg0glFa6pxK2xKjeLsfibmY68UMVwvDqmt4UX+DFheP69iX+uyiqcBPfOkVT9pMkmVTmJLgk8uG3Vjx0bZBqWKiF0Kgq0srylZr7kbJD54U6ulxmNjNkk8XhjmJootuS/PrRaXKNVy1xBR5PE24mKlDMXP3KXOYAlprLtrM5EsrywsrmUMx8hOU+7mqC2FGiYq3R88n25qYBb0rfmI3y5rj7FnX0FpDZQUyJ3Zz5MlSnAUTjmQEMdbMSRRIQCmetLag5CSkrri0MAXNtjV0taWWmSFkpuC57HRxQ5kEn3WWy0X97WZO+Zh4PE5sFjUXi+Kud9F5mrPzwKopOczgAv2ZigbQTyUXiTHSR3k22pYcnOBaQFMbkBoRHIchIoXguoWTF5yC4+myYtlYnqyLN5EQojQ7lpJPLhJzkvRT8ZLyGRa20OVMLoJ7LUfuhkAlEutFxzA7alNsUUIq7Tp2o8OGzM0C5kBp/qQltrPM5z49SimS8xhjCD6w8yWnWlalS1zj3Jm+qJmlYKUFu9PE9bJ0vK8NHKeSe10uW5ozoAdF1XIYJS9WBmssbQjs5si2Uex6S10FFufeQqc5MM3+rF0tAM6i0uX0qgRzktQSdhherDxIgxC8J9ELYciiWN9IKWmUYx8lznn+5M2RZWNYtZardcd+mHFJ8mQhQRkaGdFaFZ+tupSUhmEmp5Kv1kZxeW6JCZB9YN0Iuro6t3opHPVDLLVnq4rxQHcuNc2+lBafS8UYQJALgeJMJZ18KhjEaeayK06UnckoVUDOmAVSwHrVYYgIpTFSFBdKK/CxqNMGl8jBkaXmZmU4TYFOeF65GWUqhgCtLG08tVLfbuaUICOkJKcSNaSUGAM8nEayKH1jSohWTL/GkDmdeobJ4UJht1y38GZIdDLxdFEkWels8fo4BnIMHMfimPFsmRGqWLKcpsCmjfgUySmhdAGckJqawBDKzm1UIa93ITD5wONp5DB5kneMWWPUyP2YuG5Lh3IrEg8nBzmy6Wp+fOu46QzHAPspsa4lUyhNq/tp5uud47MLC0aTvSfGooaapuLdNIfEqpo5zpnrheGLh5kfXka+nhRPF/rcj6aomca5AFlGCfopc7vvaWtLTr50VEdwmAVWBFqr+Ppx4GfvjliZeHuYeLpdUCt4c3DcHiYWBt4EyYtlYs4CSySYCu8DXa1J5z62ShR0e5gcPga+ehi5bDWqsVyvGi7ONWUf81ngHjk6wfHNPVmWz3BPAbi2jeboI6dhZtdPuCj4wVPB1XrB7WFknGYSgnWbOLnAeNYcSwoyXxq9Z/ZRAgN3pxko/l8hw6q2ZCR3h4FpLuDXYyxlMAR8fFHqryklehcwElyULHTi9TEiksNuFxzOaiuf4dlmwbIpFYScSvcC7z0hRR5nwV9dwcvHAaE1V4sSjaCM+WXr4oNfuAlRutIpxTh7hBRsakUWhSVVPH0Vy7rwZRcGQlQIUbFVpcY5RnjaZl7vPXOIaDewaGoEsGkU/QzXpgi9XYKlEu/bUFgl8amAT6XuSyELnC1JLr5x8T+MjM7zMHi25+55ul3yRCRe70uLyXfZsG0NjS39hV4+zrRVolaS4xwY5si2s+XBJRNDxFaWTT2XkF4LDn1gN3iWLnBQhkWt2UjBFDNNjlyuWj7PMGbFi2WisgXYs5pCr/ThDKRJvPMkFNtacdc7Tq6omYzMfHE/sbKSymierCp6V0wB1o1BGsumKZ3l+ygxcWJKlnmeQWlanXn0AqWKgL1I1DJSlYjj5BKGRO8i1mZu1vVZ2piQ0nHZVYyuYmng612g1dDVdWmRGkrHxEpLRK3RZkGn0ntpnpawn0qt+jA6rCqpTlsVb+h+mjlMgYVVjLEcBJ0t1EghBDkVb6+lUdwfS0qRhOJmZWiN5OiLjPM4F7O/KcJ1a3h7GHnVB2TyuFwM/q5qzWsXztJGT1tbFnXmzWOpSSul+N7Nkt95XursY5x51sHtkBjnwHmH+XPHB79wjSzaS6MEc4zkM5l9WZXcMLjibCGlJMWZ26HIyT696ph9pLaa/jAyZFBacmHtWdlj2c8RrTSNLShxW+WiCNGaZW2YfDz325XMFOF0W0m2Xf2eWN9UZUOBYgq2biu6SmPOus3JlfrsotKsG0PKRdH06dWSm3Xzvo9qzplFU0ggg0+oYeRhyjxRniEI6goqVcLxKwGogr4+3XQlMtDFg2kImU+uN4zjyMuDp4mezy7bs9F3WbybtqI+u0Mq0VNVFcYlLq3kTR/ZdBXL6shnly0PTtDUNVr5onyylsYqxlmzasr9+em95UpEejRXVdlMN1KV7ny+XOPKlO6ARympq8RgBLve8Q15pneRq1YwJHnmoItzr1l4uulwITH5wH5wNJVhWVe8ngPXreS2T7Qi8DhKNo3l8ytByokplI35dS7kl9rqc1oBy7biQgle7UasUedyViR5xzAXXvfFoub5utwPIUo7lEZ9k/9Kurpiuyipy8lFgvccfXE1qXS5z1ddRYihRB2q1L8zxRb3m9pwRrJuDE/OXRAvOs1Xt99ycCoDPniyEVRav3/I51DI8JOPpXWDkPQhsakUWRbjs68fe7aNRglBSMVVLwtFexYCWEoRfdkYhsmVzgaxeA1NUjCOIz3y3AO2tOYovWVLKaAxisPgOAwj+2NPWxm2jSELyTg4bg992cFJWCOLFWpIJO94ONcCrZLsZo8UgkWlCsiiYFSap4vijPhkWXx9R1/qvfuUWVcQycXY7TCzbEq+5Z1jkpnbIWDSxJDsWWKY3nOycy6nSqMFf+924K/Z4j5pTcWTptRiv7g9YgSsWkMIpUOEVQLnSq05uIlTkHzvesFfqwxVVSFFf0bOPZXK/PEuUxnJ01VFSvAn9wOfXjRopTkNE8fRsawVctkR3UCqKq7aIlKXOSJSsTPtx5neFZP4YS7qKFYNwzgxO8XuNHKzbllryd3JcziNIARaK7pKszDl/8kyME8zgszsNbWtin/0mXAxjiPoirmfSbGUfe5dIKbIVVfR6oJ1RF9y+P2xx+eyoRKL4MPNM15biCVtOg4jAkGMiWEYiNIUEUVXzPEO/cDXjwOfbyvudif6pinGCdP0K9fFB79wQ0zc7memOfB02xUiQCquHkYbNLEIqReWnBInASl59kjGcSLGc+sS7/jJIZCDY7tq6azi64eRrtJcLgx3J0c/zhglCi9aHPijt0c6LbhbdDy/6M52JYnH8cjLnePZplD0Ho8Trw+e69XMzwfHZVcoc6fRo4VgmBzWGLQqTapePYylradSfHoZ2Q2BSsHDCVKWaCWQZweHYY7UWvCzMaCVYJ4m7gbPx9syn5jLzyol8PPMV1NCSUlnYO8EH28CD4PgNM6kZXNGqE8s5uIlXFz/e94cA/f78vdvXVfk5Hm3O/CzO8GnfaCpNId+5B98HXBn+5in6/8vdf/RZVmWpmdiz1ZHXmnK3cNDZKQoANUN0SAJ/mvOOOGQcy52AwsgSmRmCA9Xpq46cisOvuNW5FqonKDRK8NGtSLL3c2unb3PJ973eSs+Hw0XH1Hxwudjz+gjIXicK7hqCqqq4LFP7IrINEfuzyNKaR6PA+e+55PRNO7I//ruzHXjeHO1YgqJ++OAygkfE+chYHSmMIp+mPjlIOaBpz5xVXpSglM/048zVel4vMyoHHl7s6UfJ557T8iZ1xb+4dOFmCNvtsKi/nSaUCRUilyi4W9fSZDXnKQkfj4P3J8GfqlKvtqKTvvzaWZTZJ76iFIZrQSNk8K8BH8p3h0mvrs2HMfEvoTKZP7xYeLtJtBFBWnkPIjKap5m/vxp4L98OPL765mfk+fHpwvKuuKfOxd/9Qc3Z2gLhbEiX3OF41UjGJjGaQ5jYFVndm3Jw0WCk0xR8aoxpJypTcY5S1SK399o7jvLtikpreKrXaKpHNYY6imQkuwP29KQsuWrjawrmqZk35YcpojKkY+nicqKsSGogttNpq4K1nXJ+SirCasy1ysR30vsiGW3qpmmCWMtX+8EpLapHNY6jv1IU5a8XjseLhPnMaNSYr8qIGfBsJaaHx8TN0qzW1VLEp8welWO/HxKXK0EZ2O0pqkgKMvaJubCcdVIafb+OGBVBu34zXXNbl1TFLLSCVx4tW3Zr1ZsK40aA1crhzaGbq65W7vFrxxZNxXbpmAVI3OUg71rKpSql9K/pK0KvA9cguKrraOpa0KIdL2hrSu2leU8y964KcV8vq0XVVzn2S8SwDEKV6otDG+04XbbUNiOz5eA1RN1Yfh4mvm+LrhuDffnROPAI2HfKWXGqPj6usYqARHMMfLVxvE8RhIF3xfCFgtZ/l2nZfV0vanYVA60iEpqp7h4xTeNAN1Lq4gp8+n5wuglcaOuHaum4i7J2/x6VVE5jylKypQ49pPEz2wrMhJA9nY7UFQNb3YN313P5Bj+WRXGX/3B1VpxvW0pjHCkNijqwnE5D0xBPI7OWro5Mk0zQzJ8X2uUcejcM2VLa+QNdJkyznjuFhj3xUMisG0NVVVwta6IITBjWRnJ0Xm9a2Ry7Bx7NfHcyRtjW2meZ8XbjeY+ONalqGI2texGP3eBGCKrfcv3NwptxK30+eJ51WjenRQqjpymzN+8WmGtobGKMaolhCozZ4XJCa8sKk1cvMRvahJucclcZtHL9h6c0Vw3jnfHmclPvNpUC2fYSJbSybMrJRdYL97bwUvLURSOfVvy8TSRleHVfsWbVvP3n7slEQHuNo51LW+d8xTEvB4FIF+pwPOY+KpUGK3pvSRPGC9ca50zl6RY1xmsoXCGvam52TYc+oldKw6w23XFZQrUlRxkcl78xOJxfd9nbpvAP346MU6eHANRO64WeF7WlqfzWYALQ+SqVsLXtlkA5T6SnJNYkinR5cT1WpLuDzPc1JJMcJkCz50nB7lgM5E5BvkdJcmzNVpkmUop0jSJ5ltLttFOLZ+LMzgrv7eYFTfLhVsXPecxMCxHsyosd/sttVNMS5zor3od5IwIsM9jYJflg+/GiXEW5rG2lqu24NhPnKbEb68lNkPlkcfLzKs1XCbZwRYq8uRlJREyfHtViQMkZ9alJcbE45DZVx6tixe98cVnqiSrh+fes68U80KFCEnKoMcusFrw1U99kDyaxYo4a3ESTT6yrQxVVfKHMvLUy7DCOUcxi9E85URlFJ98xmbPL4PmzTryyynw21tHLg3ves+rGNBFRWHkH31VGT6lQB8S+8YRomJVF6xqXtCrIDa2mBLGZEhwGUXul7UmVuKcyTmT/Mzni+E0BTaTJ+bAOM1cbTPf3qy5XVW0dck4B1SKdLPmdlVSFxZrHW3hiSzifBLrpl7EGEAM9HNk01Rsascvzz2GRKuMGBB8oDaK0xhRSrN2iqaUEK27NnIcJU2gdAqKil0l6KHCWdZO8bOxbErZgz9fRkIIVE6kkw+ngddb6JWmUpFfzmFJGpDqqPcZhSCKVE788uy5rmG3rnjuRnyS2JpyGVLFZebyeBav7zB56iLx/qj4zg2EpERN1w94BGHbLrbPbVtiSJwH0X3XTlxVpQ1cxunX7Q7KCFs4xMDz4JkWQX1OIlS/2TQMQQzcIQSex8gPn88YxRJ7qalL0e8mZblrxJKWUhb8Sh9wOrKurVj8dOD9MbFvFTlF/vgQ2VaaUxRLnCPxNAA50k+Khy7waiPywNJqUs48dYkpQGGF6j/4LPY5H9EZ/vT59HJbl85wuIz0s5f+fYnDrJ1BoRlTkGS8MskbJYgN8aGPXOtAXRjOU6QfPR8OA03p2JSGpyESYsa5gtFHToeRV6uCKUpER6U0Q85sazEXnIfAj089pMhzl/jz08Dfvlnzu9sVt9sV98cLf36cacqRQy+sZoDT6Pl86GkrS1NahgB56jkOcsm+2nk+njx/+0ZmBzpnxiwe8cpJgFZVWKZpJIbI3308MYzCGu5m6e8TmtJ6nFUyXZ4j+23FJThs9gxRcTqPGK0YJs3KwckLDvUfjx6nxCxxGUULvqudTO6N4dXaLskMM/2saKxsFU6TpgBSyvx8TGDmxQYpirEPp2mJVxEq49W65ClHHnvPXe1oa4cxlj6IiOOHU+C7vUAFHy89xz7idOIxaIYpYMhk5O9zRlrDX/VUGUShM3oZdvwyi1sDLSKFdeUoigKVIn7b8tW+oXYGq2XUf7uWUOb3h4HSBrpkuNaaaBIPXeD1tmRVCSzsNHqyqbiyiVfranGMWKxeYhUryYItjEx5v8DOCqu5zAGfwGjDv3yzISQRifRB3EfWGm5LSbuv3IU5CngsZiVERGt5tbWkFBenjsZpjSsiRWF5vTes6pKiSGwqSwZQ4mAprWH0kr3z9V4usv00i5XQWiqn2bciE9y1/wRpCyFwqROvtg2rWt4elylw21i+v1nzettw3weu1jV1YdHasG6EdFjaLwwtzX7T8GYjCQNCwlS82UFUmtu2oCw8MWumIKXj1ap4Ub71PvF6U3Lfab7a1hKEvZTvKBjnIJe3WkLVYqSbE3VdcO00n87iGPuC3kkpUe3WvLUQsPy7b+QC2bYNbRnoJ89mVVF6+XmvNi11ISu5908nfjh4vrvb8GZTktBidl9yq7pheunvrY2sCiNB5ZVDKcW6kM+4MAKrVwpebxtyrtm1I4V1i3zWUhfx5ZCmnNDa4P1MXWrQhm35l4/mX/3BzVmwpcMc0Ouau3XFvjJ478HIimSYOpGwuaU30BZFXHTAAg0vCysHzkgfKuL2iaZwNFXBx+cLTkPhLIWVvV1YVjmfu0ijIlUlOletNd2yu9Vacm4LIxTJyPKGcEIRbPWXw66ZQ6IuZRLsdKYp3MubYFNJiXoaE1YJMKC0hutNw+TjC0eqNYp+gpxgVcJxkLbBqExpBRIex5HCWawRnrQ4kiSnlwzbtpQVmhauUsxKLqBSSjnJIYo8nnuOI5y7gSFk2gVK8DxIGsI0Sz9828ia7TSIo2hTu5cdpVKKb6uC87j4V5VeAHb/lFyXjbCwvwSwl054XZtSL1lD0iNK3Ifi9RrmJJfettQcek+yZhHmyPqrcBadQaXM5/OAUtBW5aITl2jP4ywXWLPopUtnqUqxKForK6unfmZbGg6dGEn2jawa3WLAKIygWftp5jJGXq2cTPv5JxLKMAlgPubwEttal6JPb6qCcfaUGn7qM6UJZCM5SPLa/W9//dUf3JQyOQZSytyfB4KP3J8G7i+ef/vNFq8C7w8DlYGcLWUna4T3F4/JHqXEe7qvDFkbni4jH08zlcn4JCKKb63mNATmeZIwLyUPn1aZzwehOPzSw806vojDHy4eZ2Wxn3NaLHsynDgvpU8/ej5OHh/hm32kC6LxPfUj3RhxRpb/Slv2jSUkxegTTmtGHzgMkd08c5oTw+ixRnaT525Aa0M/Ly1QhuMkUsg5ZB7Oo7CUjKW2SzbrAtrrfSbFmf/0vuNVK71hSonDEKkLTYiZTal46kaOg2FdiFHee8+pn7lMwqJpS8txDNRW83DRvN1EPjx3xAyrQgAA21qYX40z9ONEW5coFXn/dOY4RHQWDfY8ez6fJvRjT1KaXS2/j4RiW4t3+TwGcvRcpkBeYHxDkGnsUzezrwbeU3C7kkGl1fBq03CeArMPfDrD7RJx+tOTpOxd15rjlJjChcsUSWh2leEwBFJ/Yg5i5L8MQurcVgKl+/l5lFzcKrzsi6ewxKc+zWhX8N2NkDB/vD9xHjxGS6Lig4fZy169tIZ/8XrNh8OESpFz3xOU41/cyeSenH7NoV9wXHg9jdXkwrGpHV/fJG63q4UnpNE5McyeH556fnPV8N2u4HMnb5Ivet/fX5fcblvCPDJGoTVoLQqXu5XlNEpbofSCajnPdHPgX3y15Zvbesmt6fl8CWxKjV0mhUbB8xTZGiPJ6K17STu4zSWjjxTO0VZSQaAt21qSBmKGb9aWpAvKHCFlCbCyhp2Fn44yDDMLqWJXarrBSKym1tSFlTIxJz6fRl6tC2JKUlYrCUHLMcrbvrA0DpSx/P6mxFnp6ytnqMtMivFloPT1teeuNUxJ82oroVw+nni9KUgscR+14HEP3UhROLZtyb62PPUz45x4vZV4lcO5o5sjuxbx6GrDtvT88cHT2IApSr65ltAwQwTjMGrEWjEq7NuSaZr484OIVnatewERWA37y8AYFddGwrbC4cKHw0BlDRn4+rqhNJohSsn7dlswRtGv39ZC/VwrJfC/WFAbRVKOG6sYJsP9ZWK9DMdSVvz+tmUKUTBGc+S3m5rbdc2u1PzpPvP9bbNEtUikZ2VEJhuU4bc3BZ4VpCiAw7rk26tIyplDJXlJ+82KzcX/RebUX/3BVUqhwsz9EIgorpuCrC2VFSLfl73Zj/cnrJYb+P3TWeBm08xNW1Jaw12jeXeceN0G7i8RcqTTcvhsP3HqZ1LObJsCkyNDTJQmsd6IGyUkOI0jp0EiK0NyxCDQupCEjLGraj6cxheFT1YGpxXjNLBdtYD8PfsiM1OQx5GcFb+cPSs7cx48n08zf/PVhjkkDl4S3kNaKJFG8nPO3UBuZFddGMV59GgyH58ujLMMQ9Y288M5YYicp8TvGrnFu3GmSIkxgjIKQ0Rrx9gPnD1sy4QzBf0w8SEYni6ChdmU0j+ex4BecmH10lPOIeF0IOeEVoK5HZIo2qrC8u4wUihpPy5TQCOKt2GYOHZwt86UTqqNkGBXZT6fPK83ieOsWRUjn08jwyRv7ylE4jBzGSaGSYQshUp0zmGmWbCtMZFj4KGPS0SqYd/WzPPMj0+Zu03DrtSLHkBxOI/81Ae+v2mJ2ZLDzOch0fVi4uicVBFj0Fy1jkM/0Y8yRf4hZ5RWXPqBh/NM7RQzlkILsWMYZvqQuWoLPl88161Cac2lH/jwrCQalsyxm/DJcLeW5/FXHWxNzvx0kAleM878OHgqqwnKsClGpqwplOMwBN5uS67XJYMXEfu7i6d+PJGNozKJh8PAw8mwclAVwkPaOuEUoRQqCzLz83kihpnTFLld1Xxdy3T4sfMQPUk7fAiMUeEjWDzHIfHL88BzLwSLCLxaO1LO/MN9pLQT2hX42XM/JVqbeR4Td5uS1il+OUjWq9aiLX84T6QkaQPDZSQkxfWqRBM5zlA5zzAXfBpnfBDUSh8Sr1Tix8vMcYjcbUuuV2uOw0zUJSovKi3Li7f3Tw+BV23i7z53XFfwp5OhG2bePXV8vZVe8Ol45k+T4tRdJKJUW0w/M4dIVRZMc2BdOz4fek6dZ/YTU8h8OPS82bWolDClWN00iqfzjE9KdrfO4EPi08mLWwYI3vLc9YyxoFSZ9ypzGCObUmGMZgiKrZG4j26O1GrkwwxXK3mjW2t4va0YkxII2+S5zLCvA8cxYiaxObZVwftT4DdG8XieOI6et/uacRx5/9zTOMU4S07TLz4xx8j1umIKkcsYiUHoK4dulMpukuSJh87TVhN9FmBgQHGzLtmWinfHiWM3oXLi58OIAR46TyYRY0IjAp/xn/cXAKC+QMX/Wr/+3b//9/n/9n//f3BVW05zYpo9ZVFw3UrJdhlGEpo5BHa1/Dej5Gf66eHIVVsSspD6vxi/e5+YY15USxIG5ozCL7yilBJKK05j4NWmlvXAIGDsiKYymbMXw7wMUiZqp9k0knVqjERrKmtZFZYUZqJetMSLHa+qJCG+cpaYFed+oHSG58vEqi65P15Y1SWvtg3H/ovwXZIAHBGPeSFNDkEECj89dXx3vaKfZimBrWHVVIxzkOiMOQmGNoqcctuUfDx0XLcF//DxyLqyojZzlv/87onf3K4ISfbMOkw8DIk/vN5QF47T4DlPQUp3n7hdV7w/jqxt5uN5ZlValFZsK8ccxbzhnGNbKE4+0xpJQpCBnqYt5O1nFfiUiUkiLh/6xOu1qMHenz27ygjRczHj1yrwMCRUTlyvKlZNxfNlIITIEDNXS2SMMxqU4f3jAXImKMtvb9ei2S4dvzyemGLm7WIqOPSe68by2HvWpaVyQvTc1svgahjZNpKA+HCZ6CdPiolVJSjWq7XAB/a1kyojJ94dRpyBbe1w1qJyoq5EJGNUEkHRYoC5P3b87tu3/2tO8X/5b52Lv/o3rgaawi7BX0Lht+pLXKQ4T5wRpZEk5kkPOc8z/RRE6UMgJTEoiHVNdq6lM2itGJWiqSRy8pfnXuBxq5pNKbavcRZRgHOOIkmi310rvfHpdJKdrYrEKGSIWiWy0uxKQzcFMsJxMs7hTOI0aPZWMYfML4eeVWFkepoyc1IkP+GzprTSSyoFxgj3d1zws7WFGBMxW9pC/v8KLfpahbCA788D0zyjtMW1JTl6SmdejPAxRkqr8UkA884opjmyriyvthVXiwvKOce750ipR8hLCiBCm7iMgWGe0FpKz5BlCvx618h6yCcaZ15YyEPIvFoVfDr29KOXabbJrJuWSz8u6QKZylrq0vHGioVyDoGdEydRzhJtusuGd88jyYtB/9CNpCw7/VM3crWqUChOo2dVSEbw4BP7plg+V/Wyi21KxyonPlwirYncrgrWbU2kF6mtUZReZgVWCzTd6MCqstxtaoZJYlLGOSyySHnevswDgk+0i5AkZmkxyHLxzzNcpkSIstZ699zz7qH7dSunRh/5+fORz+eRm3XNunZclOIyd0xzoilEYvfcB1qXuT9L5kxKiX7O5OD508FTIDewVYqbbQkZ3j11tIUMMC7DSEgSvxmMIR9P/P2nC4OPfL2rKcqCfe34fJbStKkKTJr5f/9y5rcbww/e8HYT2LYFl1Gm4V3fMyVNCJ6MZVUZWEwHp8tIBFTOUIvbaCwKdJr5PFhaK8L1H+9PcpunxEEbTl3PeU6sltzesrDMIcrb8zTx8annMonwZJ5nLj5zvaopbeY4ZlZVwbdXtTB8Bw9Z/uxTN3Pqej6fel6vaz4cR97dP3GJBX+4LjmPgU+ngcvocUrxacz87roGpbi/ePz8yOfzxKbUjFE+f7SF5HlIitmL0i0h/OUPh4HkPZrEadKcz2d+uUjI99dXDZvKMXi/UCwD//ndEwr4elsyZcerXcUwed4/nphiYlM6xpjZNRXbEn48BnJKWOf4+HQhZPhmJ9Npo8TMcexGHrrAH24rKGpKq7mr4d1RmNxKKY6D59Kf6Kf0Yvww1lKZzKXrxOjQFhideTxcuL/MXK0kVXJMlnU5UTnDx+eOIcA+I6y02fNw8XzbD7x7GnBEDlPkbl3TFIbzNP+6lVPWaHarkrKu+O1N+1IKa625P49MPnLViI/RGPPy5s05892t4mpVU9dBjNc58rkLrCsrEspCSI2n0dNPnsMQWZeihT4Ogau25HZTUhZyQ0umkPTEYu0r+DeI4P3NNKOtJP+NPkhcZ5f5eqNQTSt8p1LIGq3T9CGzcXCc5dKIaLY1eNuw0xFPQeskiDmmhNYSWI1SfFUZVoUA7sZhYIyGb2qZ6pZWxCbbSloC7z2vtjWPQ+a7GyQTGMNaS+bQx+OItYbf3DScVgXGWK4aR1qSFd7gSaZEm0RhDaWzlGXJ/+XOYpx8LnebIFEsc2LdluwNoC37yjDEgnn2zE5M+JUTocTdpuTpolg3JYXq+McD/PbK8c3NDdZa3j13jGMgK8XduqL+3SuIEoJ2Vxr2TcmnI6ybmm8aAZ1HJDnvOEQhezaVaIRj5Dx4qrrm+8VPPEcgzpxGAcn/z3sn9JQgSqjbdSWElcnjnWVVgitKWBISjr0oqe7WlnVleOoCM5pt68SYX5R83zrue1llKq357U1BVS4Mq7ZgVU00hcWZiVWh8cqyaeSZG//Zd+1yLv4POHv/XV/OaNqm4XUh4oIPzxdOU+bVWsQAl0mgYHUpU+anbkZrQ+OU+C5DXPoTSV1bV5Z9W6HV9JIurhQ4XXDdRsYkfUnOiTkabjbtIqgQHe1hjEzzzL4VIcXX12uBYWfFtpKS1xiNa0pu14E5iVxTKZHrGTJZayrtCarg9VpxKi2NXcBjOfLpnFBZ3my3qxJLehEgxJwFp6ocr3LmWFi+KzVVWXLoRmH2tnKJOTXzEA3OOralJ2DQCbQSp826rtBKSb5O1rzeFtTOsGsrbroRlRN/ehj4n24bJl/yU9HxN6+3ElpViVKqLQz9rNi3ohjaNuVLlEtZljQ5cl58vHPMGJ0pHawLg1qJlvs5l/z7ry1RS4zmHCQqpagKDJEpKW7agm42KBO5Won7aF0ZCtvSFprjmLhrC+rS4ezIplAkUyzZtSWVM9ysJHAtpYQjcvGat/uGthI/8eBHVoVBKcHoxBjpl/3szbblphVOWQhhgftZGR7GzL6B19udxHPO8HotYo96CvRj4NyL5/pO2+UyEVnsurbcbCRx8tVWqpSYFW35KzcZ5JxJYebvHnrJt7GGN2vHYQw8ncUw3Q0TAQF393Pmbu34PGQ+HweuV562Ljn3I/0cGWcjAV79xBAyhVVoJeqWqizwfuZx2TWGlPjh8wHrCiH9+4RNgccuLLa1ikM/ogfD4dLxqC1Ka/a15X6cmYPQELopYfQFYyTepNSJ8wy19Twpw3XrGD089aIumqZZUvDOI29CzU+P4hs2WuFD4JfHnjcbx3FWmBx4CgbdjXw6zUzTxGPn8fPMeRa+sCaT0WxaGebVzvH5OFIa8Z1aY6hM5udL5vnccxlmLpNUKY+nC/drmRh/PI9YBVM2rJzwluuqIIbArq344fNJwOdzYr+quFl7pqSZpoljP+GMoV6S1v/+45GbtuR65fA+sm5WfO48p27gqfdc+oG3+5bT5Jn8zD9cekDg6obE/cUzzBGbPe+W5MbDxeGM5njpuETN39y1bNqaczfy1M2MAZyKoAVhk7MgiZLSqMOZ5yGwKixTTPTDRFlaSiL3XSDGE8ch8mpTcp48wxSWqX/C6Mw/fDyxKTRVKfLH908X5qSYvfTx21qzqpw4iJLQPMIyYzDGMI0T7y6eEAO72vD57P9iqfxXn2TgY+Ldw4l3h4HSwJtNxW69QiXBmAyTx2eFzpEpJLwfeeqkdyqW4U5K4sBwRD4eBn65P/LxJEONpiwkLNo5nJI0gmEKvN5WlEZz7D3JT0LpnyfR+eqEMZbGCtf5cDzw1CcskcaJXO3YzaQo9MBNpbFWmEVWw+AzOs2LEUIykO67QGWQoRNykeQEISl2jeVuW/F233DVWEBYTysjE+KHY8dP9ycu48RlmCTZQWluW811W0rJV1p2pebhEnk8nfnpoePzMiDK0fPUBy7dwMfnC58OHffHHpvFXqcXYF+txU743b5EBGaJyshKhBT4eBy4DBMhBKyS/KO7lURsFFYObVMVfLWrhdusZO31dB74fBogBpLSrGwm6yVAPIqFUinhZc8h8tQH7tYlr9eGORtKDd/cbNi3Qvycs+a6FKfP46nn06HDacVVrSVfCQlcI0kJHYLkP9VWEiCaJUXi8dAxBMVNY6mqipvWvrCrbtYlxsgUflcX7GoHSjPNksx3HISznJIIg8aoKAxsKicgfB+5jGEhuiSyNly3IqwpjGby/i+ei7/6N65Wkpj33d5QlgXHKaH0yGGIlE5S6t/sWw7dyHkMHOeM0oHdquV6rdmtGkiBH6Pko95tS3SOrDMMUcBztqx4YyceTiNpQdlqJeuhEDNT0uwqxefZEEMUQLtKeAz7MvK/PRrethC13LZf9K9NIVpbnzXXrSMCNmXmaeLnw0xrJ663a9ZNxZWRB60fZ3kLxZo320piMHImJJFSfuokiXBXZN6dFDmIsMEVBUUS1VFbGdoCPneRmsTvrxzHWQK5Vi7SB8tv7wqawvHYzS/a6rUrOE4rXm8dPzyNPE9Qq0AXJHTtY5Qh0+AFZhYzNKXYCKuy4GZd0zihbh5GKIuZh5h4/zyxKmDblPiU+XAaufiMy5G6KrEhM8wBZRwblfC25Pe3mbqq2U2SdXy7FVNGSgmfl1zeLlNZRcAJUtY7tlpTlRatFCgl5a6P7NaGuqp4s4UpBKyCblZYIyFiIUvO8mWOxGVqbYyV1MV1S2HkzewXpVlpC7RacpGy4mrTQAySWpEyu8axqgo+nSZqJ/C/s4dro2iKglJnulkiTFjyis+dp4uKG2coyvLX7Q4yWvPddU3vK7b1P43x77Y1xEDQIoyfs+EPr7d8d7tmQVLzx/szb3aKMTje7kp264bKwM+HkbXTXGvokuZawbZtWFUlb3Y1j534dbdNwddXDWkpTL6tKgqjeDj1aCvDolWz5/9kHT4mlJKHVuDhxcvb3idY1fJwzLNnbmr+4Axz0txtKrZNibWWNkYetWJbysqmrWRgsqkcbVVSOsPNquT905lT0PzupsDaNT5lUpDolDebUvS5MfPWes4zMgNA0u4fcaxKuFnXOOeIKConOTidN7zdZTbrlt8Yi1XwX95PfF0oXLsmasfX+4qkNG+shejxedkn1yV/89WOyskjNc+i2TVk/Lqgm8PiepKB4KbQfDgHvruueRsErjanLMQKE/HZUMTIeYZSJ9qq4DJMGFvy9cbQR82qSRRa8dxNfB7gtlV0WJrKoRCmcwhymL64fIwWV9OrfUPlpCVyzkm0qpd1DFhyhptVyXm5YJxzXOaw7PsF1Vo5y3W7EEFV5IKhdFCQsUv8yqqyL2s9Q6Zf8pX6aHi9Kdk2JY+dJ6VIFxRfbQreXO+Y4/NfBKL/1ZfKKWeOk5Qb0/9PAFPrNCOOtYU5a1Yu0/tM4QrmkCidYZyCYGCGifOcmeeZsxcRRlM6SW/LItnrRwnsGkJi8kFKTp/Jyrw4e9pKhh9dEFdKVoZuEIbv50tAZwGqKS2/3GPv6XxenEZiT5y8GLerUrAvk4/8chj4+f5ASFAqcUPlLPvFtpDhUkqJx1PPqZ/5cBghRZSV9YrOiUuQvWzI4l7KObFZNWyagjmKTrlwBd9dNSLqmNKLzru00ko1VtN7xTQtIc0h4EMgKk1ZFLxZGaasuUyRQiuGJJbHy5Q4duLgCgnO/cC748Q0zwsh8Yv/1qCQfrSLmtJkrJHArV+ee8Y5LBpsoXx8mQfELDLKMcCuSC9EjNqJMMYYzdrJ3zUnOHQTD5dJ8nmSRLTkZXedkpg4ulm82FMQ11XlLE7DaZw5DhKZ0nuRTf7xoedpEXXMUSb1l3Hip4cz3ThzuPT86dmT5p68ANKnZUD3JRo1psR95/HBs21LXi+T49ELMdI5x7pQMpybZ358HP7iufirP7jWaK6bgtIaJi8H+NwPHKfIm5Uh25LWZk4zfD4NpDDz82EkRklF2zUldWHYN5YxaVSSh9gY0RH7BCEGzrOkgYMiJXEObUt5qC9TYIqixvIJ2tKgbUFpModRnEDXteaX08xpkHVPXVjq0nC7cKfUMkS77yIhBMYovt6oNK2OHIZImEd+OfQ8dyJEGHx4SVA4dCM/PnacF32uxGoafPC8O86USozhAhQQD6q1llUhe9UvOJZuCRhzRr2Unk/ngR8ee6yWYdZlivz8cOLPny8YoyiNJqfAf/w4MAyDcKbqkre7mjf7FftVCSnw6TQT/MRPTyMqJWYfKY0Azje1eFHjYt0zJAafOV16Zu9f6JBzTFRGUucfzz3Pg0R0RkT5dvIwLcjbX57O/MPHA4/HnoezwOK+VDpGgc5JeNWzRL+Ms3yPxZLZazUvYDlhJQsNpDaK7WqJJtGCTjVGhCp+YWd7L9nMp35GGcffXDs+XDJPp57KCNhOxB0SsKaV6L2HOXB/GujGWfKdh1kGsFl80nGB6s8x8uJz/G+di/9DTt9/51c3R0JS1IUs9o/9TAbG6Ch0oo+a6yrhdAHacreWlcQcBO7Wh7z4b+E8inqodpDNcm9lZB1j5dY9GEOKkfuTl2FE6dga/RLf8XrbyPTUZ1orqYGNTmwrMQMMMS9GdTEb/Plx4Pu9aJy/2UhPTZSVgtOZ3kcsgafeM/nEq3VBHzLTMFIXArdblZbvblpUlDfgOI7c91HKSJvYrjb41GFU5v7Sk5Wl0plBWdYOwgJwH2ZxeJdWDvLoIwYodZZkBgXXq4Knc7nsjYX7ZY3hzUpTlvLfj6OI988TkgY4ZwolCQu7VcWuyDyNApifQ6I28P448HpdMkVL5RLkgT99Hlm1NTetYG1HHxnm/CJb3deWoiikLSkkhO0yBwonAzyrFYVVhBQ5TIl1vajdpsCzDVw1jnn+sjJ01E78sFnJ99B7maBPIVKqxLOPfE7w9bZAW8vTpacpLbfrSjjUxlD5sESraBmmFQbnNmwee577gDmNGCPVhyORtEbniFeaSz+zqTNTdDROsa5kzqCyJPtlREf+SiCBv25bX1VYVgsAvZ/k0JZWiAraWZkWd5Htkkv7alvz6dhxHjx/fuzY1iVDEhLi6NNCHNBsC8umsnIjGk1VJM4+UjqDSkFMCtXIm12LWZIUzqMnB8+QRNBeWcPKRX5+mlkXCp81r7eJ2hp+6BO/2cN1rfjhaaKyE2jLK2YOgxya29Zw7L0MOKzmZl2yaSv8uecyQj95ukn8qm+35XIAFZ+6xFXtQVmOs+Iuep57j0qJ+7Pn1cZwmBIrqziMkdx3FNZw7Cd2bcmukRwm2Q+L6cKpzOOcWZeJKQJzpJsjPnesSsfzmClLz5MxGBIJSUG8RMVVrbgMhvOU+Wpt+eF5otRwuyoZvaS6D9NEzrCtC4bZo4BVU/NmbXh/9BKchqIPidpKHpE1MmD65TBzGWa+v12zayq898xJS0VVFhSFo3Wap27m3EvihV4O/7ysi6wGtADb1xaqqhF/dWE5dCMPo6ItNJOP/MP9yFXjOQySLK+1tEt3K815hn7qQRusTjx1nttVZEgCCSgLmULvKsO7yeCIPI+Z12uDjxL4VVvFfb/EkDbSi1d2QmlDPwWOM7/+N27OUrq2tSEEvaiYZCyvlERdvDZCutBaY63m9W6FSgmMFUNCktCmtpDeSWv5BTWllFZWyZthjlliNlTJvyoLisUEoKPY9yq75BAVhrtNLXQKVy/TRgnF9lFWPvtKMURAGd7sC1ZOM2XNunJUznOZBc/SNhLi1ZQFlzksP5PhzdZwvWk5DTNfbTJVVeK0wr7e4YwI8L+/atjWgahl5bOvDftNzaaSpAKvhZhfOZmQGqMXkYGU70XhqFVkCA6VA21p2K9q/vCVpbaZ5yFy3TqcdWzqgdvdivPoOfSBGBLrSr73qqrYTOJmCkpTGsG8xIWQebcxpFSwqkX//MtTEgnjVckYwDhJAyyMYqUlmaIt5Hcqg6CAVTIvqArZh//2bo1VmfsusjISB5JyZreWaMwuiXrsqlLEJBnBrzfi430cE1+XEv1x7CTcW4QrFSktqYrW0ZQznU+0i0llTpKk+HCJ3LbF8juLbCrHv/xKoZTGx8jdpqEsSyInSiuphVEbrluJI3nsJO4FWGAMBmMNq8rRlo7vY/p1+3FTylI+LQ6e4zCL2V0phtmT0KxKKS+ckWCpQzfhNPQhcVMqfnnuxR+7UPyds9yVmqcxUQNkOAwTc0isK/Gtjj7STZ6VNlQu4aMMN4wtuGoSbSXspcduYldZtJaBxOgjWktCvbIyvLHO0FrFaU7crSxjiJzGyHUrl0ZVSMJAzIr1EgZ1Gjyl06yX6I1+TqzqTIySYN4UokWefIUyjlLL0ORhiQ/1MfN0CRg98+31Wh66mMXQkKEfPbebGjdEfj4H1mriP98HKjyVM2wqR1aGfTWTsqBcH/rA1TqyX9WoFBfw2YwrCr4pgnCiNWSlFpyupD6Mc1gcRfNLiPVNa3l3EHRrWZb8/kYS7f/4NPG7qwK05rn3WC3lqSQDCFBda/l+tLgv2DeCpZF0C43OE12UFVw/eT5eRE33m7oQcohPvGoUY0A42YcOpTU3q4JNXXDoRqaoyCotbCy/OKpEUqlLR7rMoBZsrxHMkdKW2ip6L5WKMYJfnaNHJOkKp7V4chuDj4puFG3AVVNQOovVRoaNc0Yal//211/9wc1I/zl6KY19grpwWAUnD9tSbGB9PzLHxKZ2jD5QaXg8z1w3BYXV+AC365qY5bPw2XDVCLZ09IH74yAlTmHxSZL8TmOmcoHztLCFkPT5mOVwgVD/piDTXIu8KUuVeJ7gq7UGY1F4PneefhDByKoSSsXoA73PNHbmeYxcNeIoOYwJq8QJUxUWO8B5nCmsJqSMD4FkxWVy6Cc2VeJTP/HueeB3t2I0b0rHN/uSj+dZXCtBUTjRH1cmU1qR7n3uAiaOHLLj7TrzNAgxZApiq/t4GGkXGWWcJ/50r/h6n3gcE9u6oNosuU1Ksy2V2B3VxGGC71t5Oz4PAaMEpjfPM0OQy/OrTWTGoFLkvpMJ+r+6q+iCkpxeLSmIhQp8OAw4K4Mi7z0fzxNWy5DpSy5SaQ2XwfPLcWZdQrGtOI/QFFKO9iFz7HqMhudesS4Du6ZcuMea8yi+6W5O7CpDyJn7bmYYZ7QRhZtPmYzibiWAhXzp+Pl5pHGK67ZkVoL0nYLY9G5WJd04cR4DpU24suI314bSSRLiZYrS2+aMMYbZz4xBo/55taM8d/8Dz9z/Ll9awZQUrVPsVxWbemErz5F9Y0lZL/kvBVOQMOJumDgt5U7IsC4tx36mmxKl09SFI2YWIoP8maYuebUSzWrnI7UpRNOsNedJ4GjNMtDJMfDzJfFmKysUZRxvGym/xzlw7Ceu60zWBqNk1XCzUqRGppNNufR4StGqhNGGxkk/NoTM3cqSkLeVUkqiH5uSZjGjjz6yairWpQhOHrsZayQ5cFNZfjlJTMu6NMLO0prrtQzZcs78fBjZF57zZCAFsinZ28xuvedqSZc7T55dWzLMgaqQz2/yifVK09Yl35VusdslIHEZ5efZFIrTbLlrs4Q8K8WrdcFz71k7iRkVR5Bn8pFdawkZvA98HiWSY5g9J215tSp4tRbQnLOam5XA2HufeLORqe8UIilG+nHGLOFv61IzRXg4T8Qk5bBZMD85Z2oDfZCyOyVRg92uCj53gm+trdgTv1gIGysGfmtlt+0zOGtZOalevrtSIhOdA2n0WGvYO+F3NYXmmMEZxXmKaC1qvYTm1aZ+2Rh0swzHPo+Rm1b/pZct8Cs4uDFlcvR8OvQiH4sS0hRjZN+suEyBXy4z62pBbF46zkOkcCI1/NLPFlYz+5nHk+d2v5b1iSoZxolgRdz/PChurRWq3xAgBbSSPWk3emxdCgAbxetFnvbzYeLVCj71QTJ7CsMUMzpHstJsK/jhSVYEZVmis6xiJqXxwWONZVVZfPAvmNA5JBSZYRkqKqV4u6sZfEYpmbj62XOaEk1hcDqzX1USVBWhsrJnvvjMrjJgZP11HsVkcVcLl7kyEojdWCUrpdIvrqdIjIngAyFlETnMIkd8vRaKYkTTOHEYPZ8nnMq8O3S83rVsCs1zF0l4Dt1EYRQ5erqQ2FaOqij48zAx+ci+tsxZpq55FnPBvq1IfubhMsnvD7mEtVKLwD+RnWaYpYSdZ0+fFetKfs5tbWVXXhVchhFrFKdBLII+RA6XyKbUZGM49BENeCy3TeZ5kJWgfFZO1j+D57pdrHperKJT0lwbRWEtTVvxy1NPYzPKSpIFiJz14CWPd1VIol8/eYw2FDm/zDJyzlxGAfIN40ynRXr7l77+6g9uSInn04Wfn0dQsg/0EX74fGYOiW1TkJc0tOdLz8fjTGMSRhV86iJl4UlFQufIZfTcd4GVO/GfniLXVWbC8ZurioTwmE69Z91Iet2n04zTcls+djP72rJfN5zHmfceKjuglGIsDY+XidIAqqF1iscuA4H3k+fheMFZx6sN3E+ZQz9TOvkzrTOces2755Hf3SbuTwOXKbIqDdY6btaRforkzIL5jNwfB8baUZcWlTL/eD9yN8ycx0hTCOnCxww5EmPJq61daPsdvzxIRm7jNPMSJbJv3Evy4WVOmJz4+HTh+STSwnqBkq/LzNMQOPYjuzLzboa20Pz00HPVaH58HLBKhi0/HiZeryyVNXx66pcqScwHbWlFEz57/vxwYVVajkMihYnBZxo7cd8ldpXialXx3C3DsHgRLGuMHLuZbk6sXOYwBDSZ54us4z6dRuqy5Ou95zwnLImoFR8GDylwGmbuleVu7ZizYdMUFCry4/NIznDdyo73+TLw09NACh5nNE4j/uPTRG1lL1wVYoMcJs+hTzRm5ORK6i6wrsU+alXmPC7VjbZSKfWZOWWuY+TpPDBMgeMwcRm9TOqHX3lan9MKr0t+c635at8yJUWOgboqsFqsfjcLDtS6gq92cJwU28agbWJbOx47eTvdbWq2tceVNd/kXrygRlOWBZs2k7LA0CSG0nHVwrYRblRGWL5VYWjKRhhD/kuubcltlH5tU0lfOsfLC/XBbxuu2pK6cLhxidQsDIovqzrF3bqgKR1FmbkporiWjFnyexWNVZS25DJMbOqCunJsKstlTqwKaAuLT4q2ctSF7LA/HAKg8etMqaUH1DmBEt70prL4GCkKx9vScbNteb4MNM7x06ORAViU8vNmLcOlTWmxKvPUeeaQeLOteL3P3K5KtBGsTFKK7/dyKZID95fAuoS31y2vtw3dHNlOpVA4QsQ0Ja93jqdO3ugnn/l9nXgcFvWRsVw3magddw4wNdetlNCjjxgjoIGAYlNZqtLJ29eVKDXw1EWszrzaVJwnQ1OVGJ3ZrRrhYC2kz01diBcZeZunmHi7L3nqDI2FwywT5bd7xXlG1FpWVE9/eLvneDjyqUusC01bGfZtxRwHidUsDE8DOA1jkpfBFyVXNyd2TcG+EdzPqjD8P//4lyWPf/UHN6G4aS1ZlVKGpAhFzR9eaTz6pQfsA2wqy6pe8TZ6hpA5zQNaa27XJVaLgue+z3xfZ/abhk1V0NYlkxegtY8SmJ21lMFzFFTq6DNfXa1l8BXh+TLSbkp2DkKWkqhPmtvWvOz7QlZkH9hUBVk7WQmETFPIAGpYRCE+yeFdL6HRf3gt0PWPzx1Kw6qy5FHWFze1TDGvNobW6QXQPnC2jiGKtlpMCfC6FNN7U1p2rXCnjNaYquLNXlIYVI6MSXNLZKJgGAY+XTxbl7DWcrUuCYxUZcWmVDx0i+xUO3ataG8L5yjMLMKESlY9VmUO3lI7RdSOt3tJ7bPGLBLSTFO55XMCax371jElxaqpmHshc5ROYkvubOA0WwoiU9aYlDjNCWsMDk2VMzFDqxT7tuTzeSQryTU+LoqpKclsYUyBSucXyWc3J+YU2FSilx6DPHXixQUlHEHquuZuL9P6cTaUiw78cJkl7lVlfj5nGrv0xtpQl46mDBwukjk0zoF23bBawtJOC1jeWZGo/ulpwCjNv/luzx9uG9Dm13twjZIbt7UareDTELmpYUgSO7lZNQA4PTCFyDiOnIMMjYyCzst01BihRsguTsb6fpExFlYzeYPKM8cp0RbQZU1hlj+nIeRM1paVhedO0CPOOqFIDOklNPvQjezaSix0vUSL/OGuEFuhkQqiT6CyVAgl0vtaDd0UyUhYlc8Zl5XEiBaOVSk7xCJN4rC5RL6xAWM0v3u1kV3zIiyZfOR5EBB6SJlts1xKi6VsjEKzNNbwem0ZcZR55qeTolWeQMmbraapLPEs9P4hwFebgrYqKaxcmO8PA+d+5MPRS4J7LZdGzpmmyFytakonMkwfM4kM40TMYmy421ZcbwRbex7lQI1RURs4jGLUIMPTJEMeH0SlpYylWd50G5V5f0xcOcVp/jJwityf5iXNUC7R65WkARazzB6cyYshImC1BKN9MbBYDc8p81VrOHRwGeeFHml56nsu/URE8WZlUbpgVVlidvztW5E6pkWeaa3lzX5F5QxWwaMxXLUObQtskt/VeoHptU5TlCWFUaybmvUww685ZlNE2mIyv9vU3LWSFaS1rBVWywdwHj33x44pwNf7knXVcJ4s21IzhCzxG4hdr7DSJ3VhZppnQdOw0PytHK6QRbaolKIuLMPsGaYZv/RwwyyDqzmAygl0iUH6lhgjc9bslwV/CIHPl5HrxjEtl8qnPrFOI100fFtYRg/DKGDvVSFv1Kt1wzCJjnfykau24Bwyl8nzZi1Cgo+nmd/d1DSl47++e6QsLJvSYpABWTdGfnjo2DeCnLFKjAW9lml7nxOlijwOcOUC70+J31wLEDxmqI08gMdTx/Op4zIHMoY324rGKZqy5m+soiwcn0/DEooFh8uIc0JEvG4K8e+mCNrSmszn08hpzKzKiafBc+lHMpbv68A5i8rt0gX6mNHaUBrNoZuYguKqnrlkKKJEiBgyMWtqKxdx5SzDHCV1rzKMs0Dj69Jhx5lSZVLSXIaJx27GOYtSE20lLq2QZDWllOLxPPDj08Cmsii1YVMVVFrCzu57mQT3cyLEQIqRxzGjcwBTULiZthQHktFQGPFd76rMqqlenm+lFL1P7EqNLYQU+v55RD7J//bXX/3BzcgD9kU8MUawScKcQ/Qcu4ltW1IVlrYuaFOimzPxLADtT4iMTfq7SFAi1Hg4B3IKHDrP2+tGVjnTjPeK45RpHEwhU1l5OOaYOPcTPmn2taabIpVLnMdESOr/b/VkjEHNno9d5DoNfL6Isd9p2f0ppagsMqjQiYfzyGkI+JREbeUzY4DSTjwPQSbevSflTAiBj4eJ0lqMSVgCf3oc+c1e3C43Cs4oZi8EjE1p2DWWhCb5mcdZcV2JQkyT+OGxpyk0hVEcx8zjZeSqFQysSoFfjp7fvvKsC8WfxszdRpGUWqyDiRhHDmPgjbHIJEATo5SmtWERXAjo4HMfWbvAo89MPlMozz9+Tpz6npwyTVXyPAZWheEUMj889+xbx7c3FRlDURTsq8jBa8oQ6GcxHDgrgpnZR+oqvxgcppgZlxTH9ydNU82klPnQSTJgzJrCab7ZVXy+eJLy3DhJCUwpcRrEqPHdvuZpyAQ9ctOKJ7x2hrGf+TQm6mLiMEY+PJxwRpOV5qsrJyaUZTuRs8w/Yop8PE/sfFgslVJmP557/r5LfLMdWdXSv/+qYXFkCUj+sqBeLRxctawGpiCqqv2qlizbWaIhCqP49nq1qKACaQ5c5sTrjcRX3C2lpTIz123JEDJHPPu6YNeKKurD84WMCDxaZ9Crmm1plqntSFM6wWsu6iYfM6tSSq51U1MvgWLGdABoW3DjJPsooKgUOFuAgrttg/ee9+fArtDcbRznwdM4ReUqSquXf6+in/ySlpd5s2+FeJEV31zX7JsSFHw8wW+axCVoVpXohS8eXrcajyFnyeB5va3Y1vJznIYZo2Ud8+fPwll+1Uqi3pTgzcaxaRsiCpXkbTPEjFHSUqxL6d+VsrxeCT/pSyxlyopXa0eIADO70nGaLddruDTyGK4KTVlKRfXtjcWoJBBALYIFjWVKjrsiURSFUCydtEDWipCmLQznUXNYpJqHMfBq28hQKMjFGoKl3TasSpGz1qWjmhONlflEYTWFlR36qrQ4s3pZ21grULq2MFytG87dgHEl29Tx6AxvdrL7r6uS4xiXjCPhlZ28rAK35TLbCBOrVcXTnFm3NY3pGJVlXTn+8Hr962ZOhZQZvNzugn3hJYbRx0xbah67SeSQU2RTaJy2DBGqlCQN7aVMzjz2HsyM0wrnKt5oxcMQ2RTS93Zzog8j8zTz3M283tV4L5rfdmES9/Mk+M5TT1kWNE76yraQLCGLvGl8zIJWVUs4WPT8cpl4d3/mD2/W+JhY1Ua4zQmicny7ty8c4XfPPZVV1IUIA8zyfd4fBxSQlMGHwMfDSFmMtKWlc451adlVlkM/kuBFUpmSpwuKfWOIy2GN0dN5w/1ZrJCHPrIuRn566ripHV1S3Iwj1ol7x6dMDjM/PQ2chplX24pVLTvO58tIyEqwQkPkjerJqiHGsLCcxTDw8TzTONk/T6lA68Q4zvwyGjaN4gbE5zokzmPP++eByhmqwnKzLhmDQofAYYoQA88pc9MafMp8unhqI/vlrAwhjHRjIKbMphaU0BAyV9YwRfl+1GJyv8wRPwRWpeHQizz0/jwyx8zrdcFhilw3BSolPp7CC7Znb2Y+nieO3YghoV3J325aHs4jz0mokM463jSahDC47o8d//n9mX8bIvd9ptYzPx8Tv71RPPZK9ri/ZuaUQkbpTrMEbAmlb45JhA5KoxYzfFiYUBJHmfiHjwcejhf6Sdw3m8qRUiSFmad+JgTpU+MsMre2crzZlmwLMcPvGnl7dj5RakkhOPYTTen4/W2DMfJvn0fP4dLTe7lc3OLFPA4SkVFpMGQe+xmdI9YochL4HCkwRPDeo7L0xF/62nWh0EsAtiOyLTXP3cjjZUArofTLm07z1a6hMEp2hguHuZ9FAxtj5MNpwi/l8eQjx37mcO744+eBWgWUVjSFploknfu64Hev1vz+bs0Q5LLMMTAPPe9PnlWheL2T3FynJb/oMsnFUhWWQgtC1y7G8k2pOYxCkLhrHVYt5XqOeB/58bHjrlF8ta1ehmvrInO9KrleFWxK+XvNYrJPaGqjYJlFGGO4Xddc1ZIx/AXjO0c4diPTLDvwQz+JCb90AgEYRuZpYozynL3dN2zqApbUicpkSi3ZyeM48ek08DR4yjyjkLfnh9OE94HKKqYggqEQAmn5XmOM8nsOYiz4eJ7IwL4EZQuuWsMQDVdVlnlLihwu46/7jQtwHGb6OXHdzhwHyXpd1w4QBdUY4OH5wIdT4u0mkquGw3ngw3EQHlJVUWVPzprDRfJkv0jrDv3Mx8PE252gTn587Dn2Ety0qQsKAxFZ5VgtXtacM4OH8xRZlWLY/nyaeLWtF7P28CLcWNnMT88jOXgJLVsJRaMPGasiD33ktrV8vnjRZRuR1F36iaS0rKXmmb+/H/lXrw3THDAazoOncI5+nLkfMlftzLvnid8oMEXJ5AOryuG0DPb2tewphbogF4PKCpDvYZpmPo+eXw4DGkUIkdOcqW0macM8e/7zT/fsN2terSw0DZvC0IdMHxL7SsriIWS60XMYA9tpxlcFs/dcVIaUuD/PdOPMOIkLyntDTpnPp56/t5rvknCgCpU4jJnnrqcpDJ2Hr/cS4N37zOtace4TZ694XSxG+M5zmgKXMdAWC7XEKR6U2A/nIPtnq+DYC9Tux4ee202QlsMnpjCQtEyBDZn7SySGiVVdvGwm5nnmj4fIpgx8e1W/ZPgmpKp66gL/8PnC724aDmPix88n2qrg7VWDqUoKlTj7zGkScUZbOfopMmQnvXqOvD/+ZQLGX/3BjSlz6EZKKzfb5AOFGsm5Ff1nVNw1ij8+WXbFwMNo+a5OFIXj213FdtWgcuSPTzOWSE7SL9eFTDxvVyJUT8rgrObVWnHVOoFoT5Exwldb+aX5lClyWgKNhRcVYyRG0MYwh0xRyB5zjqBz4D5lhr5jTIZVaTBa8811yxSFjqCRXrAtojCGxyDJdtZyVwkk2+D4N2XF7apgSpr9IG/PYY64ouB3VeI4JmKY+XzWfHdtuR8j17Xhw2lkVVpMYTnPmW1l8Lrg9U4iTViS1N+HzK6Bpiq425TcX8R3/MPB8/vXW4aYCMrwNzcl0Uk/npRjU4mAwTkZyjVOUdiSlBLTgtU5DTNTEFOCUpnJW4xeqoJg+Wbf8B9Khw9JDO3OUFclpdMcRxnebG2SHW4ItIVEXhqrua0CHy6BdRF5WlIE3mxLUIrnIUCSLCRjDd/erNC64zB46iqyKi1v9xUe0a/PYeIyRV6tDedZtMk3rebzxbGuCoxZjP7J8D+/qbhMkfcXwanOTiqFRMleZ9a143GCME1Ya9nUEmR96CUM/Out5uNJ5hVPg2ZbmxeoXNs0bMvzr3s4ZY2iqUrWpRHr1jzxH385M8fEVzc7bltN7y3f7eHsC64W+qLTiTGZJfJRs6/0ixBCa7XYteDg4aqpZYUTEp8vsreckkYpGViEBD5Jn3ycIzonNk3NunK8PwqL91+9bslW+MurSpLxjrPmtrEMU8Ob2mG0YoyKfW2xCz5GdMEiB6xaS20ga8etTYu5QpOVY1Nn5my4rjWHolp2zAsvKmsOQ8+mLnHOEJHM3jkKjbEtZKq8K2UarpSAy4fJM/hE4RyvWsOHc+Z27VBGwsSU1hxHYWkdJlFv4SquasvzshYzRqOWBAGA45TZllBVJTdtKQHNaAHKVQU3ZUtjz/wQEt4H/vXrFW3bshom3j2e8DGLgaQSxdz3K820pO754HnoIzst670YM6dZUWixYz5eZrQW/a+Pmdebkm6WIVNTOuq65mYViGh2teHiYVULFmmOYnuMSS7BYsENYSxXrfiWlVLokGlLSGjGGNlVhnYxjWxWDbWFi1dcrQRU8CmU/M1rTcaglh4fFLMu+P1dYtNUDOPIccw8n0d6H/kPvynQtvjL5+J/2In73+krLwv9y5QoikxZlPz2NpOXMlLAXJ7CFlzZLDC3KXLVOEKWN0gYZqKyXLclq9IwRjgNsyBpSjEg/HIe2C3lnjOWfStG9Jwlof4yRm7XFc4IUcIoQaY6Lf3qkCw3Fj5fpEwLy9QabakKMUc752gWoNscIxnNU+e5XsluWWB1sKvhNATGOVLYhsIkPp5ntoXmvheJY13XrEuLUtBWFSiWzFqxHG6bgjlm1rXEfFRODu8cRafso8DoCisSxotX1E4TE+gYqZua/cryXdbUdc03RjOFPaAWir97oVjOKZFG0Y3HmBgTNC7RlE5cL07Csn3MFDEyZMN31xX355kpaeIw0/cDPmu+3pZcfOLzZaY0kHLJppKKp5sjt60MeiYf2bdyoV/myJSE3fwFUTQuFtDSGnotaQ3D5GV45ZS4lHLk4oVxbJ0op9alpAoopSidTKuL5YKsS/mZVZIe3GqhkPqYF+CcaJyvC0NS8meuW9krn0dPoxUhGXaNtEsHBUZlhmi4WWlerR2/nDxFUXC9Ln/dPa41WhLJQ8JpRTdHvtq3DJNAuyRaoqIfJb+2mAKlM/T+nxbbhdFcr+Rt+O4087rRRCXTvQuyRhh9YnZi0J/9zGDNIrJQ3Kzl9jNKgF6bBXquXhi7hjwJKSHl/IIFPUa5CBoLD5eJbSMkwhxmto3IA7VW7NpquYmlZ5985P40UjrxzDrtUEqUQtdt4MNBStLTOHMaEt9fyzrGKA0p8NMh8C9e1RI8rSRO08eFFawEEWpyZtMUxBRxWhGJFKXieYgURclv9oJAvaojp9GjleE3e4crCz4det7uG4xWJO0ocmQImXUpxMbLML3sq69X4qgKCQY/kZKjNZmQDGPIhOBxGp4nxe2qoKkKMAk/z/QefJywwH5dv3zvZQ6Mc8AHlgOihaAZ5A0fQoAYGEazWBIF1na7EQrIrl4UZHPGaYEvtE4qqz4kbJSNxX5Vs6uswN3mxA1yUc9ZU1uoCxGWSDxNZpomnoLi6225TPGTWPiSrJhiVqwW/3CMkafLwKqpWLn8Yhv8Ziskj5wSv2ojfYhiSP6C3xnmwHkJXbJa2FNfks5LnTELkNxa2SlWBj4cZ2EwAzkEPqmGuwoOs+HVumDwmbc7GXZ148zjoPm+ln2wAu4RieMP3cxp9Fw1jlVbL2oaMTicx0hViAe2KiyPs0yBHy8Tz50nxoXtO4/81/uZ3+xmZgzrwtKPMz8+nimMBCmvSsO6LrhuHIdR3tB3bYEyFo0iLVGXdeFQeeK+k4FVSqLZ/XZfkFPm4CM7EeiIFS9GzlMQXlQ25Gw4dFJeNk7z0Ed8CLzd1fz5YZAc4MFTlZLt++7o+bdfGbo58fHYUVc1X+1quilTaoHdCVhABApfcniNkQmvT3Dseqao2NUGpyKdzzSl4rfXFd0c+dPjwOvW4LG0hRyg90fR+qYc0cvgKAP3p5F96zguecerQpNi4sfHgW4cudtKFGjOGaKYR5SCyxxJKTL5xK6tBHyfBYpgtay8IC8JB4F+llzc0yAwA5CWYJwHScDQivfPHR8OI/tS8fGk2DSZU5a2aAiZdeUEv+sM8+i5P3ueuplX64J3l0gVFY1LHMbAdS244F+1yUApAWh/8S5um2LRdyZSEkVYSolu8kyzpLutY+bNVvync8yEKBNF7z1Zaf7QaJ4n0IgyRseIQkb+WRverI2kCsyJ19sSBWy3Ldu6oJ8koPlLlMS4cJLr0rAqrYRHI29nay3lAkfvfJZyDc2//cpwmjNjP4lvNMtaq7EwB41PisrJlDLlKIqtCLsqcpr8IsUUm9lgSjY2UZblIn5QpJj44WliU2Y+R+EqhwTOFLROS1Id8qBqo16YVHUp0+2UEvfHgX0Fz2PmldXUdclVkxiy5e1O9OMvJezYkxHeU2EMD7Owp1gEe62TqfyuyjwPhsYAKPqgcPPI+0Ni0xRs64Kvt1JZ7GLHummJUdjI68rxPHhyCPQ+sSoNjxfNeQxobZasX0dVWv7FG82hKzFGcxhFOfXTsycqw6qQ9qIbA8ZaNrV7CRb/2M0UVlIF10vo+SpnDp2Uu6fR46PidlOzqRPvj+M/hQ1ow92qkAGmE9P/ZZIUw5gShS0hiPuscpa2MDwcO8akAMXrTSmrTARb9Cyv3V9vqZyyfGhfHkqF9LV3m4bJyy/Vx0xdWG5a+eB2bSW0Ap25XVe83rWLQGDgPEWqqmLLTMh6EXEYLmOWwVJhmBIURthNpdW8P3m+dol1UwuWc+l9umEiZymVK/dFIZSEBjkFYohoo2mrknUjbKn5MmCLiirPNJsKbQvqUpLklFJ80+iF6pAw1rCtM+dJydtvCswhsyol7FoZx22TOHtDnRNnn140ub+9NaAspZFhj1Gi7spJ+rGYIr0XKMGqtByGwM264q1WTEn63bIq+KaBsnBsqkJYwRqyLSmXi6mfPHMS1dOXtL4+ZErLS2h0RsiUk8+Cu1lagK+2JedJMDGrUi5ntMV7z30XqQs5pJu6WAwengevcMCmbfi9XowFSQZOo4+Saq+lxXq9X0lotZM4mW0tjiTBw8C+1TwtifNDlPVPYeWZsCljkTdkVUg1lhC57GWKbGr38rytmorfl47Tpef9caQ28NwLZ8qoxPMwy5AuLxlMy+Xhs4D7LoW8lS/DtPTZBd/sfuVG+pQkgeDTxfN2VzP7GW00KcvSvVwOjMRiwhBBjx7LzMfjRF046rLAaE1RFKzy9JIztCrFKJ6xqBwZgsRdKG1fqI9ZGd5u5GFW3vPYCcC6LWSf+IU5FUNiirLSAaiN4uIjYZilD9+0EvQ0RayS1AQf4bZInAcxsYvwQYnNMMCdkx5JKbF/RS9G+WGcKYqCq7bgMgZsHjnNAlQLAT4fPXfbGqcjj13g+TJRFYbSyr7z9a5lCIqVgZ8uo4Rwz1Imn+bMb3YFq0rePN0o+t5DN3J/nni1a7hqDB8ukVslq412YRX/+HAixcS+Nnw8zRzHxPe3Aj5ISXJ5rhrBwfzw0FFacCrjo+Y0zlROLIhzUOxqedinEGTiP898uARuKxnMXRa4/FoHki1YL7gZq+DQTzz3gW0jAd+HKbIvpXR/vAyMPvNqU3K1qnk4j9Sl4+vC8uko1YFzMkGOMfLUT1Q6oYzj9UYuvcsYOHQjOWWMNQIiTImfH89Mkwdq1pWirQpCkFzh1n0pwVmghppdIwPLXQNhGvlwGGlLQ/CB+4vwWf+5c/FXf3DFDysJaPM88/4U+L2b8bkg68Tz5Akhch4jm1rWL3PWeC99iSFzGb2Yz63i6ZworND9zJKfGryn94nWJM4B9g6Ow8R5nNnXhqKqMF8ojJXl1A1cFseJXiaWz2EkxsyYhESftWZbZJ5T5rn37NtIW5fUVgDvV61k2Xw4jYtjx4igYVFf3TaGp97jtNjvSit9aDdmfjlOGGM5GjiOicvkebvVfB4TalEkjePEGU2KAb1A1QA+T5nbGLGL/e/+EtjUJXcbWW+1g4DNfnwcyX7mH+57/sVXO+qqoB9nQig5jJrGLJgcIxdeWySeusBljHy9K9nXwgyefOTzaaCwmsosUSyVoSkNfvYcQ6KJ0NaKY/AvOcAKOextofl8GphjpjGRD2fNLg4UzrE2kZ+PkTerGa9LQghka0kxsqk0D8sl62fPaKBd/u7rRvbOk4+MIXLsJlaVZQqCkLlqMwoZbj5dRrTS7NrI++OMVorayqVunWVlFccxMI8DvzwPQOb3q+olKeNTJ2mIByUpGLJRyOwaGWCdBo/3np8PnkInrtt6wfX8s8Yg4FdwcI2SSWcInqRqburM+0vgqgZbSqjUqinZVEJ3vO8D22JJ3MuR05xoC1mR9EFg6I2zfJpgmyL9GOlCgigIVGsUg4ZDNxP9zN9/9GzamXVpuN2tKY3h56fEvpb1QR8SlRI0a2kVPslBdilxnETCdxpmmapOntMQ6JacotebCsgLftRjTMHcT5zGxFUtfCTjDGsriX3PQ5DpuFkTY+TvPnV8ty9JhUwqU8oLME4+hwrJLrpZSchyYTSv2kDnI0bDelXyN282UvLFzM9PF46XiTe7ildrR+c9gcy6srSV4xcj+uIQhNi4N4E5ajQJ7Rr+zTdbdE78/f1IpSdeX204T55zP0r496L1LuxSIpLJaSRrofoPAZ4uPaWVSfChn3m7E09vTF722gW0lexej31kV0JAMfcjpzFx0wqQ7ra1rJaQuAeVGUNmQ2YOEtUZGcllKRlUPjKFyHXjXoaN3ZIosa6sZCJlRV0YdpVl8Bmf/JK1lKkMdMry7bUkXBSFW/KbZNI8eIh55qurlXxWxqFJhJTFK16V/OYq8+4pcJnj8nZOv+7hVAYap4BlxG4Kdg4UwlU+DImUJowR4l6lkejI4HkY4d/sLWi7aF8Vk5bMXac1z0NAG81V7fDJ4pzAys6jJ0QwxrJqLKtSc5xg54WsURiz7BUTekGQhCTrkBRE+DCHhMqJ5yFwGiJ3LpGzoioMUzALf1ecOIVK/L9+6vhthsIVvCkE2zJMnskHkjIvD1hKCWdktXC7NlRVSZ5lWiyHN6FdQaE8T0MmpSi7TB+59KOwnGqhK/ZzQsXAj0/CbPLeMwXxv9alIzjLb7ShrhtiTpAzQ1CkLI6sy2BxVsQsQr3IVM5x20x86OxL3/r5KGyuwWf2rV5+bwGdPL+cE9/tAo+DpVCR4xjZ1bBvLJ/Oi9Z7Wbl9OvZEI1uDqrBijEBaiNJqbleWdVMLXWIGTOR27bBGs1ayU982mRgDEcMYZFC0clqmx17WNp3PED1PHcwhMwimhHXpFgiDDKR8zMzJs61LruqM9wtIT2V2jaIPGbTl670hKOnj//jQsysCT0hEjTEGlRKnkHnuBQPbWJHf/qqTDLRSbNqaKwWrRkb74yxumW1d0haBT5cZmyTPxWnFafQkU/D7azBOdnuvnbhwnrtAXSS+u1njnNyMX7Cq20bWH8Zo9o3lMCYap9DG8e1KEvY2RqaKwMsg5Dx46WOqkq21C1EjvlgPK2fYtRWXMXC3EdO700JKWFUSrfLb65GoHNvSiiSu8DwvlcOrbSNywtK9KK1ardnUhRgvjKcuDOtSJJq7Avbrlqu1YEuTEhVYW5e82omhPudMN0x8vES+2jpCytRFw6qWwcvz4PlqbXkY/snm+OY68NW2ovfSk9+s5LP1Mb8EjjVFom5a/vUmk5SBnPlqJ2X4GKFwljQH1rWjtCW3u0xVVi8xOVXXC7urKbBWGFZZGSorZaZZTAvzwiweZk03euYgLON1A03huCoF3TvOgafzSEbzfQPb2hGyTI0vU+Dcj+i6FPeRk8FeaWceOhlMbeqC526UPbkx6JTIWS+xLRYdxUSQlRhhcmHFJlmWrBrRmbuiwC7T53WhufjEqkjoRgQ9z5NEdn61X7FrCrI2fHvFX8wO+ut3Bym5eLpZkJU+LkqXRXUyJU3rRKWyqQVPcrWq+HZfMQbop1nKkizrpE1luIyBD4eOUz+/GPS/xFqmnLj0I8dJnCtjgMaJv7YqrAxKYubUz4tLSf7MqpC3YGFlRTFM4va5TDLJBSSRbvQvbhqSJL5N08ScNFeN+HdJgYc+4DQ0peMyTJx6GdYURvN0EWTMeZLdZLHIDrtxwofAjw8ncVHFxHmGaZqk/IpZyjzvOY+Bpiq4aQ3X6waFYlVIeffUzXRd/6I9/oK4FRuewpCprJTn/SxuoxijpPElRWXkMvt4uPB0GTj0M++PI43TOKPYrSppbeZAWUhv+oVKom3B67VkAWctXuemEKlm67QkH6ewgOIk3aCbI5VJ8vvuez6eZ2KQQZ6PgrO5aaW/fbhM9F842U58uyrL1mWcg+ygS8dNW75kEielX7KHvlzGWsnPYhU8dhMWWf3Ms2Qrj7MM1YJy7CqJav2Hzx1OZ3a1IZmCjePFxeS0yC/bSoB18S+3uH/9b9yYM4YMKWC1W9Qznm6cOY6BdSmyu+c+oFBsFtfPNGX+8eOR377e0k+etioWk7sk0z2eRhQwhoDOGQUYa5immV+eel7tKkKCplzWMLFnVRr+8b7jppHEuE3l0ErTTQIgT3EQANvkub9MpBgplvDkqpBwsudOJIePl4m+sGL/05rDgn/9dAp0g+x3gzZoP/H3n0derTTbVcMwjPz580UsaCmJ+yZmuq7j7+9H/u2bwE+PHpcjp2DYusS7A9ythbF07Do+HmXI5nC8f5bv+eMpsCpkjfF6bfm7jycMiaDkEWms4v44UlvFu8PEtraM3rEqLd3k6Sa5yKYcOcyBnx56vrmuacqKyxAZpsCfppk5a767qvnwfOEwRKKf+fFpYlNrsrLcrSz33jIGQbkcZ7Eivnvu5e3Uzawqy9ud0CL7vscHRa5qtkXgoY/gJ/74eWJdF9ytJQvoMiXKMhJiYBhFfNEUCkPg2ElLFrMmLFEnoh9wknMbA8PseboMlFaGhiubeTcHcpjovaLvB55PIi5Zl5ZgNU8dXJVwHKNcWipymTO7xrJRIjb5Dni8iK1UhZFLXdMWmvfP/a87kZ4M758u/HIY+eY60FaCKI0ZbJyZY8kcMorEcfQMPvLUedaFhCnvSs1hltH+4RL48DxSF1oOlDHk4Pl4iYTo2S+HfoiZaY6Cfqlkr3iZIv0ETiVyTkw+cVaRwiQuU0ClxKdnDzmzbSuCl55pnSNdNrjDhdOcIEVilJVIoRKHWVEoyUUaIoRpIOEorSKiOIyJXQmHIRHTwGM3cbtyNGXBcfA8XiS9cJhmVi5z9BqnE+9PgcYFZlexr6XiuMyygqqt9MKfTwOnQXKWrlclPiZilnCzQme6OWNN5NQNvBtE+ripDTEmuimSUKQs2U7VItR/PMtQT2n574+9J2ZNaaU6qR0SyTGDyZ7jpKmdwipFRAT+Rs1cJs80F6QcSVkGStdtjdWKKQoE8P5w4cfnnl1lWVfifqoMZG0Io+eUZ9aVuHKslX31uVc8jpGcB4bJ8HyZuBgpZyuTOUTD40UII7dbSY1IaKoQZNfdZNkMRI3D89BFrmojXGilUQR+PgbeqpGsLdFqzsOMWvBB3ic+HXpOY+Dx3AuzWhkII//104VdNbJf10x+Rln3zzoN/uoPrlZQlI4/3CneXO8YZ1FDrW3mYUzcVm6hGlQY8rIXE5FEypk+GXaVYE1DCFytS7Z18RJu3c2R7/ae42QYfaQoCv6v37dkZXh/6ASzqjVvV5Y5yds9IgFRV2shTNaFCAqshrIsuV2LCmYcR44zNCnQ1gX7tehhDZmHTpGt43cb86KndkbxHx8zf/vK4LNhW4gY482+5bGXPXZIkVWh2bQNH04Ta51ZF5qnoYDk+ep6w9tdTR/Bz7PgVK3lpnGsmuqFAnkcJhqr+Zs3W+rC0pbyjFy3IzErrtqeq1Ywo03puFtr5gTaWG63WjyzS3xGSpHXe6E1Hk4X3h0Vt4XHWMuukWxbH6VyaQtNFzR/c2v4+SCCjcpkPhwHdk219KBwlSsKo19C0T47sV0SEl9vqheqx7a2Io+sLMZErlY1w+zpSktSGqMlutTJHyVkuF07ikX9VuhEVVVctwWfO5kU79qS0hrauuQ8eioDVVVRmAsew66EuhRRhjEXNpVju8rLkBIKlUSkYkWwUVqBm7/ZSL5w6Qz9NHPqanarFpUjT/0XPbrl1bbm/jKTf82Ux5AyKiceLoF1M5HRrAqN0prGznTjxFPWbJziOEde7Szdwkm+P89UVnMOFj1OL1PXKURihm1jSMHz94eJ61qhlMF7z/OgSHEmxIxSmoLI46BYuSguDxeZbUE+9SRkqizp6Yo7Bh40lEajrOPKZA59kL4K4Us9dwPbpmJTF3SzJNBVToj421KUOR+PHetSlvaDEsP8MFn+9OlIP878h9/dsi1Lfn688KQ0JM+HLtEUHV1U3LaOwyya16pI/DCM3O0Tr3crqsJyGUbZKQZRG516T9d3XKbE7brkqZ9QKlMVBU+njrKsaArJJ5q9BQ1dN/L5OHDsJqySYdtxmCnxPHSBVRTW9Y/nicIaNBHKln2ZeLhIb1zqyP155v3jmaYwXGZNihGr4dCJWu5uU1Na8Q/PC7HzNHmeLyOzj7QlHDqxRkpgt7zd3+4FizvMgQ+955uUuSwEk26cKFXi54Pn+xsLuqF18QXR+jx4QobLMPHzlHi1EhPL63XBT48D20Z688ucOPUz61qqqBACj33i232i3a04LaSRbopoV/LtXgs/S2me+4DWA0+9pyDik+LSSVvXfXFp/DNff/UHVyFGgtFHPh17VnUhOtjlf/14GtmUhndnQV/Os+cSFK1ZMmCmQIiBx25mWxliAsg4V1L6QMiwrw1VVZCj52OfOA+d0A5Ki9OZ06wplOdhkgc8146bMnMcZe/bWEXSJd/vA5+6zHke2dSOuirQmuXgSnltjeI/vTvxu1uPj2syosMtjOax94QkIV7eB37qAjEEjnVBFxSv1n7p8zz/5cOZ398hU+TasK4KCjeRtaXvRp4UCzmxYFtq/vg0U557jJYojM9d4O3a0c+Z2sqq6P/z6YJOgU25X/S0Dq0VxxFQM89dphsDdVPz+8pyCJnSiJroMEQUM8MUyQkmH17yi53VrAv41CuqaeLTGOnGmeADPz/J7vZxmHk9hCUKRvpMQ0IvIg5jLa1TFEtJnlKiWg6ANkqGQUEiVHIWHbtWmj5A8B6rZeVz8dDYwH2XmObIzUrUS90w0YVM5QQJNC2AQp9gWwnsbfCJYQ4cemmN+qhoTAZjGabA+0MvWJ2UeK8yF5/o+pFfjiNXteXrVcnH0wTnmW2h+HzoxS8+BSalWNWOKsGqNDyc+XUn0lujqcuKu41HW1n3fAnHco0Y0ddNQVVlvtpnMpp28cHu1wHjSkn/Pk80Fs5TwFrpISUuQ/NmvwLgl0PPzXpJZlMQEV7w6zITUQxzYFVastLsVjW3W5m4XsbAWzczRsetEdLDlzWT1fB7LW+LKS+Ev5hJiMjfObeAuaEoIvtKEgGMEtDcY++5ri0xJVxR8X/+neVvv77GOUtZFLy6SnJ7dyNjEovc630rxvOqwCrYtDXXm5kuKnaV5eMpCVTPOTZNZFsXXK1r/vBmx+cusqks2TjauqC0mq/vDKuqYJpnEiIw0bagsRHdtPy7a5EJ3p8HvtprlJaDpI2hKRw+DfRR8dVa09QNm1bIH5cpsGtlePTcTdxsmhdb3heWtFVQFIXMAHymWpRnow+0VbGEQmdOo7xZX20lbPyx89Sl49Uq8S5W/GZvaJuWr/1E0gXX25ExZq7bkqyEcLmvwFqBv7+wtKZIaTKX4PiXrypsUdFWsrIpVKKLin0tE/KsIEdhdm3bgl1T0tUl1+sKj6UqNdtWptSVkfXmm30Laimxjfwee89LHOw/ey7+Rx+8/96vzCJWz4ZvV46HPlLOswgqFkVPWxaSUBAS5znSWsOmcTycI7etoSxLdjHT+Yi1mdt1ScyKpipol9S0EAI3bQmUQozsppdF/xwSm8pSWsN5knVOXsQIOgdiigyzZFXs24qmKjj1M/M0MkRFY6VHWhuJNfntqy3D5MUjawUopm2BypE/HyO/q2XNVZUlb5wows5zZKdnLl69oF+/ZByllGirgm3txaWykWS/hsTDZcLNHqMt61JjreGqSZwnMcRva8emdvx8iFxfr7CFrGb6kLhrxQi/aRsKK9LD0hm0zmjvscbwqjHM2VAZDVkuO6IYQ8pSUg/qWeBpfbRUCzroMMrq5WotG8l1LTDyyUf6OVEYQ4qec9ZcFxDROJOYk6IwmcpVS1DZgsVdEK3OyqS/9ZHLGEBLTzoki50m7ofI23XgkmCOX0D74pt+6j3rKrOqK6pCfLSracY5R0tmSqBiBCOyyksWQolzTgDw1lKUIkiRTKqSukxMsULFiYc+4pzs30OCr69bmqrgOEYKLQNkYXMbvt7/yo30ZJakcbGmqRzpZggxorNmW5cvAorSSVDVc+/px5n3h4FE5vVWHtKrpuDT0fN0HlDLcMUYw+Op48Oh425d42PCx8ih97xaiYXw6D0+yA2/qWSIM4dEW8LHk0cvWUX1kgmjZynPuzm9JCl47/FB8dTNQj2YvOwMreJzn/jDdcmModZiNrBKFEzFwvr1ITBEg8oRp90SvC2Y2awMbiEfxiWmUyPG+aaSEPC0GLt/fhqWALEl3nEBu28KeUs+XCaaQnO5dPRDwcNp4H/53mKU4zR47oxMjrVWpJjJWyF0KCXGX+9Fqjj4zO9faVIyPJ0HVk3JbSPVytO5x6gsP/vhzI8PPevK8t3tRmSCITLPkcMo/CeArhczQO00j5fIqpQ26NKPlIVlmPOLgeHpItrmYp5BwdOQeNVM9MERxoH3MZCBt7uaj2cxncQo9rvTIHrptPzfh97z9d6RUua5D6ydRy8JFzpHujkTwoUPp4nGRCIG7zOfTplXm0TWlk2h+PkSaKwgeOYoe9ttXdD7jMmeDydPjoFMptKZd4fAr9pkkHKmH71gUCfpgbal4dj1/MPnid/cZNoF+D14SFEI9lZb3u5KrNE8Xwae+kBlK479zBwydyvH/Vk+vBAC0yw9VcgRcmZTSs/ps+TynqII39tahhJzzKy1Y10ofnyMlAYh1SN0jJxl99zNhtMYuIwz66ZkXwtxIzkj5bJRfL3RHKeE1XmhJIqEs0iJWQlEzDnLvrb80E34NIr4w0eq0rKvM2cvSNicMx8OPedhZrequGstT2NiVUoUqUqR3huunMIYK/ziXuBzKY1YrZjHiXcHz79+Yzk586KtHseRuW7p50htEmOynLoRj+b7whKi5L+Oyxtea433nuMYcXQ8K01tAqdRTCNGZULMVFaxrp2s4gJsCsXFZ+qFNHKeBh4vM42Dr67kcH+ZKnejorWKJx+5v0ysCs+n00Rr4Tk6SgthnvhxNtyuZCaAClxGLzrkSeYiyljWTpG14bGbKZ2mdYbcFC8VwuuV4WGIxNlTOgskrEocZrAEHi+e0zDzer9itwg4phDppsjGSSjbGDPPhzNzylTW4oxII0sDn86TRMfWjtcrft1aZaUkPXwMma8rURblnEEbKiuAL+uF2AfQeU1hRd2UE3xpFWq7kOwrJw+Yz1zXonSy1r7kqp6GwLopeL0W91FpNcY49lqRlKyDDqPwg4/dhNZWKBqLQqd2wut93/Wcp8zdWrOvLYdR+rWcs8DaF3LH6AOVc+QU2NYi89Nasom8MbSFKHNgAQm0BZWBMSpsI9XIcRRR/VGVlFZTpUTlapzOPA6Jetlh/vmhQ5O5qgWjWiOT2HWlcQSeerhZVSTlZKKdDZsq8dR7NoWnj5pNLR7lhz7x9dairJTqInKIxJipCieRoVYzR82u0vzpeeK3ZkI3Fa/XBc9dovdQOCFuvtmvBKnDRFKGOWVqI8aDetEhn2e5mL5UIV/kr89LsoJHdvPfLMjUZmFLreqKwiq+vtmyugzM3nOeMnkx6Cel2BSaLsCrdSme3Sg0z9aJXTDESFAltyv3gqU5jTMRiaRxpiHnTlZpjePN9QZjDPHS8/OxF5pjH9iWiikK/nZbFRhruC6gsBXn0eO7ifvTxP15/nWXygrFt/uKh4s8uBfJQeRuI4R8gG6aGL3EVNysqkW6FklJsV/VLwOk2inGCZSyeJ9oC0PIEjOxX4v++PW2pqkK+jmxLWaU/ULf0FglUO5rpeinmd4n3mwdpWtoFgNCzjPJWpIyfL2TyM5hDrSFDAifh8C+Fj1ylUXPLAnmkoLwJV/X6Mi6di8Sy31jZaWQxT53u66pSxmK/HB/Ej+vn7jbrUhoNpUW2mOMi1ZZcd06+slzmjNtEQFL6TSNU/x0iji76G2tY1vpF+metZDKku+uSpwV7fA2eTAWFpva42UW5E5ZclyM4xIjCXfbFmM039xuUUpx7EXiuS4iZVEwxMVTHT0fu8TXW2FAxax4vZZ4mJDgZmUWTG6Q2JUUKayhVJELhrvWyu8rRk7DiNYlV7XjiBxwmRLLvOTrvcS2roykGHZTpEbcOd0w0palKOJiZlcZrlait1ZKUga6ySM5SZFgRHab2gqde85zpr30lGW5mCQU1hTUNtNHS2MivSqonUIZGYzFKPv6u01FbUVv/6sulX2M/N2HZ1CGbV0IJLxwVBbuTzP9Et9R28hpFO3oYQwUStYqSinauoIUeP888e5p5H96u6axSjKAwkWsZkYtfY1oTZ87YUV9vSvYtA2HXnyZw+QpjeilN4uwoBsmlFY4Mp8ukddrWRFJxo7czlovuM80o3VBzonzFDldBj4FUeMEH+TnK4Ul3JF47D3DOFJq+dkv3cT9eWL2nnEKvNo1glu1kf94P1OXE5XV9Kok+Zm2KlEKnrqZ2moo3UupH5JUASFCW1muWzEXXNeJD+fAt6r//1L3X02WZFmaJbYOU3qZETcn4R6RpLqrp6p7RiAjA4hg3vD3R9DAsGqWJDIinBu5VMmheNjqlgORrnqAAJAMe8yMzDByVfXo3t+3Fh/3E2+vGqZgOV3GJQUln6fJJ9aNfRZ4j1NgNpqnS+DV1lByJiNmhcMY2R/PtJ1IwVcO/vR15s1OduV//PSE1oqXKxG4fdpfZCo9a7qmIifx7eYiT8rzNAtSdZ6ZlcHawhAMrc5cLgOHS1jMDo5xjnzcD2w7UaWsK03BUVn1fHOaYkJlyVzfnxNXbWZUitnP/HjJ/O7FWrLtiAwtxkjvDI9zYlhy06TAl6FwWx/5T0PD7+4KZQH2OyJjqnm7c0RadkT+9Djx3TpxGWZ+GhJv1pZzyDyVwuEy/bqPygDHKbOrsljUSoAU+XTyxBioK8d1J7s9lSKHcSanwjFJKWHX11g18eUcCPPEtpZi9S+nxMbNBDRXjWV+vlg9320jq6ZimiY+7CeMscwxc9Vofnk688vjmW1luN31VE4cQ6pkbjYdm0om1McpMHkRT41zkOm093w5RXy6oJeytE+ZHAOnKHjWXd9AitxPicYlKpX4NCaO08S7q5qCOFiHYeQ/38/ElEWHaVte9IIg/XiA1/3Mf3kUg/zNqqatLT7o5zKFM4quUpynTFhuLnNIfN6PlOQ4nU/8aZanwbRqsEYsBwrF6L6xisXr1DhZb/zHT2d+fyO6ycukqGsWMVsmec+//2nkhxvPum8k0ZU8+7MMo4YgbKj5ZsPWyzR86wr//suBtzcrQhQf0Yttx6r6BgeEpyFyszJUGgYvxY3/xy8HXPb01Q0hS9a5q6Ug8svXIzEVKmfZdg5jxdW0qeD+kni5qXi5NpJ5zpGcMtM0M8cenyIlZz4fRvaXiXVjaesaQ+LT0wVnFNe1xuNorYIUebgEkp+YTc1GB4ZYQfEUrcjB8/WUufiIK4HHc+DkC6/WDp/+2VMy8Cu4cK3RvL1q+HL0VCrzMBeOw4zRhU0rQDBjNH4WBOdpiihlaK3mbtcLMhTDbV/400VI8hHDm7VjyIZegXUWp9SSXrJ8OQXmOHEYBV5dkNK8c467jfhLhT+kcdbydqv4eT/LeiIrvpwCvZPgyxwzQyigJJXz7qqhqx2HcYkjoqjrGgooI+/Q48Joul7VFG34V86S9fIEU7K3Rjf8X1c1xTV8eBx4vHicFtHVXV9Qdc0/vq5pK8N+ypRlOm8V9JXl7BOPQ5B3strwNUHIilVjWVWGqm7pXKavHb99taMyMhG/3rQkNCBHyP0kyCCnlTSv5shhTjxdAt/fwiWIa/Zm29N3kZtNR18ZPjyc2U+BrDWNs/x2Y/hpH1g1jl1bcWlmHs4zPkQaA6MHZzR9pUhoamfprMIYT1MZpij97LsXK/7uRc+HvWwMUsqMAeoF2H6J0JCBQsKwWd5hrTVURthVaI0piTlLi+sSIcaAz/L+6pOsKJ1zXPcOHwu1m5imwFEp1p1h1VjeHzzHy0gC3mwzvjgejgOpyKDTGkvXCETgP3+emELgeqlqxpR/3cmpUqD5hjMxjt+9qJ7fCYw2oJC9XSutjJTSIupK1KqgjGNXaZRyvN56btYNXSX9000jHcxvvVpTGWqrhT1l9QIYl7yrLvJ0XHctPzhHpaQ5E0JAKcdupdi28k677RLOyvupMYbrVSLGyH5ePjDLxOxu3XKqHHebFmMMx/PAfk50Rgnf18p+8WtQ3LaKk8/sGivYlXnmy1jxutH82++vGSbRfKAUWZIA+KKZx0QuouuotOYcCp1WXC153BjF03rdKekzO0tXW97tLqQC95coWNkMXdcJeK9IhfBhSPS1eF+ttfzr15KtfqsSh1ng9FdrK9jZECU0YuVd/mZVsWquuWoMYWkgvVHi6JHXmwqtBKpe1xVd0dzVRpJ0znLVN4QQeHPVPgdofno4Y63l1bYj64rvb3umJOLxw5y43TT8d0ae1m1l6ZqK+9NMQaFiWuAEDalIKcVq2HYOTaGpa6bjSCqKt9cd+yVjPYRMTeTV1YrLMKO14revNqy7doENiGakqhx9pZ9rqH1bL59vee36bS7kAqslRXe76SH/iodTULgkxcuNwLKttSgV2A8zV11D3dRS0l76jx8OI2+venTJ3I+ZXTtznmAKifvDxJvrnnUjdIVtZxev6sRpLtRahhHXqwar4HEUG8F+8KQCm0ZEYCEUPo+FV13Cf3MOrRSXqKiLPGF9nCV5lSHEwNMQ6W3hYdS8VDNPQxCi5PKBUTlz9BIkqK0hIcOUmBVrB3PKfD1OFOC6y0Q0N1XAU3FlNI9Z6Je7VkL9Xy6BXhemILD0ykiW+LtWEYoM8nLOPI6BnAooWat9u/k9ecWrXrNbesypZL7bVZznxByiZMUrMRTMWZGiUCj2w8QFI0a8yrLt6qUNE+grzWGcmWMhZyFZHKLm7daJMGv5EB8nGT75KFC3TVsRiyIFz+ch890WWqv4y8NAiDLjuOkrfMw8nAaOc+bVyqCMowSPNZrrVnN/mvjwODCHyKvrNas609aWzkrK7TCNlFJISY7qOWdSLigKN1rA68cxYLRh1xjQlvN84TwLWF0bzZwkM7C/zDTOkIC8nLwUciNAy6vGZZy5BDEqxKKW9dZMtQzC/qWvv/kLV2vNq3XNYZwBpEwfAl+Oga6uuK5k0jjOIyFFBl+4TB60YVMLAiSh2DVCouis4vNZlItaC//IWceNjXw+y4dy11qKqWVt4gPWyrEsKwnRn8bArtI8zuJNVUrxx68ju9pwDoW8rHzWjZgDHqZAThHT9XzXSWRPUzjN0lONMXLwojUxiEg6JaFX+FyYY6Fxite7Vnq/OTEMnhAzL5zgcVaVAWSV5LPmtq+XlcWFV6uWhJKn9AW2rcIZS0CinZtVxcMQOF5GAobrzvFmLU/G2XsezyNPl8C0CKxKKdxtWpJZTAmN5jQFHi/Cf77u5Cj9DXoQitTt2kp2u7WVgdQwe1qt+HL28k6IUCU6remd4stByIfHOdOYgi+WlyvDEGE8ebatxWpRynw+jjizWA2yDAljOXHxidGLP9c5hzOaTdtiS+R//mXk5coS2467leaqlqk/FK7aRbE6zTxcAh9PM6/Xsm6b5pnHyfBuq9m2lXh0zzO1M7zYiJ/qyzmwqSNKyT8jhXvP9bqjdpr9eeLnpwt3vcMLHgA/e/7wNPH9laTB/sXr4v93l9z/d74UwnD6fBKihAxFKt7dtOy6mtMUmaaJ+/PM5CP/8HqFMpZayzFm9IFaFz6cAo2W2GNryvMU+dta4fM50OiMI/Pj04wpgYfTwJdTQCNEQ6UUliJBB6VptITQJUUjoXcU7LqavpI76GH0jHNcMKaaylWUAnebBqvkOPzNp0sKvD8GTAnMMTGGSG00N53jpq9x1j5TKtaNpakdN52oNNVyqqqMwNusFvrHaZbXgM7J+2/1TG2QG+DjRfi9msyXk8cWiSf+dD+wP54l3WWkyJCKYteYxa0j/64YJW01x4wqAgkYZs9f7gein7DWsqsNviguo/y7rLHUOouyJUtH+fE8McwBrUWZUrmKdVfRtzWNkZJ75xTbvuNuLTW8xmmmCBunmKL4bT1SQ+xsZj9G8QnpxPtDwGpF09Rcd45LhN4WlLX0tvDz44W/PHl6k2mNqGuG2ZPRvNkKseMSpBxx8oWXray1fn44E3IhxcT7rwc+PA6MPnDTLus4pJjw9TzzeAnMs3xOK6updcFag0V4Zeu+4buto+9qiUDqX7GtrxS5MFqdFgq84TRH5gXZ+jgGDqpQwsTni+LVriemwGGcpQA/asKqJvrIp1FiiLvWcPLgvSfpine7mhACfjmqrRrF/XHgz/cjf/eigVLQKqOL4tNRklQxJpyz5NEzq8zhMrGqND7JCuHhHFAsku1K01aG0QdUiDwcL1x3jr3X7KrMl8PAaU7MPrJuDA9nIUF2TYXT8GnvoWQucyRnidn95rYjB8+fvmYOxzN7D2uTeX2z4jBKRHS3bni3rXm/H8lJpGXaCmnRqoQzmnn2nC6aYRZUzpfjxFUb+Xg4s3Xi6v2n94YX245pmtC7htbKB/ibHKsUgY7/ePBUWgyBc4z8VArX65k5K+oSeJoKfVsxTTM/PU30JvNJyZrn8TTT1YbrxQM1+EAqhXe7mv0YmUZRzuyHicpo5pC5P17EIbRucEroj5XVfHg8if2wdugcmbOiM3Jj7fTIlCs0hRcb6SdPUfA/1408IHzKVCoyZ0NfaVTW9JWIu0KGlYP788T+IvTOxjQYXfjL04XXXiKt65WIxkOGyzjTWnixqvlynMjM3LSayxzp3cznk0eTKDHwMIjB/svpVw5ET0WA6PfnSFGDRBRz4jBmFBMpywd68mnRJcox8zQFTpcJbTTTnLAGLnNi9jNGr4lh4j5W7FrPw0VxngLV4rX1IfPkE7tGOMA/fjrTV5pV63j/eJFjX9vy3ZVEHj8chOE0hbR4fBMWWbO4knmcIxwHxmxZ28gvB88417zYtpyCyKVvWoVvGrz3HC6zTJ2X/7/zKFE4pxV2sc6HEPkyZHotGotXTeQ/PATGeMAY0ZhoLbvvYZy5P0/y/VWOV5uGKUTOY+b945nRe8YAP+wqfnqcqG8WRSaZafSS39UX/vI00DjLHAVKd7uqqZxhDIXBKqZpgspyf5m56WRf/DREfAj8sg/0jUWXzOfTLFPaAn0nRoBxjjJNjdJPJkUuXoITORUeLzOr2lJXGaXEQfxwnlBa4y4TAUu6F//SH76cuOkc153jl6fAOJ4opuFw+cznc+D3ty2+yIWjlBTtc848TpoXeqY2lilqrBFX1X96uPBiVbHuGlDSSPv4NEFJtJXhl6NnZQ0bp7iEzC+PJ95pw6qTwsqXw4DPin/3xhKLhuT5ea8YRs+lMszTzGWaeBojRsG6ghA8KP3rnSpbLeuS11eZu3XNmKDSjn+7FZrE2UdebiApKWB/mwL/cNPzY4EXK4cvmnVt8SHw8ej4/YuWz0NNZwpNLe+oV720Ul70Mml2XlCtXW35jXNcddJ0UYvG8nbbEgt8uUR6p/jN7QrnLM5qfrgRKuJpjuiSienChOOHXcUlNrxVF4xreLERasTDaeAvT4HXG7gERd9Yukr8RY0z7FYNpUBbCdWjHCcwln/7uuHjYQIV6dYb/oduoGo7Bl/Y1IAWiuXr6xVXm47V0mQRz2vmdmX54eUV360tD6OYHeqniaKFSlkZIYe8vVlhtOL3LywvNjVfzoGt09ysW6w1pJzl+FdVfH9d09TSOJqT4nZdM8aKtjJsu5o5KbZ94apR/OXJY0Pi88njM+w6R1tZzj4zx8CLTUPj5Hj/5mbFelF1Hid57VHacNNbnkYRrPkiADhrFJWr6CvNtos8XSz/8KoTNWszs+rk+7EKIUouytDOXfh6iVQo7rYNu77heB6kD2wMN70MR+eYeFWkydM7aVxpMu1qzc5liqnY9RVNU3PTV4SY8SFStOG6NoRsuVLg1zWb2nK4eLbrFe9eyAnmMkfclHmmDP7Xrov/f12A/59+5aVL3DeCvKyKtF4uc2IMAWc0g4/crivuT9LjPPuEruQi80UIkDGX5QJWVE3HCyaOQVI4TS3dVmczm0YmnNsOPuxH+eMsXtQxgdNwLlYKBUUtF2igN2UxrBfaSnaId7Vjf5nwWXjKV+uebcm8LwVnZK8K4JylMRFjHW+vFPspkoInICaHvpGK2a6rGX3gunecgxKwd1G82LasasX/9qT4NytNvxYMD6VwmAu/ualZ58z9ENk5aTbl5fdx0zuCsswxokrEGE1fO57OM6vGcX/2THMgKsPNuqIozaYT2dc3+qHRsuJQSvGnrwNNLWiYptYLtjRxLIanUZC6t73j6znzaqN5teuEh22kVif5YMXXk2bTJE5zJmO4bWXoplWmMpJBnkPEmobBB3xIGK24zALnM2TuRzmenrwQFNFWdCqjUCJD0bzZOE6zIufEccjMs2fd9LSVbCo+nALr1qEQL7IzWYTidYWZJ/ZjoXJyGnq3reTnNVLtq53MBf4avvG8WFWkAsX+1atb1RXXjRQc5pi5Wslk/1ddpFeID8YshenzLGufyjmsluPYTyep3Z0D/KuF6pfQ3O0UtVFYKz9mvIxcisZ7z9EXKp05zQW9TCPz8gRXSot7tRT6xfB+HD3rxtE0Nb/tJEI4JsXbrZS5Ry9Crl0rd+LjWfAmjbO82DSsanm3VIsZoLOK45wZvef1piGsWla1AMVWFXwcI3drK0/IGHnyUC4SCmmcEfzLIKuEOTv08vMkFH6OPAyR297ycrHGnWYp6WutqVShFDHGTXVFReb1tgYUxzEwzp5fDhOtlaPiYYqsapg9hMVEt+3qRWEyM/kARfFyW3OYHGuH7Flzed5lv1xXfNiPjEbqjJdRprDjHLjIhI+H48RvnWHTt/y9MxymROM0hswvh5k360xQhtoYNlXiy146rL+97aWXm+X4fprEeLdrNH3b8NtSeBgLayc2xpuV3MyhEItClUKlNV1tOE1i/vuG6r3t5AmbkXSYtpJEOw8T//Qlct1p+qrm8RJ4ugScDihb4fPEuxvHmJefN8pNQjtHzolS5AZqrHl2QKUcKSVTVfAw8usuGcRceL8fuds08qSdZn7eJ97thElbOcc/vlkzhkKfRBURM9xtZchxniObusJqUYBcLWsB69NikpPGiUItE2I5Vu8vkxzF57S0XJZ/bikcRF+4qhH+MYnGLTWzqLlrFE+p8HQWZ07Ihcchsmng4RLw88y5couW0ZJQbBq7aDUzV6uGUIAsH8zKVbx2QhHctnIRziGyajSNk93raY7s1i3btuIYCt87xTmpxSBY6CxL8N/jjIjFUHC5DPwyFpzOvNx2oC1V7Xi7bXl5vUHZihebhovPPJ5nfrutoMiNS2nFtpXJ9tknga+dzvz8FFi1E6nASUvzqnGGvNBGrSqEBCnOjKGIYKxS5JUkyJ4uI42TvvTVIv3+epz46UmiqLqV0EzJiS/HiW3nyBh8khNIkYkmbiFx7L3CkZiLw2n5W11CobPyWemMIqO46ozMJpShrw1PY2aOkSHAq41hPybuevl3K+t4d9PROGmXvSiZz3tDVVu+v26ISo79IRdebbsF1l8WppWhFIgl0FaO242mrWa8F6mcx7JrPKhf8VTZKEW7kP8vsySS3mzk3esyzcxRQhGVzaSkGGfPcY7cJGFUaWN4oeE4BqaYcVoI9bXVnDP0i4U+JfmDNk7WM845vmsySUuN66ayS8FdANyORFI1nY58HTK3beRm3T0rONeTsJ9j0WxrzSnAtpO0zFxbTsMI2vBu54hIQsp7z9NlRiFBitMspe5v8ixdElFpINLWltXywfhmgbNKGFNtXfiwT1zGmWGcaeqK1lm0lptQtRTBVUmcArzbWe4nzdWqwTmLyonPS10vFYWzlisnF/u2dXw6Tqwbx66viVlA78YUoStGxa6RIQ0UfrjtOS0Q+MZZ0YcaQ19rYq6eB0N//Dqwa4WBdfKKdSV/a6th8oXdqmGcBc1z9pnWFPRSi/SnxO/vNgxhCTGELIH/C/z2tkaVRFYCRfh6Gsk5C1wAw9pl9CJB/3wcpafbCY3jptf88XRBw3MrSZM5TYmbVU3nOgHel8IpwG0vgZ6nCdatPFHnmNj1DTe94seHgb4SDFBdGUbvl6CJmCGellLMTS8qk1935BHYVBJaWNUSzH8YIrs84jOsa/mAXSaxzPWVprNKNIzHide7hjkkRu9JfuIYFavqwuilJXKYCiZ5ns6el5tKVkg+o3LkzyeZQJqqRmtDSbJmmWbPYUy83SlmZclh4H9/ivybNwrVd5QSAAmL3KwUX8ZIY+HhVNDGsa0zH54yPJ3pupYXfSEE+HiQXeaqMqyaDjMLjmdTWfankcOUqI1UCnddxcUrEXqHSK0Lf/h4QGvN7aajtdCsa85ecK52GaxZJeqUGIU8GUOkqXu+b/Uz9+gYIiUG9pfCOEs5ftfXnCehh1ymKHtjpegX7UvTWB4HCVIoJ+u1S9TMs3RLe2eIKXLKmk0l34Mhk2Pi5BMpZUIMrLqa315bPh5nxmFgWugnjZZ1zhwzKXlMJbqQtSvcD2kx+mVerBp6pzlEQ6Xk5vXjg2wCNm9uOA0zp8Fzu2kp0fNhhO82cmP4GDNXncMtR3ijCk8X+duVXHBkPh4mYkxEL1gip4WsEqK8j29IrHv3PPAaZs/+dGaOiTDPqHoFOaIKfDmMPJ0mmtqhsihQa53xUY7Ov+p33JgyPz2MWKMYZksu4vd5PBa2q1o+iLnwdJowGlDVcyPl2489zBKC+HgKVBR+vC/sh4m77YraaVqrMRruTzOxyIe7sXAcPf/lc+JuV6ideFGnINQD7wOfT4q7neVq1XAJEpf7ejhTtMHlyBghZaHnn5Pi0zHyw3XmKVV0tpCVxk8j/9s+S7i+MZgCT2Pi8fyIzxI6CCny4/2Fu43A4P/09cyrbcf3tysqo5iDDFfGLG2c0zAz+MRq4WSdfaQpiroUTlHigqcpcR6FtPhw8TSm8DBkGicFh8dBqBdWy7G4cWIs+Hoc0NrwcElcQuFuk3kc4oISSjjnCD7KblRF/vw4oUsmGQT25mSuMIyewyQe201bcd1pvpwzyswopaVClzO1jQxj5M/nme+2NZVzTBHMEqJ5HOX1ZV5WhqMvvNrJnGNIhTmOzNPMoCvmeeYyJwYfuYwTlyi60MdR4/PIeYrcrjpCKnzcn+nqil1r8AkOg2c/RraN7OM/HxO9U4wh84u60NcOpzKfjhKP9THT1hVPp5H708wcpC5qNfxhgJvOMfmEax0pZZ4ugegn3k+ZppLTJNr8emt9WiveXLXPR8aE4s1W8KK7Rj9TLURzKSP7/RTZ1oZ1Y/EhkVC8ve5Ztw6tpDj/8ei5WsrisSi2nUTyvrl/jNH8j9erxc4n0b6F+U3OYk3wMQvBXyl2vYQthinweluRi+NNKQRl2PWGF+tmyfwqqYvlFa5Egqq5c4G+qTkNE08T/PZG8zBa3m4cc4ZKK9q6Yts4zlNkVxu2nZAknTVsWk3f9PyPXcu6q3kcItbI97NpHF9OMuOwxnLbCGuqcQZnoCjD2sH9WLjpzDOdY9W30qDyiVXfsO3kuN02Na+vegk+ZLhed/RN4jzO7KfETWd4mjS7Hqwxz1A7nzLWJqRkEdn2wpi+XTfiQE6W11eF17uetnboEhmTlNzXHdSVzCbeXffEzPO84TzKsf2np4nXVxXfXa+W3zOiwYxiROwrjatbXmwiq8bSVpYX1qD08p5rFXEBCB7HgEbIJZ3tuQSRv4UCm7Ziu2oxSqyPIUijaN0Y/vQpSmleC1zgykkr6m7XUVsjJoiu4QddqCo5Dre1E8JkHzhNLdfec7vp+DIUSCH8c9fF3/6Fq9Ty3hCEH9xaHodCZwU/k1D0Tc2qFfJFzGIF2E+JmApJaaqceBpBEp4atOXlRnOaA2pZP4y6XvZ/lpWSAL5xFaYEplRY1fo5p+tjZteq52mjUoWbtQTDE+qvzRBbs7PyzvXpOPPdlRTyc5ak0RQdr1aOUFqcSnw+KbaNoalr6ugpaGEEK82bxWKQUyJpUVimougrzZQELuCso3aGd03NcXQygEKQo10tbRhnFB/2I6vK8GrXs+tkfQYCCp+nhLKO769brlctPz0O4t9RQvbvasHJpiJ6y1QU/UJobNwkHt4goPgxwtVKdJ7GKK5XskMeZk9MjikpqlrWIztX0FrgA18OI49D5u2uRltHXxusFZJIUYZuEbc5nTlHxc4Yblc15wWqcJ49MSaqrsEYUafcj4l3LQJ0TwL8+0a+uKoNU4S7taharTFUtvD55Jl85KqXnfS2daz+D62eafTMWbHrK2oDxdTcbSLayrps20lFL6TCunW0TVoQPxFXIj5k+lbomNtVhzEzj0rmK693zb94XfzNX7hGyxPSpyw1u2Vn+DTL5PDVuiYWhVMSLTsGeLuV965ciWLiMCcchet1R0qJOSkqo6iNTA/npNi5jDLSyFhbzWkMy5PJ0jieGcmgMErxcM7kUthWmilqyHEZXskT2RjDq40cr0kXRg8Px4t4YoDWWRSROcvd+jwVvr9qJW3lRPkxzIKA0UrjnOLD3tNUjleVpaoco4+MytE5oUTMsxQxtNbs+r9O1W/7ivViOi+lsK1FE/mtnLCqwOmahKI1hc5p3gfFNYWrxSAYM7zZtSgFHw4T61oGfJX9q8luP0WulEIpnqt+GY3VeZmklmfcbW0N39+KYXGYPB8Pkuz63YuKrnHkkkWrmRMXLwPIkv9qVtRkCXi0hsOc2S5P0W8Nmy+H8Xknr0vCqr+uE2/XDfvLJDb4LBHDvnaEpLE5s6otMcO1hsMwC0J3UbfUTgaFOWderBtOTsD59+eZH64cR+/orAjDDnMWbKwWyobWcvKtrJb/jZcW1MPg+aGR6fs3dalQRn7Fw6mYMj8+DFy1sth+uHhqJYoJH7zAqecJFqjcd5uKKcF+8LzonQiOU+LoE06PnEJhZeHTKFDuYZajzZekebeVatwQhdcbU8QaMerFAk9LbLCz0DUVSkncrzaF9+fILgQ+n+IC0RYvznEY+XQIbKvM/aXhZV8o2nD2iXFObHUALMMse+J5Aa+FEDj4wotWs+llZ3qzypxH2T2GEJkSWOX5PGlOw8RPe8+bjUO56rme50N85kAPk39GsPa1JJKOl5mgLBWJ4xj5fJr519rIDe/iebpM4u9ZMuKtE2VkZTTn5YP35TRy29fEJKWOw+CJMfLuxRU+Zg7DjFaF45x5vWkoSAOKnHg4z8QYebWpeZoS1i7T8iBVyKtOJrrD5DnOgVwy+4sMXFe1RTvHeBn4NCv6SrScYYGp7wehZd4fZ/rGij51DELwvASuO0vvLI9D4Go5es8xMYWE1opVLa9gF5+5ai2XkHHjzGmOPJ49764aCrJyOgwzrVV4H5i8ZlsUqxpyloDOHATVO+dvInT5+6jlxvvx6cyf70d+d10x1w2fDyPwzw+n/ubbQYVCrQWrEpLs3qR3KnWuzulnR+y6EZFXXwl/+NNphiSh8fM48+U4YksCbfn+SmiDU0xkZbiu5InxdB4xyF336TLhg+fTyaOy3G1VjvzlYWSOWSJwWoYuVxUk7fhXL1d8f7PCOvv8xFzXCmUq1i7y54eJX+4PNLpglKwBLuMse1vgqhNM6YdTYOcKh1n0IJOXgsWcBHlymBPXtcAFNo0mK8V1a7hed9z2NYbCfvDsLzNPw8TpMvLlKHvlNztpVqWU+MvDyMbI8XhVa95sK9aNfKiOl5EfP+8FTlAkqbRunMRHo7RejJJXB4DKyA2ixMBf7geO50GsBDFzGgMrK9PkdeO46py0g6LA7Y0x3C6d2mHynObIplZiMSBxf57RRVZ339pOPmZOw8jTEGkXVrS4kGHXSnjlxbrheiV1vOMUqJSQPxoju/u2dmxrzWGYhcc8e5yG3hm0UjRO5iZN0/BqU6OM46aveLGyyw0+MUeJXMYYyVneh3MpvH8alngm2CLO45xkNqKKDPdKKWwaOYK/WmkexkSrIo8nz6/6iVsK5FwYQuQqCcxrihlSojLC7f1ynnnR18SU+E/7iatKcK5KKZIugIiZL+MMSi1i6sLTEDBKjidjgMZkTiExeiExfj54rlvHplbMWQgbTvdkPVMtJIVxFrVnimJWSPWKyhiuu4qPhwmd07O1XSlNawM/7yObZpDifJ1x1nLTiNvmG87mVW/AWFT0fD1NC8GyZtca/vw107rAk1ZUJtM3NaOXQMQUIg3w9TwRvKeyhsoYpiCw7ZTESJiS/JzDNPP+YHm5hvsx8XC4MI6ePz0MNGXmYUp0OvE4wuHiue48U5Ia4BzkhrpuJN4Xi+J8EdtfpeHreaZvCrta83lOHKfE2ScGLyC3cY7oSrNrZR99GWe0MZQsjqZqLe/6fz4EUvRcrQQbJE9+RyEzR6CIVPvxPHCeEyHIsdSQBUafpYo5+QyLRtRZzX6YmVOWfvMcmWZxSW26mq4q1C4xzoGqFyXMnKA2ha8nTymKlRPU0BASp8Hz0/2JUgo/3HRcr1sGa3El8v7JM0b47XXNfs5oLcLzSgm8/uwTjshxkg72U2MJMfy6YXFaSR/XGYkq/ryfue0kDlcZ+PFhkNC8yoSUuW41nw4jq8Zic+B+sLza1LSbivcHAXiNSyLputFgBE/zdDrS1w6DxB77SlObwv3FY7Rh3RRhNmvNm43E6qyV9yNV4I8PI1+P8GKObFcdrdU0KvBhiDgl+kdrDNW2ZdVNtM6SlKdrHJtaS1kgRewCYjuNgcZ6Vm1NzoHTMHGeE7et5mZdc9UavhwnfNC0Rp5k8yA1t03r2B8HtK3Y2IJVmVg0u9rw4TBx0wtxISvDXS/A9YtPrCvFA1BXlpsqEal5m0eGbCF5ukpLPtg6vI+01nCc/POwauPgdCn0jWXVWKrlnfPpMvNlf6GvDOtVxzTNlMpRG8Gu3q1k4PM0Jl5tDE0t77g5Z6ZoeLNxHCfQJXGa5Wi6aRwpFWz2nJPmy3FiioWrWuG14HEzmr4yHJTkqb/bGu5HCW+EDJVVkAIpF6ySyfVtbVm1NbEgia3TzH6YWdWGKWrWrnBZNg2fR89p9LzcSpOqVoUhBv7393vuNoHfvtwI6N4ovlvJrODgJ16uKoaQOU6J11dySthfBJaXkjyxndW/7nVQKnCeIi96y7jQCWUNUqidJRO4XdU8XGZGX/jtTcOhruhN5M9PhTc7Sew8DoUXveXrJVGSx4fEUFX0tTSQ/vD5yLurjt2qXXqmmnVbYY0RGHaxpBApznIZZz4fPb+7haAsjdbsVg3WiEisVoU/fTkxjDOrWjEWg50C1kIdC85ajqMnL4mn4+B5Ok+UAn2deblpGSbhPbWVwyfhVDUl8vViKCnwBHw9B3qT+fNc4fLM//bpzNtdwLDiNBf+fmf4eAocpszdVqPdN9+QZuPkafC/Psy88YlsajaVTPCP54H/6acTKx2Itua705E5W9Gg1BUrFfhpH7jrIhiH6jQw8eU4czhP5GVVdbOWm9CnpwvDHNHacKszH89wkydOHlqXiaXFUFg1chMdE8DiZtKRqB0P55kQCy82NV0jx/z/9OnI7BP//W9vqCsJz3w8ziJh28oxeJg8H54GOqc5+4bGwJwLYxDUzi/7GWcF3uaspihN0ZGuEpLFrrULhRJymPjDIWJL4u56iyZzmTxfyOyHwONpoK0Mu65m3Vas25rhOMKienn/+ChvrQV5rdOK/TDz6TAxL0GNc1Q8nkdSjL/udpBRQof4OsK/WluuO5EkXfWWdeP4dFJYY9DacLdWPA0iIv5yKezqws0CRK+d5sW6Z9XOnEfRL96uKjkCO8XNumO7ali1FbdL57Sq5Ai7D5bOKY5Z3nfWtaWpLE1TsdaKkAsv1tA3Eui31nKzrjEK2loilLWRtVUsQIo8nhJFySSxGMt3Vx2Fwtdz5OITN5uWXZ9pK8ky73pNiJmOzHGuuWoUq1frhQiYUNT8o7Zcr1tZ6xTxI206GSRt20pA6a18IH3M1HXNm13Li03LrpfJ8Wstq47DLERIgLrtWRmJnP7mpicUw9/bgbRADtbN8j4JVM7QOcWHp5EhSkb6xaahrw1dU7Ppal5s80KYnCnaoHLilIT0UVUyN7gYzZZELjK5fnuzIsVI20oZI6TCDyHxeIkYrbm/zDil2HaVWPSi5s5pHs4BoxWbruZ6VXOcAvvLzBQLm8Zyd93zshcSqFWCzrnMghG6Pwc5iTSWXV8zhIa6urCf4LqzTMlyvS7c7TreBM//5GX497urjvWqf3ZTAVw1hsvs2DaGbS8GybCS5tmrTSEEw/0QuGsiU4CgHeT06xVbG614dbOlUtIy2U9CagAxuG0r2a+2VaSz8PGU+G6lGEwhZoF7hQKNzsxBCJFfT4GblWPVNrggrqG3Nz19LQzkbVfjk6Sj/nCB12vHnByqRNGBFMHTJBSTD/gsWejt0tmNGV5tO657KUZ8fjzy5Zy4UwqzEP6NMfzmpsW4GqMKl1nqcjdrcc2sGsvTeXzOwoogKhNDpFUjH05w3VVcraQUD7KG2q5atp30gbNSvNwIXCCkwra3S6pMdpsvVg236xqtFVoJ6K02ilXX8HevtsSsiDHwetfjjOKnhzPKOFpViHWFTzJr+HwYeHu7pTaa17ueEAJVlVjZwsdzYNsY1l3z3H4KITCFRFNJ9xltuXaFk4fzacQ6g86ZMQhX7Nv755wSm14CE8YY7nZrjBlkNjB7mlUvfqU5ocnPg8qudiTkJmO05uVWdu4+a1wIPHl40SkOU8IYKZ6koljVGh+kfGKN5bYWAN5LMgXDthJs7/W6Y5wdv78dOc1QVxUqJ76cA7XKTFpzCZk3u1Z+1yXzx3vPyhUmo5iS4tVuxf+5slx84m7Tcns4/4vXxd/8hYsSlu37p0AVZ6DQWcf9RdYIX86R76/A+8DHWfPdWgRac5Ij8Lq17C8zPz1O/EaJzc4ZBSi+niZykmnxqq6odObPJ09Bydqjqtg0maZZopVRxFmjl4K8vLNkrhvNU0p8OEw4zaJKmbEL/vTHh4mbTnEYNatGThAacRCV8YzWMjzK+RsrKjJOI49TYWMz5yhBlHXj+HweeDoHdp2Q+K2GOSS6SvPpMNHVjtELXdCUDEhw4dtT5DRLYT7nwjzPPJz9AgeIHMaIUWIQ/HDwqDjz89NIbTRZG74eBq47K8TKpmLXWt4/ef7yMPCit/zpKfDdVpQiKwenAEZBygstc0q0Ri70aQ7kRRztY6Joy7qC4gytUXw9j3w+J16uEmOUrvNlTrJ2Uparzi0fD8Vh8IQEdzpTlKG1iilkHk/CMJZ3RsPFi5FvDDIorBacjYpJ8DgxoYoM7xpnRX+qBXD/eB6xRuiYfeOeHb3nWdaM9xfPl3Pm9bbiNEWOqnDTJoZsqQg8jop3LnGahUHdW5k7lFIwSrrfPgSezp6cM3/6Mv6620EsS/PL5Gn7iojieBmYA7RGiQ4kpmW4kkHXKJX57XUj6x9jqa3Y1WY/E5VjW0u0TRCuQi9UyP62LZ5SHDkmemfwUZI+BcVpimwqxePhwoek+Ps3G25bWdZroCJibINJnhGHywlbN6xqLWGRjaBMfh5n5iQ2AqnqgS6Z0zgtnc4spMY6M+aGxmZiioQAPhY6J53er8eJT/uBEDNvto6zzxzPo+ygoyB9nNVs+lbkzAtJsnOax3Pi4zEwjiOvrtciAdPyn/WVaDvHGPn4dObH3qG14TB5frHwOCZ+/6Jnr1p2reaqrzjMmUbL8brRhaeYWGu42jZcfOJpjNyuJIShjaazmTnr58CK9wOnC9ytKoao2U/wdgWqcoTs2XWOByOxwcZlPh88l8lTGc1Va4hF8+kw86LIq8txCFjruG4tH4bIq628Wu1PM9MUOF8mpgSVSry727GqLetK8fGceFkVVEk8XDw5ZQ6nAYrMVELUHMZArSQ1R048XERTeruytJXBR8/1qkYbxxWRL2fFyy5zmDMlBYyrFnNERHc1rYlYBapotp3ldlXz4eH0624HxVwYxpGQMmOI+Jj5eAy86hVDNEuBQmp5vzwlbvrCFBK/fBn4w8PA/80olGt50cJPx8LKDPw8JL6/VYxe1gD7MVDpzDAFxqTYPZ05lIofdjV1XbNuLFrLnXuMEoBY15r740TfCSfq54cLm7biuyv44yHxd9eFw6zZdgVjDIcpUJ9HjrO4ct/uKv7yFJjnEUrPGDJXfUW3AOdynPnDoETpgebrYeZzHogxcY4Fa7z0glMmJvmd3FRygfjjjDKaeZpxdcN3u5bHLNCBw+A5TqIJsUQeZ3iZMzFm5gAhBfbDYqRDc91ZCb37xBgShzkBmc8nzypk2kb24eeQuT9OfDl5Vg6+jrJzfRyEuJmWv9HTGDE58L98nmjwXK97phA4Bzifz7zve17vOla28Kd95kU38DREns6aN7tanvaVEDweLx6rCtZZvttUHIp67vGOc1gaOoIQUidPzon/9cMZS+K7q55tA398LLz0UrwffVyik4njYSlHBM8fHkZ+GyPtak1fG5zO/HzybFuNNZY5RB5PMpz6pWQuofDfVY6uhn0o3O/PPGpJ1c1Fc9PGZ1zPqtL8l68jq0rMkZdZYq0fjh6lza/3iSuL7JmblRjuvrtZcbOa2XvoTOaQDG1l+eF2w9fzzN1GMstvrhperGvqVt65Dqnit1cJZVqSmekqR9s0/OuV9EEnH3kaZMk/Fcv/qSloWz1/4LTWTErRN0own05QoK/WFSE1OOdYVYbtqmPVjsxZkaeBVDpe7VrRMCpDO808XBTWNXx/bTnMNa+20mttllVQzpJAOk8evXwwNp0DHH0lCNiihE9kKNJJ9YHPs+Fm7Vhdr1nZzMdzy7pSTDg6KwmtMcKuMcQiR81/sI5t36CnyFYV2try7mbFZZy5PxtWY+D2as13RiAAf/dyw2HwXHymLPzhKTt6HbjbdjSVZd01fB8mrjZrLuPM0xSp9WKgU4rb3Zb/wRr++HXEGMWuXfOvmsIv555NrVi34pbdbWYaa+iHmePgUcZys1JsW/m7vL4qDD5wniKXpNm1CxMsFjLyN3LO8fevN9SLIf6/1fLOj7Z0leZ7HeibChMihyHLcKuq2DSBYQ6crOEfX2ZU1fJ2V6GtxGljgau+fu5vP52n57+NUaI0OQXFyhZeXvUyp+hEwOas5XYr4ZWrzYpzfEIX0d1kNN/dbFg1jpLir3c4VRnNzaZl0xiKlg5mUYbfrCW8nZVoIWpnud0YutrycPaMPjIXQcS06y05ej6eE1uj+Ic3W6YomdGqEvVkLJGC5mrdUjvD0xA4nAPvdjWP0bBZqBG1M+xHg7KON32Fz5qqUvzmheRiVUlYV+PHkbMvHC8DykgyprJaMtRKY6xh1TXckBcWkgyQVJZqnI+Zbd/KO5DVXHcV5zlyHAOb1tE3y1DLJ5F2LW6iqwXy9v4kE11X1ewaw+Ml0VSWd40UAr51mH2SQPyu08s+dkABew+7RjNfbbnqKoo2VEEKC4HEi41kceu6ptegVM1fUubFpsNq+KfHgs8Xsrb0TljJX86B7zby79d6w+sg5YxcMl8ukXc76NqO0ySlGGctY8ys20YkaUv0sihDs+Skx1h4tZM9sE+ZS0gYJIFmrQzjTlPkUBS3aJSxbGtx+ww+c9sJ6+pbAu/DYeJmLSmsqoJbq+nqG1oDyojzt3aG1SxwgCFmwhDwqWCsxEGNEYDczmkGX2icl4KKUgvEQXrF9xfPdpV5d91zWsD4rpIixtNcoCzIkP/K19/8hQtSVlZKmjMhy2KcBRVTGbUMmyQGB/By26FK4k+f91LA7wqqarhrL4QiU2ibI7UzS850YhikT3t/liRV5zQxaYYg+9+QRKKtleb7a9n1OueokO9nmCO11Xy+BLaVwMTeXsFpjOx6Ka5fxoRPEjx3Tj5Ul5BZVQLAUyXz817YSqMPbNqKnAuJwnEMtJXFKBleqJL4fJzoF9WHQd7LjNY8jp7OZIGmqSLdZCRq6JZdbkqJOVpqK6Czi8/ClQoydHF5JrmWl72XyXcJdAsFQ5Noq5rayvfxfj/zclWJozclQiy87BU3ixPpL1+PlFJorWhJHy8DlRZMa20V1ljIifsLfF9HnBETvVIKTWbbNYxefm6Qn+k8Tgu3KdJaObE4I7ia8zgxx7SkrILkvPuKbV/z6emML4mnKCmpKUhaadd0vLvp6eqKphKSRUpJbhy1Ezhezv9vn8unMXBVK3COXVv4eoqMPtLVhs5KW8vGmbEoXq1qjuNfWcl3m3bBDs+klHAastb0RmKQp/P4L14Vf/MXbimFz8cZzchm1XPVysX76XBBFWmI7NrI5KW4DoU3u45SMu/3MynLRZ1j4Jej+Hsuc8cQMldLTassk9/awrYWUuSuqykp8HUKzLEip4RRik+HgWHyVJVj3VZcdTWfDhe+HD1vr4S+4FxNDgJ1++VporKK/UVK+obMMBs2rWRVdUmchsJlkguz5Myfvs6cR5kcP10EsK2M4+11w5fDiFYi9fp69my7mherivvjxNOc+EdnOY0SofNFSt/OViitOFxmaidzgligUnJxHBe4WoiRp9OInyZ+Ocx8v43cT9A1Z/7wdWIaB15drTjPkS/7kbNP9JWllIQuPcPo+cl7mURbw/Yw8d+82fH1OPG1FN5c90tEMDNRiD7wYV/o25qrruLz/sIfvhaue0djDdbAh2OkMpIa8z5IrHKUUEW99GkPQyDFiHUOsxgZyIldJ9uAlBL7KVGdBz4fRsbZo7Xhh5uWzhoOqfDxOLFpKkqRXnFvhXN8f5z4/lowtCEVULBuKoH9nQP/y2Pmt1eBx6h5PM2ch5F14zhNgvlByTrp/nDmaYZVpQhFc9c7zgFubOLLYZTIaIhc5sjdpub+8isHohfgh9seo7W0Z5JiYwpuKSvfLQLprAwv1jJR1FpR24p3Nx2vdx0Px4H9DL+7rhiLcHRrJ+sFp2eauub/8jvZ4X4dEn2l2dSa/3QsvF7JeuGYDbvW8HiS+t6m1os5zvBq2/NqLXvdnx5H/r4v9LXhNFreXbc01vAweF50lUDoljzMqpJ+cK/Uc0C/rWopqHduUYgaaidVxrquqd3MuoI5W67WLatK7IJdW3G7Sqy7hsTM46Wway0Yy6axWAVTLhxPM84UVrXlMGVM9lROOMh9JQmwu94SiuJ6UxNNEuXLLvMfphkf5cj9+7s1Rcm6a0zy/c6pcL6MXPUVb7cV95MUQr67Fpm1NprBZ266iilE3r1YP/d7rYbzXHPby9H94SKG+7drTdd1vFaKp8nxcuV4uHjudh03vaOtHE+XicNksSXQ9z3XveOXvae2Zvk8SHz1OGcaC9d9z3EMHGdYt4o3uwZXVaQYmbLipinsPbzZNhInzZngZZfuU+Y4zIw+cbWqeXdj0bbipSq83Vb8549FUlhGo5aj/U2v+fFp5vutIevqWdH5aiOnoKMvXNfwcIHzHLlaNby9+mdfb4Ffw4VbCtbI9HiK4MPMPslesJTClA2ts9x03PHOlAABAABJREFUog9JKM6D52YlDGCnFTOOF21ks17ThiAkwxIYyfz0JIb5rnGcx0htCsaIge6qFhvAKRQ2tcJoec++6uT9KxZ5is1Jwva7xtBVwis6z5GClCREC5rRSrEfIld9JYC3FLBVw7YWJOjjJdDVinVjeBogxsS6ESLgw1R4oQOTjzwePLt1Q19VPI6FFOUJ8x+/Drya5UJZpcKLbf8ccXwcPK+3LaMNHIZZjpYq8Z+/XHi9bXFWMSDlgyEavPeEXKPCxD99hDcby+tNxetdz8fjzGFK3K4dQ9D0Doq23LSWGCwpZR5H4UtrrekbGej4mJcJveZpTLQLuO4weu5PwnK66mrRzpB5OM6cA/zbPpDRCzxBAGzXreyT95cZnzVvtxV/2SvetpaLVxgl3eTayiuN0SJhexwsP6z/Okz0KRMybK1iHxUViZNX1FrwM6cpgNL4KK9CRsv78Xma2Q+yX85EMnA8D3x+unC3bVlViqZ27M8Tpq8EkTNr1lVCLa95U5DaaKsjR2/wwdNU9vmB8C99/c1fuGbpkh7HwHUnSNYXnebiIWTBfva1CJXvL57vrxp8Mou6QnaFP+wqPpw053FiSoq1k6redWf5vnE8TQmdIwpZineIG+jiE6nAde/k7qzyosaUp/2mscQCKyOakIdLEli5F2HXVWMp2vJlP4GWQnXlDFd9zfEy8ssx8Xc3nk9HjQ+B2vBckdvWmg8HOS7lnFjVjpgNfS05Z0PhOGVWFTx6BTFRV5ZdZ2ms4YsfuYwzpwCbWhGi3Fy+HEeOY+BOa9a1w1lDY+EQ4FWVKMowTRM/70eBqZ2Fk/XlWPHLcgQOSXEaJnHx5sxlKnQ+8Hk/AAvSJXnWbSc94NkzTAFXVc9P1G2tebpMxJzRFDa1IdWWdSu2glTkqbUxiimIFCwtdMY5wUUnzsPMeQ7crFuapmFdBYoynMeBr8eRvq15te24bTUPU+baWq4bzcPZi+LFSS46pMLT2ePMIiRzCasMn48jF595u7McZqlbOgeVdYDm8Xjm4Tjz6htg4P7IcfLUzuCajt91mafzyGHwrGpNa8wieANVEl+PM42BP957tjbw9RK4ai33Z8eH+yMY+89en3/zFy6IW/QyeQoFpzXvh4QxlhfrenmaBFqz4EQSXLdy8VRW4TRoW/FqLYOrZkHPpJSIxdEaIUD8/DCIkiJMpNzTVfLPZCNcq1UtztdpqQdG5HibisLVssYZfeSoRT4VlDwlX/WZpCw7B/txcd6myN7D263BVg2N90xzJmqNipHHS+FuXbHrZSL84TBhjGGKkVVb8zInVq0Ax6MyXNWeD7Phpi1UznJ/HPh8nFk3lnVln5nQ8yy1uXWr5IhaCV6laMO6hjHCtjU0tuJuNaKtprGJTd9SOcPqInqSF71Cu2pRlFiGWJhmz9MQ+d1tK6WMJDHQrp65TIHBJ17WmbOP1LlwnCJfjp7fvzAcPFgEin5/Fq+sVTAUzbZWy+mlME6BojWvt638jqPgZr+V5Pdj4uU2P3OVa53ZXybuzyIjy7lmjIVhnBhDZLSOl9uau03L4xCkS1tX8oqCcLlUjkRlWdeCIOqX15d1rZnaGqvFRKFLwlY1/2pVc71dsW4k/2yMZeVEjJ1z4v1+ICfpYh8unn/zesO7K8/jKXOe5b39zmROPv26SwZKCcRt1TWsKkMpwuy5683zWgMKxljWjfw41lrWSnGZxJA+xIzKif2YaIwMQzatHJUOc+JF7+iamt4Wfnoq/GYl0uKLF/Fxs0Dk3p8CrzrNwWc5SiVLbdWyTqk4q8JpLuw6xbpr0CUzZM1dp8lazObOKIGAO8Wq72QKmssSzZOddFtnUgar5UYEUBmYssURmJNirSQPPcfEfsi0LnKcNC9y5uQL3+3qZ89NLBo/e34cNb9/0S2qz8JhzvSVISv5gD5NYmFvF5vAugJsxW4liFvjakiRQ664cZmQtWRrVw5va25DZtXWPM2wdYXDmES/qRSbWvrFgJAqGoNfN6y7lrl4NIqYJftbW0OpK5oqkwpoFG+vej5ZS+c0q0Z27w9DYtPIRfY0SSrs2/S/XjLAG6dwKuGzFCuuO8vtuqbSspo5hcKc5UgfM3QL7vdpTMQQOUyJmzU0TUsVIs3/YRuwaeUir61Ga8tNP1KUIafM4wQ/XBu+u+54OM8YEraqqKwEalLObII8RLR1vL1xdLVdgjgNfeN+3XjWXOQ95c1W9nfD7OlbwcIUJQX11cKiskYuZB/l+OVjoq1k93aeIi9WinMQxMnFf6NliFTsbiNmPLTFuErufBsJRRhjBFXDBFo/S48bJ5PGUgrWWja95noNKFlvJBQler4OhVd9pK5rLqFCk8AYCbrHjLWGu40QEX0UOqOfPFMsrJXcGCpXcVUbvh4LOU+EJWjfLeTLd9c9nw8D67Yi6iT4zxA5zIpdVTjplmsLdVU/p6KuWo1CQho+t7y+kniptIKU7Kp3iqauQSd+c13I2nFbKyKW677i82Hgp6dxaSA5mqbh93cCpesHWSF9Pc2EVLhxEjD4dJwZ5sS2q3DOsW0Lj+cR5yQj7FNmXgD17dK+0rbidqFsxiytmte7RsD2Xn7eTbO0tpzm1dVaNgMlU5Tm1aZGG839eWbVKI4hcrPpuV3JDc57UWZWVgZoL9ear6eCP86MCTZW0zXCLNsPk8DhNy2AsMZKZogapyK5qdjWMjBdNTX7y8xhzrwwkVlXvFxL7bGxQg+NMVGvW1ap4LPnPCfauvoXr4u/+QuXUvi0vxAyvL0SzOWqlgRQXxUaC2NQkPNCPARyZM6Fy+ilMzkLZb+tHXcroTyunUiUiXkRV8kw4GbdMkfZR56GCV/VGCNPolQUyUttrzKKXd9wnuIzaNwX0YU0lXR2vylIrmp4f/R8d2XZODh6kU+nJEb6dpkoK6WW1wFZYdXW0NUVbSWxSZnoGhoHvVPPUdZugZ1PIaFV4OUCHEM39JW8O7UGnBGcTkgyVc6qQsULh1LRmkw20l9tKss4DmzqDmVlp/1NWnW3k1ZNTAGtG9rK0tXuGfr2Dea2n4TTpG3FK204DaPkr9cNqzpymgxOq2cpeCyKd+uKrmt4OF6gSGJt8jJcI0eOo2cMkW1b4YzgaDZtxXG6yIWnLV+eTkxJs64LbWU5jB4fC7XRrNqKs890JvNwjuxSZA6yn32/H7hqLKclqIKtudsoKgN9Jfv8OonutNFwvZZ64RgKtYYpZFYmoFxNa2RqrBCOcltZRh95GDO/uTUkNCEkznPihVUEDI2B0RqZR2S4W7lftzsol0LKmZJkUb6fpAlTSuY+y6J+VxvGVGidZdsYft57WpX48HTh1VW/MITF33oe5YPy6Rx5s5HxvzOKlDOHRdc4+MT+eObHx4l/92aNbWp+eRQZtTOG2ScuXlPPYgs8ngcOU8BZK5ayHDmMno9PZ/q24ao11EaKBPdTwaWJU9Ls3z8sxMDCcU789qalaEvjDIfB82LdMPpAyIUSBx7GzG1T+NP9wBTkQg8ZPu8vWKW4P0+sa8v7BwjF8g9v1pwT+BAJSlGlTMkFpRXHknHjyL//5cRvrhxPpmZTz/z8cOGHq4p/+nTmy/6MdY53NxuUhvuz53d3KyiZL2dPZc5MScn3OQf+8PVCazKVcxgF42x4vV2MhgG2WlA/9+eZHD2DL3QVfNxPlCSi7XdKLUymyBw0uSQ6W/M0BI7DRFGGy+iZ55n3B89t77g/jvwlwLu14lQaXraJc6ipF5qEIfOnLyd++9KwtoVLKFTWYCh8fDrjjOI8BsZx4ufHgZfrmpe7jpDgNE78acr83YuOPx09x9NA2zjRuD7Ig6Eyip+/HPjDlwM3nWW7WvGv32hUTnw8zmiy9HGzECLDFIWJ9nRmmGvWDj4cEsfzyGkM1M5wGGYwzv1z18Xf/IWrF3fQ4zmjjWHbIHvbDJvGEGIkI7JnowpTlqmdMYa+a9k1hvshQY58PUdKCqz7lpe9pqoq4hwWvYkcsx/HgMoCkGtN5hSgqMhhFP6Qs5rLFHm5qXk4i2n8Lw8DMSX+/tWaYY789Bi4rjJVJYyoS4DLHBk7aFTgp1PmrodJaVatWYDniYvPaC21u1SEOBhDxlB4PEvKKJuO3992XK9aLkFWSnPIdJ3jpq/Z9hUXLxrPXBRKq2c95xQyg0+0DnSUytpdLwMylSMhGcZY2K46/u3rDUYX3h8G9mPgtne0Ri0lhYzVAhBf1UZeRWLm1cqynxJGibGQEPl08lw1MkUOWZJZqgg5cZwDfS30i6kUDueJEBOt05xnqEwEZbheyUT+5BtedZq/PA6EBKYkrG14ueuY55nHYHnZJT4Nmtebsrz7CgLHJwUl8sthxijF1QIbPI8z1+uW25XkiEUAh3R8Q2GaPDnrxThYoxHZ9phkMqy0IXx7T73qQMFxnPm8H7DOUjLMIXKaLK/Whfd7uXlVzqCKFE4eooHkeRoDKSZeriu+nvh1D6cysGsr+uU49jQEahJjkiHGfkwicVbia+2dJrWy1P+H12BcjdITzlb83V3F4yBQt8KiWiw885prm2WYYjRvFwfsd7tWSBELzTDnzL31dLWlhMy6q/n7N5avJ492FTed5aZ3PIyJ36xFsGwuA32z5rpzPA2KdzeW1onDVimFtYZXO8XncyCEwKZr6SqhQQyzxyqxLWgtx7ZL00okz4uuQ/y4hv0Yud30bJIcw6u64qqSu3wshb7R3CFNnW/M6HUtcPWPZ8vLjUMb6SF3fcemMShb8ZubjsOcMb5gneO2UrzcdsQMl2nm/jRJl9gatp3wlpVa8r5Wsx8jPrGseBTrTo6559rx5rrHOcs8ywU0B+nDvrmSwZdVcqMeQ+Gus2SgrSt+6C0fTm6ZC0i++11rqaoK9XAkZthPslv3oeHaajZ9xxsE8IaWGt+Xo6avNHNSKGS45lPh5bYlxcSnk6E3mTkrVm3Nrq+fvy9rZKXWNRV325Hz1HOeEsdh5GrTYRcZdioiQ0dbupKxSqgsXyr5/X/b6d6sZbD3cldzSfrXPZzSSnabzWLLa63i6ylSLxDwN0Zg1aUUvPd8PY2cp0RtJnw27IDXm5ohZCm/14qukgFIKX+tm01BAvx9ZTBGoxbdpVnCHwk5wtVOlJDD8m6slJgLvsHQtdYUXXHVxueQ+9OYeLezTFHeeW6vVpwn+e+/9VFPAW56x+eTrG1OofBqgYdHrflu18gJIcNrPT83lta1AaWIqWC1fs7THj1crWCYPFlJgUAvT7raSfCgMpmvF8ns3rTy7m+0Z5wDTWXpKoMCfNbUFna9JJvm9O39unDxMltQxrAfZm57SZDFEDmESFfX2BKxlexoz5NkkaOWU5LWmlUlxY3pW29Xa5KtxR9bOVa1fEz3l4n3TyNdJd/rXQ/rvuXxNHCahdGsbcInATtd9e4ZZO60Ejg94JzYH0MuOLP8986xHyLr2mKt9ISVtbzZipq0pMBplvhkZxWnINCDjHz2hpCFoWUye2Xl76It+1GQtmMsbDtNZeVz0FWabZRU2nmcOM+R2ll+c12x6hr64/jr7uPmXPiwH9nUiu26l8HNMgw6z4lqKRjknPl8DlgtL/YHX9g4efI8zIkcPPshsK7Ns8umbxTb2vD55OVdSGVAM8+ez5fE243h4ZIxahl0DAFN4v4cuV0JZ2n0kmYafeTBZ16uReZFETFVzpnTZeLHJFFKXwxtJSKw2ho+HwZBoyi4fbnlKha+XryAzBfIX0mCdH2z01AK+2Hm62HEakVlJGDfOc04e36OhetWs62F/PHHrxf+4fUaqzUfj56CrGNOSSbhb7c1IRcOU6aUUTAxPlEvLtcpQlpWbkopftmPKOD+YnnRGVa1YdU2kCM/P16oFgH5aZQKnyqFP3658GoniNOvZ2GC7S8jDyfPFBKrpuK7bbVMdWVQNXm5wL9Jx6wGCrzayPDvy3FkP0TuxklctBaOc+HKyTBoCoLvPc2R4+BJWXG9SsuNBs5jJKRMY+Bpgu9cWgzxhpIi//v7EaMzv7npOU4RKNz1YqX/PHpSlv12VyeOQ3pmPe/Py7AqwdoqjjHRJsVxihgFGGlLzUEGeJWJHKeIVULaGKNjOg58Ofpf9xMXYNfAEBXr4KGu2TSW0Qd6VZhDJhfxBe0aLXU3Y/DpwmlKxDKzri1T0VRWCUSdzN26FW1HECZvbQ2HMTAFj3OWd1sn+JsSCcVAjtROEQJcd8Ix+ma6zyXL1LaRIZnT+Vn34ZO8S9ZaJo2tkveaT0fPdSvvidsaDnNh9HGJB8IQ3YIgTZznQmuLXLSXeQGRQ+U0VhXKcl92zrF1mV/2MrRZdzVXnUzLM5rvrjo0gncxU3gO/KuSIGc+7CW00laOH/eev+9rbnojw7IpLXxpWNcGQ+bzKbFuLRsyQ4S+stRW3mVbJ0+3rpY017eJ/8uVIxYIwcO6xmmYU6EtGp8id+uGtnbsLwKBd1rihzHD4ANaK3otR9CVg/enxMs+UbmanYqsF7DBN2/wpnG8uWq5WjWs+5ZYRnTJsnKxsFl3OBIfTvI7FY2J4Tc3y4OhqnixVjIkxPB2axg6yxxFQRIz7MdJ8K46iQJ11Tw7iA2yettUEEuhLZFMQ187bttZVn9RbiBjlJ3zt3rov/T1N3/haqUYksaqxJ8eAjdrKW/vp8yqCiQUxzGQsoQWGic/0tlnTsPEHAU2dpkiq8ahSRzmgjXh2WPTODluOw3GWda1fLjun46gDDdd4ad94WWv2Q/yB1Ym86JebPPnic+HmXfX7bPYKmY56Tit2HQVIUNP5uLhEkRJ4nPFdSeemSnPHC4zZgnG907CI49DoKTI9UokUHP66/cbYxQe82KLo2TuJ01OkfuLXM0hJj6fPbcrRU6J98dAqyJnL13nyxxlYKUTSjsRWy3unMs083UorNpMbRUPl4Q1hdlLiKAyBassT0NYoGxShysh8PHsmZLC2uU9tGi6kii6osTIcS5sGoO2FY0RKdZpnzhNgSlEPh8GxinwxVpq962PLCGLUhRPgyhbftjJQG2Yg3SszcQpCj7Hp0KMgS8nT8aQmNgPXoZJZDKLscHLqeqqFz3nh8NIyoUYM9erRN9UaC3O5R9PmW1r8KnwcJmJC0/r8ey5P41cfFwMhGJOuPjEqoqcg6Jkzx7Lu13E+8Jf9oFXK0l/Ga3ww8BfHgsvOgHw/6rXQUrJ0W7TNLzcLZIpZbj1cUn+aOk2JvHtPE2RzsoxybiKu5XFuJq2kmPy0xjZWDiM4itdN9LCGX2Q443OpGVK7Zzj9aZm3bc0zcSmrXBuwqfCuv4WzBCS4LeObUiFUDK9M8zzzDkqXqzlfS0rzUoXTsPEoAybKuNcTVGGm94xeLmLf6NgoC2tHbkfZdcoNwLYdY14gZJl1UonWS973uuuwsf++XexbjRvrnu01vz4MLC1mXPUgl2xhldNhQ+BDwfPdauZY8bownUnp5ff38DVWn6/lMzrqxVDyFQq8zAJSdEYKZcbLaUOrOP1zZqbvqKua6lBWr2gZqBtHG3taGrLrjH8+XGiqwNrJ16lKchqyLaOTVcxRshKs2sKRVuuO8fNukUjYZtjEHH2ptWcvLC/hgQbpwDN9arhpnds+oay2BxDluGcCNoKbdU9p9pebxqaysqqDklVfdOF9o18Zs6znCi+oWK11qxbmVlYV9FXUpgHKeD/5rZ5DnrMSTFFeLvWtG2LMR6Qd+5doynKsuv+WcMm8Cu4cHMWhlRCcdNVfDl71k5RlKb+RvWrHatFDGVmTyqKl9uazsHjVHhTF+bFcavJqKLJRdZH39QXSmuuKnjy4NNIu1TNshKcKiAqEKupyJymyHwRk5tPhRgCN5VoLqslWH8/JH7YVTwNiVzkCTPHzNOYeb2VLGtXxLH7cM4MXtou3560v79pefJw02g+nAKV9ezHxDyfOPnMunG83HY4554TY6cpim4yJsZpuTl1gbYSSN4cHWsLdpmSS/jEctMlnLO8f5JywZdT4Ov+K3PR/Ddaeq6fTpHaCuDuWOBmmbyXUhh8xodAQf6/hQctue7HQRCtIUbufaKrLa839QIaLzRW8f7hxNOY+c1Ng7MiJDtHqJxj3cow7TAkyDM/h8x3a8df9jOlwKaGkBWdsbxca06j4uwnrCrLTViGcEqN3J89150jFXmf/nTyz0K5b5n3xyFQ+8UVRV5eL2Q91zvD48WjSnpe2VkWMdnsCSh0DhzGwN2mYV1bQs6cpkJXKw5jlIs9BN4fA69QzzOKnDP7CVZV5J+dSi1ff/MXbkHeO9a1pW+Fd/w4eknbZHi70pzn9Exv6Gqppj0OgcejxxrFz0+JdesgR/bjMiRAftmtVTzlAmHmmBWdzpy9wkcxw8kqRia1PmWsEqRoyvJU3zSOOSbul8mlX0IOscDbbU1GLeY1liOw4eWuYdc3+OD58eHCqnFYJaH2UjK11dgiJ4paS7ywUjOVq3izSfx4L+V6Z+QubctSL8uZgKzEwvLhn5e20WGcJd2VMleN5cslsK3V0jAqHH3huwZap5lz4bY3GO0Ii4P3HDRv1om5aHSOOOsWNKrU57aNkTBLipxSoTWRh+OANhqrFPtRJrjXjdxoD8Msnt7act07vsTIbaeYsiKNgXESXnWKiWgECeOM4hxgWwkxsXWKTes4DoE5ROZYuOpq4Tb7yMdYaB0LZysTslBCfBJel0KxrWXOcBw9MUS0W4oDZmF/zZHHMfKiM5ymxDAFSpEV1aaCVAxzgbvecRzl6P2yN+wn+RwcFze1j0uyL6ZFg6NQWdaBl3nmNMoriLGW1ohI7l/6+pu/cKUUL6Jq6yKbtmL0kRASpyk9d0tTchwGz92mJWa46StGH7jrhY1UIdT7u3VFpRVBybFmPyVIiYQWRGoQ6bRVIjZ2Grq2pXOam67iOHnm2ROLoq0Wc2AvUHJjDCFEKiN7wbaWI9WqsVx3FqONkBiUGN5Gn2mdoXeaKYsh7uAzGyfVNeEBO4wqPA2Rygyk5V68Xvyzk5fG0WH0eB+43XSAYm00s4aqkn/24TIvAzOes9xq4TjVTmNn+PP9BauhthqfNVeNxSUpLbQWvg6Fmz4zJk1ntMQYk6BxfK7pdcYnCD5y9JFUNHfbhr6pniORj0OgmhMpy+S6sprTlPiwH7hdNbxrjXhqFcwxEUohzgEFz+/2KWc6oyjFYLThNI/sGk3TOFaNZT/MdJWmq6R2yTwyxIpUAiGV5QaWOPtIzorN8kTPyw06pIIhULTFWsOLTjLYWsvcobaG/enCyStWLuKMAB6uqsJpztyfPdZKaOQcCrtajv9DkCHmlKSamrMcqQ+jJqQoKzgn2flVNYI2/+z1+Tev2cyL5kJ4R7JrzTljjUwrQ5Yc77px9K2E2w+jPAVyLnwdEt57/suXM+8fRx5PIx9OgZUtBAwViagM69pwu6qorLyzfL0khjlwf4k4lfl89kwhMs6Rz0fPZZiW708A6UOQafF+mKULnAuXWfSUl9Hz89PM+6eRcZr48WFimqRi11ZiW++sQORUTgtXKz/HA/fDTCmFx4sAym5WNco6tm1F11Rio9eKSxCp2eMl8OU0cRg8TmuZHCtBl9ZWMyTZR2alWFswtuaut8xJSStpuVlMPvHpKOsb0Y6G5/+fFCP/9PHE/izg97vecvLweT+Qkhwjb9cVr3Y9eimDPFy+nRRkfTdGOU11jeOmb6it4eIzp1ncv1qb5WeT33NVVdz0FVMSN67RWphaQRjIsNgKlHSVfco4DaFIKGSzOI1CLgJKaB2o8jxTGLycYpxRPIzyv7Ua3u8H9ueJYfbPF/j9CJbI0yyryeMw8X//6cB//nTgl4czBlkJfTsZij2wLKc8UbpOPvHlErEqc7OqqKzm00lSfqFoKWL/M19/809cuwTRc8pklclJpNarSqO0WMhlwCSIkMkLPH3yFV1tuV01TN49l7fvx4SfRu7HitcbOBXHy5Xh6TLxGAqtVVytO14pRUwtRgtB4dZKWmZzU6HJPF4CBrkgQpJhzRwTk4/CnVIy0r9MwjH+hzftAgAv9G1BWcu21jwEeYf3MbNCiBpuLR+YWASlmtF8f12WSKQiBE/btkKNVJJOetfsWNUnsbR3ciy8BPnwVdY80yP7WooZfxwnKpX5y5Pn9xoGVfP3d1Kk6JqK0xToKiNyb2vl1KJF6WmthRz54cWaldNCsKwcu9YzzI7aKbpW/jZ+kYTXRjLnq1pCEfKkN6J7iZnrtUx028qy68R+9zQGVrXlw154WK92hvMUaa2sh2JMPIRAb+VCVFn0LbXR7DqZcHe15dWGpWdr2LSRl9uOcQ6LcSLhtJdBY6VJRfCvm8bRt7Vgj4bIy1Xkz08j20Zz3W34x+82AFzGWdjbKfBvv1sDsta5262kCrpPFAq9k+P4FDPbVj6Pr9byu/7pKRHmRGugr8BoTWX4tRfpxQR/GqbnJJNS6lkaHbXiT58vKG25ai2z94xzlLtjSEze8nDxzD4AFdHPvD8m7tKZl5uWvpK+536MtDozBEM8z1hVeLpErntLVQtY7g9fB1YORh9JMXL0hb6RD+b9ceLuymC14jwnzuNAyZkCGISs4Bcrw3XnOE2BPx4GYiq82jUL5THKkVgX5oWVPC5Noa/HiVwK4zjyP78/8fcvpP61qQDjhJxwmpfstl6eFooP+8TKjXwdC//6ReEyRWaj+HoOvN425Hngxyf4fpv5OMHnpwv/5mXPNE2sbMWnY+DNVaA1hpiXlNcw8nVIvGjgkgrhMvH1JADxbSNP+HQ5caoarlPhNM48njQ+ZToLVSUlfKvh4ThICi0GAhanPXM0HC6BOUruuaTAYUyEEDhPMwJXSEyzpOSOSzD/w37k1SazHwMpJRqrOU6F+8NAV8vK6jhGVE48jJlXm+WGgqY1mkspPB1OgtWprZywfOR2oXyeLiP3x8zXc+Q3tx0P58DoPdvG8NP9gI/Clu5bsQlGI0CAcZah3TCHZx52o+EPXybe7gq3neHLMfCnBxGBK2CcPPyaucpxWfN8Oc10teOmrblxmv/l51GqdZ20et5eWZ7OE78cJjpdGObIh8O8yKQ1o5eVTyiG313D4yxcpYRimCOKIk6a1pKVZpgDIUXmqEkqsW4qNrXEHk9zZtU13PWOMcFpDJx95u9qy6qpaAz8x8EzzomuMqw7+eesgtMkFMlS5KmxbeWJGuOy3nICNZt85P4083WRZo0+0lQO5yTsXjcNlcr8sg+oMvIe9VwgsFqBq4gF/DwzB0ulBP16vMz88KLn93crEX15zU5N/HRo+N1Nwzgafro/8R8+n/nHu46UxYm0qg1DyJzHmagsu0om9q0DtQQGTnPEkJnGmT89Dvz21rB7sWJMsK0NOXq+joUmiFVgf564zHI0HHzixbrmcap4tzPYFeRiGaOsgDY1PJxnHi6Bq068Pp9PmdbKDviqs5yD5v1+5HCZiUWACr0rnHwh55nzJIrSOToao5i8lEkE0FB4OHuGBT1z1Tu+HieOY+DlpuJpUuxWcpy/WjfURmO0J6VCzAqjIaOYvQzuPuxHvruS0+LZZ1KMZKW5W8tJQJdMbUSuXjmJloYYGXyEpVX0L339zV+4RiteX61QxvB610sm2Bpu1jVvr7pFFync3KZOvLlq2U+Jl9uOth4wSjLNlZFf4v1lZtN31LWka+aYgMKrrQS/jRFEzbatUEomqnqxvH0zzt0uImZlHBuj2NZahlW1eFypRKatdy0JqZX1y973DcK5bisnVcPlLWYEuhLoKukcD3PF9aohF1l59a2UI2KG3xghb6y7lquVh2XKWWshQDxMhdtWdt4fDqIRmbNi11i+Oo2zlq5SOOf4u5c968rw5RKX363lxbrBaMVu3dN1M3Ulrx2/uckCFK+EOZ1VotYKlMxR9DTjM1ytG/77TcemqzGu5odrmfT/8d7zZu1YdeJ1mqMY7I5jwB9nMop3V7UMnM4zm9Zxt65QJTHnhhIDZu1AieXvX79sCWlJk2XDq7VlLjU3vcNYS78cj/9dpfFFdsz3F09rCgmDMYrOysArpMJvX/TMoaGt3PLZk3doa4UMuqrM89/t80kokrtVzetdL6WELB3bdW0Zk7zX7rqaTeMYZgmMhLJwoX1m0zpeX60Y50Aulv15oqoq7jYN7w+/cjxrBk5zwBpNU1nuT8ILilk+pF+HyG1n+Hz2+Nmz7SqmKKuhMRbm4LnMnodLotaBpmnliBbARikraK2ed6GP54mPCb6/aqmt5mkIxKxoK6HVH0fP54UBdd0Vcrb4LH+E8xw5zYkYE0dfeLnWNFrxdSic54GrVctpjpyGmcp6lNbs+orbJRU1evm5CokPBzkNfHtn1dowRYhJrvSv5wiMHH0hp0LrFB/nxLpxfLdx3I+Jw9OJ8xSpTCcG+iykTD0Hxlh4vZV9uC+GvhL5shQnYC6OcfYcZ+hyoJTMJSis8QxeUTKyB9cGYw0vOsunJ0WKUYoQ2wprpMieohw5ncr4Ik/uxpmF7m+oXOEf31T8fIxQJBzzdB7JpVAK/PQ08apX/Pl+Ytc71q3jf/75TMmCwY0ZtlUhKENn4NMosdZC5DwNfHi4cLtp+f7FSvLXqZBLYuvcEo/NCwBA7Bgt8PkcqJQ8kY9TIiTJVdc24pPs0JUVHE8phfshkVPg4TSzbi1dU3MYZoyxlOR5v/fsusTVqhEcjxJ00Gac+XHvua4VXdewyon7UUo1wgj9r3/9zV+4Ril8KqKFDAltNNtapoTrXuptgrQc+eLlePTuSj+P72V6qumrkf/0OfJdk3HW8e5apnjf7rYaUYCAkCfa2i1HWWHpWmuXJA5su8SmcaLlMBoXI+2qefb/tLXjMs6Sly2Kt1vD10Gzqg1KNWxbR152vVbBcc44RMfRGBkQNYt31UfpCK8ry6at+HIcqIz8/HVV8butYw5yMdfDKFnnpuWWAe8r1k1Fu5D5tda83MoFcxhmVm1NSIVNW3EYpHHUNRV9U/Fyk7nd9MQYBUpXFCkNVFXNeZzIKTMpw/fX1fNOd9vXXDUdX04zxzmz7hTryvJw9BhruKkr1n1DKgq91Nlk1QfXVcPr9bS8nyeaqqK2Smp0QVpd217csdfrlpuVYGOayjJMnikrdEmkojFK1oi364ZVYzkOYVlL1VhjiSny9TTJKUk6K+RSmJNA6jct/Pa2x8fMay2s474y3J9neqdlr7uupU2lCkUZXmvNZZKCxaqtebkVV5QqicdL4Xe3ghjqK8NxztRGEEht2/L7ZW5T2Ymzlw3HOFvkO/uvf/3NX7iliE80pW8BCPh88lgt6xetpXZ1maPkUf3MF2+5ShLuzkWW9LPR3PQe5+SC7CrF4DPWFEkFXQKuyHtIW8mRN8RIY+X95zzLDrl2hsrJce8bpuWXp5mbXCRKlwo2SSKrlELnDEUpepc5TDKZ7mqZ2vYWfNGsK8Uvh0xvIl9DocTIGBJT1ry96tiUv7KvfIJxeeqmIoH25DPTNPHlHLhVcjL55TCjkRTTGOHtpmYOidMYuN44urp6LhlY5TlNIqFa1wKYO/nCVUpMCWpnWVvFx73m1U4xetG43NWappaI5jeNhnOOus6EeeY8Cwnk88Hz/c7xdYCEzCruLyPHIfD22vFyWYX89BBZN3Lj7CtFVvJqcNM5nsaIQgIuD+dZmkPWyszAJ15sWu5PCaslwDKFxOAzfe3YrWp2fcPgs0AWtGHX1cQYebh4zqMno9g2ml1jOfpCU8nvprUS1IhZRF7GaCqT+DpEGhUo2rBp5RVrWHhhtZXpdG0V52mhuCjFw9kLZM4pnua80B7ls3IcPaPPKFUW7lUCpf7Zde2v4MKVHKgxf30SljKwv8z8+f7Cd7sWpxVXq5Zt9Px8TKzNzHHM7FrLUES5mLO8n9VW0zolO0Uyl7I4Z3XiYZLKV2U1Kyz7FEUIBtz28sTKOdM5/Wyhu+1rrlq7cI49CkVX6WeJ06bJz4a8xkiBIMZILoWn8a/AtJcriSC+6xRPo+FKgVnI/6XIaaOpLLd9tXh/MmOSxFRlNaOxrCvxxWotT/dKFX58nHmxkj3l42ngyykuSFHHlAorixxdDUxJkZe10crJjdKHKCF4Y+krSSGVAq0pPM6FtpVo4Bwjnw4zjbP0OvMfz5nbdaHpWkoB7SxbLVB4owolQylCFbkE6QhXViTmMUPSjtulxJEyz25hqwqQidmwrQz7S1gGVo7Bx6XmWUgpP+9443Jas9YyLC6hdeNIxfGqVTwYWDvFIWi2iyxsjBKlvMyJEANKVWwqTcSyaWTfu58ilZanfimFzioOy3ovXSZ2fUNfG6wWKuWbnTxZLz7R2YJXmtMUOAwSw7zpBRCXkryy/KpLBiEXVI5sGjmyqgXWtu3Kc/D+OEqI3cfC667wOFseHy98dZbf37Y8DmCQ98CE4jh4QhAz2lVj2F8mjr7gyMRY+PR0FiViTkumWXaqOgR+PIyUGKirir7Sz8KxL8cRtwDJxlDYVpqLkqekizMPQ2LbVsQY+XwKvOo1Sau/co/0spKqNCUn+rbGLcihlOA8z4QYOE6RcfJs+xpH5jjIU/daOT4/RrLyyx9eMcbMrpFo5xcpZvN6YxfHb6CUwtOSt7bWclUpPp08L0ziOGd8FJj3y1y4TJ7DeaK3MIdMKSK0TinxcfDUWgIJow9kZXi1UtiqwRnFqq04DZOQLqaZ42SIfuLhOLGpDecx8WTA+8iHw8imkadwKooSBXaXipPXiimilXqOuAKsXOHraZLdbG0IwfN4yVyvZFcrKJzItdUyFS8SKKl14TRGns4zZ2tZOfjLU+S7bYtW39Z6cnLY1ZGvWfPdpvCX/YjVcsIylZWbzzTzcJZ9c2VkHXcaRow2pCwrK0EMy5CsILt1g/xuU8qknChZKCxPp/OvmzllKDzOcKOCPGVmWcr7JL/0vsnPpMD740Aq8N22orlqebpMnJPwhQCOU2FTiY5jClKyP4wixvLjBVO1XMaRVDRX/cyHpzPrynG96+lzpm4cr9YVHw+Zba2ZkuLraSSGxHHwNLVdKJGR05Sk0JAV+ynLEKzIu7Jj4qfHmZgSl75mDIWbVcVtZxgifNoP3B89NyvBooDiNAVmY0hh4ryIuB+GzKr2zF5yyJ/2I783mQ8XzW0voQkfM61LlIVi6dy3zqwwmU5jZLU1Aj2zgrLNKFqdaKzllzFwt0Uoj4cLmsyqbcgIeGAIit6IZf44ZTZtpHGFpwAqzXwcoTeF/Zj4XecYTU2lM385eI6j53gxjAHuyRQUbWUYonSaj6MQKV1JjDMoJKLZO83FZ47TQAhe1mnjTGXFJvjlIFFVQyFFuRjGaeJLznzcT9x0mk+HwjjNaKOpnaV34rxtdOE0jDjrZAgaZT0TsbRWKgdGFfwcSNawP0+8uhK4QQkjPhSekkjV7HIBu6WI8mpTM/kofuNSpBSDI6RMbSKfHi/M08TVphf1SU6/Xs2mz4WtK0xJ40xhToVSAkYVmoX3o3Xk6SJsX+9nvpwlhrYfIm9v5Y89zJ6H48jTWVNypm8sWRluOsdJJf6fXwv/5kUiOrvIisEYi3OGTeuYQuL0dOGmqxa0qXw/Whs6q8klPztwU1E0JvI4RMKif3y1rvl4liB9W8tdeCiayqhnYkMqslqqncUoAZYNEV6sZdhBTvzTz4HjLB9Mq0AVxX94f2DVOEAg4WOYsaantQWrFKdQaG1GKTiOGasDCY0p+RlD+zgUusbyYl3hfeA/fL7wurcoLbzkwyimujHA3Qb6xvIwFirl+TIn3m6lFP80BJwO3B9FV2I1TEpRUuBhrHi1cfgIX8eCyjOPQ0VtIZaKXWt4c70mxsj7/cj+PEnUNWasLfSV5mbVUlUVjfc8XSaGYnizcXw5BxQy7X06jRhr+fA0EnNi9hHtKv5h0zKuKnnnjEHk1LVj1TiOU+S0qEJ+eUq82QoC5/z/ou5PfnXb1jQ/6DeqWX7VKndx9iluFREOZ6bspBAdJCQ6NJCgAzId3LBkCSFBF1q0LPEXgOQGsukA7kEDRMMdOiBAQk6yiIyIW52z61V91SxHReOde91QKu4Ny6lM7vmkq7vP2sVa61tzzjHG8z7P7xk8KUNbZXZNuVg+Dfs+sDOJ/RC5XHk+PXW8e+opDby6WHG5adiWmr/42HFZR04z/PLTUa65tsAZOaKUTtJRISb6eeJjF/j5LfzgfuRcZaMUbSMz1i9G9fMcmULmqrGLk0po/c5ArxyXpaOxcBgle/nUT3R9L5nJyqEXG6XTUJYlden485QJCeY0c1FayrLgTythVdVOPNFqqad0etkukiktPPUyE17nyPf7yE0tY4JNDZvayblQGbZlWuaOMqOT2KDhqi15GoI0HwSZ/1WlzA2NkVzsF2TnxabmVhUMs7QcNLXjq2X2l1njY+YwBHQO9F6qU3ZNwZjknGvweOW4KDUhG+opMGf47kbaHQafsQV8d7WiKS3bnNmsGiKK724vcER+++R5dWF4uWmoS4fZd2xWDT95Jd7cL+0JLzclaMNhmNkaTeM0hylx1Rb8g6/W/PLO8OaiYs6aV5uSwxTZdyPnORKDZ9OWYuiI0kBxdw742HO5ltFVUpbbldR7XCZ4GjxKK+qm4attQTdHTqNCK831pkS7kot2sZhGy64RrtTFqqIppRbTWsv1JlC4gilEdk1gDBH3hT2WBZQn+WuHLkYuNw1tWfBnr3dyXVkrLLMQWdWOzark2ogXvbAalcHnzKttTV1YjsNE6Rx/8uqKb28Sq03Dy+Hw4z7jWqO5WNUCTUswhMzNumIOsg384jl9c9FwHCybVuJx5znwaifpnWM/8uEY+dPbkheX4jHddyOnKVBNE1NSXK8b8Y9uRcRwRrhH40lAXnXpuGhFiT2N0kuTFxO8T5k4z0xJsXEZtAg03jgKJ0Dz/RAwC7ViDJmr1hKzoymlAPn1VubAKSVeX65YlZYxSqxt9CJmVc7y9WXLFCKrpYrzPAVGH8W7i2JTl5TW8/kkM+yYoSxhU8mq/qkPXDUJr4R08bNSttSNVRymyKGbudlUvNzV7NqKx14eMm7Bj0qrwMRFK413PmbGKOf865Vs++sclsSQ4nZdUTmxncrOIgi0TRuuNxW3uxVPg6coCso4L/E3Q2lrLpuCp8HTltJIsW6DrFLWPAfbj8PMfSdHhVVpqcqSl0qhraPA8KYuuO9mtC1ggfvtGhGLQoJM5jQFchQftjOKYy+AgI0z+MJReHmoHkcxXYjVMfNmZ3i1lQD+bxd+8hxlZb5YVURt+OZKobV6BgPWpQDzTIrCJVMZax2b2hJx3Czz7ctN84fvi3+1t92//OvLBFprjdXyRo9ewm3DLJnZtirJZMhCmBcT+4yuLMo4brYtt5tIVVbP4fHSLt2uIZPjzMlr1pV8ntEHnrpAzolNJat65ayUDyfDyk4EJStiVQhF4S8fB67amU1bL+kUv0D6hG7QFkttorPcrj12OfesHXJ+nT3GaLTSrKw0xK8ry6zgOHoeT4OMtUKiGyauNhKgPx1GrIbBL4ViVrCmTel4sRGzibbywLneVgKHd+L+mcOy1WvkYmqdQdXiHPunnwfikuD5/HTCOctx9Fgl7/HFqn5ugX+xchy6SVxphQALlFKyJV0cZbdLo3vvMxc20S286JDkLPp0HmlKx7YpGSbPHNMzOXNGc3caud3UaBUWIqI0IZTO0JDBSBZ2VVru50CMIvw4V8o2tzI4q/n+fqJ2iqwsVsscOcyePubnpNdTH/hmMYusCgMxcJoj5zlxfS3Oqhw9fVT42dOnzHmYKU1i3/kFfWu43DSMSwNG7ZSMA21m04io9/b+wGnOVCpSFxVP3cj9FHhzaalMBqV/b9fmH/2Na5SccXJKuFKUxYduwmQh8k8hUXjPbw8jKS31EcBTN/LUe3523SxDd0GVjiGKQpxl27srFXczzPPIYZD6jU3lFtZtYluXzzfzaQqUOvGbp4lvd5kpwNMYeLEquN0UzyVkc4bRR25W0qh3Gj1uIf+VS5HX1skc+i8+TrzaWE7ecN2AMbDvJw79xNWmlbRMZXg8RboRhnnm81HqVL6URRc6cxg8p8Ezh0xGnvqjD3w6B16vPMdo+NpqmW2nhF9KqU+jR+fI55NnVSgeh8Q0iwPIqozKic/B8JPrmmmamY2jrcQ4P/mIWvCmhdYUKi9wecnONqUTl1o3c1FLWfamdjSVoxsnvj/P1IWgVbspcLOpuaDi7jzS2C8/90zjNHfHwDbIUSNl4WF1swTjjS34amv43EdynkSlTYkpKl4pxTjO/NVp4rurFmcF2XNRy45m9AGF5qJSi9EEtpWUhes80yXN908j143UhJynwKkb8Mpx0yCz2ywCaUwLgXT5nlEyPruoLd2sZSa8XM/9MHMYE7c1vD1lzKnn4TQx+ggp8tvHUbyxv+f1R3/jQqYbRo7DzMvdSnK4pbxhm0qM9G1dcBUihZHz6mnwbOuCcRzFVlZkTpOX0Y7RvFyV3J1GCi3FVj+9qZcqEPkBNFXBMHk+HQcZQS1P41XhAMPKCebkcm25qATRsqqlY+c0ZwojDi5rLWrBskobn5IyY40gW5wlpEhVVexayY1O87RYH0WomrOsyCnlJV+quGxE1DrOmdvW0c2RupBt4GVreRoCMYr10BE5B8OLVpOUIcSZnA2lEoX0ujZyzl8A7LdemM7fXkXa0vI0RP7kSsLwH08T310UGK35fBxQWnFRWSpraQrNfhDw92zFu10seFnvPR/nCWcEvt7NsrWvnV7K06A20pQnhc5iPWyLTFQaawybpmTbFPRzwgcPaAqbmINiWwuMrrAiRNYLq/jNtqAo3FKzmalLxw0S0L/rAhe1ZbW4yoZZjly3a7klhtlzGBVXteKby5rSaO7OI94HjjN8fSHtBtlH+Xvbitl7rLNsa0dRiJ2y1QI7jyh8zlxXkgnW2bKqLKYw3K7DIlJ6jIZdU3Acf+TMqZAy52FimAVAHVXmOEeU1tSl2P2+lCensqIOYREAMg9DonITvz5KmL6pHKU1TF7Kml6sHXkZMczB000zc4isppmmXPpftdxs3ZyoliZxa+A4Ji6SsIljjEuayLKrLVVVURWS8fz+fhD1V8WlSpLnipHKGSonZ9SPx8C61ByHyKqAy7bgOCU0cal0FFTr93c9U4JVXbKtNY+9ZFAvGve89SeztNsbtIbSwMOYeGGFAFEXIpJ473m7n9hWMmOsVWbv5WY/TpBy4DxG+iYxRkG75JQ5ztKZsynF0VTbAKp8RpFW1qC0jFeOg7QzhCzOJOcclcr4UgwTIKv3YYh8WwSoC25WJU+dOMG0yuzqgm3txKLoFP0sFlgBkcO6TFRFQVvIMalxM++fepyN3Dihd0SsCF+TCF0qw1MXmJLizVZQrBe1QqkvdZsFjQs8jplSSyh/8pGrpuDF2mGN5aEXdT8l6Q96OCXaQnHfR14t3nenFZ/HxMYE3nWQ84miLJaWSUmGCQXEs+88wyhQwsfT9ON2ToE0z4cgbW3HQbKNrRPI29MQqAzcnSM/K2Y+nzOVhtIZSi3QstPoyUrcTYchotTErpazq7SRD3TjzBQi8+S5O47crgUHGhesTbGIVU/9xKHzXK2EPmFUpvfxGcD9/jByMXlOPnPdWAqrUGk5OwVYmcB9F9jUjmQUczZcNr+jWYhqHmisllhezAvHWOOTwRnNVbuUfZ08m8bxciOq89v9xK2JvN7VPA2BaZqIWaNRVDpznsUFlJLl/iwRvMrCGDPTUcgV+/PA1brh9VY8y9tmZt1UxCQry8d9z+gleKGUxNjG2fC6EO1gXVmaSi7MygiR4mNYvOApY4LA7ITwMXO5FiDApgiM3vPuqeeilmTPRZ3Yj5EpRloND8czPio0AiMvrYHDke+fAq+2AhrIClZW82JTPPvMe5+5arVYF+eR+6BY17JTak3ioZvQCDmlKAoaqzn0EirZlIohZHSWBeJxCM/aRWNFu/jtQ0/tlDQwZsOmFI/805CojaJeiJhvto6gxICxKi3HXkxBnztFYxWXreGvR0cKgkb6l9oqK6X+N8B/G/icc/57y8cugf8D8B3wG+C/n3N+Wn7vfw78e0AE/ic55//r8vH/EvAfATXwfwb+p/kPkNq/vJzRvNw2vE2CabXWEqaRz11giIrWCUrl9TZxNynebIT3FGKgmyKHYcYVBW+ajKtqLoPnoZ+pMhyHWba3Y+BwlifdgGJbG2mAnyeaqmRdykhGKbU0mct/D7Pn7hSojCIEz7ZpOT11PA4ZnRM/PHlWi73yZlNR6cQ/+zAyziOl3VI4aVwHOTvFrGTYHyL7ID7Zwhi89/xmP/GiNTz0M8ch8/NXFYWTuNkQMmVpeb1S/OZxpA+Zy8ZyxnBRKwIKnRWEQD/DporURmEX0aobZ85T4tANfNxPOK146gPlucdnS8iKtiq4ajR350CMPJte2kpKsr33vD943lzIGfrhcOI4a243BY3TX64lhslzd56w2fPQJ75Nns+HgcfzxE9fOJpCSsVijPQeagtTyOzPQuIsTWbG8roUC+rDkDH6C4NLvo4+ZlIURvMXO6JSitl73u0nSp252cjo5vE8MyfFm23JOQq/WUQ3UfK7hc9dliXXq5KLVU0/znw4jIQomsroI/VSeO2TFDb2c+SidewXAMDgM1dtwTRLDLMbJ94+9qxrhyFz381s2op/+7VhpGDlZmH3/J7Xfx7m1H8E/Lf+hY/9z4D/NOf8C+A/Xf4bpdSfA/8O8G8uf+d/pZT68sn/18C/D/xi+d+/+G/+rS8fZYssbW0ZR+R+EPXw1UZaCx57z6oquWocWRlhDgchMhpjqHTm8wBxlsTOoZs59wP9LGyj68YQsDgtP+Crdc3NumKzani5dsSsnqNfsjK653yvyolh9nw8istm10i/zkVbcrUqMVov4XkZH31z0/DN9ZrXlyvaQvPQSR3nefQM48BffT4z+si2EmtiSoIY3VSG24s1f/Zqi7GWYZw5TrJddEahcuS+C5ATwQcezjPb0kj22Eov7aZt2Faaz6eBd0+DMH59fDaJZDQXrTQoTOPIccyoKAjUeZ65O8tO42e3a262NQ+DtEBorYUf3SpWheHxPPDxFPhm57hZi5Ids2JdORH/akkT3baas1fPI7Cr1vH+4Dn38jmtlnNv5Qyrask4W8e21AxevverVcG2UBwnCaBUZcV1bTgMkdMUaZxMI6YgvOzL2jzvQJVSAsUrReuQublgfr+0IEzTxON5plSCkv247wR4pzNNJVv4n7/YsKkcXdA0VphayhhqZ7leFVxtGt5clCilOU4ZS+DYyfsv3utMRpH8xKcuk6Mo5yj9e9NBf+eNm3P+vwGP/8KH/zvAf7z8+j8G/rt/4+P/+5zzlHP+NfDXwH9VKfUK2OSc/+/LKvu//Rt/5+987YeA1ppNqXkYhFBYF1KTGKPUZjjnJKi8hONTyrhCKHraOS7KzPuT5/7Q4X1gTIJWXZWWORveXJRkLTdpjJHDKBUVhzkzhsg8ex57//xvPw5yoyalud62/OxaTBRTSBz6mU9nz7qSFNGusRQGpiS7h6ZtqJYt/Jf+X6XE+P9iU3K5qiicWwDsFrfkhc9TYLeqxUftSq4b2U6PsxgXvtRiKKV46qVX13v5uk9L2ZaMajR22TqPQThPV8uI50uM7hzkxnoaRD/op8BpEB/uOSpWleOiKVhVJRdtxU1r2Y/wm4eObph5sZWSsh8ezjycZ1KWesrei1304zFIKbTJtG3LVxfyoGxLQ1U4EaQqK7hdFN2U6OZIYYxksYPn83HAh8D3e0+YJzovTQfHKbGqxbQvsD0JmZRWgxZL5bigfG9aw5AFVK61hEcOC5Aw5cTnk2yZtRJVuPcJciRq8blnvdzsPlObyIfDxGMXKFXi09KNRArsR3lQXDfSVfUXH0+cJw8soQOnOM0wzRGnMlG7fyWWxxc55w8AOecPSqnb5eNfAf+Pv/Hn3i4f88uv/8WP/50vqzVXq5J0SjjnuKgzg8kyu82ZwyK3O6MkJVJb5lkBitYmpiSjibJaAR13p5lVU/Ji5WiXRoA+JNbWLF080jhgkbB3XUg4e86aF7XEzOaYxXJoLBubnzO1hQl8fdXSe0MV47NwNvhEHRKvL2VkdL00vJ3nxE3r2I+K1mmaslhUVmkm3NRie3sIiYs6MfjEZSsuqaqwpCyrlSYyR1jXjst1STcnLlZQGDmfXTbuGW1a2d9VP8Yo9I9tXT6/33Mw1E5xvXLUVUnpEutSWtQvWkdbyY1UW0XnfwfIa6qS725a5mniaYi82pRkJaGOF5vi2YmkWcj+VxVnnwgYXraZxzGTGFlXVj5HjExJc1MVfFNYHk89Psn38ukk7/mQIquq5M2FpiicxD41aKO5XVc0VcHbp47rVv7NXSsPtU3jMV/g2tqyKeQcbNXEkDUqBwojX/NPbloy4nzLwGVT4FPmwkpNiFsYzFMU08aqkuu1KS0+wTAFzqPn5baUXqKy5HJdc9kW5JS52jT89nFg7TKblJau45JvNv960TV/29Ke/8DH//Z/RKl/H9lW8+brb6RMeQgUdmCaA+dZhKC6dFQmi5I6SBC8GxMP3YzNgd8+Tfx5VbLZNPTjTO8TISnaEu6GSFEIvOu6Nnw4DFy1Jb3PaDwH7zn2nm1boLTjalUwhIyf/bK9URKnmz3vj55+9LhWUigS/8v86u7ETWuxWvFwmqgLJ84fnUBLa7uPaSmhylTOc+pG6osNKkU+HUZqJ0TF4xRF4R0GHofMzYpldqg5j5FqeYCcJxF+lIZ358y6VOy2DcPCX348DwzePeduhzlggMMUqbR4wWeveDrP1AZqJ8DwnPPC25J/5ylp1sXS/DcuZdwWfn3s+XwQUN4Xv+5+jDRhZD9G2kLqNE9T+B1Kdco0NjMFGQMVRnOYPbtaiJDjHJavVebFRonlcd/NXK+kWAygHz0+Qm0Vn84TL5SiNnAfFfE8Ph8Zt7XjuGy1Y4rSlBcjf/lp4GZdcprSkqeV1bmxMptVSkZc524mJxF9YwKlPCoFrHUUJpBS5DBpXq5lcbk/dIyzxbjI9dpxHOQodxgiu7XiqlI89IF3dwdUzlysS/4/3z/9K6nZ/KSUerWstq+Az8vH3wJf/40/9wZ4v3z8zd/y8b/1lXP+D4H/EODf+rf/YZb+IC0Xcc7M3vPXHw+gNE1lebGGxz7jVKJPjspA5SrWxcQQMw+nnsdupraK3VJ+nGZx54Qw02e4P81sCoHExSjG9LvTyKZ2XK3dsyjx6TiQlvTHm0txxVxWBpOlbiKgqIwmBLBEkhIG0nmWC2X2nk/dzLdXmtokPh9n6QnKmWmeeLsP1FaA7cdhxjQyg56WUPd51tw0EWMth/PI1bqkspnjIPT+VeUY5kTblKxM4DwpurszOSVebSvZ9k0z4xzwITDOHq3t0kroGKaRdlXSjz1/PU1ctqWo58gZv3UazBKJm4WVHJes78d9z+Qjr3YylpHZZMFDdyaETG2NIFvnmX0fqKzklA/9zOg0lQkoWxBT4uNBHGdKKc5T4LwkhXqjaSqHzolPIXN3HGmbilVhaOuC1onG8duHDpQEOFSOzEGjc+TTcaSwmstGEnMPx4HCOa5by7G3aAVXq5K6EKTNMEf258B6OZfXhcWQMLaQJNEUGMfAfojgR05zRinP6wtFUazh3IsYpzVVYVCqFlU+K0orrfZvDzNp6vi0P1EXjp/eNlj9h0+x/0WB6P8n4N9dfv3vAv/Hv/Hxf0cpVSqlfoKIUP/PZVt9Ukr915Q8Rf6Hf+Pv/J2vlBI+SRQqLJ2SVem4XpdScpU1OQbuzwGtxMPsNGzXLReVgLMLa563tDpL68A4Tnz/OPB537MuFX1Y0DXO8GJbsm0rmqW28zR6zpN4vq9WBbtV9WyD7Hzi7jjyuRN4OMC+9xyGACks4DBx5mxrx9VyDv108pz7kdIZtBEqw89uah7HLBgZp55jeJum4MXFmqtWs58UegGnH5bu15QS/ThDzqxq6a49R0tlFBeNleD+KDPMrKWoTGsNKF6uHUFJt5DPQmz0WAotwlcMgYfTxMOx5zB4unHmc/eloc9xsyqZQqafI6vK8t3NBuecRApLt4hRYrZQSjFliR3OIfGbh5G2MGwru1AuBcnz7VVDYeT89wXno3JkDMKq3o+Rq1XBxbpezpqaxgoado6J203F15ctm8o9A8m10Wgl3K7Pnedw6jiOwoues6YtFB7hQTsrq/3Xlw2vdxUvlkCAQUSuQiU+HEd+uD9zf5qIXnQNRcL7mdOclkRU4mZVUhWK9wfPqRuee5ziYq75Ujg++YA2hqwMt5vmX64fVyn1vwP+G8C1Uuot8L8A/pfAf6KU+veA74H/HkDO+Z8opf4T4J8CAfgf5/xc9Pk/4nfjoP/L8r//XC+fpE9VqZrWaU6j5audrJxzkHONCDgSVv/+oUcbw8pmTh5WJVy3BXfniRQTQ1SSnkmaV2uHV5bGSuA8LRiRLmjaQprezNJ6vyotLB2qN4VhiopdKdypQz+zLcUhlVKmcpq2lOhg5cQAP/iMs5rXTU3Omfo0kHPBVes4TBKguF7X9EFwOkOUbqPZFcQojqsxijG9KBxfXVhOU+SqcfgoELMpRCorPKyrBk7ePJMuZXssSq2gayIfnqTZXpRQy80qoYqCn1zWoDSPfWBVI9EzpRdCpdgpm6pgnOVosG4U36rMcRZbotMSegD5fHHB7Wwb2T5SSj3Iti5Y1SVP3YBWMu77srLJjD6RlMGqzCmAtYmQpbN3tayKhynRuEwfNYnMMMln7qbI4IUz/XpbYbQhKxnBKaWIWfPtjaFZRkabVcNl49BWoPcP3cQ4TNz1gVda5sB9AO8Dj1FIKGZTs20cx0G6e43K9KFiV8uEY9MU7Bbk71bLz7gpEh/PiTh7jGm42VTEGLjcrPnFizUY8ZL/S81xc87/g9/zW//N3/Pn/wPgP/hbPv7/Bv7e3/X5/pa/R0HkMCSuJvHobgpF1rIlQv2uaKsuxFTxYlPSWMWHU+B27Z4D2JvKUipHXRg+HAPDNFBfrnnZFhzntFQwwq4tqXTmr/tZRiZJPZ+pt3Uhtr4oULKUhMjXFuK4meeZq02LVUJurKwIUT5IS0JIsooNk/CVS604Tvn5rJ614bKR4HxN4v1hZOOk2PvjoScEUbsBNnVB50dSSuTFL7ttStqC5YGmeLURzKw2AUPmbvBs6/KZ2VQuVZNfmuQrZ1iXmt8kzbe7gpgzpbNoY/gauNmulhCFAMKPc+KqLdnUBcnPrHOi8+JUu1o3siX3slvx0UsI3kOjI2OAOiaGYUDZgq93sstISbjSN6087FSOVIUjIefTppTv6bGXXLbKCaWkOG1TFxyU4IEKq8kY1gXPD4RSS3NeBlZVwe26YghSKj6OI3utaZ30URGFKf3lfPvyohXTTydHk3aJldbOklNif4yc5sQ3l47tSo4LNyt5yJVWAin9nGhKx0+v4O1BDBxdhqt1yWmYUApUinw+jX9wjvtH75zyUS5ekz1Ww3GcuT8MNMVEMjIS6WdZaQojmdVjN/GQIh8PIxeVcJ4OQ2aaJn54HLldO9xCPohJntjEwOMw83ia2bWW4CzdOPHhYEEpckoLJ9fx24eRVSk3zmnKbGrDx6eO0ko/6zdzxBgBlokbaSRr2WaFLOQIEnz/cOZ2XaG0Yh+kzS5MI2+PMlK6aS3v7s7cOceultY+P8889Z5V59m0BWT45dOMQlxDh9OZf3qKvFw5onJ8cxWZssDf5znyOEjCBwUXbc3N2vLxOHHqBL1z33m+vSj59HQm+YK7TrbfKSU+njwX7ZGDVxAjOWVWlRSPPR6O/L9+88hl7fhqV/KP3p/5yZUknqyT2WtA+M2lzrztPTp57g8Tbw8z/+XXFb/uxJz/1bbgccjcrp3QFwOQIykrhjnh9MzFqsQuMcnj4Oknz3kIXGwq5mleUEEj/ej55X2Pj3CxKnnqPSonYpY6mB/mwEUrmKJP58g3duTBO1KMgjqKEZXgPEe2QcZZX5oRn4ZICCPHwTGOA7+9PzH5yDh7/n4pSv39sefxNGG0oi6luvXjwbCuDCZ5Hs6G++OZYQz8+tMT755K/sGbLVrxL7dV/v/3yxnZfjzNcp4TfrGooT+9LXgaIjEGCmNoF9GinwJqSZUMAUqV2JaGHsPrXfHc3doaaQKvrXh5c4am0BitgcyryzWvt3Ie3S8kSbThm4uCsxf5/6IVu9r3SfOiNmxai7ESYQNZ+cao+OlF8WyoOI2eq00BWrMqtdAojJzN3x89JgdA/a482UWeBsN1m1itawpnyCkTlyDC4xlp/bManw3rMlNXjpig85l1mYnGsFs7btaOKSn+6tMZg6zwtUlkbck5UBqWrW/FrjGgFG0l/T6Vk5rNm9YwR0HEGq3pZ89+jFwUiqqwHKfErtK0lbCgKyvawtW6pClYjhYTpxk2lcKlgf/sk2ZlItuqYNU2GDMRUmIKmU0l/OXLRs6dHw7Tc6zv05gIUbhkIWsqDZM23K7UAtSDTSmEkgy0paW0RjqmZkklrZzGFY6vt466rlmRGb2swgrFcZh4eZF47D1xHvEJto0cPR56zaow7HPkoi1pC82nk5zB20pQRV9fiQmncgafpA3Rh8jns+cbZ5lDZlXApqmoFtD9dev/lajK/9peGUVVVdzmXpIi1nK9roQDnIVKWBgt9ZMxkK0TcqIu8Yuh/+408fmQeOomVk5Qmm2lpR3Oy5ijdOIDbkor/acZLmp50oakCDHzYttSOcNTJ26pq1X9TNG4ansOs6ZymbaEoAy7QjA4qJ45ywW+KmQXYYzhci2I18pIl21TFlgNH44j31Sa/ZRkNfGQwsyUWkxK+CA32kVhcM7w+qJmUxf86vOJy1VBDBHtCogetBAaKxdlVRkVP78qmaNsF4dJCIav15ajd/S+JynDppQu2pBgXVnWbUVVOra1RB67WfCnt1uZEbeF4VBWvNxW7IfAqqpIWaGUzNGnmBhGIWZWzkpbwDIOalZbXjUZr1dsaolVkjNP/Sx+Z2Pph4nfDoGrlcQsUxT/b0hwUSkm1XBbRYrCocbA2Wfm5LndNDROsx8CT+dRis8qSQ0RPZVL9BFyP3PqPdfaMC3z6ZwT21rz8SBUzdYG3u1nmkKTrOi6c0iocuFWu5KbteUwa3aV5JJLq3HakBZfQLFUnhzHgNMTlTMChUgRawArGkBS+se94molsLd/tle8rgLGNHx3u+HdfkAr6aitnOHUj/zyfuK7ay1UCb1QEKyhLAterDMvtyXHKaNUfm5v01rwnbtG+nSVskwh0Wg4DJ6Y4bpWnKPjYiVBfKXEOWRU4vtD5OdXYgB42RTyVEZW7IisQOtGjOsZOJxHUpSIXl1YTlOgUYmIeyZvxNhz30tP76vLFad+JKuS68VckVTk652UZj90HqVgszCeC6O4HxVvVpqH3rJ18rWkJCLPV+uMKSpebuXC+3iQcMFTMtysLFDTOkXSBUWeOfqZuy5QFwGlJL86BMVFLd2xm1pm03URqMuCvHCd17XDaI3LCm0LXqwij4PsIEqrSaUE2YuypHATpylyvXKsnOboMz4lbtcFHsPLdcm9M3w6DBitebWxZG2wQRhP9wO82URGCkYfyUqzawzKyNcXMuwUjEECG20ltM3DrNi1SwOhhrdKcb0qeVx2dj5liIHrTcIugHq/kEfe7aUbuHKiaH99taIbZzxiL/1SY1IvwpfVELOmcrLIbGtHNwvQ/6J1+GCwznHROIExmB95HtdoReEKXmwrnDMch5nbbcNXu5rzGHBaDvgxRnZJhKXzGGjrkpt2ZoqwLhTvTonr1vCT64rPnX920cxBxgelE6PArhKG1bqSH3htpQZkVfD857WWh4NxJd9eyJbrqfNctyVlWXCzLgWzM3sOwyzVHwlWTpObgsLZZc6pCT7wQ694tRFDh5D/ElppKbuqDMcpc1nBi4vNcladeRoC1hjaUsSRbilOnr1wlrPSFNoTsqEbwzKDTewnTVY9YxSGcVOKQWQOCbRBqcCMYVfCYTRLiXXi09nTDSM324bGiSA4hEzSnlpD1oabVqNdwRwnEoZCK17vWjkP9sLHXpeCnXk8jxz6yFcuUhaOqKxsPYfIq5XhUxAFeF3INvlmLc0UVgmIoFaL20lrGhO4HxTXrbjrchaPulXw6Swo3so5nBUixxQiPsJ1bdiPYulUSktrRDczJ5a2icTTAN9c1dhCMtoRxXmUQMhlY9m1lfQga01Iiuwjm1JzPyRWhUD0U5Kv6wvSdQiZzarkzQJoCBhuNiXdNJOUwAdqKTL48cb6Yso89p6rRoLeT93Iu4cjxhjImbYwPHSRh+OE0SzpkxlS4GFhBr/ctVR25uilPd1pRTdKKqQy0BRiT3u1FQvk5+OA94Fp9jgl5MaUEqfB44z0p4KA00MqOE+DmMud42Wtl6DDvNgpRRUvUHw4TqxKw6YyhCzb8HVb89Ik7rrA4dTxfj9yGj0vtxXtYlP8agsfDiPrfpSc6r5jt6p5tdEkW7CqCkrveb2Vio8LLVu445R5UWSK0hCyrP71AjxvkHn1NE5E58hJDB5pSat8mDNvdiW1U7y62nIeRqZZY5TCWc1xSlw2jk1leegmzueOw6z5eiNsKadhiIr7/Zmjh6vWsS0Uxrln4Pe2Ugvp0PDVxqGto5wkU2xIgETgPh17UkxcNJZuFtOM1RWVgYu2ZL+MA5MSoJtPABFtLReV4awVhZEUWcji9jpPgcOceDp2ZDQ3m4qbdSkI3QWg7nOmUJE+KFqd2Y+BjRMb6XpR7h8OHbOSZNA4jmgFWld8tQLnDI/nnnHxIj/2MtrUOXLoRL8preHFumAYRh66wK6MfP8489hNP+4zLiB52z7yyqaFDgGVCTjneOw9tyvHyWn255F5U1MuzOHjeeDV5UqesNmQfM+nOVJZeAyJTal4e/RYLcPwl+uSh16G5Gel+Hzo+eZ2y7fXa/ZLVG/0mWHywmXOcNFYvPc8dJH20FGWhYDFpoTKkcu24Nf3nrbwjFOitnCO6nkr1VjFfZ94+9ARQqB2hsuVdAbt+4kxwtrJTPLY9Rx6SY6s68ivHka+vdJ4r/jhsePtQ8e3UfhLOQZqJyIcyixne82744jVotDHmPjP3h54vTJ0UXF/niWR4+CHhyOPB0Uf5ULvguKpm3mxqUlZ8WIlDQzydY3sh0SlPd8fHKXxXG0aKh257yKlBaLiL+8nvtkFHjsJCOgcuVg3PB4j/3yc+eqyxbmC0U9Lc8MCG9Dw6TSScsEwevo5EWLi0ykscULpqN2sW9wyQZlCQqmITzLm2veeygZQmn0nKa9tofl+htKI2Om04pd3HavKcbtrKDTcdRNTVJTOonLiNCYGL/CCHDx91Pz56xU5ZR56L20Ph8DsZRd36GeG2cviUUra6P1+ZlNJO+G6kZv2Vw+9VJemksZlbE5/MB30R3/jaiW0h4jwoJyzXBeauz6yNkIu+HSG1mn22tI4zRSMBLY9QkpIEureZ82mkAt4ConBS+KjKYUeIQXL8nm2peI8lhRm6bFtSlSOnEdxt7TqdxbsVV3xcptxzqJSYFaWV2vNXQ/bVcObKNGtpkyklNFKcdUW7Ed5CH21q1E5opXUbq7JHKMIa7e1xmjDVznjs+HlRhPyjp9cFLw9zPQBxigupl0tqNEYEz88Jf7slSR0Ukocpsi1E9eX4UvLYcFta9msai6so7GZT2fxBW8qS6EVafa8PQRerAzr0mGtCCsxJVZopnmirQo2i+GgtoLl2VSOrCqaSma4M4qr1uBcQeES31y1vN9PEvrvPftJLvZdA9YWTE66iOYgYlzAcFFZLlc1IUSsNVRuoJsTbeGXcm+DtgXrLKXkPhlGH7FKoHSDj1ROOpdDDFDWvL6o0Qg0r9SZr3YVry9XlGXJqRvYj5lvLqTy9NSPPE6RUsPlquDYw9WCIerHmevWUVkYomHdFmwrR11o9p1l08h7NCXFV0qLKBUTl6uKO6X4N5ymLEpKp1Ex8HY//riB6EuBHoUR6kPlDFVhuEQxRsXLtWHKmtrAa20YQuY8JS6bgjcXFUXhpHBZLeT+JbBeOkPOohjHmNiPibWb+XzyqByJueFiVdCUJd0c2Vbww36iMplKZz71glJ11vLVRcPVpqYwck7eFpqTz8xBjACDhHAojeIwZ2onRVyGJR6YIlOE61WBnWb2XnPbalZNtdSKTuQEtUtE5VgXnr3XbJuC201NQjNNE59PMyEIz4nFdBKzkpKyGPl0loBEYUSEqa0CK0mj603DMHvaIqGVYdcKE6uYAq92lXiI9cymLjiOYem/mflwDFyvLNUCGnBa0fuJOSR2q4KQDFnJ7HhbS0JIGcubXYWyDldU/GTdctE49mPkMGbWtXQM9cuYpFnVXLWOWRWsC0XMy8NoMMwh0DaSM/YI8XH0EZ81V4XCI4jemxaCspCEVrIfZFyza0oJPOSZH55Gwdv2nistzryvdiXaSpH2sJho5iS9RnNIy87pd+TRUzB8tat4ebHiNAWmgMzbgfs+ie9AaR67mZgVry4MldMEXaKRRSImxbayP26uslGSTDmNgbqQ89c/vxv56WXJri1IaNosXTe3G0dCP4PPz7MUXM8hcd9NbFvLeYpcVQIt248REyIhJ0iRpBy72uKKmuuVkBDaaom8acPLdWaYPQ+9pzCK3aahcoJqGc6TKIS14EidS6gk5INt7RYYeGSHB/1l/NNQF5Lx3dQSNH/sPTetFiJkzJTOsK4ch3OHz5ZWRXqveLOCKRmOcxIVWEle+XFM1M5wuxaVul3EkROGq0bey6ch8HpVELLiJ9cVxokT6TAmjLE0NnMaDavSkJSmKktKa8hJUjN1YXBaY4uCn15btusWkGz0F87zvptAyW7EKrH6rSvLrhSzPtqyLjQo+HzouT95do1hvalpCodRElr3ERoFTxNc15K6UTFwtW15qRRjUz6/twZR66ekeLmyHLzssJ76kQOWn1wZPhw8TSmwgC/ook2lsKqhcoYX20bSZogGsGlrnrqJd089hdXs1jUhBDov1s6XtezW5qbCKNE9jJWGDWNkxW+sOP2qJIyrTV08kzkikiQ7D4FVZVDL/H/xkf94t8pKyVNIaYFqNbs1pe1BW86zhJQBSg2Dz6xrjVIl+ss2Ky50PyWrrLMzhsx+jMLMLQz95JkTVDFSlOIdzspw6KVG40vp9aqplhpFCU9XhaWbJKLVOBGw7s8TeghsS8VdF3ll5YEzBqiNYsBRG4HG1UaRswTqywWdWjoJRUxL259C6jve7md+dm0YvriIkLbzL0o0GckZbxsmH3n72LHvJqpCMsTtwoAe50BbyMWRYiQqx3XtqKqKwuql7nGJ7g0Rq+VmGL2Ic3UhJghnpRt2yPr5wepjYuXEF/4+JEYf2dRJVOAFTeqTGDDOw8iHw8RPrxTaGNwCQ7hoZeR2dxp4OE/sVjWlM6h+4jgptpXiXR+5SCJq6SVFsyrkGs85c9lkjDa8qmU0dZ4DN5WhKAoisxwBFvbzqjJMXupG9kNEqZF5CbJoLXABYuAwa5RKHEfPsRenGsB5nPjcJW7LyOcp0WRFrRcdphDi4xwTBZERhVqopJdOHhqlk2upLKKgfebAzapcOqN+/+uP/sbNWQLiKkeehkDrEmhBW4YE0zTR+4QnPQO6jVksninST1IuBYoqytZ1P0kzmsEt22bLy01FyCxcZI1LgUM/i/+3XsL1Gg79REbcQFprNIluCMwpURrDurJsGxkHXbaRyknuVea2jkpHiafNIzFKRWVeoslVYXm9rRh8pnFR4G7ec38aOXYD/dowRPHyDrM8EO4PPb99GPhqW/DQBV5drMg54KwmL6BxrRQpizOrn2dSzPR+gYQTOEyWkASB64OIWtet5ThFBg+vreY8R5zV1IWlUb/L5xqVl3oYxziOfL+faYwE3iNIhabOhKTQi5p8Gj3j5Dmcev7ZHPiz11tWl63MTWGhI8L1WpTeLyMcrTVZFSLWjTOHMbAppJMYxfP/GzLnYeRq0z5XlH6YPGVRctvKeOlLt/EwScdyYxWr2mGM5kXlxADBUnY2ZL7dFc9HklgaQrbUiznkzSbw+ZSE5lEo0AajMt2UIMM4Trw9B7a1YdsUi2INJOnCrQtL6zTDHHjbBTaVw6kIxv7e+/OP/sb1MXK3PzElzUW9zBuVUChUCpx8ZmUVT4OY0acQqbXmcOr5dJhYLz1AVkkofB8MbSEAspiV1ECWlnOGNI00dcW6cnw6dBglF3ddSbDg2M/iW/bSZNBPmXGWqJklYwoBaockF9+Xyo0pRNalo7KK7+8HVI4MAc79xPW2kXPwLMeZKUi0TSmFU4CGbWXI0fHp5IXKOAVO/YhKckQwSmKAIQSOXc/bp4l1KVbMYem37ebEy40lZ4cpMlVheToN3PeJn9aJlMAHeVjpJvHPP5359rLmNI10o5gstDbPwLeAYpomjNbs1UhI4qRamYRbgguVFYHr0Ev2VytN5gvmNrFtCoyVGfyUNY/Hnm6c8EkxThIgiGguKnlvWqc5n8/sJwjZY0ncd4FzN3C1bVkvgfp9P/HuoSPlTFsVrCx8OgW6ceI0Bq7aAmUswzBw1we2leHzyVPrQLQ1IYMPkcZ5zkHxopUAyXGYeL8feLEpuWpktyWeKKE6+phlZFhIa6BRSh7K2nK1kqBD5xOFW8TU88g+SenaF+72Nxey0r7fTxD974Ur/9HfuCllHs4zF43F2orgA6UxnPuB/ZT4eltSliXGTDx0UuxsNdz14ZlJHPLM5+PM5apgVxl0URAz7GrLU+957GbOXcddl/n5Cwc4Rp/op8in08xVhscuUBWGq1rzjz6ObMqZV5dr6lIQrPt+ZuyFpey9F3OCn+kjHM8Dx0IUxndPPYbErnbsfWZVTYzLTRFC4OE48qSUrOom8zRIm5uzDpR0KZ3ngTEE7o6WX7xcs60Nn08z4+R5Oo8EP3PG0c2DxPkqt2wFpTLyOGc2hedpDNQ68vE4SRxw2cI7LfUhYZ75/qkXVE3haAqpDh1iZldkHiYxGGiSpJ6QtocqZR7Pnlc7aYJ/6kZOY0AvOd/bteYwCCFx24g6/notmWEfYdM4nIbzlKhNpg+Zw6mn73q+P0T+/quGTVVzGCYqnbkLQPQ8DhL/LBYP+jhHummgGz0hZTSZx06AA9vKsJ9gXSrasuAmJfYDvFkXC54oSFdwY9j7RNdNfL0rKazMXn0SLzNKGutXlcUaxaGbqAqBoBsjkLxdbRiDEaNLFIPMsZ95fxjZVprHzlOZzOMpopTmxaaUFfkPvP7ob1ylFJWV6FtTSq+tXbZFm0JcLL3P7FpRNXMWSPm3lw2bQj033TWlw4fA+5PnZ9eOcxJmr9KabWU4TiV/cqvYtLJVvVmVrJageM6Z3cpQqoTPhsvGiu/UKFZLvnQKsn0V9VtolJ+mxFWlOCjNRSMe2XVp6Ja2Azd4Hs4z1lpu24IUhV28KWWFnFPmZ7cV1hi5sZzQHFCKtpB+oaZ0dD7yYl1ynwJDkND5TW0WnrCTs6O1i6iSua4znZccbzdm2sphJlGbjZF+3FXhyMbwi9sNf/p6x1M38k/eHWgXGsa7QeGjkBjPk2SF91PgMCS2RcJoOTNebcSjuyoto4dvNhVtLT2xc8ysSsPTEDiOkme9XpWsmorOaGLsaasSTeKfDImNS/zsqsSW8p53U2JdwEXrUMax1pm7WUz/flOzqSzryonuQKJwjm8vhNbYJ81lDUUhUH214GtOg6fziRdrsa++P4wSFywc/byca5fvd1M74YPFSDdrpvm8nJclPbRtxNDx0EkUMyWJZWmtqQq5oV9sG5ybyWEWmmZMXLQlL9eOH704Za1Bp0wfEqdhYp6l6kHFzH0/Uhgj3Txe2t6vh4nzLHG6bROX5nnLHDWWmfMyzvimLcjKoK1l4yayNtyfRkgyMhpDIsXIOWpery3vT5HKCJHx/jiwHwJX7URbSx3krpFtzjB5ppjp+57GtTijiTHw0Anv2WlFRHy0U1Rcrwq2TcGHw0jtFGMUiuUUhIrQP0PZIu+fenIM5JUkdj6fRkKCQkUeZ8WfrBUP2XEaA8cxUdqRdQOlNc9UydF7umj4Zgu/Oid+4mbJy4bEpjIYU9A4JXFJH7k/Txx7zzB7Hg8nTl6zqhx/9mrDGFkIkpq6cJR65nFcwOilk8ZDH0kp8NSJonsYZ/bdxKn3HId5eXBKVrabI6fpzNN55Ie7IxHNy13Lbat56DNbLRUl1lpWLjMmQ1NqnFHSLBgjh1nJOXcS0WmYPPvziI9nphB5fbnislZE7ZbKTWGJCdkx00+eBwOF1jzNgTlEboyhDzJNiCEyII7EYZbGekvg1w89lVFoModBCI+jj/TjzHGp1tw2FRdtZp5nDkOkKT21hd88eYZh5DwHVqXlvWAhf6/l8b8ouuZf20srhUJuym1pmEPmaZQtn5RpaVIW+Jgxhjfbgqw1lU5UpeOyEV5uP87onIkZfJBM5udOLhySlFCf+pHZe94+dsSUCCHy8dDhCMxZs6sM21pqTLarik2pOU2ew7nj7dPMNE0oZBwk4XeNIdEUis9nz8qJaaMbxb9cOMd3Vw1F4RZBSmG0QWsBnZfW8Ju7jn7yFEZzvS7ZNlZWxYXzXBiJ9tV1zXc7y6QKSP55NHUaPHfHnsdTzxQXOmKE20bhypo3W7NQQizXK0vvE2uHGPNrK0XdaNa147pxZFPyaisl1AmB5e0qgzWW0Sfuz4F5uQnmmLk7jZyHGYWSubhVnHoRhOpC0ThN4Rwv1gWuKCiUROF2laYqxCZZWo22BdeNNODtmlKinpOiQKgnhswYFDlDpWXlWpUiUmoSSmtuWkVbOWLwfH8IaCQkcN0WaCPJs3rZvuvFJHG7qbhaldxual5salaFwVrDzari9bbCWiNMamXYVY6rxhCVRS/i15ef0TTPrEtLU1rGaeTDccKmUQrTx0DtRG9RWtNYseH+oTnuH/2Nm3JmGCfe7mf2/cyqKXizLRijCFRXK8d21bCpHHUh20KdE13Qy7lHLqS/+NTzeOyJQcwWq7rithWago8i7gxBMrwBueGdgU9nUUJDCISsOPRidGidoiwLCiuD+l0lXUXdJH2yXll2FUTknBNCZIyQo+dpFJbyF+wL8AwWD0moglNSrEpNUwvNwyd4XC74apkLhig4z/suiFd4UtgcOM4ScTzPglk59TM+Ka7bAqVEN3i7Hzn1A2MUGgeI0vx4nvj+4cwPj52AALLUaNaFJemCm5VDacuHo+fdw4n3TyMP3cy6duwax7opqArDUx+wKnHZOrLS+KzQKPZjBC2xt6gkvtfNkriafOTXT9I0oGxBWRjeHWceT72sWlMmJwmF9HPiooT7LvD24cjHc+TNWuPRHAfP5+OEkfI89kNi9p7f7kWo265bXm8dpdWcl4DAqi653VRYa9nWBZU17KdIN8zsByFhnPqBT6dZ8sf9yNMgLYwvtw3bukAB786wsZGsFxyuM8SU+XD2NIUYhd4fPN2547eHSNf3nCfZscQMhsTTGBdRy/x4VWWjFVXb8l/ZJkzZYrLnNGesGikLS8ByvSqfsTH3xzNVWfFmV/KrO88cEm8uGv6EjI8ZY6ywkp3mccpcVTJeulhVlFaYxn/+2jFFKAvH3/9qw6YRvMmmNESn2Q+erO1S2iVpl6PRrHMGY9i1Fad+4F2y7LSUOwOsS0vnC/7+K4Myjvtu5jR6qdawotiWTiDnJYmA5esLOAfF2kiONYTAIVv+7LLmOAtZsp88b/cjm0qzaSp+XhRM3oNOpGww1nKzlibD+yHy3VXDu6NnUxeL2wnaquDaWTaVldnnGKkLy+O558NxkhbDQlMWjl3huNlUWGOJSR5IIHPzVV1SqkQ3D1LI1VjeXHwx/4t77TB6nDF8W6ZnBb4sCn6+qrg/T1RlSeES69Likzi4disvVR+F2C6nEHHOsqkSaYl+zlhebCSVlMmMIXPZFgxzpHEVPsHFMvv+/nHgqR+oFw1jU0n44TjICPB227Dyno8Zvl2LVvLUe17vZF6/nwSr2wcwRvzht7uGy5jIrqC0WjBHSVJRP1eyKp+D4qtdQdyWvBgnwtJpJTUpmqYQ9vbNuoIUw++7L34EN65mVxo6r7ggCF3QZLRWvGxr6lLM+seu5/tPe96dPH96G2jcRipB2pL780Q/CXL1zaVDkfl4mihV5u1sua4CTktn7rt9z9e7irtuRGXxxE4+0i6fxycBoX15s0OCjVGoFGlrAcuFEEhZ8+2VDPDP/fjMmsrB8+mcKE2gcYZtI7PknDMpJlpnuDuPOO2onAZdssoTIUtM0KpMqQP9nIgx4ZNh1wpse5xG7k4D29IQMbRFJmShRO57CZF/tZFz+K4Sl1M3zswx0+S8FJhlnI4oBf04cRpF2NlVBd5bHk8DrojoFGjahtYZapM5T4HH08DXVyt6r1gXcjNJ84Oskjon5pAZQ2C7caQE1ii6URhVGsH7CKNKBKAvoL7Wychl8rJCqhR5PA2kLKyxhCbOI0kZ7g8dc0gk5EyfUiLhaArN42nAOst1a+hm2JZa+pYXDOyuMthFcDpPER1nToMUjhtk7noeE7cLpbJy0jIfQuDhAOSEsxGnNXOU0ZchE4IYVyodyRSEMKOM4aqS6+pw7rEG6rLk1abkrz4HftTi1BQinw79EucqOQ8zD4vxvLCG4+g5j4F5niWpcVvyNGvy05n7LnCzrp5FptMY+OGxIyECglvXXBbw8ThxfziLQwfNu5w4DoFuGKmsYbVK3MDSXu95PM8ys6wsWitO/cRvHnq+u5bh+YdTYFNpVoVm34389ccjTsO7J8XjacaajNaGlCJKyc2LEjHIEThOmdMQ5KldGT6cIvM0kZGt+KH3dIOnKAr254kpiVvnr+46DJFVXfPVtmQf5IFQO8X7o18C/Jn7LrAuJf/7JaoI8Gnfc+g9p1Lz1I04nelmz/40sO88/TRjjGUTRAj7qRn5/phw1vFqbfl0nLloRro58cu7njEK4RGlmOeZMUjroo+ZGCIfT4HXa81jL1vZAKSsuFmJXTAhIZC2GPmrTx2zFwX+aalbeTiNpODZtiXDFHgYIje14rcPA9dtwYudwS22w5wz8+z5q89ntpVm25R0U+RDgstVSVXIGHE/RPIQeOpGxjnx/umMs5ptJaMgbQzHbqatDPvOU5pMVdUyehzEDLSqInUZcdbRlp5DP9FPidqMnILmohw5zhmSJ11u2J8Hftj35BBYlTNGKz4+nX7csLjCaK42DdsQuNqIJzaEIMgVK63sL3eyyk0+ijH/cGZdOQp3Zt1U1BlyU3C5Xp7WOTIl6ULVxnK7zsTUUttlYF9XvE6Bv/okwsJFbVnVJRdG0Q1yJt3WBVkL90hrzdWqwFl58v8brfibf9iPXJSBm23Nm4uGnDOlk86iMUSeTgPnKT67vdaV5fMJfvGioCkL3j71DDHz7YWlcA1zyhzOPU+ngZvdmsul8d4oMZNYo6kLI3BuY3nRWIpC3qOmntjVBUPMfH1lngECgrWREcowey5bKebqhklaC1HsVjXWGrpRc9FWGKP5zmmmpOjiTGvFWVYXmvOcuF4VFM7w1eUakC303VnxsjI46+hnj1NgTY8yjld2ZlY1jZERS5+EkWxU5t1+oA9wvbLMqeDluuAwRV5f1ny9K/nLTx0xC2Pr28pwuVlTlB2VlXxuWiAS8+wFabsr2TUlSWlebCWhs21K7k8ju0ZqSsZZiqgrA68uW1ondtR+ErtsW8j7cLMJHMbIm23BQzdTO3GrtVVBXVUyApulseGbC8XjlHntFHVVce463u4Vq0LTXm+4XRfS0RQln/ubh+LHja5JWRrNhwhuOX889dJneu1+lzX+fJ4pSLR1SR8yw2nk434kJsWri3aBcRd048TjCN9eiu/Yx8wxGLYleFUsW7GZKWTOg6ctNHsTKQtPlxNvH3tUjrRVQakgoSElTj6TZ09hYAyC67Q58vEE28YyeRE4pmlaBAvpYNm11TMs/cW2ofeZw5Q5dNIF208z+97wcmtYFZoxZJ56z3Yt8+pumIghoUncdZEXRpIskw9Ya1lbCQo4axiTjIWyMnw8DVyvxAHknOP904l9H2ic5qZN3Hcz3ZD4dJ7ZtDW325r7JV10mJScp1cN143m3WEm4rluDN2c+M19j1sABaeguG0E0DYnTWs1+y7y8TwwzhKuuB8Sm2LgczQEbbmstYyFxpnz6LlaV1SuwWnF/RCFDbWquPfSc1s5i1aK+15xvUlUZUHwnjnJfNbPMw994qudhBuSEjW8XBxlMHN3nmgWvWJKamlqgFJLo19bGj4dI/0w4RO0VWJdlzgrgYPPh4FTN1AUBZfZcLWWZNbdaWSYA8Ms/KkpGqz3PE0iiO6nRG0Sv77rOc+By8owrUu25VKC9Htef/Q3bs4SCLho3DNMLef8vNI9nQfWdYFTie8fB8k9VuJtFn6T8IvnsAzEtaZxiUM/MUS4qMTUcJg1t23ivkv4HGidYl07qsKwax3r2km8rzY8nAL95OnmxK5KeGTFKox+DiRMIWJ1wUUrX+cQMoVOPM2Jcz/hrKIPim9aqRvpemH53qxKPu/PvDsE/t7rFudaOQaExP3ZU2oZ1VglN2sIkac+UJnMy13NtlD8sresbZRscEisa0O1bjFKhJIY41LNmfj+4HndBrIyfHdp2I8ivNysKra1pi49TV2gtaI04HFsipkxGnY5ErSjdoEYA16XvNnCQ+c5jcLeuqm1JIFKxegDT71nmANzELzM611FiGfuusxFI5UkzjkYJ7RSXK9rtrWjD4m2sNRJDDgxi3JeF5Z1U9EWhstVZkoKg0cVBReFeIYfjKJtElermilI9eZvxkBedisKeLGSVXP04XkbnePM/RBRaDSFGFRqB0ov9aQZA/ReoAkRzfXKURh5uLaFNDkUKjFlESBPkwcln++ykUnIFCK3Fyt2Q8d++rI7KH7clkeAq7ZEIZGpQz8TQiAbQ4EA3QAaZ7BEnhZusEIqK3ySrprjnJ+3pKvCsB+l2mIIsnJdNRmPoiny0mynKIqCyolDSfWexmnWtTCG1qUUPu+niMELdjUrrldKvK7ec3+WUL5CLshNU+GjPIi0VmycYGcvy4hRUnY8+oBH87ObirIs2fcTn/cDRkn9yrYSGuX+PHEcE5u24KttgUe2l1NS/NmN4jcPPZ9PnmN/oGlqXm5K9mMkLA193kdyXfCqhUPQ2DzhqVBK3k+rM72XRI9WivMsmsKu0vSx4cIK3bJxGqsqIop18szJMPphGZEZGfmkQOcjk8+8WBusrrlelTx1Iw9jBm14sVZs25oxgI8T7w+ei1rIl2OEEBL384T3AetESX88zxgtx6m7c+a7y4Z5FmfURS3v52ESD/t2KRCbo+c8SBNeRsDmQlSBySc+3O/JV1tCEsKoSoHSWvogbihrLYVRzFFQuz4rAbfPDSH2jD5xnme0NmhdUajI+0kQucYYcvZ4H+iyIWdoK401ilcb+ItuIPmRzos3/kctThmt2LUlv33s2UapdLw/DlIDsq5YL9nabpik4oNIFzQ6jDz0kTdF4jxHGmeZYybOowz/raYopC3dx8ypH5cfbCbmSFvoZ6ZyRIB0/SypFaWkZf5iVbFxiqwL7o898zxLlYeS8jClFFeN4+Oh5/t+5vWFDPG11sQk7XvDNPL9Y3pm+M4xUlmFcRX7TlrPnTVUJlEUJVZJszkoVnXBxglGdV0tXbnTxPtTz3mGX9yUDNlSKoGVXVtRS4fZ83n0dKOnmyLbInLMhiYnVoU4oO4OAzuXOIXIplQMQXGaEtdK82ptQQu/6eNpxmnYVZof9plajaAtX20cfdQ4Zon1GYVKmYfzxJzEx32aMt9cKnI0/PpTT4iZ623D5W7N7GeZq5eFtPMtqv9HH3nZFtSlW5JfXoBrPnN3kl4elaX54jBEXm0s5wmOY6CtMjrLavjVpsAaIWCuHZyjxqSJXx0CzvW8vlyTc+a3n2ecnvmTl4ZRi0PPWYe1gjKaQqSPmpvGUOqK8zDhzELALDUfDpmtk9SStDxCyAoVBb170Vb44DlM4pwaojxEPvr8I4fFZYnPXbUFRVFwtcocR09hRb5XSwXJfSfGh95nSpPolWNdailqjvoZv3qcEqjMqgStAx8HUYrfHWZ+clXRVgUqRe7OgcoGQoaL2jHMUlptWbK3SuO9Zz9rXjUeHzOf+8SqTlxvqoUyKK3lnGaMli3i5ymza+yzFfA0BC6ags2q4qYt+HwaGaLiq8rw8Si521UFjx1cGEGcngZPWZZsXOZzD5VLAs07T6AUY4BvL0vqdoUZeu4nRTV7SmsYlpJm5xxtofj4NPF41mxLuPeaLmj+/IXh1A+kYPjtY4c1hteXLdcrSf38f993XK1KfvZiTWE0x9FLqfc0MSCi0pgUGyL7KQqDq4syn3ZGtvOHRGWEH2yNBTI/PHX0UUz892cx8E/TxP0QmaeZ1TI6mWOiP09CylzO8FetYcrCaR58pinkHD4lzf2pl9nsRrK+ISZ+fXdGG8scAkoZrleasFrxZ5Wnrhxjgtpo1pXlqZt4f45c1lbIk7X4m989TWiVaUzkNw894yjBl59ftyglhWVP55HJB1LKvNiBMZqblfC0H3pJdh2GmX6Uytem0vKzbdKPn4Axh+VcEyPKFvz8hUTBei+dN4UVzOVPb1Y8DR6M4WWtuTsUGKN51S6Ne8eBN5ctVSFkwspZmlIDJY3rWK9WeO9JFFyuYfKR4+gXE4CmsYbHIRNTZttYCud4ZSfenhPfXTX8/MWGfhaBrHSBYy9jo9fbCmPkh3m9zEv3o+HGKrq55nZTSwzMGK6QvG1RFFysFFZBUxW8iYKk2Y0D761mV1t0WfNNC2Q5Vx5Hz9e7inlTo4wmzhN3I3x3UVCWcm5bFWJjrAoxN2zbktfbinMQa6FsGSNjNvwb12va0vLycs15loLun71sWZcT23VLWZYkPOsl8/rqopXz4TDx8bSwqCqHWpoFb5aKU4CX20RbFVTOcrGqud1UHEfPrinJyvAyJi5WNVNU3KiJpxzIOfHmssEaKzlaNMaUOA114VgrRTdMNIWWMIQxVAbOw9IWqDTGar69rHkYhFJZGQkc7GpH5wdBwFrDZSM+9j95bbg/T9ysq+fWxjkkmqrg9S4zBSFvrCrPzdrxVUqs2paLVpBAlROx8GkIi11S+oZKZ/i5Ev3DGMObC8fLXSvfSyl6yh96/dHfuBnpt/2073lx0fBy26K05sNxZFtoMMK7PQ2B2ihpZjeSfaydpveZqlRSw9kFXmzl9+b5zHlBdQ5z4K8+D/y5sZy8xOlisuy7aREW1LMyXxvokoQGppx47APzOHJXCKi784np8UgfBCC2awoymYu2FhZUCrw7z+wqi9GWbS0/yL73NMjDKWTF/XmSz+UzU5At4OTjUryd0NbJedc59t1IDAHvA3ddoLFiuD+rTO0M3RzZDx2F1Uw5c+cz61JEufMswfaqqsRN1s2EGPlmV7FtCv7Z3ci3zuBz4tDN3B863h4j32W4WmdigsMgLYhRaeogxeIhRIn8ac2vP+2JKdF5TVHIgyEl0Rgeupl06FjXJfMSlh+mmbsusmslircfA+8eB0JKXK1lrJZyog+ZbSGAvftuYm2FC1bryK4p0QoezhPjHJ7TY/0kPOqXa/En//ruLGdUK7SKylnmKOQUCKiljcDHTO+DsJoPPbebGpBjU+8jhVXMIQouyGnKLw0FYak+cYIjak1evv/Evh8ZgthUZ1eTgucc4fNp5PHYgXHu990Xf/Q3bkpyocYYiSFydxqpjShvH0doCvHZzt7z/WNgUxl6JBIHch5cN8Jd+u5Knpr9OHN38rxYJx6Do1CR2pnnNrfzHKlj5NyPjAGuVhaM5qkPAgP3nn2nqK1E1lJRYKLn/qy4qAwfzwqT5SIsDfzqfiDFTF1aTmMgTBODrng4T5SF5QVACpyHzKfjxO3a0VhLN0dS9Dz0gW0rK8upHzkMEWf6JaBvn3OhpTPYLE2CfvY8+sxlLTd7zrKdnkKUPKnJKOO4ruBTl1iNJ+60Y3/qaArDaZi5OxkuSgHSb5RcxEZrXq0Snw8ift2upMuptopSyc+pn6QBYpg8TVXQzZF1qfHLIjJOE3/xoeP+OPFiW/Hbh54X7cg5WuZwEsQQgt+pCksmc9la8lI/+TRM5CRnzKNXrEzG58Q5GG4bzftj5N3jUZBBc6CbIk2VF1VdRj1DzCg/M86RvdFY66UZo3T4YWbfjWhj0FlIJHPIVIXBWBEfu3FmCAIltIXFe8sP9yNGSTXOehLFew6J8zhTOEdbaHzUFHahmHi4qOBpsjQm8etD4KrRTClxGgPk9OOd42bARxaETIFP8OE4cdnIlk9aLTI3m0pYSUqM428qw/dzYt9JxO80yg2e1czNuuJmXTCEwKaCkA27WvM0ysMhBE+yDmsUX60KonG82ta83MnT8qGfeakDv3ryGCPU+R+eBrSe4XrFm11JSKKanqcg9L4sdIsQIqcZmkpQJ6WVmeIXpnFp4TwnnEuSDx0lamYVUlkZM7UO9KHgosj0s2zJV6VhmiOfDjOlVmzagq+vK7qoKVVi9IHjGHg4LUXSK83XF45DVvz0wvH9QfGmUTwcFbMPPJ57Uoo4I19fzhmjM+dxZj9IEuv1xglIznmOg+dXnzte7Bo5T7ZO+m0Ly0UjIYXCyEpUlSV/76u13NBNSWV6+qD4s5cNdV0zLsyr0QthAmNwRcFV49gPgSlkLmvJ93ofeHcWdvOLjcPaFXM88dh5hnlm0xS8upA570M3M00z0VrqQs7Wf++rDTErznPk875fuocL0tKH9NjJw7Fc/NEPXvHVRjA2OU9CA8myom4qjbUlF2UmG+nTvWgc53HiujGg5Xjio0w4KgseQ6kDj4OXBSobNpXFWgfpR3zGVYBKgaIontXgqpD6yvnLVlNl3u8HonK8Xlt+2MsYoHAGpaUkeVM5Sif41rA0pj0NmW2jyCGRleGi1MwW9qOidpnHLnO9caydEfk/yzipINJR8tVOZpSNVShbsKtkOzSE38W5Hs6J223Ni23NlATwfbmWWfTH48TlSoSiTZ0orcz6HocgF3kjLp9h9sv5Kkg6RpX8dOvYtI2AxZcUSrU1vLlqePs0oIylKkt2hcDoEpqXZcGLbY1WIgCdp8Av70dqK+ysczBsmpJ1IV5urTLHKdKNnpwFAN9Nchb/6c2KdVsvYDdPzoC2vFgXfO7kaGFU4rRoBGn0PEZYzYmUIkYrpggxRNZNRUwyJgt41NI8oJRlyoptoTiNMCYlheFLofX7pwFrBCowRcWn40BbSqn3bqV5uRMK53GYOQyekswUwRjYVMICexjEzXbZSC3KL+96XmxlJtuPMwGNM3oZB8HaKY5z4twPjD6ilUarRDdGPh8GGjfw8VTzJzeaMcNpmPjhcWB/nrjcNNyuK9zihU5oyfdGTe8j21LjM2zrklU1/sH74o/+xtUKHibFy0ZYTpXVXNeaXz3MvNkGUtKcF/RnbSVjetlEdm1F6xQYi9OK8xwWOr68aXOMvNpU1M5C9px6z0Mv7OPbVs6d6zEQgufzOLOqElerkmHy3PeRn14BWprlszK82sh5U08BnRNRyQzysk1SOTFG1oViREtiZfLUzsu2PIswBCJEfQGqDXPgdlOL2ug0sXGsSs3sA13QjMcBBWwr2WWcp8Avbles6oKtTc8CR4xCa3TOYZWs/gnF1ablv/5zg8egVIezmpu1JIZebmc2lePuNEqeNFu+uWpY1+L00lpzdxq5bCQCWZcN6+qMtgXjcOb7LvJnL1ucVs/N8S8asVO+fRJgXW0Sx1l6cI023HcTq8JQFwWnUXPdWjFaAJeNMLy+9DcVRrMuNcaIEKVy4u1+ZFXI+TbnTF0IUODLQ3TT1qScFjRNksxxtZAiteW767Wwwkox0RzGyKUTs0dVWI4LmqhRCdMUXGhNoRLaFszzzKaWrubblaWopM5ms67ZVZqnIaA1nEbPVmvGWY5dF6sa3U80VuJ+hU2obJj9j1ycihkuy8Rdr2nCQOlkpRj6gY8q09RwWVsOQ+TtIfL1OvDhMLPvJx7PM68vWowWUaKfI3UhYsNDF3m1UTwOmWGQc+MOxeRlq2pU5uk8cx481siK/dDN9JMnh8CH40hMmm3jqF3kl08TbWXZFoqDh8YpMc2nxG8eRq5Xnk9YWmeYFsN9ZcUA/+X11ElBc0IT/cxpThK9I/Pbh5GYIikkxgQ/uVoseSZznFhC/YoPh4nDueMvusRPLj1HK71ICtjVQrBsnKjwY4iC2vETv3mc2NbyYDM5EbIlpcgYpGSrcYqnWeNTQsfMYy/1H09ns/zbho+nyK46MyXFm517rojxITLOYiNtfOaLA/c8QxkGPu8z68rw+Tjy1HlebArqouDDcaTQQiKZ5kBZBPIC46tN5sPR0zrBBhlj0MDDkLjRnsMkeNiQQOVIUjKmujt5iuUhqZXinGEKM6UR0P4UEh+OZwojvcl/+TjTT5GXG8MYNaXT5ARt7Shz4B/fT3y782Dssxj1MCRWSfQRM3gOncQiL1vHhJaHfzczzYHKSWgihsTDecIROXaez8fuxx0y0AqMK7gykevtislHagNGNVy30l8DshL/4srKRVYErmvNeYysCqk1NMqwrRQnL9utP31RMifN1mT2umbXCL8pRrmRlFKCo2lLlHGsSmnYGwsZwlfOUFojka4EF9XEqoT9DDZ7gteMWXHRlAxz5OvLhqzEgnd/GnmxLmiqgs/HntIKk2lVismjsor3fWJdinrdViVXK0VtFT7K2c9ZRxXnZc6ruVyVWNXjnGPbOL5JgVVdsR8D1YL1kcYHEar6OfGizJwnz6Yq+OlNw6oQBTpiuc2BOTvWReB25fAY9DChMXw+e77aOGwrZpLRB5x1/PQyCO96mChcReUs60pWyPtjpCk0Fyup4iis5v5wRimFUiPrVnQHQ+ZuVKxVxnvPblVhVKbSgjENeenXLR21O/E0iAutsfDVyw0+ig5RGU9OmZUTYqIzGq1XNKV5DioYpJqmtLLCVs6yqSVC6JM0673WGpsDh2ComLlo5AFeG0XIiusqgbGY6InKsStHtJXV/aXTz9dSqSVzXDnJO68qy6dDv/y+ljYImzl7xa7IdFP54z7jhph5PI6MITOFEw9nwcNYA49aU/rE02lgDIpNpTDWMk6ef37K5DjzOBQM08yhE3zK5crxvpfWgClEnLWURtjA+6cz+15+4JWFhz7wKipebRX//ONAbSUUMIcMRE5jhPMEKfKXH/aUhePNRcXHbqZwBVcbGbQ/dTODT1zUlj5kPu97vr5esU2Z0SeGOfLuaaApjJz95sihnxknePc48mLnUcBTL8idurD4JA12X1+vMcbwlx/2/Oa+4+W6ZNuWxAyfTyfa0nKKiZhEHR99xGhNvVRlfthPdOXM/jzRh0hpDDebgt88TGxs4v05oG3Hq20pZEaXmOeZ7x+/9ArLzWQYue8TW5f44TBxPcnsNmZFoSLfPwysSk/nMwpF4+DdYWZdKOZsUSny1/cD+27g64uGT8Hw8TAyjH4p9w5y81aW3brBqJGH80ztFIXO/PqYeBoi60rU+HGcCDGTUXx6OlLVNS82PZ+eOgHV+cixnykLy3fXDWevpGfIGKYg5/NjVpz7gcOQebHWUvymPadBrpE5ZELWVPPMxwG21vOP3g/smsDFquaui6hlbn/fBYopU1rpUqpM4jBklIIY4d3TiI+ZdaV5GsVi+odef/Q3bmE1397I2aMPmTYIH9laI0qlFRfTT0qJTdUEXm53dNNMN9d8tas5jQVO9/iUeXkhCZxtXRAyz7PLbvLErPj2uiXFhLKOm62nKgvQmm2dnkWtupRwutAdMykpbrYtq9LSlpbjrHlzIYrrOEuLeukWRwyRunS82pRMUXG5EvXyNC4cJqt4fxi5Wsvc8cpq1rX8el15HrqZm01FDJHPZ481ht1K2EevthVVVcoMMgU+HCZAwOW7tqRxik/nxHWtMEVBW1p+8UKYwSFr1jnQVAWXbUXMiqt1wy9UxmjhMX2pdMlamFAhyc0PAnPfraRe5fVVQhnLppa01RQiP7Vy3GiqgkMvdS3fXGou1yJwAYxBFphVUxKy4s2lkDuk2yfycJYz5qoquV4V7FoPKfIwJP6trx1CxdE0buaOhWdlFVVhuF6XtLXsnq7agst1zdN55KETF9qqVgwxs1qqQZJajhSrksduZFcXXKwTTVnQVtPiWZbABtqy28i5e86a203F5XbNNgoXLQT5GW5qMYU8nnopyF5n2qokhMCnY6aIiaKqeNNa9N8Blfqjv3GVEhWvMvBy10r0bZRAtdaCEflqJz04q3Dmn36a+QdflazrisJFlHG0ldAIYhIhqSkVbV0+u1bKUt68L6aH+yHxstLcdbJdEqC15FWttVQp/65xfBEzXu4kOjj4zK6dOXs49DPTUpp9uRJax3FKvK4zHitChDIMPj53FElDgV1CDL/bkgtczcl211m8Mbz+slXPsoN4Wuo9rNH0o6BPKyfduOvS8rETgUxb6TKaQ2IKcLOpl+SKCDnSGCBKNcB+jGwQjWAImU1l0cZyvS4Y50C5/DkfpdHwS1PAvJw9S8BUjikr4ujpfeZlrZmDfG11KeaStqn583XDupWRUEry9zFCkdC2eC64FkU28jhFqVepKuZ+FoNEH7morYhRSQqwy6IAbfnmwqFdwRAyVVWyXbbeWmu+2B1ilq23fB/+uUVxU1dLJ/LSrqGEo7yp5S++fzzho2Bjm8lTl47GRfosk48xKtZOs121S82pnMHnIMe0aumJ0lozRYAfcR43AysLH04TdVmQU+LX92d+erOWyFYnLqSYFWVZ8qcvZVZ4HkWEKKxGObmQ+mkmpYRCcRqFgVwV8t4YY7hqBYb92gYGL6aOsbBclMIQHoLcqD5miiidQfthek4KXa5qaqc49kKlHxFs6N3JE9LA60vLyklZV6llHGCUsJiqLIXT3RCfGVpGSaLkPAZslrqSy1qKywa/eI9nj40Zo2EcOh47szCVRZyplu6jVVNRFJJwcUb8zJnAsRtYVw4f8/MZ12oIIdKNMgPfVI6UFFUhN3xI4BfK5HkKnIeJCM+dTNtSY5U8ALeF4jh5Zp+WHYHwt+YgUbgUI/txFgpHDATtOA8TIWXGWeBulbMcBvGihwRPp15a9kbPqjTSengaOE+Bi3opmfaZdRb3moyWxPf86Zz4rggopLT7qZMiN9mmSmdUaRJPQ6JUMx9PEyrJTgOydEX5mX752Tyee7kJU6IbZ8ZxZA+YJdjx2AdaE3FlzboSYap0hlM38uE4sqsM96eZm01JjJG3TzOrwjBOvxc3BfwIbtyUxIQ9zfJDHn0gxiyB+GwoCHReOLoTmtIo/uL9gW6YsEbx0xc7ysLiY+Lh1ENWNJXlpjQcB/mYj0JdNEYzz5LqEdB1oDGJ/RBQKXLZLLPgWfKmzggt3y/U+tZpTiHx8TRx01rGqNgUCquFVnnqB4YApc58vzT+Ga3Y1Y5//H7kstbcnwM3K3kQdFMUDGrKnMeAsQars6zAOeG9fM1ORz4+jfz67sS3u5JPwUFOdFNgWzsua1mVjcp8PA4Ya7msZXx23wUqc+TsYVVJ4maaZz49dZA8pwnyKjBli8sz7/YiNjktx5jaKj6fPIVWGGdYWfi47+nGwO22ZIqWfhB8yxQir3dyQf/y4xM+Jr7aNTz0M6U1vH04s3IKZS1Xq5J+8tiiZGVnDpPkaHP0PPVBYPg+UajEb48eUqCwhrMRTM77XhoZPhw9q0KOOElpCp34eBxZlYE9MAUIVkDyPgQu2orHSUZ4uSxpTeIQ4OHY8TQrbir4dJoxZua7q4bRJ57OI8dxpjt3fDyOvMzwqyFw3QZCDPx6SPzkSjHkwMOQcFoKsnMKRFdxHKSpQxxakW1ZL+D7H7GqDBJU3lZiSUwIX9haS2sN50kiYwmD1eJDvt5EtkXi7TFxGieexsDKwmGIMmYZHRHDrtRkY1iXYmMrdeb7yRNDojaBt08zpzHw1a6hj3LouO8m/ByoS8PFakVKklYKIfDYyyr/YlNitCaEgfuzGD7WhcYnYfxOIUGWiNkUNM6JcaG0sg2esqYlorOkS0JSpBR51RgOYyLFvJgqFN+VgtC5bC1PXUHdNBRGPcMD9t1MRGFn2aKiFFeVdM9qEo3yPAyy8sek2feelyuhVeYsEbOoHbcl/Pox83UDq0IqTA+DzHpB7JbHIWBUEjsiCWsEXl44zfW6kofXDLdWkC8qReGBYbhdOfadY5xnyJF+mHma4Odt5mFUEALvToGQFI3NPIyJUkmj4La2HPsIWrLWh7IkKTHtvN6K7/s4eHZtybYpOI8i/g0+881lRdaWUs28P86iXIdERLHRmU9RY1Qga8t3O8N9H7FaYbS0abR1wVUjtszjWY5et9ua7bqhmxP95LlUnvdPHcNCeNRFw9eXasllZ5pSGv36QQrlTqO8P+T84y22NlqxrqQQOWbFZVsQkggc2+Up1YeEVYkpKK6W8+FTavjTF5G2aXFGbvhtU/D908iqsly3hawyy017PveclJgj5pC4XDf8mVL0PlFVJdelIF6qYeIhim9XzBda/MLW8GIlVrimKng4drzbz1RO8XLX0JTFUiYl3tmLRtwyjVZYY1mX0uu6bgp2KvPhKEDxhObFxnKcpPvX6vQ8hiqMYt1UwtuKSvpnm+XzJAGsz1lBSvQJ2lJmtE8zbAsY5sj9CH96q6mqCmcUx97jqpqfXWWmpNEJXm4KFIoQOnyCsjSsFXyZVbSVY10aDsOMT+CspHYqJ+f0mBVGSQ71Va15GCM/u2lJKEnR9CNdkEqOzfWVhPe1YjV56qbhF1vF49kwxp7GKakENRKrfH/KvF4VVGVB6zTrZUQ1zJ66sIvjSwwUgna1bGuZYXdzYtMKFaPzisuVCEhfhMKkDBe1RSn3rIW8tJFTIQ/xhObVpuIwCUr2xa6hdNJJ9PqmpHBCoIyx4OGoKUJku2q4XDc45zDHMwnNn76qOI2eH+7PNFXB9argadv8wfvij/7GzRlKq4SH7BSHKbEphEAwzuG5oW0KkWGY+bSXH4rTmschM6WeqnAU1uGM4+U6sW5rzlOkWdCa3ns+hsxlIwjOAdneDl5A3SEE9gkKn5kmqY7YKQFvWy0mkdZp3h9GYoaf3gi76NVlI+QOo8nKsCoUHYpyybCGEFHOMc8zd32UnqE+LN7kTDaKZl1RFxZnJc86TMOSdqno5oTuBx47z7bSzEkvLiHDKSaZCdZy89ZWGiEexsxNI37cwmq2taUohJI4GQ1aU+rMrxdDSVUIL2sOggtSikV1NTgl3bmtM+wHMUesCsMZUClSFI7LUjK8MUZWxuCs5bQfaTflMwz+OGfGbs/DpPmHO03hJPqnlJKV25Z0s4hQQwAbAmA5zomty1JitpzTu2Hi/jwxLL7umATK/upiJWD6YeCh92QyNysRunIOjBFuWsvDWRr9Xu9qfJQKlsKKCPqb+4naGpn3NoVoD9bixp79lAhZ8WLXSJ1LlJ1WYTSRjCscdoE5+AR5nvl4Eo95SoI9aqqCbS2e5rX7w61fP4omg/MUsUrRe6nWHIMY++9OI8fBM0fZno1BCPDGWF5sazalQmsZtVgCj+eBXz0Mkvrx0gT/+dDz0M1YrdA58auHAT8HumFiP8h2NSnNqrTLCiah7VX1pRVAIG0SEJARwnkKHIeZXV1QOcPbw0QME90sF/AU4rOrxy6Exl0tPup+jnSztOI9DgmrpPltTNAWmjFAN0oQwicJGXxRu3e1ZQgithhruNlUfH2z47otyVrTlIufOkE/zpyngNEa7+UMua4sr7YVCjjMgrQd58D9eSblhLHmWehpnWwLz1NcfMkyCw9JKJzvjzPz7JlCwqdF2CusdP5UjilIcx6IZdNjebm2WGPlvDhOPBx7vn8cOJ57YtZUheRY++UhYsgcJxGFCiumiSkIT6t0BmsUj53MXUFwQh+PEykJdmaOSUIgWvLNaAsKaid0lLaQXcTHp57TFMkpYzWwBD66ceLx1PPpPNPa/NzF66P8nFUWtPC7fc+q0Hx92VI4h59nOp9onJScHUcvbGun6Dx8fDryTz92f/C++KNfcb+wprQW4r5CXCfOKEKeaKyicJagJBn0Ytsyh8RxmPn+ceDffL3h05x5u5+4bAtebxwYS2uETjGHRAgBg1gJbzclldXMaG7WjoymXupBDlNgZTN3vWbbSjggFw6npaxJKcWukQD1w6nHGcW2KelnAZjvWghLGdWq0Bj086qzLi1nYNuUOCN0j5sEGOmhaTRs2oaf3iaO/YQylpetk5l0q+VCrtxzt2/l7POIaQ4JrURhD0VJTBLty1lTWZiyobURow3naaZ0mp9cFGyaks/HibbQ3G5qunEW0aybKJ3mdtNAlIcUSoIBpTOgyiW/LHndm1WJT/kZCvBiI2klpcJygUuHc1OaZQWUrX5Rlly5jC0qvikC+yFwva7kgWNkXDXPngyL9lExTH7pJhai5WUrybB+nElKs22FoLgf5fvdVmJVDFl2CZtKWvpUjmSkOsZaw5uLRiDrSi/l6FKC1i6tGA/nmafzSOU02hj2/YRCdoyzD5xGjXORdaF5mjJXNeyzkpFQjKQERVnyopKG+pvD8Afviz/6G3eOkXn2ErWLEkrXyJk9B8/HATZO5rqllqfe4dTRzZ6n45njZS03iTHit/XSJvCxm9gu0vxxnKWYamFEKW1oS4PLVp6qPbxyBpvEpFFqGavkKL7i0xT4tO+5XkuShxR4Oo10w4yfPd3yb180MvvL0XMcRcxqnMLXJW8f0kI1LJ/Lowsr5+cQAj88nolRSpA/HkYuVyWDlaaHKs/89ccesufFtuWXdx3XreV603L2coFeN4YhFBQ64bOsGCnM3B8Hvr02PI6J9TgwThMmaf7iw4GXq4LvHzt+crPmdD7z7hD5h23BEGbeHyP7U89xTFRWcs/nKZFqqeE89jOzj3x7I71BpMA//nTmz17J7mEaJ/rJ83kPhcnctBVDlJV7VRicke/7vg80pWe/UDm99+icOZ5HPh/OPHUz15saUmAcEw/nkcOpp6lKnJVRUYyRx1PP17cXFCpxdxohCgny6XSWDigSf733/OSyBD/xlx8GrJai6qsm0Y8zT4Pn1bZmDEHGZcOMSuKS+vQ4cjidYRHAcs5kYO0yp16ulU9PgXVTSb0IcO7OPJ1gmgKsRUUPQYrRnvrfC3gEfgQ3bkpZUKoeStMzeqmqlHxk4NW25vuzcKYO3czDoeOv7jpaG7k/zaw/WFZtzbYp+OWnmWEYuF6X3HWBfeWEJqEVT6cRpRTv7hWVk+3g+8cz1llhQT0ZzjNsC6Etvn3oGULiJ1fSSdMNE5WFx26mHzw+Bmpneev/f9T9R5dlWZadi31bHXmVSTcXITIyK6sA4gm+Qf7/FjtscDyMR6CArJQhXJi86sit2FjHrdhAop3hzcwIt7B7z95niTm/GXk6dqANx37iopHDcOwnvPdkbfjmomGMkrr30xzY9yPTEgj27WVDSPDjc8fj4czTccDHyBxW/PTck/zM/Wmkspo+wPf9TD/OnKaCQz9jXMmqgL8+Zn53PfHpIEnvhdUchpl/+/zCtrJMIfNffjrz2Hm+3Voejj2l8jwchQUdjKPW8OnF8fk0Q4rkVY1WmS/7gY/7nlM/8WbXYJXh6dxRuJKU8pIrG/hlP1FbRVM5Pr/0TDFQkNh7xbth4Og1524Sa+Q4M/mJuig4nCp+fhn49rLm//1whBQlxLuf0GQGHzkOnsfzROsUH/c9V03B5aYlZUU39DweHU1h+MPnE59fDgw+c7ctOc7wzaakaRqin/jTl5n748imNtxsGnLy/Ocf93za9ySlOXYTxzFy2Wjun0/82cNvriZ+fDjy6fmMUpmr3Zp/vsv4bHg59+xPPdumIGnH9SrQTTOnbubn5xObwjDGyLEbeRln1qWT8rkfULYo/965+Ic/uMZo3l6uZKke4UZlfnnuqR0cZ01bl1SNJs0jp0nxZleyaSsKDf/2+UBTlSQEGmcV/NfTmYjmhzcbWqf4w/3IVZl5AW62giMZA5AC67bk28uGsqzISvOdjvxymNkUlqtGMyZBmhQ6YZ0DbfmwcTw4h1EyUWwsuKLgpsp86RJJG76/XlHYrRAlY+BqXS90SUHKXqwqyIn9eWBKml1t+Od3l9RWgqG6ceL95YbaKT7tB4qq4jeXFWMUed/zeea6tQzJcLcpQRvMy4myKNi0mtrCqi75DsncbeuStdYitmg8lTPs6o73F2uMLditVrQ28ctxpqpKfttUhAxvtzJF/fNyUX45ena1QRtNXRViu7OOoky0hebDZWKzXpGCp5szqzDTVAXv8fzXLwOtC9TViu82NU/Hnn/9GHjbVry7qDHO8d1FRXuamGN63aFbnUFbVoVh09a83zgunwZ8yvzudk2MkT8/wKGfJDSsdPzuzQ5jDG8vGva9x2fFm3XBvC5wRnG1qWhLmUKj4DhGtq0Ecl+0FW8RhVvTRK5NwhUFF+sGR8Rj+PayZbVasasMbaGJKbNpSt5fNmzampgVdeEwGq5WJT/vJ1wOS6haIRCEmMlhnv7eufiHP7hWK1QGj2VTKebZY1zBbmXYbsyrrO3jFPjhpmDTVKR+ojCKtmn45roRej1SLmfjuFmXvLncYIzBuY5h8vy091yuavlgozCB7NOZde0wRcFVW4oyJxmua82zN9xtJE29tFqS61MmKsN317VINUdPyJnbFShtuTFiIvdJo7RB58BpVPjjTFvI3zFGx4dLkQBG5SiWfWTrxOX0Zhv5rC1XraMPmevdincqkYyjCbIC6eeMcY4iZpSxtIXhk5ZVyA83lbCLgycoy26JMdnUBdcb8SFHP/Gff9Q8DwlXVPzubiMOn+HIZeNQ1nEcAwnp899eNMv09EQ3BTal5XptUNZy3Yoi6DzHZaio+DRqvrkoeOo0ISXWdc1Vm18jYKqy5Gpn+BdtuF1XzGjWpcwpQkxUhaQSOitDHasydVWh9IQ3Fd/fWI6jDOympLjeyNzBL0Fsh0laKpTl7qJ6DRN76jyaSMJQK0NENOilM7SlW0ByknJ/WuACx4W4+Xab+SlBlQLaFawKg7EFb7YQEMeRtgUxKS7WNW1hBI3bVjSl45eXns+HnjUyzzn+2k0GoDhNgbYwlNby5eT5dud4HBVXtaIPCZ0SzhjQmkM/cRgTH7Zy4/tsWDsraXVa8XZb4ZzjPAVS8pA1bVXyT3drVnUpLKCYIUa6bgQ070sRr2stQV7PU+bdVt6wTSHxk18mz6H3NBXc1StA/p3zMNJFw0orrla19FdBpHxROb65sJxmQdRULlFqxeN5xsfEtxclvXd048wxi6Pmqyj/uQ98OY785rqREt4kPg2Z1guiVWuFTYvssXDcriQoe4qKymZeuihi+0YUXk5DRDFNMynBqizEZmclE2k/TNROy86SSG0yPnheekVt9QJii4tYRCiV21qsi8/dzK6RgWJEc1lGhmCZ/ERVGMao+P6mYT/EV330qrSwaajKgrVRTIXl8dgBhqaUBICQIcaJIWTWKfAyZn5oM93Mqwe2NJqqLFnVJVpJYO7t2pBSYozS609RPiedIxjHTeu4WNWSiJgmEmLhyyHhUxDqRRZ98XHKvN0UvAyat3khZM4BpVjY0AjpUkGMiWOU2YU8f4mH00TKQpzcr1fcNppNW3OafuVGeqXAJwRvWZdcNJZ1W1GVfjk4mvMYeLuTgUBKiYvVMvkbE1drGSQ9d4FtJTpmrWVfG/MSLm0MKmceziNzyGwKxRQiBw//tJWH5KX3FEpE7/MoLhUfJQbkNMqX5awwc5VSfDn04uuMmUJF5ginKUj8hhdcy0YLyM1ZyzeXsgud5hmFhHafFnJESPB+WzD4zDCL9HFVavrKkZCddlsV/FBaulmEG6vS8nMfUWrGO00fMj4uax0tKJ4QAqeZpQRXTOPE85S5LsWz+/k0Y5hoaykh69JilFAIT8PMxbrhu0tLxEnvWpfsKi38rCh7Zx/F8zqFyHGMDFPAOsfKiHjlZlWynxLOKoyRKeyn/Rm/mPdh8ZNH0ROXzmK0YE4bG+iVxhAYfKIxmf6rBHEIVGV85VtbbUk58XiauGisJMjXVgQ2WkwYfeVesawR0AT++jJijeK61XRewAM5ej6dAq2TJMQxSgpCWRSkOPIwJcZpJhvHulCEZDhNkcJkWie6+k1dCMh/lO3H7qrmN1eZj4eZpgzM6e+GGAC/ioOr+OFmxVM30VSSHj+FyBQyVnv2HqakaEvD/WFgSIq3rSEpw6YArcV6ti7EaTMEGXidJo/T4kypDBwo2Gg4DDMvQ+C6LfjNdUtd1QL3InKYMrvKcNk4ppDYdyPHXlLanJHUeJDd7ugDOivOoxAUdq1j25TCOlo0vn9+GElJLHdtJSyoX2ZPbTUph2U/nVBaM8yCFc1ZDlVSBe8uhNsLE/dHIWQ0pWVdOvEeN5rThARaWXCuoJsyV23Jrg7MWVOanrauZN8a4bYR+WhVFrxdO34+eqZpYrVYC+tCkhHLTc26MjwOiVXhUVlSAVJKHBZmltPy9j3PAgQvrcbVAiU4jwGj8uK2ioCk/H1VmFXB45V+XZd8fBE/9LYpKJ2RuNNeQsjcEk49JWFdbZuCDJKQqAyfDx0rJ6uopgj4BCFMPETJD1otTrF1KYaMEIL0oaXjal1SG6lG+kl+D6M1v71pmHzkNMnvuq4MOSZSLrlJWbA3reGxA0VaUgwEWvc1CielxLqpuPVCwugnT4xJbJMlv+4kAzIkZZbcFfmijcrL4RCFytttRe8z5zmxspn/6+PI+7Xivos4J9Ei3YLLvF4VAkqbpayLceZ+yjRWkY15FRGUhaEIbrkkIlrLOilmkUiSv8rZInPMqCha2YfzyJ0xi6NGoN/OiFslxkgfMt0gu8bJJ9pCMcyBj/uBVWloC4m9HCMSoO0cOif+9jKxdQmfFXlZ54xKsR/FZfNyGjnNidt1STd6nvvE5UpiKR+7medRc2sTm9phNfzxeeZta/BZc7MWoXtKkftzYFtK71pVJZsp8dQn+nkQRrUZ+fkU+Jc3BVYbiRvNmeMw433gMRiuW0dE0Y0Tm1b637yYIx5OI6cpEpdY1GH26Az3nV+C3eT33ifNRZGJSmNypq0sCjmYz6ee/aJ13i685G1dUPtAUwrPaw6JL53n3UaCyYcp8MZISa+zWP1s8GRt2SIuM8EVjbwMUp21VUGMkc+dp12UWaXNdHPiagmj89NISgUfH0889Z4Pu0J8yElJhGulOA5inndZ0gO10biU+MOnPT/crOh9wowz3Zy4Xlc0Fp5H9evWKmckhItc0M2JVWnwMWNMogK0FvndqoRdW3BRO7ye2FaGH5Thet0whYhSE32ArZNoiE0lk9+T11wZ8cPGGNG6oK08hXOUVnTB1gqes1pM1qqXG3O7IEdPw8jHl8hvbmqmxJIUUHHoJnaNZQrCPnbOcWc1T1rWTW+34gvuZkkYMEZUQaVVXNRiYRtiZFsX/PZSc/KZMkbmGUon2berQi60tloCuIzhefDc7WRCqbVmqwybQr8azSNaMn+bEnuUweVhyqyslGfWGt5ta9ZNQUSM4Yd+Zp2kHPzeSUTll054z1MUcUdbSaLdxarm08uZ+3PgYiX+3jkkUSi1JU4rYhQax3mONGXB+60iK0NICH4nw8uUuG2hKEpKZ/ALZnjtCm42IrrQpNdBTlZy8Tojod2bRV9+2Tg6L2qrU4IpJq5WBauqlFA2pbBWMohKKxf0mETaKQfNUhpNu5Hed/JR2F1m5K8j/LDS3F22rKuBkOVzvt2UXKwkIM45uHYGrf/9dxBLauC7y0hdFtysS2KUVixruKx+5dlBwCt5bzqP9FMS0YGzRK1oSs3kAzNKCARJ83ZdsB+l7wFYN2IUn6NAwfdjoJ9mXsbIN9sSbWucUXzqZ7bloi3OmYiU2btW+tZpAbtZDfM8M6Dpx2nZOQoSxiSBtm8qcXzYRWpIlvS43iccclF8OSXMHLBKclubSt6GHw8DKcrbcesEI3o/BNFRTzO/7Cd+Vziu2pasDC9nQbRq4zBGsSoSeYm30PrfU/yGaeZ2KwL3rx7tyUvFcNuKHDGiIGesk0tqimKP2w+BFDxvC0fM8DRkLisxtNcOrC4YfaAPmWKQXJ/blSQeZhWprbiZnBZuFkpMH1+JjIdJcDHb5mu56siHM2MCP0xSPhs5nM0i/Yx+4hzgstJEZVk5AQF8ejlzniLf38iFOUZFoQLompWZmY0kKH5Vrd0fB1aFef1+zwvsrzAaXZdcr6QiyEn0x18pkONccL1KOOvQOjNESSWoSjE6nGdJRvwKRXBa0S6ZzFXl+Jd3a5qmIQ0joxcS6FUNxynx+eh/3dlBCvh8HLmqDSEGPh9mNrWjsYrDFHm7rZkyGC2UeqvhMCYaq3lMYvS+LiznWTJtvxwil01BREj4X86eXaNwdcG2NLycR/aLyPy6NpzmLCQLH0CJLO44isPnNzctKYtetnEiXztPEY0nl6Lkeuom3m71ghXN6DjzqYffVXC7sjx3HmMtF04e6PO4MJVLC5kFpiZ/t3MClduV0M2Rx/PEZeOW7Bq3rF1gHCbOc+J2k6gLIS0WKnGaM+o4sK4CvU9EP3PuR7qhYs6ai1pB9JwCGAXGFKjYcZhKHIm/HUZ2rThztrUERD+denHRVAan5W33t6ceo+FiVckDPo786eGEzYG2bXFKhmd+McuHLIdvPwQ+v5y52rQ8nwe6OXHTSLbs8XziS1CUVjG2NUZl7s+B2iR+HBSbYuLzOXDbaB6OMjuYg0APVJj4+Zz5Xp35r597vrusOCa1pFpIKkHrKpQWiarTMyHDcy+Q8lxJn/t16/BwmnEKdrUlJscweXFH6cyXY+CH2pOSwyKT5G4R08zKcNma1wvjshWixv1xpLZgc6Sb4W5T8kejft1+XKUUjU78uPdc1tKjFkY4tbOX5LopJk5LXMjv36xQCAMJkGiPKZIzXNSWv5wnDkuGzDeXFWXhACEvkuQhWpfiBvnxxXPVOtrCobWEV306zuQQKJzFWce2ltXAaQo8DwGdI0cP6jQIQHycZVBjpAydkuZuJX00SrFtZLqIcRBmTpNnU2jWTcnPL53Y8wr9quF9OM88nGd+aGu89/zrLx3DFHh7UXP28M2u5BAl/mPfLxhSBMt63WSUETODzYGHbn5lL1cm89KN/OHTmYtKkbVF58CfHzouVxWb2uEWl8zZZ6wVQ7hWakmQD3w+zvzTbYvfVBDlYe3Hmcdupu96jgH+U1txmmQSn5Nk8ZynyEuXUSkyJMvVSgZx2wrGCKWJ/Pg8883OMUeN1dCUJd9YIwL9YcLahstaiIvbpmAMicJqjsPE0xD5sC0wznGxilyuKo5eVk5fDQiwDBXnsFzc0ps/nEa895Ip5WSnXhvZcgi1I/KlC9RGiCjTPPKnx8zlCv7jh5L73vPTU8/1umBbO566jAV8FrTRtxcVp8HzMAxYq/FJCetZLbf23/nzD39wQ8wc5sTaZi5WMuENIXC3Kelmmaqu1JKappOwbJXc5KfBY4zmfZUWTlGmrUsuK8V5DPyyn2mrhHOWSmc6n7hqCvoFuB1CYAqGT8eJm1WJcSXXq8wUpLcsneHn88gwfzXGR3brlveFYQzCPH44CbRM24KNyXyMmYjk4cYk08QDmp2aeTxPnM49z6rgN0rcL7VV+CB9/u2m5rKxhKy52zaUZUnOZwpnWNUl1krkh9YTV+sSa2TtUxcChX8aMzdOsXKGz0eB2BWFpS4sY4KL1vH9bcYsF1k/BYaQ8EHCwZrCsV3V3FoZFj6eR8iR+7NojI2SdYxKgf2suDQBpeSBjZcbvrOKu8sN7TAzjCOfjorbwrKpHXNIRDTvnGLOhsYhBEyfuGwrLtfy3zpOiRgiZyWtw6kfOY6R0k7UdcWqEATR354HcSKVgS8orBG74G9vhE9F1zEGGH2ktPo1bC3G+MpdbmvRngvyNvPYR5o8y0yhMByHmTnB3dry6STdx9W6ZVMb1qtGJtV1xe/fKJQRe6RNEVdKrvIwS7Tmh4uSTyqTwkxZOM5zImQNKf5dfs0//MG1RnFZO37ZD6xGYUb9uB+5qCyFVUxKQYb3O/mglFLcL7zam23NdSsRk0WRXyeKc9Z8cyU3c1YGlYXGN/XSI4UQmZVceNcrUUy1tchGnalFOx0TLiSu2xK3qfjL/YEuKK4Vkj1DYPDh1Zv54bIgKctV4zjP8tA9dZE2Ka5M4DyLgD5px/cb2bs+HqX3UQh768sxo4CbWmR+VWEpS8flqqIuHX97nPjpWfCj26YQuFwIy+F1vN/AfhCfqlGZ7aqhGAZ5A2tYtzWlk17vNAaSSvzLTYMylqZIrKqGbSM86sJkbtY1L93Ati6oCklqTym9zg6ehkS5pPaNPjLHxGnwWAW2KHm/lX3m5+NEjotybdVw6CeOo8Dnv5rfv79ZUxeO6ygX8sooppgJGC4bCMpik+dlEEie1fIGjVlWhd2cuFwrBi+rpF/Oid/sPCgBAh7nzGbZyZY68/NLx0UlIW2XWqGKmovaL/144rox5JwogFVd8UMx8ekoBpbDGLhSiS/nGRNnTl7xZg0jMEbF1eKC+nphDD6zrQ3PfcndpuBmt+LlPPz6S+WvO6/j6FEK3qyEqteHzM5EXoZANypSTjLsIFMXktA3JUW5DLe89/xy8qydeHbHCIbAyxAI04hRgjk5jQIBn3xk3408DZm26AnKkWLEKsBo+mkmK4MziqwN329kCvt46KgLu/RLin0/8XIeccvAp7SGXVvRlAXnYeQwJUo90lYFKM/9kNnVmYvWsaorUpIEvJwyj4eePz+e+A9vFavqUlZis3hzh8njjJAdtdZYldGFey1XWyuBXtoarJUL648PHTergqw0Rp0kz6hxhBg4jIGYIphRvMMagXob+Dxl3q0spzFSWsHkPJ1n1qXi5TxTqsycNavScF5olYVRxBQ5+UylPPshEfJAmCf+9jhyHgP/UknrcB4Uk09UTkrKr9QP7+Hn546YZMD3zUVF7wVj86WH25VUOPdJVlQAhVGSH9QL/O5u2/Lby4LjnDlPife7kmpBstoYGYIMH08KusnTjxPfXguzSqG5bhTPvWffTWzr5TscPOMwiPz26UxbVXx3VfDQGxonQV9fg89Cgn4YGaYgMaJDYF1o1kXmqY8Y0/PTc/8/PRf/8Eb6EEX5tG0KLmpLZeVAGGNo7L+zoqZ54q9f9nx8OcNCsPBRLIDDJLCyQzdR6gxoToNHLzkyjYmc5syuKSSWsxY5ncqyv93YyKdzoNQCA3/uvYQ1x8ym1ByHmXEY2Y+JcRr56enEX+8FWPf1wvi0HxjHkWEWb+jkI9M0sR+TDKwOE4XRvL9cs64s0csAySD73qfzTOs0lyvHVVuCgn7yqJR46QMsOJ2mtOxawc3+tJ9QWYT1Gyfc4pfzwBRleDeHxLT4b8dp4ufnnufjIBEpk+eqNdTOsSoNF41cZKTIyxhQfnoFEID00SEmQsy83xjOPi+fNZwH6RN9kl22zYEfXzx9P0hEKBpNJKbMl0PPeRQ4X2E1hsipG/i873jYn7g/DotBPzMMMsB6Ocu0/mYlZb8MleRNapWUw90UiTHhfeDY9fRerIjXq3/PatI5sSoFfbRuKmlNast5mF8DrIWMkrFk2kJztZJdb9/3/PTS87cvzyjruKxBu5JVYdhVAhwIIbwmEZIhxEjhHD9c15RO0VQFpYVCJc7Tr93WlwXGNsyBv40Bq+Gl/4poUUzBcx7FW9rNsuCWYGfP83lkXVmqSqODp48C5soZ1OLd7SYv2adO3lAnr15v0eOY2PQDY7a8KeWQv4wRHUf2NIs3NHF/kpyiTT1RNhWrJbP2/jRwkzPP55m60IKaITKEBDnyp6eZ6wp6Jwnrw+yXL0/z4148yC+FI4wDpylwf+w5jHkJ3lYyUFMyaT3PQqKonHhQs5b1yEsfiCmR0Vgi/ZxZe8/ZGOZ5ZkqaaRg5TXBRZVaV5eE48uNLj5+lny6coXGR45xJKZKS4jxn6uzZVI7JJ44xcep6ul5TlgVWBcZYoPqB/SA0yk1pOM+ZXeO4quFlFP30OHu26xWbWszxhU78+RzJfuQ8SpVitSIjyY3GWFwO/PiSuF0krZ3P1OUS5hWkAujGiSGIWGVTSml6Gjz780hROJxeM8fMvh/ZnweerSVpLa6eqqAfZ566mfvTxDfXAttrC83kRc21HyIxnvhyEHthowM/Rsv/sTWMOFrveT4NvPSebWWYvawr/2VVsaosf37I3KbI58PAcxcplOc4JY69bAp+1QIMhWJTOUlQX3aTAP0kZdBFa2ELp35g1dZ8d7ViDNDqxCOy1N9VlucxcV1nqqoVjlDXiwJqCb8+DDOPfeSikWFJRPF2B5u25M5pPneRuspsCngaCt5UimdVMKfEVetIqSIrKVHvdi1H8QaKrM85Llp5ix96L7+Vcfzf7izK2NcbuJsT+TRy0ThutzWFaVmVhj/5xLcXjutNw3aa+dtjZlcbLjYCwnvqZvanjhAC3RLa/eGiRBciHhGIgJY3uDEUhdjgbLNGk+i8Yl16cUE1Fqsyhc50XtGdOtlRG8fbtQga3lw2DJPn86FnTIpNZbh0jvt9gSbxbltwf/ZUFrSteH8hUsWE5ioKFujzAOvScLdreO5nvq0sT92Mj5nZaP75TcOXs2NXiqvrOHpy8Dx7RWUyM4ZvL61EyBSZ1kkpm2KSYLAQCLnidmV52GcGn7mOcjEpHM7IIf/6bFVONM2r0vI0CHrmcQhcNg5uN1ytxRf9tXXLObMuBQrw1lhiCDyQ+cFOjKpik5NkAReWC6W4WZVkbZYAMoMzcLmS9dJhgt9fO34+Ga6LxHeXNWPk1x36ZY1wfI+TZ1eXNIVFk9j3iclnrBGUzS8vmba0ojaaPdfrinVb8m5b45xjlwb+/Dxxt5Ye8zhndkrybZRSrOqSygWMNjx0nuvG4nRNNyeslR3n14CvK0bGbHm7EWMAKXC1aViXstt0zrJdbH33Z8+btWTZFlbTlBOVEc/vFCONsVQWsjZsSwGSn6cgb05jMK7g251A09GWy5Xh4TRxmjPlNFMUJbvK8PlF/k6rETi6TzwPgfdbaMpChi7WsKoleGoImVJlsim5LCBSsq2LJepjYj8brsrEUDW8v6xJaA79zOfjRFuV1KXDOctVK1a1qir54c2a0xiYkuI0eKqi5u3Kcphk5ywxn5Li8GGniAhWZ17AakOE7zaF+KG1pTCip14ZQ4wjxwlu1462KvhlPxDRzHOSKmyM5OSpCidCkFm8zjE76tKxrixtVeBTxmlJZHw8T7zZCthvXSY+HycwsjYExBhQWHZq+Z4V1IWjLQwxKw59Yl0aKIVH/TIIZN8Yyb09jp6kNLvG4jFUCg6zovCeqqm4WZV0PrGrRk6poLSSAJlMye9u86889GuBwDmtWFWSqfJlP6CUZlOrZf0hxu1NKaT4MUjZuKnkoH18OlEoaHR8lbFdNiL61/3EEDO1UZiipCk0uZ9kYFA5NrVe0sfF6O6MolcitSuKmkut+biPUr4uqqOUEmnxYKYkpdwwefKCwrmfMxe1IaZMaTJfzp7b1i0/J7DvJzaVw2mR7nVZMYdIXSD+T6vZ1OIy8X4mGsP7i5oMTHPgonG0laO0MghqQyAmMFZydHdthdZJhjo6cbVZ4aP0b//9S8ebRrErwZQlNzpSL+kD3ns2bcUUZGdZWvPqnJp8ZNPUXK6EBjKsS6zKHOdECBGfMterZS1Wi//1sZs5DjOtE6niZW0pioKYvQzatEDaATCWqzZSuoJ1U3MbRUrptOiXh9mjlGFTF1ROE6Pk/ExBokMvV7U4u2KiKUtuCskJXi/PSMyCDdrUBd0cGSb/OuRbVUJ1NMYIcO40cVnKz52jiDyM1ry/qF+/n6QMRmne7xpRpC2e320pl1WMMiO5bBzzXKJzZFYKjJAtP74Mv/I37hKM/HTqeDxr7DKl/e2tRCoqJV7Jt5uSQzfx0k9Ylbk/9GgS62rNujCoFLkfhBE1R1mrHPpJ+kKjOI2edQX9LGuEbvKMk4Q77RoBsKtFJJ4RAsLzaZBJoYrMAYxJkMFrDTHwPHiGfuD+5Hm79VxtGyafSMHTT/LAex/ofWYaxT5XaZhnT0em9zJc6+cZtcSVPBzHZU1iWDspAVWCyolA5GM3kzOvQDqrlawWrKP0kp80TH4xRyR+ehklnycjkZbJ83iGj6eZtznTR0kGiCnxp8eJ/6MuGCZ5y5kFUN8scZLdKLrn++NA9J6YC66sxmtJe/98nLhewb6fcNbSqEA0jpQyj+cRo6CdA1OIfNmf8EnzvZNSf1MoHs+RMUxs2/LVEzsFeD4N+CQvqJduYlsohvjvZgIZjFVUevFVk+i9VCdf9h1VIcC4xmmm5UIqjPxOw+RJOS2RNZHD18SCZ/juqqa0jtLKs2S1OKRKq2kLgzGSJTX3nUga+4lVKVZMUuDn/cQ3u5KH40iMMqS7bB05Jb4cx1/3Gxfgz1/23B8n/tM3FmU03TBz6gYeh8jdWixZEhnZMU6ewhn8sefL2fOflsPdjTP3p5nrRtM66S1eBs84BWon+80QpVycYyb5mZ9fBqrCMm5bCiN42OuVwNAO/UjOGT/PfDqMqJy42wnk+2umkUbeCqXJqMXmpkicR1ntqJQ4DuIIeTrPqJz42HtOkwhMKjPz388GleTtv1eZnDwOcbsce8+qslLipsi+l/74qi3405cjH/cRozJN0/DdLvEwgkmBnx8PPHaRH64rdpVCpcifn0buRvHZvts1XNWLqWLy3B9HFLB14h9+6Tpmn7DOsioth6U6eTiObEqFSokxZNaFCPWdVlTOLGbyKGideuIPj4HfXkWidZgUOAW4jh6TAscxsilkHffSTeQk7cKmKTh1Aw9HcSu1NjFnw+3Ksu8Cn186HpTiotGcZ8e5H/m0H8VHm1fEeeI5OSFnFpbH88ybtaxr/ryXJIO7TSnuqMKy7yL9MLBpa3KyqCiJhkrLWnDfjawrRzfNqJR4PPS8GM1uVXO9bqisrLMccbFkSoTrcZypltPXFBqrZCD63Mkemr8/lwJ+BQc3REnqbp3Cx8Snl4GHY78EYml+XAKbLtvitaxp65LJF6Cl5DzMCWss2yLznz/2rIqBtiz4cL0ih0RSjrbI7LsJn2CeJ85DoJsDm6YQ2HbK2OhJWaSBP7+MfMiZzaqh1HCc4LSM8M+jEBg2TfEqCnEa9sPM/WHCx7iA3g3dlLioZV2hgHVTcrEqOfYTn06Jd+vErDRfTjNVP3J/GPBZ8b0V9Mk4Bz4+9/gYOAye27Vk8nZzYtdIOX1ZKx5GRWMis3KoFFiVYov869MgZXTyfDlFHo4jt6uCpz7wdJb/1l3biO6691xvAyFKlInTio/7gcOYqJ3Ch8BTEJPGui4otOIvD2eclZ6vrSU+U6nMywi7SnJg/TAKbWKeeDn2RDT4iU+j4TbD02liUxc0hUah+HyaSAkckZcBrJr5FKKU3Qt84Jf9yE3SS2xNWib7Ew893LSB4wyrQtOUhqwMdaFoy8i6NPz0MjHPR765XtEPE//185nf38qA7ctxZlNpjNb87alnjpm7bcX+PDHMnmM/0RRGki6WVZ3OiawNV42R52uUKmtbaZ778Pq7fz7P1FbzYDMhxl93qQwILaCy3G4aSvfv/N2L2jAlzTBH1k1J62b6XHLdSK/0dOyoqoq2lht12zjejBNZaY5DoCByjo7fbEucqfjxZeSytrwo2NQlbWW5WtdcrKrXoCuFDCh+98bhrMjrjDFchJnr7YqnY8cUEk0lzherBfydEZTq9zeCtRm9lLL3pxGP4W5X0RQyvNFaUzjLzSairfCmhtkvfVuJU4HL7ZqH08RlY5l8Yk6Cpa3rmpzFdLBrHPtRGEprl8na8aY0HCZLXRh2TUlAc7MqeDSau3WJ0pp1U/HDjbwpX4bAD9ct96eRpzGybWQotW2KV27zqRsoXIFRAvGuCoPTYs/TWlw2ztnXfNgYA957qqLk/hy4bS05zDxPjl1lKJ3m0Bf0Ad5uSoqy5LYxPI2JVWG4WNWEIHtukgzzvPdoU/NuWxJT4g+fT7KTbypWlRPaxm7FrvUYY/j4fOZxkCCxy1YADefZcrmu2dSBf7sXaP2qLvjhwvFm2yz9sZTAb1YlYyNlfF0KmsZqxfOpf1VFtVUJapJEQW0YItQms25WrxsSZxTrIvPYW/7XXYPTGWUcT2fPAqf+H/75hz+4GagLsUJ9OkpQc1MW7LuRnyZ4u1E0pYzZP3aZnRv51y+atytJSJ/8maQNrVOcpkg3Kd6uNZ8OkT8+z/zLbcOqFRZUu6xPKifrhMFn9v1M56VvOY0enRJRCRVwP0aOU6I2cD9qym7gl8PM7VrWOSFBNwv5MCtDigmWMOQvx5GnRWD/20oyW4/DzJ/vj6xKJ37RRtw1PokZewiIeOE4o4xgdl6GiF/K0ilbLnTm5GUFeJ4jTkPnJVo0KMUUMrtSMwV5G7WlGMQPQ+RmragLy8N54vN+whGZkuZTMXEaAtvScOhnDmNkCol68MwJDkPgrg08nLwYJpg5z5k3WxHIdEPATp7nPtIWisf9mccu8HZTYJ1jDJFfXjy7SjEmQz+IS2ZTih1x8pEf94kYZsaiYPSJL6dJQPUKhgWocLeTiypEgQs8DZmsPWMQyuT9ceTz84mytGilaZzMR35+6YWO0g/8GKEpjASLAw/7M394nEEd0VYiQr4cZ+5fero58uF6RTmJtPWycfRzxJnM4CWVMCZ47CJ3GwMx8DiCc4HLdcNp8JyHmZ8OkZUJ7KfEjy8Tv78pMa76ddv6jFJkXcj0sxHdqlKKsiyojJSEcxDL2/fbzKQqrtRA1pZN6an///a/b7aOJ9XjqprfXGu00Zw9qHGmNmBLSzdH1qWlS5G2srSVQ2vDm23DdvISbOU9U9TUheaiccSsWM8BrwxvNiV3uxZjjCh+RkVbF2ybkm4WymNbFvzubYlKgcfThFeWm0oM3+MyJMlL1KdP0hcZa/h244ghMqfM1bphHdMSwxFAK1on7qPGwYhcFpetQ2mNW9Zmp9GTUqYwMhEN3rNZN7zZJKqy4u1GKCM6J3zKlM7QFGIxjFFzGJP07koTUFy3jpuVGNKj0ly1Bb1PbHziai32u/MkKQ9tIZXS6CObamLMlstVKYOg4LFlxaaSHfrWB3yU/r+tS3Ez9TJ9rZzhNzcrcpKM3qqQzOCbJeXgPExs1y1360K8vVlhtOzg/xYSbxY6aFmWRD9xnBMFiS/Z8t3Goa3gccZZ8EH/99KyaltGH9i2Mp0epsCF0rzblEtAeCL5SdhTOtM2DW8vVly0gaeTlNQew3UrA70pJEIMWGP5/jJznBzrJlMXhvfXO1anX3sEiVb89rqWYKikcF5wJdcLWXDwPbdrKQ9/3Cd+uFS4VcM4ikBfa8GnjnOgXpVMSaOClMubyvHXp45+DpDzspNMnPqZ+7PHKISokc2/lzYazj5yuRK8i5AAI8+95/srR7TFIq+bGX3g7bZ8jQDZ1lbCtZegrE/nQF26V8xnJnO5qmTFoTUXq+o1o0ZrEbz/7cuBqDTTPNH7/BrAfbOuOA0zO2sptJjRrxpHURTMMb3ynUqbmGNipWVt8/N+onQWrZUAwR977taW+9OEVRCcIquWkMEagbsp4GZdSUXhI+M4kAdHjOIq0sa8Gg8eTiONFVvifgg4JauQ3itWpbRBf7k/8JfHkW93mdpZdquS0Wh+fDpRV9Iq7EfF3brgPAVOY+DDZc3H5xNTVNSForQCDSydIVcF3nsOc6KMnl2l+XKcOXXjkkxhsUWJMzN/3c9cVZpkNFdLprH3Exe6FhOHNbyMihVCWslZ2i7nDG+ago+HER8S8zjw/33ssASGqeC7Sr67KUTZoefI+91KdtmL0PhjNwlDW1kaFzh2Iw+nibvtxJ8e+l+3ySAlyULduUxZikf1+Swa111bMoXIqpSBVHkcGJOk6306jHx+2vP2cgPA6KGfA9M08f95hloF7LtLVqWlNvDxMJKy7By/ujVOg+dvzwO1yZzHAp9gHAch8peOu93y9teZ/XnkTymhgDdbweWcx8BlW/D5NICx3K5kLfLxucNqoU/887stY5R0eKUtb1YFhzHKhREz+36inxN3K0PMDmMtOxf56WWCnHm/K/l5TJA8j13gep1ISZGz4nkIVD7jw8xphncxM3l5uB+7iZwSG5cXCubEqdfkEJiDRudMTpGfevh/7qAtBLN61Tg+HUd+funZ1g6nMvcT/HBlmDz8cpxJYWKc5eekFEU6WhX0w8B+CDJBHgOTt+zamaIo+KcrTzKOw+hRWibdoPDzzC9d5tyPTAtfqp888zzz5TjzZmU4jopu9ORlnRJC5HnIXNaeWZXEKVLoxH6Cy7Zg15YCCJwSGxOx1vHSjdTOEaNQOEPpyFhKJVuA373ZUEX5rE5jQCPVzhwiN63lMRfs2sDalQzJQJI9tVWJRie+dIn3V5ppntkv2cQvQ+DdTsl2Y5z4y8OZ5/PA203B/nz+dftxAfI88v/6aeCfbytilh3poZtonKabI58Y+c6KRnZdWiatuKoNf/SCO0mm4GJtsMZQF5Y328RPL5LaBvAyira1KWQP56xmWxf0c0KlyPOY2GnLzapkLg1VIaKAzycJHdt3M86IqOPsJZVOLeL28yQ37ofV1+ml5bvrlhATh15+bkygjeO6tnRT5DzO+BCorEFrRW0S//YUuarFovbSea7WGb3k9+7PE21hhaigFaeohRiSwZAYsmZXa9pCc57gwmkeM1gFn48DEUVIagHgKZSS5Lt1XbJjZoyKwXuej4NEXU6BnBLj7KnLAkvk83FiConvL0o+n8R4cX/sBRU0S/ZON0sZeZxknxxCkiTFHPk0Km7WsCoNwxx4Os+sXMYYQ0viOSS6ObEtxRzx2M2QAo9dprKBrAxXreEweFLW7Eqo65pdZcRsgeJyVdDPorx77mfISbhPRiCAtYOH08RhEBtsVVh+eurpxpnnU89LH6jLgtopTkPi/jBQlo5pCT2/XhVMIXPTaI5e81Ylxpjpp0RpRJb7+Ry5XRXUheV2JbbSbuxJKXOzWjhogxeu8q95j6uU4FfftJq6KBhmT5fUIoTIWGO4aSxTVOxKgY3dH4U+0ZaWsihYtxWbWuh/T91MW1ucS7CA6AqjcMsuOAFOZZ57CeraNI6q1lzWX5lMkdoZlHXsKvnf9v3MqrKs65LLjZPIx8XGtW0kjrMshFNkjKT0JWW4aBVDAGfEGKG1phsl22d/HmlLw0Vb0WfLD5d6MYYbnjsvqfNR1Dvr2nG3a7jZRPpo+E2tUUbeIt0s4G1nRLY3TiNjLf20UZAwXK0Ktm3D/tzxcE7sdKawEuo8BxFbFEYRg/Sqm1reasZoNrXhkCOVUxwHuaQ2laEwJaNPzAutMqZI6QzXbY0rZkqV6GaZ3A6TZ+WgcI62KtkZMbR/pXi2heVy0/B2UzKEzI2Si1UrRYiRQzdRFXJhTllxUcAvR4OfZ6aikcMeDdumJB06Hs+BuhBDw7pQ3HeetpBWJGbFh4uamORiXNeSLzUuKfXX6wKtNIqBbo7smoLaWY6jYZp6nmfN9apg00qbstGKjyFRGHjoApeVTJyH2eOTfLbdMFFag8+iRGvrgptV9euGxeUFqt2UCyo1Kt5uS2EbZ02pI1kbfBCaQEkiAzEprlcVxgoF4s+PHV03EmJA6w3fXtYMIZESxJBpK0edEtXyBXbjTFMofNa8WTlOc6b3E1oJCeH91vI4RDZukTT6zPPgeesM+yERQ1hMBaImOk2ikgpBTPNtkSmqEuMDWisOY8RaYV0des3+NPC308gcEmiLax2nIVBqzbpyywApo7SmLCXGsveKpmAJehbJp86RUxKDeKs906IoilliMa/WFUE5fPD85XGEHNjVhrOX/flL57ncJHRODFmslFPWfHwZ0QROQ8ljH/jn21ogbj6RULQLnlZrTUyJL8eZ2snlVBcCAo9oVlbxeIxcr0uJOvWBMcjF7KPshyVrx4rCLESa0uGcY1VJlMr9cUb7xMt5wFjHx2Og6yfcuiIsVsY5G1Ic6YJmVYgGWSnFxari83EGMr2HTe1YVY77zrPR8v/PMZPQfH9dsW5qToOnKBylVZLLZAzrAr4kx10TeewjN9aRQ6SpHVOCbeOIUySi+XQYCTESs6jSfnkZ+ee7FVergtNccLkuee7Dr7tUNlpJTs4k+7daJZlsGsOHC4nj+Dow2DQyLGosBFOgtJgHdm3Fepz4mALnSagWbV2Su4lVZZew48RhStSFWgiNmWmaKPLMfhSxgV2GLG/WirqqWGuBtq2bik0dqZ3l5GFbao4UXBeBL6cZZ2TI9ThDWQo18DjLgOqQFRe1pQmiHb4ycuvWVUFTC0D9YlWLwWDpi282oqOti0xVVby7UOIC6idWpeXxPHLqAyFJYFWphe7w0GWq5XeIccZrw3fXK7ZNydN54nZdgGn59nYtDqmsqKqRb69Ey6y0xpYVu9KSkQv17abku5Qx2uDVRGWFajHOQaI7K42zlvdbMUlMWUKxp2ApTMI5w7p2rOuCwxRposwPBKYuW4OmNFyvSk6jRySFZhnqSbVRGM1LN/HUB357bSiMGC0u2hJDpo+a73aSebSpIy+DVKBZG663DW0lXuF5ll18zIrrJaJkVRZsG6nOjBY08Lp2y7RcURvFOAeMK/iXG6FVJi/43yGK4+uycdROYOhXm3bhh2W6YcIaRVOKAUJrxa5RrOoKo7tfN7rGx8T9YaSbIz/cFphCjM9f0aPneaYbZjICVZuGgf2UeNM6UjKvTF8fpSyOWcKXD/3M2UfaUhLtfMzkPHCeA3XhuCzhz2fpN9YhsW4rCgSx6ZcP/esDdtk4Ph0jmcSmFnTNhpmP+8h5mKREL0verAtcDnw+JXxIUGmu1yustdRlQi/EBhGgJ+42JZ9PkZgnqiLQViXdOLHvREOttebOevZeM80D/TTT1xXnfmBOhqtG45BBjbWRyspb1qfMFBPDwluqfCQDtxcr2kJoI3+879mWmoez52o1EJZcnHM/4rTI+eZ55jAlKVu15rZN/Pzcse89+/PAtq3wPuMTHKfMd5cFdel4PEUaqziOCRP168opxYh2jmEODJNHKf2KwzkNnm6ayEsV44ziy2F4ZURZa7huxThwHCUw2yDpBtsSMJZDPy+B1ZrSGraNW2yOijSO3J8D60akiQKDA1PJnGGYIodhoo4Jq8X0QQwcg8TFqBTopsR5GKkKyUFel0aYVRp+ejq/2irF5KF57CZ0Tlw0Fu89Pz4NuMLyfjsLfunXPFXWSrFtCwoX2LUV/ZxIWd6yp8HLqqGy3B9H/s+/3vPUBd6sLAfdcpozF6uFeNjN0rcg/542mlYn/vDlTG0FYh4SFDbTdR33faYxiWydIEtS4qGfyQvytXaSrqeNMJ5VkvLLJ6HhpxRZV5ZS1zz1ltYpDsPE/THQFHDVWP70FPh/rCIhwEs3yK4vBI6D5/nsuV5V3G3LVwljYTwv3cQY4HeXJb1PHOeMYxZS4HHkd4WWCAsnFYRC8/2lKIdeuonjpPhNo7ld1+z7iX03E5IA9py2/O1pIsfA87Hj3Tc76tEzeuk3Px8GrkJmiPBmXfDUy0WzLi2jDzweex5PE1eNIaEpVOChM2wrzc3KLlD0yBhk6Df4TKU9IcEvzycOI/ynd45OScTL2ol8sg+JefYc+pliiWdJWbhZPmemkMRJVRR048z+PHIcJolXrTT7EdZ1xGr49DJz2Rh+Og38rDpuNhVXm5aIonbi/jpPkZiE5vGXx47aihrMKggh8uU8MXsBERqluGgLXrqEUWLi71Pi/jSyLgwvY6S2maosWNWyk//LU89NrSUmVInR/0tIhBS5ayqU0qRfu1bZLAL1bpZhxlcVmBgBpiVBz3K7qbheldxuA87Km/ZDLTD0fTdSFYYY4WmK9HMQ6xea25UlZ4gZtrWY2u+7zIdN5qlXlIYlfgJ2raUtNGQJ8CqXsjOlxCnClRPlVUqJxyFwt6nolebOSTTjc+8p3UjtLFlrflsGpqg4jwOnQSgJ3RRfY0KUkWHUnDR1IV+kUorbTSEpBTaTg+ccLG/WipgSRVFSpYmgHOtKHvyoDCFGVnXJlZVM4ZBguzz0b9YCbKsLhzkPoDNKy4AoLnSjXVMCirttTVMVcvlpQ7M8QQYxc+xqS1UVvC8j56C4agT2roDHbuKKzFXjmKPB6omnPnHVGIaguXWZIRmuVwVWZZ5OA4/nmXVll8woyVmqnPieW6cX4kWkmyO3teVzSJL3swREF4XjJo+0VcmFFeFDYRR2Cswh8nCSTCqrxDl0Gr38Hk0hg6M50U+eEvELtxYuVwWnUVMbeB4l+O04Ri4rSYe0GXSOBMyixtNsjRJvbltRuXmxORasF3C+Iy6xrwJPN9r8ugkYMWfOU2RdOdaVE2C41VRODPOjjwKRQ4zu66aidEL3v+9m2lpAY+WqlsOgOgojB78wEuXxMshe7jQFjJZ4Dsmq7TlPkQujyVqxqyz7ISyWLSHYl05CsLaNkBG0ltLPDfIWVFoolFNUXLUFL0p4WDFGdCHEiK8OoqQ0KJlm1lVFZeCn/cjduiSgOJw65pCJKrJf7IuHMbEuFJ3PyyAoErBsS0lQCEncJ4MX5ZQxRpREKr4C5s6TGOvnsecvzzMfNhprNM+DsIettYvvNLGfIj7NnEYvg7Qp8nnfYRYrXLKGKSSsUmgyWTm0UlhrqG0UKLyW1MEQRWjvrIGlKiyWyxCE7bQyMp0vrSiuLpYyE4SCkpIY8UcvJgOnIRrDtrFsV43sSzvFx+cTl+tagHwxUJWOm42h85mUM/d9RDRbitIaDssq76rWHAcYk+KiEj+x1VIJ1oWjqTz9nFhXhst1RbUo9YwrKa2WzyQlqU5yfIXFdePMHBJ1WVBYg9GWN3WmdGKm+LL6u2H0wK/g4BolZvK6EGfFGAIp6Vf2bbEMB5pKyA5zSCglpfQ4TvzyYiiXOAml5Msf5iSyv4WWsCksCcfgPY5MUzWvRvxhllgNpzPHXozfGoGyt6UROsecuG4caqFRYozsU+cgb4UgGJOQLReNY5wDj0cRQBRlKakMY+RDI+qqmBXtgu40SrTmOUok5q7SvPSRUz++Oo8Ow1J2Gshovr0UpOwUonCXfIHTcBoyzkbqwnIcRMQQs6iOPuxKPh8nvtkamqrig9K8u1xhtPCjH88TVZF4syo4jyKgSGiuVzIkumwK5pDY9xPDMPA0Sj5PXciwTeXIaM3rw3w/jLx0gbtdxXEQ5dccRe4pb3PNu4uaeqF1RC//rSEGDl2iMpm/3J8xGt7sGtpC1mQXjePkpQ81SrTc0c88nmaaytFYzY8HMerXzuKcpSkclTN8OozSb1dCCD31Iz/PCps9u7IgKMtFKVLWfT8xzhGtRVRx6mf2pwEfEpfbln+6a3HOcexnMgiH2wrh5Kv0M8SZwijqQouS7jDBONI4RTf+3bkU8Cs4uCnnV5RL5Qy9VnTTzGFAApyzCOHb5YCPcxCQ9xRAW3aVlFOdT9QmyYQ9K0LK3FaWn14GuimxrQ1Px4GnzvPPdxGfDbOX/kslKWn3/SzG6iRDhsMg0911aXjuPZsKzpNUBMYYWieVzmmKpDQSlSZ4cfk8dzPr2nHhZAr70IXX/W8m4X3k6DNWJT4eRnKKXDYWawze92RjKUoRWnw6xldBvg+yF33uIybNHMbEu51l9Bl8YPCKy1ZgdiFrVi4zJthVFqNGJmWJKfLSeXbNzJgUtXMi5Jg8D8cBbSzr2r3KQFNKnKeF5D9NPJzDYo5YYlGGyM/7icYk3lxuSCkRkqItNKVRPE6JT097zsFyuUk4MuWSLdwUCkfgZc6sXJZdawJTONolxqRykruUO89qGZQ9dbPsR7XiMHishlUhl8C7i5oYCla10EJDknaoHuMrV9pHkYjmsefHYySriZs1dEPiv33uMARutzUaAalLusaED4EQSh5OE7ULBBQqySVXwutgtS00H/diEd33EVVFysJQGynZFenXbevLGQorH2bOMqGMWXG7qXBGcZwS7yqZFh+HmcF7chKN80UlU8bDmLiqNdoVXBgZMtx3gbYq+OZKqIinKXCxqimcwbiSisARx9bClIXysE6JyllKJ0t0pRRJGRTCWFqX9vXQNk7zcPKURoDdReFonObjAaois21FPTNFRTcnvrkoiVnxdOpBCeTuu8uaslxxOHXs+wm0XRi+kd/erbhsLIcp0U2RbVPjsqynhpC5aQ37QSxylTNMU+Kitly0Uqn4mLmuLT/tMzpnnnvPrinF9WPgT1+OHAePNgbt9OswUKN4c+G4XlWvub1zzGwqhVWKg7K82UgKgFZa0uIry3e7zMsMjdMcJpkEu0J20G+N5z//1PO/f7ti3VR8Ok7s+5lxliDwhBaNM4beZy4bsd9ZK5crymCN5c3GvjK4DZk/P42821hSyqzrAqUUYxAA3OfOM+WZN6sCkF3sVVNICFoQDrc18KQUP5SSQv/pFLjbGv7Tu5YhiBJqPwii982uYZg9vY8LkA6iElHQl5Ogjb6C530UVtr3Vw27tsKpnl+Onosqc5phXQqI4FetnLJG835X8+U0v5av69KKeyMqtpVME8/9uADBFdpqHvYDPz2P/P6todCZpwG2ecY5t/gp5dCXGkJW9CFzty5kp1Zofj5kNoXm9mINyE2ZlGKnMiFLj1xbS1NIz1IaGZq1VYlR+TWTdb2VcrzKCb3IJnPOnOdAiLAuFE+D2M68n0nKyDS1cIxRYULgZYwc+5lvrgp6pVk3BZsCPp4D20JztxVHUkhwGaXnz0qzqaUsLYqCKyuiC8jMQSbzRVHw4UKA7o+ncXEwRTQJpSSjJyHrlcpqVpWjrQzDHHnuJPnvK+ZlDonZz2wXBKtWCqUEvKaUIrqSW5dQxnFRa4ZBcxw8znkKEmUh1UQ3RWkHAkxKcbuR2cR+EDRv5STAzcfMpi44ZpmIKyVrPoD7ObNrC75rpE/8+blHIREzMYrh42pVME0z/3Z/5u22olNyeQ+Tp1x2y8ZUXMRE6UqUEQWVsLI8pc6cpkxtE+iSuhDeldaa2hku15IKIcovKXvXlWUMwus+LGzuxwx9P7FyclnXLrNrSkpnf93KqZRE26qyDB+EASSDnIvK8nmKNHZm34v2eNNUbCtHX5fs2sjtphZP5zQzxMwwD8xZsy3lM9knsaK928jQ4+P+xFQKSqX3wjs2Vm7QVWE5T/IAOS3riK/Ymk/7gaws7y8ML0NknCaJ2VRwGDz3hwGWSJPSiYj/4eypCsvbrfzsT2PgoogcgqFRmRQls6dUkTlpGebUBdM48ZenkcJkKBoRpOw7jNZsm5LCKF7OI0prGaKExK6pUDlzHLzsN8O/Q8CHOTP4wHGQAZtVvILSNBllHatSs+9nrBU3U7FMykNieaNP/NvDxLuVovMJP/tlGi4PZFsYjNb4NCwAcjkktVV8GjPfXQhl5MtxELRLL9/zeZjogiKnKBuGxcJXObnIH489KSvWtacqS67X1bJ/ntFabHlii7SitgtpSVSU9MIc5FD1PtFYhUFmKcd+pik0f/h8AuA/vN9hjKHzsprCKDaVZkqGttQchpnjFNEp8PHgWTUzWlf000wIgeMkl/mqtJymwMt54jwF3qw8f/gy8GHrcIUMY7dNSVv+yqfKGYkzfIpCehxQaK3YFIZ1W6PUuPRanqa0bCvDFNWCIq1kaFMYkrUUJvLcKxqTeO7l7/u6DA8JVBYRucqCBS2ihB1LgLYW1pBSeO/Z+0xKcjs3Vnqt9xc1GMdla3hOklYXs1rG/i0vgyQO7IfIrjZsK0NE4hxjjKQQePKZbaV4GZJQLJVGty2/r8KSGxuYs5HbP0pW62Wb6SfJn405Q0qErLiuRXZYLoIAIVxqjIGtNZKRc/CUOrEuLT5CjDNPy4M9+sgU4fsrLVVGEFXalA1bJ9PpcZb1SdM0/P46MmfLfuwxxvDtlSi+RAUldsI5iCRVYkkNWil2jcU4KXd/f1e+epkPg8djeLOxDFNYpv5CHVlXjk8vZ7pJWNiVM6wci3toZpjCa3W2qmRLkNBsKotV0Hslrp4lv1gsiAM5IWD8KWC15XZbYrSmLkWVd1FbTr3mOCXuNgUtiJ7cZy4bw2GAy9Yw+IzRsvWYArzbOM5BMYRMYYUIue9nNm3Fb0JCmSWeZFklzVHxGmL8P/jzD39wtZKeYPYzlBZnwM+eRx9es2l3leF2XUvWaOfZlXK4r+t/H57sexkcnPtR1guFxWhREmmtCVPPT+fI+1bx2Gdak3jsE9BJea2FozROni4kVibTR8PdRqbEbklGUDmTWaR6OvJ8jq/ZN7tK+p2rWjEFSRl4s2swKvPTQaBjMUWUMoQovtVZyfQ6aokAMQouW0G8vMwyFFkVsoLZ6EgXEjpLBnBtFZ872LWK2YuW+yuNoxuEzbwxgaAsbSHG8T5kKr0gR0mQMhFNNw6SJFgX8vsNcLNUPuWSQ/TfXmZuVnDRLCsRLZiXeZ75cpI32PWmZZomTimTYqIPibu1I2vN7GemGZy1PJ8nCgu7ZVvweJ44dQNXjaObPCFEjoOnWsY3T8eBP42B73Zn/vo8IS+sCu895zlzvYqLt1l6Z7WUtGvH6zMSY2Rdypt/rRPnKaCVolQymJtDhGzYNQUXlZgsfn7pqQqHy4HHwdMNnne7SsQhMeNyYM6Jx3Pkm5sd8zzzMnjO08yxn7lsLJ2HhoRPgYjmSwdhPINx7u+di3/4gzuHyF8/P3N/nMhvFMd+pveRHCM5rbA68/kcWRWGy1XNymScUfzr/ZH94PmXu0xdleToGcbAQ+exw8zKydaunxN32yDG+Tjz6Vzycuq5bIW28HjylE4M790kawRNoreOxkWeT5E/fTkxx8hzF/jdm414cc8dPw6JUknJ2PUjm1XL7GdGZ3g5zxROSsjn3jP4zM3a4FPmtCT8PZ9HyCPaOgqdcU64zF+eOz6XBdcV/NeDkkS/HPnjGLhdlXKZ1TMey3Vr+Pjiee6SxEEGeLuR1UuhA3949hT5zJ8DRBQrm9mtKvoQeT57ujny/W2m62eOPvMfS9kZf3wZOC9iEe89xhoO3cDKKfo58tKNvPSBTV3weBywKsJ6TY6en/cT/TC9uqV+fBklkeHQ4bPhu8uCxy5SGEU3JaqqIMwTf7k/SAmuHNetY55nrLEce09hFXGe+OuzgNdSYRnmyGmciWPHx6NhWyYOgyjFrlYlx36k94opHBg8TCEQV4J0zSnRVpbnQ8+P+5G7dScDNy3xp4cxUajI/XmWELTDyOfnA8Yafn7u2K1EzfW3l4kSz9Er1g4+dplaJx6PA5+OgxhiQiQZy0+HiV0J73c1P508Spu/ez7/4Q+uVjCETFMaLhuJlVxZ+NvzwFXrKMsSq+E0eMZx5N/uOz7sCkpnuVES5jX7nodz4G5b8u6iwlone85poigs+1F0pzOO7zeOi3otdIt+YD8mnIFdWzJMMwcvyJHdSvJO5yi+ze9XJTiZdN+fPHNWvN9ojr5howJ91HzYFTyNlhQ8t5sC5wQFe9FWOA0XqxrXT3TjzFWr+biXNuBNBfc9vK0gWMO2rUhx5lNn2VSKm8rRli0P54kfrltexkhlNaAwJB6HyGUrYHfvZ4ZZXEJ1WfJPN5nDVLAOgdLAL/uJyhl+e7OiMIo/fulxGoaoWDtNVoYpBG62Dbcbwc786+fAh1rRlqJYKhaF0t2m4Hq7EsfPLA/uOShu1o6hlEvzw7bgHBTbBWa/rQ1lWfGuEOBesYSKPQeDMRaM5X99u2YIWXaii9qsKhybleZuU/LLs2I/RD6oyDklDl5zV2RWTcl5jlysC9aFYUrw3VrjMWjtud601M7ytrCv+9amsNyuHevV6jXJwqhMP0qPvW5GNk2FUorKyqptTlK9NOua/+2D6OAfjx0/HQPlAtG73LRUpePb65UIPdoCZ0/87WniW2v5l9s12U/j3zsX//AHVynN9bqiGyc+ngJXrSMrET50PpGUl0mjNGioHBl8ZFVqjslyURtCdqyCpLd9OUd2TSDGxGFWfGiEQJgrxzRNPE+CtF1X8DkadlVGu5KmkHI5xMRpsqwry5wN7RIW9tNh4m5nee4169JgVUUEbspE7w1lSARluW0zf3yYsVqjY+RvTx2/f7MmKyFuTNPEfojkLPLLunBoU3BRzUxZZJptZZhTww8bYSr98aGnBVJWfDpO1IVd+ln4ePLcrgua4qstMpGUoEKrwvASCm7X0hcqpclMHPqZ504kmFkrKfk0NHWBUZIp9KYVNVjMmXWpwVg2CwEyItPfMcqhu1jVAmU3VpxByuJDwurEX19magcqyT+/zprTOLMqrYDBe+F0NYXlf/n2kqIoCFhijhTOUDu7DMEMSWk2bU3vE4WbeZlBa8XKwZAMt06zaio2peifC5XwiPUxa0sMkfs589YYKid8ri8vZ76cA79DcpNKZ7g/iLk+RgnjVikKFC+AHRNloZmjeG4rJ1XUbt2SUqYuLVYbbtZwmCqs0ZxHGWQ2heOykWTHh27+dU+VtRLb03kKXNSiwvFLeNOqMIwx05Sad9ua4zCTcmLfedal5jBEvrnUrMuS0krPtVOeprCMOvLOaqqqxCoJgBqS5aqEpORQvt8UPHfSf4S8LM+t49tWxA5XTthOSsF+jFRWVEZ14agLUS75lFlZUc6ELHrXt9tK5JtTII/S1zROvKYPXeB2XcglkUsua0vIEsz1ptI01vFwlin7zwdJBthWmqJw3G3VAqRLPE6K25VlXShKoxlixirN5arCIOuo8yRJfjYr7s+eby4q3uxaGpt56QNlVfIfNrXA2tyIjvI5fNiVDDGzLWQNVDlDRBhZb7aNxJHUEuB13wVWTpGaYiGDKNGZ58y2KSgWu+aM4Xe3Deu64vOhZwgZYzLvtsKJ7kNiVciKZQwi45xiYo7yXIhbLLHvJMv3etNQl45TJyV9ZcWnXOnEeZZpdUJhbSQow7aAkze83ziME6VXCJ6kLR+2AvybfFwCvDWmFuunzonnSSbr//Htmk+Hkbttw/c3i71yiiL2WTmUkWFhyomnUXa8sj4Sx9bzGCiKEpVk2v+rniqDZKrmnF+VUZum4FEJ+lMjjgysJcXE1arGWUtlMuc5sp8S6yzCjHWJDCQqCWmKGMp5YlKWy7YQ76ZPGBWFZG8s8TRwnjWVEx2r04pxCpzmSG5K1guN8XpV4FNiteT9HIdE4wwXi3zOWsvzqefQiSVt8hGWvJwUZdV10YiJuykcx9FLYsIkoLfWyv743EuJtm0cj6dJ4jy0Ypw1KQslsHWGu51MoH95CZzHwDdXq9cMm6fOv1ItznPgNGRKA+Sv9ApN7Xp2pSS1n0Yv+9gcOc7wYWuJYyBFoRsKs1pznhIvp4GAIvjA9XaFXSxto49s64KIIoeZx9NE40TAcukU66bgNHoKq7neNKQwc5xkqJqURufASzdgraPSmS5rWhP562FmUxmctewqw2GOuMUKWDnLlyClbVNYKgMPSxJfSHC9cq/+2EM3QZoYvMWEgedBUhV/c1nx5TyLnTMEci4AMW/UhUAEL1Tm80mGn5+PEzEE3l6uiGguaxGv7IfA+4uS0xBpqoKNlin96ANjhOvacLKW29bydBoEXfNrfuOGmPjpqcN7z8cc6aPm211BN0nQ9EsXUFpxtSp4OHvebioKo/l86Cm0kht2jPz14SRpeVXBtrIMPrEuAn87waoU3e6cRPwfE/zQlNwfB0KIkAP3SVwlIUR+eurRKksExXnCGQ05cJoyIWsuY2T2gcPZs2tLnnrPh11DCLIDzjnz0k2QYb8kuz13nm4t4ozD4HnuJtZ1wUWpeOoCo8/sYs/DaaZyClXWywOaeR4CF01mDIpVEfjDU6BxMARFqSNjgsdjR1bydWcyzlhilp+9KkQB9YdPe/Gn6sgfPu8ZhpmoRH7XT/I73dWJj/uBGBMnLegXCRuLHLuROSkak3nuxRiSy1JWVUlMHFdWcxgzfT+QCrkkPvnItil4Og3s+1km5kPAafXqvT0Mnm6KrNzExyktyYyZ1UJ4DBmepLzE6sy/PXqskhyoYy8pButWLJ6r0pJSoJsz40vPRW3ZDzPjHCGPZC2rMmvELXS/71Ep0kWNVokvh0G+j8aSleF221AbUend1HAaA/Y0LqDAwDwLl7o0cH+ceXdRk5Rh343cbUpUThy9JoeZT8fI6TxRikj91/zGRdK7EyRluFsbPp0CjsT9KdItxuWT1RjAZ1hZ6dm8F3xM6Qy365KrbYPTih+fBxnXq5IfrsVM/eXYUzmHNkKnGCbPx5eRQgtMPE4DRVFQGMWbXcUwepkw5kwIgdOcuV07tpXEhTiVOE6JtgzEIKzf+9NMU4oVTt7o8ja5XhUUdqIwkLWjMIoPZYvT8kasnGFlA0ev8SFwGBJaKTCObSk7aOcckx85zhqrEllZdjUkClxKPHaBXa2oS0tTikkixsjTaaawMkwZfOauAmsLamcoF850XMiZPz6dWVeW45TYNgWrSkKtchYBxxjgphViv8ozD33gzoicsDBKjAkpUZjEYfQ8nQchfRSRh71iDnBRSOphYTWrQnOeE1OQXnlTCYJ18om3W/c6VAwZNrXl/jDjtGY/JSyiONsWih+zXFaXTcHLeUJr9apjH5NiP0VWhfTfRSHuoS+nSGXjEiEiuuXrQvEyRA5DpNaBYQbnhMX1dJ75+XFPyplVYXFGhoFtkUlBkbP4buPCgr5sHceuF2260pQq82WMVCZRFWLe/5/9+Yc/uFprvr1dc+hn3u5aqsIS1MC2kDXIqS5kqW6NuGm0xhpL6SynwfPGKerC8OAXGZ6x3GxrnBJOblEUIn5A0xaKwyjRJtZa3l+2qOSXFAEtIcfG4oj8ZRJ/aFuVGKO5yIm2EoZxWxo2VcXbC1m49z5jreHtrqKwmqfzxLtdtVA3BC4u/SbcrBTRONaFY99PHHpPjp6zN/zzjWVbbXg+jayaivWSB7xthMLR+8RFaTg7CacOWaFz5u2u5SpEtFLMIeN94OEUiTFy7D3vLhyrbcvbbeR5zJQ2sa5r3l/UPI/I5HNwfDpOaGOoCi2eYWsxOqK1e9WRV1WBi5HKrbnbta9c57qQHfVz57lcVXy4WtOPMzfbmnEK/Plx4M2mYlWXS5qEOG8aJau+4+glWkVbLteau6s19bnjx+dEqQ2byvF0tlROo03C2SV+cxHjxKyYgnzP69KSc6BPmk2hX22LpzHQasXJ84qUaUrHcXQ4LTLUm6ZkWyh+2gvQoCnlUH97WUtlEURWu2tKMIZKQz95LlaatioIWSbeVeE5e8WdNVw27jUcLSnNN7uSPz50YOyvex3k1NccGs0Q4KpxfN53aGMpjNjz5mnmMHrKsmDblny4aIghirFdabaVfrXBrQsjt7rR9OPMGALbUlROVouJ4TzJBPuXvcc6x9uVobCOEIUT/G5bgBaoeukMD6eBl24kZkXjNI/nkdoqmrJ4nfJaa+nHkdMYac3I0UueEIgPtTaZKQt82xnR+l61BaNXrMrE5y4R/STkj0p6wq/xG8McKI3metuSXo5oLf1Xt7wRnREDRM4zz32mcYrttkHlSFOK33UImhw7mRcEz3MfxMLWOobZc9k4Cg1lIwqyKSSGOUpCn5aSO0bxsfoQmEON1kGwrFYiSI1K+Cj0xDkkVlVBiBmDsLmstdRWMWQZ9IkqTkQyVmVu1uIxlrd85qYVD3bvJXWhsIIX6pVlUwne58PVcuEneWvvu5E5W97WicOUubKWXVthGGgq4WWtS5kGX7UlMUrkSWEDhZHB5PdXzesl/HweIGeuG8NzLz/TGIHi7Rdiye1KhCRfkzi2q4bvvOgDPu87UIrKKaaYFw15DdH7v3cu/uEPboiJ//al5+1GJnKFM2hjOE6Jt+vMOUj27cfDwDhHfqgd98dB8CVzZrdY8EKWtUZKnv0oyJBVaXjuA5MXYXvSsC6XVcAkU9evSYCFlTfGHBMvZxHkp+zp5gwpcOxn2rrkZlOhAN/P/PlLz7utxFnM1nFpNI99JE0d/+VkqHTkt28vF6JhJiRF4xKnSfrcnDOt0zyeJqqioNSB4xQ5jpHr4PFKdpvrCp47OcTt4cT/+eOedWn47naDIfPlNNOWhow8OJeNtB3kxMeDGLqrSjS+hyHSDzOfTgMkzx8eJ7GXa0fXD/yI4e0GQnK0RswIY0ivAHirodSZh1MADlxvGmbv+bz3nMYZZwwwvw6IWAwbVel4HhJN0fPRy+V31RYCjAswjRP3U+ThPBGTYlcbHk8zWiGOIBSlTvzy4vEhsK7FYytRKuDHgDGJcZh56iMXlecvz4620By1Fsrl08S7tWc/JYiebk7su5mcE7vaYa2Ryf9xpK0cMcg/0xZaSBmjoHx2tfS7SilQLOunzONzz/uLVkwZ88x/+dzzfjPzaS/xpGLphE97mWUInPh//Ocf/uBqrfn+siSi+HKauajFlP5mU3KzbahGjzOaTVPRFJ6LVc1hjLzdVWwrTdu2qCTytOtVxXkMr5dAVobfXIs2dt9J3i1ZfmZhBBG6qwzrWkrcbtIYMm1dsio1SQmf+KkT88ObteNi3bA/j3x3s8ZoGRg9ngZuNoqqqLluLZ98yT+tFb+cpPcrCsfNehHDLyL/zifOw0wfhHG8LRXaVTSlY1MNlKUMsnZNIbzlSsB0ylrerB1N6V6nuFdGL+4mvWTVWsn6iZGbtbQaxijaquBum9lUgkL95rKkqnr+t+9uSCnx375Y/vm25jhlxnniD8+R7y9LSldwuarE5L5wqL5zmjE7YkyvBAtjLbtSnFjjONJUi2Bjivxws6KbBd/yodFUheXTccQpSR84j5rbleFiVZGVWZxCBh8kY8gZzawc//Gd5Ac5I+aG0hpilBnP9arkY0r80JY4a5mC5ESFhVDybuvYNDVVMRNywS5IO9H5xM22fXUgGbOEzO0jF43mdrdGk7g/DuQYeBkTjRUZZT/NGGO5rAxX65pVafnrU8e3FzXfXBRcbxpc4VCLhn2aJzaVpdD5110qKwXKWhqtuSlFvH1/GimNoptlRRNR7ErFU7ayfFfyJjmPgd9Vgcch0TjFMHmOY3il6TeF5jxbblp4Os+Y7IVykIS1pLMMdaCjqUVTPGbNRWOZfSJpUXUZMochEB46jDZ8Os5cN4Jj+bA1/Jdu5P44in7ZaSafOVmFRoj8xTATskZpxXA80jQtu1IzGPEd7ztFHxVbYD8Ffj54fmM90+LWtCZgteKhC1zVYp1LynBe/gFTGs5BsSkScxRiSEqyykGJkbz3UnmMUXG7sWxb4VIFhMyQszCOlXE8nk8YldmUijEp+j687td9ynTDzGZV86F1HGcJCdu1FXUhbCiD56mLrxLPGBP3nefczySQtMJNjfcRnxMpZw7dzD6Lo+d25fgyReZJ/K9GSXatMYYxwuN5ph8nrjYrbtaa0yh8KYBuSoKT8ZGUE8+9OLTWpSFkOWzHOVOZTEhwmhMgLdRhSbzY1JKs6IwiKbWEpAt98+vcYgqJ0yT4ol0NT6PmN9fuVRf95dBzGhPXayi04r7L6DTx0Eeuh5GUFcTw68Wz5gwxJqYMfoTWSf+wKo14FoFxHLkfMlfN4vxIinXlaApNVZa8K+TDfO49jsCULSsH15saH8VilqL0dG820kdbkwHFVWt57gOrWsrCtpAIkDHBu1aTjCX4wA83DU+97GvfrMU1c+w9Tiuu1xUZ6dfLsuC7K8OYFFURsMZwGmduNwWVgf/zxVDakRevmLKjLkQpdonsNJVC+L+bhuPoGeZAa+yiEBIL3tut9Fdaa556aQ1uV46ApVCZAbGxXbYFv71dL/ib+TWh7jQFRh+wSvNuV1KZxMsg+9GqEPrFurRcrCqstYxzeLXqXTbSg64teCxOe3ofuD/2lNagyaDVAk8PrHLB5bqmtgofYVOI+6hxmqkuCEGAB9u6YPSBDLwMHmcNs4KrWjNjxcdcOionhonzaNhVAsbbtR6rMpu2YVUMZG2WvlSm7KUVSopPoq67bATgtqotl61cSGNUkAJDlM9AKcW2Ft73HBPHQS7DTWUoi4KmFN93TAmj8yuSKMbMh4tWBmVLQn03RyoTOQXH+42Wl8LfNwYBv4KDq5XCGiM8JSUDpm2pOc6JKyfii5PPvGk1hXNMSfqjylie+7zIzuwS86h5Pie2ReBv+5khwsppxizrh21bcrmqqAq7DHw8pXU8dlIyvQyBi1qyVSvl+dRp3q8D952nxLOrSxkylY7JO+YgB/OyEbO/T8vkkIIViedesS41p3GJVLEl//t7UWF93o/8h7cSY5GQBISH08g09BLAvZqoCscQoHXyFt0PkbdF4OEkK49tU3BZy1T3MCV2jXq97OpShkPHYV7ehjKgOZ57uRDGmTDD6BNFISn2GMfdKBnF+34morho1Svce/SRVCjWTvHQR95aT2E0T7NnDvnV6G60oS4MH/cjTem5XNUkNBd1pK1KjqMXyIFKZKOpCxGT+JglWdBkLmvLw6HnnDPfXRVcbCQs2hhDO05cxcDJQzl5UowEo6W8PXnebUTbUDqx+eUs/GWd/z3VflyAAj++jJQ6c7dtGJMYDJxRhABHH3kZMm8vLL6x/NRPfDlMbOvIqirZNAXHbuAwZHaNHFLJqBJKx3FMKEZpcZQi+QlbVzx0nnN3+nWja5QCUuBhkqb/8UXK0XVlCSHw+TTR2szDAM4MvNvVPJwGEhpSpJ9g388So1lrvhxm8sqxbexrnMZNY/hxDlxVmZ+ezoQEWmXmqPjuuuFuU1AUBXWSOJHZex67yGWdyaqi1pE/PUysi5nDENm2BesCHs6euzbxr48jd2vLbr3iGBOrUmSRzsiKQmspy3WOnKOmMJnSwssQmHNHaQ1zFAzoczeLcmgW3OqbleY0BfbdRDfM2F3JaQg0TvHkAzkrjFZoI+Xey3nkPAXuNExz4OfnDk1iiJCD5y/PExelKNIU4FPi/crRTTKBP48RqxTHSfKLOq146SfmEAnzzL+exO9sreOp1zjFwpcSzG7WhnVp6SfFTRDf8GmUNUofDc6JNziT+evjRO0029Lw41NPzplvr+RtP0ZF7TQvp4E/fsl8n2DGcF0bvhwGJh94V8ZXQYtMpSEFTzcb8iJh/XIcmJPi263jZRJ+9LFPOFvIZW4Tz6MQNm4ay3M/83Tq6eeE1VL+WmuFKWUyXTfy53NGa4UPLc/dTO00+zFyoUSTvB9kAr+tJHXBWofNMz93gW0Ld2vLf/+sft2J9HOIfD5MfNiVrErLp31mW8nvdBxnCpVQpqC0M90U+fh84ss58durgoc+sFIKYuD5PHPoDBe1Yt04ckrMUcKrY1b42fMwi+rlZl1QOAl3/hoXEYIcDqNGfMrcNppoJEisrQq+uRRo2W7ptT7tOwyyqqp0x2m2fFdpnrrA42Fks2oYhpF+lsCsf7ufebtLzPNEWxXkDKd+pBsm1m1NaTSVkZ5a54j3np+fO1aV49T3rKuC5yzm96owVDbx3CdcP3C1FvzLoZ+lRAszf34Q/MowTnSD4TxHBuuoTMQozS/7XtIHh5nSbXg6jzwOnm/jTF2UOBXpZ01TRiYfaZziHC3vazhOmrbUXFRyUDViCBmHwNVK9u1PvUcpqHTidB748XnmNzcNKjleJmQoWGj6aebPD+KjbqqCfpopXCFZUTlTGIWxstPPOfKXLnLqBkonQpBiksu2NRGfls2E0XjvKW1JjIGL1vHXp57j4NnVhqgs1ytRpd2fZ5zRPJ8HyYHKUJWW2ii0LdmfR8aoOHcdPz2dAGFdjwFezgMxZurWYtLM55NA02/Xkr17vz8xG0uhIihNTIGHQ89v7zZ8sy1/3dlBAEplPh49V1mzclBazXGQPqxZgo9j1FiTyNrwbgtz1jyfBkkoyJrCmmWPmXg6zxz7iZAVv7+VVVFdOlalYVVZQlYMc2DfebZTYEqyB953M5OXXm/dVFyWimmJyzRKiU94DFTac5pEHdNUBWVZUlkhXTweJ566kX8uDD/vR2IKvN3UVE5B9Pzr545vdhJBMs6ZmBVGw2CEKd3azE/nRDvMNI3h1I/8Xz/v+e1VKz7Y3rOpDM8nT2U1xzGRmNg1Gbcov7KzWKcIXlZIh2Emo1lVcJo05zlSOEtrMn/q/CIZLLCIzbHwI59Pnm+vZDdZFBmnI+dxJCcRS3STMMEuG8tjFyh0onQidHjpIypF9ueRh0Pm2I1YJ7OFz8eJtrScRhFEdFOkdpLKmFLi82HidpN56T3PpwmfEtc2chojTmc0shWwVg7XTy8jXT/wjOE314Y+aIZh4C9PMzfNyJcu8sN1K5lApeF2txJ5Y9AUSrJzV4XQRvd95Lq1HE8999nxTzeKL13mOyvxJQ+nkYsq46otH7YFM4aYZxEKjYl3W/lsT2Pg6Tzw88vEbTPzPAjBsnaGT4f+df+utPk1l8qKdxerV1LFX04TSclbpS6tBHSFxBQyhXOsCs3VpuXcj6AtHy6Fb/vl0As1YYp8e1mjr1ZMMbGqSkonvN+UEtYYQDF6A1lWP83CYP6uLklJ7HJ1IVJJEH1zXZRLOp1hiJnvLzXJSBRkYTV5QZn+8GbFtq/Yto7fGCulZFbMMbFbV/wv3xjuto1IDWPiNEx0PvPtppC3OTVleaYoHG+3JTllDkPk/XXDdUzUztBPgrf5sKtEUBClTP0axuWskwsqBI5jEGxNylysa1a1EA2fjz3KWK4az6aWKuJpXAuGp6lZtTW7WmyFH4xEVV60BVebhjcxUTpN7zOFM2ybTDct9MltwabKDLOhnxNbC+vasVtVvN21dHMUlVWMaGP4zomrqxtnfBLwYULzZttw2TgGLxlIGuFKlVaTM2zaiqtNTchQOYVWmrfXO5qqY06adztRRmU9sWkrbnZmoX5kHkbYllCWFd8Xhv0YaZ3ht7eK2ln+9Ki4LhWb9YZ/cgMBy/fXQNpxnCL/fFvjqpocM7dbC2RcETEGznNkXQYSiu8uS7ZtjTsNhATvK0dd1Xx7VdNWw//0XPzDH9yvtMAxwmVleXdRU1ohE/67giYIZa/QHLx+bfZLkyXtXSXxUlpBlVojQgQTpcwrl0X9ECI5ZdrCLHk40k8lpdkseM9DNzEGedvHObKtxGZWGEl3u2w0pYUhaHalSO3qUrjElTMCNGPi6SzrBJDdsWGZajrHGET9U1rBqDgrfbBBBkE364K2Lhl8JqbMu8ta8Ds+cRwlpe/D1pC1JWXNzbpk8vK7Pp4nrtqCYy9vAqcVq7oQ+WZh+DTMXFbQR827RnjD92fP3a7gd1cl25W4aW7Xkg/UjZMktIcZsxgmXqaMUkkSJKwhVwW7Bh7PUraep4BRcL0u2VSO+9NEioHTKBxrpwPHYaZxGmfFpB6S0A9DCDz34laagmZVGZpSolFbJ4aDx1NilyUorHKGnIW5de7lzXjbWjZttUSYZHISXOo4j3RRsSmkoiqsZvIKN5zIWfPcJ27Xmd/frSCD1bL/LXVAFyXvdjX2NDNGGObAtpY8Z4XiupHv8m4VUdZhZs+cDU4rNm0tMMOg+PZCs6pLftlP5ODnv3cu/uEPrlq8ssFHnhV4H9j34p6pdMY6CygqC3/tFe/Wjp+ePasCxiDDiHPMbCvDy5C4P/Q8d56bTUlIAld/Pp55Gpbsl5T5fIDGRPogF4M1hn70aKvJSdZEp2lZzs+G2i1DJqV5PE/Czk1wGmSZ7n3gFDJlkWAxqh8HT6ESD+dZAHdJLQMrzew99yex+eVlDfTzswRUHbuBP953/NPdWuDoCVLMfDwPOA11VZCmgYfJUs8DXVnivefkYVcbYTbnzBQjpMDzeeR2U9HNkbDv+PTS09cW72eOY4GPsiIZp4mfD57EkZgVWQtDC8BPI7/sJ5m4avkMfz7OrGrHqi44jZGLWi6xfvK8dCP/P+7+a9eS7MzSBb+pTC61pbuHZDCZmcyqQp0udKNfoF++L/oAp4ESKSlCuNpqSRNT9sVvvlkHOJXXjHaAyGTQI2L7WmZz/mKMb8yzp6rkMHw5DTwcBn7zBnarmo+HmV+eLkDhm9s195uG5yGiEXvcMAX2l/k1ZrO2Qs94PouU8zzMfCoZY2auVg1zFI/y4eLZXyZCkIOvFIHXPZxnCoVzVFxVhTnLIO4IHM8Tf3i88B/fwrrRguPJmZ9fZraN4TwJSdKpxIfDTG8ic1pBuQhg4WWiJJE2zj6ijebdVjKChnlgP9klAxi8jzxnh9ZeXGm/ZlufQAsLWRuuWsdJwa4zbBpRvLSLvvUSMi4ENn2LL5pdY9hfPMc5k/IM1FQkBp+5qUUmV1sYvGKKiG9SGTat49trzedLpAozm65iVVs+nwO1Embztq8Z58AchWK/rTV/eBq5aaVszqpi14jUcPSKOUlg8u1aEtWvVrIrPM2Boi3XneHkxaQ+eZk6v9s1rGoh70/TRMigS5Z9Ykn4kKirim0rvZ/SAmlf1YYfQ+Zvr1pWrdxQj0PiqhNl1LoI6rUygmjdj5GQi5SdPtIYqRBuNx2r2hK1492u4ZIU9ytpBVIWf/BhDMRUSBl+c13jMRSlue0NcxCe1N26RakZYxT3vZawrtryfPZcLUqo42VkPzpuVhX3VyvOc2RVycCsqx2Vq7hfJYrS3G0c1VWH0oph8gxzwFrL250TmudrDKb4hDeNW3TiFbokVq1MgL+56iRXyU28jAlrLO8axckXyW8ympvGsXYi8cEYVs5htNA0b9Y1nYVdXxGTgOVCCGS94jfXNT8dAm+s5Xd3PU9DoHeakGuhYtqKlYHHorm2ipTBGU1dV9yvHFMsaFV+3bY+rWQY1Sj5MvaTQM+6WiaE7w8j31yJ9PDhGLn4hNNwHL180b3lkhSNgUtQrBrHm02L1oqM5m4lae4xRkKWyEhlDJ2N/HLKZKS36pyI3Y9TIOXEGOWvrWsHxnDXR2IMnD1808maySi4XjVUBlbtXyJCa2sYMpQSuF3JOqEt4dVWJojOzIfDyLYWZdO2NQwxc91Z5nUjUkGjeDx7fEpsKoWzGq0kdSHFyONZCJm7xryaEp7HyJtewqBNXfH1rpHQZa25LPvT+51aJJOWVaXIxlGlmcOijIoxcs4a5xxv14aPJ0+2hrtWOFwJJTOISv5sTs8cxoiPkW1X83bb0Z2MvK0AAQAASURBVDgxvzfOCmPq2lBVjpChrwylNOil//ySXCgFg0AI2toxhcznk+f7G8Hy1FZz8YmsDH0Nysn84nLIfFVnpuJY2ULOeRGaBM5zorWK8zSzH5UEifcSov1xf+GX5wFVEtfasqokgMwYw5XK/LSfaUykKIufZ8ZQ2LRFJJkWNl+oGS4TS2HbOpwz3K2l/O/Pwvc6+wQUHBFfalIYeTjN/+578Vf/4vqY+enpzO1a+Mff7qRf+3Ca6VVi8onn84jWhtMkVMHzktw2jSOfL6LFHWLBLUl5c0wcpsCmlpKvs5rHMUleS4EINFoEA52TibxZOETncV4g5YWz15Qyo5X0evshcr2uaZqGPAxMsTBOIx9Oma91YIhl8WKKAf3DS6KvCzZkns4TH4vid3c9bdtymQIP+wsHo2ToojPHbLlpFWevuF3IG1NIeJ/4cIjkPNLVjvP5ws+65nfXFZVzXAKc54FtV/PNpiIVxU9PZ1KUFdqn/YWiZIDVVRqN4uHlxI8PmYLmH7427IfAyxD45qrjqThyKdgceLhIKd858cp+Pk70taGrxQo3ziLEX1UK07ZA4cNxJoSA1iIssVbz7aojo9ifR3wusFQKWk0ifCiBgxeZ5nkK/HC3ErugE93yj88zxyqw6Sq6SoaLN7U8E5+ejjweLL97s6YoxcNpIqbCzapmU4kS6sNhIqeCQhGy7FtrVXi7bZijWAsfFm/upi08j0L7LFpC0D++LPvs4LHO8rv7LUopydc1iWHx5BojZoKUJerk03EkxchhEDnu3ywWzxDCr1uA4YzwjPNC4f8irXMlcs6GN2uNspJvOi02qTEW3lrFy2lehkKWS0ioHHm6BK76mk0t2JSSF5P0ul6iN5dc2KJprdAZ1yZjTY0zCl8k5f3ooXWJp0vCKVEStXXFVS/T5Q+nSMmJl8nxZqXZrjrWCxTcacWYCn0t5oGI481GfLvvT5HvXVxgbwptDK1VnGbFu6uKvq5447MMarLcQK5yrLUMWjY1PFxqvmoz56ggSJl8nDOFWdjKjfTlh6C46hzGKJ4HCRWrlujPg8+86TRN03C/63F2YtNV3F7vuM4Z7z3/9GmgVp6+/cv03C3T/8ooSVjQgsmJGdadW1aTM0/eE0LiJQnwfgwFbXgdAgKsusC2q3k+DbzfRwyZ61X1eoiGZTg5pcLd2rFua9rKcRg9WgVWTU1KibquWFUyL3lZpIl943BW8XiOtKHQOc1qU7PthMoYYuDzOXDTGqps2bQ1t8uNrnKi6Mx9L2q4czb8zV2HJfLzy8DjaeKH+62s2VIgmoqbFnwMWNOIb9zIpXCaEpPPNE7TNS3NYmLYdPWvW4Chl2DrOSTebOVLCyFQtd3yBUg5lFLieQyLtFG8s1qf0FogbQY4Bdg08kdWxrF2MkgxxnCzqV5ldec50utCpOFNrXiexBwfMny1bclZBAWrSkTytS5oa3m3qYlYmkrzm9serdfEJOBzyX21tEXiOnNKMrzYJ96sMmOxfHMlutgve8g3u46msmgU2kWuVy0+ZtCG0Utv98UFBLAfZrZtxd+akcdL5K5S1HVNV1es2syqE/BaSIWujst6RaySbzYOZSzrFopRXLcO6xyhSN+Y0CglZeZlTlSu4u/fwIejGBAEpF64XndYJd9LW+Ul6HtaysG/VC6yn9ZcrwRE4NMSAWLMa+pC4+SFttZy1VlZ+VnHN50loegq+X2lIMFgWvrzyzRzWgwYbe14u1vaFGW4WRnmYOQz05auDviYOfskafJevMe1M6ysDKxaIwdPawzrRnMcCl9vKpkVWNhaxWFS3O3KEmYmGULBy0Vy3RoeL55f9jP/8NZwnjU3K4Oyjru1xadCjILa+XgWx5XTGrT59Q6nQPyaPsnhc5lmPl0y37tMUTLNnXwEBZ2VqeXH48T31x27VcP1qlmiNeGqXUb4RfGuFWO1ZnkYx8in48C73YqblZy6W2Y8Gmfk9juNM5WStc9NLyVnCXIyy8kvfetzVFhgXWnAEuIkFP0gcj6/ZL2u2pquKVAK6yw5RHPMdHXFrpG1QG2NkAWtGOgBelvYj4nWZZmoLqzfl9MoYWRGE0JkyoKtmYKsiNbLLlkpCeX+9rri5TwKpKDIcOyqEcXRbtVwu66ZvPSsuiQOU5RwbTTe87r/tlZY189ToSHwPBb2w0n26rUY61OWyW5lNSGICSTkzNWqke9hmngeAzvE0jd5WbndbVq8Fvh5yImTT/RtDUWJ8stL+zPMgT8+eL5OEh/SVxI4fhgzMRc2rRMogY+MUVqwdVsYs0Fr6Gzm49Hz+1VLLmKt9MWwdoWCgRx5PAn+9/kS0KqwqiS+JFFx1Wkul4HTXNhaCFlu8X1RHLw8u99cNfRtzWWWG3ddWxSKPE/8vJ+orcxCaquJyvy63UEAbWVeyYjOOX7/puI8S7jyTa+5RFEzGWNIMVJZIyb0Ssq3/RiZlxDn1ko6+mGYl7wXh09wOA08nTy3fQClmEPk+Tyzri3rJTOIHHl/mjFaXpQvOTjOwHVX4xYzg9Xw6SDRmJ1VUgYiL+2XsOU3K0cs4FTh/SHSmkRRRtRb9RIDambmquY8zuLYmQOtUzydZ97tWuYMh+O0xGdkBp/oa8MpSqjzVWs4TJmVSlRL7tDgM9ZI3KT3mR+fRt6uPY9DpuQMCu7XFacxUFLm42nmbxFj+DzP/PiiuO0dLz6TU+Zu07BrHR+PE8WPfIyW60ZK0Ku+wTlHlxL7IfFwEs/zfkoYEmhZ40w+SrVUMuvrlWQupcRhzEvUZuDhEkVD7UQBF2Pknz+eUQiUrrZmuXXlVm8tPJwmWitbiZQS7w8Tlynyptc8nGUNtKol3LpeLrfLOBOUIeYMOfLT0yzZQU3F/bohZsO7deGn/cQfDxOGE9fbnjeblsMoxM3rzmEVoB1XrZhcXiZFRRYMUpCfhwLWwBihpMDjKLv+/eRYVb/y7KBcwFBIwMlHNlph6prTNC3lp6aphCsUzhceg+a20bw/TPz4+YxC+EjJGrl9kmJrC89jojZSYnVOMzjLTS97vZg9rRPZYwiROX4JrCooJC5zCiKKyCnROMMlJOoMxhqy0YQs6emmqVlXQujYtTWFItB2r3gZBEf6ZqV5GhVrWyjaMEWFzp6fjpFvrxQjgm1xVvrYj4eJm1XDrpXs1xgiQ4bWZoyxHI4Dn04zb3aJXCAkaCt4WnbM67ajLFk5rdNMWbNqNG/XFT8fPCADlNoW8iJksEtS+6axTAm2tWE/Kc5zoraBcZo5zYqrJtFUNc9D5jd3mq4yPB0zU1TUNuKjkDN+uWSSF1KJNYptW7GfJCHg4oVQ0ldSQuecWVfCgmpL4KdnGSJqCq2TuM5dX/N2I+ziWgU+7AOHYaavDbOPXG87vt3VHJ0iKcOqFkie1XIpHMfEpjH8fJj5auM4TLKSeT7PfH+3piyY4JdlfXa/qtg2hg97OTjneeY4CA/5+TJzCvDdVcPjkLnuZW35+ZwlRrOVvKnnIXDdC2521beMecRnEeNMofDrJmAoOHlwKrOqK+YoGtfKau7WksZXW01lNaegeLOybFYdbS0hUTElhmhIfgbjqFQiZv0adK3JnCcBjA8+EeJAyLKC8rMnWUO1rGdqp5mTE5C1E//s54vMEFIqKCfJdF3t+HoHTxcJxJqs4TB4brqKsxfHyv4yUxklnkxlqLXH42iVHLKpyK0ZMrROAZqulnDsKYih+/Ml0hioGseuSXy8aGqrcM6x6Qo+RFZNhVsiM41KxCxpg8fRY1Rh2zuMArQ4br5IIbUqTElgaquupl+Abbuu4sNxYts2fFWLuP9p8HS146qVXn0Okbdb2Z9KPIhlUyuOHl4uE+uu4d3a8X4f8T6wTwJwS0mIEcdR+veVkxiVL0oppTOVtTJI6hoeD2LEOI0BpwFj2arImMAZxbtdi1KK93MiBlkVxiItzIRl9IGgC+cxsZ8S32wrQsq8DAKpv+8d277hblVx9IWni2fdOkoukpFrYNvXOA3vDxO5FPn5KotzQpJ8s3Zcr1uGyfPOWFKKC0oJbjtRfX04KL7aNnRO4lA2S2KEsq76X70Xf/UvbgHuV46XSWFVISBj98YKljSXjI+CFOkr2S0+n0ZSiqSUmKLFzBN/ePLs6pnJS/ylqyp+uNU8z5mYRAWlAJTCabH1ZaW4WckX9zxlbJGJ8MMlsmsKsxEI93mS5PTeaS4ZJj+AkkohLtK4UjJzEqyq0CoSrVM0C60yFsXOZE4BMV8bw81KgqYPw8wU5Xbp25rGaqyTJIfTHNkfBmJWOJVoq567jeKrKwkDzz5z5Xi1D9ZaSu39eRDlUk4cguZNHzlNskOdlCKnRIqRo8/84BRDKPz5UfCsoEQ7nKSXUyVhm4qnsXDdRH48eEwO/DEU3m5rUio8zJLUbivHVed4PAuqp+9q3tYybIoZzuOMj7CuC2OGjclUVthaOS5qsyHT1onPx5HjEGgsuKriptGEYiCJQqmuLavKSryKdQv1o+B0ZD94LnNk1y6Ho0UGbAugblUJ6dOows8Hz1Urw0mjNc4K53lKhTeriqINQyh8ddUyB5kpFG1kSDZHKjPx037iqtE8nDzXK/H0Pg2Jb4B1Bfs58zIE+ipx9kss6q9Z8lhKEQaxD3w6R247zSHLwKqUQr0AvCYfUUp6z7NPDMPInBTfrSsihv/8TY1Sin98f6SuDX0tWTD3tfRTpwWUPYfEYRkCdZXkuYRiuG7g8zlx1VaAgMJLitimpbKZj/sAyvDtlWM/Ji5zQCvFCsUQBH8SM1x3DmMN131NVgsLqhRO08hTgW1jcNa9/rlWC5mhtYoxykN8MYbeqcWZI1C0aZr56Tnwy/OJi4ff3K3YLMC0TVtxniKFsoRVZ5KybGtFKC3OTDxPitnPVLZFl8SM4bayVAEq5+gbxftDTSqKm95xmiO5RHZtxWES4cp5njlHzU3vCMkuGnNBxLa1Y9NIxGcqCj/PmIW5bIxM3N+sYT8tB6tz6JTYT5lt61g3jilE9nOiqyR9Mi7QuKqWVd2HU6S3X7A4WqSaITImzd/fVKzXa8xJ3Ddtldk0knU0BZnwn6ZE5TRzSIsrKWKMvLx9U1NV8rwJ61rMDIc58+1NB8DjYeDlIrbP397XSMshkt11pUAbrJHqV4K0pd9vzMKnmjxzMPTVKOC5X/Me98tqIGQkUHoUnIhW6nUfVnJhynLrXZzEOHwMhuuVpm0kFbxgcEZQnbcreQBTUTRW44HKCH3B2fxqYvjTU8aQSTlx8pGUE6UYrDH0teE8y4uw7WreXcNVa8E4GhNp1q1od93yYtWiTnoZRc5XVZJEEJIokb69lu/otPCD1RKxYrTClgzasmqrxQAhIvyny8ybdY3rak5kNp1IBLUWQFuZPD79ZdVhnWUKkbqq+aG2nHyhsYVjqrhbFV7GmuRnqqblH77SfHW14v48sl31lFL4m9tA37avIpajF1a1M/Ki3fRi5gApYb+53cqQaUo0KvI8ZTatWb7HxKY1rJqK45y5aQulqblzlm0nIpv98plb7XgeAnH5vq87Sc3bdGJT3C7upZQSSineLq1NyEDR1Cry08HzN9VMyYVVaxlmaGpJfm+rInJFJZPeLz9/0Zo7Z16n8l9cS70zhCBzh5dRWp+rVctpmLhZ1wJtWLcLH1ogCEZLa9dWFoNMvnNSNJXmNAZJBmwqYggcpszFh1/3HleB5Owget+QoeTM0+AZfOLNrqfSSnyv1jD6yGmIPJwCd2uJfPx8lN7pS/zHT3Ogb2sqrRhmRUzp9YWJMfIyJm5XNd5HPp3h3VajgUbDx8OFtrKMZEIWb+dctIg7zomYRh7Ont+/6blExdpkXs4jVV1Ta8VxilAKLiZAdtQPp0kewK5m8IE5WTFsG8XZZ55Onl2Xebvr+fHpzP48EkJciBbCI/ZhKb2dTJJPw8jjkLhdNbQG3s+Br7tKhi4pcEwwhkSyms6J+0blyH/7PPH//K5iKoXDRVxM16vEeQz8/DLzt5XlHDXzPJOziF5g8S9Pme87uT3+6RDYVEdmHLZE/nAMdJWmXVecxohZRBnX65bazjwNHqfFwaS15tN+wIdAu6QpWKWIxbCz8PkiSJxdLYIImRtEjueBtuuwOfHnF88Pt4pd3/Dnh4KeB/6UIy9D4s2mYkySbLAfCyl4jr7wZiVWzRgjR1+462GYAs+XSFc7YoQfXyZuWsXhEugqRUpZ8nAbw6ejR8UJU0nsSl2WZ2uYeF5+5kJh7zNGw2n0bDrJsdo1LV1lSM7ww23Pp8Pw6zbSF6TUAOibitFHDmPk5TSy7ltaC49DorKRdklSu3jNu20hIkOZ+03D8ZI5+cw8jhynQmUVum6wqmCdJLofLyOHKeGMkVjJRvy9kokKD2Pk/cvAu7Wjajt2VebnQ2ZlJU2uFMWqVlRKDAbaaDa15sfnid+/0SRqeie9+n5KnAbP/doRk9AWc5HedlsrDnOU3XNnsZuKw1yYQsKQMSXiS6GpW646S9c4Xs4TT2cJBOsqTchw1Tmue0kFfDhO3PQ1tYbPl8SuMXx73XMYZnTJfLpEfnPVgZJD8H//8cDbbuD9KbBuZOh2HmdehpocPT/uA9eNYnaGVVvTOAN55F8+HrAabJ75f/9pYOcUfd/IYWVq3h8m/BJxeZ5k3TPEIvbKSgnUwCqsUVzGzNXKyi7bWdZN5nnKbCuJFPnTw0TKia+uNDlGPhwj/3mTCaVm23jmYvCp0NcOqwp1ZWm84GkGLwMpR2SMAtoLqZB8IKVEYwqPp5mfHk/0lSWnBtMY7nqDQqFMomjDdZfByO671RLTeeeSYHVN4Pk8CyXDR14ui2DHWZwqXHwm+MCH/cQ8zbyMkdZZUmpIyor5+H/x66/+xdVKcbOqeTiJMEEpxThHknJ8tWtFfG5nnoeIM4V+u2ZnFJ9Tofjp1dLlMVgic5K966ptcVqW7I2VFL6Pp8J1L+VNLOL08UkxpcSur/ibeycKqlS4aQV5um0SfeNgmNBKHDhChBDXEshw6mkI9FlxGGSf/PW2wijHEAp9U9FXmoKhMgafFatK4ROcfGHtDDuVCTFzGAIfjp53245325pjgLgoxkIqnHxe0LWZVa34dPa0BrpaHFS1lWlpUTKE+fB8pnKGlZMy/rKMQ95uKiqVZNIZAmUxqW8qxVOu+HYHlavAmNdStZTCNEeyUrzZ1Ly7lkND1FLyny/l5h8fIynJOmxVDKo4TlPEqCXt3SiMlTYD4ONhoK8dm9os/boY5EsWQ35B82Zb09QNLiUOTqJCYipLILUMnqyzWGfYVWI4+OeHwHWrGJJmCJ51LVjbdSMHxroVd9jJJ6yTcrrSiu+ue+mrDyNfrxvmkHiyFUbN+KJpdBFtdUhsWse2r7nqG45ToDWi4utricC57gxkAe+nrHiaCned/nVzlXMpvJwnLpPnbt1iTEPjLPebwHbdcxw81yvJbRnjkirgC1c1/PMJduNINhVv1zXnyZBLWXKCNM9TFtF+AHLhppcwrEvIeB/Znyfa6xU3vaNvRZTQ147nIZKV5rqzaF2jyfzykmmd5q6uuK4sx0FK8w/HiW+uGpK23K1r2soSY8JnoVdqlbnpK85BdqNWywbAOSe95Dzz8+HLYl/x7qoj58RXN2uapsKngaNX7BrHd9eSPSNo1sBV30hPaw1vNkJ9fBkCyoh8MSVRAe26wm3fCTCgyezHSAyBhzGivuT99LxKA61SeCymKO47oWBoMkVpvrpqqazmD8+BbzbQNA2uBFaN42WMWFvYdA1v1oHHc+HxcObkQZHJaN5tapxzjFZRigStuSVcu6RAW4l3uDOK3NbMMXPTCQ2THJlzYfTCWp4yKAr36/r1My3actVajqNnPyU2jWQG+5QZZoHKoaRcbyvDtq/ZdTWXkLEKKqcJSbKMRy8DrWEZRPaVIq07nIJNL1m+H5ftQlaKzilCFoLo11fV4u0WM76Pma+3AiW86mtRA/6alVOlFB5PE4fBc73ykt0SExdfcLNMf5VS1FVFUyWeLhJv4bqG204A2Xe9qGpinLgERWsLD+eJ2mh8qdjUhY/HQmthXNLXnYFzkIHYeRZixhQi66aWzKGYMbkwjhMoTW/BWZkSay3TzFqXBYgtNIzpfzLms9ArP4+Jbo6UGNgny2H0rJqaG2fYnz3HObJrZDJ8mBK90yhjWdWGYQ7MWfNmLda/p4untoq+ZKYIYxBI3pehjlIao8T19EUT/WbX4JQ4dtaNqIh6p8nKsKlFbFLXwnfWiEDkrquW0G4ZUmUl8wHvA/ts+e6m5e/urfiQbeG/fUzcx2HRLUvPfwmZGBOfz7LuaxoBzmtTobWi5MLJw60SvXGtC78cIsaM+BBRVYVVhayF5dWFyKeTCBraymK15WbTcRlnPp9GUlZ8fWWwqvB4njlPkZgi133FlIR4eRgTu05x1TdoJXwybR3brkKNng9H2b07IxD+3mqu2yUidZTqzhJ59oq3ywzCJ2kDSvT88QH+5rZl24l+/OfnM31l+Pqqgxy4RNE3364qDpfp330v/upfXJAE901XsW5EWmeU7N2sMSgSqSjWrWXyCp8CFMWqtqhccZhFDaVkoc33NwYK/Pl5kDJosWZ1zmONFRXNFFDK8v11LVEfSCjXFz7zXBQ5ZfpeJoY5BM6hoPwM2i6p6ZlzCKxrJYeMy9RW9MpOS2zlcc5UuvByvPCHp4n7layo7taK0xg4TmIdM6YWiefoOZbCNM08nsW3u6oMlauogE0rkRovY+R6VdE6MSF8EXsoBUOEthRQcJ4iRhusgTBLuV0vGcJGG1IpKGO437bEEJgx3DSSbn+ZI7W1PA+Bb69reemWADO5leX3VLbh++uawxjJqdBmmQfUVhNr8eMqK9GWwVTcNHbZJNSsZlEpnaaAdhXf7OQm9Bjuas3PB0VjFTlFpiDyVqloouim3czLFJm8lL5fnGVKa76/6Xh/mBhj4duN47RIJZV17BqZjF/mxG0r4AFrLJtW9PAsK6Lj4LlEzV2ncaYhhMgQDN+sDH1l+OUU6CzcrToOo8VVEWulXZCbXT6viGIIms4KteXhNPF4Cb9uAoYCAmZJ5au4XckteFmSxydfMCqjlHwY3173kvTtIx+OM2/XYgZwWixslzlhDXy1a9n1DRm5hYoSDWxlNe1iuZuimPIzYkgXsb+AtT95idDsnWFUmu+uDXOWoCrnHHermocztKZgjdjwuqbiepnwn8bAuysZGj4cR37/RrNqRFnlrIO0UClSWXJyE9tWsnhetOwoG61ekwQ2nXhv29oyZeis5A/tWtn1WqBrKtZktK3oFoXWZZ65W7ds27CkIcoLeLup2TQr5pjYdTX70fBuNTBks0DxhGV19HlJK5wwRiai1loez8L9qoxiu1vRVdNSxjuuF+vkv06BtjJQEn/aB357q8l56fsrw/1akhLaetnjeumX102i6zq+VuOCnZ0ZE/z2SnKUPh5nvlpnqqriq9rxsYjYw6e8ZA4JoH7TRB7P8yJzhTfbDmOM/PeUaJ3h/aVwX2f6vsZNiqeL5FdVVU1TZaxOoqIrAV0SKUlFNSfFu97wcMlcWU3rLJvW8XwJrFr5jHe1FpVf5dFk2S44eLvrBVhUfsXDKZRiU2t+PhR2XiYnD+eJEOG6D5zGkSkqrqKkv60btwjUBaUaC/RWRu+COwkgIWqMcyChSFG+pHEOfD4uQdLLJDWhFnKgPOg/PewZI1y1cqqmoqhd5jIreiMSv8GLd/VmSWEfgvhr55CIi7a5dga/2AgHH9mfZg5TQhnLOw2VNZzGvAypZMDWtS3TJFGeOYtNraawX2SFfSXluI6ef3kOMpFWDded9OcpJZ7mxF0HQ1I0pvB8DsSYmCLURnJsLyO8DIHaGt6/jBJt2mrGUqGLpMFfQsYXw1VrcM6xqgKHpQw1iwd3VWmOCx/q7BNf71pAbrJ5ngkJEpptW3E1y276ZUysa8M0y+/bNBlnBJr+eJrZ1JqDz/xgZEL7cJL+f+PEzNFZzW0nn93+MrFphcVclKUykf1lwlrJVjKA1Ys1ELlBtRGi5Mvg+d1dzzR7/jh6Nl0lQ8uUeB4K9/qLaw22urCfPX/4fGLygd/cCikjKo0PiT8/noTiuGtRWgwS+6Pnv/5y4D98VXg6zxhV+HiYJd6l8bxcAphlKf5/8euv/8UtMPhMb4qsakgopWls4vE0k4rmu+tGyuGUeToNchNWmq+3Uk5+2l84jJ7bVU1egqRDjPyyD6wd7GfFTSd9ndUsKJO4hA0LpzdmqHTi4RLZukLIhs+HgZQzWulXEz+liDY8RwHAGUiVTHDP48SPDyfa2nG/cjxNmTeriptebpP7TUNfSbDZcTgTcuFu1SyRlAofPJ/OgdYKjI4cSFb6XekxPVprft7P5FwwaF4uE85INtBNX7Fxov1NKZLqil0nwpAmT3w8RpyJ7BqPKgJec1YGeVE7vtlKgPjzEFjVhkolPp0TV/9TzKaYE7TkvVqDNpqYpDoKuWCLOKV8ynyzrdiu5WUefKIAu14eyePgqZxUPfE80znBEBljSESxRdb2VeD/PBS0yTRWdMOHy8R1X6Fbi8+ab3Yi2phD5n4rFr/n4yAw/FRY147j6LnrKpyuKEW4zkLXFITtqmtwWvFymfjj88xdJy6k5yESi+LdxjFFh7H2NYt501gOY6aUTEKxcbwCBVXJjD7waT/QOsWudbS1wYfEOIdf93AKYD/OKBR3OvEySxkYi0Ubxc7KB/T5ErhptTB317Jr+3T2vFlrDkG+sGEKFGO4rjXnYlDBE1TN21XhMGfWDfiieBkjfSVTRm8Nb5qaptL4pHi3tsxZbuEpJC5zZtVousbR2UUrfZ4k36dRPM0S4HS9Erlc5WT9tJ8SlYaLTww+opQs8385Fe47YTsZJL8oZtjUCp8ldKwx1SIn1FwbQaI8Hgf+x4cj/+ndinVXcdUani+BWMRvnHIWkXxjqYySNZgTFc8UEs/B8GYlSq/DlDgOnh+fl4e6cVx84vPR881tRcqJp5NniJJEELL8s67WLTdLYNZ+8Bhr6KziMRhuOjEMTD5ymQMfni+ElHnjC+tKk0th21XcrUXVdglC5nTuLxXUaQysG8emFd3xORRUThxnaCxUOrOfouxsl5XYeZZqymhDSJExyHT8MHgex8xNK4olq+H4EqgrS8lLD57lEP/lJYGR0n8IWQwVK3nGLiGh47LiyWK0bxpZIRVlGJXiSktr4LSselJOvN10otWuKznwkYn16MOiRfiVUx61Vn/h6c6wtoUpWUqMdFbz+RzoQ+KmMcsAQYOWlLRKye43pMLtuhCLGMKHKGXvqhWub8iF+TJyaw3dkkRuKMQ802rFFCJnH0kxSapB69i0kkp3s5Y94TiOfLwkvmkUt5uOyowyPFJyu3wZ3FytGta15TDOVEYsh7UzTKaAsVRxJmFZ16KoOU4BA4TsuF9pNJbPx8D3O1m7hCTl6bo2fLOtaOqazkhOjqvgyhTquuZGSbYv2tJYsTNaDT89z1y1lusGPl00GwW/vVvTWsXduuHxPDMnhcryZ++sgsbxfp9442DKopTqupZtkB6UlJfy2YC23LQzPos7qa0cKWt2fU3KiZvOvsaBKqX5eJq56Sox9MeCtUWM/Fov4dyFwzizahXzPDMlRW+FtDGmQm9kLz5H8bbu+popxNfAth/ue3ZdjbWW3zVC2Mg5E4oEorUGHibphSsD2lX85s5K6bsYRnwstJW8XK4k3l8ylU5UWp6xGCPvDxPfXkuIdYywnzLWZhqdOaN4ugSGULhZW/7u3Q6jCn/4dODjyXPdOXad+3VTHgH6piYlSxOjDJHyxCFkrnrDda+4TBMXFH6c+O52jTGG02Xk42GicZaiNNerllIKn4/CHzZOHBhaa2xJYgucI32taZ3CR8GQXPWNYFKMXgQZko/6RXPc1mJf+/kwc9fJg9A6EeZXSnru4+hpKouPoiFWSsQVnw8XuiaxqQovE9x1XgDbqUiJXeRhL0qjk+dlVOT4lxiUMUKKkip39nCJYmfrGsfDcWTt4JdD4B/WcmtOEUwJfL5krluHthZVEsaIcOH3K8VhTuSc+cPDwOEyM3gR4/ui+WZreBwzrZGVkrWWPAVCFq3v82mUcG5ruVvVMvgracmblf36l1/rxnAJi8MrZ5rKcruqGKPoeClClFZKsetrNq3kNA2zl6m5yjx4cGnkKRq6SspZayyrxrIfvJA8s4SXtZbXecUlJPIkt+swztRNTe+M9ORzZlvr1/Wf956+kRc9RfEJ+yWPy6hCUo6vd4ohWC6TZ5g8jWuJMcjPGzMlJnGuacW5GBoncIhqoVb6mLkEz2EM3PeC5L3M8dctwCilSBlzmZdEtMDjkFDLYbSqDZ8OmTdV5rIEQX1BpEzTjE8d9YISMQgCx2gj4cY58/FwEU6Vk5Diy3Dhz4PQD5RS1LdrgYJbzfvDGb3EPpIC4yzKmL4W4by1DS+XgacCm8a9xpTMITFM/pXsQDF8vWuxqtA7TVSWdRo4BMeu03S28PkcqFTCNS0mR/7w5Lntlr4+Sgi1VpLC5zQ0zpKzwMueT4PYxxoAxWWcmbMM+R6HyLY2r6L84xh4t8m8HyK71nC8TKhSsanKkuEzsx9mrLUMc8KZCdU13PRucfYkqXyOAx9fLqxbR1MgZ8dpnlm1jTzgKRFT5jJlQhLJolWFGBVzzLwchA/2dtsufaWIHL6EfZ3HmZShtoZNJSsaEwYeZ827rcZZRwKmIKB3eQ4Kv+xHzsPIqrZUIb5ih8YiCNvznLhZ/cVt5kPkMhU6FziOgT8/Xni7a/jtmytUTnw4eWwJ5CRDs13vOE+FXWeI88jDnLjpE1rLDV2rwi+DZ7XEvOxqTVUJ++vTIaDUzDB5ppgxikVhZtk2hleFxv/Fr7/6F9fHzC+PB17GxPfXrUDLa0UsjsfLjCpZpoEUni6ByhwkwJnAwRfhKccC04B1smOtTeFpcZtMPr2WvYrA85jpHVzmwnlKPOxPHH1h7eDHp5n7TU3vZp6HQGsiWRv80jdZjfS/Wg6P8yyQuMschCXlFJ+PE7XVDBY+72dWfc1dBw/B8NVabv1/+TQxjANd0/IP72qOUUnpqxXneekRnw4UU0FOPJw9N73FWsdpGEkYels4esUP1zVDUpwnT8qGkiLGVGJyn2Y+HWSI0xhN8IHPRy/62ZNkBlkNx7mwIfJ+P6E1bEdRrbVVonGSjVPKX8rZ/eBJWfr3/9A6SoGfXmb6SogllRURzeeD6M11nPnlnFl3E021Bh8l7WGYeB5k4PSPnwbu12IyiRlW4cwf9om3q0Jd9QI3t4rRB/7tYaazmTebHSkn9sfEz2c5+PtaUztDW1lyFnPE+/0onKtFZRZz5jDJYOm72/5VzjnGgiPxcEmsw8Bphru1Z8yGuxb++/sTRhf2U8X9RlZY+0siJGSSPEBB85WT9ijlzOjluW2tgBM+nuTCOCcLOf16h1NKycjeqfR6e41JoGbGiGf1N7firPn+FoyrKSlwng1/cxvYrXvKeeLno+dmpXEl8eeXyFebhrZuGYLEd/7h056YJTDZWsOqrXg6DJx9IoTMqB3f39QYLYlrrRXSxRffbO1EXfXdlfSdx8njVGacA9Ya3qzkcICJHAO/nAspRlplQTdsaukLq6z4v3/fcvYbTMm0bUvlIqvaEFLm799pXo4XQtG8W1lCksmmRwzkYzbYMqOUZpwjYxLEzZcJ7ENIXKaZtpJW4bZVi0UyE1C82zre7Xo+H0dQoiD7/bvNa2j0def4+eCpiAxBFE3Pc2bXWO53Pa0pzLXi663j6QJPY6ZSYjK/WzcUJS9B9BPPZ8ttq/H0/L9u1mRTcRlnLkECz9rKca+kF1Ql0Rq55SsjcS3/mxNFXGU0pSSeB9E6r13iZZLbd/Iy6b7fVHx/f8UwSSB3ZTQYzd1Gbr/eaS5TYrtuaVxa/ndLbWempXdvTKLa9Bg70TqLHQRG/5vrVj4vMu82Qgs5z4l1EJvhu7XhHBTXrZU0e625jJIpfNVWzG2FLpFUWe4bx7vbHZv29O++F3/1L65RMuV9PAWuV2K+nufARy9EhTlmJp/48WngdtvybiMC7nGcGaIkGkCRBzMGPh9mQoyiO53FpA1wnBImR85aMY+JzhQuUfGmM2zbWsz6CY7HCauFghiLQqUsxITa8HF/kTVFZci5MMbMxcuQ7GVcpp3OEpPmm23i/bHw5/3Md1qiPo+T7JWttbisRKPtLzgnL17MkfMU+denmTe92PhOXiaWmwbOvrBrEj/tE5SJTVPzfBq5zIltJ7ZHq0SZk/OIUYUPl8S2mxiz9Hj7sbCuJg5zInx6YR8d390OPI+FyUd2nWizH4fCvfG8JE2IAbtaUxnP4xAZx4n/fpkBxfd3ktnUV4aXMbJpFMfR8/korqT9lDmHxO7thhwCf3qZuOosKJjmwJQU/nghxsSfXiRPidry9HwhL9bDzZL2p5cJedIVXRXZLtLMYQ4cpshXV4F/exwhBbq2pqvFNPJ0nhl95OeXmU3jOAVF7wp9XfiXTxeeh4n/9C5xzhU/XNfEtqF3BqMK/9+fBvrK8PEwM4bIn54y3ypH0zQS/3IclmcrsD9bjDVcdWJVHKbA3lmsLjweAh+PA60VZ9e/Pk78qplTSim+ueponZI+JicycLeu6ZYeUpXEp+NIyZn358hda3B9S1s7dn3D/jKJWN1arlaFmCWysqur5a9rvr1u2Y+Jq04I/Ps58X2vhYCRC0Vpdr3QI6YoFsNNW/F8EXaTAOME2dnWjlwy2VoqEs9jpiqRrBXfXnecJjGSv9vJLd06ETTsOpEOHubM2ikuVjP6SFuL0+htW0sGTUyid9aWv72vGYKsjXIJVE3DP7yrmbPwpQ9zotHlVa65amuBkWXNV9tGeFBdy+jDkmQ4Y+uG37/bcrvtMcnTdCt8GWmdUDwaZ2krhTKG3sA+y/67aSq+qw3Hzgr6BsOqqfElQkmv9tLbdSNUThrqWv7M1lr+fLjQOMWbbcdx9IRceNcaPpwtX/dKtNTW0VSWVRtoDPz8Yl7N9McpUFWOTaV4HIUIuusyb3Ydo5fB5nWrwfT0lWbdyp+/rio6p+magTfXa1bjLBNj6/j91xueTo71esWVAm0rbipR0mUUt+uKvmv5L9ue3933/LSf+e66ZbsWBV9dV/z9RnGYv6QXyuDrppTlM18iTrua725ansbMu6uOMcGvnPIoUrWkREecl7H9tq1kgltrTlOmcqJ77SsR0DsloVAhFVZtw9+/lb9urcEgZekrkC0V2rqhr4Ut7GcxM1RacfFfVEkKpRRZO666ImuNohYxQaE2hruVldCvhSZ5vzI8XxJzKDQ6cRzl79t2NbWNPF08tkiEaKUlCuMweHRJvAxC31BKLdznGWcawfL4xLqVl8UXTeP+kuJgSmbKUvo5a3njDJ9OnjYE6rqGFDlHRaWSyDjrim1X0dWyLz1OskfsaktnFf/8HLjyJ1ZtzdF7Us7MGe570VW3tcMYudV1yUxZdNar2rBr5TN6s3I8XBRrJ0YIawRdM4TM3RqKMhgVGeaAWaasPoqB42g6rjv5Xi9zYs6iNa6MJubMrqvwSabaUKhIHGaBz6mFu+1jJmV4Po+MWfPDruJplDVdXLKDxI0lK7uiDBqR1dYaQswLxtVJPGkSeegQJRuqtrK6Mq5iWwc5eHv57lojq6A5yhbCp0zMkXbJ7AWZqj8ex8VhJAdyW/0vqTXAr+DFBaDA99eSrnaag0QmLlxkrQqVMXS9jOznkPhwHHnbG17GxKYV8fzTEMgpEcOMdTV9AyEnni6Z21VNZTU5gx9nfnyZuF1Zni8STbltDE9jpq80X60dT6MoXpSSJb9GUuxsjPzL5zNvty21kYFV7YSVPKWCRsqj8xzZNVZu72S4a4RkmXMmpMyudXw+jkw+S7TkIAykAuTgGUKmdnnhKScSMjWP88ykDR9fLoCs0e42DbOPfPCR2y7w4Zy4qgvnqPl8nIhJBjIUAe/NIeGD518/XzhfZh4PIyX3tFbxTx8v/G/fii3u8TzjqsLt8hUd54jOSaxrSYDtjYs8e+k7Ywx8LjXrJVPocIEQkpg1WrfwqBXHKTF6MVd8OAasmUiV498+nSil8Nv7NT4kzqNIRG86gw+RP7xMtCYTsfS15rub9Wu4FwX62rJqBEBvXM26iJjj6Xjh5zHz1WpeMK8CPR8TrAj8sh/5t8eRXV9zf7UhR89/e3/ku9teVmqLQmrynpwC+zFg8EuihuY0J4ZJlGzDFOSyIHOaC6sK+ramtfD+eWDTiHb5C7P7V10ql1J4uEScUSgjoGmtNcMcaCt5gCothL7rvmJdW7a1lt2hCoTcEFLmtq/w3vN/PES+v9b4JL2tRTTLL+eRUIRO8W7X8HYnqfaXkHkYEttKkYFL0mxrQItD5KaXHKB2AbLvOkfvFI8Xz8NFkJ/9EvUYsqVdLGGnSRCgNZFPZ1ltDbNBI/GQwDJ9/YuKR5XIJSruVo6utsxZs0Y+j15n/vFc+Nsb6b9BiI1NJRbCnAvHIAqsm92G2yI30b99PsmqpoBVisqK2+imszS15X7TcbetpSx2UFWOVW3F89wIcEAE84UfXzwXD28XT60xmjeVxJMMiHKsrexrguBDiDycJyKK3mnquubbNr+ukH5zn7lf1a9AgjkWQdQ2Dm00fSW39rpv+VYptDZUVjHOgf2UCFnwvD5ltNHL1F/WgDFEDjlzmDI3rWZKUFdWpugxk4Pn0YsW/e/vO1GUDbMMMHvLthEJ5WUc6euaaZ55uQjU3VYV20ajjGMDS+UkEaO7RlO5Ch/CgqfRhJypDbDo2cc5cB6mXzcsDqX4ZmN4mRNv1pYBzaqGj0cZJDROcbPEIk4+8nzxXLWWEgOfh8LtVoKZnVG0656325FVW78CzZ0uvJw9Zy+Ld2UF6RlSWYQDsK0lU7XWsLaSSreqNM8XKam3tebpPLOq5cEaosDefriu8UUzT15WKzHyMESuayV4VQPPF9lTb1rHeQoMXnaQXyIq9sO87IQt51jY1Ip9qbFWc904Vl0t1UcxfL/TeFVxuxIG9DnIgW2txaqyTIZlxfP+4LltxeywbiQorWQJPausFhJjFPtfRkwWdd1gFRx94dudpBSMc8AXRdM0fHcl/ly0pbaKs49YY7npzUL5EN/wFGaKNtROv2qsL96wqRRFC83RZ5FCpqJotMwUtF+A5EkCrR+GwhCRbUHfkJeI0Sny6sW2xrJuJCB8jAVnxF326ey56yw3q4pdL1r3ajkgrZLtxNeN4mWUFslphU9SMRXklo0pCJOrq2QNaEBpS9845qRYO0XSwkq+auTnOM4ZVwrOil/5zdbxfLpgjSbmQq94ldL+qmFxRslKYZgDnRPY1s2q5TgGLkFuqouXRL6urtguPeasDd9etVTO8Xwe+cNj4Dc7h0/yRShVWFWGhMJkuLZZQpfdl15YUevMmBS9kj3qaQqokniZEmSHM4aUE5+PgV+eL9xtWq47R0JzmgpzVuQsWuSClM46BT6eDV9vDdY4aid/hrxkFOUsvVFvNcPsef8yMvSFm5Vj0zgqU+Nc4OUy8/E0sw5FDN8lMxfNaplg96Xi7aYSJVaOQoPI8u/yUXTbv8xBpKRDEDqkEvrFppH1oVK8Yme6uuLNJlJVFdMUOM+F8TyhEaZ1jJGnwWO0ZVtnzl4iK1snVrjeaY5jRileJ+/eSwqBMYZto5ewM/Oqkvo8Fo7Thc8nMcA3pnCz7vl0EqeX1pq7XvHLy8B5irzZVMRoCTHw8ZRplqDv0wgxSRToJSRiNqycVD6miN83pEJf5GDpmxrDxOOQiFG05qLCKkwx0lfuNWysFPnzNAZeUib4wq6rXlM2+kbWQ2NcvMAKnofErrHiTMqZh0GxqsTkYpYB1tWm+3VLHlOWG+l2VWOMIS83h7UyCBIReuSSNb0TsNynw0hlNV/vWuracVWKhGAl8WJu2oqnRYn1hS30Rc4YC5zmSFdpLj6zbkQBU2klvU9U2Bz55Qhfb76YgRS7zkncxpR5u655u7O0VuGjIFManWlax+QVLZL2p6Nnu8RKppSwduEOp8QxJKaQud20fL1rSMrRLEbrTStqI6sKbWU4Thmn4XGMrGshW+4aeQidkYnmVec4ekUMkiH8di3OqSOJyig6pxmDGNPb2tFVWoKZY2LVNqiSOEyZb6zY8M7jxBwym0b2w1POpKLZmMTzKOu3N5sWrTQfX85U1tDWlq+u1qwbxXHwwpha9rKlFJ7Ontu1rItElA+bRoY/L8cT//2T5z8qRe3kZfiifitAbZXIHFWgc4qiecXfXuaE1uLQcs6xayxPqmDVEs5lNJ2Tz9YtFcfjkr+0W1W8TJFVZZfJtCWnyONFUWkB8pUiq7JxDviQeLo4vqoFMZtL5uU8oUoiYHi3adD1l9dOPOb/8a3Cl57z6Ekpoozjq1XkVz1V/kJlcE6UKF+0nZvGcpyEAJGVRi1BwUIDtORS+PPzyKYJEhiWFS5FRi8yv9HLl3Ge5VY8jvKF7/pmISVI9szdusFoKTkFE2PZj4qdkgHG5CN9LS6Wylm2vWPVNUzTxD9/OlPrzFVr+flU+H4nlr85KlKOYtKvRbHzYT/xbtfwZuVePcLrWmgJU1Ks6sIUxS74cPFcpoBSclCd50xFIpeCUnJTPp1GLhF+e9NynILkDFeaf9sHzvOeISiuGvhl76VX85k364pUJPjqx6eB227m5Atvtp2A5MZZhmGpcAkFXRK1rdnPid5qblrF55MErMUMzlrebjSVs0K3XFqW0xQJMeCc5dtdw2HOXOaANXoBjifGWQDuzYICuiTDd1uLso6+0rzfj8QoE2Yhclre70dySrwow7YXaeu6MbzZdawqQ9M09Aupo7ZRSCQ+McyeS5CYz+Lktnyzrni6iEvLKqlS5qL4ZivcrtrJz/o8RvbDzGmKkn1spALZtAJwiFHC6VKMXK+lFGep3i5j4PF44RIVV43idBn4fAr0TvN/vB9A/Yp7XKVgCIUmz/hUsEusx9WyXI9FlGHPQ8BQ+M39llVb47SsAkTDm+mriE+wagRkHVJZqBKGrm+Yppmnc3qdBEufKbiT4+i5XTesG8l1TSkxFVhVirqrJJRsAZ5/+XvHCL0rzElQJ9/voK5rtC00FvaXmU8nj08DjdNoBXPMUnZVhtZk9nMGZNAyRxm8TYugQKooURA5k3i5FCojubRKBT4cJiqVZH+oy/JZGN5sZH1yuxayxGnO3K6qJaGOV0li6zSVKSgllYdBptgfXs5i9FCZQ9Lcac3btUSWfjoErFH0m26xxin2Y0Qhc5aLF3P7YfCgBMPqi9BNmsV3LNWL7KvP48yUYIXIScUML+XnxWc8mRAi2YlOedvXUkEZkY5WVjzAIOA4FwLPcyAtohndVMLXQtMVL6FuKvCHx4mb1mG14jRGcil0lUyJD3Pk+RK46qV/vm4tMVvKFh5VAaSCOC/VxKqp+O39Sm5dJQSHxllKCigjSqp1I57eD8eJMWTa2nG3rn7dpTJAbSR79t3KcBoD1QI+jzFRrJF4CCt4UaWUcG+VWNHAcvZyu+06of1dvPQYlTMcRy9/7ywxH7nIKbuuHd8taJnTHKmd7DePo8cZRWPk3+u9mNvve0dIiZ9fBu7XDZVRNHXFlVUMvuBVAS1qr9MYaOqa3zWWp8vMVd/SOM+qlWmwM4pfXjy6ZIypeLv+izH7L9ErmlgkpdBZR2MNn0/Tq7fz3VaiMXVJr23FsOTznnx5XZ0NPnEK8NVObohNJSuu4/lCURu+v3Z0teMy/U/DG51R1vLbTUVRmv2UuGotnVP069Wrf3ZKcLsSwURlpGdvnGWuMirLVN2qwsVLDu4v+5nH08zbTc3jxXMcE99dwYejuHTQSyi5UtxvWn5+9LyMmb/fGAKGtpL0gpAyz5fwuptWSvKKJV2xLBEkEh62HzPbRpGyWXjKcNM58SobQ/MlCqZtRHc+zq9Dtlwki2i7qMmOo2PXGIpSpLw4zsaA94mQFT5EIYykmadz4KuNYHKPc2TbVvzNmx3j7KWFc+Xf9eP+L/+Hv5ZfWkmZq5Fb8mVKVCrz8TDxYT8tt0/BWRneaC0DrMfjhf/Pn/fszxemaebnl5mXyyhUwpLxX+I1o0xdf3fXs1u1GCP2q9Mc+XgSC9ldZ1+ZzlMUc7ZS6rUE75zEQU4hvRIzmsW+VxDQOaglpW/i8TJT6cycFcdZiBBzVq8ZwCFJX2+tYQpJgObnWR6gSiDvWsv/jQVZIeXC4zlwuox8OE4oteT5RBErVJWTffSU2S46b601277m3Va4wJdx5uEiWJmpGN51Ba9qRh8ELN7WQhFRmmmRgE4hokvi+TTw894Tk6x4fJL5wLpvuVq1GCPBWHMUHfKnY+DxNHEcJv78NPJynqiMoQBPgwxx3m4cAcswR2FNL0HQT+dZXGPWCjv6EhkmUSEJj1kiZDqnmZLosLOSaqhrHLtOAsOHUAhRsnlLFi/vf/04MAzj63zAJ1nPOaM4DRPv9yPnOeFTWfpr+d9eRsH5Pl88nw4jhzEICTMGziGzrvWypivMMYPStG3D7aqmrS19U2G1ZgzwT++f+cfP46/7xk1Z1DBZS3901QqU7eut7Mq+wNJyySiW9YeCu3WDDwFnReP7buvIRTHMnvuNiDkSmttWvyqdKqOZS6atatZa9m/rxjEkAcrFUrjtKy7TvAyzimTU1pqfns9oZbhbC1CuFFFT9bVhmCUfta8ND0fP2gkBY9cYvt5IIFelyhI45rlWDp0T69YRMOiS8ZcJp+slJiWwqmo2zqIpfDqMXHeONytJr+9nzxxh01Z8d9VgjOE8CMytYuY8K5EsloTThcP5wo/7wHc7R28zN5uezjyRtKPHUy1uos4p+rYmocjBSxBZAO89WWneruTQm4LcwLWVabNgdiJ9tRgCaoGrxxipK8eblScrxd2q5qYX/3LO4p9dV4bt3YYQZAK+bmUFNfqIQbTmpzlxDkHKea1ZO3kOjnPmulHsRyU2OcS/HIu0JH1twEklc5w8OmfuOsXTmFh3gcuY2C9JD6eL4uNxprHq9fA8DKJ7Z92yaw2H1tFYhTaGq8YsGN8IKaCrmk1teb54mRq3lowMGQ3CAy9kNjVcrzasD5df9x4358z7/YQhE7Kis4rns8QrrlvHus4kZK2Qoqhe/unjCUNmjsKDejrPNE5htebjYeI0CUYkFphDpHUXbtYtMUb+6dPA2/VMyMI9ut+2XPeO90+J/ZjoXeHTwWMN3G2EDuGs5nCZuV9VnCbpryYfCVEyZ355POCz5nblGIO87D6NfNobbAm8TLKzfHsF5MDn/cR/fX/EKfiHr3cMc+CXl4kYA3Mo/OnhyLataNua1ir+9Hhm1zqOc+ThMEr57yx/Mkeu1pK+9/4Y+Hpbi5m/sRjg4Rw4nc9YV9E7+ONnz8NlxpE4+MTz4cQ/DYnvb0XH/OPzSEqZyzTzj58u/HC74u2m5scXz1WrmJLi5+cBSuF4yqz7sFQmmg8vF3ad7KNZLIof9zP3m8hhSgzzkaejk4ojZqyBkmFYVdytW/7twzP/+jzzw86RsDQLHK6xktB4mgufXi7i1sqwcgq1qvjzk+f5OPD5RaJaDoOn5Ey14GxeLp77Tc1x9Jw9/N19i1GF/TAxRoWfBg6juIy0MeSi+fnlQlcZno8D7w8zwyyKqOfTgDWW1ik+HjXWeE6D5/k80FeWVd8wjJ62slJ9zBNXq5bj4BlCInrPJSZ+uFnx4fS/TNgEfgUvLkriJJVWXC0xjU1MnBAJ49OouV/JTfzTS+QwfqHKW/IC/8658Pkc+c1Nx5urFe82NXORsKun48jjJdLVsqP8+7cKZ4Vm4GNh9JEfpwhKTu2sDH2dCLmQ0Kxby3XnJBxqytzYQusMKWnOM2xUoa5bbirBvNqY2I+BpnKsHETV8rs+8eI1p0l8u9uu5r98u5N0g7ZaDgzFeS4MPuGcIRXoKxlu3G0ym67iatnTJjTbxlC0UBjnUvFDJT3bePaSRFA0b1cZnzrerh1NXeFDBK3Ipuarbce6tVyy/Kzb1tGfJS1+iJqvNhV325ZQFNe95Ad1KTEEy8oWfjoIyN3WDdtaC0XE/mUAt7h40drgtIRJ77rC/baltoKo+eV54DAEQH6m//zW4OqWcQ4oraF4XqaAUXIohqy56oWJtZ9g24nQ5mS1fOa1XTCtBWMVm9qgTcOqq+japapoa4r2WGupXeaX0RDLl6FZxXGKFBSDz1Su4m4lCKRxjtSuxulE1gLhq5x7Dez2KdM5wxQqbtcVgw/8GBzr1rFbd8QYhNPsE/e7hlMAlP71Sh6d0fztuy3jHGiaBqth3Tpqq1l3LXqJrviSo+u04qvrFdZa9sczbdvirFiwdusVccHf1HkhGKwU1+uMXSDXqchH0tUV63pi1Un/F2PEOYGUxdZKtIaR1ZQyhl1f0ZjC7dVGoN3es21lMJPziaoSDtJVL9/FtqsZQl5YThVfd2Iy+HwcWNcWt2q5SjJYerfNnLuK7QJKm+eZT+fAbS+ZPeslMf5LX7ZtB/RSsjZNw21t8VEGc7VRrNpmEeU0rFpP3/d47xmcZdVUXK9bSsls+pbvbj22kqHZb99Z7jeCiP18iXy1a8XphOTHzvNE38gB8YOdWK1W8nMVxe/u5XO9LF7mwzDzzY3hqq/5+kZCoEOSuMovf47GSnD3urZ8faWYk5g69LZ9TWOY5kl69VW/7MLl3/NykM/c2plvrjuU0txsOvaXiRAkrTFlxb2T9uI0BVFMLdjXzmq6pqV1lrjsVsVoIHlKxgj15PE882Yr/9xVvRgPWllbKSXpib95u8VH0cTfb5d+u47crFu2q55h8uTs2HQNJQVW/YrRR8jp19vjxpT58+OJMRTuVwGPpdGZo4dtlznOmRBmukbS1f+4j9z2Fqfhf/xy4PdfiSxu8pHTtGdOSsorI+FRfS0omsfThf2YqE2hbysaDX98mvh6F9HL5LS1gSkEjlPhv3zn+LSfSWiuO8fzaeRlyvzfrFgNP50DwQdSjnx4GfntXUfXdShVuPiCGuVGN1YegJwtPnlOU+I0JdZ1RBtFHaUVuOpEQHAYZn5+GSEGfEwoBPT+cJxEDFISL4Onc4aM6HeHOSxBzZrn88xNFtXPfkwo4HdN4BQKdYlckpAGny6eWmX+9dlzvw5s+va1t/tpLxzgy5xe5ZmVSvzXh5lvdwI8mKKi9TPHaGWPrBVzEjfPYYj88nxh11c8XTzkSMiK42Vi8gn/PxFbUhJcT2XFhHBZGNJNZVE58mE/0tUVX2fFJWZqI8D6f/w48HdR2pvD6UJdSW/+cp7YD4E3m0wscouepsgYIjEVbtc1Kid+fh6p3Cj75JzZrVoOo7zcx0lJ3zsFLqPIXj+dPOTAOEdCsDS1oGh+eRn54baldo4/P4/crioqU3gag8D+45lf9gMly/bk8yXxd7eB//F5/nUPp/QCdLvpJG1g6xRDVNx1MjFsDORiJJxqLny7dTR1zfEycpr/YlF7QQZQpgTGaNnohNGQlkPtftPy9ZXY+MyyK363sa/B1NtOMmzGOUjqeCp8Onq+vW4XQFvFVZcZYiaGwjfbCufkJisFMFZYR6FQiue8PIC7xrCnoEvGmorf3gkK1XtPSJm87KOvO8fgM4cxUGKgKBnCjFkRi/R668byMirWVWSzWjyvWm4HqwpdXZFQNE5K179dN5wmIUw0KvJ5gEZ7/Jz55eFAiit0itS2QeXIzy+R75BIl3VViCkSszzEvji+2VmcEwC5IfPjS+Ru09BaoXXOCYEKzImUCyXLMOb9CaoykYv8Mwv6FULfO0tbQW31a5D57apCK837F4/Vivt1JTC+LCD2kjXvtg5rLbsG3u8Vay1+Z+8967ajXfzTndOvoo4pxCWbSjYTrVGcYuQySw6zWQK8W6t4OI2snWLwUv19f9NyGTV/ukw8nAp/29WsWomOmbKiVWC1sLfmRRClycxJ+Mp9I2Fvu6aQlOXbjf1141nzQvubk7CcYoHL6KnXLSUGjDbUqixJ8IGAAR+x1nLVVcSimOaEc5a7teXzRbNa3ESVKRymyBxH6rpmXcntdPYJZ6Bxf1kxnabAEMWelYqsdu43Qrf/8/PI6TJzvemoEbDcYUq4INEWm1YeooymsoVpymxaR2X0IhzJnObMlc2MURxCn88RozIGGOfIHx/PdMskVmuJ9jjMomIqYWYqllgUJQYuEXYlMyWLnyKbOvPxOPP9XcW7jdAXp0UCuh9mJj+wamvedvDxohgOF04+8g+NYq+k5BvmwPsnsdb1tjBGBT7RGiVoGeVBG6zKArCvLatGcdVansZMXTI5Jf71QSgWV73j4SQe4au68HAxGILk4y5yxsfzjAJWrWPyiVMo9IvsU5M4jV500gWOk4hSpsDr+mZKcLVq+eEmcglSjfy0j3x3pYlZYVXmYYjc94qXKYvQBsWmqSQposgKsl4iQtFiFJiCVEW1c/z2RqJoUk4cB1mbXXUKj7iBvrtZMQURwuiSOc1S1W1aJ4AHVVDGcdM7LkFQtAWFcdW/+1781b+4SsFXu375/0VCJvERhUtIKGQq+5srTVfL4vw8R3at4+1VT1tJqVZyYUpiFlh3DfEy8na35k2MvIyBzurlQyuva4uQCzEvfeEy2Pjyn+dRfKzWWr6+0jyZwv2m5uES2FWy140hsVs1pCy9dymFaZr4t8eRH24airUchpnGwBQK62a1mMUVd72ILs4+sq0lmX5aTOHjHOi3K1JOnC8zz0XzNzcarRJnZemd7Fi/ua6lD/RRbGXB89MFGiMDFV3EsB5T4XQ+cxwrKlXYdg272srnsRgYplQwCraNDMbaJUFhjNA54UOpIFPkm1XFpnX4mCXftwJtmmXoNLHrKkJ2kjPcVzydC72NjIjAvrZSJXw53LRWJGe5WcE5Qmf1IkSRlVdelFBtZQkZnI48D4Ufdg60DIkyomv/7rqiqyxZiVQyTh50yzfXljnUIrF1ZrFRJi5dhbFCqSAH5qDJKXHdybrLGMMwyHrw+XhhCIGdbmQd5kTOWpSmq2DwDlsyxorR//kiuu+cM89jpJTMu02LtVaq5F9zdtAcMyEEqkoEEDHDtpbF+OAjxmi2FXw4zhSl+b6tCOfAkfzqihLVEaLWKbK/fBkTtR0JRSiY5zniFsvel2yccRbd6KwEYjanIo6TxVUkFAZ5sR/PkbYKGCVKq8vk+XSY+ft3EGMGaxlmv0gMLUUbYorLpDEQs5AunFFYbfhwHlk3ThIYUqIU6GqhXjweCze9I2RLVVV0OnHyhc8nzzcby0ULSaN2BrPIMLeNZiiG3kQ8egHLCQ5mtW34549HVjoyF0sBziHx/vkiESva0JhMKFrE9NnwXW9Q2tHZyBztcivHpZcWqWGMicZpZltx1yVG5Pv7EmC9HyTLZz8E9ufIkmHNaU4skbaEXNAFjC48DDLMU22DK2khkCT2M3RFlHGNEqXaeZp4HgJWeY6jbCB+fDxxmiLnMfDmqmd/mfnl4Omb6lUwcxw96ZJorJVeWxtue2lfjqNnExKnSfKWFAqrC1VdY7JsC1SRd22MUFegUFz3AgrctpmXpU++BIEkxALnWcQvMUt17NTMP386gTa/Xq6yRl6EalEoTSEyhkKK85LiJgDpRktANCC4SxcZg4zhr3pxt/z5eaAxiqPPbCrpnVUqrGrJw6lQVE6mtJrMvxwHfnqB728kC6cykHLmZYRNK6ep0YZsLNtOpqnt4iFd1QatjYjm58Suk9O5qytqJ4KIH188m0qx7lo2ReSSMRVue8vDOdBUlq+vxMJYSuF63bI/XkhKWFSXpGhV4pScZP7UCqqW27YwL9K+guxMbV1z14lBoi0CB9hUEmvSOEPX1Kwbg7WGm77izaZj2xiOQXHVWVZtRdcGCaV2YraPMZKN47aXpMPDOLNepJmtVTx6RWcsJkd+PmSuWsN1Z8nKME3Tog6zfHdT01UarRRXq4bHs5chT5HetnIGn8piXTTsVOE4i0rtEpWYI5B8JGsMVit+uF9RL62I02Cqhm1rZUA3ZhpruN32VM5QVeIBzlk00WcP29awq504l1AYIwaU605mHlPInMdJ9vMVfD5DXzuUEjRR70Tzvb9MnKaZVIQJbchYW5FLxlrxQp+6GqNlnlNbEbE4+++LGv/qX1xrtOwInWZOim2nWefMw3lePlTDupaT8uPJY4rogb+56gRkXlUiVxuFa3zVS8hUzuIkslZWTrteYjuyUqwXukHf1qwa6U21FglhyFIqNwbeD5nrTuSNN+v2laUsdjix+oUse8M5JvISLgXiv71fVazamtqJBjvjKVbM2L97s6JfZJZaRaISQuOQNd/sarSrqLLnlAzXjWQpZQPvNpK9Y72Efs8hkVBct45UxJu9aipgpqsrrE0MSfPDXU9GBkCpKNq2pe8sXzdadqc+khECYafNq/b5qjMMXjJ1Vm3NrrEMQaqd328ESPB08axspHE1k7bsKsWPc6SvJJKkdga/l4fVGsu2LRynSK3ALrnExojJ/9pKTzvFwLd3a5y17PqGYfI8j+LZvvgkqY1Fcd3BeSlNhRNVuF9lKaHJ9F1LW8mab0iK203P1Ur6dB+X6JgiEZzjHHgcBQD/dtdwahxGFVCWe+1Z1Y7LNKO1qKxuFxxQSKK4U0px9JqbhSzqUwbjeLcpfAAMoharKss31yvIv+JSWWuFoXCcs0CjjbhaBLvpqSpYdQ21MxyGmf0gObJDyKI/bSVoSpWENXYx0StCYklTc0tUpsDI+gVodr9pebvrXh8AHWTgpbOctO9HxV1vqJxbbGKG0WfmJPrV0yQPkVKK21X1GmZ8mWYej5ICl3OmzgVTxAPbVItAIOZX3bLSXxxAijmLz5am42rVcLKGr2oZmsQYUWpapHiBnIsgXZfAt1LkBTJK9MWfjoFVk3m76+WGXAT5j6fEVVPx+3drfMy8jInfrM2rfLF3Wg6DnDBav352TbUYGXxGZVkvdXWFMQgkbjKY2XOz6XHO8VWM/OsUloSHhvtti1WS4SumhHnp9eTzsAoZTjWW3hmcFvnlvLCTM5qbbtGTL+RN5xwgc5HoLLVRrGtLXnJyL75ws6rRWnMcRML5xczhjEhQcxbBiFKSqfvWyZ8xJEl9bBb/M1RM08Sfo7h7NlYGWW3leLlMr4fA/eoL8mbGKUElPfnCtq1wWvBHtTOM3vOr9uNqJVM7yX7R+MlDU5Fz4fkS2bZiN3s6y5CnWiiKj6eJp9OA1fDhMKEpXK8bId5X0tvNC75GsmpF2J+z4jAI/mbyEvVxtWoFkI2ckhefuW0tRhtOk9xs+8skIV6New0aG+fInCSc7DDM3G1aHo4zo/e83TSMAe6NxE58+RVjlBfo7MlFcK9aa1KxWCUyzqfTTIyRc1Ao1dA18mLOUcKRV5VBWcN5nPjpZeabXYG6plsCnb/4mrUW3OzoZXrqg+cyR9ZeAsBbK1lFl9BADHzYj6+h1mOEm15e9lIKVMK4Linw8TRL/s6SRniOits68WFQKDUsvaSstUZvsM7SGPh8DoxB5hCnKfLVVsQqU4w4JXm+OWdezoExFkBg5fvLxLur9asLymp4PHm+vZGb7TAlausxRg6Hj2PkXkNB+FQxI0q5LKSVorSQOJ0QTjqrhRSZEmr5zEKS58ZqYZZdplnmCrpAlqymp4tEuzoNT6eBrMREAYXHi8dpOfRqK4aX93thNM9z4U8Pl1+3HzemzOw9lWnoDOy9jPpLyXRLcLI2hv0ws24cb9cNVVXR14E/PmTy8vtk+qnJFD4fBmondq05ydJ+8GI5c1rIB4/nmWH2OFdhVOE4RzonMZd7Lfa+rEXkXlLgMHrWjWPlxJu6qi1t5TiPE4/HgYjhuq9YNQZrKozRtAo+njzbUFBLFOPzEGmMTLZBBjWUxLZTr6wjReEwF9ZOTndnFPtBbocYI8+pEMPi6LGCtLFJWE27pQrom5oQAv/tw4lda3m7FiFCjBFy5P3zCUPhMAnJ4mWKGIQpte4qbl0GpXg+jeynxHdXsvJoTCGExMcpSDuw7RiGwOdJ8d3WCqx+ClBENjqGRLmMPGQt++lSc90ZDDLVP01RYmTmwGkxF9RVxU1rOEyRw3nk8RK46iaqXL0Gez1G+edXRrOulPCoKs15Eqnr0Rc2tWTVrhuBkqcsgWN9416NIsdRQAx1kJyhyogj66YXieTnw8B5mpm8QN7WjePxkqgrIz+7LuyHmYvP3Kzs/wkK8XIeGWOh1pmYJbN5HxMxBNQXtMr/4tdf/YsbUmZ/mRfljWBqQgg8XBK7SnEOmTdWc9NL4NV5jtik6OqKb6876qrGGks3z/y4n6hK5BQUP9z1rw+vUnLCXybhHzkNlVEErbjppLSZ5pmXM9xvGjYODl6zcjKE+bfHiegD7aalc5oQAu+PEz/c9AIZK5q3veYwy9qiszBlxa42rz14KopsNN83jqfzjFIsVkK/rDoEkeI6cQgJvjSy7mZKqeRWWPaNq9oyRrs4mCpu+oqLTxzOE2OIaC1Sw23X8G41Yozh/SlicuD5OOKM3IjrSjTfXVMJ3E0VlHV0VvHzIbJ2cWlTNFVVsSkzzlXcb8TiOPjIy2Xi43Fm3dagLauqsK4tL5eJpkrUTtqNt33F82DonZAVp6y4qu0iiEjMoyeEyGgstU0cZzlg132DU4mfnie08Xx91VFbw7aXaJnnwS8Y30hc+Gtvd72U2CEu4WPwMEScyvR9y01fC99ai8QyZ4XWlnUjUTchiZAChMTZVo6+Mpys5rq13GjDqm2wJorrSGvuNi1OC7BOqch5nPh8Dvz2xvL+FLhtE31Tyx6+WK76fx8W91fvx3VGkgGmLMt8pRSXkLnrLU1Ts1q0sM45Nk2FNRZHFGqDkZfo80keHmLEZ1hXChYf66Mg49nWMl11Wl6iECM/PU+MXuiRWRlWjYEsPl1dxLQ9Z81Xa/GdajJ/eh64TB6rRGb5MkbWlWJImlrJjfjp6LFFgOjzLNC3EMJiZxPD+mmKSxK9yP7O4/RaBcQMRpvF0hb55enIfpjZX2Y+H0Z+3kspXVsBcL+MMjG9WzdsGse6lp51nmc+nBJQuGnElP/5NNNZGaw1zlC5xfwwzXw+e6FAVhWbWpO17DJLljL7p/3EeZw4zcKxKkpoEKtOuFn7i6xonJGd66atqJwgUb/4g8dZ1E+dlYGXX2xvMvmu+HZXk4o4grTSNAaeJsWmMfz2fs22q3k4TegFP7taDPMJwf4cRs/+MnGZZnzM9E5aEUXmecxsa4OPMmSsdSEjE/wvfKrTLKb+Pz0NnIeJEgUTnIriPMz888cTp2Hi4TRRWb1A9jruN2Ic2DZGUEWHCYcMycI88XCJ2CIwdZUTp7n8uiWP1mje7XpGH3DOyQ2EmMzTgmOprUYhD3hj4Y/Pgbe9wXvPuVSQItUCJn88iZh9//HA/bblTefwMfL5HGmsPAB9I6uOXSfpCKuu5mqx/f3x84HJRzaVSN1WteFcKnQ5M0ZDowvOWe4b/brMN0Ux+MBxkuphmCJTo3kexbzwdteL2GIaeTzPvFtbUpbhmwIeTjMFuFowKaYEzrNEdQyTX5wn+jVjtnGWTyfPHIWuaIziMATu1g1nn8kxUcrExWdqAqPXfJ4lbSElgZ6dBjlEVrXh5SgC//Pg6d7qZe0l6y/vPf/2OPLdlaO3wk4+jSMGw11X07UdP7R5yYDNrJ1kFOecxW+r4dNp5jJ5VrXhX589N32UUK2FzTSEjCNzmTNPF8/LEHm7qYQQqQRZ27YNjbOMs/TilRJs0K61XHykdWLvHKeJeRZkzl1vROueJGGiMomzT5yn+VVc0tvMYchMIeKMoWSZcfQ2cxwm/uVh4P/x3ZbKaHxMjPPMYZDD4FkJL/q0aLXJItlUSrQCsIg8AtxZz8NZk4Kn7RtUmX/9ksfLNPM8yJql0kufeZn4dBjo6vrVjfNwSfz92zU/XDeEEPjpaeT7Gwl93jRis29ry7tNwy97oS+c5sQ4efoKCobPp8C312Z5KODhPHOaI/cbsZOdp0CrEz/vM1chC2kwRo5z4U2VKUZuM0klKHRWcZwKz2cvsRNas2oFZldS4jxLL1dC4N2uZ5omxgjH88jhrLnqnewWx5m9AqcC//bpxLqt2DaWlyGisrwUwzjzIWZWjYVcOMyBbVdxXRmellWQLhmfEiiFI3EO0JfCbW+ISWG0oGtSEqTsz88jl6T5Zm0YQ+Cn5wt3q8jjOfB2XbGfMzctPJ/lBds0DnLi56eJ8xT5jZU1zBwS21rmCuc5ohHQ+5gqLuPInz97fv/1jv/0TiAHn44jh0HgertGMybDrpUtgDGyD91fZk6j5zd3KzorZAyr4btdRdSOd5uaMRbm2ZOTgyKB0dermrslPWE/STA4WqoTH4UaWRnNaZp5OM64LzEzKtPVFcMSm+qUYG6GkDFaJJ0+FcbJ0zUVN1Za1PM047TmMgtwz2jDdWv5cJTeV+fA0TvmaeBllu9Pmf8/SKS/BIFmf3g5M/jC80UxTp6Lz9xvZGH9NCcqlXg8T6SYOE4JHwPKrHizkT7p6ewpSkowrRWpGL7d1fyyF03xrjZonTmO8XUo4cLM86Q4LOlzBsn6aazsSH9+GQD577U1nAdPjFIKtU695gv1jQjwr2zhMHgOU2C3bmW/WDL//eOFv7/vJNBaF6YIjUmM0VGpTNIVrVXMsbDpaza15vPJ44xGOcn5GZRwjC9ehkQly7/rNCU57IaZ54unlMLNSpxDjRUKg0+FyzBTVxWtLVR1w22nwTi+v6o5TomQlsMhF3wonCpNTPLQb3uLHWeGKC2KoRDKkjgYBDbX1iJzvGotD6eJVBTrOuOspavlRYxFgrhDymxqQ9s2ZCBGz5gKWXlaAx/HQl8ZcraLdjiSsky4H4fCtp55mQw6Jw5j4u1W8oMh8nz2nKdILop1rRiT4aYzoORnmxLMWYQrBslnijEyeOlnU4o8nwOrSvHVVcPFZ85TJBZYNw5tZEsxh8QYIqcxcrOqFlRSprPwOCRhQa8CoWh6q6GuuTGBYmp2zfTvvhN/9S9uKbJ2iFH2qDeV3BzbdkUp+XVoI2l6lq52jMbym16yet7uJPT45TKxasSCRoH7dSMTaVvRNzKRzUq+yEso3KwqYkxcInTOsO1kJxdj5OeD56bV1LWsVkKSquA4BU5j4Lp1VM7QLDfsFBI3TfW6E/YJirbcriyHKWMtrGspr3KRNISvb6Qs6+qKKcPfrIvA3cfArhE4WiySuXqa4xJ4Hfn+bs3kBcS20VpoiUmzaw1ThN+0DoWirmuhVYa0DFokXeG3dxVJGyozsu5abouhrhydsnwNvN11dLVMVIte2hGfue4s85IYf7MS4cvXG4cyDnWZiEWCrLTONPYvML9jkOCwm76SxMJac54k83c/w81aMaYvmF6RmRal+e7GkmKFOU4MITPNM74otl3D2w08DRm9IHj72nK1arjZ9GxbMQnMUV5ypUSeKWslz8Nx5rd3K1at5eIV277CadiuekIuEnI2WK57wegarVm1jvtNw8vZvQLxqkr28nPKrBrHVd8wRAljq6qK39wausqgneVuKyFqL2Nkjo7bTvO//xh/3aVyKUABs+xI5ygxFLtGPvRPJ8+qMXx/3cnyX4lEb3+ZeLpEvprDYrAHnKN3modLZJUTmQUqVjt0ybxMMoqvrJgVXsbI9xspzRKKrBTG1Xx7JZNipXg1LlxCJi2UgznLNPrsIxtnOc2JuOT1dhacM/ywbbn4RC4TjavZ9YKVMUrUM401nKJh21XslOLTacY4xcoU/vk5ctUW3m5bMsLdanKmbxtRbwXFyhWeBs/FGN7tGtEVO1E7zTHzTa/RleU6Ji6TX/hIjtYUjLWvAdAlZ44z3LSalMSBdJrFlXWzkhuvzDPPHq5rBUbzMsLaFT6cIqtG9tTX6w6lFB9ezuyX6TracNM7TpPotE9zom8U31z3AqCbxHCRkghW2kpSGvezhIU9XCJtbVnV4s/uKxG7jMFhzcTdbi20DAWnOZNPE1OQwdkXXndWhk6LRuC6l7Cy4xR4HoMkBHpJlN+uxNDgo/Tmt9uelCJDhE0tcs2E4uUS2K0MdSWmkrYSoL61ll4lxlQI4wxK5jSNs3Q28OMhUClJphRQv/l1l8paCaw7RmnsHZq3a6EUKBTfXYtyyGo4H09MURL2AK5b+X1h9oudSuFczf1acZgy21pK2XEOoGBtCz9fMjcOdn2DUqLeGYIMafq2lsjLWbywX1RDEiztqG1DyJJFW0phuETu1pIB9DLCt73oqn2K4vLxMu39cvIf50BI0vtZY1nVic+XwKqSFU/nNJNqebeaicrI6ssJlWKYDPcbOAd4sxYhR8wAiTlr+iKZPledrCRihpL+4j3uneVdp/lpP/FVoxYHkEyQV67w8RQ4XCZ2vUx1U86cxoCxhrfbDqvhz8+BdxsRE1TOgJEb5nHMdF7QuUZrvtnUqOue59NA39RMSRw/95t2idws/HzI3C4pAT4bapVpK5neV3aW3F8LVhWKtrRWpJr7KaGyDBuv1+mVBrlpLDebls/HAQMMEWKAu7Vl1TV475miZdME0BafMru+wSk4e/nnnMZA7Qz361a02ZeZRuXXtIjeJLZ9zVe7hozggr+57tn1/J8n1Uqm57JqMkRl+e2NPEefzv416O3f+/VX/+LmZfTvs0RDKCULfiE7FlA1207Abqkovt46TqGQvWfOilL+It6urfS6tbXsGjnN2yKywilksNLz1dZwHDz7wdNVf+EJ5ywxlORIKmJoKKXweJoYvehuGyMIGmMMX8GSdZrllDeO7CexBQ5RRPMhc5w8tTVUbYW15TWM+7AEZX+Bun++BJoS+OWYeLfRGCsp8yEE/u1x4KYzdLUjZ/h09lx1lnXXsGkdhynRqsR+Ktyt5WY+jp7PJ09rF+VVSKiSOc2R59NIY8A6B8aiCBQUXSUlYs4S17J2eiFhyPfljCKhX2H01lq+3Yn6bZw9ueRXZM+PTyNaa0yBzychWSgijbPctLISO0yZ+xaCEsveeZjYz4mNU0zA+2PgpitUlWVdS4rEMHk0E5+PI8boJZJEv+oZslJ8tZWguIywkj+eZloVeX9KvFk7Vk1NjJGHIeGIHCf9qrLTWvTQIUv+VEaj4sg/Pnpanbj0NY1TS3RrJiv5jiS0PLGtYRhHXkb46lpRG5l4/+lp4LrRyyox8KuWPBqtuF63VJVMAV8uI88XEQfEAtqLfU1pkTEWbWlN5Gws216xaR2Tj5L9o+R2nWOWHaXK7MfMuna82Yovco5yC87LhHFdlyX0GA6jEANDLny1lT4uJRn8tPYv3GStRTFkrUWVxMNJXtbbpZ/adfWrMicpTSny79p2NavWvO6qWyNG8LBA0K8ay3Es3PSGTd+w64WHtZ8i324d83K4PM2RGDN9twjrfZa9pzZQZD/8+exZWWiMaIovoxfzv87YRk77KSredIq3VytZRZWLaJIX7W5KMmDZj55dW7GpNGMo9E5iVi5T4GVM3PQyH3CNaIlzzswF2sX3bIzhafA0Wj7TWYTkaK1422uepsKuKbRL6sC2kt/X58LXC/cr58J+SjiXXqNAjDFctRafhCElSQ1LNtPgmdFsnSJjuO8zPhnui1AYc8mMsbCpFFOuqBezQ1PJK9NUorILqWCVhFr/x7cS16mUHF6NLnw4Tqwt/HyQpPrOaV4uI58vmTdry+2q4TInut5xP07CqsqS0/SrljwCHOZMp4Vx1FjD39xa0JZxccDYZa84zoHT5Cm5sGkcm0rxPEiSXmMVb7btshQXDetxjMSUKMVizEK8X/pVKU8LaPsKYtvWhpwSlykwxIJPE88XWRvlkmidY4oJSK8vMCjJTDV6eQFFNvg0BGqrFqmhUDcOo+xd52hROTNkOWh8kiDvr696nJEQMR/lxpyCRJK0TnSwGfmz90563y/xkNbIS7xunDz8y2rm5Au7TmGdGBY+nz1DgDe7nrve8vMxYcyJ0yxGjf1lkirCKjJaJKW1pas0nw6R9SI5TClRtOHrXpC0wBLqLKV6pWBVSw95v62pdeHTyXPdyWFWGQXLXKFzYvjPKtGajMfQLv1gSIWXIfDVrpPD2GpGDzFLut+cNRXyEq46xe1KbtrznLjrJRYFpGKYfKRf6BepKDZWkauK69osPuKAjyNzytxvWqkWclwOR4k26WqBsjdWcLWNTuKoqgwKOUzQjr+7t/hieLoEjuPMXWf5dI7crRTBVXy1/ZVHkCgl7pI/Pgeum0gsirMv3PQymp98xGr50GW9IAOsyzTz037mP7xdcfPtFec5Yii8jBGrvIR0Lafol7+/qYQxpVPCGE2lqtcBxWHwvN3UQnpQkvhnraWrxYny49PpdZA0hfjqGLIaPqXCTWPEAVRkMrmOkZfzyMsgw6KVhefLxOck6FNjFJ01r6FTU5DcnZihNRJ74ZOsWWor3s/zOHNIhutGBj2NyxyLQmnFN1eCrAFeozy3Xf3KcfJTxC078q62AiBXllWVGH3kPGVY9sU3HbyMkW2tcdbRa3nQ+f9R92cht+9pnif0+U3/cU3vuIczRmREZGVmdXVnF9UI3ggKeqc3ijcO0NAgggpedOt9Q181iBdCgaANirYoqGArKogIbbXaVNFVWTlEZsQ5Z++zh3da03/8TV48//1Glp0ZKZ1KxlkQRMQ6Z+93vWut3/A8z/f7+aolPjPKdXhbwtOoeTxN/OhGhC0xKzba8/EgGULrRq6Tc9ZoIlOMtJVdyoOJIcDKKqYsI6b9KFbKmBU5gdOSNp9S5N3Rs1kokj4KDG9XT9ydPZsqcrAGHyXJwSoZ600+yGaW0rJhaO4Hz6YWPfqhn/FBkizWlZgqjlPk0E/SUBsDr7YVOifuTz2VrnicLKtCauRhjgwBdqWcxheNe06ZTNPErpWkiIhmXRpeXazQRvP2KfHrrsq/8ZJHv3TZfnRZcXux4cW2oS30MzL1sRt4OHTcnydKk1k11a9yX4yc1pLxaunmSPQzf3Y/8N39AbKkC4Qs12CjJJnuclXTViWNFSnlqpTF/d2TSPrkixyev/STF4lajEtYtnMYpGacfFw618XyQXsezwN3J5G5acSu+PYwobThp9cVm7Ze0J6WvBAP20JwLfM08Gf3g4Dagsgmu2HGe88Y4MutXA0fz4JTuWoLNpWc0EqJvnf0gbf7gYfTwGkKC45UrpxhIYS8O86M4yjdeOP48rKiqRxXTSHa5eh57D3BT/zpw8Cx68VgkMQVZZXosTelZVuLL/fQTUzTJOqnbmKcA5eN8LhuW8emtmTtxBe9KKsaHXma1aIfF8eR5BcBCvZjxCrpCreF8LrmkHi1lXgPpR3FwiqrrWjOf3F35v2hZ55mCvWrzOCrZiFhaEEV+QQ+BN4+yef1yat8WcvUIS2xM98/nrg7DLw/DLx97FFR6J85Z3qfWbnMybOgghK9zzgi3z2JpFZrtTTH8jOw7pMW+i97/MafuHbxrZ7myCoL3X1Y7HZikPdUzlHqxLvDwOdGeLuF0dysS9rSch7lmhdTpG0bbtaRbw+BEAMP50Rl5AP65X3Hi00JSjTJ3z6NvFgFdpsVry4kzOo0eubJM/uZxyRBYVkZvroQlU7WsuO/P0szQilZtM5IJ9uovERoOhn2L5mszeBJKXI/JK5UYAois5vC4v0ki3nhacKqDFkEIAZBn4yz4G+eSk03L1C1uJi1gY/HgZebxCEoLmr3nGaolhT3Y3I4/HLd1jg8TyfPGOGnr6WT/H4/UtpPQg5PUyhGV3NdazoPh04MG2NUbCsLRma0hymhSbw/9GyaisZJ9m43RYbZc7g/8HCaaKuCz7aK+14C3VQOBOX46lLGMN8fBuqFgtIkSS+U+BPRRJfW8vap5zh4tpXkJVUmE4HoE3dHOeWbQjPMiffjTBc0r9YzY2IxF8hYr5vjIo4pudKaVWmZk5YsZh9YldIdfrkp+HDyXG+EsPHxPLMf4W9fGbS1WO0ZAgIfLKRccUbKjKYQTUHrNA9dxKnI3WlimAMfFmHPX7ou/v+77P76D6Vkh9UkCVHyXkDfTjqoTenYtRXjHNiPg0R/+MB+mOjHma8LJ+ltpwGU4nqlidnw9ZV0hd8ferosDYacIw9n0anGrEUT7A2t9+RsSUn8oDFEgrbc1PZ5RHBeSH/OiIpLk0SfagybQlCy60LxdA58+zBQmExTib3vqiloSks/SWMnZ7ke5yzUh8YqDkOgMIp1XYieePZMMbFtCoxKhCT0/7pwGDz7XLBdRB3eix3u3VHmyL5oheLhLMduoJsTKwcPUyKmxBQkplOliHFOWMVKqIggHLBtpWmrgqKwbJuSyxgxRC5X9bM5oioEpvdyAx8eDrw7emqT6agkEHtTEtGc+x6nEp9tC+ZsaAs4+oneZ3athJg/dj2101RWY7Swkw/D9Ezh8DFTOcXrXc261BzGwOw9T+eI1YrrtmAMcgPa1AW7lZRVn8DqxyVvWGlNbeRgsEowSNtK88EnLiorqXxj4DxO7JoSpwXHM8xyS7hpHcZqjnPGBdlk55i5XMnMvVycZwAXtSCTais69BwdKUVUgt7/wE/ckMTC9qlxtJ/l6rut5cq270QTi5Jf3hiDsRlD5uE083IXSClznkQd9W3OHMfI3/niQnCpRuG9DNIBCpvwybAqFA+o55PJx8zoJX2t94mVEafP0xh47Zb4S+Q1niMYpZiyYaMzb44z2yLwYfL4kNiWmS6IOdumxIezYluKImieZx47RYhSW4aUSVFOm9fbmnUJD73mNMm1vJ9m8X+aX3W5D1Mk+MDgDDZEpqz5bCfIno+dJ5/OPAyZl63m+4NnmI+kLNLHlBKXrWNbF9yuHCcvzbT9eeTD2fP5RSBnyxAzeU6smDkpzeQ9H44TIDeAOUTWdUE7SZrfhy7x9c7SBU2cZBPVSrOuEt8/9ZwHaeY1Tc2uNJymjDWCnJlDYk4Zo7REgORZYjx9xCqFj9IneDwP1GXJOElMSM6ZEOWze/vUM3jQSkQRIF3oYvJ4JZZFrTUVke/6yGVrJVkwBB5OsGkLHjr5OWuX+XCKdP2Jj0Pkx5cl/Zz45f2RFCPX65bfKgsOS/D5OPtlRq24O40cukmgcosw6ukc2JSah9NEP0c+v6zZNQVybP3Fj9/4hWsWO9W+k3T4F9uGHD2nOTHMkj5wtThiZiXYj8JqdE58PAysSsthjPzWizUsQntjZplZLkSJkDWXraEt5RQ+jjMpKWLWC4HCsK4dbvKMHlaFRGN8PHuuas2cDZfNJ+ml4dXWURSFwNCVYT2fqJyh84m20pxn+HxTslkQOzHKzLOpJOPoxUY4R2IKl7ptVTvWheHNQSI6b9eC6/n+MHBZB6qqFiictZJer4XiYK1hZfRz4sAtkJTmWk20bcuPriW5PSKbx/eHkcpCipExOlIQ4XxdOW5qA8ZRZNjWJSCCh1dFxBrNprLsmhJjpGFYOKlXuznzcmNZ15VgaxeTu6T1lVy1BUbJqOaqkViV27WnLhxz1hTAZ7uGlITwEULgeiP//zyMhKxoXUIpx2e7iuOgiSkRE7RVwW2hOU/CoerHCael/i515GHIvGgTJ58pkmQSNYXhdrOMaQpRwu3qgrYueegmXI7cbMS3fR0i1hVcrTOryuJ9ACVy2CJntoXijz9MfNj3vLxoKZe0+w9nzzRJPEqMgaQ0ry8aYops2warzvyg57g+irtjmAP33cRFFXlzmNmUiqQMF419Fih8Ch4+z1GoFGPk6TwStKVF0YeED4JcfX+aKJfdt3Wa4wynyRN85LH3DJVZ8lWhMoI0OY+efpZIiikIZrUqK0IIfOzEXmcUAjCrPB/7wFWpeHvwvNwaGivEzbEPbBeOll5SBZ+Gia+vGl6uF0NEJ68z58zdaSbGQFs6HIn7IVPue6rKEnxgPymubeAUYF3J9Tpkw64tn8uMb5/GxRYIbQGnLBvCGKAqZDNCC4kyhJkPp0nAa0nqR6sNE3bRbytANNXtQrW0OhOVoZ9m5Cfq5yBwHyPDnBjjyO1arox1nHk/Ki5SYtU22KLAObvM6ifeHz3XTeZqI5C2x9njs0LnyHmGV0ZxmMQzXTuNWub05ynw2Ens6rqyNIXFLzLF0mr+6UNPDJGvXmzZNRVNmeQzduJsyovGNqFJSTrraye+6u26ZVsG/vDDyLaEkCS9r9KKx24mxEznwRnpsZynwDRL+XR3HJmikB0vVzVfXhj+8duZ4xDY957LVhPJHMdMTh3/6N3wa9fFb/zCVQoSMrqoC0MELlsnActI42rfTzz1gVcrw0OQFPbKOa4aOUluGkvA0rjA913ialVwbTOnoKRuqgrqMnIaYQ6Zy1VBW7pn4HlKyzC+/tVI4DQFygW1mpIkEwgHeUGyRBFQKOP4+kY2h/s+srWar69ajDGL+khTJDl1HzsRqGutebkuFu+mYuUj45worWG3aVlVMksNSeaSF2tNDIHzNDIFzeTFDjf6SDdJGXHZCIurnxP1J2B7luT01gkho7BLjW0Lrtc1n11v8FlIHH1IfH5R8fn1hnEOvD/OxEnAfNporFZ8uXW8OwcqI9f4nDM+y0a2rYTu39YlZQi8OwRuViK4v96IIT4reb+vrKVxcN+JAWJeEDcXbcmulZCsrGQa8Oqilq55TFgr9baA+/xzZ/5D37MqDc452sLirQgzzgsN8qZ1z1C6fhLiSGE11CXWwEMHPkjgd1COry9LtCkoTWY/Btal4e40UGrJceq9HCJF1BwGeH1RY43BJ7hoK9paoNGXq5GLtlhqecscoSkTry5WJGX4QV+VndEL3VFIgg/niUqLzPB6XRGSiCVqA1NW1CZxHgKlypzHgD2LcX7thAZZO8UwDNii4sVqUWOdO45jwCrR1iYl7fjHcWJdOowrWRcKYzSPx55unKgKS7lkwdwdTpKRGmvOU+TlpqRyxXN6nFqaXgWRp7N0kUcv18RCSfzI7IWkUBrB7xynGYWgYi1Se44+kLzn7iRzyZQSH0PFxoof2HvPy03BECQyxM8zzaKbLqygVUsjHKVh9hRK7GhXTSSmxPF4ZkoSulwYCRg7TxGtFLu25NyPfDzIeOyyAowQMKxKvNsLFqdUCWud5BnHzIuVzG4nH2mNxJaOsyf6CecEHTSOEx8mYV1vm1JS9ozFpY5Dn7hoHIOR8kdENp5LI3ErtZHR4JwSF6uafpxl5HY8o63jC4NQQ6LhYlWzrqXBdH8aGX1imiyXa/FahxAIyG3i1A2Cow0Rlz2b2vHmqeO2dcSkqVxiCBLwfUqWYRg5JVi5TOcV3z+cuFhVkjXcJxqryK5kmiZxRuUojSilWJWaGBPHbnymtui/YlD7G79wJx/5d//0jk3peLmr6SZJVTvPgbtDRz8l6tIK5V/JFeU/eHtkV0qA149u1xy6nn94P9LoyKpyPAyBz7cV/bxifx45DpIYN8wil1vVBbWGu26mqUu+vqiZcaTg+Xjs2fcjq9LR1g0XldAJ5yCOlX0feDhNXK8sY1CsKsPHw8DDeXzmWxmdCdnw5a7iOCtWNnLw8rv2cxIqwhzEfICmdJqcYRhmjmPg1PU8liWDj7xse/7hk2dbiHB+mBOlgacp8eGw7OhzwgfJOjKuwKnI43nmPYpzP3BfGLqu4x+/P1NpeL1tuDt29GPPcZaN5PXG8Q/fPPFbXU8fNSnD612NtgUZ6VYPw8w+QX93FoG+UTR1TaEzH/cdhynxxUWFUopvHjpyeGLd1pAzOYz8YR8ZfOSzyxUxeH5533HRFlytGi5bx8cnSXPoxsg372d+8XCmdpqLpqQsS2lIDgmXJr556NlWhmGK+HkWVtbjkV9+PJMW1mKlxaBw7HruusDsI7cbYXp9UDO7WvH9Q8e708jnm5L9GPgjpSisYbeq2BSKj+fMRQ2HKeKnmW+GmdLAfpi56UYeu4m7Q4exjt97teIXPbT6iTFr+nEixcTTeeTYTzz1M4XVvH86cxzTr7X1qV/Do/qNePwLv//7+X/xv/3fPzOWHnrPbsHCSHhVZFcZ3h0n3u9HfnLbMIbEVeP45ePAV1cr+pCoCLw7R7aVJqWMMksgtZfusF7yTs9TpLZSW4esaRwEZblpxGAdohD0Pymo3p9mHIGIYVsJotQZcTRNIfHFZctp9JIJO8zPWl1jDE3hOI8Tc9asrLhYvnvsKaQ3JZ7UPnK1XsKtS8PD/szRw8+uq8XWVjBMnp+92tJPHmst7w4D142lLH6lDT6OQi9cV05qr2lGacWHfc/1quQwRWot2a2FVvyTt09UznBRO8qqwqjEm4eOF9uGOQqG9eZyR1uIGcCqzF0XuanhzX7m1bZkP0Z+dN3y2M+cuok5ZV5ftNSF4/F45qGP/OSm4Th6vn3yXNXQlI51U9JPgfdPHV9f1XwcYFdpQtbcbiTb99BP3B16mZUbS+kM61qMAaNPDLMXX6xZCI9WrurjJLrqmBKPfSAGjysKagM+gyVznDO3rWXGMI4yV325q/l4Egh/DJGstASUOcWmqTBKJhl/+PYJoxWbtmLTlDLRGGechqvtmvM4YY30T74/TlyUmj+7O9OWFj/1NE1DaTU//9jxn/67P/v3c05/9y9aF3/liauU+gL4t4CXSKj63885//eUUpfA/xz4Gvgl8F/IOT8tf+a/A/zLQAT+Gznn/8Py/N8F/kdADfzvgP9m/it2DqUUt9sVIYMho/PIfsysqpKrVSlz25h5va0ojGLTNphxYoxSW2mtqZxmVVa8NjL3qwtZ8HedKHfWjURldsPEus58OPQkZfniQsiET93IcZamT+GcNITGyO2mZlMlyBKK3c0ijrfKoDXPcSQyY7RE5VjZzHHW3KwqBp9xxnJRSefboXh90bIqLcdhZgoRVwReXGzYtkHqaTQbP6GKmlX2XLWOKdUYYzj4wOeNpS4LfIZ6cbHUVnG5qsQsYRSMAa8MN7VlP4i8c1Mbdk3J46ln05TcbiduViVFIVfj7/YjP3u142rTcB5Gvt17LmqLtgX93FMWllvtiUmhtaewC6dqCpyGCMZx1UqdOXlJT6ht5BwkueH3Xlqillo1ZrEVog24iteFdNjtkp4g/mxD5aSjvy7E2/oJZj5FuFlXgq2JmcYhJy6ZlGRkOCXFrlGABItVleCO7ruJVQlt21KnJAYCI9LOTaOodOZhzNw0WgLSrSFn+ez7YeQ0Zy5bCRozWiJpzpPkNJ26gbIS1FJVFWymQNaiKS914p/cz3y5zXz96praDWDsXys7KAD/7Zzzv6+UWgP/L6XU/xH4rwL/55zzv6GU+teAfw34V5VSvwv8F4HfA14D/yel1M9yzhH4HwD/CvB/Xxbufwb4d37dD49J0ua2rdD7DqPM2C4akfE9nnu6KaO0LGwJdg4YnVlZGYGM48QfP52pnSywbdNSGAlwlo4oS5bPwOfbEmMtV6UM0VsXF5KkvB6nFR86T4hejNhJZG/jHFBas1l4yqU1z3BulhbDdWPYD4EUZkKqIAXePvVcrgpGH9lnxWXr6GapCVelBRTei7xwV0tW0r2XWwHYBRYvJEcdZzArXq7FPjb6QDeMfJgzF43j5U5znsR26BabYaNPJCXXWU3iw9lT6syhDxQaprPnalWQgucYFVMaCDFyUyu6oGhUBCXvy4hkJjmrOc3wk9uGwhVoPbJrq+eG1XEQwP2EQaXEYzdzFzMv1ontumWOidJG1rWMk8ICPBwmT71s5rLIBCjw9smjleKnr3ZiQi8ST32gsIpV6Xg4dbRB2NXigc5LfA08nUe0K/hRXZKM9Eo+IXOnBMcxcOxnyBmlDV02XDeZqBylFqPDOAcqC3dzYuUyt5uaCEwxobS83/PY8/ag+dJK7tK+G3l/nPnqsuZqVQjppTqynwX8Pk7+1y7Kv3Lh5pzfAe+W/31SSv1T4DPgPwv8J5Z/7X8M/F+Af3V5/n+Wc56AXyilfg78S0qpXwKbnPO/i7z5/xbwn/urFq7Vgi6pg7TrrRIdb++TJOglw1dXQqn47rHjOCUuWkcMkT+969ms5A0wWuZn359FY/zQiWH52gT2XeI0ebaVWcwBsptO40Q3KELKXLbiqtm1BVcrz2kS3WwfRDGjjYx70vLlfOpGPh5n2iJTOUc/erTR5BD4cJxoq0mMDIVc5+pCOo2f7HKHQZIMppj5+Z3HZE/OLRe1zKnnpFkVSmB2Q2ZVwNOQeekn7gfxqx6HQB8Ul4u39bGf2VSCnRlCxoeeP7qf+dk1nHPBFES7OyZNaUSuSQpMXvTYyjguTeL9KBbBjZbdLCwpfofe024NegkbWzc1k48c54zWUp+r5TOdY1463DL/fDx0PE6O650iZ8WoDCCuKZ8kZHo/JlDhOWu4LQzOGiY/YrRZokNgiJIltW0rLi28P0a+2M1UVQXAFDJzyPggcsRXrei0D/3Ex8PE6wvDYyeI3U3tnmM/heop0se1hafeS2/EB2LS+GnkfsxcTjO2rGnsMhILgW/2kVdbw7qpn+NejmMQOISzTJPHFRUrJwkbH/oIccmP+Y+ycP/8Qyn1NfD7wD8AXiyLmpzzO6XU7fKvfYacqJ8eb5bn/PK//z+f/4t+zr+CnMx88cWXrGwWSgUSmTnOQnx0bcVFli/GqpArzbpQZGWxlWN9HIQfPIvYvigKbmoJKr5Zy9WoWWxuVsnz+yGgUsAoYfHuKrnKtHVJN0zPxIr1wt+tDISo2BrFlBUro3BGsa4r1g7enQV52pTyBRiVpl0aaZumRCXBmTgtH/Jp8lRavtyVM1yvJP/nYbSsbAIM69KwqQxZGRo7oZyk7F02k8Sq5EQ3BnKGr3YFaIsynovaoRR0k7zutm75nReetmkolHSBUyppnVwRfBBSR+M0qIKVzUTteLUSMNp5OWluW5kPh0PPvPijnRaxS1MVfJbjc7Zxu1wVnZZwZ60U4zRR1A0vKjlVh5BpdMQ7zWXjnvOePjGdi8U2WBhRtqWUUFqAbsoIOG9bycaGtrzeiG75Zl1xclJfAjz2inWVWDfSVd6UmrEVjFBcFFcpqWcjxGnwnMeAMwpdSBDdeUisS8swjpznxG9dVtS15OOmBSjQlI6f3GReXGzQWjr+KUa2hfxeLkdMablaV+wax7qt+Xrr/n/DnFJKrYD/JfDfyjkff006wl/0D/Kvef4//GTOfx/4+wB/51/4/fzt44AzmqoQx89DFxi8jCmUMSiyzExT5E8+CsVwWyr2vURpPPaZy0Zzd5o4dCPGWK4bw30XKJzm5aYSwUEh2M93x8B1G4gpcThngaV1I28eRzaVZt9HXu8KuiAEx2mW62JhNQdrMWZmV2lOs8IR+HgKmNOIdY6URBf987ue2ylwGCJNIaRKrxT96HlcXEUpJf7so4RrbYrMn/SRlDMKqApHrQN3Q+ZyVVJbyZ196BJrF/j24FHRUxcF25WESr8JPad+pi40CcV1kFrTjCPfnLx4aFOic5p3e/EwxyQYn6fzyJ9NmZtmZE6KlAWo11nLg7asbObDvuepm7msDR2WyJGVM/ziviPGSELzt17LWO/jOWBzYI6J/Zj5ap35f3wXqV3HdeN4d57RwLvHM1lZUozCjd5UhCzUTcMSg3LscFrzi2R4vXUchsShH3i5DZRu5MPJ046J0lo+HHpByBhDXSiistRu4ucfTtSFY1Uo3j6eePMohoYUIycPt+sCrUSKGhNsVxWWxJunmRdrzTcPPf3keX3R0o0z96cJqxUKYWYdhkg/7xkCED1jFJ90azLfnyNfrg3noOjnyPunnl88DqDNX2/hKqUcsmj/Jznn/9Xy9Ael1KvltH0FfFyefwN88ef++OfA98vzn/8Fz//ahzOaH9+ul0Q0eOxmPt9JswB4JhI8djPGGL6+Khm93DC+vNJcb1ou1xGURaeZ63oxmDvH5UZ21U0t8SXlEiexqSessXz/dObVRUO9iCKasqBxio+nkVVV8HldLLty4jh6NtWvEvecc2y9J1FTF2eylqH/ECRFb5gk7mRXi3D/PAUuVmIHFJ+tdJlfxkhhNW8fjnx2vWLlNLOXsOa7XnO7Urzalbw7R0qX+emVdLH/TivOnyEIcaMu5eT66AZqA0NkCTObRN9txDt8HDyNU6zvDdebisMQuV3JKZDnHm2LRfsdFgulYVNLZ/tmU3HTWpIpKIiYQhLoLlrH5xdb5pDYrBqMMbxajbw7el7sGm7DjM+Gf+nLTNu2xKy4HkYsWaSYTcnDsaMoS9pSLIWtUwyLQu7kCnaN5afrkt16hfeed/uCspD3sy3ldrJtCg6DBHMVhWPT1vLP65LrTeDFyvHx7DFa8aOriotV/exCqyrpZr97OpNzFnB+3VCXE9umxBUFBYG6qplCZAfPrrBP6YYJzbEbSKrhx41ErbjCsb4/kJVipTWlAWsdc8x/vauykqP1fwj805zzv/nn/tH/BvivAP/G8t//6z/3/P9UKfVvIs2pnwL/Xs45KqVOSqn/GHLV/i8D//2/6ufnLEQKSTcT0fbHYaauHCkrytKxXfyyQ5Z68zwnJh8wCrpxoq5qUpz5B798YpxmvrxsWa8aVoUmonkaPArwCcZu5KkPVKrnm8eZbe0YlCUTsErx9ujpBkleV0qAcc0SY9H5xN25k9rNKjCW25UEXV02itOc8UGcPadBZHl1WTBNE+c5Y7Qky9VWUtWtmYlZo+PEP/jlgf/Ub1vOs+WP33fcrku+2moeRs3bw8zKweOsOPcj/+R9j8uBVVvTlhI+tR8jl21BYRQnL42ocZY4lXaZP80K7o+ihf7+NHPVFjwNM//4Xc/LlebPHmecHrhZ1/KFKy1Tls7xh/3AvpvoxkhpR6ZkebmJFEXBeZTArOOcGWLPqjC82U88nAZqq/nuqefxPLAuS/7WZ5p1K7C1d8cOpWXxvT0lvjSBU0r88mHipoHBy4Z3s3JMSXHfR05zR0iBfkpsqsy7o2eaZ0on5JPZRx5PE6+vhHN830dClkzbIWSUFuve05R46I4cxkBtNa8vE6tSRoI5BN4fRi5WSybuLM3Jd+cZxUBTyXXbhMiHw8QUIpfrhtoAxmFz4punGWcUX187AgY/exSRhwA/vrZYa0S8/R914QL/ceC/BPwHSql/uDz3310W7L+tlPqXgW+B/7wstPxPlFL/NvAHSEf6v750lAH+a/xqHPTv8Fc0pgAymcvGMTlJSbuoLX/QB66d5ma3el48EpHZ8zBmCg11ZXjoZt4fZ35nVWOrht//Qk7Gy3ZpUiwYVaUUc5ATvBsntlVijgU/unZs2oa2lrFTXTo29UyMJe9P8xK+lenmjCFx0dYURvHllZzExdLUOI3+2Xp4zpLZc72unoX93zxGPt9J+NWFUqzqSiJXtFpSGgy/9yqx2WzIOfNbtwlLpkuGzy+00PC1ppgGzsHys9uGrASShhYtdz/N+Jgw2vByI82Xwmq2peBp5yh1776U+fZPbjxfvNhSNROvL1eURcnlphfAu5basqoqVloaak4rrNEQPVW11H9ekKlNVXCxqrhUklWsteZ2U6BV5mbbsm4qNAKpWzUlF6ualfecp8Bnm4IhGX73hYzTMpmf3WqUseTgOU2CbJUbkzSoDoNHMTNnzRcXFfdn6VesK4falJwXldacDbuKBd8rgp2X6wKfa16oyBAyr4OXLCIlDb2vLhuZIJiRppBQbYHCCU9qPwRKnZZoHIPSmsLCppCNe1OJLHO3aOpDlp7Ipm7QSLzJJxP+r3v8f9NV/r/xF9enAP/Jv+TP/OvAv/4XPP//BP72X/Uz/9k/Ax8PvXTfjILCcVFJyHHRT6JvXV6dtZbPK/kA5phYVzznp3Y+/yqZbwoLklTz8SjIG6dllDFGceSUpaVUadHwenqfmeaOuy7gkGyb0QuCJMeZN0fxvPosKNXeS+asyrOcrqkTtE4Bb86BVxcrjDH0k6d0lnZhRo9RcWEUfcrsfaJU0oXerISX5WPGzzN9NrSlpnAFcw4UJA5a3qNqgcTfd56myItDJ1HFiazlSjz6yLunM+/3IzdrganbReS/Kg1RWR5OM+cZMXHkzNPguVzVnPqRKSqukRl1yhLM3Fh4DIYKKIsCdAStaYvEoZtIZPa9NLQ+BYvPUUQfRmkG79mk9Mx8qgxoV6LGiS5pKi0Rm1MGq+DjIJ7b0S9NL6Vp64ILLRgYgcc5to0o6g5j5DQl1gU8jpmXxcycFXUJ91Pg4dgzhYZN4RmVSFWHOXF/Dig1UReRzkiyY1sVlFoabqcJpmlmjkK2+HDKVFVgVVdctwX7fuKuCxiVsYXlNHrGkESHv2CSLmrLu8PIqtDP2cU/6ET6nPMC9lL4JOLxqB3bQvTLn5IEDv2ED4HRWHJOUrd68bN2Xq6uczDUTi1+TEGhdH7mxco9p4xfN4aP58jLlbyRIcz4DDeN5b6HEs9dn1kVE8oU3KwNc255TYfSlorEYUpcLnPmj0dP8+nDyImElSbWMEvo8yBXveMwE9CUKtLNUaj+tQguLleZq7aQTKHTiT/8OPDjywqtxTNqleI4SVd8W0vyQeM05Sie1ZAVOcwco6NQHq0klnQKkV0r+J22sbzalBwHOalutyXXjYPesx8jOQy8fZq5bR1nr9iUil1bcRxmHs8jhszjmPlsK9rk0+SprGiZ98HzoZ8onKjLsjasVELpUk5rJTP4kJCOqxIT/74P3G5kZBLnme+7zOdb0VxbLYmKPiamMbGpJBtX5aUbjHSDpxB5f5KA6ctGM3tNtW7IWXjJ+17wQaOXGtTieXdS3KwgaUtVZH7yYkXM0E2RHZnbjZyOD+eJ/Ri5qjXnJCjhOSleXxRctGK73HeyCV21Qsd8tpaSMVasnt0w8zZE3u17LtuS242MJX/QSQZKKSoLhzlxsxJP5KcPefTCVl5VJW1heAiRggjWLsHVAuy6WZLod42cglqL+GL0gmK9P0+LWR4qwzNis3Sa61UrhoKy5Cp33KWSn92wNGkSc5a4jKcsX0aPWSIeRVHjjGJVFJJk7yWi46e3LXPSlEaiN0urGafEpoSnyXLlNH4Bri+TCz6eZ27ajDaO375tuN22EvkYE6XKXK9kDmytRYewgMQ11RJvss+Oz1aOu06Cop1zJKXZVAHnFsFIVtyfJ4kt6UZmHwnB8/X1mkOvebGRxtN1Mz/7VhqnuYsBpSy72uCs4/HYi9yw0hiVeegjlYqowtIuvOLHXkQkn662KUZuVhZnLJdtKcBwNfA4BCqrWdUVmzrRNA31PMttxlheNtKh/jQKfHccaaxgcMumoi40t21AKzHOhwQvNzIaTCmxrQPHYeZ2XbErNRhLVWYu1w05Z97uIyWZ623Dw7FnP0Z2zOzHSFtoKiNMNEmVN7ydwxKcFqlLcQkZJVGkziy9kGHiMCVuW8NmVTJ6GQ055IZyua6FYJp/wCcuCFN4nCaGJTXgu6eBwsC6tBzn+Aylrg1kbWiMYE3vDgNfX7e83595OM8YwKfErrL0QTAvF7XhFKA2khF0fxowZE5DxTRJDu5xmFlXnvtuJgfPL46Bi1WgLhzkSA6Kfhh4mBO36wKvDY/nAafFPnfuhezoSPziY4+zdgkNS7x5OC+5NhXomqtKmkZ3J0meq5whpUw3jpwHYWudxojRA8d+4npT8U8/Dnx1WaK18K1Oo0RzbGykD4kTaknJk5npQ0rcaE2h4edPAzebTHSi1e6GmZUreHsYuCoGPgyZbfnAhy6xcuLI2Xcj3z8NXDyeUVrzcBwpX1kgcewGHo89K/ermI+1lTSF5Cf6yfFh37M/ndltVny2M5K0NyW6vicqSwpiCnAGGgM+Rp4mz2H0vFp7TgFuW8e21EwxE/3E4xlO3UBUBrsonpxSZCQ1viwsL7cNSUW+eegp9ImI4bKEjwePypG3B8+uCWzrgmM/05YGEz3f7CdSThzGRKEz+6jo54DLjnfHiW3jCDExzyKbbQsR5zydBs6DaJ3fH0auNxWvLlqxOsaJt/vAF1cGlSJ/9uHMzz/sWZUFNgf+8Ifux00p83CeOPQzISnqwtA4mXc9JVFBfb9gQYcAlY08DYkUZs5ToJ8D5zmjcgKlOfcT4yzt+VhHEjVOJb45DFw0jmMfCDmxbSe+exQahLUGH0piyngfeLcfsEoUOMM0y98XAz7CndY0TmxjoJDbZmYtcejcnWZuV4m91yTvSUrjlOzah3PP4KWzaVQmJxnPBC8KH6MmvFH4EPnwNHE3JK7WFZeNxIK+2Q98vqsJCabZ8Mv7jpQiP3u143ZT87R0w1NKfDsLrvahm9hWmvuTwNxTSnx1VdM4Q1U7tmnk3Tlw7HreTJJqqI3BOUHvbGpLU8kc+bvHifM48XA40QXNv/ilxhYF788R5Tt6VfJT09OPE3d9AHUmxExdKLKfeXuYsenMn340fL4pyFo4X0pbWpc5D4E3IeCM5k+OZ5Q2aDJ//OHEddPjVcnLleH9kv+TkiQB3p1GnJbby36IFDrxMET2544ZzVVb8sVlxatdJamHIbPvOt6ESD+K3HGOmcpKB70fZoYIOUrt/sVFyXdPnru+57ET296urfh4mng6jxQqUTuJqymM5tT3/NnjjEme17uaISAaeicQg3/6/sx390ehLvwlj9/4hauUzHF7D+vSPOe4VCU0TjEE2NbFooMdiCguW4uPlp8qcW7cLGOk0hrJutmU7AdxBL3alPiYue8Cu7bk5cVKuou7lsKJ2ikj184rp5lChdKaVV2yrix7jSTQmYL10hHVWnPVjYzDQFEI/7gtZPb8xXVgCFLj9CHzGTPHYNkWirsO1nWx8IYEGVtazRwrdpVhCJnzMHPqBzarNV+SaeoKbR21FeH95xcNj0Pgdl3x2dWKfvJUZQkZtrVasnsjU8hsa0tZGK5WNTc5088V96cJZx0X64a1g7auuN2UHPqWD/ue3aqkrQp+UhiOs8SZPHUjPmSa0lC5ik1d0JaWV5ebhd/s6OYVu8qwW7fcbCd+/GIW0L1VPHQz913id1+tsGUtOUFVRTfOdF7+naAsv/MycQ5KHDsBrmpJAjiPnroquGwcZeFY9ROF1YxRegPOaiF9Lgb5XVtzsUpcbSoqA2Xh6KOYFZ56we6U7hPs3bGqFtyvEzb01FbSwAuRw5Rw1tE4z1OIOCOjtZAyn1+21E5zfxq5aAp2TUnIUJUV/9xrwy8eRlZ1yW+Vjtfbko+Hmvtz4IutZQ5/za7y3/TDGoUral40UpfZQYBk3numrCitXEOHyctYhISpS+wSTaG1xsfIfZ94vRbxRV1VFE4oDcc50TrNl5cyngkpUznDHIURHENCobheFzjnqEMQ144W/2xZlqyKwP0gVr2QFTqBioG7QfFZkVmVZnEiaUprUUZqw2ryPI1Q28SUNc4qtkvg8jjLz7nd1Dz2nsMk0rp7H3jzNPD7uxXOSGq71prBL0A9a7FWSoZ1WRKwtIXiOCWawrGppf4ykzCdjmPgsRdSZVM4CusJWVIG7o4DRsHlqqQpHfXSCLw/T5ycfU6EMFoz5/AsZikSXCzpg9ZZVlWJ0R5jpQl3GiONtVQusmlK6UdExcWmxWgpe5plsZhxoq1KVI6cg2VTBMgFn9VAzmhb8PnNVlCqi078Lk7cbgruB6lpa2eolmQ+56QfsB8CVRI/7mrZ+PtpFjtlYRd6hnmmaHRzXFC7jmKB1D/1gXUt74l14pRq1EzlJNP5YmW53a2IKG7XMpvOyAbXFCVPk+gO3u57NpWjqWtubWLVWHarmV83E/qNX7gZxPEzZFYxcxol5ewwZa4qxRAFJDd6T06B/ZRpq5nLdcOmLp4X9WeKRT0jLfz3J4l9iElxjIG8eHsPveiXC+MJCS6WU/48Bpii4GJDICpZDJ9tNGM0NE7miLOPzH7mY5f4fGMwxjKGJBTHnLk7jdQW7k8CJy+sZlvXwmoqHPt+ZggJQqAPGb8VKsdjL30KZxTGLnGhvYcsAc924TsrJV+SqhAIeakzhylTEDnPiTkKVd8a6Vwao3m9k8jP0+jZ956LVvCpky/4sO/EQWMM0+TZNSXVAiC3ZL7fi1vosrZ8TDI6KrXUbV3UXFhBC0WluSrAuYLC6Gdm9L6fcNbyu69W+Gw4DKNk4ObM7Ge6OaOUGBQaq/jlEGm0YGC/PwW2jSQlAjx0E5tS42Piw1k6yYd+4s1Dz7q2vNg2DLPEtKoUxAWkBYa+rkWosqnskjovUSzOZJQSxM1xnGmUZFQJ5lXcWtZavlqM9f/ozYHDENm0wqm6qC3rpqStyyWShmdMzmUjf8+xn7lqClabVgLulmyrH3ZzKkvmTOvEHjWFSE6a6yYyBmH8rgrJ5Elorlvxbu7PI+c5cpXlhMjAupQRwcN5Yhpnvh0Dry/Ep1oX7tlTW1vFnDTNciprnSidiFiMytxlw01t2FRiActLd/rTPBEKbpbXYbXCxIxeArWzUmSl+Wwrnep+FHP9ySuuKsVJaV7Uit5b7CyGBh8z60oWItryxUXNmBQ5yx5+6AOvL9e8WMt7FYKAxicvox6j4BTgxVpcVAmNcyKl1N0kvz+SEud3LaXT3J0ir7eStl6XYq/7kMUhU1XlM1Gy9p77LmHsrzaCwij+5OPIZzsRugyRX/lXl1NsDmmZv4sV01OhchBgeVVSGNm4NrVlXTk6n7jeNqzKkV8+zdwYw+sNPHQz+/PIblWhkffnp7cr9qM0D/tRAOjbpmRdOWkwpchxhttWbivvj9J8EjuhvL6kNFetTCYOU2JViqOon2YGr5nmQLFIZEcfuJ88WVm+vmqIGdZNSVOYJQRNNoUYA1pplNakFDnPEijujOCSrIbTGCXzKCp+0MypjMjzJp+XLqWQBGOW8F+rBTf66UsQdcltUyxZNjN16bjV4iY5T4H7k3xIbSlXp7Yq5Xqp4TQESIFjsuwquD9GpiC5rM4oHs6TJK5XitPoiUqzXXbjT3Egu7aiLks6jVAYDAJQW0KZrRYG0ptD5KaJ3PWi1vnqUppK9ZJju6rzkqErJcCLdUFCE2LAO4MCWmc4jp73h5HLxnGe0rMK6jiK8uqqlmufWU6aymY2TUHOelE8yQkwzgGlNK+3lVAVzxMv1o6LxnLRVhJheiG1Z+nE5qcXkofTctLebKqFDSZp6wkZaW0XJ5MzaiH5y02j94kqZmZjKMxMVJqmKsVthGVVwLYRUqXLQZxDyXDTyrU4JFBpxjq3zLklJaJXcB4mvA88dTJqcloxJc1Nu+RD6ZHDnDFZ5uy7RU0XUeiUWC2pA9ZmVqXk/7TFcmLGJGFxgEJCveZ5QmvDnMSWKeNEwzx4isKSQ+Chm7hYyW0G7JJeb7heSUbVx/2J05x5uS7ZVX/pmgV+AAtXodh3E/08s2kbVoXMG2srUrrT6KkU3E8i8t82jqQMKUqNeBr8c/RD6T0PQyCFiT5odo2IOHLOfDgMPJ4GYla82pakVBJTErTnkuMSYoD0q1T3z3bCLT5PYQkqloZS7RIfTyPHbsIaiDFRWxhmxd1JrHfbytAHg82ep0G+EA+95AB9un6tCiMRoUqupOvSMkRwOTIFGSddNY5h9JLH0wcZRVjLurQ8nkd+3k1kbfnpbUthWEiGAmZ3iwpoM870k0ggHzuJ/3Aq8fE4cHcKXLaesjAkXdAUGpCTZwwaAzx1EcUggvqQ6MaZm3VFU8otpp8zkx9xRnHuJRDMJIloCSjSHPh+DlyvSmnS9YGLiiWNUTFNI3/0vufzq8RX12sGI6aGROY4w3UtGCOdPUPKzEunvy4cr7cFf/Ru5DwFqmJmPwTamCT0zcQFvC5XVjGMzJyyjBbFQhoZfEBrxaqw+CQGkIimsXJKtqXl52fNRZkpjUhRvZfbwzjLqGkOCZ+AGDhPlhxmnk4jIUQezjPHbuDNMfJ6pehnzZun4a+tVf4bfSglgHIf4YWV63BlEocpUjovzSAE0kaW0cuq9M+spcLqZyzNd/uJOI+cveLVxpCXoGKQeemuLclZzAa/vD+TQkAbzeN5Xl6LImjD1aogJKFGTj4+41rbwjJOnrYseLGpuW0lzf7jceQwZW4KxWc7cY/oJRNp0iJcyMqwLTXjLDJIExLnQYQmq9Iw+sTNusLqwLdPMy/WhiFnxqSwzlIVhh0CH7c5cds6Dov5uypkbi1Au8wUIwqNMwarhfg/xcS6cow+0taOfpJM2F0jLKZxTGxd5P40cX+eaArNq12LUoqvnCZEGEOg0on7MXJrNU/ngf0oi3SM4JOidoam0PzicaCycLmS92OYA8cxAgmt5Vb12AVW0wy24PMLR+UEcSqJFiKAKHTi4zli+gNZSXzouLy/hVGkT+ggC2NUxJQ5jYF1pTiNM1PIvF7wrjEl0JqbRlBCGkkDzM6wKuQzMlkUdleN1OF/9jDw46uaq8ZwGjwPXeT11jEljfIz59HzcBbIXWsTD2PiMg/c9ZIAua00SglQ4ceXhiFqnBJl2A+6ORWTdCpXhaEsSlJK+GxkPjon1g48lq+vV7SFMJamIFa5fvRsqsBTN6KAF5uCnCzGWipr6BbPq2SkCvP2ky1P5zP7DC+3Fac5opAdeFO5RYLnGSa/BBt/Ys4LsUJCsD3vzzOfbwq+vFo985A+iew/mcOdUTgrMY8Tlq+vHB/OMw4RuV8sjp5P+b1ZGwqd2LUlGMOustTFp+7y/Pz69qOop6yzi+DDPP8zkO9ESunPyWGXyI4Ml6VlmgNWGZqq4GZdse9GPpwT123kdiXXzaqwCylCUVjFY+ehcNyuHFYbitpxvZaM4msNm7pgDNAUGqu7Z9qIUrJAtJbNdFdZHvuZrZuYKNk4RZccU5C0w9Zp1pVk/+6zoimk3nZGoZDN/bIRRnOMiVUlpvabtST4nZc0QWM03TgTUeRPGukYGYL8XU4rJqTz23tFWyjWjRhOQgJnFS9ajU9S0K0rSzfMKOPYVpo+KFa14rNS+gpPQ+C6VPhs+PLC0fc9pqh4XWRJ7IuZIs9oI5lGP+h83E+Pbo5gxJ5YOZHGvd930vmtRaHzy8eeTVWQlpT4uzlxOPd4ZReqg+LoFV+0kpJnEMawVVLjjX4Z3MfEcRQf5qqpKAppEn2aAw6TLNrRy1jIp0zOCaUdMYTn8cCumJYxgqTNjz5wGD1OQV2KSWGO8oWZQ1rS/SQE7O40Ulr5Yu/HSAqeYdKSercfJHDKWfaDfAkPs+fjYcAnuFlpKmewytGUoknuhomzNhJFqYVFPE4jd6fAzSou82JJqnvqJj4eei5bx4WSGahP0NhMWBjJtZLX3Bbm2fQ/TF40wzFI4ryRRAMZ00T2g9Aj5gB16Zimie+fTsQkV+zXVyuuakfMinM/cZw0P74ylGVJ4aQB6Aw89rNY7Hxk8oHtpqYw4h7TWtM4zxQiRZGXULhSqJteTnarMn1SbErNHO3z7ezQz8QkpEmlFN3yHYlKdNF/+nTmZtuiF2jC7CVveYO8330v9A4JGreUVuN95PtTYFdpVqWhcBaiGAwOE/y0kNp7mALDOPLQC+Z38pEfdASJ0VKHTkEW4xjktJiCmKwdgf24OEmUYlPA22NCaYOfR96Fki8urVyplWZbSabqOI5LLIXMaTOZ2grPKWRpsHzqfg6zR6HwQfCtwxxYVZaVM1hj2Sym7soq5iSLW5P4dkisi4Bz9jk7t3WSSeS04hwlcSGlRDdNxJj5k4+B376pJTe3KEXCqWfeDJHTcGZVWYmmHCY+q0vMQr88DRGzAN1Fouk4emE6TSHhU2ajI+c5Y5F6PWTFq62Tei+Lsd+qCR8VIQasKuh9ZJonxqAYpkBbFyhlMYuft7Ba/v7g2feRXTXy7SHweltQG8WMpA0+jVCbRIqKWSl2peZPD4GE5rZVKG3ZFLJJOQWX65pV6SlLmQc7regieC+a39IaDkMkRklPfN97Cqt5tam4C8KU/vGSbbxtCnyCHD1vn3oM0Jaa3ju21a/SHts6sK4stbP0IaGRDStn6eofRhkfRWSa8an3URjFNM384YeOm0ZTF5YxRC5KCV5fWVGclZbnMilm2NVajCPDxDx7Hs4jm6bEailrMM79ZeviN37hhpSpdMYVUt+0paGbZJRx01g+njNrm9GuoJ0nEUIouGws7/YlrzeO24s1x35m0xSMc2CeZz6MiU2plw9CkaJ8+XyS8UNRSsPiPIyia9bwOAQKFVFZdsSrlRHyfBSM56quqVxgnIMQMUrx43rvuQ+Ji9oudIvIU5f5eJr56gJOo9RdL9clF20JCh6HzKZKqCUzd1tpsi7YFIJaLa19dtbcH3veP56ZY+b1LnJ3loaI1fLxbutCIOtBURJlXDZ+Sm7PDLN/dmB1c+aqFqdLYRUpecbYUOnIIWaM1hgNHw496yqxaWvaQlOvVxhjaSy8iD3dMHF/9rzYVFROmj0+ZaYQoR9EOqk117XmrktULvDN3ZGb3YqiLIgx82HwKHqi0pCz+GmXCYlzDjOMkkxP5rIpyDkt+F3L5xc1u8rwzePAOA5s6pK3c2JdKLSWz61y0k221lIBm8pysao5j4FdZdkPMPZnxiiOst9+uZZ0A+/xKTN6xU6JYu3hOKCTp/MVVzHQJyeKvSDliFWRflK0dcFVK98tpSU1sLCaaRJv9ydV38oBKf5wr8oqZ94ePYWKnMbAi22DyolxFIdGP4yMs+VmBXc97CqPc6KE2dYGtWT/hAzzPPP9Y0dTFTQmEhAZ4WVreL8feZgzl23mYRb/bYhCFHy1kZHR4ANzUJLHMwUu2hKtJVjs4TxTWjGoV6VEcFRL42s/RZyOfPSB8yQ1bm2hdYoP58jNykBKfDx7Xm0NMSm+vhQIujNyZb9sRUp5HGdRKoXIUzdggPvTKIKB2fNwrlAp8/2TZ9c4QhYWV+8zL1aOU1TcrtxzCuAff5hRKTJ7z/cHQZGuCznlDsPExx7+Xjsx22KRLwrp/5u7I1XhUCnyvgt84Ry7SvOL+46un8EYXq4thYF3h4mrlfCLtYG350xtBPAeMFyuNZsC/r1vDpTOMkcZ6+zPMzFI+sQQMt3oxboHfHUlNMdCixjnQouYoymTlDrDjDKWdQGnDpzOXLUlU7CchwkWkNu08L1O/ci7wyB18xihKWlt5rsR4txxcIamLBhnifi8agtUEiHPF1Z6K8YYHJ7jXHLZSOfZaTl8hlniaCqNlDdaMrCE5zXw7XngrpvZnUamkHm7H3jepf6Cx2/8wg0583pjJfIxCZL1vpvxIXHdWokzNIq6qvnJrVvS5sIzoQIU5zFgkueXD573jx1/60XmMCtuS83VuqYqLNZOXJWLAXuIbKtMUhVtsZjXoycpw6YWbnA3yTXp+csMbBvxwr5YFXx/GDh3fmEjQ+mE6/Ry1+CMfDnMkvvrjCL3YsE7TUJWvGoLtJHrldNC129cQufE9VoWz+gzcwhsSkMKBftJBBm3m5rvHs50XvHjreI4G9I0EzIUKrEfwgJvEwP4Yy+/4826pC6EgHG7XfO3Xq+46QPb7YZCJVLKAjOfPNY6dqXGOce6YnHXzMzzzGZV8sVFw8ezdP3XtWNVWPajzLx/69pwd57ISYQbF5Vht1nx0yGwaSupp0vH68sao/XSIfZoJ2aGxz7w0M+oJJbETaXJwEMXn1nXc9LsKhF8vH3o+Oah5/fqim6ceOgTr9aROVu8F7a2X2x3AmBYTPTZ8GoFf/xQcKuWclPBMAcOGo5DoBs8p8rSloY4CwS+9J6Tt6yWQPFhnOl95rJVC3NMvg9PXeY4zHSjeKBfr0tpBhaGX3w8gNI/3IVrtaaualwIz1Dyq1asflVVsVt+t5wFrjbHREYvEZXuuYvYR8UXO0GsDhGuW8tFW0r97CNtVQpELWSaJai6NJrj4HnsZq5WJaslYV1ribw0elELIR7f8xRZl9Jx3daRwoRFjpfRStPP0rQYovwZv4C5D2PCGc1FK/mxIBDwVxt57YnMbW05T4E3TxOtQyJUqoR3BVNIvLgsRaygpSlyuWmodOZxTLSF5bIVTa3SiptW0DqaxKGr2NQy+961Bd0U8THRVHJaV1WBIfPuHBimmadOhA9XjeZpVigbJHw6aVqbmZwjLtdgvWTm1qXjNHiMEuWQswYfR5zRFES+2ScK21PXQqPUSZIfphjZVAVTTHwYIl80ku53xcRx9EujLBCrgsoafnpTUlc1d+eR1xsxsH84C9XSi1mLrCxf7hKurCmjQAvWlePlruWycZxmoXAe58TKJnpT87svAqu2Fd+yE5jDti7Z1gsMLibBzGKxOvBi19KUgnT1MdM2FdeG5xjRh27GqMzkE8FJr+Hzi4opCi/8qi1Yr1qI/i+lov8VmWB/8w+jFf04P1uzSmsIaRHRL1TFOSQ+HHv6USDWIkWzFEYiQFJMbEtDURRUVqxd89JBPg8ynF870TJrPo0EIMYosDkn3GWjzcI5klFLTBFi4GmMS2ZNIPjA3XEQ1GkWGaSPmUJF+sVO2FhBtkxBNqCXm5JVLbPhYfYYMod+FhpFzKQw08/Swb1eWYw1qDjzx3cjpUpsKsuqkAVRGMNjL+9DUA6VEyqJnc8ZkUNOXnTJovuOFEvy+8N54tgPHMeZXQlPQyT5iXVb8+VFzaoUY0HjFMYWvF7bReIJtVNMC4PYqMx3j2dJJxwDh37i4dxLR3f5xmmkLzBEWNnA25NHR89xkKvoPAvyZ/SBVWH4bOOeg6zvThJmfVkLMKE20I2eXz5O9H2PVUK3yGRWhaGtSz67bIThReK+i0J3LAwZgdc/ngc+nIQAqYxjU+iFqBF4HOVzJMlt6NgNIj9F6mJlLF9crfjnP1ujjMzCnwbpMzSV47oWldhp0bo3i1d5WyqUko2wKktuWrEpztlw1fzAYzbnkHj/dBRjcyGI1Az/TORiqcUne0qBKZbkJHls52FkVRi+349UTpw+H48zP7oqUcvsdA5A8vzilBfiv2cKii93jo/HgQ+HmZuV44NPtHbmoZfutp8158lTlwVXbcGYMylljrPQJX0SmWbpIud+5KAtpMChN0tXXMgV7/YzKSWsMUL5O4uBW+XEMGVqq/jTxwFHR1lJTGOKiaw1KXjePAKLOmmYZv65L3acvMZaw7ZUvD9JWJdRmW25XjJ4DYVWPJ1Hvrs/83j2fHXdcB4jD8eOpix4v5eFd4qGbV0yJ/ij7w/8859n+myYp4HjWHJde96dI6/Xlm6cSSZz7kYeupmfvb6kKQVU3g0zk49UVhbL948d60LLBlw7Vsbz/SHSGAl/vguR6GfePkz0kzQEzxFuawXG8fml5TQF3j2cGGdpkGU/8UcfApdV5mFUbCoB5R2GQGvhD94HyjwxRsXdITMky65IHMYoG11M+GhoTOBhmBlDZFtqBjJ93/PxqKlU4A+/P7K28OgNNgeq0vHH3z8RYmKaPCE6pnEkZRiHgW/ez6To+erFFrKjnzynfsRnw/Va0ZjINHn+8K4np8iLlePQ/zUjSP6mH1plHs8zH08jddmxbiMhJGKWlvyx96ScGCePsYbrnLFlxTROfHPfcb2quGglDaAPkuVzmDI2BjZ1KblBAa5qs2BtDI2L/PKh5+1+4EXruNo2zDFzHj1Xa8dVK+MlYw11YVlXljcHxaqU0K8hSGe7Lh21SXTGsa0N4ywn7cN5RqlM1CLNfH/MGAVtXVA7TW01f/qhpy7E5VSoLGZ8ldh7WfQ/fdEytQUPp4mmKriygT/tEw+dp3COYzdyf1a0RhZ/N0tin9USeH0/RebZU5ciFnjqAznMPA6R27WMKBqnGcaRX9w3xBj4cDjxJ85wvSlFoZZ7DqZBhYnHPnPuRzolBo/9EOiGiQiMs2yyWRkyYLXwsh/6iU1dsO8VRhcUOvPYib7cqABKY42mLjJaW3Yq8fYwo5TcEiYf6EOinWZydoRs2JSZwwSNTey7CVdkCpWoqpqvW/juKVIYsfO9rMXZNfll7ms0j93Im0dp1qUY+Zg1RmfuYhKgXwaIvDt52iJz8qCZebMfCPOI1YqPe0UfFb+3yri2ZvSJj6fAMCfqwvP908B5mrmoDOOY+fn9wLZQnPozPsD7p4770w9e8qj5rRcbvrpuuNysF26yXE23dSERIyESSmk0vD0lflYnTCUD/sduZlMXTIj077ItsEW5NDbk9NPaUFpF54PMWRGTwu++1FRlibOWy5WjbxI2B+77iDPwYlMvXtjIi1aTdMGLVrrYPmWIgSk7NqWkqd8RuCzFeSJoGmEZXbUFj/3MZVPw2CsKY7jdlqyaiptVybG23B16rjcNV5ua7x/POCtySqUUL9aOITh2tScikZ0PQdOoKGl2jaMsDNoVvGpgs2p4PPWodck8Tayaio/HEVvUvIqZtnRorblpC4qy4qurBq0UMWZutxVNaRnmkffnxNduJhnHulCMTcW21FytS47ngVVTcrVuOI8TVbHmohad+XHwXK8sOWVu1jXrpsL7mbYoJGGhtZx9ZlvJxjgEmGeP1opXumBdKrR1NDFSOUVRCbN4aiJ1KcyrnOE8RbZqxicIwVM1K1ZuYNXUKGCImXVpydsaQK7VVcFFNTNHSYgHGYsdBwm3rp3leluJ97hyrMeZpBR/98uCN48dvRdQ4eu24ma3YpzFjvhiV9OWgpH96asdpMC3jwPOFXx5IYb/fvKcpxmfZG786x6/8Qs3JUmiS1mxy4khyJt958UWlVKidpZDzNiy5LULJF1QqZlkClSW4bdVmT4kfNJ83cK7EzRErDFcNobH3jNMMylZNpWILx76RDFPWBvoZ8+2Kvjl04zJHrsEWmmTuTv2pAyvNtIkO0yJrut5GhMbl9hPAnFbF5rHCS6KuBAaIC8I2PvjxOgjPkDtEmVZUlnDU+8Zhol3R+k+XrQl708BrQfImZgVH8+B0mqJdsyJb/eRQmei1jgTGbzCGMvOJd6eE3PqOHtFo2c+nBPWyogqRi/ZSWokJFEXOSXB3dM0cRg9hbM89Z6cEpvSErTj0sF+krHjfswydjvORAYu2oouaEqbGaMSt9M4c+wjUwic5kTKPX/wceDrbUldWgIGjefjyaNV4KJSHMfMqna82lUCBXCWPiX65PisMZy8ZMCmGFG2JHlhNu2HQAxR5r3hiT943/HFLuCKgmM38dXthk3tuDuNstBLxTf3PYUzbGrpoYQkYhMJKZPImPvTzMdDz76bKIuCm5VjDNK1D8pChrvjwIf9wGmcKXTmatMwJc1XlzVKWZQagcxxSIxTx5wyq7qiqQrK84zSf72Yzb/Rh1KK61VBXTicdYxRrnf1HGisZj9ldqtK/KAk3uxhnTyDsvz0pmW3lmuuzkLPMwqGZGhL2NbS+atLhzUTpUr0AQrnuHXSQW6shE3d9ZFXu4Lr1tN7eW6I8GpViFf1KETCmCOfbwtSrrheJ2xRse16jLWUhWWcB37xMPPFVc2q+pW5+nIVuGgrQggc5sTOKapKmLxlVfLbLxSnCTCKr68kpzcpzRdXmqgdjdPU5cC2LuimGQXcn2ea0rBMxbgbYeUUZVGwaxRjLPjMzKzqEmM8+z6zayt++mJFVQhC5zjJLeTNaHi1a/jyesX7w0TKmRe7RpIcSsdWwTA7hjkSS8kH2rQNm1XDZsUiKZworWZTFWxqyf99sa05T5G/96VIOMcIl7XjNBl2ZLph5mnMbBvHui7ISlE6xeW6lgakHTl5aSS2hcLj+GIHD6PlSokC6fE0ctlohuT4bBN4fbnCGYVdcDTWWHZNyTBL+PdunblprSB/gMfzQFmWXDRC81BKMYaEyRrrCn5603BYFHWnyfFb24IJx/W6EKnrNPH2MPP5ZUtCP49nt23JzUrsmJD57XXNaulW7ydFDtP4l62L3/yFizh+ikKhQmBVWIY5LA0emdsBEiLsLDdtxGMocqSqiuc0tynDbmEXrQtFWFr1xojYfp6FgWRzoLIVc7K8WAl9PilYL/5InyVOszCK1ZIdJAZszaowoltWBqsCE46ayNOYeLFG9LWjQitJvJ98RIxtchUrraH3iRwDb3p44T1VVRNCgKJg00hZ0I2ZurBoEk9TZlMEJuRnhxA4dCNXq5K2EK1zH2C1eE7nkJhC5DBKreljop9mmlI2ILmZZLrJc91KZEfj5ESZY6IqK7atfDaXq/qfSWyYQiRnqReFdCF4H6vhPArxQswEEoSVED7TU+95sRJN9UUttIjT5EXllhV1oaidyBzPc3gG4J9Gjw+ZlANziJRNwVUlYdc3TcS4kugn3j72jAE+2xW8yQKD72bFy3WBXaYUn3ze1lpergsOU0SZSGkNIMHpSekFTJBJWVEXjutC0zQNcx6pnMFYRVWWtEZM9JokCRVN4jSGRXsuyqxpmni/yCnrwggDO0lDdltkUD/gGtenTMpCbXzTS+f3qfc4ElFZrhv4eBwwJB7OiNskztxNmX4YhMAYIlZn7mNFrWfe72UcUVrRJKeUeL8fKZXnu8PM3XHgcrMi5cz1usZaR12I53NXGX5513EYIr/9osZjhbbRT0CmKEsugxja15Xjw2nGjyMHI+KKp26mNjKrfewmujlw01gGnxl9IEfhWJ37I//glyN/53XgNIsk8tW2YgyRbx86PtsKT8oQuEsy/srRczjBL+7P1AY2Tc31tl6+LJJRe54lnlLnhDWOh9NAiJld4xgj9MPMrgl8e3fAz54xSdDyvpt4GjMvNvXyucj7PsyBmOGycTydJ8ZZRAcXK81D5/Gxo5vlelkYTUiaYZz4xf3A622JT5mmMHR9z/teceg8t9tAN3qO/cSLTUlC8+HkuVwEgKLBnvEhMMVECEHkqVOkMBIXMifNlxdBKJpaiJxT0mwKxXlOnAahN45h5MvrFd0w824/YRWiJV/wOedh5O4ccFpJtOgwoZXGGoVVLOikkXn23HeR1mU+HPpnY//daUKlwKpyvH3oWNVOfM8x8uZp4MtLjSqchJd3Ec3I2zny9vGI+msm0v+NPpzRvN7WPAyRH10KDX7ykd4r1jbzNEaGaaZ0DqcTjas4jJrrVvE+Ojal4qSkYbQr4WGAq8aQEPTnMAWszpRWUbmaV1kTMNRG1Ep1YWkqJ6djzlSFXbqembcHz8uN5nbllvhLxXWjOfpIUpq2Kml0ZEiG68Jytaq5qC0fTjNWZSqn0cphi4Kf3BbMIfHtaeZ3NpqwbtiNYu0zGoyCOcnPWDmxsVVG0U2KwhpuVo53J7hdW25aw8MIL1aWsm5xi+fWWotSk3B87ycuas/+PNI4LVGkbckxBgpj0drQVpYmS3zJQx9xSnzHGMuuFIthSknqQO8ZvcfqJQrmsuVp8FyvKuK+E6VXhJcbhzOKF1sPSkT3BZF/cj/z975oOUZLN4tZfZwTpylzvXagFO2nG9R5eMbLNDYzKMuqLnEE5mzpp4k8ez6cNbvScLkuUYAhcZwSldVcr0tu1hU/v+vJKdMFoWEcBwPG8tW6ZAhyK/r6sqL3iWEOhCjpf6XRPHYTRWEZ50BGcbNy9OPE42ngNMGPrkq2teHDIbC18jouWrlqp5z57GrN1zcrjoPn+6eZ1mbaquI8THyvLTnM01+2Ln7jF67Rcl3NMRCS5ThMywfoUdZhp4ldW5FS4uEcsC6JCVkZQBG1hHe9P00cfSaESCotlZOriU/S4Cmdpi4tl2thFz3282IDE/te7wWxGpJQAG/Xws09TQG04aIWMNx+isyzaKoBhmz57KLket2glGKKUu899pGLVc3LVUHpDP2cUHGCFNmPEa0Vn1+2jFGM4xcbx652nMcZW1QSLKws1goNRBvHyonQ4jRm/Ox5nxW/veKZAFlpWSgxRLaNRSux6Wkt4o1VofiTGV7lzLouqAvLh3Pi84uSptB0Xq6Ktc08jJJBnJRGxcDHs/CGX+xakpKGYDclnJ44TpldLT7iwQuI/mpV8M19h7OWwhqcTiRTcNtIwsBpMtxs4dVFi0IURVbJNfe+i7zcwVVTcH+e2FQanRN/ch/46sLQlCVKaVaF5jRHHg69xItYi1lCyoaF4tkUmrYuxbhvhDhZF5opKqalNv1KS4l0uapwRhGTQitplH7qfM8xMTnNfWf4/KKU122ccMeMZVs7+pDYNgW9FyvndetQxpHzhCbx4TjTzJL1XFrzw74q5yw62JAVh36i85nKyIK4MUKQeHUhRVfkzEVTPme9CgqzoK4KPreWp/OAySJTVChWdcnlqsaozPeHgdELe9fHTEjqWWfso2QBfcLczNHQVo7PnGTTVAZ++dBzXRpujOJBGxSC1rklcX+W7ndW0rT5/KJhPwkWVrCycfHiChCvMIqQRZXktKQQfOJtjUnxu69KzgGahfn8/jAxTiNDyFyvRIan1xX9NHMcxTDhVBZF2IIZ/XTlHb2I31NKaFvwo+uWunJs28TNdoVzMy93De+PE5crif3Yj4n14nUtY+Suh1drw5+MUtcmJTCCi8aybmoKIz0W0S5P7JqSfpag6W3jqJzl5a4VgJwVn29hRN6oEJzspzS/wsjJNvgsIVqLEmvG8HItmbejX1RsWcK+lFJctSUvtg3dwuWuQ+TQzaKsS9JE/J2XUi74KNExuSr5YhfI2rItrOQae6mpUZoXK8cQxTVmSDIb3iSKQhYn88QcE01pCYv98qGbKI0hpshjH9g2Xugo2xptLJeNpPx1If+wjfQpZ7KWq2BTFXTDxBjhto6869IzV9gYI0qZRQJ5dxzpZ2n4vH86k3Lm8djjk+J1KVrgxsqGNkaWGAz5mbu2ZFVaHnsvqffLLv2p0ZKzCAUu22KBnymUkvFDUJbPt4rHMZGOZx76mf15ZqgDX16v6bMmJ8WuhPtu5tTPvNiURCML1i5BWXqJjTRGGlaf9NC1kREHSnGIUOqEyomHLj43WTqfuG4kRDtmuGolgAxg1xQi10Qt3CbNy3XBwyiwgMtVSeUs5DOnXoz2SimO/cRTgp+8LHm91jz2nvvzxKoUhdauXfNbyuBDIsXI26eeqrRsG3E9WQ2bUpRSACjF9aZcWNRCx2hKmR4oFZYFJ9RKZxQhCj43RUVbOVJOPHVS5yoKAdAtbDGnRVLok8giH4tCAOdoEV9k+U/vE5tKPycDnr0iJWlI1aUj9iNd0JgYaJ3m/WmmNrKpZ0TZtKkK1qXkWE1Tx2nMFC5yjJnCGsiiuxZAw4IIWjumIE2oOSTWleFi4TMPIXOePTnlH3bol9GyW+7PI9aKcFwTOXu4qQ2rpiKiCdPE3Wl8zrFNOXPuJzalA6WpdWbbVsQYWS1XI8HWyGmXlKZ0AmmLIUJd4bSA5iqkSdZNskNf1Ba0pLflnDGl4XZTsSot3RTR1rGyI4cpURtFqsR9cp6E4NGPnoxcl6yWZLt1Y9nUBad+5DSJvnddWT6/3tEWhvvzREojc8i8O0z86KaVwK0FjVoqWC0f89NpJKfMRW25WIlYYA4RVGZdOkISzOyqtLx76rjrI5XOnCfZpBqneThKXdoW0lV1RuyMT93E4EVSuqsEXypd2h5NWvJeoSwsxfJ+tqUR/lMSzG2MMle1SqI9vJ+IyG2kWq6dcmJCqTJlKZtN5WRTqguZr3rvOSW9QOoC1jrGceRpCOgcKYuSsiy5bOX0neeZ+/OE1ppdLeyrwxDRnCmKglIlbCnmin7yDDGzqyQdsPeJgoQxBZWTivnjcVg2OegniaYxCkpbsV01i1hIYAOVNdjCcJoEWHBRSRf900n85rEjA5XOJCv41l/HVf6NNxmEmLg/dHy3n/Be5I2Vs5zHmY+dJK3pHLnvJkJMz1fKi9oyJtHFNlbx4ewl1GpOeO/5cBQx+yfm06YqeLVruKgt90OUIKnOc+glyU9n8dde1Pb5KreuZef/9v641K3y+kIIjBEqC52PdF5Om7oQH+wUE8MsTqLrTSm+TaPYdyPvjh6dI34OvD9MHLteMKQ5MQS4XpdcrUusgu8OM6VOXLdyUj128jvFlLBa7GffP544DJMsJiunmw+ej51Y+5qq4KIyTEmxKgVzexz882jMWotPUJYlN2vH1brmel3yYuVggdFtqk9JfZZtqZmRk2ZTFUvWqyBL3x0DKklsR2kyd+cAMTwHg4OMj/TCOFYp8th7fPDPLp7LZfY++ch+EFCfbMAibXx7mDmee8kIMkIjkbGpbJ4xSY7PccoySsyJd4eRu8OZP/5wkvcvRnxIVFq42aXVxJR57APnYeK+mxh9ECi8Am00Tgt2aA4iaTVKauiUEnenkWGRVWptnrlj27pAKy3z3zHQdz3fPE34aeTdcfqB17iIEflnNxVlWfD+ONIWApwulOzwAE5J7MVF4zhOgcIafvdFjSvrhVUkb/4cwlLjFdL1rQpijDycJ2HlZhEpTFFRO6lzj6OnmyJGS37Rh+PMunF8VYo5fAjwxZ+b6YYkiQOVKzFa09iZPupnfE1hNU/DRIjQlopNVVA7mSt/cdlwuS45ecUqe/ZDZFMkMEZqWiWigW5O+HlmnyxDDFQ6E7PYGQsnDp63B8/sI19carSVxZ1SwpQVbeGXxHhp2qAilbOMMXKxcvz0di3Byzlx2VTUVvGP3o5crWbmCE+dXJNt6eh8Jk9Sh05auNP3fXqGvSs0RWH4+jKx26xww4T3in4WQ4FRsgj6xTPcjwG34FE1QlUMMfHLjwepw28c1hkuGstpkgW5Ki1KW768suw7zeglfubh1LMfApe1ZlVangYrUSsh4KOiLEuaMrKuLNp4rtqCOQvlYj+JbmCOaYklkfm9+IUL6kIonIXRdMrw6qLm1Hspy3ohja4KyxAzOXh8VPKa5ywMsClw2RbseyMgiDPcFJFsSzau+2HXuAo5AXyGbRLR/GnONE4zBk1l5FrTzZkUJu4WXKsPgf0QeLWVscyrxcD+ft9J0lqWJsQ4C1eo1BmjpI5qS5m1hQRzlC/Xq9pxniLOGV5uNVorsWMVllfbauFTRUonV77zKCzenDPaOW4q4VcZK4hS31SUKjFlSRr0UUZNKJiikpDpURb7xw5e7ypikr+vMAqM4vXlinXl6L2c8hdtpKoq1nMmKMuPrgtiisxJfq/Kib55WynenyK70nBKcjJ8qqfXlTTnmspx6mf254GmLEjZYBGZ6bYueL+PWK3YNJbPWrmFPJ57lII5G3KcOM0aV0hMx6kfpEnmJk6j5zzOSyNOUxTim05Zs3FidbOId9hHeW2XteXNnLgpJDFv9JGYJGo1JDltI4p1YRdqp5dkvClQ6cjbQ6auIjeNgMi/eRhYV5aX25JuzuxH2SAee8+LbcOkIGRFYeA0ZTaVRqnF773cCKyCeRkPzSFhjaVtBBx3sxaxS0Kzc5FvHmYUM0qLhXKOwp++WgljqipKWp9wthIHU7Y/dJOB4mZTUSxsp85nLhup2yuT6Hwkp0BrIvtc8mrl0LZAk6jcKBm2SCMgJaiqkm25MHJVXuDqmW+OYpzOWbrRVSFeT6MNjVsSE7KcliMQkgSPHXyCFHnz1JNS4nJBvG4aOcl7n5/ZTl2IfNYUzFqG90efqZQ0Zp56z66Qj2OOCa00ISsqq8laUy0a4Zgi9+cZq/NzwsC2Kdl3GeekRrxdV6KiypnOi+9zRkB480IQjDFSFSVZ21+RH4P4VB96uUZfrAq+fZAOLWQ0it5nbtaadV1gjOQf9T6jUmSM0mlVSnEcJLlhU0tD8c3ThNHwYtvQFoZjH+XLvYDzmrLg6TSQsuV6VT7fWiQEeyaGxO3K0ZQO56wQOqPcnqbZ810X+cm14jzJa3oaA5crxaZyTFbzxbVEvnw89LJ5NZaXG0mPsFYJRaNxjItyKSS4agvOowDifcpL4zA/+4UPQZjXIQnRIqXEpjCEmJ8XbWXBR8220jhXUhfSZD2ee3zKMlXwmW2juVxVqBR5GByvNo4/x879Dz1+4xcuLHO3IPKxVSkGgLf7nlVhKayi94FTVlzXwliuEVbyJzhZYTKnfgRjuV05iUbMMw/dzLqpuF5XXNea85zpxon9Wbq4n0Be3Tjx/jhxuyowykGGi0YwoiutmaOmciIlNEqUM5tKRAPryuJnj0ehs+Stfjj0VHXFTWMly9ZHqd+TRH66hbHbOsUUYFdpToNEilgtSqakDMdu4DxFXu9qycmZPPtu4v545qKp0EZTqAi6YGNh8FmugLNgWK213DaWMSpUCuz7GT8HmkLxNCR+Z9dwGjyvdi3dOLFdSZ37NATqQtMWS8dbTcSsuKxYmk6yGa0rYSEnND+5bTFGUDIPx5H3+4nKWq7XhjuvOHUDb/cDtYXCbBgmqQnHhfA4x4RbyBQv13CavOiiTaIsC35SZ3zWpNmT/Mzo4zNW6ONRcoezEjzsVVNwXhhRh8mzKWVOrJa0gpyzRKsG6RWg7bK52KUcmui8f8a4KqUkZH30nLoBjKWcJI7msZs5nHvmmPj6ppINcpo4DBO1VWKrrIWTte9nQkzcrApCLPlB41m1kgG2VYHjrLgsBdK9rvxztKKPGZclBMyamYcJqfWWGZ5QDAOvd9JRjfPI++PIGBWvthWnwYvogUxOwgHyCTZNSWMFkVIaOI2Bx04aUP1cUDjH1UqUMOfecxw9hZUsmU/m+G1l+LO956I2DBE+HHsOY+L1TrAqx37GIGyt0hm00uiFm5Rz5uNhpK8cU8jcrByPU2AIcNskvjskWjvwTVZ8uZN6ehgH/vj9mS8vItbJFfb1heI0Gbal2OouW8djLyXGYU5UeqL3meQ9d2dBq25rqd+PsxKs6cFTOSkPRr+wnMeMM5mkFCF4PnSeupCuqcmJ74N0kZ/Z0yHw0Hu8D2xKub6/P05Yrei9NPPmmDl2A8cpQZbFVRcWm6QbfVF8itNkmXcrKpXR1mFCQOXE96cgwN0lFS+ESD8G6hDop0ChIWnByLSFRJSK8EJuZ+cpUOrMw5DYVWaxTWb608jttuGqcXw4Zza1OII+5VJN08zP70detYqU9ZJcmEFBSDLWOo8T392f6SfPphG1XGMFGp+SIHCctfTjGWWL8i9bF7/xCxdkyH72sC1l5pazSBFDgkILqubxLEnzqJqcYUiKOSVeNCWHGElZGkffPjxBVsSc+fyiYk4alQNXbbF4c+HVZSspgSlyP0RuW8fmci2zweA59LMAr53mNMrw/TDMlM5SOc3L9lfRJHMQS5hZFVyWFpUirZtpmoYdE59ftGKC8JEpRM6jnF5Wi+66sIYXG1GGZW2oMuzqTMBy2ySq6lf5spqEcQV/62XLy8sNOWUeeo+zlloJ0hQfWdWVRJvUJTEEiqLEqpFOFXymEqumxKeRbo5ctxqP4aurBrfMs9eLMKVaruYhCUHz0+cyhoSPirVbjBgpo5f63xnFoRd3VYwyF29Kix8HtrXjPEfGpLhpLecZ6sKxbmpIgY/nX5kBtFaUC8UkZAXeM0bFVVvxtz+XeM1Pm/boJbnvelXxzXhiToqbxixJCmLOeB4xRYHyhQylDjx0EuO5qwU+n7MkAl5Vkszogoz1Uk5ctCVf7SaSLrisFJ2PjHOkdZptbUFbCpOeMTpSgnzaKBJVZRmiLPCqsOQYwl+2Kn7jF66PAiTvh5Fi3UKMnAZJdJ9TYpxlPKSUwRjYVdKAOQye0zDLSAJFW5fUVjqZl43lPAsr99gP3HeRy1oyY+eUWZeKx9EzToHLlXzxspbOdT9nhgCVi/ioGYPUgz7BdSm+0MlH7k4jT+dBxkClo61KNIlf3E3sh0BTdSgtO/yH80xtFKcpMkyBi8YxJUlesNYwR/EkbwoJG3s6TdSF5sMpsJ0y27Zg12j6kEXWmEQ/65zjqnH4lPnYB74sLAqZpw4hMwwDf/YwcNtMPI6ZMI18OAf+9mvH02ng1M/M3lOXJZet4+1jTz8nNoshvnQy1mgLzf1J5qN1IXksBpmNf+raH2LkOMwLgRGmOfBwmrhal4zjxP/15/f8i59v+fGrCxJa7Hy9jE+aGHkcIoWScuT9YeKLC6nj55gJwWOqmk0hTaN59rw7jFwn2fzGT8aKBUSuYuAwKMyCyjWLquzQyebio6iyiqJg9AOD92hjnjvc0zzzp3cDt1NiXQps8DRF3vcd+yFyUSfOVcFn64LBen55N3G1tvhp4GnMtIXEkd4fZgo7cxg8XT9SObFI3p0kWvWHnY+LYhwnvn2c2dYFRVHgU+KhG4kx4azldWW5aAuO3cC7ozSkblblM0+5dIYbJ6l6tTOsqgJtpcHknOUnV4bHUa40hRHx/HWrORqZtX08e7Y6YouKdSXJe90cqQuBjUsd7dmuW1ZRJIRGZc7DzHnO/ParhqKwfL/vuV4XfHlZcfag40xMhtZJg2ZT1zz2FqsyayeJ7Ku6XDJlJUlwZwIf95HdquJ3X9copbg7y+ZhlZyiKSUimnmcn7N1Gyfs34yMMHaVZUqZbZExRcGPGkC37I4dF6uKb55mXjTwp4/iqMnKUDjDq12FNb+S8EnuTmbbFFzUotY6nTwxJtZNRc6Zh25mnr2c2NbwunYcB8Ohm2hK6Sj/3TmxW5Uo7WhMZpw1LzYFdVX9avHPhnJJdPdJ/MY6R+asuV4lHsdMjuOnLz3lEvg2zoGsNK+SXH3P85JSWBeo6HmcM+c5oYDrVUk/exKG25XjKStUEvLnxwl2KnN7sWZdyedzfxpRWgiifzB4ajtSVwWVkcanSGuFwfxHH2c+2zoqJ4HrL9YBYwterjO/GAbePI1cNJGXF0ZUV7/m8Ru/cJ1RmKLg1cYzROiGwHVjqJwlmbTY+SYMmd6DUjKuaOsS288YJKz6ZlPjjOLppIgorlfiNEoh8BSgLRax+JKHk3MmnHsG76iMUC1K53nsPeM40s2JOWVu1zVWwf2cqbthiXOUK9dVK2Z34fZCbWXUMWdNiLNk0urIVeP49mnidu24qMUKqFTEJPHMnheCRqVgmBNNJSFoSjtQsC4CT2Pg3Ist7b6PfLbVJKuxC/GyclLvtc48h471Xc+cNJX3fNPB61VmmJNISlvNq+stR79HO0G0Tj5wGhVZZVkAURa1R2SgHzsx3RcqM2i7hKGJAKafYJwim0oxRoVRooKLUYKjb7cVU1KEeeTDkFBZMDSfsol6n9iWWij/haEpHe3sacoSHwLnoNBxImhLpQKdNsQFBtjWpTQfp8BhTFw3ht5Kmt/d0XOzqbhY1ZxGL0haa1kvQg+rkeDspqTUmY/HgW0deeg8tQuEKCFz27rkJzcN7/ZS8x7GjNYDQ0hctZZxgutWRDjdohe3xooYxGvWbSPlUVlyu6kJh5EfNOUxZhiGiTFZLq00nO46T201yhg+HGaqQjCcu7Z4jkNMKQFqiU+UgffjeeDDYZTmiTYUFjaVXCVzkhr4MMzsh5nzMHHoPb/32rJuGsw0082yY3emZtv8KkRaodgWUrOcp8imLnA68+gNawsP3cSrrcZZR4jhOZCrMAJuWzUVNyFxGjxkuUopJfk9x1EWCTkzRjnhXm/kKu2QLnZWhrWNHBchXG0V748zpdV8dtEw+MhpGAWI7gpeFhGtxF9c6ExVlVxp/3z1nIaeP3p/pjCK2QuCdkLRDZLWYHVijIbr5lOWU6Au7JL+lzhM8PWVlbT4MdI4xU1j+XCWK2ARZx77sADhgRg4TpnoR2Zf0lYWnWT099SNGK3pJ8/VasUcEucpUnoRxdRGQAtVnPjQJb6+gONsuG4UMQmwT5N533lu1YxWiAbdGHSWWf+qiuhuWuSaUvYMx4GmlBp6P0QeToOEmSUleFqVxesdpbz5cOwhRu7Oclj83uUaZSw+SUDcm/3Etsh0zrAulybYOHIeJKakdYr9WRGGiUMv4yJ+yH5coyBgeLExXG1aafRMEqRVGdiXJVe1Xkj/cs3txpkxmGcWslKJ4ygjgtdXK76+XjOHxL4fCUlcH6dRmFKlldO2XHbkw5RYtyIUvzuNbGrHqjCcRrmG+yQnyoBGZYSR3FRLIPXIlCwhfrIFGvaDdIw/Hgec0RyGwK6Zcc6SRs/TIBlCPompoDJBQre7mU3t2FaG+zGxcpFZaY5zojRyIm9rQ+EcL0rHx9PE5APvjzMhBvad58urhotVwfuTmMhbmzl6zUWWU9YCpck8dJKjdHcc+HAcqUt5j6YoFsKTzxjvGYJdojlFdxyzyEcvVom2KjmHmU2pebMfhWNcGlCWpz4KG0pLYFhSknPbaamlt03Jd/uJm1ZC1Eolxv2HU49b4jTPU+TUT+zPoot2a6F0lGUJfqIPGWvhtpJFsooiX7yw0v9Yl5akND95IXPYx8GzqwzWlpRk9pMoom62K2n++cR3jyO7xvHYeVaVpQvSLS6dqNqOCX7rphFWmVsiTTMMPrAtMo9DpiwD3lmUkpGlWvJ2V4sT6jhFylPPQx/hh9yc4v/N3X/1SJal6ZrYs9SWpl2ESlWixeFRIHnF/39LAhQzPdOnS2VlRmQIdzc3seVSvPh2eA2B6b4igUo6UKiqjIxwDzPba33ifZ8XkR6apbybQsQYvaS3Kb4/1FhrKSb/UtrMIdHaTKcKNo1IEfMwCgW/kTdS9nHQOhFbXKdA6QzXMUOKvNmvsEp6n8duYl06tk3xslP0GV435ZJaHmiQ/WVabr15nnkcEr+7FYGDs4aIZlfLSz6EvFi4pH/c1sIAlkFX5jL5l+SEppJYzttVKaR7PROzTHVf78Wh1I8zl0lSK4zRvNk1L6J+gH0r2NayLPnGOcHhaMt/qmbQlqwmCiM41EJlrFWsCs2YNN/erGgrcfLsVzWqn5ZYEBk+gbzmOcsGIKXIL6eRqrBsVw1KySptVZesK1nJTZNkBO0aOSznXHJrBBSAtuwqT1WWqBBx1rAtZz6dZ95sNbtGtiQpZ5rlUBmC5A0ZY3i3q/lyEZRMXPA439+ul7zcSGRgtdx6hZWcpHr2CwpJXvPXRXip3KqyZFWJMGbXyiR+09TsGuFohayonME5qbbqShA4xhjWRoGClGoONrJvK7IyNJXjuxu9hKJ7NnXJ75eYmsJqXHHlV73HzeQX8v6qFCdG6wzrtqaJER8zj1fp7epSluEqJ/74OPJmUzEF2Y0ZbdhXYmX7y1PPd/sKnRM/PXtexYSPiZwrhnHgx6PnP78WGdzagVukd+vaib5WJWojq5GcZdjTOOlldc4ve712GWI9dp77Vh7IIcK20KwLzRAyc1KslJSQSqnF8yvoWaUkXPnrPnqK8HgZljZANL0gZoKQIaVM6yIPg6dxiuNVuMaVs9ytK+rS0I+ytnnsZw61rFLKpTJJKUrGTzeS0ESkP26rUiyN1rw8qF9Dur8GSn9VDh2vozhrZlFGDXPgOARyFiDAGBW1hX7RmE8hMUbF643jMnp+Og785pBeVkxuqRattTg1vlQ5hkzWmsZpfDaEMPLcTRIObeVn2zUlhsTnyyhwOJfRStEuDqWvIeibWnrpbpaDTmvF5y6wqZb31we225Z7FKXO/K/PM3Ux0flISErkqDFy9Ikfv5xZNSKBNSpzHCKFYpkzyINpjJGIG2cIxrBb8q4ehshtDQNLi/Jr7nFTElj4tZ/4y6Ol1JFkSupyJiIwtH0j2TTP15GMpHuvK0nM62dZIwxzkDXEOFJqjdGGsiy40TNTSHx67mUBrx3f7WHOmhwD56Q5WNnHVoWEQX26DDycRuYoqeat0/x8mgWatpgIrqOUo6U11Dbw8TyBUmwKJQB0Da1KFItSZ5g8IQb60TNj+GYrbOfL6JmimO7bwhAzjJOntJJVVDpD7yP3Cy1Qyi/BvPY+sq2kCjkPntMwC9R9VdLYxbM6zayrBu89f3wceb1aPlRGdrLOiKvqp6cBlSM3bcljN7Gy8DhmjM58HCO10+SUOPWeKQRikgMsKb20HZLK3prMdYyEKHY3pwEj4dlKKd5uCjCWqe/56dFzaC3bhcA4RMM7p7FaAO9xnvkf15HvD/Vim4y0RWAK0hP308zoNdd+5COJti7RWfbE0yyvmS0WQ0Ev2uPJRwqbZaWlMsfrwE/PE+taDP8pJb7ZFUulNbOrRMH2y8WzURPHXrGvw2I1TFQGzqMgYjOiLLvbWC6D5zj7l+jQ43WgIvPL2fP9oeE6ysjv33su/u4fXJCVzWbV8O2u4HFIvGoM1yky+UlWJUsw9egjPmfuVuKN/dPjwHfbyPMs+7xDafnrEpANoq56jg6LlEWbuljS2u3yfQ2rQjylKeaX9dK6tORNveBIZFrrE6yMUDW+pteHLLay203DYVFC+ZgpysSlG/i3B89NEzBGbo7OR3yE12vLQy/ihE1dEELg09VznRN3jeWnOVI6zZQ0q1Iybp76wGXw3KxEfdRF2LeFrL60fjGPi8hE/n83zvzloSMrWNcVv7uTkrdKE386yuFwGgKfzwPEwGmKnPoZHyIPM+yWfa7KiVMfuPQz67pgXzt+OY18vEz8/lVFYeqXNqeb4xIJGhcjv+LbneJz5ymNpnSSCZVzjXWObS34l7Yq2VQzZSm3/75xdJNjPJ0Zo9gxu+XQ21rFo5IDaOMEhF84g86R46T4fud4UnCeMyoLbdJpTc4S1amVghR46jKdT6ycwAtWpbQ4lbNc57BITEWmWOrA/3yJVGrmT1lImco4dpVBKS0kyphoF6tjYTVPnfi5U5j5w+eejUt4LO82Bd2cQZtf73AKpdg1JesyoozDqJGrB6MCtVUYrV5S1L6WkF+5tSVngmq4bbJI6LTl7VZQNV86T2NF8jjOgbdInOOX84BPyGls3bJOcZRJvL5kKdtuNwVN5Vgbs5TRM4PPy85VLaQJOA4Bk5fTXmt8XPbR1vFqKx+aT+eB5yFQO0VRaHabFesYX9xH46z5dqdfeq7btUzD29mTdME3eyN5sEpxWAm6xRhDYfRLzzSH9KKrdVqJWMMo9m2BYlnblAXHvqeylk0l9re328yqLmlKxz4lDuuaw7pmmDxtXXK8DFL1rCpZ0RTS82/b8iUf2MdMW2pKJx/aVWm59iMppSWtUOJQtquS6ywh100pWmdjzOJHjlySQs0zc1KsjeOuMRy7mlLL+9tWBZvl93y3V+KldWaZLMvn5IdGo2xBWykapzmNkUMr5f/jdWJdOWKMPPWKdxvpyYfZ05RL5rJNKOOoikC7vNd5uRgP647LDPvGUhYFqyXFcKNmnoLGIGys6xRpnPiYS2v4+Dzz25uS85Qosji7vt3ZX7fJwC7SsIfLxKaRpfq2WQK5+onSGn6434peeAzkFBhDxqnEXx5HDquaiYLGydDo2I30Xoh+/Sgf6udRyulxlp5xV8uaY1+ZxcYlmBNNoHKWkAy1U3w4DbzbNRgFD70Xe+E0U1nDaZh5s1uJaf8iuUar0nKePHMSINjzHNm3jkNt8aVhjtBNgdOlY0rS28YY+XQeGCbPdzcrid1MUhKnDFuriF89yQtW5zIGvjmUPPUzOXtykpL+0BbCDjYWq8W40S6RouO543a7orZQWsla+stDRz/N7JqCOSlOl56szbIbTxRWcxpnrkPgP60bpnHiMkaerp5Do1Fa8/k8SP92EVWQVYINOl06jHWUVmSkX3E8u9rR+UidEk/9jDOau3XFw3ViGEcGW7CrhT5x6j3f7xxZiXTRLIfv06XnuZtZVzM3mxarMijNcz/xGKIcPLMnBIuzMiTzi666KiznQSSMX6uTkATn20+B6xx5tcocB1nz3CxRredxxhYlWyVRqlOS14g08dPzRFsYNgU8joo7PXONhmM38m7X8NR5trW41bbrBh1nfn72/yG65u+egJGyRE5aoyiVQKUnL9lBzsg64dRPjOPIOI18PA34IDa0wrBQ+SRakiQxEisHc1QYzRL2HPl8DTyeO2FKpczgAw/njvfHnpwzm1LT+0w/zdITdSPeB567kcdzR4wSGgVZ1j9zQiNrltJkdE6MQfJpNoXiPEiERT8M/OFLx+gj21pwsp87zzhOxBRFpJEip24kxK8g+IRDfMT9OPNw7vh0vPD+qePh3PHxeKUbJkIIgs7JYnJ/7icerxIlWRjRNh+HANFzGoVd/eUycR0nnvuZTZG5jJ4vl5GuH/jL04hJgeN14twNPHcjh9pxWBXM88z/7aczfT+yKhXXWYZRhREfstOCZQkpY5LnMmeUH/h8Hnh/HHm9soSlHam0THCNgks3cuonLsPEw2XCpJmM4dA47PL+PSx/p+cxcrp2hBg5dz2PnaTinUaRPJZKqBvDIPv890+dmP/nQExiafzqzjJkfnq84r1nmmf+8tgTQqBcImNUihglbOkpREzO2Bz4t09X/u3jiVKJFPM8i8Z+X1seh8S+lC2CJfD54pl8ZFsbGqs4dh4/DvzlOEOcft2J9CnlFxbP56vHhyCsoDHxu9uaMUI3zvx87GkWMXdTOJ6uA5OXW6MtLdfRUxZWpHBFzSrLpK8unLCV7IzPMmiIyrErMr88jzSF7F2f58zKZo5DYJwmfNa82pTMs+fz1bNvHNVyq2ut2VYisVRZbsd+HvjuIFTFT6ceq8SiN8dEUwhKdo7S46xdZExChHCuIIaAUiJZrK3i0xjopsBNbbgEzaUf6aYIKcoEPCs+PvcMIdOVhjnImqIwGpUTD93MFBWtFZCAbmruVorLFLiOkhUcEAqI1Wrx8cKhNhgtUaTBe35+zNysJRQtoblrxJBQLZGhEQHyKS2Vw2OX0UR8NrQ68Kej51BrmrKkrkoer2f+Oni2tcc5y7qAX6bINohQ/6dRnEfKzhglQ53RSwTnlBRORd6fPJtC+stX64KmdOwWGELvE683FoyjcsLTkkxiwdWMAW7X0m7NMdNNQUAFk3/pTTufsVHcY41V9F5Acz8+z4zThFOROUiV2PvMoXF0XnQC3TDTlw7lRzLC91Za1l+XceS4tDtvtwV9Wf3KS2UjK4mnc8+6KcgIjLopRHSxKgymrthUUZIAEEN4UoZvb9dsF3cKSspg55x8uFPG5UUB4yNd1Oxt4mmG21ZUO9PygVdKIjNG1AImV+wah7OW0+B5vWBwLlMQN0gh2JSnXlAoawenKfHT80RtoSocm0qA7FNSfLN3DFFQoqu1CB2a6DmOsCkUn4PiflNQWMNlTrzaFAxzYMyWxiT0uuXQzLw/zVRVyT++khjQdhmIxaSWqkX8sK829TKNTszxSufFARMSvNoUbJqS39+L8+o0RrZNwXGQWJE5JDZtiaVAa0VS4vgBaKpCOEpa8RwVNsrrUDnDMGdSjGA0N7XmWTfcpYFXu0YM5wZJO2wSo3LEFPh8zawckkbgNN+/2nG7YHKHkFmVIoRxzrEq5RBuSieRNW7COcdT74kpvwwer4NgZQsjP3tKiTlmclbUTlZnPmZeL1xsq+HfPkVeby11XVMXYflzRpqyYAo9MSva0tBP0utXpfTMIasX7tQcM7tVLW1HTJxH6ZuVcfzm1nGdSu4XfKwxFqt/5fm4OUOpZNf3+03N8xhlyugUTsuUr3GK0WdOY+LNskZ5vTbMQSbCX5VQ26bk0g0vfavOUTi3VvPttmRKmoMOhBjkwT80HDYt9UJGdEahmkKW/nWFRiI/V7VQL5xRhEVC2VaKdppoSsufvyTe7QraspCp9LICSIgzRWvN8HTip2XfeL+uSGjSQoZUJApXiTdZK679SDYl32wdj0PkvjZ0s6Id5aC5jJ4UIuumJKJ4vdM8djOVzpxmITisqWgL4VfFGMlZqBIeeLhOXPpZkhbIcpuuLIZEUobWJpQtWZciaOiDrNuOnadyoiP+/lC/2OB2Tbk8vNKfeyyrIhCCw2jNOM788TmwtomyWfNuVcl66vOFpi7k+2TF21Kscd0wcbNp6Abxa5dWVk0heDZtwyolni4ZZ+UBfejEVdUWhsfe0CYZ/O1aSah4vS1fiIzymZPD3Bq72Bj1y152ygpL4qkXT/JzH7B25tW2IfmZIcI4e5Q2fLsrlyhUmc282taUpWwdNnXBZfCyh46yDrQaisKxdor36lduMggpyY5UC2h6q6L0dOeZb/diIxNzd6Syok19/3DmOAS6fuR+31JaKTMv/ci/fe55sy2l/LOGkCJeZQonbCSN5qfnzM4lPo4ygb2MAZSsSr6yqGKMPIyilU0p8cdfnpZRvqOqKqZp4g+PE7+/FeWXVnL6PvcTl2FkTobX6wK0ZZx6Pp29DNYQldj9pmZVaK6z6H8NSSR048j/+nngn+8hq4bZT/ylGwlBbHPP3cjDZaJwVmYbOVPaCgVMWbGvDZ8vnpwHLoPir5/P+KzY1zPGykN80zrO/QylQOgv/Yhzgtd5ZTQPXeB+rRi9KKJKZ9i2BbVTpJT55TTKwxRmjlHAdV9N6lOIrEpDN4YFii6a49O1J1QFde0ZZ8tPx55z76kKYUKf+5HLnFg5xecu8Z9N5sfnGZ08u1VDjJGfnife7iI6R576yHd7SxdhnANfzgO7VcWhgI+XmXGS9uY6B9pSGJOlNUJvjJHTmNiUkWw0CvjT5wurehRo3GKNnIIMFw2Zx3PH//XHI7e1xpU1hZkYY8l58KgcJS7VR1bViFp228frxLBggY7XkdFH9o1lMgZS+HUzp6xW3K4rpiAqKfnKbMvMefScp8RtK3Ei4+zZTbPAyhvNPBtWhSiAGidc3n9+K0ymT1e5UTZ1wceLRH/0Y+bqE4VKy45vWS8Bq8rx+dQzzZHBy4m5cTBG0UYPIfP9TnS8TSXl2z/cVRSuoLYj58GzbYTcMPlE4zJZ1VQmMyjDu5uGyhqmaYLlpE9K02rP54CwlJ3FOcfGCF1/9EFgaSGAWfKBlAz0WieDsMvkF9KDkXLcOW6byJhA58xuXVM7TVgEEz8dO6xqOPcjKWgezh3f3qypnCGljFKgVeY8BqqQsca8TLMD8r9Lo3g4dxzHzD/cGiZkjpCWldrXcHJHYFW3OA3jZFEqA7JOulkMI9tays7zKLEpTWGpi0QXFLtS8f5ZAsBiEqdNjp7/9dOFTWl4uEoJv6kd27rAGs3zCDpHQkw8djPXfuTcjaAtrxpFF4UseagNX7pAPw60NtPUjpAzVslrcL+yfLkGVk6EKJtCsaktzmq2JfRB841VpNqRs7RFY4QYE1pDSophntm1BZu6JPmZP5+vxLiEtfso+tV/5+vvfqqstebtYcW2ll3t6AOPV89xEJHDulA8D8LijVkv6wbpX3wUh5AkxEt4VVNY2cNpkR/GrKgNnKbIeQo4Dasl6b50hj7kl/3wGITKL1PLQax+WpIWSgN9MuQY+HKZ+Hjq6WaZcn46T5x6oTZsKoePic9dJvqJx25mVVoOq5qcM396GBgW3az3gc8DvNuVWJV5/9zz+Xjh05CYp/nlsApJiTjOWKaQeDx1fDzPnPqZ3kMIgfMsKp7RB365BObZk7VhVRrWS/8ndsiaXVvRVoWU/0UhstMo4o2kBHPqo0SCxBg4DpHnbuLNxjEmwdgMQbEtMudoqBcJ4vMoLK/rHJnGiY/XSJhGHrvAl0vPaUrEFDkOQVYwWkvl5CNt7djVBcOiVks546zhsCoxC2d5XRqex8joRcqYkxz0MlRa5jxKTAlVYdA54bNh25S83Tg+9QkVJs6jbANerwtKnfnlPDOHuNzcIz8+9DxeZ6ZZuGUpSirgd4cGpQ2PXcAQ6H16cZ6ZouB2XQqGZznsBg8xCHThz1+uvH/usRpuN9XLDvzf+/q7v3FBSp0PzwP7VU1blfzjG7PEfijO/UwfJK1vbxNVVfH71+JiOQ0ysMI41iUL3FuAaec582q9CBRcwWtrcO5v8C+lJqy1Epfopc/77mZFzhI5+ekys3UzQbXctEL7b51h0izgNumTpgiHVUFbFexXkmJ/s2kIQZRO1zGyqTLXUTJeC2e4W0vurGtK2kqkd5IUr1m1Bf98D/vtSuJGsmLbJDZVw8060hYaXMWrTcHrwxpg0UAHhpDZtzKc6+bIulB8fhaUaT8ndk3Nb+8Nt+uSn58nbhe3ze12JVGZVcGuslyMoV1I/KXV7J3h89VTGiXo0qTYuIxzjtdr6R8TmrcLL6qfBM26rwLHSTHPIrv84b7l9WErpIpFh66UeoHFJzS1yWSlcSpxnfIL0TIhpMhVLVGoD31g07il9w0SM1JYTC+xLFob0IZ3h1I0zcbQzSem7PjtzjIvl4Cyjl0Dbw5ruln+vmLpkxbh1M8c2lIuimwoXWIOkaosBT1rNJOPvF0VhASnYaJx0jNvKtHchxB4d1gRY2JVWorCobSGFH+9XOW4hDWDWqSEAvC+DhM+S+mxb+VF+nId6ceZbVMSs+J+7QhYtpVmXuSBg8+iLy5ErldYTT9JFtDtSgDZVktQtssC6i7dV0O70CQOa02pE19GeFX9jV00RxlavHXCYTLGsGuEFuG07DN/OY/ct5ITc50j9yuJ7RznAEbzzaF58W+2peGbQ8tTN9NUJTeN8Hifh0KoGc6yqWUn3IfEdZyJlPzXtyuMlSFVTIkxZN5sa+pSTAxFkTmPHcc+o1VeEukDbVUQmQlZsa4LVnVBRNEUlspqjjnx4eypnWLdVkwhcJ4zP6xLflsLdK/Zao5XaQ0eusi6HPjpEvl+66gawcmiRC1VliWvV5oPuaSpMijx8DZW8WlRtq1LyzDDafDLLZS53wizuPPTgle17JfDyJlEUIbaxiUrSNNPiaYUisaXLnLXOra1WnKKFMchsCoyd9uVxKgkUFE+JzdtQVdIjGdZ5EX3PfMwJA6lDBizNmwrR86JUUtkyusloeIyjDxeJ5RWL6vHh+tMSpE+KFSOYkktHWVh+dJnDis5aH7V6Bq9WOUOrUyLlZLcmyFm7lcFgxdaQc6ZfBn56djxapvlDU+GdxvhLJt55ksfqA1obUWH28/sV7WAs8cg1IqV3A4qRy6jQMa+Rl6kFDlePM/DxHWMfLsT/u+HY8euEirH/cbQ1iUhi5DDGANRcm5va8t96yRDSEnGTh8y/XNPP3v6KfJ6bXgOltvWUpaF+GwbOWBQCp1lN/zlMtH7gXYhN75aF5wRl0lVlS8MZZUFUzPHzOwDzsYXl0rIgbq0rCvHnEVFlpM4aL4Gfj9epsXUn/EhcL+pUQukrXAFWytEi8bJHjpPWfJzW8X3dyV1XdNUPcfeczr2fHNo2TUl47ZhnCZ+OicqozFLyHi9HKjv1rIxeOo9bSGKqMYpHgehcFpjuW0LkhIZ4SUkUsoU1rIqJNOILIPD6xjZ1jLEvFkVrCrHsRtJiGimXThTKosyqp8Trzfly5yhtKJHn2PiEjONNfxwaDDGUFUSLKe1JqWR5zGzqxJPU+bNRmNUiVuqsKqwvHIt1ymwWibyWRkOKhCj5nbb0jpNVVXkPPCrdgcppVBaTv3SSe7KnGBfSxnn48gcZUd4v65eROIxK3aVlC8uJUGCWM8YhAoJCC8pZ9ZtzT+8lodDcCqR0cMcvcDJdVrof5popUwvrZf4iqrgLTKciVmxa+UUb8pCQqmmwDgH1pV9WQFprbldVy9e3rxQL45q5BxkMo0WJ8p1kngMMXNH5ixigm3jaJIAubs5UVcVb42EYs0xUSFG8GtMNMaQk/SP0xipC8u+lZXL54ukt79ay/7yMkVuVtJf+sXPe7cqGXzg52NEKREeXLwcCNbal9etMgKcr8PMQy/s55yF0FGYSCaJCypLrz+HxNuVDI7GWXTbxhjmWeI/Nk6xqR3ryqH1jDGW7/a8EC2LQgB8py684FqtsdSl4X7ZWV9Gj9EsoDj1klv84TRyu/pa3mryHHieMpvC8GrbvESPlpMGpLTdtRUhiEjFLCmRu7biOgZICecMb7YS1bkt5Pud+ol+Dhgjkaf7tmLbyKEQkrSBRomZ4etnsrCaUpCav960vpyzBEONM+va4SM4FUFbpmni4TqyLQ2nKbKvHdbKMCQmsWm1C2k+R5Hu6RzR1CQ07zYCHTM5L2L2TErx/+NNqq2kh89+5thnWisvrERfsOQSKa5jlFVREO5xqaXkul2VdAMv01RnFBrJxdVaxP/ee6YlRXBdCWj9cu0pSkHg9KPsSbVWPF865nmmtDXZy/eKMaARscP9RnbVw+QF86mlzD9eRpqqwKr08nNMU6JyQp+Yo2KeJnKUIO8cZoqyoDSC9Mlo9rViCGBM5FBZjFH0k8d7OQx/eh75fie3zcYJRdN7CU5rCznwLqNfDs6M1SKgee4nrqNnXzu0U2zqQkKljzM3qyUWNC6qsCi4ncucMWriNAVO/Sy7/Ci+6IeLR5MAyTzSWh700oljyGl5f8YAOY587DNtJUjVq4eVkl05iKRUI8kSRuWFvDHQTZGbVbGU4JkpBi6XC1MAnzX7tqLKUZhUPkA0GCWkyJw13TAxz2K4n0Om0pnJKD49d6xLOQx/1dlBPkT+55+PXCfPFBKNU3y8Jmod0NpgneMUJWjYx0yMiT9+Oi9SxJn/9u0OpRQPF9lxXseZ37zasqkcv4yZ0ki5PEzie/0aVLVvLP/6/ogrBHreVgUFgacucrxObBvH623Dx2HiPHpIgdJKANiu0vw8CgU/x5I/frow+cDdriEtESBDSGxKw64tebhM+JS428A0zVznyM8PV/7h1QpTlHTDhE9w1xj+/OXK8dxhSFxnxauV4ksPx+vMGBK/u2v5w2f59clLyNimMvxynvjt/YrzEHEL/fB4nWkcfH625CRp9udhYp5G/u3zwOuV5ssQCRFWleEyZQ5q4sdzYFpCtXaN5Tpl3m4Lxr7jr1k0z72TW+Vp8MSYGceENgZjNMMw8/E0MsyBx1NHwjJ0Z37SBVkZvrupuY6Bj88dMTaUbpbcJp05dZ79pmJfW/76WbzCTsNFG46Dpy4c21JQtetqpHSGL8crn08j+1okhoURyazOVz6c5EZ+sw08JYUlc1aJvx5lDfTlLFrnHw4TQYnhvp8mfFR8Pg0oLRfHh6cL/6+fn2gKy/eHBu8bPoyebgj4EPjXXySCpalKNpXl4Trx8bnnt7cNxjl8SBAnPp8m3mxrrv3wHz4Xf/cPLkrx9tCSc+J23UhvmwfOo+E0Bv7TruLDRXgNN87IrZygtHAZPcMcmKKiLCz/db/l/SWwrQ1JGWKcGKKiWFwtq1IcLf04431giJl/vm0wTnS+D9dEaUVqdxoC1k4cVjW3SvO5kz4550QoG4wKhGwk0DgnVk3BurI8Xmeq0lE5z1MvtygK1qWG6PnTceamgikEPl1mvrkpQIFCMWXFbesYJsHx9D7w81lz0zrWTcHxIqn064VNdR09GUhZsa0TTeFIGAphz9EsYVWHlWXwmnWVqUvHYV2wv0psyq6WmJdulhXUY3Y4IyukpnRsasfn88hT5xfwWmCIYI1QSwqj0Sbz+RIobObVuuBDh4AESoM2hhrP/3IOfLczQuN0BQcjpo7bdUlSlpQHrIInFQg+EGshTwalwBi2TcGrfYvRoi2fnjuplEKmqUoRh6A5dZMgdWqHdo77jUJpoZH0k8APlNZsK9lAtKWlsAa/RIdKikXiZlXhNDyPkU9n2eN/s2vkszFLJXK7aVhXDu+D5A35hcZiDb+9X2MUtE0FKIax568PnXilo+evx/HXL8DYNMIFauuSKkaOGX5YyYvmyppDhMsUl/xRzdttxXnQnPuZTdsIFNsHsAX/8Ep6D6PEITMtrCRtNKu64rDWfLmMEAM/WMN+s2IM0BSaXRbFlHOOtwayNhI6HTKvN5qEoHI2leTIlk4eDGNESFAVItlrrOI6F9SVrBe60fPpPLGuNYfaYAvHP74pKZxlVRVUpdgSJVRefKXvllVPyok5axqdOE+JdWnZ1I5uipSVYV2KnfCpl5DuohARxFfe09MQ+GbfcB5mmrJgN81UzvJqzrROU5cWow1P14G6dOxbCa7SWr9IQV8rWd/MMVHXFYmJ1cLj+gpl+0254E6t5Z/bxDg3PF0HhjkQs+W/vTPc71dU1iyTZ8s/1QVlUQqXafTUleG/bRqmJNNmayXtr7Zw8ZlCixH/uZc0iLqwC6nRSXDaAtUrjGbfys83fbUahkBZWPpR1oD3m5p+nPmQMgcH9/uNVBCXXqB5hcVj+N29DLa+nDuuQ4UzGtNPjCEL09tKq/buUC4DLNnt1lbRtjWHVYUxhtZJDMu21hRVw6vV8Os2GWRAZyk7j93IOHlm74mlaGVLZ0hViVLi8PjpSyexkMsifVWaZUcXmeYJpyz9nEQOlYWCMSXFrvybCb/SmWevKJZw6LqQcOfGaYYUiV/RnErE4xWBOVluViXjLLZDkL1nqZQEKAPXMYiYPwScgtttw6mbWC3C/Lt1Re8T/SSrj5yFt/V1FVVaEewflxWZc46qqKhS4HOXKFXguZ8oyxKdE/etDEquY6CxitXSPzuj6IYJAJ0nSYybE6syYbQYzw+1Yd3IjrGtC4ZZsKO7VlYxgngRSeVxkP700EpywlcG8pz1kgoQCFnRWM3kPetWWpOcsxAuYqLabsW3e53EaD8MWGNZo1lXjlInrDKURUGRpTL4qsb6dJ2pNPgFG7QqDG0pnOycM+Ps2dQFKMerlfDDcs5LGmDm6TrQTcJbNk39N96Xc2xKKevXjRx8Cc0PN81LLGo/J1LwsmN2irq0NJVj15ZYYxhmjyYDBpUjMSb6KfIcI/tS0VSSZugxfHsoaUs54JXi133jzj7y//jpyF3rWLcVT5eBy+A5tIGxrhi9gNLmhdn06eKpLh1z0vTjSD/NothJMx+fR57HyLbSlM7SVBLctSkVPz8NpHQhA/2cuFs7vpwGHs4T69pQlQVfTgPnbqJ2mtMU+P52za7N/HzxODWQohekziyWtpikCng4T7TLVPm2Lfi3z1e8D9w0hucp82pbcemFfeU0TEkzzBPPV0Gjjsvi/3a3wibPx2PHx2PHqip5vatIylCoxF8fOpTW/Pa24S+PI3YpR/s54VPim8Oam40otH56uEKOfDh2vN01lM7yx3HCzzP3m4b/+4+P/HBT8Zenmd/dVpzGxKfjlX9445lTQmVFyJL7oxQ8h5k/fO6Ee9xP/E9nzWEZLEnYc2LbFAzJ8E/3kX99/8xzP7KvLZcp84/3gadJhkG9VfyPTxcqm/nNqz1PRvE/PnWsS8PteiRmjbNwHSJaRfpB+GNJiZ2yKQseLxNWZbop8uHYs28L1rXj42lknGfWVcFhuyLF+JKWeLxYfv9mQwiB9/1MbcQwMEyenx/PJORG74fEh9PMb24qnq4j1zmjwsz745VVU7OvLUpt0Drw5TQS/UDMho+XgVVZ8O2+ZPCZv1xnfvNKdMyVCrx/6skovr9b8+Xc/4c37t+95NFoxd3K4TGsS0tdSLxHROEIXOdEnCeees8Q4J/ualzV8GptQRn60XO6dHy8RJzRvF5bDisJvXIaagvXKfJ0GYgpEWOkKTROZS5zEvO9h5xE1bJfleway82qoi6M6Jhd5th5fn7omH1iV2vu1wXjHBnmSOXErDB4uUHfbUva0vDnxx6n8otz5ngZGELmu30lrGaf2VaGcY5ch4lhGPnTw0CYR25WFYdWfl83TMwhYjQS9O2TMJatpq3l4T40BVVhsEqsa23lODSOVelwVqO0wiYRTVyvV76crzxfR0yaeB4jJgdmFDl5fIS6UFTLxDalyGlK3LZW/pl16DTTFuYF7D6HDErx/V728cPslzDxTIiB/+Xjlb7rqQrLuq343W2DsYXMG7D8413J231DRL8IcVKYGUZPHzI364pvNtKK1Fam3IOXXnpbW0Aqn8ZptpVjVRW8XosZf9fIDakX3M9x8KydbAwuoxywX1uDQ22JaDZF5nid+HjxrGxi9J6H60SYrvx8GulGL3LSUnbPhU78/m7NvhGcTVNotLUyTR5n/vDxxB8+nXi8XJnniaduQFlX/HvPxd/9jau15tVe+rlVU9L5JZ0tBU5TpraeHsO2FqHGfrvmOD6TVcm6CigFdV3xu7XjeUw8XkcyIn8LWQl3FzEFrJfYRKcVYbH13W1bYQWjMWYmkzmPiZtWIGCfLp5tbbnZKNpSPgifLzONExyr06JW2q5qtlEQnI0zfHtoGXzmZlOJftVa2tLQlFLW/3IR18qmqWmqyHM3SL6sDpyD4R9KxXWhGTZOE7FY62gXcPnNpnmBksWsQAt58NN15tWqwBgtZoe6pCkLrpOnsAWv19CnJRUvZJKyElviGv6xKLBlySZDIsGSrTRH2XmORnOeYVfCvxwjTefZtgW32xVGyz53zoboA6Wz9FMk6oJ/fNPy5TIyR2kXisJRFAWrdgBt2RaKPz5a9g3crgqcc9RW8XANVMZTV5rCwKcrHFoIyrJbi8HkNEZ2WlZ9xsjBr3RBzJrnbuL988i2tLy5WXG3t6yaiuepo5tl5/zlPLBtSvZry7udWBWDH2TuUVl+cyNMZ7Tnbl0SlGHflC+WU4kUCfhkuK0NUy4lftMqrJ3osyMD66bmd86AdazbmrvtivxrXgdpJYQ/gDHAYVVzv6n5dOrFyldaDk1BN0c6L6JybR37ApReSwxlmYnKcLuRYU1RFKI3jX/zxtalE7r/0jsWRtOHgrYwXL30t2r5kFfdgHOG0hqaJaPX2cD9phG5nJHb7Oue96ETCNkYHLs84qNoqr+7W+Ims2Lbluya4mV48ps7eXhWTcVvybw/anat+Dt/f2dpVmu+W5WSZOgT+9rRVgV360rCzawwpb7Gpnzt9w5W8mleW3EXbRrp4SPys7RVy6oQ8YJk+irutysRCcwVIK9ZN8cXIPqpm15gfSEIzfDbQ+a72xVtXb6k9BVGKoCQ4DevFc/d9OLVnbP0p5u2lt4yR74gN+u6rfgH3YkaTcvMYrVq+D//IFP75yU87Hdt5nbTir958pJWuA58uYwvzqSiLHm7rchI6uLvjETW3K0rlHHMIfJqOfTMRugrd+uSqqwoC8s6K/q5xBUl3+wFxt8NE/fbGu93dHNi4+AcJWpEVYq7tZApT3Nio7OsH734sFelBTKVES3BOAfe7Ff0AYj+33XT/92XyvLSiYl9VclDYq1Q9O5W8iBNURQzbzbygK9spk+GXePYr2o2dbHI/yKfrp5h9pJKr+Wh0VqGLOcx8NBFAYwnyDHw02mCJNSDpiwk12eR/M1RUJ1WiR/4Msq/d7sqmbMMl9paTt+QFU2hsdYQlozf+039Anq73TQc1s2Lqkah6Hziw9OF51EOXmct26bgzaGV/CFrSVm/lOHWyD+LIfLnpwmnhWLp3MIEVvpFeleXbrlVZcpZGFF7gXyABBw/cR0CIQQ+nkeJdvFRvLrwvzFkyMBr8lGM5Mv+OCL6Ye89j5eBX04jl8FTOsNhVXOzECPnKEKQTWmFx6SRHCXgbl1htQSZPXWeSvOS+DDHLNm/hbRRaFFKDZPnMooAJaFRSlIVX20bto3or0+jECYPbcWuKfnSB/qh55ezzAbM8lqWZSGaZ6s5D566dHx/u+F+XTIE+HIZebhKvlFVynt9jpKOWBWivf7xaZCdd2mYshZNd6GFDZ0V69KQlV7WdSLO6ObMr1vyiOI6jDwNgTfrkiGIF3bfODEGtOK6CEFO1vdPA1ZnvttrjC3pJy9pfirzGHihD4SlCMlZ3ELPY+TVuqQ6WLolzOk8JokMyWKHK4zk4KxtJmm92OriS9ByrAIxGrwy2Oz5cPW8zpF+zpTDyGTFTL6v5Q1tC01MkbqoqJ2im+T7XseJKSRWhZYdpY3EXL7EiXy+zNxk/eJUKp1hVVtaI+unrA23jawjnq8jc0wc1g1rJ9m03TjTTWFRF0lrMCXFVsPDnGicp/Nwv9LYQm6L2S9ZsnHmFDKHpuA6mUULPNNNslo71BarLL3Pi/1PRPVzSLzZOgqrl4d/4tyNOK0kLpPIEOA3jQALHroZowQECLCqLLOXAzekkYcQeegC/3BbEZF1X2FlkPc8dUxRdtBjgEs/ce4991uxBJbWMOggBM4x8/u7lsIojmNgZfMii00oY3i7rXnqJFlxmP3fkLJTYlcp2UoE+2LC733i7dZQVXJgvt4kHq4slNDEfVvw+TqzzpK4AJLm0IfMqkhLzpSitv8uCx34FTy4IMS/coll1Igv0mokxzQVVEXBrDW3Szq9n2e6pKnmmbKpWS27zOfryM3izJm87B3bQj7spZYokTmKf7K0RqgbRqiLq5hZbWtUEqL+ppL/APwcIptStKdzSNROEDGNTjz0QohMKQlFPyaMkT1yP864QsgRnzvPoXaghHUVY8InTWESfTTct2pxIYnkz2mJ6JCBGi+M4JXJ7BvHOAuw7LGTBMDS9PxyDbxaOVwtUkBjClKS/fghyYpFn2UNc9Na2qamVIk5g9ZilRR/ryQU7CvLFGRyftMIuH2ImVVhOTSZ8+DlJq8cByO3mI+ZdaFYOXg/ztxvKilFDS/xk4VVvNvVzPNMPwcCin0BZ12xcUISWdUltQWPpdKB86x4VykMig/PmVp73p8ch0qoiqVOkogw+Rd/du8DjdFL7pDEylgj70dImYfrRG1ELpuSZrW0G0ppVovxwFjDblk5+n7kMgQeVc9eabpxxi8pFFbDHx7l8DdKjBIqykrNWcu3rcSAhpQpDZwm+FUnGXwtFtTygp6SJkTxsk5T4P2z5t1OyrbPnWdlMtEVbHTm8zVSOUFgXvqRT+eJm0acI5UzWK04DTPD7AFFN848RynOs5/5y3Hi2/0SnLXEU8Qla2f0USh+rQykLlPmpoBxGjlPMi0sCofLkmD+83Fi3zqsypySxmSPx3JbStrduvyaQpcpjCFrtbQFhkrBqZfp7jAMfDyNTD4yhowlknRBUziUVvRT4rmbOXUjt5uKb/aCdXlaJqVf/bC9z6xd4JfTBBnOU6AbZj489TQWHi8ThsSfu8Q3+wqdM8c+sK4KVCW70rqUXjdngZ6f+pk7owjZMvrI46Vnu6rYFpopS9rCoYFfxonH88Cpn1802P/y6ULwgc/ncXkoFb88D+wai9OKPzxF/umultjVkLlxmQ+zYp0niqLgoD0/HgfuVpJTm7Vo1vs5sbIzX7rAoR95/zyglOLVyvFxUqQYyMFznfNS7s+EzMJBVvzydOHHx4HDSuYU3RRYVYanLrCpHftGUie2IfLUewpm/viQ+AetSdrQDTMoxbop+HZjllmC5vEiKOF/UnLATrPm1I1Upawob9vAr7pUjilTO0ftFD4baiOC+OuUKKyhMpkPp5HGgsuJ8yxlRuFKaitkAo1n9IHaJE6DwvmRm03DqtBMqGXKp1+ULSlljtHxei0iiq94W6HwLwHYMdNYjVaadSNOm5wSj33i7TZLOJiV9cLjDHdrR1NYrnOi1p7n2bAuspj7Q6J2SixsTqOyJmTp23zMzCnxPCZ+d1vypCr2c5BJp16QrU4cVHPMFFpsjygpXZ0RYX5ecLRf/y67SkuqfPYUtkbNUDsJ74opcZkjW28WyZ/mqZuZfOLtTtxIT70HI6KT0hlJExgTdZk4rDVxEUjsGsfFZ25qg1s8qX6YaSrHqhJBhcqRFCSXdlM77jciZLELPdIYzcpFHi4T5ynxblsQVMVdI6mGcRzxiRfQ6p7DAAEAAElEQVTixVcgwmWaOV4Hun5i8PklTRCyTK3LyIfjRFGKs6wqLA+XkXWhOI0eHwN9EIzqzapg9FHyn6oCn0TP7rNhV0nfPU1nUaxpsUVKgHjJvjZMSZMUXIaZQ+3YNY7JBwqj+OUUaJxE1tQmLRGrki/x7z0Xf/cPLiDCiimzK+OC5bQcGisOngRNkg9SYTWbQqBo3nvJ6VGJhynQTQmnDXdrcfXURk5uZyBF6XVzEth4aTSv1o6nXnKCQpYSOsZIWFLntDMvw63bVcmXc0Jrxf1aNK3XOVGXUh6uCyiKSko0L6b3m9ail7XGEBJfLmJ3q7RMgiuTSUmLqqiwHFqx+hH7Jaso88NNy3kQ4YbWmqnvcVWJtYbvDhXHIfLzU8e2KWisYHpMzmIQqBxhGvjrcWZTDcSkOIbEymWqsuSfXsvfbWVl/VYYzTTNUv4WBY2Viei8IGJ0UfDDTUnhBDTXzxKU3S4m/cduYo4yWd5UkjF8HmdWleXheaRwhk0jxJGnbubpMlDozBRkZdc6xXWOlMu0fOsUfVQ8XUbO3cRuXfN6XUiuzzJVPw+evCBSV4W8F/9bxvjrXQvAvl22FrO40FLOGBKVNdQreH+cAfEdryspi3UeGIKhNpG8pO19OQ/048yhcRy7SSgYyzpuVZglPUH40m0hE3ljDE2hebereTz3HEfIeeDhuft1ZwflRShuFVwmkROmMPPhHHi69Jii5t2u5m4tUYedF8rf585z7idilszV7w4VT33k2M2cllS7V9taGE3XmZwT+8ZxHjxGa1aVY5wjj0j4Vc6Z6yzEjY+XmcoIa2pbF3htGbx4eJtC87mP3C4pc8frwF+fRr7dI0yoWYQibRkxGf7Sew6N0BNerSqeh4Am8/5pAHoy8O1NS6E1l37gTw8D0yTm9vNK2oCAxubAj08T3x9EUFKXjhgCU1a0heY8ZQ6tPIA+ZlSKXIJiV8KMQWfPZYx8uUbK0lNb+OV54H96uvLusGLfWI5TRl1nfv+qImuZDZz6CRS0OfLQR3YVywOT0FrWG197Sp0Tv5xGrBG07uezSBX/8LlDZ5FAfrxMGAXnrqeqahonPeJj5xmmwP3K0gdRWD32M6XVrOuCXaU5zrDX4pWdQhLf8bbiLzHy4TzzbZBEwBACvzxfaUqhhJTW8PkyUxdiN5ymiTEqjJqFCXUN3K0Td+sSt7RXPx8nbtvEI7J7VylgF07ZmASbtG8V1ho+nia2dWAMisqKt1eMMDKoe7rOXPuB6wR3rebxCh9OEy+hRP87X3/3D67RmqZyVEbg3CFIb3lTJkYKtqWYr0MIXBY3DAiraFdbVpVlWnyrldOsy4rflJY+idA8ZsXrXX7R7kaEiKiRD5e1i/onw6YquN/UHK8D5zFQLqWfTBpl71oUBd84Gd5MC6BMkxiT4lWj8ds1b/A8TZlGKXKcSclw7AOF9aAU9xvhKBVEvnSB5wU0t2tKfv9qxTDJgxOCx1hLQaYLmlcbt6yiAo3N9BToJKuZQ6tfUuasFudUpTO3uxWvVo4PF7jfOPaNxI/+9cuJbW35aA3bSnPYrjmsJQxbfMQR7URHDMv6ZDHZn4GmkP3oMPuX3WZZti+Jh1ZBTBLE9mZX8tzlxZTgMCpRVC2/OTh5GFcVkHlWEE3JjePFuEGheehmnHWsC0tRFHTjJEHapbjAbjY1TV3ICmyOzLN4pQ9NfgG2368dbVUSQuCxn7lZiff7Ogz87qagaRp0TvQ+sSoMP9yv2Tel6JdT4v2x57+829J7kbo2pUMbR1Na7teJdVMLJmmc8UlmJOUSKHe/LnjuRm5WhoBhXcN3++rX7cdVSlYxXy6R+9bSK0U/zowhs68DxpR4Lxa5aZ7YtRWPl5nKwkPnsdYxx8zkZ3SOnKfM3bbmpnEMAYoloPrT1WOQkGOA514GPK92DauqorYLnWFxIMmLLiaHLxe5rezKoZIA26c5MsyeVWHZrSpqkzlOsLYZr0o2OlHqxOer4qAUrzcVxkhW6xAMhoSrat4VgWEOnIdAaTxKC0r1tjF8HuB1CxiHCgEfEj89z+xqSfZbFZmQHUNQNE7WQyDG+ofLhLOacRRWsFOJUz/z+eL5bhf5fJn5dl/zdlsRdUk3zpJz02p+fOjwQRxVh1aGKfM8M/nAx3OkG2cUFatKpvPDHPn5NLOrI+u6onSG6zByHiLWBLSCS+/ZNiyeZsWbteU0JgafOA+ezovZvbaZhyGxiiPryvGpn0Xy6SM325ZGNCIYlRg9KCTs2qrMj8eRNI/S78aRvikwSrjZ3ZzIaaSPGR+R5Pic+fTccU5wv4scByF89krTWGGIWQuny0A/ec7eC1YpgNWGdSGDp+MQ0GoiFpafTxO3jVwGk49UTjhilylzaA1dkKyry5TA2H/3+fy7F2AopVgVoj+11vJq0/Dm0PJ2K4L1p8soERoFoC2bytHUJavSMCeRwu0aIUsUZcnNqmS1xJfUVqaso48cGkdTiWLqa1kXswQyf+1TvrpX+sXZIvJbJTEjlWFXGT5eJoY5UGopD6ewZKAq8yIMaZ3hflOTdMG7bYE1Qv8PQYKgxnHiMmf2tcRqfEXNZljKvJGI4jeHkqDsy/rKGI010steh5kxKvZtxdudqIJqK4MVpR23m4pvdyXHMTHNs+zCszT8IWuczjx1Hp8tu0roHR9PE372OFfwD69WvNmKXLNeUDY3q4p1IzdbXQgVxKfMvi25XzlCUi+CmiGIhrgtZHA2xsSYxB74Nczrl9OwpAfKIVkYRRfEnlcvr5cMsaSyaqziMnguU6QbPdcxMPjApR85j4nbWuEKx21rmLJDk1jVolPeN5YuyG16syoYgkzKX+1aDo2saj4vEax6mWGcR880T/xyDdQ6cp0in5c+d4iLpc8HrNacBrlp366dpC0UZoEdRoy13LbiLy9NZvRZdvi/bspj4st14tqP+Ji5W1f4BLYoeVcmxphfYF+FmkVuWGeGYPhmK1yolBJlWbDV8qEpioLQDULoCzMPl5FdZSmt+FZzFObwNztDsZD0i6U3WTsYk4WcqY18UIZx4ONponIOTUaTeZpgV2RS/hvHKpeObclLCW2SZ4iZMYqzSVhM8iGtfaIbZx6HyJuVxemawii8z5J44CPblaMyslJRSthMu1Ymsr03bEr1wlpSYeKvveKmsaxKyxQc2mm2tWNdy3Dm9bpgWoQWxaJzXmdhYolnVDCom1Lx2M3ErMhEblY1t40i4ejGieuSwD769BKrmbWhsInSyhpp5z3vn3qO/UxTaP759ZrbTcPJC0HTkF4CyBN6+d6WTQ1jcFQW/qcPZ+pC9NJJwXmcaauS21rzIRTc1oLcPQ+egkBC2FZFXfDd3mBdKe91liluzEtoG4py8TdvS8VTpzGTZ9OUvNvVdFMkI1lP67bmNzHwy1WxqwKdqVhVlm+2ks37xz7xbm04TTBPM1PWWBsYE+TguUxATjir+eWhx+1rQow8T+nXTXmMSZhTzjmcEZKgVprKZJ5HOb9HL+ngny8zN21P0gWOmT9eMr8tg5iotQw+rkPg9/eQMIR55MMlMAwTwxQ4tE5M2VHSycekaWJgTIpuknXIGDJvNyKCv4yetogMQWRr68oK9Esr9mXil0ukcZltJaVrCIE5Jd4/D+SQ6EOiLS33a8dxgNrKSuDLZSSmxMeTJNF9VhC85xQzXT9yGSUmI4WZh27m4TzywyFJWvoUmFNmW2p+eR7ZNkJteLgGXq8NORtOowQrl9awaSXo+/2zPEAZaR/6BA+nK788d2y3O96tLVefaSZPHjLPE/zjfc2chdjw53OkNaIH1lkwqEoBSpRZprB0PnIapOT+cu75eBq5XxWkCD9eEtp67tYVl1F+nlWpuEyZu+x5GqW8PWnZd1+uE3/+cuabQ0M3BqqqwGqNSolrUOg4cw0NGx2JIfBpSrSVYH77cQbj2FSBP5xm6s7zet/y3b7ieYw8XUcukxM1l7asCrUIUMQiefUJlQKPPvPldOWxj1Q68uUys681lz7x/xwy//md5tutRduC2F+5ZkXl1HIBKD7NsLNZIPFBoAiFM1SFI6WeX/Ue12pFWTe8LhFAXIisnZQu26agMnCehGKRQ+BfPlx4vau426749pA5rIVflIG3u5pLFaiqCtTIs1e82zjytqKfPP1SKm0XTvLHU8/H88TNqkRZw64pCTEsjpPAFESNc2gyH2MSt08jpId+nHm1XiJOzhM5eKYg+uWbtmDXiktkmGTKXOeZVV2iUuRpyKgsMZBJFexKzVgYrFIMTYFbptzvz56bSmO3Fec54ohMUdRNd60Ve1/ylM7xdlvgnMg3K8ui0oGbtmAKiV0j5IwpJG42Ld93I6chgC35b69rgq2wbmBVlTyPkX/cihxynjwew2/2ll/OEzllXFHw2iXauiAmxVM3UReGbWk4z+kl6GxVWtataJa/R6b1ny4TVmtWpeKb2w3H68SXPlJbGJNh7USf/L5XvN41/P7Vlk+XmduVVA2nMWIJ9Nmw15EhGPbrmrstrGvxLg+zcKqepszbbYn9Ci5PmtuVZVsXFFZzHQOVhS+XxKmbmFzmZm25by1jtBTTzKdLYFMajFL4OHCdNTdrR10WXEfPlA1vl329zqKUerhOFFazrcXc8JcniaQ5rFtmn8g58Onq+XXvcZViX8qLXCAZL5tadrGlyXzuPNtSM2nN3VZ0qxGRFJZWSZSkF63sYd2wrSUb5jwl7lrDxS/iiErkf9M08Txk1pWmWPJ4vgr6BfmSGKeeM5nGyfhfKcVdExfHkWKlAw/dTG2hrUQFdA5w2wjH6Nz1dLMgYU6T7GxDlj7yOCScAmVlappzZs6adWloqoJxHDl1johm7xLKVNyt4edjzxwVTam4aS1GK3aV4sNxwBWR23WJn2S3va7En2o1lEbLwj9rFIrTpePP0fOvn3u+31q+3dVgK3IInMfIqpIdpDISdrVr5IGpSkc1eEk6GD1fLhM7I8xrlJSFn66BUmVOKQn5IkmOzugD+1WNuQwc2oYQA7+cFDonnJVALqs1lom/Pme+2QmeaFUaVnXJl04qkKoSUYrWBfU8cwngtCTl+SS9f+sUWgtDbPQBa4S0OfoRpRQ5lULiXPC4l1FMEqtaomNCCPx0TewqTVsVvFpK5s+XkXVhKZ1mVZdyCCvFjVXM2UD0UrGUmV0ln5nHWS0/kwg13tqJj12iMVCpBOpXTMBIKfNLF9nZRJ8Nm0VTHKLEOsYEI4mnzrOqLN8dWh6uIx9OE5dh5ptd5sPzwLwoZ4aoFjdPWEznmX7hOU3TxL997qhM5joWnHs5mR+uE/uVOHZiFNPA7MdFXCCUjQ9PA+u64LByfPGKQkXOQ6IuJobZcxkCtXNM88QfHya+20sJuVBtFvB5SeUinU9M08zHs5gNtpUhU/J0PXPsZqblxvj5ObCqE21ZyABnAaxXyfPz1eO99M3fbApWVUHnE0pJdnClE5/PI1/OA++2BVPW5DjwsYvcrcTgcPGZHGceryMxZcZZ4iqNsTycOxJGPKiLffHxPPB0Vlid6aaED57ToKRUPc+Y7LlkzXlK/OO9JmXwPnLsI13f86cnT+UcESiI/Pw8saosVbFUJtHw3U6jjCEt3KwPzwPjOPF4znx3C846UgyLrzpRWidurwwHnfjDaeJu5agLyU1euOlcRlmT6RzpgmZXi7DluZt4vIz87r6lqErayjFHIXuex8DpOlE4sREmJZXgbRam9WUKdLNi7cSw4n3gaBQow6p2xBRf8DuXfuQ4JPI8MpfF0uP+itdBWiu+21USsKwTD5eRW/U1ha1YpsCZfSMQNzHEK0qTOZqEs47X+xW1he2qpRsmcpaM2JAVjRMTAxlc4fj9q5bayWlrlQyyvmbrfuUsfXMjo/xt/Tf/bAiRw6qmqirJ+uk0x/5CCJGI5nZd8mrXcJ0K/k+1qKC+Mn6HoFi5xLH3uIU9dXWW11biLrIybErNMSXuNwXHa+LVrpES24BzlmMXeB4DhTX0SbFvHNu6ISyxnVNiAazJz3caI/s683jJIu7XmWZd81/eROqqZFcHmtLx4TyzrqwMjvoZaw3EwFVZrJLbJizkkJDAqkRVOFYlRDTTFGit5m7tuE6KdeV4qzJDyBglebAHE/h8jfxwU3G7bZfhnUIlyfjVWjP5wH1rwFjGOXC3qfFelEixKdmvFTfrZkmpDwzziI+8ZAwXC7RN5QUyX4u3++vBWZhOHsQxsW9l2NlWBaWSNmwIMhEunWHXFFxn8/Jr29qhVIOfRv70MDJ6zxxLamdfLIL365mQCypnaCuRif58TKQsAqCU4K6KXMsNvzsIjO9XzZwCMX6Xc4fViqfOE2OS1c7ST5qcGazQDSYf0SQer54Px4nbreLNpuIyC2BN8mUEY6KUekGhOC1Dg7wEgz1cPd3g+adNzdVDN0xcp0BVWMolyMmnTJgDPniuM6xTZm0Uxlg2daKpxAe8KiQeE2T8H5VD5wQ5Y6yhRtQ5tYt0WbFpJCGvm4QQuSotT51I8ZL3vH+eqJxh31b8fJp5s5WDrHRCaTgOgRBkMr6r5DCb55kpSunfB0llSMmxqku0yujl+1yqCps9T7Phh/sK64SocR3D4lqSvKC7VvyvSWmckVC0t/uanBLnMTBmxU2puGtKLoMnRXE8haTwOXMeROFUGMWYNCEpVk4zL0FfrdP85XEgKZFInnpPcIH9SqOXffcvzyMpZ0ENWclf0kaEJsUSCmetWdLqhTKyKu1yWycKm3jqI0QP2nK3Nkuio1BIHJFfRoUjEpIA+H85C2CwttB7FgGHVATvLwmSB0rIUBaG534kxomnq2CBh2DYGJFNCoWyYNuW9F3P56ngu20m25KqmP7DZ+Lv/sHNGYZh4A9fejaV4Zt9RVkUi1MjEubAqrIvOJPnxb+5riz/9GZDW5cSURI6Hq6yJ9SIiXnbFOxrUa28fx5wWqh7u6bkGwP/Y5w5DiLZ6yb50BuVOc4JHzKljZJ4rwzf7MQ7e7yKLS7lzP3K8tgnXFbgPT8PsnrYV4KF+Xoai6Ip4XRmmBPH60DOolnOsHh0PevS8hQUtU6cp8y6kdDsVSm3t4qy/NdZJJ05S/jWTVtwmoX6KMZ9iR/NyvD9oSYrw2UK0uuNE9W65b++1azalou/Lr7hxKdjR+Esziqu3rKpxcQfo/yMCbl9U0oiBV1uu4+nnofLwKapuN9AVtIfdz5hraXRmrtm4sfjzH244AonEkKtXh7Aefac+oSxMjw6TcLV2tRf/06K8ySoon1lOU+ZymZ2WuSFLvOSKP9mVRJy5rGbqXTmy5j4bi9ABqcnjt2AT4rLqNjbwIfJslOJLmpereQSfOxmrGbJmBLF222V+MUX5JwEvG41MWtKqzisClnzFeJJ9jFTGllX3a8rrqXlO514nlniVRykGP695+Lv/sHVCnw2/OZQUhR/c+qIk8czhkhGBlW/nCdKa4TuN4NKkbYu6fqR05TZVZms9TLRVJSLnFEvma9fF/2AJKgVMqDySkQTX/eZWyPguDlpVpVMkOeQ0CnSe3hdi2vHZ8P3N6LAebxO3DSOKUTGpOinIJypSvhXm8ry3E1sCkXnMzEEblclEcXoI8Pkeb1tKIykvn9zaF4kjA/XSSB6yM/7NIvIXilQSzTJvtL0c3rZP4YEJM8fjwM/HBqRKo5ektxvFOcsw7o5ZIIDoyJKG5GNtjU3rQjkL6PkI5VGPK8+w3PvaUpZ320b0fd+d7vCacVllun/sMi42sLw+Tzz8RLYtyVtXeC93Opfw75AMon2TgZCWmsam3hOWqDySi3h1UtVk+HNWiDm4tARiaWPUlnVpeMyii83GUNbSO6TypF+8ny5Bn5313IZPWN2vNlkmlpIKlprjpeBwsqK8cPR83pryBnO3lBoKd9zlv75fuWWv6tEuWgfuU5hyUOSyJp+mWl4JetAH/QSqv4rXgfFlCXPJoLL+SUqRC28YjmRwYdMzkKXOPYesudfP/b8c04YV3LfWtq65PHckRbD/Oh7jJExvdOicopZsSrBkF7cJM7KjnbwGVLgOs1obSiMzA4uo+c6zuhFReWcY6UU/SRBTw/nkX7y1LctzhbsSkPlDCoJGvTUT2hEB1sVBXe14UsvIdLbuqAYBv4yeGIUSsTXHKJfzqOolmYo9cyXLi3Yl8C6AIxwtKYQ2dQFPobFCC5JgVlbSbrrB6IuuKktYVfinKM7XSiU9GilTkxZcWgd97vVIvMcscZQGbhbVcx+5sfHkfuV5WZdiY546Uefx8iuEiVbZSJdVDIAnJP4eVOirRx3K6mk3g+e+9a9BKa1lXCi2kUo8tPjhftNwzf7hinEl+DxuhA11YeTWPne7muMqV4iULWX6fN1CszxK6da6BXH68Dgozi8NhI5MyVRy2W1ZOUqOUTnlLBK3p+2tLzaNqJhLjX/9mHk/fOV7bJam7xQQ4fFKFNYzTyL2UHlwGWUz/dTFwhh5pvDioxQQ/8jyePf/YObUuI0zHTjhFE15zGI5coZrCrI2tIUmuMkQPT3j2fmbHizKblrFdoVbCvDz08dX56vfLxG7lpLWUjgV20in3oJuWrqklWROHqPX9YzMUZ2rePxKoFYxyHyeOr47X3ipCyHKD21VXKifjoNEm8SJEHOKWht5nKdeH/U3KwChV2R/MzzGMnRMyVF4zTf7ipOw8yH0yKQT4n3jxc+P3ecRs88zxilKVTi82mQVdm2YV3CT88TRfZcJwUxcOzhrgWM8JnOg0yiQ0xch5HCCZhAq8zH88xNHfgwCyXEKPjrp2ceSsvzteOhXbGuNGMQC5z3kmLYmsTzqDFpoPPi2BkKtQyAArdrQcc4As+d8JqUUpDEdD6HxG0rO/YcE//68czbfeA0RKk8ZhGg7BvHh9NA00+sCsN1imzGkXVby5Q/BB67mZsmgLVsTOTTMHMsC3ZteGF+aRJTiFQGDDJgvA4jdeEYfCSEwA93G7o5vnijk7F8OvdC0+wn9quaxmoeu0ChPIUVwHo3TEuucsYQOU2ZWxeIKeMD7CtHtyjmKmtFunqe2NcSRLZyiU9D5rkbeb1r2VS/dsljliCs85jZNYmcEp/OPQnNpp65XVf0k+bzacSqyMer56a2nCeRmf3WCVLm82lAAa83DmsMPspKKBgRg3+ZNbkfeboqtm3Fm03Jx9PMn7703AyS2K61olaRi5f1U+ki72dPSjLSr63i7BXvVOT94ClInLrMj5+emFLmPorwoR89708TrRWU6LaEzxeWfaDHB89YF7zaitn9Zl3xalvxpY+M08jDuaOpCipr6MYgO8Y5cBkDzfLhuA4jz72mdobv7w1aJxTQz4HRZ+5WmX5WDHMSu90lcbtS+JA4dSOnKdDaxNkrXhdSZh57zx8/Hpmz47ZV/PFq2bvAl0lzaAyvNiVP3cyxn9nVs3wgK8vjYrF8vRUBhELhtKYoNY+9JyQEjRtlUxBV5OIzjcm8f56wS/Tm8RxoqoJtCf/6yaPziawsmoAP8h5UVvHhONHNntfZ8+PTQDdM3KwK+lHx5TQQQyRryzgM0s7ctsQYeewCu2YUuHpKXKLhOk5choBVGR/zYpeMaDIPnZj9u3Hmy2Uih1kOeERPLfGiiSkm6gyTz1x1YF2K8aUtROjz4TSSQkYT+XiSSNeHy698OFVYzX7TsmkjN5uWqhuYo0j6srYoY7lZgqmcVnxzm7FGoOnDJLeZ05lvbloapyhcwZfLyLaxtLlgVYiw4W43c+pnKbeXXJmqivyXXYUtqpdM3ZDgsOkonFvoiHqRFIo39GatMa6kLSKFsdxaxXnY8HqtebXf8Pk8Yogc2oJNI4aH5ymyYmJVl/yXVkKxn/pAaeXWHZMQE8wUWO9KYsr87l7Qp4/dTM6Zbw8tXy7Ti9Vvvaq5by3XoNjXljlrDJnDukHl+JKHJNk7oj1unaYsHHfriqosWNclN4eJd4cVT71nU55p11u2pUbbgn7oufqC36wVZVHQTzObtubNLBnFu3VDYTVaKQpnyDmya6Uc/nzuaQsjiNzSUZeOtroKf2kvq7fPl8y6Lvj2ZgXIasxpBdoubh0JKp+jyDp9hJAzv3tluU4V67ZmW2r+EsVmV1qD0ZlVVbAqLY9dgc6R222z6ODFdfY13qUtNFO0vKtFr95Wguv983ng3a7h1VbwrD5KO3K+BjZLfElZinbcJwkTqwzU23rRRWviLDEzbV3y7S7w2Ml8xSrYNYWwwv6Dr7/7B9dojTWiWhpnGWqsK0tdCe2gWKItAZ56z+2qZPSB8xi4jp6D90zLyuc4KtZpxiyrI8GbeKbkKbXsQ51WLwn0IUQ+XBPrQlA3Smti9DwNiTpM5AyqLoX9WxoimjkryiRi+uMQSKXidmXAivfXp8zTEHi1qSgLR104Rn/lYYafnq4YLUluhxo+n6Xs3pb5BYPazYE5iT84JMGXPl6nlwFIHzQ3BbRlQbYOE0Z+Ps3cNYYBw02luY6JMXhS1gyz9FneC/60KWTg1M+RtkpoI8Dv6Cf+5fPM/6X1zLnBxcicNLXNKGNfpuBrJ7LD0UNbe4YoiFyj4H9+f6atIj5anofIMEVuNrUMufqRx87z18eBm03FtnaUVlPaCh8z1znitEzuJXjNolSkDzJB11ngAQZxE6GjhLolOXC/InfHoNDTjNKyDjx2gSkPlEaDyvgQmJKm0XJjbipx+TwNHqsEaDdMoo0/zYbbVtxjhZFZQ12Iy0xrIxB9Ao/ngT9+Gfin+4asBPX61AeMSgxzpJsDhZJDp4uKgxGP8H/09Xf/4IKgOc+99CelMy9OnXEORAoap7Cq4DItCE0021JzdsVC0XOE8m9m/Dcry/NS/iilWBeKhz7SmoyxMjncNIYQpf+avaw4zPLwtKUhxsTzINPTr0nz95v6JZN2VZdsasdfHy+ErLmrhZJ/v+A9rVn2yDGSTME/vy0pjObPD1eJsgjCy3qzMnRRAqGtViTj+D+8kUPiL489bzYi0UspsapKblfwMERZf5CJaBye3msKKz9bVXwFDAihcbvINr+ieWKMdFNkF6FdbmWlLftK8nmGyeN1JmVw5m/OUJUjp1nM9W+3lrIo2S4HZFkU3G8KisIJ5P1GKCWr0nIZZj5dPfvG8u2hfZGXfgUk+JSXQaR86B8uHq3TEoymuVtbTlOkVGK19An0smrb1AWX3oIxojnPkYvX2Dlws5LqZlcZ2QN7sQi+qSXKRDhi4sPeV5nznFnZzKYRRM9tI3Gnz9eRMUpWcOVEhumcEyzPNbBqKl5vhKY5hMyuLdi11Uu4uevFphlRrKz8LOva/YfuoL97P27OmeNlYPYzOWXWlcC9dRaSQqEERF7YBRfqI6XOZDSNSWLGnuS0HGYx22ut0VnE7lZJyJeOM7+cJ0yW6W0/eU79jMmJMQQh8U0T4xxYl5I/9G4v+acKhQ+yXrhO4SURPkZRTVUqELNinme6Ob4M3L76Se9aS1uVS99eUBvpKfclHCdZa6kccVZA287JbfSqEUj8VyXYZRjpg5AzxiB72WkS1tPsPc/9RDfKEG9cemGiCCsuk39xHdWFY10qKi2Sv6/9+2ElUTYpTDx3M0QvlUCSddUcMzbJn3+dA8frwDzPPJw6pmliW4vfeZ5nPl89wzByvI4orfhhX8h7VokdrnTmhctMDLSF4bkbee5GIUw4jUoydJt8ZO0WV1WQwda6FDD8PM+cx5m1hW6KPPWB162WKJnBs69kgKaUQAPXhSJrS46eUz8x+MDp2mGM4a6VtL51KeFfOWeuw4hPmUMlKr+ni6CFiuVgro2iNuJ2Ol4Hah059TOXbuDTqXtZB+0qiUxZFbIiEuj8r3gdNMyBf/nrF+pKeiOJ3IhMAQ4VvB+1xChWBc/9xOOp42bbYBV8PI3853clfVScn878vChtUoLPpx6tRaUEimGa+XwaOF0HtithMX85T/TjjDYGXwR+Oo1oEq6Q/sWQ+Mt1xsSZhz6ilMaQOI2ZGK6CTWXiX4+Bb+dnYSgXAu2eY0IlUe5UTnTQhZMS6XFOHC8TcyiobOLoA300fLsZeJjkYZJhiufdfpAPUUoc58TkE8MkP3O1gU+niaY0ZKu5zolNKaf7GBKVTvzhc8erjVQH51Ee9ptq4o+fL3x8uvDUTczzgY+nkeswMoyei88ySTeWN7tIHzU2R/px4vE6Y5zhpi2pS8fjdeTp1AlfuLTcbldorRiGgaerDK0O65bSaTHqh8iUwCjktTh1XGZ4tZL/lpwkxbUf+XT2FHnil6eCymo+nQcOTcGYFCvLi+XwoZtRKbBrKr6cB8ZxJERRe/321YaIMKo/nwce+8R9e6UL8nsPjePfnibum4m2KRkm8SH3c6AbPVPI3NSKv3aZ7nri59PMXx+v/PfvM1k7rsNMCjOnMZLCxI+PjkJlGbqGRG0UT5eJ06Xnl1OP04p9W/Dp+fLrljw6o9iuKprCoIzsFdd1wRsLlzljUmBVCklh9opTUbF2ojH+cBzISsrUz6nkd/d22cnKeqdxWnaQUQKhiyXiY9NUOKOWU/NvBoA5Su9aGMGWXOZMoSIjlkJ7dE5MWbMuAk+pYFskpljwzVaxXzc8DZHXpWb0BhMDWTt+c+vo5sSp98whsqkslSsIIUriX5K++G0FJ6+Z5xGdI692NXfbBoUMbUqrcUazrizXyROCoGhWdcHtuqDQiniZRRJoNCGK6mvfyg1njOHt1nIaZpw11DqzLg2PUyEhzKXj2PUYlfj+do1OgT5btquK11bQssMc2K9rXm9LjNa0VckUEzGIJ9YnOLTi7Lp0ohAiG3EbKbhpDbebRjJtfcBpRXmzZp491zmyrWQO0VgFpibECx+OEzelYlNbimLLXaO5+sQY4M7BmCsK23GZoCwyG5fovWZVGlByK6YoVsrCav7xvkCbglcq8v6s2bQl/7kwPI9yKIYkGNtx9qgsB9jVOzZlIKcV/30V6IKwyIrCsasU57nkZj0TlGNbagrnSFn413VpWTcZnTz3qUIpOLQFPz5ef92wOKU0VSGN/q40ZG2olHCHvpbLOWU+Xz3ruuK/reHnS2JtFVXpGH0kK0PjFDE7rNUMUSSRSmuuc6SbEk2hMEaTlQyyPpwmLt0oWlIjq4A5igrpMgr7KefMdtVwrzP/8kvgOgV2bUVZrmjKmac+MPqZqpDDoK0in049MYrp3drEGEXds18JqaPz4sw5DZG6CKwKwy/DTMwl7zaKvwyKL51HG8Pbw3rJB1asRT/JzaahLizdOPE8a25ahQ+ZPkvIN1lomYPP7FvHqy30k+fTaWBTOXqfUdnzOCZuti3//XWmWW94V4w8XHueZ806Ro6z5jcH8Z2el5yeui7ZlAat4KenkXc3hvuNTGxz8Pz42L9IMr2oLlFaS3BXL73s7VomuucxEOICnLeGoROsyxxnzlh+d1dys5b0vF1bkZRiX2o+XmcqZ6hMIpqC103BoS3JWThUX64VhzbzZr/ieUqkJNwnPc9cgmKlBH7vsewbSRzQWkiOq0KEHNdhkghPBU1VUlrFFJRwpbTDWnFpGROZkmHjImfvWDnDnMBkhTOWkCY+dwFiZEwGa0WZZxcp5K/bHaQUTVmKwN9JP3edIoZMW/9tsjx5ia9YNRXaDtSl49Uojh1j5OHwXnqynDO321biIIzhsKTMWSveTRlGGCZf0Bbqxd9bFAV3q4KnfuamlRS6uhDp2neHQERTFI62MHQUVEWmsOXLoMWozNUr7mpRcZX2b6L6TSXDkdMws19VnPqZ6yTBVoU1crIHxX5Vv8DhKyecKZ9g25SkFDkPM4+dpzCG395I3/z5MlCYvyULoqRPr0tZc4S8JDQ4g3WWdWn5p9fiCvpwiWxioKkrfvPqwJtNSV3XbIYRVwq5UCaghldaMSaYfWDXOraL0qlyhmQUN1vFoXESt9I6nrXmza6iKkt+uJMqRkK6FJtKFE3OiUz0+4OmX2SSMt1NRBT324bDquA4ire2rQucygxB0yAG9oj07Uop/vm1PJRFYTjowE/PI5sSBg/bSr04dyYfsUpiSA61SC0TmlJFelfw3cGhrRPGthZv77qU1MPVAkPPylCmwHEA7wN1W9KH9NIf71phoYnkcULpCqNF//3NIcit9e98/d0/uErJXrUwcJ2lsU8pvRAkJHRKpr7D7CX3djmn2krcQ1prVI4cx8DQD1R1za6U1L+6dEzTxMM1cGiKxUIWQYv6KiIP+hjgZvl1hUyXe5+pnHyzopBDRClx0pRuwYcCp2EStRGG39+UdEGMATlndIjMIdONEyFLZAbAuq2WD4VaIi5FuJ9S4mI08+yJWUT4b/crnFE8d2Jl21XLCiSIVnlTyQ5z3dbicOkTlxTogwDKvz1IeZqVrFoKq9ltGl6vSzb1QNvUKKXYNgG1BJcVrqApNNcpiuMmJT50+UV4sKmkIvnxaaA2sj9eVw5lHJsKbO0wZmBdC5ax97ITH0PCBHEwaZ2pNWSj6b2SFZFbeM6DOKScZoEEyors1VoO0mmaWEIOZXhVOWKGqBwbB13INM5xv4rsVzWnfpIVWwioJabTahaet6coHKWFOSh2peEaYKczlzljdXrBA1eF5TpDSJHblSZoQ+MiU5B2ZGO/kkEHLv1IU5W0heK5B+0D+5WEhX1/U/+Hz8Xf/YMb0xIzEZHl/ZIsYJWsLX45T7SFDIU+XTyN67h4WU1YxZJ4Hnm6DuxLzRRKDiU8z5mVkjfn02XGL5rXkIWLKysegExTFi/5qh9OIznMjKWlcWoJ7pKba1PLA/O4JLOdpoSOExfJ3eJuXfHUZWIMBAPHQfJnSh350+PMb28rWNIHnV4ogRmuw8SceJnWEgNz1nR9RxflgDn2kYfnK6+2DSHL+qgJmXoBrj31Arz7eJnY1xZj5NQ/dqMchhnWpeY8BOrS0F07/sdl4NNl4oe7xOttwzD7l9/nU0aPmech0A1iC5z9TONK7mvLp8vMSim+P0iUaAozj2Pi0Cx852Hk03OPAgKacfLsVpXIDJEgred+4jQI//lLF9g3Fr1kGaeU0TpxDdCUgqX5mqg3zBOP14l1VXDTZvo58OnU82rbQAp8uiYOtSMleB4ixszy9wqB05S4NWKc0Iu01idRtQGMIbCpCjbM/Pg0Smickqzffk7cabmBv8ag5JSoC/dScQ1ePLyVhk9zInjPmEClxJfLuOCQHB9Pv3LllFaKSsMp8+K4WNeOD889zmgOjXgapxB5t9X0PlFqxYfnkX6aqKuJXWn48+eOtzct+1IxJMO+1kuGq+bVuuB4jTx2M6tS8mtLo+hnjzWGTQ2nObOrDRsHfzl7tO6pnONzF/hNaQgq89SJsud+5ejnRKM9P13hrobLFHF65DRESIINVUqjs2HEUFmIWWNMphtnjn3AmcC+tmKGR1ZNp8GjgEOdef/sacqMTwUqiqf31VaxrQuchssYmfqJpixe9MMpScqcSlKinwfPrtLMyi1ijJnSWD6cPW82jlcbySAe5sCxC9yvFRFZUfUzL46nTV0s0r+RKci/f1kcUJfrhR+fPd/sBCA+zoJMfeg87/aCb70WFkPieYy0hZTEz0NkXSSGpLlfOwknmxPrSiay1zFRGrhMMndIOXPqZppC0RTC0DoP4tYZZ0mkuM4J7z2dNZgsTCmQiwBj2dfC2z40juscaKx+4VHPMZFi4vEy8HgdGefITbvCLl6AN1t47Dz9GHi3d0w+0s+eiEalwIfTSKUzWhu2jaNaYjbHEKiWFVhMkdJVkP/dFa78vP8/eNb+v/qVyTyOmZWTkudpCKxrx6oU8kRRFMLhTVCYwHHwvNlUfHtTcum/7jwNP9xrNpXgV7cNVIWlmyIpLWHNo8ivlLIUWkKoT0OmLkSM3jix6l3niDMarQ27tkQp+HT1xBD49mbFaYyUydBPnpTgNzeVlPRnMYXfNpmLL4gLpPt5jBI+rVuhV2rBkX53kAycy+jZlpYhKl5tW/aN7APnrMkorMqQoSkd7/YVTSkfGGMMbZGYcsmq1IzByH52mahPc+S2lgDrqqh4u3X0s2EMgsJZOfkz10310od9hdQ9DzMhCWTdNY6PF7GprUux/W3r8gW4pkn88XFmZSNGi0BFMC+G7/Yl2ok9cGUDczKsSslELp3h+4OUv6OPaCUDn0NTSFi4kxZniPmlt9RZ0DrWKLROOA3P05IYoA1NWaDzyGgLSp146CIxiGQ0ZglO2zQFldNYbRZQuUSUXEaxcn7dLhRG2pTtumWeZ06D4jqF5YCQsDeMpC3eVpZEySHJbfvQTRgyc4hL5i5olblZFTws/Kwp8uvGs4Lim21BP0upt2fRIPu0iL6FpmBV5mMvMsXHfubt1nDxilelALn2rSiM1CisqcFnZj/jY16gZRIslVLiOsuuFKVIfubTlPhuX1M6wzBZ3u5k8NDNif2qZpivnKaw9EUaZ9RyewjH6P1TT+ksVkWeo+J1a4hZSRZSEJXS16HZZQySnYtmnGZ+fhp4tS3J2tC4gT9/6bgMM7+7a3m1Kfh8mXHOE1LGL73yecpUTpFR3K/EN9w4mQP4LPgY5wOPi0PHKuFqGcTI/5h6nqeEPo8SMt1XvNvI0K33shJ7XVs+d55ujhRK/MbnMbCvHf04c54C5ynxX95u+E9vVjx3E35hU6FElpjLktooPj6d+JdfOt60it+9vWEImSkmQvA0ZSHrt5hZlbKKe+o9pZJWxGphia0qaVdebw3ee94fB3wUT/XXG3OaJv78NHJoDMEWHCrFj08JoyObpiBmCRdf19Lj5pS5TgmibCZOUdIbnVY8LZTM8/jMaUysC+g8DFNgnCMfteU3dw7vM7+cRurSsVniWr7mYJ17z7oqZAcf4LYxvN6IKstyBbNgU/53vn4FD25m8JljP7GpJHf1qfPsaoNWmikkzsPMm23F222FMzXvnwe5GQmE7CBH+jkx+kicR/46B3640QxKIN3GOIgCqR58onWS8apz4udL5Pu9DIcM8lA9j3EBdCfaQrOqC679yIfTgFWK6zBJD4hEdg5z4NVGCAuNDvzlGFApsqpkgquNJkU5mD4de7K2tKVBK8X39yu21VeDuOJmXVJqGd5UVlMVjk0tb+MU5Ma5a51wtBB07TgN+Ij8TEpxsyqoC/GLvtq37GvDnx4HdM6sK0PbrPk/lpYpCdrnm/0ipn/qpE+LYkoAAe+VhWNXW1SOQObLZeTQOlpn6edE7cTU3iz9n1JyW11GoWAkZfhhZ/jSZR7PHdt1i9OKPx0nXgFZ6xe4+jkqVjYwZYlYzRl+fOrZ1ZLGcLsqGWLGGkH7Dj4zz560yFX3tWZVFZTWMC2KKWfkIK6dHLrDLJ7e15uS1Syqp7uVI6KoSwm2rsslwWEM7GpB9+5T4pOWi7Jy8munYUYtkSU+ZQkjR6Dv27aiLgwRy0YvE+xWpJZTBGL49RIw4vIAxBhRyi0+3Pwiat/UgpP5cpGkg00hfcM8iYpnVcv0WWSSIx+umcIl5pg5tIX0eznyZcy83lQLqjNACLR1hXWBqizEJjdG1oUQKLphwhUl75977ltHyJl2AbZfJzH0X5PsfkOWXjIpw64u+abKPHeSaeOSYl8YngdxpTwNiUM1AQ1jhLtacxwi0zzRlo5NZekG2RRs6oJ1leUGMoZaBb6cJaD6Omd2reNurTl6uXluK5lyj0us6L6tcPnK514EAEoLxG5lM384SrZRTImwbeivPcduZl8bajLPs+L1piQpjVGBz+ee9489t2vpKzUZYzSdlxXbu00FWlxbCrlBGyfroS8x4l2ByRc+XTRKD2zrgm7wPCrFzbpAJRGsHAqJIdmUmg9jxuTMu22Bs47HSy8oIB2IlajUiIH3o4DKrYLjog5bVSUpJ3a1oapKCRZfBkpWC2+6cpaHbJa2QWD3X7Gu8+yJ0fBwnti3lsdulpzfZbDpY35JLGysJDkYMpcpcNMU8v5UMqibghgX/vo4QAxgHOP4Kx9OpbSUf/3M3aqkC4lTH0gxsWkKrmNYUt4s13Hi/cnTuszVZ07dhLptOE2afa1xznKzqmgsPA/Sj3Q+Mc0Ro6Efpaz68tzxPATe7CKrqhSZZYCVhSmJhveXa+K3DRxHmQaehkRbZHnzU8Qag7WK23VFbaBLBpsjKOlhuylROA1K+nOJ2zC83hR8PHvqKrGtpcx1THwe4qKJjjx2idfrmcde4VSmHz3Jev76MGCNqM3ebEuGkF7KRaUUT0MgZ/nwfZ6ER/2Hx5nfHRxXXbAppSd9HiPDMOBV5ufzTFVYfNK4PPPzU+Z5Stw3hrl16CWiBDRKZQrneL01C4dJ9OA/P3pxUimRIe4LeO4mgYx7meTPPpK0Y+Xg82XmOkacFdTr42XiuQ98kyJ9UVFomG1FCBLE5VOmtoGfn0ZqAw+TosSzKlo+956PxyvjXLGpRbc+BUkWnKJCabgtNGj7woK6TnGJd000TvF5CtygXmyWx6tMrd9tC8rCYq1MjD+ePCEE2lI43LKNEP14HQNJKfpZcp4fTj1P3cRNO5GypEKubeQ0aHat5jz9/8EedwpCkp9jK57XtuA0zNSFQWlFpWX/mLLifl2glghH9XAmLVNjgDlqQWfmgkOZmJLi7bbGx8zp2vPT88i61EwhUDvNMIUXsHXrFHPQVCpjbcGqlIlpXSgqZ/hNDthC+p+PHWy07B2NyvzlOPHNvmLOsudtC0NVGm7aArIM3VKWieXdpuFmLQ+cTxlLgqLi271ZiIjw/f+buv9qsixL0/SwZ8mtjnQVMjOrKqsVgAFA0MgLkn+cP4DXBImZnplW1akiI8LDxVFbLcWLb4cXzIjuGxjMKv2i27KtM9Jjn7P2+sT7Pu9VWfhJUDvHZQoiy2wMN+uaKcvL4DQIhaNbbh+REiY6r/l0klu5dYV111APJ6w19KFwZRNDKLzZOL41hk0rKNRP2fLXdyv+1mtOQSblpQSU0uxrg3eO1iqUt1zmxBwjTVVTORnmhJx5u3YcJznQ3i4lp4GQDW92Hd47pmkWSPq6wRvQxuDNiV9OiatmwHUNIeVlGCaDoCkm1pWmz4adnfnxUIALRglad1NrXm1bCuKaGpOEqsUiO2m/ZNU6LY6oT31kTpkyTzxPhfdZ2p7zDJvGobRCGc11JyKPKSZWDmYlPK+N1Vgt2oMwz3yMIiG9aQ1jRjDCPnDVee4vkc5kDkXhgFebRtZBv+XhVMoFVQR1arXs/FCisAGonaBZ/vnThVXjuF1JREaNBCedRyErPk+Zb7YVVVVxVSnOAQ5DoFqS5c9R8X5boY2WPtfC/XnGGRluaa3p55lcFJsqEIrhMMx0tSfNE/+vf37kqvP89Zs9f7hu8N5z6CUAa46FxllWRoZSX84T45y4zyNPl8i31w3jFDhMBW/klr6EIthQ51lVik994tBHWpsZZymp/+r1BqtkBmAQFI7R8wsW1quMtYIB/SpWOU2SFfy1TQgx8+HpwnHMvNpYQBC2U5h4HtSyt80Yo/HWiKsmGbzOtF1FSpnzLHnAumT+8dMFYzVbX9DOc9XVrOqKEGY+HWbaylPpgraeVS1sr7//tSfnxN+92y1GkshxKnzTai5RsdEKVzW8UhPG1xLQlRKnGdZeeseE4vW+xRnFw+D53T7y+ZJpvMDpfz5k1k1gCAVdElOUxIipGPbzTD/Cx4OQVe5WllCgSolfzoW/vhHJ6pfLjEGxaqpF3TbxfJnYGsM0BX54OC/mCNG8PywVhVaa1xsvQP3l5t5Whv80Shh2bQL358DH557Xm4bTGBchzm/YHWS0YsyGV1tNwCwwuMK+YcFySmnY1J6rRoKlmziQ0hJT4QTbWWLiEqSM/XCCbaW4XVfklJmLYl3bF5rBrrbMMTNMC1wN6UW62tFaLa6SpnAKEtiUjOW287y/7piigM3rKH3w6/2KP75KDFGGJPvFhvd614o1TQ3klLjMmW/2teiqKw/pzFM0mJxQSnyeuyvpd9Oc+f2tmM1PU1hwnhW1/rMS5zhEweg0jto7ni8jxtoXOV5beeFPH3vmmNi3IhIY5oGSIS5olZALU5Sp+9oLcfOu1jwMhX21RMHYSFM5hk3gTsuK6vM5sq7kv9UYEYRcdwIquMyZm0bz4xNsgVfbin6c6SO4QbTG21qDNmx8WV4KCVUJNC5mMX5Y1TMkWaXsnAYjts5WJ6yveOslSO0fxsCbCq7WDd47no5n6spxtRYOdFaamGY6r7ld11JtdKLAOk2RtJBB79b1Qr7MjCEzzFGMHJVljomcMnaxZCql2LU1lS78/CwZvpeoab1gcRSK1gua11cVV1ZzGkaRShYp0X/TpbLRmrc7gYKhJeXcmYh2Xvytw0Sf4LpRnELB+chxDAyTDOQ+nyNWF6yItiUpXGeGmLlaOz4eJ5wRM/VhjIQYhXmrRfA9hYy1Cq0dpUhUxWmKOKMkNS5r1g7arqVrhAxYOdEWfz5Htm0gpkLlNLmUJZYisfKSmue0KKiOQ+Bu20DJTPPED8fM73aWMcFzP3F/HNkspXflDF3lebjM9JOoma5ax8+2ovWKw5RxzvKHVYUy8hGHDDeN5TIrhimglPSd5zHSOsXrvYgmjmPh/VpjnUOrwkOf2XWBxjseh8TNtjAmyDHw6SBwg35KbGvNaUoiOV28wE5bnsbIrjJ4ZxgmSes7T4lKZ/ox8GQUu9aSimdbqZdMqLloscQh6fZDKLReOM2XOXHbZR7Ggi1BhkhD4dWqoEri8ylgdODVtuHxktHIrvvjeabTiZ8OkbcbTeMEfq+yWCSPF5HTPlwSVyvPflWzrgyXUF7WdZdZ4ICxKJyW9ZZUJIauElpIs+iXnVHcR0nVmIrhdmXwzr8IOyonM5XaGdCZynkJRQ/y572wiP83fn4DB1dIFz89T/zxthU/rHUS+HVM1CbTeEF/StCXYdXUdE5UULWzFG1ESqdk7XK7dvx6HIFlfTAHPh5H7PJm9aqgtOb1VoYGMcut/hXXukJuIWct17Wja6TEds6xNZqmEqr+d9fy7z32kdcbQ1dLiJczonPORaab28azqgSw/af7C+/2Df/NqwZtPc8PB1besm49K695uMgSXy25Q+taVj/KON7tKtZtRSCy8iJWn2Jm03j5kiyyyQJopaWM1JkpWZ77mXVTc7XyaKepFIwR7tZC0gRhXDeV5TwGzlPCmczVqmFdS/xIlWFfC1r2bi0EjLVder5qyRT2ltplnvtxgYQbjkMkxMRxruhcIhTHq5V62b96o2l9wC7DIaMEU7S1iftLxjnFtpIc3rzopPsguuPzlPFWhCVXujBnze+ua/wyQZ5iQivF643nqnU4Z7laF5x1AijIwu92RoK6jSrEorEqE5bbNxZN5wurtqGNM8UIdypkWHlDY2q0NsxZsa3cy6FORQ5+ZTWHWfF636CAdVsTivp3bX1/8QSMmDJjTOwqAXL9+DRSkqTO7RtRzLSVX1LzRFixbyxFWw697FNX3sBXhvAk9rsQIv/60AOLDlUp2sqy72pJsK8sTV0JkcJKn7ttPG/2K242HY0XgHpRoj4KuZCTDJUO/fRCun+4zFRWKodtK/LBECUzphQ5vH3MDBGOQ+TL4cwvTyPPQ4QcGaOsmBonJfRmySuaY5bJLTL9PPUDYxLKw64WisJPTyPjJKZ7p5VM54ew7C7FlHCY4f1WoHv7Vc231yuJ1IiJMRTebmuuVlKeCru6oI2isYKG2baeygl0D3iJNxliWWSdimEOLwdk19VSORhLRhFC4MtFfqeNl0HRvnUUZZgXcuNpkp5P5bhMkOE4yMs2F4kE+So7XHlDVVU4DWOSnfXVquZu29JVnjEmuuXwKKXYdzVXneccpFcGQNmXl/Su0oQk0+h+mgVi7zSxSBxOZWXd00cY58DzWLhpJR7GLDD3Pshwzhm5QL+aYNzi7HJaERdc0HMvstSY/80zC/wGbly1IGcy4q6464S3e+kj17Wmqx21//ODlttMUCtPl0DtxafrdKHP0ss23kmol5UVwOMU2TaylE9J6IHeapEknkc+XyI3baTyntovKQpqcRc5xcN5FnH+VtwrWmucDhyGiTEIFvVrMpzEYGg6XTgHGR6tvGXbVFgN9+fAN3tHVJLX+s1e0vDmVOhD5molS/t1LZraxkvP2Ae4asUJ9dOXE7Eoto1k4Pzz/UmA3iBp8K1MylPRrL1mLBZvheV1mDIOWNeebes4BM3vtk7A6E603U5nnpPCFrlxppSY58A4R4yRafnDJbzA11PO5K8DvnHm8yVw3bplumv5/lZuysehsKrl2Zci7cUUkhyUSuB7lS3M1rJrDL2tcEbLXppMyQVVyTxgdPbls34aRfOtlFgHZ6NRSn73Xe0XYUbkNEnSgXNGPotTIMdISMjLuSzh4ziuXRLTxzAxFU1lC6+vVnx6unB/Dmw2+eW74q3hNEZQhdpZ3JIk0XhDSoLQyQhTy1otds/4G0/rE9Rlxa7SbNdiP1u1kic0ZMNVLdJDp8VQr4qkA+waS7OgYFa1DJ32rXmJtPh0SLyu3VLyyYrm8SLRihuv2Kxqni9STn+zMZwDTPPEUcnhf7/vxPg+ZzpvSNm+JPpVzjDPoue9aiUE+XpVCYN31rzbSJq91oVKCYSs0jPXm47f7T3aeZyWYKnzKGl7N43hPEpvfT8lvNG82Yho/+tt03iHRn6nfee4WZ5XKeUlymTf1VROyv+bdcUQVnKIjFQlnYuEIG3B7bYj5yRigixM4ZU3xGxonaS6K6XY1ZbHXPB25rpzOOtY+URCXqRzynRO03oZHt6WQlt7LnNi1xkqv3hgpwnvPZcpkXJi2wqx89DPaOS5XjUilAi50DjpBb9mGwsJxGC1hFdbaxdvNS+e6NYJkVEGUsIHK8owh0hKmYd+ZtcostW82dacRsNmyaZSkyBo9q1mCCLbvCi1GOyVHOoQXhA750XKuq1kfXY497Tes1+LZW9TC+AwpcTvbzoeLjO6CNBvmONvG12jlOK6lawXN848XCYsmYc+8t1Vi9YOipQXvz6fmebEqnE4RN88hcSXw5njVETNY8Uk/3yZSRm8ETH9w0WM05XOfDgVoOfD0wVQpAyN0yTguhSmILk4T5fpJW9oipnTZeDDKfJ2LdTCbSW3ZkqJx8tMUwmc7qkPHIdAZQqHCW5axQ/PgdPwyK+HmVebzHXn+PmcBCa3rjhTeDj1XCbL0/HM4SL+UO8c29a/oGZVFj/ttvXcnyYO/YS1hruVIytHCEG+ICSJ5pgnHpVCEfl26cGnuKwPc+Sfv4y8muSfY4x8PvTMSfrJb9YixL/MmUZlpiT2NqMDQxCW8TDJoLAfC12Ad87w2EvZ+XSZKXgKcmj/9DTxxxuxNP54EtheDJkPTz1TzNytHT8MgatW3FX9lLHOsGsssSimEOn8vNArM5vaMwZxIg0Rvt3XPF4C21Zx1Rke+8ip7/nmqqYPinahXXqd+XgKfHfVMs8zfSi4kJfol8Blls80xsTn48S6tnw6yqAwxSUCNMkLcxon/ukw8ccrz89T5iol+nFmnJey38CnPrGuEpdhYohwk4v4QP+d0K+/+B6Xxc73eB4lHlMXgZwrqSK+nCX6wVsZTpkFVSryNBGmH+fCdaupF9/ukAqbSrGvl/R6iiiFljXDVS0GgNMQ2dWG63XFrqvwdomLqIS2CDIRXNcyyBizYl8JIlSkfbDyC7JzcZbYxWd7txKm8jBLwNXOF7Zdw5uNY1srnoZIifOSjq4pMYhIP0jA2OuV4HxCFH9u7SyNkVt1t6ppnKSjb1rPq02NMo7b1jAXTasTORchWQ6ZjYNcCv048/H5wjiOpJx5uMw0OrOqxfydi2htrZGS8WEU87tEblr2tWBq5xAFWFcyw5JOsK4tRonUVIiTQrn8Gu59/3zippZn9zwmtk4+w6t1w9+93/HXr9d8d7uRqXWKFGW4Wnl+t6+oq4rbVcXdtsUYw2WcX9CzIQi9kizbApAddi6arVeULBzlq9bR1RVzzPzL/Ym1E4Dcx+NMpUXs0lqF1qLP/poLtGkkdvXdvuHtxuGdIcbA46nHIHKxEgOHKbPyisqJBfE4ye+UkN/h8TxQgM6JTPY8TqDNbzg7qBS+HC48nmcO5565WG6awhfkbWq0Zk6Kh+PAEGBTaZT1OCKXJKqaVknfq5ReFt7w8yWREI/mx8PMj48Df/dKMVpLLJoUJqxRjEkt8DnHGngeI6tp4hjKop/2L3vFjVd8njVlUTV9PE3c5sTzkNh2Esj197+eaVSgGOkrhQkNv/SF76rEUx/5dBhFMWQ91yuhXdyfA5bEx0vkhy8nbtc1rTM8nwf+58eBP75KjHMioHm9MjxcZiFZtGIoOI6Bp140xL+eZpzV3HWLzC8XQsr0c+Dx2EtgdIicBsV5CmymTKUST6eeGGs2XeHt9QaL9LBfziNP54HzmPj+1vHhOXIeE12T+W7nCbXjy/HCeUpsF928gmUfmhjGI//P//gL/5ffv+I/rFuyUTzNhYLc9HPIfOlFMripNJdouK0Vj/3Mnx4T77cF5zo2leQAH4dAvRSZU0zoktF64TsvRMz7S2QaR05T4VudZaBlFOTIP3xMvN4kfniYF3yt4vk4C4XTW1Z+IV5MgTgH/vFT4nbt+fFxIIWJZ+V4HqIQRdFYLSuejCYXzb7VNLPiy2VipcQA89xHKi0T6m2tCEX/tmM2lYI+ZnY1nAPsahG417pwCXJzNlbxrDT7Vnqayhr6oPj+pmB8hZtnvpyl5FQKrLHcrByNl0ntqqlY18uO2DnWBH6dhT5odeEwZd7WUJyliYn708im9bj/VZpCpUTjW3vLVeuYo2OKZ/oIKWUu48SmdrzfVwyTol7YyIcps+s8UGjqmnUzY1rxCl+1llXteJ7EjbRdrbhNkSHJkMkYjVINbZO5Xdd8OEfetZrDmDj0gW2lAJF7Og2nKdNaeLOTPjcVxaqJy7pGU1uD0YqkZaX1auNpRketE5/PQtz//Z3H+gpi4NdR8d5EwedsG35Vk1jSbOC7a0/bCu8LJAXParmplFJcryqmmF8iOe62LdtKnFfXnSeu/Ms2JBa4W3m0Vpxj4abVzFlDUYSp518fIneh8OZqJdpsp5ZVjwgljsPMfhm+ibsJ7jpLbFfchMCUFJuSeDxJLMgf7jq8c3g3U1tovJV0+iWW9TguDGmloPLUSrzeV6sap2tuVhVPY6KuKnaNZBd3TqJCGycUFVOEGvnN1Yq28qJ1fu55vMx0dcVN92+eWeA3cHBZyn3ra8n+8Z6dzSQsLkZQcJiykAWsp49Lkp81UATAPSDi8ZQyj5eZyjsOlxkuhd2qcLuqqH3FaY5cOfiHL4mViWRj0cawtn/OxvVG8dNZpJKr2jLMgYdTz6fDxKttxXXnOc4FXbI4k3ThpOE8SQLc3crxPGjSOGG6htoUnobAccxs24z3Hlciz33k8zkSsNSmcB8161LQ2vLfvV0TswDTrNa0leyxbxtDWCShlckcZw3jBeccr3ctKke+9Iq7lSEXLXgco7hMgUMfudvIPnjvNb88XvhysZScOYyK61bxuOpYN17K2VnxeiXtwuMCf9u2nqZyeKvAiErq86FnDJK6VzvpiWMWvy3ItHbV1vzxpuPHY+Y1l5e+spTCOEecl0MbYyQXGGJhUxumWZOKoiyQvfn+iNKKcRZ00NWqpu08j+d5MQcMPPdBoi6NEDdA0w8BReahF0XXtnZMWWYr9+fM85C46swLsDBk0TMP2vN20Zt/Os84VZiSkEKdRQaS1rKqJh77yCuX+XIeyVlS76ck5XYfMorMeQpi5zSa6d8/t3/5Bzfmwn5VvwRXHXoJr96taua41EM58suoqYtQCi6zoFT6acYYz6ttu8RVFFxAhAqVZkriT70se7bKytTz+2vZ6U3zjDaOtVd86jNv1wa/6vhra1FA5QynScKZ3u9rnBM3z65WhCS71IchU1vNq63czlNW7Cv418cMpaft2kUGKXC31sIlGLkVvWfbVoRUMGZEK8VPDxd0mlG+5vWmxhiR0KWv098iQVhT0/DKK+4v8g3ovOESPO9XGpQlZTFlnCfhUiut2XQ112tB9vz40HO7cmRk3aSt4/tbeT4qwdbJ4bzMidr+mY/VT+ElzgSkv21d5Dzrl2e8rixPY1q02K2sezYdVzvN2huCMuw7+T2ex8TWKr5cZo5j4vXKMsbyMiVuKif/jUpK4f2q4XQZ+NeHnufLxPWm5dtrGRbFLLDxdSPT+PMU0SWzayUa5Ltd5tMlE0tY9uWetsq0VvKk+n7mphZr4nkGb4ScUVnDvsn0uqKDZQ0mxBQ1Z+42DY0PYoaYErtKUdc1l9AzxURjNZdRoIF1Zamt/L1+01pla0T48Pkycd16Us4cx4LVI1lpUhSB+ze7WtCeJfHL0NNYxZ8+n/nDK0Fu7jqhCUoZnRYvr2Btvgq/yzjx4TAsIDFZhr/ZWQ5TYesyj32Qsslp7i+RUsLCdlb4ReamyZzHQkGoia/Wlqz0C2zsfB7QSrOvoRhHY5Qk23uDcxYo6HmgD4VVrV6GLBnF2htKnPnlHPkP7xT7Vc3TeRAzd1fRWMV5mPkSFYqMcS1/uBXxxFyEZ1z5RvS2SbHxsi/dNI666Bf8rQKGID2xMwpvxXQfYyJkCDHQK7sc3kI/Lw6nMPM4ywDwOGRSUQu8TswESslhcUbRqsgvQfPHjcSnfLkk3m8K52jZN0uuUpGWyDnH9drwfi+SyLikvDktCCK/SA8P0+KXTVAbAdillGSIlxPrSqG0oHLaypNT5vNFVlJzCiTleL2KPA9CwFwt9MbnpFkjaZCfjwOnIWC00Ef7ScRAqogc05EZk+f1uqKrLF/OI8Msw9OM5qrK/HjI/KERYZCk+U1c5kxtCpvK0DQNr9fjb1urnDNCBAjp5S1e6cxPjxduVhVZKQyJOSqmGPj0dJKexcninxz5+CxfllJkaHSe86IxtZxGCZ4ySnjKdRaVz1cLXD/OPI8yWFJKkeaJpwkqZmKqZb9pC4897EshaL2k2lucF9FISgtnqWSeTgO7VmSYpkgUiSszhynxrvZEvST6HQfJHiqazknWTUwOYx3vt2LU/vXpzMNZDNyNhV/OM+ep8P2Nx7hKdt2zY11ZyJkhFKZpomgDOXIcFM99YlXNvL1acxxmPh0G7lYOZy0lBj6dC7+7lRv64/PAq5XjGGGKM4bCUx8hJ0458fk0c7vytLVjDBONlS/sw6nnNATe7UXD/XCaGMaIJ/A8OS5T4qZR/HxMXDUjvfYch8AcI3NSVLbHe89xkDL7rpM9+OfjyDxPfA6KrlJ4a/hyUTQGEoqtU8uhkjKdArokUtI8nUfGEFgtmULHMaLzxJQl7PvaSSUjuT6SY7tpJKK1tlC0OK4u88x1pTmNiRAiH08j7/eFS3BMSYgoKSVULoScucRMa4pMlofA+6uO+xi5quDH0XKeMq0b+I8fLr9trTIUPp1mvBHSwxRFFfV8Hum8pvGO+/OIuURsCfz8NPJuWzFmtZjChZ4RoubYT8QQudo0FCCmxNMl8OvjGZTiqpPAYe8c+8bSesOYRZwxxUTJhce5UOnIYVK89olZG/ooB+I+GqY5cr2uGEKkZPBWRP0ZgymB+9PI80VzvXL0RS08YUWIkb5xXGYpnUR9pSkpM4bCGAv7RgTt85w4TBPfXGk2tebxHF9gd283hqex4KaBH58m1jbRdSuMymgFn87g1cgQ4HZT8W5jOM3weOo5DJGPjyd29ZZd49DWkLK8QJ4ugU+HM//FW247R9FfaZgwFLkhKw1Zafop8nAaOQ3SRhyHQD/OHEbhQo1z4tBPAgVHfLneWtaVhKR9euoZQsQaw8or7s+RzkdOoxA5whKK1U+BylpUnki5Ii1a7FPMXMYg6xgUhzHxzVXD/RB4OE1cLyFrp2GmqT2Nz2wbR8iWnYbjGPj5MLOpIkbBcy/Ci11joIhqblMZAQwcen5+kgFf6zWfS+EwJozpGbKh0ZlPx4mM4tWmwlhLZRXncebxMrNvLD99OXO9rvluLwSSIRaczpB/w35coxXOarxVbJtKHDvTxHNbv4jQu6ZmVxsuk+HdleFmJTTDe++5ai2BmlrLAfnleWLfOh6GTB8KNyvPWBkezyPjFAnKsqlF5wqFm07kgedZeLohCHPX+0Q2jtvWvqQotFZxzyKF9IItlehKxW2neZ4rvr1WzEm9vLVvVxXHy8DHQ6KrxdY1Lw4j5yxFCw2yseLBnUIiZMXvbmr2647nfqL2WYYmKRCVRZFYNZ7/trb8egpct5rHEULKvN5oDpNC6SS86Unxbg1jFg6UsZI+2DU1d51hjAqM427nKcD3r9Z8uURAFGSDNawWZd4Q4abznOfEvvMMQWI+r1oRrNRWS1h2KzLVh8OFVBStVxxDYd0KV/lDKqwNVM6SgNvaM8bCN1eigS6lUFee2gv3SVnHm7VlLmqhcWYOZ2E7GSUEkMo5vmkqGqs5zYVxlpdKzpmnMfLt9foF/1tVFdtm5hISW6P4dA6sbOEUFG/X4kmORfF0GogZVpV4uoepcLuuZeLvPO9qI5zmreamdTSNKKbK4hK742uUaObcj4yzoasrWq8hl992qfw1jmKK0jPVRvFcDH9914lONitetwbjKiofuV4lPp4m+mfZRxa1Yus15zHyZt+xXnoI7wKxSM/r9MyXExhn+WZbE4qhMoVfniRGUTtPZYR7+3geOE+R23Ut8rrFw1tZxX6z4mqdQEs4WUjiyQ1FMSVEiRNrKd9PE62R2+YSFa/WAhxzTmSL50aGLud+5P48kYrhzdaSS8Wn556iFomgUVxv2hdxwKZ2fDoOPF4Caw9OZYr1fHel+XiaQVnu1nJbyO0Xl2QF2K47idmsHOcvJ3bdljcby+3VRpIg+sCmazBOJJdt7WmSKH6qqnrx7SolpendrmXTCA5WKWkLtq3mKShuVxWHywQUnLG82okJHm25TZmPz0nwpbFw3XqiFmrFthFIwLZR9NNM0ZZ9GcQkEAOnUXFVKdrG891Vw2HKnIcZWMLbuoa7TeFpEANE65TYFBcgeW0N266iFIda/j7bSlHXDU2YOQUJEK9N4TiJHXTVVDyeB76cR4yCXVvRVk7QwWbmNCnikhLxVZ56u675NYYlr1gSGcaQ2VYRpzzzb91kEFPmMISFlaTIxdEokZodhsym0gyz491eoikKUGLgaYj048w0TXx8znw89FzVmiEUdt1A5b04ZDKMc8RqaSd+eryQ0dyuKzZOerjbraSrPV1G+fJWwizqY8aEiX4OnIZA5wbOSVHrmbmIR9Y6yyYF7geozz0fTuEFzZKy4tVlpiBJ5OY8U5uRy5xlyjyLxJCcuN2tuVq3PJ56ppD4/HTivk+82zW82zU8DpIjbJUIGxyRf/kioL3Xu0TRnpWPMmQq8kIcg8juxjkwzDIf+Ol54nfjyM+HiZV95odD4v/W1pymyOfHI+/2LUZrzvPMr88XhnHml8PM//37vbiAQqbkwMdjEODbJLee0wLMS2lJ0uvEEBFjZFoo/z8+T3y7q9m2FZ+PIyVHDPDxOKFVoWAwwHkS7O1zH7luIx+Pkeuu4JZAtn94mlFavdBNLlOksqI7/3joySmhjeW6s3w+ZbQq5Cga43VtKUAIM1pp/vT5QEiZ393A/SVx3cl68uEcaJ04hJRSPJ8n5lmCyh7shXNVsW0lk0mktIWfny60TnGZC++3nl+fJ3a1pXKWmAKXfuB/OWrebxzjPP/WTQYIaynIUKlMI9MceTzPXHWCNj2PM8dBxBe6ZLT1vN8Z/uuU0Nrwu9uOt7uKT4eRkCYuU2LVLOuEhRnlTU2IiZ8eZ1oHj6fhBRqWomfA0DnFm23DGCKfL5FtpZiLBHf148xna9g30v9trYQfD3Pg13Pk9cryHDRvVpZT7dg3hsfTyGEUvtV141jXhv/664WcE/t1S+cNVisuQUzbz5eRL6fp5cVytVFYYzhHCU9+VhL+PM4ZVTl+f605jNLnu/mCNQZvFzTqJIdIwO6WECJfJsOu1rim5Y9XBVtVZE7kUng6jXw6T5x6meY/nWdab1jVjrvMggmK7DtNKIZNnXnsI9rkF6NDY7X4ZSsRQbRLKqHSifMkqXU/P17EOKEliGu/qsT+qMyLLXOOmaQlFynhqBbbZcxyk2U028aybiT7+Ok8cBgzu1ZsgjFDY2VaXceJMRb+9EW4YI23zPPMv3wZ+GZr+XIa8UZxf5oYIzRXLWqOkgOsBMHaelmFeasIyzxgpy1tZtmdJzon3G2nLE+ngfNF4kYee0kjNGQwnved+LpT4bdtMgAwRtNqzd1G+L4xxhcawdfUd6VEc3wYZ1pnaKuWN5tAUVLS1d5ynGHTWMakuNvUDLG8rEBAcma/u+mW9VPEmoGCJuTM1aqiICW0MZp2+TKuK8+ukenxTSdif6XE6zokaIzk1ipj2RqYo2bXOtaN5zJnroxmTPIS8c7xat9Rm8LdTkQWb68Ux4uEcA9JlvpvltVX492LMOSruf6pD9zUCq0kk7dtxfx9GMXFdJ4jqYjJfuW9JP5RGJ3jzV7z2MsL46kPvO08f3i1o/Ke13tAKd5erbjMiW3jXnr59ze85MxerxqmmLjuHGNiwboI7zlnGQINCeZx5Hrd8O7aopdo05tOqpht4yGJzW5dWWY0+0aMJiGLZngMiWdAa7jetDgtfefdtmW7khWa1hpSpKpkVeacY9XWbCvNOYLVgk19s63pKse+q7FWsLrfXDfsWs+rubD1CuMrNkVypJx1fGPkuXlfSfvlLQ8XS9ckutrz9mqN1pqnPvDGTkxJcWMNRmveGSF63DnFzWbFKyVT5q6dMQuxtJ/Tvzuc+os3GZQiRvcpJB7OE8+XkX997F/cF8457pZ+8zgGPh4myZUZxCQeX9QphevWiaywEmzMGKLQ/ZPI7uQtL9iU61pRjJjoj1N5sQz+9DwyLulvh6lw6kc+nISvVHvLx9Mkyp8I20qzamtu15JEUDmhKBrEbD/EwtWq4fu7NaumQmvhZA1ZXrTjLHLC8yxSwbvOMaTC/XHk/jRxGacX73DMYBeETVd7xsjL308OkLxctNJcdQ6tRKN8HiY+nwNzkPS/OWYaL57Rw5i4XVcCCVDiE/35qefLeUZrWZHMSfbbHx5P/PQ4ch4mDv3M57M4tlJRf44RTYv5vtI8D5Gny4RCpu7/+acv/PI0AIs0MivebASUAKI1v8z5hWTSR0l1V0qzqsQskmLktAAAjZZ25nlMVKYgrmip3pS27GpDv7QkICTMosSHO2bY1k6ykRtH1Ja7TcPVqvlzmmLtOIVC5+V3M0Zzs/Ivka4xLzSOStMngzOKXePZtRXfvdrzV2+2bNoapcRQMgYx+OflomkXBva/9fMXf+MqJeKIymWcUTKwGSbOw8hUNCsTKc4TQ2DlDX/7ZvuSC/TNNrFZd/JBxsiYCiHINLGrDJdREJwKhSqSt2OXZPkP50SnBSS2r2S53lQyRc5K1jW/u27p50xX/5nD60gMSbPx8oG4SbjPu0YiLvatHFqU4rqRSA+3OFGe5sy29TIhH2cOQ+SqdexawdPMSfhI8uJQUMCWgNYdqszLLKCwqRVrr16yhFun8M6LmT9GpmAZY6RZoAO3neM0i23w6TyJgUEn+imyaUXS11rFx5hptcJrJPNGaVbe4pbI0LtNwhjNSsthXTU1pRTu+5lXa8++sS+WQZMj51HK2BATX/rIrss0hsX2FziHCVs1/OF2hfeeaRKiSWU17/ct/Wg5DDOfnnsqZzhPiVAGLuNM5TRdLW6scyh4K2FfIRdOw4SiYKyl1hKKvmvE5RWLYuXgMCVCHiklE5f1RSkFqxXnfgQFXmWGoJhDEJ07icNlIsZI6x1bI6ozrxKnfuZzEGXU6yXF7+kysm6ctC6XwMrXVEqezzj/xrXKuUg0Q8qZmBXezHw5yoO7XXn+4TFy24w8TYXKWb7d15wz9MPA33848T9+a3jG8OvjWfySC6z8u+uOD8fA223CWcvPz5HrxjAm6U0bI2SCfkp4Z2gq4UcJ0jTxy/PA37xa01WGYcr88+cT7bLwX2tNXXtSShwWtnFOeRmWwIengRAjr3bti7n78RKwi0jEKvh8FjtZLJLekILiOIjz5djPaKV4Ph94nmR3GXDEKBEgT5fMcz/zalOjFTz2RXjJnZSp6dhLNo+3DFNkWOI0ni+Ckj2dz/znjydqp1FKc7VuqJ1BIza+5yHQYtk2S9iaFTpizpnjGBnGmaYWm5xSilM/8tzPy40kIohzgLUHlKKqPN/fNEwRPp8Dr9aezmb+80Pg253maajww8R//XBk2xh8JVLQYRYj/GnKfHPVitG+9Xw8jBxH6Bae1zDLc/l8iaxs5nGIZBR3K82E0CvPc+YSBiyZhGZXmwU+IAf916ezoHAazY9fziituVlLSsakDWsHH55nHo5nTr7CO8+UiqQejBOfL+LPpnJcBnkevz717LoaXRKfDz3Hy8DTkPnb18tQ8re8DjJasWmkl+vqaiFgeHJK7Ncdzk00dc03RmIQv5wmjArkXAgx8DxE3u09adcyjiNzkl7IGMOmSjxcEq+3lrtOQGGNk0lgzjL93LVCP+gWxMnlMkGBldU8nGdQwjxaN47WyjzBGCkjhyyh0sfLwMfnmaw0dyvH633LsZ8kCGxZKW27is5JyTfGzK62aC3VRszwrpP/XUqh9o6r1vKldzR+os+GtSs440hLMFVKkZzFzN542S1X3vPNzvDrcaRkKV/zEngWi+yV11WiT4bf3az5w23HKUh5G0JgjIXXlcV7x82qYowQY2CKmnXtaCuH00KULEV8pZtG0vXWleVq3bwA6/bdTM7SnzsNo/M0TphRl5A5TIp3G8erqy1QeB7kBVp5y2ZpPz4fB9Sq5W5bWDc1Hw8XKu+5WReOS7j4KQpM8GZVcZmlWmlrgeqjDPXyMtoo+cxDlgFWZqGnNA4UXK0ECt/HjHfy53nvcFphjBbaJrBpO27Wlte7lq6pOJ57Bm/ZbzKtX/bXF1nj7TtP5zX3pxmtJenwTePYdTVKn37bU+WyCNfRlr3VnIYgLoyFPGhdJYnoytDaRD6OKKXZtpq3Vys6L0b6VWWYomNd/Rld8nonOlqtNGqBbD/2kW3MFG3ZVJG6rlHAftUIAQLRAa8a/xJpmZXmpvM8jQmb85JiH3kaIred5RxYmFaio71aSXSFNxqjBb3ydfnfOEPtyoLFkZ2qUoohSChYV0usRUBz1zm+DIbrRhMRHfOQNbdO88Oc+HgY2XY1b3YdrdFC5i+au3XzssdVc2a1HOyr1vLjk/TDwyyme6Uy20rzORpaLwKB0xL/mYqiUFh5Mfs3Xm7ZbRs4jQGjxQbX1Y7WWwnWqjQxKmpnOYyRVSVAgA5F58ziX5XB0VNvWFVGfMkbxTfXK06jiPUzGgXcrioeLjPDHHnsM99cJbq64jguAouSOfbhBdYHAj+ovLyIvdU8nCfBzmTB/6Qk++OmEtZWyMvvE6G2hutN+0LXPEyJ285x6ANVXXGjC2OxnCbZE384Bd5tPNbKi8NYmdkk5zCzfMaxKP7mzVralrVYIWtnf9s3LhTGCDedxGuex4m5CMu4ayp8CMSiCNNIKUVIjcsEkoW1pOIsk1sKm1r4Sv00E7DsWoF6Ww1gX26g2wp+mi27hfF7GSZRBDWO8yzyx69guFIKsWSuGvvCtCql8NrKoGE/RvaLySGPQQZErfh/vzpp+iA9vNUScD3MAjpXSuxs53Fm3zWonDiPka4UXFOx9plQNLUp/Dokdq0cyN2qZdvMbNqaXSdJgZ03jHNkCvJC0FqzcYrHITCNF5rKohHTwU8PZ46XgcNl4tR4brqK2Vtqb/lyvHAqhncbR1SOPiSMEfWYJvPxODDFzLu9eFErJS+luiRizEvkptAQjTaQEitvF1JmJBvxBmtmfj1O3K0VRslXdZgDI4rOJ85zZt/K4dx1Dd8V8US3TlZT537EACUHNHII+1GoIoNaZgStR5XEcZBnvWk9fYZ9qyQudBQc0HEI7BtHU8nBLspQ+4JB1nObxuJI/DgZXnfitHJGcdtJzMk8zjgnrrLGS74zCE2ln2a0cnw5DZRSeLXtuF753/aNq5Ri11h+fR6IZZLUudbx0yGgvjzx+ZK46yyfTjMlF253DZ8OA5c5cRoC113kwzlwGUasEf/supWA5Xd74VId+4FjP9NUnhAD0xzxzjBOgftSU9vIMIsZfL94cO9Po1D/FgD4n+4vXK28kCu00BUNsIuJ0xjxeiIuONIfzyMhw7t9Q1dXPA5RpHtK8cOXI6+2LU+XkUs/oUvmp+eJcRzJYeb+kugvPXnTETJMc2TdFqx2nPoBsueHsefN2vIUFPE8MiZxtqRseb5MHIeZfhan05djj8qZz+eAv0wYo2kMPJwn4jTy86FHofjues15Qd/+eorcVIEfDvDHG0fJmss4cZoiuhQ+HgZyFNdM7RT3p5m7dcWn54j3FWkeuEyZS4HPh4HnIXHdCVZVvqta+n3EVfRw6nk4iajCqIzVikKNLpkfvhx57pOI+dEoImlOlBT56fFCmGd+fB55Po/s1w2/Pg+0lefNTm7VT4ezmOYXRFDO4uUdA/x6HLELfPD+OPJmW/PcyxBsVxtCyjz1kXUlCX6/Ppw4DRNfViv+mCAoi9PQTxNjKHx73TBMZRHfZJ7PIykXPh9n5jpATkurJy+N3/SNm/NCIGhrNg6CMlxtWtpq5GmIUITbs2sMoYj5+Zdj4JudaIitNdxsxPRem0KfDI2B8ySuEL8I+pVWvFo7nkfNHMQb6a1kvowL+7Z1mudRUCOVt9gFt5mN5moVuGodD0Piasm9fVqCrZVSPA/zsiowXK8s0+Ip9VZjZum7VYp8Oky83TYYBV/6SNtErhrNP58LHw8TjdPcJ8Xvl7XPL88iBe28QdsK7zR2TgRlWftEVI7XmwplRC+8bSseTz0hg8qJX54n7tYVf3vXMRXBiBat2S499q6VhcxXgoUylt9fS1SKVQW0JZeR85yZ50BXe97var70jtuVQ1uH0SJeOU6JnYr8MEClJSkvZUXn4HmEKx1ACx976w1j1jReM86RrjbcrWummLm/BFbeYhR8PEQ2C6b3K+Xy//3DM40p4qldt7zejnzuC43X3G4Vd+uaTddwOPf8/DzxbSdzidOU+OnhjNKKu3XDt/uGh8vMFOQm/HSceL2raSwMCbwx3K4VQ4QUJ8ZU2HUV2xpOAdY1bFtZETUx0ocMCEtbUgplRbSpLJ/OgbaSrN45Jj4twP5/6+cv/uAqJclmN52oY7wSldIliCb0qnVkNF+OFy6DJKS3TmFchVNnUtHsW8eJTFCWmkjRhutuscotapuU5Et+u5a3bwiRHx/7RavqXtRSjSm82rV4lTkEkew5J5NflOHtVoYxwxTYoMgFblvDOVn2tai7ZAgSOPSz6Km1xem8iCKUgNA2K15tpN9JRWGtxKGsK5l2Oicl/roWt0lVVfzhWpCk68YL+SOJZ7Vogbefp7QEcddMUfTGf30XJEo0Ft5u24WjpbiMMzed5+cnaQU6b3B+WcdNmpIL2kg/arRhXxd+Hr6uTISrlJSVBANEhrmtLcY7fn/r6bwhJBHbA6wdnELhbtO+DOGuNC96arMkRdS1oatFgFPQXDeGUzCkJIqoTVvz7qp+oWM65zhcFN81BaMNblgyk71lrDyvNoWbbbeA38RXfB5GppAwtZfgcd3yZisEE2Ucm1pWRyHIP9+owr0zKDJTAmWMYIeaGuccjZf267Q4lrSuSClROS3EEyNG/eNFNOibStO4f1M0BfxGDu7XHWkumX7RFjcWkqm472euWs+cikySk7hpyELyb7wRc/0h8Dd3ls9B4kPWleU4zBQCqghf+boLnAYBjFUajBLeUUVm19XEeCYWRZoDfzrO/G7veRo0r6xwcBW8wLyPg/CKHvrA8TJxt3b0UTOeB+k3K0OOM/96TLzbVhymiDZ/jjtRUQZAD5cL151/Kdf6ynA891ytW4Z5EEToJDvXn+6PXG07Mb97YSBbpZjmSGUlOOvxOAofubKcLgM/PvS83mbOM9QWfj2MrL3mnz6diDvHw3Fi21V8Oia8VVyGiedBwGbKelJcPMVGM84BR+LjrLjpNCZr+ln0wutVxeNJFE2NUfz4NOCVTN1jgY/HQD8nXm07jMp8OPSEmJaZg8IbwxgiPotN8/MlotPMEDMqZ06T8KdLcXgNv5xGTsPM1ari02Fi21jJ9gmCvN22osIKuXC89Hw6BciRkjMPfeL9TkrmkApeFf71aSalyN/tOrz3PDwd+McHicW5WreYPPPpFFg5xTzPlE0tPfs0CWDQye93iQWrZVc7Rckh/nVKmBT4Lx+eud229JXlMoy/7R435cKpH4QQsNAnQoQPzwM3axgXm1dlNbqtWHvFPz3MfKvkNgLF0xAgRb6cRp4ugW1TMcXEZQrErOjHwOky86cs+pqYEiGK9zOFmf/5c+Bv71rhB1sIaLzKZGUIMfB4ElqGygJyuytF/uyo2DeGy7hUC6Vwfw682tR0XnMcNKqIR/R5CLy/anBG8fnpyN9/OOHItLWjdZrT4kVOYeKH54n/5l3klIWAOMXMMAw8B/idV2Rb4Ulcxpn7U+D1riamSD8FPh8D21YmwI+ngcfLzE3n2NSO0xj59NTjr2piGPnPv/acpsz/aeWxqjDOYt6fU+E0Fd5sM6OxL6kPIGnxjYl8Psz88hx4vxcY2761fDzONE4xGEMYB/70PFJ7x64WBVbtnXChxgxhZEyaYZq527ZMMTEeey4L4/luZbkfCuM4LUO+iWcUeRlQdcvnpIBKF54uM+Msk3BnItpocY0lIT7aEjgG0Ra/Wjkiin+5PzPOgbf7jruV4zxrHvtAPPb8148Xdi4zzJ7/8ssjH5/OTPNEnuHnU6Rynne3liEX5nHgP32O7BpB/YYiQ8BjPzOFzDiMnKaZD4eBTW249BMfDj0Y+9vFsxqlKNqwaczLTrNxRnaZK1n6J2SX5k2hT5qrxoCx3K4r6rqiLZlV7TheJsak6LyWiExjuF1ZIgrrHKtKeEiPfWAYR84zoAzvd7Ky6WMmo6gdrNoarWToMxXD241I4/bNwqOyYj7wGbRSKC1ChkvI7DshKWwaL0TDAl0b5UWjJQFg5RWNr+namv1KNLR3O+inWSDr2rOuE9lbViGAsfxPK3h7s2OaJn54iqic2TSGbePpQ2bd1txtGsGEZqk6GqcQDw6sK8u6cbzedXw6Ba4bcbLsNw2nQdCtGcPt2rBbSUnfWsl8nYri1a5lVUmyRDkNrBvHVVfz0Eui4O2mZl3J9Nhp+EMlcL0xsZjiRe1kGPk1erZVIhXPujI8T2K08NbQz4lN1+J9ZIo1OUz0WdIQQ0LaKWW5WVV0tSNkuDKKUNSLwKLWSNqftbzd1jxeDG2d+XxStG3Nq21LP818PozLBLymq+W7tto0rCqBHrSVw1vN6WKoTUUumr97rXh7u2HVVPTTTK5r3iqZcUxZcV3LNuL1fkVj4Gc03+8abtYt21VDCjNPU4YUf7t41gI0S1JeyMJyarxjv1qCq+aCM7IbixlhFC05PMYug6houFl71t5wlxGSoS3Exe9ZOS3WuH7mNEvwsfU1362kd9xqBIez6Edrb6msfBAJGVrNYcF/GsPH08xtK+IGYwzrOr5QSK5WNd4IqXBXC72ytlL+ZzQ7k7AKzuuOq9aybhuUUtS2iPyQws26AsqSUC+7wNorotI8noWJVGvpteYk/OfGe7pKXnwKuISEUwpnLXtv+Ol5fHkxqiVmZbeuscPEpq3Z1g4QSsgQi7wAcqYsmuC29nw5nFHasaoil1Gzair5O7XSc68qefY+R8Zg2BjFquvYqmXVt8j8orK87gp9VOyazFQUhkxlZd1Wef+SjaxL4pgdb9bmBdw2hEDlLLvWiwbdGm5XEoGaUlrcRprvNjIfcVYTS2BXe+pKMKzOOVwq3G3gcYjEZbjkjOKYMmjDHAMrn3HGYq2jNkvSfFdLXpWRTYHToOoKUsBa0RCkVGitYrMS9VwskEpP5zWjrvmb1xlelNT//z9/+Qe3FH556lnVdsm2FXWRN8KntaqwqkQup3Pivs9U+s8eSaWUDBjI/HgIbJzku2oKpYhjZYqZmBKlSML5z4NmW0ny3ONwxlnHVSvAtMMoApAhwttdw3qBcD9cxJ/59nrD764tl2Hix6eBzkqfnEbRydYGejS1TjwMmi6c+WXKhFh4va2ZU0YrScPLSm7CL8czpzFymQKfn3ue+1HSzQs4a8Ru5hK/Pk98ZzTTsuopSzrBP/eRP9wU7idFKPB227DyFlUS/+Uw893ei5nDyrDp82nkcBFm1D/dD/z33pIxzIvO+DgEVpXhMBX2beEUy8sc4a6VL/jDaWbbeIyXpPof7s/0IXO38oxZkePMGMVt08fCPE94t2QIReFXDSFz1VWL60u4ULebjtu1ZDT96VOPdYbbBtAVnx7PC9HTQhr5chFp6LmfeDxceH+95jTOVM6iVOasNUol+kkSAPuQ2daGwxjIOfM8RiotMSHPU6K/DLS1HPZdIz33D4+R764avIGfngK1njFWlGafj1F0zEUO6Y/PM3frwrvacUmJf/j1xPurQFVV5DDxT78eWDde2opT5N+jPP7Fu4MUMAcRnSuUqHO8YdtKlOJXqPYYIs5avtlVaK0EcVl7GqM4z4nnMfHtzlG05qqWXNQxJMYFI/NwmhmDEDWuWst+JTedNxLaJGBvmdI2lWPf2hcz+s/PI57AJYi4IOfMEAsrB89DZJomxphpdRZX0jQTMdQqcJyBnNi2DgUc+pmYElPSCysr8HiREOpd57nbSZmmjUYbw5tdy9+8WeOdI2cB3D33kfMgUSXr2nG79lxCWqoXRJh/uNAHyShqK8+qtmREp10ZIe+va/l7OucpSrKDhNhgaSrHdSfJf41VPI6Fm0biYSgChp8TXMaZh8uMs4abznG9aXmzrWi8zB9KKZACx6nQOEklbKyQ/G86S+00beV5v61wVlZ6p4WvVVeWK5/54ZCZh55hoVMYZJaQUubVWqSUz2MmxMBxiC/ZQudhpJ8CD+eZlDJPxzP/cn/i4SSUk42X9V/IhdvW0ifJatZkxqQWJI9Mu3//asd/eLclFThcJllheXFUnYZA0Ybf34ji6sfnkdZpbjeefVe/JAmGhSP9VVCkrPs3LUJ/8TeuUtJLhVSwWr48Px3lNshLdEbOshfzJtHPYh7/420j+azWUS3hwVZpHs9CkCgFbteV7P60Zsoj7/fd4qVN4jQJgYTmecxsVEQtrpfGi9wtFVmPXMbAYYjcdJqcEw8XQW+2bkUsF86jpC30ybDxmalotkr0uI0tDDiskV1yUZKterVwrsQcIL7Z7aqjsobnIXG3kRVOzNJOpKK42TbcbCShT+SKhYhdwqYjrxtpNyiFgkSftJVlSLKn9VYE/6vKEJTi8TJjrEg1Symcg0Rt3tol+jNmHvsZg1gYvwQDJTNmy+9vKzKSJlCpr+Z9mUCLh1qxrY14bIvippXP+PHpTOUNt53jEhJfnka8m8ThpQQYGEvgzabGW81TgLUNXJLj1Vbyme5PgpBBwcdT4BwU311JxlA9FV5tW8YQOU6Fq9azaxVP55FTUGyqIpLGpqb2omqaCtR1zV/dIaq5UhbZrMXbTD+KDt17h7EC0Rtj4rZrpHSPLBGahlIghokv54U9NQbuz6Jd/sPdlm0jyYMfDjMlztO/dS7+8g+uVvz+ppNw45BxprBvzEt0hVn638rpJWi5YrFeMkR4tXUvwxitNX/zeiPp4lP8845Ua/Zdjdaaz8eB4zBzXUvS3u+uW7yXh5nSooJaRBuVkw/pzb5j18oA5rkfqZdAMGMM37/ec7oMLzf2FBMNBWMcymZ2S/QJCGC9dvblv7c1UjaOKTIVvUgjCysPBclknVKmZDHJZ+UASMbx/VUrL70ifOdVkp30eZjZNYbK6iVPSXHdeUqRfNltpTGu4n94v2W36lAloYyjrQt3mwFnHbpI2O7GGmKMHKaC0wWlNV4bbtaWVVtzHiO1Ky8749MkaJ1TAKc1ASQpwoj8cE4iemmXquoKCNvyAjqYogR0hyw+7D+8qiXDZwyc+pFV7TmNEasKV5uWN7sObzUf1JKFbKRaaBfv7Xcr0Ty7Rbu+aRY/bCWJDNM08TAWNl52yVVVYa28fHQRnTLAOeRl/674w+2aTeMIZeF6ac37beY4ZUlAcJrV1wGdc9ysax4uE50z1MvnL7LH8O+ei7/4g0sRSkHj5a3Vx0xjNIc5s/dmObzyF9aLTzbGyMcxMgwDfagpJXGaIk5BWlw/VsOm0bAom1aVlIqd06hsFpO0oWhLSolfnnucUouudZbhyEJ9OPQTWmtapHRfeQQZqw2vNxWfLoHORipv+XwcmKbEftOwqzQ/PY/87roT5nGYCRn0MghZVVbM4FHztlaLMGLi81EyerraS4bSmJgTdF602evFH/vD44DV8H7filFfSR87hEJbOayStMMpLHvgLxNWFTZdRCnoQuChn1FM7BtLLvIiWC+3wmVKEv9iZdh21djFZWQ49DOV1YCI950uL4MvyXCSpPpdVzNMgefLKLEuTYNRhT89XDBkvrvZUJT5s3MHhTdCPylAiEu0zFB4tRUiY4yRakkD6MeZIUKVZ844xiWA+zLOWF1xGifaytN6TfEtMf45WPupD9y24uA6jYF1LS9jFQIPQ2ScIzerWvKtJlnrpSwqOGtkKPhw6nk4S0TLxgm8AGN41UoVLPC4ifOUGBd57Koy/95cSv69/6PP3f/en1zkAQxzRHn5soVU2FVyaHWRt/Q465dS+v4SebfS/BqlX9K2osSTQLXHme+uGxlyFcU4jkxBcegj+9bx5Sxl2arS4pXUcJlluNB42eWVUtjWFmsUz6MA2LYVkvK3QNt3bUW7VAG1LjSVp608ldE8XUbe7luZJGfJSjVaozXUVqGMpc6iqqqqiu+vDZcpce6Ff9Q48b9+xfic+0zjjKS315XcBmOi1YmiRVu7XnrY27V+ceCMc2ScJuZaKCKdl71nSon704QuS3hYW3GaZNr+3E8chplYFK/Xss7KWVhQx1EUTq3THEIixiJzicWMUS8g8P3KSr7wHEl14jBMPJ4H9quGXQcZw67S/PI08nwZudmuYMHzfG2LrjqJZunjRFd7vtlD0zRsYuE8yK14OF04J4UjMkTNpgZQi086YBWkAiUFHi6KfWN5PA3yctk05JKxRr9Y98Y54kzi0zmw8Yqu81ytG8Y5MqfCzSoRs9A2jdGLVtvyao34h5ce/KpxtLXnxy9HNilT2QWDo9LLlP7LceA3HUEC8kW6zIl6CR5+HAKt1SgtpIFhEkrhCcUuZ/ySsHeZM6cp0aaB//nDhferC0OW21nkkzJp/sO+MCUhU4RcuPKafs58Po2Yr8lywS6BVpp//Xzg/jyzqQS5XRv4MmTuOjH7fzlPXLWOD33CKXi6RHatTExTSpzDnx1Bu9ry5TKRU1mscvB243jsE0+Xib99u6V2lk/HgTlmVg6OY+bXp7O8pSeJy7hpBBrnjOI4FzpT+HKJrCthL00x4rUmKeEcH4fINI38fAg4fabyFYdhxmmZGn96PrNvPccpYa1jazUsbKiQxYf7py+BdS23bGsVz4uk7zQmvMr0IREitJVeSvNCRebUSxbxj/dHQogCp8+KYRKRzK6r2XU1X84zxzFSu/HFIx1i4BQU68YxTYLIuWnFPxtjFKuk0fTjyIeo+G7n+DhZUghcgvTRkmJRGEIkJEH8KKWZp5kvZ2krlZZp+DFkQsp8u2+4X8wgtZFnMMwFpXoJMouJX59nWi/WS7ckIcQYxaQ/D5IxnAsZqXxiEeloiJGfHy98uczcdZZX24Y+/sa5yiDrlI0XFErtLZtGnCfnOdJVhuOUZcpslLh8vOVq1bBpHH5JV/ura885FFZeBhiHfkIZx7c7GHFsq4jSjrdeIGiZ8FKeKSUi/mM/k7JMol+tJbB6SDLFvPaadVdjjLCvzpOER19va4aQJRxMC8vp/dZLyrlRVFWNjxJSppTI5cYEtzawqjSbRvhR7/fCHS7K0NYXnHVM8cJm17KqNGjL8TLS1RUhT8QkBvIhZm4qI6C7Rf8aMkwhcr3p+J+04rQk40nfrnhbyRDleuW5LvD7242U6fNJpsiV49yP9LGwayvGEF+IFMaIKGPMlq4WLOvTmMhK8X7v8VYv1ENx+cxZyvbvriSWRSv5wk8Zbjc1LFBAbzVzEPHJm5VUEee58PuriikrzsPET48XAFoDzntuK01UFphZ146rlQDJs9K0TnbYlSvUVfUSFrdfCQfKqMJpLtz4wnlOSx6RPDvnrATPacUlJMaQFyGNYuU1+1XDHDNzFMLmtpKUyc6LayyEwFwM313J7/PTw8zNuubtxnE/CLnj+9vuty15BJG1PV6CBDXlzGkMVLrggVgUnS0UJUl+Hx5P1N5xu64ZQuEyS3mJNqzrP1Mfni8TdxuNrxtUSRxGza5S9GNaMoYUMRdSyXw+DmxqRz/NNFbIDG3tOIyJTSVQtVplns4jjbesvOG5lyS4kAqGBBicSkxBMc+RKSW2TfVSWsvUXEDdTst8LWT4fBzEcqY0gzYSehwzKy83wVplCk4SAKZAZcUgMSa4bjSHSfKAq6VakdtmublGgzKWayee301jJYXeygS38ZYwzpynSE5ZEiQukgX0+TRzu/b4TcOnwyzl3WlkW1sGtbQtxmDriqtGLHNaC7r1tpOKo/Yy8Y4lcwyKxkTayr+sXFheJrZkKq34dcG/PA2FzmU6U8hYSIHaGlpEEBJCYJ5nnovjSgcM+eVFOYWEVRNDKKx85suQ+a4pi1BCUS8V3I/PI3etRSlpdb5WGo03dH5R8FUOzcBlFI38tpKQ72GKYCx3K8fGL6CGnHi8JFRODBl2OvN4HCja8Hy60FaeU5ixxr7A5v69n7/4gzvHzM8PZ576ecGgRC7DzMfDKHu6jWcolruV53TueTgFOh/Fa/p8xnpPZRX9XNg1hl8PiZR7Ph96DJlVKwl0KSV+Ol/4h09n1rWhMWJDu143dI2nc5rHoxAOSymsa4d3mqdlwvzrlARPuq7IyvDxy4GM5jIG7k8zt6uZp75m5QoP54lzP7FpPFlprlcVR3qytvTDxKq2lFwoRVw6TyHjrOKqq/nx85H/70+PvN40nOfI+eKwdmRTK35+6DlfZFXVVYZ/uSzOHncWkUMUg3m3cIDXlaQeOA0/Ps6831mGCI7Ev9yfMGQOs8LpC7Eo7o8yFe7nhCqJx96yOV14OE84JSu0nETMYrTBWGkNjkt/3LUVu8rweUx8eDhzGUfGuUUrsfbdT5n9pmWcBDBfe4sh8mUo1CqTcmFuPSHKC/E8Tqy8ZO3sGkMxFa9Whk+nicsws24cw+QZZnFNnfqRD08D28agUDxpxeHY858uA4VC19SL20qTw8znU+TLYWQs8FfXNVE79DTx8SnKhFsVHvpIZwuni+XpPPBwGrha1dxtWp7OAi6wCpx3eJXxlQylHo49/8uHE//ndy0PfeRyufDD88Sb/Yrblefz82+cOeWM5q/e7jkOgbdXK7QWsuD1yvPlEugqx+87Qb8cRs9fva6Yi6Y2cJoL323dC+tXhgziFlJKE4oScbuzFKMIGf7D+w2V1Tz2EecT31y3OCvUjP2m5XYne9KQRDL50Cd+f+XYdRXHfgZjuXKFD7qiMZGu8eQCu00raxdlUOrEZZgJqeBsYY6JKSu+2RucrriMM3PW3LSKhGcYz/RBs/KBj8eJmDPrRqyEznlSlr55X2te72ueRth3jspoppg5ztLTXXeeV7uWymjOS/n561PP37zZ8v2tkjhKCkZLD+ac48oktKtoy9eAaQnOruuG9/uGUAzbJmGd579751BK8/EowAMFrJqKtoqcpgQp8TAo1pVmt67pKs2m9cQsxv2Q4O/Wnqmr2M6R1sDjVPhvt5mHIaOKDN9AlE5//wGMhUYlnPdsa8WMuJHa2rPpZOA2Bs1+VZOL5mpVsaotaXkewxxwRnMeA5slM3mcZ4qybBvZqec4M2SDV4kxG4xGdtAzXDWFKYlfuxRY1Q6Wve83a1lNxsX7/OkcFgKLxK6+3c5YX/NqEzkPhvfXnm92tQxNRfH42y2VtVZ451grGe8/X+StebXyrGov+aVD4hISN53ldrtiCjL9vFpVvNl1WGspw8Svx5F9I+yj765q5iJQt66piDECIyVLjyqZQsiXORXa2rBualov0+iUxHLWNSIgWHlLV0ko2DnC371pmbJms/CW2soTEIP9613HEGFb64W6L/1t5QzOivl/4zVZe7yW/V+tM3Vd8/2ilnp3teK+j1xViiEWUpj5Tx8jc9H81V2DMrLTrZyhH+cXIUtXCZzOjTK1HkPGqMwlKbrGc7OSfuy708i2dXw+K65rRZ8q/nCd2XYtj2dJM9iuWkkVNJK9+zyCt3C3qSX6IyTaykPlUWrgEgo3lWa/XXO9Dnw69BhtuF55vrmKHPqJpBxOJ1a15Ne+Wn6ftgmc58S6slxC4mpV8z866Zk/nmZUjvSxcLOy7NodKcUXMcanY09XS/j1q63MIaaYpIWoKq4bRVEatGFXi4pJl4wyjhhGHiaodOCY4M3WM7iabVPxXsNpDAwhYSkLG7khIAYX771Mlk1hDOCtmBLCAslb1xaM5W/f7ck58/npxM/HyO/qwu+u6t/2jZszjEEoDFOQCenVyvNmvyLnzI9PI7ebmptSeB4jlzm/gLxAHuwlzDhVXuIr+2nmMCg2XmG07Agf+0BMBa8FmaKU4hwUXRTj/VdaxfOYaK3sIDOarvIcR0nwk5tM9r9tVaFm0ak+jxlrM62FYQr0Ad5sqiUoSw5qSokfn0Y2Xt7epwC3ay0B1LXsqL3RjMaSltDs2xbuL5GYIpV1/M2rFu8c95eIW1xGtSmMSXGzqqi9ANk7JQxpTRbGUhBf6sYrfjolXjUjEcswR54vI79UlkoXPp0ymZFpSag7j1Gmu1GIIVYLcLx2lod+JmcR5ce83Dol8WWAuhYtudaSwnh/GjmNcfm/TZwC3DSapzHTOUUmUjlLncXMkBAIwWlMbFvDu52sZB6HyG4ZEP70cMZM4kN2S+UR8kzMcOVlTWeMZt8YotJctUqGVLWEuD32gY7Aj4dIZ7Ko5SYx49fLqSnK4JwwpM7jxPNUsEbR1AJtn6MA/qYgTOyvWvsYE/ZrlVQST30hxESfDVdtwVqHMhnKbzhm0xr1IpgPWVCaeqH+W2v5/Y1ZDqPAvOziILlat7RuZAiFV5Uszk+j7O5U7WnCzFAMay1J8tedZ44WoyTKY9N41pcB7/1LnGftZchzGSSF4NVa0K1qYQTtVjXVFOgaEcGPc0RVjm31Feou9PxNBcfJsrb6JYUA4P1WMUYwSgDsAPMS6K2sfNHvNg0rL4olcRgZvHWcp8hUZNopwoYOoyRbuPWLxnZZcZxHOVCgebOt2XcVVSy0bcsfXJAbNwbGpHiz13y7byjKsK4G2lZahcrJwZ1ConaW684wTIFLSNQOtl7WHedxCRVnSVqoZYd57kdyTmzbhunY82YjVAplHN08473nDyte6JfzPBOLDPEaq0hGYGvTNHG85Jee/TAmtrU8w5AK16uaMSRWXqyeuohUVZXEVAqxgFNwnBNtlfl06Lld17zeyHfs77wc5IymqaJkFMXAnDKrqtA6YWU1leM/JPH71nUtSrZF+51zpnKy9TBGKkdjDG9DFBpJuFBZiYQZg6bxlunxxG96j5uyCK9rbwV4ViSB/uHY46z4R5/PI58OPc5qto3DGEvnNT88DrgSmRFRAMjt7RScA7zfyWF4Oo+ULH63r2kAMUT+5f7Mm13N9brlcJmYUl72lZG1k1Bq5ok5BD48i0rpMAlB0S09c5MiX84Tl7nwCjn8IWsaK0bqIUQ2tVtWHkYiMpRI86aQIEd+PYxcr2qZUKvCoQ+Mc2BVO4LRRMTIPoZEiJHPp5nKGrKSpLzKSKWQy/gyYf5a6h/GxKrJdE4O3tNlpLEjf//hzM3KMiXFD08jOSae+8C7faZeqox+CuxazxgkleD+0OOt5txPDBH2rcF79aK4mlOhD5l6mvh46Hk8Tdysak5j5NzPNG3Nm4184b/+PA8RrzKfzjPvNp55gb+9XnucVvx8EqXUunEvYojHBdd6vXaCxxkjT5fA621FHwqameOYuVvLDeiNtBvHfuCHx4n7w8DttiHkQooSjblvLX0oWBW5xCKwgGMgK8N3V/B4HvjHzyPWwB+u4YeLqPCckUS/fWO5BHF+bRpP6xT/+GXkm8UJZSg4q/l8nPj+OvCn+8tvu1RWSv5HSgnb1LiSeOwT909nYT9ZgZFrhBv1tafvp0See1zXUpWCtZpSJNhr3VU4k/DeM47jy5v8dtNgl3dczpkQpO+qnWHTtagiJeHaySDHq0LKiZQimsLjeWBMkqpXWRmCHcfCFDKtS3w+yuFWSPbMOAfOU2TlDavKLlriUSI/vOb5Ih+ot8IwKqXwcJmJ80jKsu80VtE5hbeGy+L/vC1yU4Uo5WcssLKSL0uRG/Dnp8ti+hfI23EIdF4SH/at53g+8XZ7xe3Ks+7EKfXT/YG87LRTSpyKUCtjMXgkqvTNpuYSMs7IIGnX1S/B3+siN+PjENAlsaokrG3fWJ4uE5vlueYcKSlwDppKF0oBR+bTacIouK5FxQbwbuNQStxPMcYXYU0q8oyNMdxtBLhwvekwy2fj9PDyZyileLtxzFnz37/zKCMY1nGOPF1GVl7mHDEl1l1NyvIC3NvyUjGlDH+8lZdrnw1XvlDXMvyqtKzgOicrJ6M1RWm+2TluNh3WGOY5AIXLIh/1wpX97ZbKORdSilxmxaYRvEirxTbXT9Jneqt5Og9cZtmlrRvHD489/58fHvl//JVhLAYbMpvaYrWgNL+cIzE98y+PM3etxlcV7qL4cprwTtNaTVM5SIlPx5nKGX59HmExRqMU3mgel3iUrjKcpsK2kQP2dJGYTm8EL7vpakKMPF4C535AK80chfinlUw9O2/48DxyOF1keNE49qua2hT+68cTnw89KUzMufBmLRrfmApoRc6Kda15veuYU+G5n3BG4axeJH6JeskQ2nYVlZMKJsTMUx/IpVAbR0iKNA/8cgjU9ok+Ge42LdvW8Okw8XoLJ2c59rMwqbGsTeIwiwb6uRfdrbUGO8nu/TBMWISMuK4tTck8hMzhEvjnTwdqq/n4PMoQr/acx4mfnxNXlQzUjktKQOcUhzFROYcZJ54uI/enSK0lTeHzYeT9vuUSZeJ/HGbmXIhBEEXNOC+ur8gvh5n6IlbRMQQqa/FOc1CGdb1A0FXhMmeOl0HkpUm8uR8PE5ae4ygv/3c7z2VOfH4aqLxhUwU+Ks8tE8cxcjhPFCZp86zjr19XTCHw+SQ9d4yJnx57IXfETOuFmIL6DcdsKqXYd7LO6WOBFHmYM3frinVbsV/UMN6Isuaxj5xm+GZX8em5ZbdqicvaR2uF95ZdLVPejOKv74To4DRYBevGvWBndq3hOMK+lsSBylve7ZqXuEe3DGOEGikTxK99eMhwt5Ge+aEXgmNQhjdbw4MVdrExspLa1JbTMGNNy3fXDfeL+VzSEjwhea7WUto9nGZO/YCvJEmhqwybrmEcJ35+nphTlunpZkmCu4zCpm41jTcL5sew8hqMYbeq2Xg4TAVrLLc7zcop/q9/0LzfN3y5zOy6ipgVp0HWW/vGyhCwqamc4eNx5P2+YuPh8zmSSuK6NqRFiDEGmQZfVfYlkO1u03CzFvyPUprbJE6w8xgFJ7NS3A+Jfa3Yes0l5IXgaVg1FoWirTx/0zi+DBW3JvM4CJfMWPk8a2dRMZHiIgjJ0HmpPv9420kObUp8ucxYJWn3X9P2himQjKRE/NNF8cqLT/BpTFQGsnK8v2m5XVfMWbNfCTbHqYT1FTeVpq5qrJXkhVIyhkzTSgzLeUq4Jaom58x3tyvCPDPHgnGO69Vv3GSgEK+p9LdyKKxKbLrqZS1zmRKnYUAteS+1zhzn8lIKtZWjSjKRVlk0wledx3vZ/z6dB54uE7889VyvPNu24fkySqCVBq1Ez1rKonGdAterRTRuDPta+p/WqZe1zmqxAQ4RrhZnT0wJqyXE+HnM3K5rKmRafn+auN00KOu46Qqfjr2QK/sRYw0UaOqa987y0ShAUtS/hIJTA4dZKBQqR2LWBGeIMfDUSwnsjMK5GubAZZg4DoF3e8dgCg99IcWAaSteV5Ldum2FTHG4TNxsWhqneHQGUDwPkZVd0gmNYpwmLg6+9ImNV2wqTy7qRXEUY2RQYss7jeEF6VJSAmPYNI7WqRccjTOGUjTVGMhZIAheJaakKES2OPICMWhqy74xaO1YpeElm2icIyGE5c8q/yvQeeBpiKwqy5WVddA7Z/h8HPhynuTwqsJhEAZYKYq/u6tp21Yyj+fItmmonVQHSinCJCmFN43mMENDZEoVNSKTnHThMkZ+uWT++078u+vaUhtxSX3oI7+/qviH50DjNFetZfj3scp/+Qc3pEw/DpymQmXkyzIv2bhzyjycB1ZecxpkQGFK4efnmRRnVpXhcYi4UXo4o+H+NIsp4FzzZtvgnRAgpmnmcEl8eB4JCfo58OlJStZcgKK4DDP/0E/8+HDhblNztenwBj7OmcsoLF5vxcQwp8IUI62VIZYuZ6xzRC983ZglxW4umsaK8+TnL0d+OUzsGstzH3iVEw89dK6QMew7S0jw8fFE7QyPY2JjC798yZLNQ+HLaZSc3V1DKopd67BkjkFzpws/HgZqN/F0mdFkPp9mtr7wNBQa3/PP54g3ou5aWfjhaeRmXZNRfDmO3G1bzuPM4/FC14iW+OESGEYJGTsXkRWCDOKOY6SfC97IZ6bsIgo593w8TlglWT5DhMaCNppVJcjW5/PIttYo47mkTOs0xzFzmS683TUczjN/+nTibiMGjg+HCaMN5ynyfBl4OM9cdY7LONPPkhwwRKE+DlOQ3t/PRDTPl5GcpY99vgS6ypLjzL986Sk587u7DcaYhfFsiCVxGi/MSdId/vFx4p9++oQ3BVOteLcJ5Bj4Tx+OxDhzvWqXRL+B+1Pg7a7i82kSiegU+eUx8eOX47J2mvj7z708jH/j5y/+4GqtUMaxawQ3og2snKKy4jj5cp4JVrOqZZI8JUVrJ3pVcVUr9uuaMUSe+5nrtuZq3VAZ/ZIcb40Iyi9J83pTCUfZaUJUdG3N67XcPLU3zFk0wW1lQFvu1pVQ/yrLZdB8Og6SulDLxLOfZrq64ukyiROoMQyjgMzedp4vF3Gb7LsKay0pRW7Xnt/drAWBoxRv93oR0c9YazAEjlPmr97seJsTcyoMn0/cbhsUYnBXStFUQnY0JXPJhrdbR13XVH7kbiUrmc3CGe6ailWbuN2uSJzY1Zp+nNmvawqw6RoezwOxFGqnGWc4ToX3V3Jj3WzEljiGTO00KWcqIwmAq6amJAHVj0kta7fMobfcrjKrppb9JokhKvop0Fb2ZeWVjeW7neeHZ0VWsoI7R8V+VVNZzb7/s8DletOyqR2fjwOt16xqwRjFoqhsZL+qyLnIUDLIUPA4FzaVJCCGVLhde1ZNRec1Q4RvUyIUw671VM5wmOwL5zoWwxAk5Pt1q/iPWcrz7689uAbvDH98tRJYnxPSSO0Mf2gc1+uW8xR5d73m9S5xmWZeb1tuVp6sLN/fmN825dEazc1KkgGKzqyVuIL6CFeNZduyUBEyD2PhulacXM3rJvHrBbY5/3nyh6JZzPjzFDiFwq4Wo/TKFVI2TCGgl+HXunaC2LzEF19zHwveyRfFOUc/TJQCTxdxLN3UlaTyhcjDUFi3mut1wztvOQ8jPz4OqJy5WtWsassUJTH+qrV8PGXmBOcpMkQY5pk5elonDimvNUVr4U2R+XBKOJVomoZ9V/M0iDi/qipWjaOykftzYFMXCtJLrWsJ5rZL1u+cFOTE45hp/URIheeLwO+cUXwZEt8vUsOrVUQheJvX2xrnLMZopghWaRLiLf14jGglyiRvZH2jUuTdVctpLqicaZzikg2rRrS7l1mxrQwpxZeUv7b27CqNcg3f7g0PfUBZw5WX8Ovn80SMicsU2WeJYz1M4t3u58LrffWSuPf5LOKYfop8Wzmcc4y5YFRmSoskMiWScuxaUcc1ZebB1OysxIWUKPvpX08T9089v7+WILefHy8YDbeNIaolXXBVYYyRKug8UaIIML6+LOZZYHnOKJ4ugfvDyJQk8K3ylk3nJYTq3zoX/8cfvf99PwpEWTNFXq88Y5IhQedELuiNrBBe74ReoIxDqwF0zXszLCjMJPm1TvHYyxcyovhmJw93DF/xK1AWhMlXi52yjjcbw3lONL4QYyYhInVnFF1VUVvoJ43Snk3jeLzMeGt4v5X/n4/HkbfOMCXF9zctx7mILayrRWiRIvd94W5dc9N5qqqidjNzEifTMEt/fdU6zpPiurU8jhlv4HrT8cfaUtc1l3AkI1m5lTWir16CyYYgwnitRDW0WfrxzThRlGblikRTpgC+4s224tubNamcGBN4K9yo51ECr6bKMERFZbMYE3SisvI921SKhPTyRXk2leG5F8DaTaM59pGQBKC+rp1k6uSZ5z7y0GfebhMfngOXYeZ4UXx356idpXZZQAILJ8yqwmUMHAfZhxujuVnXqFyhdXixeZ6D4v1WJIj/en9kKgIA/ErWAKlSZiWVG4jUtU+G163mYYSuSDoGrubKJx41PAyZ25VlMrKjrusaTX5xQimlcM6xb9Ji+TMUbfBq4pdjghQl9HuIvNpW7DpHUYZXa88/PyTI6bd74xZkcruvDZtVyypnPj5HmUaWJBERtjCFxM/PA2/WmcOUseXC0wh367CgbQRjmnLm7a7j40lwM5c5YYRCw7Zx7BdFlhln7vvCu2twrqKoSI7wEGd2DqYka5R967hM6SWy8usHZig8DIF0kmS+fpzJJVP5imub+HiaqC8jtbd8Pgw0tcdqOAZoyC/omss4cZnykv8qMRmV93TeMllFTJn/8rln3wijaOcK/+nXkZtu5v1VJ4M5a4BIVwtv2lrLaZD4yIfTxLqVcuJ0Dkwh8YfW8SEoDv3EHLPsg7WYASpTeOgDT33i3TaibMdtK5xmlQP/ekzEENjUmll5vm3gdtNy1QmVog+Z4xQoS4D0cZhRSnMcBJv6/W3Dum3IXKitlOTeaC5BfKxTFOD67VpyecwSGbquDBlxk30lf94fB1npxZF/vM98f6fRWpFD4E+XZcCWC0ZrrJLP9P6YuQTF373ueOoncpY4mnVt+fFhoBkOHGfNtjZ0teHTceY4BG46K9rvBPtxZKgkK9gqmIpmGMYl60me/91KM02Wz+dZzCALeXIKE+vKMg4jaPPbTTJQSNL8MEU2IWE1XIaZ6Az9XDC6YEyN1dI/NIuI+zhktl4kZV+JB6vKcollcRiJtc0ZRWUtU0w8DhFLljBp4/h2J5PO8yB61Q99ENXSFNmvG1qnSWgKEV0SczI8n0c5VIsbyXnHSskXdl07oRUaz3M/83CeeaUFarcpUZw/Kcn0MxZqIyXz725apqyoDfzpfhI06rrBW3nxWBvxWqqJgOFuJTrcj6cJA7S1vFy80fzSR151jpgFADAmxfulwlhXlg/Po5jGrUy7xxBltVUbPikxfHgnX+RUxFxwTkWGfwpuWs1xNBTjebcWAcR5iqgi67zXtWLbeI45MSfFaZRoDpln5Rddc2U13tRsV5p115BPFw7F8HotLxDnHC5HBmOoinCejBYN+TAHVM7E4igx8MuzWDElcMuAUXx/U3GeIvNFaCVDAp0i3nq2SfazWs/M00TUcuPvO884B16tFXMxOGfYtwVnDeRIwECeuD9HlJ2ol2C2u87xU0hctfI8Hi4zrRPt+6qpyXHiT19GSo5MGXZ1z5w1L5S8/42fv/iDG7PsbvUiin88T5zmwrrW1J3ccPtVzWXO3HQVRVv2KzFT/3LIrFsxgp+mSFtteL2STNwpZmqnXvZ226biMk48DQVtMtvGcwnSB6695mnZEX6/kmX7q21LRiSFQcGXPtPZxBktZXEQ1A4gkZqlMMyBXw4jr1cOb8SI3dUV77XmMCSuak1yS4lrC/0s3tYpe1aV5TxGtCrsGsf9eSIVsFrgACVnVpWhqTxzlpdUyZkxa1ZeLHqrtibkgUM/k7XmuvX8/tWaXev4+TizceIeMlqY1CXJYUwp83AWG2LnDXPWuBx5uIi0cttUNEbx8TTJAXIVb9cWV0kOcW2gDxJ6/TwmdJG/26qyrGorlI5NjULoFOQopgOtuV1Zhinw6RzY1UJgHEKRAO1LEPWalptUWonIOCf6OfHf7Q2XqNg2hl1XMWbFupIXttYatYDstNbctv7lRTVGKZ3fbCp+paARAP6u9XwpUFcGv1wGAct1B6dg+as7zWGSBIq6llXPcVn9tE4+A601Nyu1pEPKKuunZ8O3NysqozgNI7iad/v027b1GQXHGVY2ch4jMRX+9lXHEAvnfiJrza4rKGT9YIz4Iuu65jqIzpRZlt1GFZS1qJQkLcDL4OIyJS7ThDGWq1YiD7umIueBOUZOWZLu1q2UmgL9ghACT3Oic5q3a0GvgHhZlVYv6fRalRdJox9mfnkcMFbsZFNWWGNpasPNtgN4SY3/un9NKfF0Fg31lOSfjbG8bg1jEkDeYx+pnKbzmpA9IUUo0mIEDPta+q7aWc5T4s0SQamUYkyF1yuxSE4JXlWGkDQPJ5hyIeeE0hW1VYuLB86zlNDDJDt2jOVmJYdglSI/PA387sZhteI4CT42ZNGMxyXnJyH/7nFIXHcy7KucEWO+ESmnMSKvNCpzGSNZGVbekKjYek3IiinOpCT0EF3kz9I6grasXOLnkNmkzBwSjVWUlPn1MLCrLZXO3J9GdgUoMhvwRnPqR8ZYuGqdGAecfBZ3y2f6eB7QStHqzJRkZpBsTVIz1ognuKkcd1rEH6d+eIkw/YrqvW1lO+FteJF9HifF71dwmBS/6QiSkEVo8Bg0zkemlLnMSrhOQ6SrrJjCtRAajELQpd7wiPSbbeVIKfPLU0/thRVlNYtqJtEYSGhuW0cfDP00cxkm/vWhR5dMXUlZ+NWip0oi5SLZvRoOPTz2kX1TqCvHp/NMYxblzmLw6Bff62kMPPeRv3lVcQiGOw8Zy7uVZOc+ngaGOdBPM60Xs8IYEh+PE99dtdyuLPenQOdmfjlKtMocEkaDLmLzWzsYiuE4BNraLSL9iFXzEpylOY2RNEYs0oq0TvM8yS1ynhOHIfJqLX130zR0TnFfZIDVVpbWQkqGMRaGk7Cau1qm/58OPZ9OkTfrCe+lAjAhchgCHyLcdgZjJa39NEaOgyQRdo2Y29MiXvkwZu6KsJwN8OEYeasn5ui4As5zxCBlstOS0vDpnFBl+fv0I/0YOFwmQPFmq/nYZ1qv0UoxpcVkUWtMyTwNCaMmchbe1La2eFtBKYQQuD+JAkwVgRdWuvDhkvA6o7XBaWkZAOqq4u1O2q7Hy8Q/3w+Mc+J609J4x3M/cRykzTFkeeZjpFs2CA/n6bctebRacbttXzi5qygAt1fe8u31Smxe1Z85UucQudKaUiQnp1r63nmJzeycEOU/DzNGG64aoTfW40xWBkOSxDer2daarhbi4NfFe1tJJEVKiVjAWsN+5QRMZzV1vUC6h7DIH8XSVzs5wG+vVuxXkbapsItneIoJNStczMwx4bRsApxRhFTY1A6lJUTrK33DOUdjZNDxeB6YUyHkTKMSl+S4W7ll1y1kw30tN8VlTlx3jjFCuyiYUj/Qh8zbbc2bTQXAl9MsAyfjuGqWHaR33Kw83ske9Np71rVb8DR5CZsuRAzfXxuJuyTxaiXAu73WL9Nua8Wva61lt6qwRuShaIufA23VcqsySTlhHtNyta5x1jHM8mz7KdJWjqtGiBHWWl6vFc/9SMgKp7WkEtQOpRVd5UkIO9p7h9OCYV1XdgHIZU6T3HN/dbdCGXlxPp0H2eWbQus1n8+R/eJGutlEcs58ucyYPEPrabzlbtMwJbUY9g1/fddgjX1hSzfe4o1oAB76wKvK4k3LcQzSurXu3z0Xf/HZQSC6zn6a+XiahEZY5OaaQuI0BQ79xOfjgCa/GN4vU8IkAYyXUrhZ13ROc5xFpvf15pli4jAIlvN06TmNQXqxfuKpj5TFVii9k6TPbxpPXdVcdxVGGw7DzMPxwj/e94zjiDFy6KyCYZYb6DyMcoBWDXebhiEWSgx8PM3CX6YstASh/HVODOlzlluptvJRDZOY0BsD/z/q/uTXtjVd84N+XzXKWa1qr733KSJO3Lj3ZqbLtIVFEwES9EBISG7hBpIlxB9g06RhiTYSQnIL00LuICyEG4BEA8lggcDY6cy8N6pT7WKVsxrlV9F4x1qRRjfChiuUcaYUitCKvddea84xvvEWz/N7DpPEr1RVya7US3K9ZWXFw+pjXix3E8MkHtKYEv0sVUNTSRr6aQwc+5FP+47f3p957kacEmTpyuXXDKVCCQTde/leTksixFMv8L4Xb+7tuqSpK1JO1FY8xipHFIq2lt6vtIYpaXjZ2+bI5/MMSQZypMB9H4h+op+kAjHLA0gt8Sml1TRW1oGN1a943ZA1OcyvTiYF9F5UdzEKQmaaZ5lkL0KREGSdtCoMPiY5GEtJnQ8JChKnMYifutBEJOdJ6yVVPgf++m6QFaJSoC1Wv7i0xNvcB2kZSmdeD9TzHGnssjcuLDknQcP+QSeuvP7kn7g5AynQzZovLiyDzzwcB7pxJG1XlFYiHc7D9EoccEZx7AZ+/TCxLg/svRYodoTLWih+3ZRYlZLNc9MaeiNi+JwzMQQqJ9DumCJ3J3H5vJTXw5xZV5beQ1Mo7g6BMWl2LvH945ldKxLL0ml0SpyHidEbbreW51PgMHpKlXgeM8QJNiVPvaeycH/27MqZjyfPzy40l7XlaQj4lOmGifvzRD9MpG3NFBK902xLww+9THinaebzlNk1CasyKWmeTuJuuVlXWJWZvefuPPN1FoN4ygljLN7P9MNMipZPJ0+lRvaD56lPXDaG//TDnq+v1hzKgtpCaVuCXwLGJsk6Wldi3iD5hfyQ6KdJJsvIgGpKcuNubORXDxNWnQkRtquaOVhqC6fBM4ye55OETSdl6CePBZIWi+YwevpR44qCxioO/cz7XU2pEt92icpN/DDM3B9H3m5LmqJkDI5tlodBSJmLGryX99cq2XkbYwUWP478o7ued2vLOcghaHQmJJmjHPoRn0pWheHkoVSBmERUIzzlgJ+Fe11bhdNiQrk/jegs3mmxGMr3jkkcVtcLBOCPDaf+5J+4KQn29NSLFjhHL+nqszyxjqOI5ueYqIxclN8/dUw+clNnvDKY5Lk7DHTnM6cp8NBNWCIxK9ZO0c3pNenu1Im6ieipraTWpZQW0Hfg2PU8nTrRugbP6CNGZW7XAgF77gM5eDltQ+DsxbC+KiU4uxtnTt0gDN8i8jzKidwWmqt1wxebgozmopIj1xjDRSUsJJBwLaPlQMs5E+eJbk5cVmqBhcNta2idyEHHcZLcWC3l/Y+PJ4l9NInOR1KY2TUlb1oJE3s8yR7xl9cVby9WlM7xF29qLtcVOSXe70psDhzGSPIifNgfz3TTzDzNhOC5boTp9HKI+pTRUQ6mD4eBHD3DOPDj0XNdw2VTUJWO25Xl0E/klHnuJlDwfmNxRcHbVkMU03mhJJS7LAwoRasjU5Ab4TjKLvWmNWjrqK0Erp2HkR/3AyEEKieUiW2p6UOmn2ZKlekmqRi+2pWch5G/vjtTEaidSDDXlUMrDVk+h11bURup3GrLAmUXo0dKCaugrQuuKtkTf9gPqCSV4NN55PNzRwozT51UAFbJ55JT5tSNP20jfQaeuhmiJ2eRp60cbGvDmBQ+RO7iKMbuOfJ4Hrndinn70zlyvZV0gOdTLxeAAWsVd0NCnfsla1cwplbBKURS9Hz/2PHYTbzZNmxqRx8kXPnzYV5cJ6LIGibPwzlys5Y4ystG8zhkuu7MnDU3K7dEnQzca8Xdocf7wDDOHIyhIEvcxwILOI2Rw7knIdProhu5OwyYhSLodOI4RZrCcBgCH54DhTpSOsPnc+CbXeQ+10Tf83AcGZuaVQlDUHTPR/7xpzNORZKpyYz8w/sz28pSNzWFFn/w3XHg7jTxdu04jzO/fegwZD4fB+6fz3zqodWBT0YzjSN/fXfilzdwGD2fjiOP+45TgG/erJlDYhwn/upTx999mxmC5imJo6vretarlsyLwOG8QM4rjr2smnJO9P3MhweP0pq1U3w+ZK43csMcupGPz5FVAYUrsCrTzyNTUqzrTBcldeFhiLxVGm8MZyQOJWZF7fIylAvMXrJ+zkuYlyWClp/rhXrZT577w5nnPnJVKx77yLYpFiDBRD/BYzdy7GfWbU1lFb+577A58tiN2By5GxJFmhmzpT0OEkUaFZ+eTvy4n/j59cS3DydeJ5t/w+tP/sbVCt5uKz4dFKvS0aREUDJNvd2ICOH+NAAOp0dCrhaiX8ZqAYDlPFKXJbvGcPbQqsymlMjJOUSCCow+UlohHdSFoyoMdBIwXRSFEDiU4vk00EfY1ANd0BgF73aOhOQNrWohZfwqRBqduFo39OOB7/aBv1uVtJVj0oqUE846tpViyoZx9tDPpODxWXOzdtTOkJEIyPcXNSllvn8aUGFmig3byrCtDb+7P9NUBbdNYMBSzSOP5xmAVZHxWVhLtih4sy44zZpf3Bics/zm81Ge2K0nFrIHvqgtnw89UNA6WU81TnFVaYq64avC8/Go2Faasl3Re/g7X2x57GbO/cRz73E5UjtDRNOUji8vmyVC1DL7SI6B5xl+uZIy87Jx/OZxZF1IoLcms601Y5IA79pprtYlo4cxRMY5UTp4s2lQ6Sz9vVHsu4n/9MOJTWm43ba0TtMVBU2aaeuScfbSq8/S8+YsO9a6WALC5kBKUJmMLkquKsWvH0R9t1KRlIQbtrKJfZ849RNv1gWHbqb3QrnQRtPNiW0rqJ7L2pDRDFEgfz/bWU5zwRdFJtsCP0QuW+mJjXV8fSHo4T/2+pO/cX2SxfccsqSmzYbbRnPXi0pm9IqYNWsHPhW8rwRK9nDouT/NNOUgTB+jKYuCdSmhWhAoCs1Wy4d9GkZsK8QJpQ23K8tj55mi5o3T7BPM0XO9bdnWlqau2AYJITZI33JUMPmO3XrFl7uCMUp0ZFCWm5VMhcekSCmitUyhh2RYl4rSFsyz53lIvNs6Cielq1YSwXEaAwlh+34YEhd+4i5YbprFPGHhx7Pi2np+PM2oHNk0NcoW2JTwES7bik1TcBo8d31mXXjaQtYy3+49NstF282B5/OIyZHjJOqz85QIpuDtpmTODSd/pPeZ3keqwnAYxW5praEynsdZSvObdcNeKW7WFb99mmi0IuTEuq34mTXsB8+Ho+Bwt41lVRXEKMTGi1XFurQYEs8dKG2xDioFPswcRsNF5XkcIobMxbpiU4ujSXbWhtMk3tucM5vK8nSeKawYEpyW6ytk2Rl/5xVNKb3ow9nTlJlTL0b/61rz3d5zvZbqDGsxYSKhKJ3kIuXkGWLJN1cN66aitIaH80RE0dYVf7mqmZLo7CMjT2Pi770vKYzss+9PI4bMt3tPrdNPWzlllIz5pziyrQvqIlOWJe+t9HbdFHmzdhzGhFEsYLKlr1+W4DfasHFwmDPHKXNVe2YMG2deqZDPp4ExwPuLUhLpZsmQdQuEaldqHjpFWxq0gpxEVK5S5DxLTpBKgedZcb0OHIJGxwlTVtyuC9ySe9vMnsdDxOqItTWrAqaoMArmLCKRw5jQs2ddyfpFKU1pBbi2qzb0yXK9qbnKiSEqbtaCLTVGUvk+nz2lK/nyakVbCdjt0M/MMWGN4XYrifbD5CkKSZ3fpsxzp9AhcL2WjKZdW5NN4IuLBuccVTXRNA16Dvzsek3OcrO2TlGWjsMwE4Mwgwsd+HScKYoJlUGXJV9eGhnSOI9Kktj+0EXerCUU2qb0ypj+YjeyW/J4GgQk/9XVipDg83EQ22Gt0Lbg/RZCtjIPGSJ1IX7owyCquXno6YL0putaVncKCTfLS2ynsgVfXJTcbFqRTGrF7VYygEKIaOdoK0ETWdMSY2J0BmygLQtW5cTeFDgliKSLlZBS2kITEYVUxlAsPvJqoWR2s6RLKBLHwVPpREyBu7P/o6Xyn/xwCiWj/8IaSUgL4tLYj0nYxjGIZW1JCVdaL3s+Kb+skTLoeZL3YBo6fn0/EP3Ex8PIQzexKsTAUFjNMAd+9zSRvGiCyfCru57Px55umDh0M//RD0eeu4nGiVe2tuIqEuxnog8ZFSZ++zix73o+nSbmkBnHUTCqc5CoSyU37aZ2XLQlf/ZmzV9+ccnFqqIwsgP8cJioCyFP9D5RlgW/fNNwmASJo5TiorFo67hqLVPSXK5q3u4qIornISw4VTmjx2nivg/0o0RlOquZg/RylYEuakJSNFXJzabCKcVDH0lKs6tFDP/hML7etDFGnkbpUXetIFaLsuB624qndQ48dDNPp57Gae77ANHz4/PAdw89m1Lz85sNbzY1Y4TTJIOdKWb6OSw85Iwi8fkkOuSXyNCQRB6ZdcHbrRBJUpSf62Vf2trMj6fAPM+cJnkvNELgRIHV0uvOs6f3asHBygrrOHiOY+DH/UQ/BS5qy2kWG2lRWJrS8WZbM2fRCmxrx9Pg+fWD9K0ZeZqrFPjhWciW/TjTT54YE6WTHt4acWwViGfZWUtT/MS1ylYpzkHRFGLh80ktljCJJzmO4u0cg6EPkV2pGBF5X07yobzZVJR2wpD5j/cDOkeasqVSYsb32fDlRcNpClTO8MUukoxjXSWu1jWZzByE4nizKtmtK9YL29kZRUqGLy4aIHMYvARkZc11a1hVJXPyVDbz3dPIpjbcXq643TbMQXKLaqv4YT/irOiK68K+RjTOCTZ1yfN5pFzSymNWVIXhauWoC8uP+5kqitqpLh1v1o4+GuaYWVeGmA1KBVLKnD28XyOVQSNAgsEnVjrgqpqf15Gb3YrN84jPMMTEu0JT6cyv9oG3O3mKvCTIN1ZztVQulTNoXdFYRUQ8yYVR5CzA+GaO1EYxZRFbxJTopkA4TrwFLmpRjzVVQVsKm+p2V0oQ9QSFn3iYLW/Wjj97sxbl2xApc8RojSuc9PCjx2mNUpBsw5+/kTVMufSe2hrKlLDKcRgmtrWgcK5bRVmWNFXGmZc2TaOyiCiyljJ9DIpdbegXYOC6ckwxcZ0iZVHw/qKmWnKKxamkuG5FETWFtGxBFE7LIeOcwebIhyjDzE3juOv/IOBR7ov//996f8uXkojN8wBPg5DprbO8KeRHt2ZijCJW6MaZs7Vct4UMO+5OohMdPc9D5N2m5Oc3K2pnKQr3Ok1WCtG1LhEdlZML6zf3J9Yx0VYlOU2iC86wrktiiNwfBxqnGUOi1FLCh6wwRrStpRW6g7VGQrxQNIUjL/3XfgyoGPnsI5WFVaE4+iSBY4Ms/i8aJeuRMfPlGgYfuT+OvN/V9HNiXVveriS1oCws77YVylputfS+WmlaqzmOkGJiVyvqusannpQF6L4qEucAGwf3Z16dVLOPVIVj2xRkbWhcfn2CoyWiZcqGy0qoj8cxsC7NEsKliEFcPGtjcF7cSba01FEg7846VpUhpsSv705SopeCnd02JU/dTO0szlpSzqAs71pDVI6QIlOEt63h41l+rrdrMc4fpkQ/TphShktn6zjse65WwgNrneapC8zes+8ju1qeoscpsfKeIasFT5Poxom7c+TvrOQaATA6LV5wUb01ueDtuuDbydEs5oGXCJOblbCxzpP4yAqjcJsVa5e5O0s4HSmwH8QyWZSOy82af06bn/ZUGVhsYZnLWgzjhdUcl4iLtnLLQASGWHNVaQIWHf2rqD4pza6SE6ywlsu1uFZijOyniE4RbUR989AFhlEAa/0sGtVZCzD7zUpkaCklngaxqsWqpB8Gft1F/pn3il0jksHSRoGGe1HLKKX44mKB3VnLw3mi0qCtLOxFJO8pnUNrRbXEdSrrCDnzdm05eSH3n0ZPjAWHXvbFnw8TF7Ump0RbCWrneQzoHNDKsG0KKmdIRjEFRTdOfDpF3m/lIMxZURl5avkEz+eRbpikzVBS1g9zWKqLRNYyia1c8Zqrm5e40MJoPh86fnwUkf8//1VFWkKvhpBpdVqko07iT1Gcpsgc5POsnbiMKqe5bMVNUypxaRXG8zQZLqrE5APP3UxnNbcrQQ7NITGEmatK89te895mHvqIy1KJ1IVliIH708h5GGnLkre7iqaS32MKE6MPS/VgKUziISSuWvF9W5Vfo1Neolj3cySnnpgSHx+OdD7y99rmNea0ny3GZGobX3GuX+6kd67mgZgSv7kfWVs5DAzSfozhD1bJwH+BHlcpVSml/kOl1H+klPoHSqn/8fL1S6XU/14p9dfLf1/8E3/nf6SU+pVS6h8rpf4b/8TX/2Wl1H+8/H//U/VHTpSXV0yZD09nvn/quD/PxChv4uA9U5RMl3XlGKPiTes4eZHXxayorAy2CiNTv/vzxHmceDx2/PDUcX8euWlEqxxC5Kn31FrsdpUz/OK65jh4Ph5GfIiEBM+9QAkuG3laCa9K0VjRAYcgpImQBADwEmZ8HEWs8defz4zTyP1x4DDMUsJZyVtNGdaleSUoFIVbrGriZiqspq1LLtsCnzLOSCRJXWh6L4O6F8C40/B4nvnu4cxvH86v0Zcgkspf3NRsVy2VE0VSN0eytny5K4ghcJwTKk78du+J87RwouQJ8cVOAOnHwfPQTXxeEgykVJbYjYvG8tWlaLz/g1898A8+HElTL1JM73k6DdyfJg5T5LIWJtbgEwqRcyolPf79eWKeZz7tRyn9naxxupAWp5GIVHLOnOZIN3kOw8x2QepOs+fDYWZTia/3srYLlEBg9qXRnCdRThVWek2nBXhnjGjZt7Xj/hzoJ79UaBKkfV565sKK8AKlcEZzsy7ZNkLcaJa24jgGQspcLZ7c3id2TcHlquabq5rNqqa0sB8in48D+276W/e4E/BfzTmflVIO+D8rpf594L8D/B9zzv8TpdS/CfybwL+hlPp7wL8K/DPAe+D/oJT6i5xzBP7nwL8O/F+A/x3w3wT+/T/2jzujudy0bBrPppILvFQillDwavsaphlTWuZ5xqkCcuDsRaLY1qVEXObM3SlxmgKb0jCm5WmupKSMKUhQlk58PE5URgZCP7uqXgOHd83LVNDiXFwygaR3ysCnfcflusZpxRCgKTWb2iwBWMWy1tHisCkM61LyjpRSnCbRRNfl79nO4xzIwHmO7JpSzO8+cRpnYpbT/3rbolIkA8McuOtkT/3l5Yrj6LlZl2QMq8qy7+WpErNitVgG0ZZ1IcO8758mzn3korZcrFu+zgOr1QqrRDlWGLlZTpNEp6y15aGbqArLaRLxPzlzmmHdwKqp+Mu3LWme+DRovnIjU5b3tXaG68bw6TDx2M2C1a0F8VMuXmaVAkqVrJsCq+Cp8wvxQp6Kwyza7bhYGFNK/OO7nptasVcyM3hWmTFAN0wS2lY6/tmVo4uaPkQ2lSRJCJPLLbibKD34HCElvrwoyUp+JpsD56B4Vyoyktf0hEhvOx/5dJp5b2X3/9R7UggkBISgteQpVUbUbx+PE/McsSoRsuW2kYOin9Pfzo+b5a4/v9xHy38y8N8C/ivL1/8d4P8E/BvL1/9XOecJ+K1S6lfAv6KU+h2wyTn/BwBKqf8l8N/+z7txASqnwUk5FGLg07OgN7erik0KfDrPaETv2c0Rq0RgflmJoOLzoef5NPBmW0u5NAeqqqRVmede1i6r0oCSG33KMjAqjGK9BHg9dPH1z51G0TLXhZP+xSsKzcKXksX7HBKXjeTJxhh5OI9cteVyU2faUvaI3RzZWsu6qdjUkadOArzVoqTaj4F3m5L9ctM8D2IDqwqHUmIX3FSOlAxpP0jkRiHCe2cUEcQIMYk0Uy9PFI0EgT30kZ/tCk6z7ItDUrzdVShVY63BWbsA0aGyHfsxcm1FrLJtxDDwvCTtOevYLEkOxTDT+8y5H/m0n5iS4heXmWQKritD68ScoYyjLT1v1iuee89DF7lsHderkruUeDrPWBt5v604z1JRrJZArSlEujkBMypnHvrMRWN5u3GEKF7aadY0VclqiRct9URE86mLbEuBoKeU+OG559jPMoswhvdbwdtaNfDrB6k0VnXB03ng02Hk610B2hKyGE9+fmX4XoHrJ2CxSoIIQLLjukncdQJTyDnTByBntqXmOVlap9ktPu85G0qzGIT/f71xl5vMAP934JfA/yzn/H9VSt3mnD8C5Jw/KqXeLH/8C+SJ+vL6YfmaX/73/+fX/6Z/719Hnsx88eXXHLqJy9ahdEFhNJMxvL+o2bUVWVuuWukJlZJx/mmSE8xniScxOvO4xFRerGrujj2bWpIHNrVMBh/OkyBjltI1GcMYM5eN5jAm3m4KKakTlE6S75pKkJ2N03z3NFA7+PqiYtcUfD7N4qVdmE0xyVpjVxl+OMyUOhGUQZFfgd1TSBLcFTNkxEGyoFwKs1Asgue7s1yUTSnJ9V4JOfElwOrFOKCUBeRpdFWLamztMkPIlE6CxbaVYc4GlOh0t41kzj53I1ujGaM4gGSGoLjQ+bXHO0+BwhrWpbQNl61M/LXWrJvytax8d7Vi7ZDsW6PopkjKcB4Dq9Lw0Ce0FufUpVJorRiiCP7f7YwcIFoR8RRGfp/SaaaQaZyUum0hT+9VU5JS4vMSfDaHhNUZs4AUHofEz3bydJ2z4bK09HPiqpX+3Tp5kltriV560qt2Jitx9Vy0Fc/nkeOUeNdorm2xZA/Lk7Jy8n4Ui/tHKcW2MuyHgl9cC+DwPAXebSQF0FoLxqNzwsfEcUz83VXJr/vI3zqtbylz/0Wl1A74Xyul/tk/8sf/pn8s/5Gv/03/3r8N/NsA/8K/+PdzyIr9mHiz5hU7orVYtUobl2ArhVPSv2nt2dQFj8dO3lQMb1sjO9eUCGlBk4b0ml6+DpEYk9zASrOpJbApKwNKLsaXbNzVEvv5kqvbOs1VrVFWvKmDzwt0fRIvrRK8DMje9nYl5TGInSwkBErmzKuv99BHuhhwWvPUi9XQKrHyNU6zLg1lWTCFyDRN/5nQ6mH2TEHKeK01PniOo4DAn6fEVSuTcx8zbjG026qgXhRGVsN3j4EvL1p5ehrNGDMXtUEZuei1kpgUhUErjfee0yDJeUqL+2eOAu5bF4rDFHEu0hSObs6sC42xYr7/aifth7WGbVO+2u/GzLLWUZJ0pyXlvp9nSlcvgzFF9DMPk5Ee0ou44aaV32+YJWWwLGV9VxrFh/3AqpG1VTdFppiwZNqqkECzDPtuIudEDJGMCEd6nymNMJ3Py755Dglj8quZwvvAc4adMhiVuTuOrzAEkshMVY7i+0VzWSpcLSusqrBk5AlemT8+/vn/SoCRc94jJfF/E/islHoHsPz33fLHfgC++if+2pfAh+XrX/4NX/+jL2M0f/f9lncXLRfrmlVd8WZTL8xe+eVCAp0j+7M4iHzKHLuBbx8HHk89x37gw9GTo+Bvrlp5UoYQ+HAYGSYPGdqqYLuAr6cQeeo8Tkvv1NYlF7VEX96dxLuaUuKitoQQuBsyJvnXEhXyq4949EHiLZecmHmhEOacOc4ySQXENpjlUBHKgggJ3qycJB9MgmZxRvHhJB5V7z33XWRdKFZ18RqkPHppj1aF3LxtoWmrgpt1yeW6ESCeEo/tECRzdn8e+fax5+Nzx/Nx4PEoaQMxRoHhJQSQl3/PjwohEGPk/jTycOolyuPYy1PaWd6snKBOfWJlBYxnVGZc4HfHQRRdQ8ivg8cpLPTORZiwqcW2d9UWovgKL/bKwOHcc9+LG+jn10K1zDnT+8yhlx3tzbbh/baSSqAyHKZEoRKHKdLPcvAmLXiiT8eJp3NPSmLxnFPCGXH+JD9x13k2lePNpmZeDvqYJPJkmj3HMVKqhNUSEapJksZYaJ4Hj/fh1Ru8KfWreqotjPCwYmbfjfiY/qg76L/IVPlmedKilKqB/zrwj4B/D/jXlj/2rwH/m+V//3vAv6qUKpVS3wB/DvyHS1l9Ukr9l5dp8n/vn/g7f/jfh1fO0uDlZHsp1VJKrysEUbl4STRwhuOUKHR6TUivC5l6HkfPPM/suwmlFetKIHSdj6+lkFJSNoUYOY8Tv7rv+PS4l8HSkkGTcmK/uEBiVny5NvzYyZO2LoWPe1mKcgZEameMYfYzn08yUY4xsi2lnHs8Dzx1Eo+SUmKIwiQyVlY0lRF/rU8KBfziqqYuHEVR0Fq5iU7dyDgHYooYZNF/msTqlpKUyDLcivSjhIf91eczXd9zGjwxRd5vpE9Vi3hARflz8r7Jis0uO+KVFW7UCyHyoi0lwS9JXMzkJffHKthW5lU11VYlBcIaPg4yXHq/doKoUZnKSYZv5SwpJx6PHf/JDwe+ezxTOcvXFzXOOYY5MCXNu5Wii/rV6WWNpTQivXwxs384jHx7f0QB161lilKBvEzwt6X0zbvKvG4iqqVsbkpHjl6qBytJ9I3TOK1YVZZ1JVSO0+CpjKifxJihCVkwtwCbWlIS3m0lheE8ymdVWzHl359GUkwLbukPUmuA/2Kl8jvg31n6XA38uznn/61S6j8A/l2l1H8f+A747wLknP+BUurfBf5TIAD/w6XUBvgfAP8LoEaGUv+5g6k5RIZRkKG7VpChk48c+15AYbPn7cVKbmArT6yQYFcZjp1eQOb69WbPMfD9c1wS7SQP976PrxcqOXOeEzrLiauV4rLWnIOiJTEvWNFNqV9hcJmMcSVfbsIrNVKT+OEgLKaikNiNl9K6MGLs/3jwcoFpoULerGTaqrIXo3jIFBY+LyHQF60jhMDHbuFka8vbTYnPhjzPPPeBTTWKBjfJJPXtpqQwDmsslYVvnwZWRSSTWJcOZyTL59SPPPVeDofZ8zTMbI8nfjwGHrvA+23BeZTAKm003eg5oXm3SWQtgoU8CelhnAJ3x4HrTUtjZR2mFu/wQWtWsee3zxMXpeJyVXF3kn97U0w895bLWqyQGbn5rVa83xWUpUxqO6/YVQsxIvQM0bIuRKg/h4RRmQ9HzzcXmu/3mdlH3rcFU5Kh0RwSftnzbyqxVcYUmUNiVTYyUJoj5UKPmaaJpyGzKhSRktO55/4sGb/bdc3zeaSfAk/HHuccP6sSfUjsVpZ1Gbk/DfgM7zaO0Uf2fimzY5YExRBlFhIVTV1IZZbV33qq/P8C/v7f8PVH4L/2B/7OvwX8W3/D1/9vwB/rj//G1+hlGDQHWVJXFqYksSE+ikplP4YlMFpKSGsUIWXWpbCBvr/fc39OKCXxkT6m15Ls7brk0GemOVA6w1UjU9puFkL9dtVIor22PA2ey0qRjFsE85I5M84BlROP3cSXVk7rYtlr6ixPuKqQmMm1g8deKoLew67WWJ1pqoIwzByHzJvWchjjQmTQgvgsHP00UxVy0YUl5f16XUrODpqmLghIj6mz7JONlSdPQr7PRW35fj9xvTK82xYMUYT2F60jhoC3JV+lyHbdUJSR223FGBXFNBBiIAYlWTpLD52SlPlJad5vhbLx1PklJUD+7fvDxGEI/HM7TVSOt60QSZRStFXBBZExSS/42OfXMDCZjKslz0dwqznMHAfLOI48j3CzEgfZy5T5upEnojGG27Xi094zRbhoHKfRc8zi0PFJkhxXtUz+H089vZe5R+lkRfR8HtiPkXebAm0lE8pXBX9vXb6ysj+f5ldGsjWIDdEIOqgpHVdJdPWfTzM6R/QiQKlzZlMXfDpO7GpH5VZCoVTSxv2tSuV/2i+tZB86Rxlg1E6hbMG7Tclu1fJmU4FZdLIkPh5HDoMnhkBhRTXVjzPf7z3BC4gtZhFS9JOX4OMQ2I+R8zDy3I0cRwkcfr+rKApHSpn7Psg6JSf2syKGmX/06cj9SVLmX9RU3ejZdyMRxfWi/Pl8nLk/L+VS5Th7hdFwuaqX6TYcBumT5LTNfNgPnEbp1ytnSYgo4KmXpb9k3BqOk2BclXHsmoKEMIZzzvzqruPuNGAQX+joRYuNloC0x85zDprGwvMQmX3kOEk5PUUZ3JymxJxkWr2pHQ/niYfzTEqi/33sZkIMS6ktMSMXbcX1elkVDaK4ykr6bG0LcVi5Qsr1yRNC5GHR5r7btVyvJEL1PMtAalcJyfP7w0xrpT/up5kuKG5W7hUzGxLUTnHfBXKY+fZ5oB89/YKSveuEU7ZtSy7aCmvt6+TXp0wfNa2V8rm0Ygnc97OkD2r72nOXVtIFhyh00MvGcbNt+frNmqtNQzcLuPBlZz6HRNaG2ikCopxbV9JOGWNonLDCxpD4h587jt3wt9/j/tN+GaP56rJ9jfbofaa2YdmxKa42MvlcV46H80hjNXMlBvlNjQyyrOVf+rkoWDofqQvH1YpFPGH4fJ65qjXoglMvsLdunLjZrVk3hmHymOXp7KzldiurpDEqdpUlZLEPrirLvpOerzKgyoqr0rCtC9khLsRJp0ciBSkLySOltJAPZap73RbcnxNfXzRUlSQx7PuRqnRoBvZD5MtaSsUaGfhcLglyhRXQd2Vhu5K0wc2qYZ3z61CsKizvFoHDy6xgiGcuasu+m6VyWWl+dlFwDoo3m5qnbmbbKBhYSI3iuiqMfq2GVoXBGMUU5ElWF446CUj+ywu5OarCLj2l5lAUtM4QrFyjdSEqtpgVXzjLqRtQKKaouGoK5ij636tG1FmXK0m2+HgYX6+B0hlcN9BPJWuTcc6yqiLvL9coJf1maeW9vnXuVZy0bUoB1vWZ2nrWtfx/bVXwZl2xbisBECr1Cqd/u5Zq62UibLTmeiUPkfOcXjcJs0tcV1bWWIUMApMS7ffkJTN4U0t6YmgE3r5pZn7SXGWFECg0gvJMw8RzH5lnT85CKexmSft+ORG3pXhNPywywwJNW5XszyPEgFKFyN46z9tNSQ6eSTl2heKzz9wU8LHPXAQpnU+LdnkKEaVlVzkHoR08D55CR4m31NJThzBzj+aqdWgsU1KY6PnYe6KXUOlf3m54HjzHzqOcY1caCqt5PE+kINPvwzCTkDLuPMmusXKyH5znmcOUcIgmWGfHj/uebVPiNKRs2VViOxzngNWiQvNRSJGjj6I8UzK5tkpKu24O3G4bgj/y4ahonByYUmor2YeSOHUDhdEMIeOMVC3Pc2TlxJVUWEWMkvnzcBYkarWIX8bZc3+acEROo8haD4NkOVkjkL6H45nf3o/8+ZuK3XrFHBUKxf50RlnHcfQYJFMpZsW+G8nwug4rVCKrhZ+dJbvJGMPzeWTbFKyWwdX9cZRrxApr+YtNwRCyxJymSEqR4xgWeaus7x4H2RT4IFEzc5R98seD+ITfrCy79Zq6lNI8hMD3zxNGay5rxw99ZleG1+C40Sc+PJ2ljO9nUpaQ8p90dtAcE8fjkX3QvF0toolS8xRl8vvYTZJfM0VKk3k6JYwVgT4pQpaLvJ9mPj6dee4D/8x7cXWURrPvJjqfiHHEqJIYA+iS6yYxzjIEGoOc7M46LkvL43kipkRKEWtF7DD7xNWqpFjXTEEMDADPg6fWkV/vI99clPxw9nx47rleFYxz4LnzfLHL7McCa0Xo0CVDazOHXmI/YgiUWiiG5ylisudp1Hy9zXzqFXWaGL1immYoNc+D7HBjVqxNYp5n/vppYFcbUVktAo2UMj8eB67a4tWCF5JCx5n/8Ld73m8WZ5MSAT/Bo63lH34+MoTI3//GcrVuiDFKdOns6Zch38Nx5ma34nbbMkyefSdlY7mIKbalZt9n+iEwTQODl9ZB5UiMIkF9tzGMUcnKKWXm2fP9IfDPvpPUxu/vT/Rz5M9v14wR+jny9RI/s58CZSGHkUqR7x871rXl0Etp731gTOB9pDBwHiQmtbRGSv8x4lNChZmj16Qk67uicOQMyc+cgHn2tJWkQBQq8e3+xP2p4F+pSmKuFoysYd/NlE5Wl19uCmJWfHf3LESVUjEFWVHVTtH1E/ultfpDrz/5G1flzIeT5/1G+ph9P3IiY51h0xSv3tzDec/zqNBK4ii1hn3vWZe9pKVNMznKk+epD4QMTZWZsmFXwafjjNaSlWMVHAIcjz1vNjUrI0qmtpSnSUwJlQJZO7alTCAfDh2nKXLVCI93RtCujRYqw9CP9CtR2bzb1YCsQk7DxAetuWhgCoIFLVTiOCWs9jRW8XCeRZKJ3MQPfeKymbjvYOx6ftdn3q8mfnha+tmo2VaZpnL4BC5GdrUEZ3/YB65WhZTmKi8kCUkyvLaade3olmSE0mq+2w+LUyrxw3Hm771dsaoca+WWxDzDD6cRlWVaK8M4AYtvphmlVvKED7Lz7YYZVxQYEj5mtpXm82xZ12Iu+HSaZDCT4rIhmPi8gNOtgj+7dBhXsrLxtVLovZTZSi1mi3GWp6izpJRFgKQQ8HlKHPqZbhy4bi1zBoVM9ecgK8DDlKisolGG33WK60auxQ+HmZ9faiqr+WFUfO0CB59xeuIf/ThwUWnauuJmZfHKvCYekAXavyol43cMgdpqfnXfSwTOHDn2wqreFIrnKfLcjX/0vviTv3GN0exqSSGvEQHA8+C5LAT9AZIs9/kc2RWBPhk+HmeuV26hUcBVo3FZ82ku+OUbizJyao5JiXChLDnOYFXmOEZ2c+C6FWJgoSK/e5rRaiAvlqt+Chz7mS+3mW+fQOdAyJormxiDuEp88DycJuYowgxrDTFJltF1q5cUBMuu8uxq2fVWBg4x04eIQUrbOWaMylgjZIT3F5rKjmAkgjOZgr+4Zlmf9Liy4OeV4eTF+zmHwI893LaKWVnGMEMWM8KL2qm6XfNGi7BibTNTsvz8quWb64b9GMnKcL0p2a5qfn6z5u44cJoi96eJynlUjmzrQqAAJhMp+DttwUOf2J/O3HeRAr9wwyy39e/NAQnJEyqs4jAnbhqHz5b740AOM1FbbJYp++8eeyar8WpkXVo2TUGhJOEv50zrNCFlCQXLCRAxh1Jy6MoUG8iQUuChE0fW5sJJzGlIS9K9SBwry+v0/mZJR+x9JubEbZ0ZKXBm5u2u5fHscSZzucTVxCgHU46eiGJTWS7XDU51PPSR1im+3ok7qHvqeLutmGNaNIYzPhYip/sDrz/5GxcUlytRqbxEiVwvg5E5JAbvKV3F242lmy3vNo6YM9umZNVUGCJPA0w+c9UYjjNkIrtaeMVJaY6TxG8Ms2dTCjNYKYFmJ1Xwi5uahKSlP/SJbQE/jp4HZ2GRWdZlJirFMEW2DfhkuVqJKeL+nLldFaAsKc18Pnkg09rEP7gPfDzuMaZg9JF3FytgMY4jTxOAbgyURvPdfubQTXx9pWnrWsKdJ9FC12XBujQ8j5lp9ihEnrepEo9j4rLSHEcJA845vcobfYR9P3MaZg5j4ouV5vv9wHny+Cj758MYcNaImyXIqmb0nuMgA5amdFiVeTjPxAy/uFlj1Mg5KH52UfDQG1qX2FYynDp7tThkhLFliBgrrqttXdCWnh+6wGUt0PZjL6idtRWxB0BOifsxcVEH7k8BlOaLbclF4/h8lJ28yCLFLFEYhfcKpRW1q3m3KTjMmaKwXBWOKSQO/cTn40zr4HnMbFykCwKMy1mRU+R5mJmT4ecXgJIJuFKK+7OnUCOHWcr+GOOS4piYjUN3I09DwqnEw3nm+71giY5jWtoU8EFyiCQN4SecHaSVUBRiDq9AgLYSAfuqsswLu+dqu+YNUpL8+Cy+z9XibZUUcwFg3/eB25WYALLOXDaSLm914jhl2lpS5UOETS37QedeUv0sf7FaojltwfVK9K8+ygVyGCba0tGUArV7PGeJ3SgzdVWyroQmIXRKcdj8C1+5Vwlhv2TNOOtoSsfttpH+sJ/ZdwNZGy7bQqI1W0HlVIUlHUdap6jLgpvtCnMaOGlkOlkvP78dRHBQi5Y3ZJENNlVB4xR76/jmRiiU163sdje15Twl3mwqzrP09Dfr8tXXq7Vmnmeex8imloMHpCp6MRq0zmDLkvdFfNVnn8fATT3zqZOe+5s3MpFNSabAxhjeXmxEtF9WqBy5O3u+3GqsqwDpFZuq4HqtUEayo14iQLcrTV3a1wjN1iiaUlxAx9FzsaqonOFiu+IClnB0GQIeuomblWPdVOzmmefec1trVrV4oC/aim6chIVmHVuXKIqCn92seTqN9ONMXSuKQmJN/9xq+iX2pirEUeajKMvmlHl71XK9lQFbN8qB7vQLW+2nnEi/hE+HZVc6x0SdI/dnL1YtLR9OXbjXtUptF8o/ClLCliXZB344TGjk/6tLS2M1x8GTUuRuSlxVYlZIaOblPVNKprIpSxkTrSPFzK4pRYrpxeReWcGflNbww1PHqrRsakm7cxrILCsVMVlXXsz1GU3lFGVZ0/qZOSs2TrHvZU0Ts2S6TsGxqRxal1g7UVrNfoo0ShhVTWHow8S+GzlM4iE1ZD4cBi7rxe6oBR+TlWFVwKgc5SgVxtqCsQVva1lh+BhZVxVJZdZNRVNFfnweOI2B0spesnWKafn5Xg4vqwAluJbWSc8+BcHLXq1KyqJgmid+cz+wdorSVgxB43RmUpoYIt5YKit8LKM9YTnYuqB52yjJRy4Uz72swrZOMSUYAziTsU70483i2e0nkZdKYLbsv8coMsPN8vuel6SM+2NHVZa0KYmhIs9C14hirKgKoZdc1IZiYYNVhSWlihgFIXS7lvXfMHn6KaC1op9Eknu9Kl8PsOvWYbThOM/C4OIFjKhA/e0lj/9UXz4mHg5nngfxaU6z595DW4py5zgIxNppIel777k7e25XilJJBIlKkZhhXShOQ+AffDzxy+uGKQir6KJ27EoYEzyeJr7YQltYPh9naicroWEWcX8/SY/YVAWV1cxB4b3ntw+iE/76smL2M9PCnXroZo6D593WMHpx8nweBaOqc2TfzzhruLWapzGjVUBnGbD89m6WFViKzIHFRicSxXEOrApZnWilXkO4QlbctJaPB8HGWi1kRpUjk4eURe3z1Mn32jYlYdGBT6EjhBKFMKCCD7iiYNfIUI0USMlwnjI3S9q8VYGckSiYceI4JdzkmebAui64O8282RR8ejoz+pafXYsDaFP24t6ZBIX6MMCuSOyHwLVVPE4wjwOPsaTQMlgKWWDptY1L0JeINLpxog9gmHHWQor8sJ/45qbFqMwPjx1lYV5hCi84oZgT98eBQiW+308SrTLDn68ku2ddO7rC4r2H0r3KZiVPKnC7EYHJVRYU7ONpJuXEYbRslF8krjPXteHhNOFDZPSRL3ZSRn8+ifz17jhSOknoOA4JXxVcNYa/ta3vn+bLLDrYixoqK3u4KcLNWixSx3FmmGaOyxBHKXGkFFZz1yne1In7XjJ2i6KgLiWbNWaFzyJ3LIritd8LIfDxFGiLwMNxpDQKpYVzpZSiHz0+S1SHc26BwMFV64iVYfAIuHwxQ1TF7/vVMcjeUWlBs44olGLxGjt+fi0fx/1pkBykbCQSM4rUri5kIOV9YJ9hkxJ3PlOoxDinZV0veFFJxJN8m6d+ZoyKUkmlkrLEm7zfVqjKMUeLVSMPfeLpfOL9RcO7bc3NrhEFD/LEeOoTuya/JquDrImUFpthjCVXLXz/PDKFyBq4Wkvy4JAM75z0bucpYq1jDhNPfeCytVw3hg/7ibt9T0ahc+J5yLwvZB/70E2SMBGkrIzBi9dWiYKpNtD5TKXgvMgbKydeW2c1F7V4bOfoycgkd1MXkgQYEtvaULiSnxWak4en0/jK2HroIhettGbdJNbOx0GuT7dgdqzKYlpxDmfFM7yrRMSRkOGYdwadE7/6fFx4zQGlK1aVpTbwNGaM1uxKzQ99AmN/untcpXhFkmotvcaNVRymRBn9AvXS5OwZZhmjV87SViXvVhHtCi70zHnWXDXipkkpvT45nZObXCbUituLDW+zGBnGIE6fl1LcLTZCuVgWfI7VQjsoC5kUK7heC+bkhVaYszhz1qVBKfvKmGqsZqpLdm3FYRRlVkYmklPSbGpL4Qp26wJYDpXRgzZ8uS05e3hTW04jTFMEMlvnGKJoYENiwdM2YlELiaQGNpWTdDprcUqxNYqHE/yyhbsusKmdRH2WjtM0UzpNXdTCrnZiexSmlwhbnFHC3vKZui14v4NhjlRVwaqw9D7xd98p3uzWGCM379ttTVdKMv1hyrwrDdcr6cnXleW5D3xRZapCvv8cxR01h8RuVTFM8BTSAsKz+JQZ4vRK1bTLbCRnKYfLssRpxagU16uS596Lkq2w1AWvED+UYmMiVskBdbmSYd4QMnYOS6xNxV9u5daJyM3tk7RKWS+HtpLpthz2M6u6FHJmSKzj4q0exFlmjEE7zde1fi2xD0MULOcfeP3J37gpweQTpROZWx0lkLheJIQvb4xCLTa8yBwyho7jnPnqsmC1bkiHM2j5Oykp7k+JVSl/38cs8Y9+WRsEmfB9c90KniSEV1h6SFAWhhrREeeUBKxtLaXKHLqJpDSVSVKGN3LjV0Tisi/MWVLY1TI4C4lXZZaQLzS7VjhZxylSusi+mxajtmdVWNCWGCeGSTTDm8rikwj9a5Oom4p+FnE7SqyApTPsGhmotc7Iz5oS61rCrDSy2z1PkfPoMQixcvIJtaxdDqOnipFdo/FR9r7jHHjqZhortrrJa3rvuVob1m3NdDiTlCjQUprRWtqLh/PMprbsKvE5R4SBHbNi2wimNeVEXVZsQqQbJvogJSwIVCGlJctWy5PvxZJ530/cas39WQLh1qVlzprTHFn7KCVtP9ONIxetwNi3LtMvLVFIMltRynG1IFb7OVItvGWA3z31rIz0+zGKqq6xkjecyfysKRkTdD5R2Mj9LFXCzbqmqQpOk6cpF6pLEBHL2ojZ5KJ1kH/C6yBrFHUpe7/zFCR3NCpu1xqfJFv0NHpIEWUsv3gjjKjHbiYuB9bTWUz1f/nOcugzCtAkSivG82EJx045MwUnBu8p4JOlMpGPx4mbdVw4xwITO81BLtRC+j+jMqfB0/nEu6087SrjmRcV1X7p0Z1RzEGm3zpH7GJ7e0G4ynRZfMe9F3H8w2HmNMNlrTgMYt4uCkeIie/OM7frgqYSy9sUAr+779hUmre7ljFkDNNiEdQMkwQ4X68rxiAHQj97Qowcx0xKcQmLzjz3Eo2RU2KMidLKQTMmgZ1HH2mdhKfFxUc6R2FMzyGJMMJ7ulkOSZ0TY5Ae+zRL0qFUJInnPqCN6Ky11mxKzX6AfT/K953lvW2cZOysS8umELlr4z3jgjY9z5FxkcXerqWK6gYxjXx50XJZ21ffboyBH54FcdNWJY+dqJWMsvhFJvkC8lvVFaTAac60hbjCLirDccysDMw54yOMsyeEzHFK1MUgh3Jp0UqmxlqLYCfniechctVGhpiZlu3Bwc58tatIaH7SPa5aaPF9zqLgQeG056n3bGuFXsq0OUtodVuXlCEteE+Z+PXTjFGglWbynm1b8vmYGZ87LoO4csaQcFpEEMo4rluzpLVLSdUWgr6Zg1AiVY4M0XJVOTGMdxNaKy4X/OZ5nDhNkUJLtXC1Ktg2JYd+oi4ls/W7feTKKi5aUYA5Es/dzOjTkoEkQoLjDLeLWeBfbhu6YWLVVAyTp7QSaPbcDfRz5qa1bCrJ6S3sQFEUPCwTeIMClV+fKDfrCqKnLAuxD6rM55OsR9aVI+fAMCd88HQeHJF61fC2daBlaHOexDBeFYJ5fTqPTD7QFJptZV7hB07LIOfF2KEWZNBlY7k7Cx3ybWvYbRr6cebuPHNZaVLtMGSeBjExFMvu9/k8cpoiKgfmpgASw5L4rquCazyPQ+KiMvSjDKxATPCGTFaa7brkzwAWG11KiW1d4pzjRsNDH6hMYPKR63XFYUrsKnFigRgThtkLtiZmSpPY9zOX65YvriR/yUeZnYjDyHC7ka/HrGhNxxSV8LVLRzd55oUSqfmDVTLwE7hxY0o8LXSITV1iF/YTGULQfD6K+fsFXjaE/Eo2GP28oGyQvV4I/Pah55+vHTeN5a4TMoTSmtXCRep85KqwdHPi7jihtOaiEh/oulAMnqXEtq+l2b4fOY+Ri8ahUJwGj1GZ0kq5d54jNysRjHSzGP5HZam0DK0mL9I4h5T5q0Imx4+jl7K5FhjbaQzUFp6HwHnumHyisIpKZVmbqcQY4Xbb4IxkxL5tHB+PieMYZJWzkCUmH5lz5OMp8nca6EIGZ7lq5bA0OfFwTkvfZmmt51efem48HCrHu10r/OgY6BBuldYag9j0rIK7s2dXSW8as2JdWZliL7k+jVPMSXPVFpACPx49RSEom/2p5+mkuVo5bF3y9aXsWT+cAm/bzFw46hjZDwJbt9YypMQcl6dwKX28cJKhm0Uo4lTmPMmgEKBwDpUjPy5Qg21dyoE0C1pmmDwfngf6OUikSSrZVHAeIv3keTzPjPMC+ZtnftiPtFWFM4qPx5EcAoOPrCr3eqjfdZ4Kz/MIF63naQhURmYOpU3/BP3iJ+wO0gs5vi4MPiSSkpH6S6+2Lg2F0QK0NpoQA7976LlpZQJoNeyaUp4oSBLA531P0pqL2tFWYhcrreFyLQykFzeLM7KjrKpq0ZQKSyhZOQRAsmOttdxuDDEJtDznzHEMWJUxhRXfb0xUWnPTWgafIQrD+TxOmCWJ4dMxvMrsrFVcF4JwrapKPLgk9ucZHwJtIf3nC0nRJzgNk1xceblotUw3t7UTA4KxQKZ0BpsV85y4rDXH0XN/8vzsylBWJZpE1I51nWiqknVpOU1gjOLNytIvqYKnhdJYL4TNGCOHKNJJ6xylzjx0M90UebtVqMwCxhMYXDdFVnWgKCXNsE1+mYYbAadl8SJ3PmJyJqB4v5Ze9aIyOC3Qtg+HUT6vomC3IGNTSqgsn2fK0BRybXzqI9eNkBirwnIeRsqi5JtLzZxl0DjOAR8ChRGK6Bc7EbEAuGVHPHlJFnyx7uWc6cYJoxWrUvPUz1QaThmMFtfayyDvprF8PiXebzKrpuLT6cipn2icYUiK0klSwx97/cnfuCB65bZ0hBi57730vVYxLybokCGGyJQyYcml0abAGS2ANSQesx9nIeiVlhSlv3y5UGaZRjDOkcELTWP2nikUbFOmKWVlpBYR/b6b0EZUV5eNUPqOo+zxAEma87IjfolLeUZg4iRJGFwX8DhErtawampClsnkeRYoXAiR+wm+UIJI1VnM+iF4rtuCeqEDripLWxr+H88dq1pTJBmi1TrLECzLXvPvvhXN97GfWdeO+9NIiAkTNa2Ti+/x2HG1aXm/sayaSoZp2tDYSMqKISqcFRtdTAmt3SuVMWT48qImZzloktKUpeKqFQH/x+MsPK6F3PHyWeWc5Xc9z5TlxLaWKbq1lqaUKfaxn9Ep4oqCfph5HjLr0vJ213LseoYAV5V7/f6HSTyuh0GCxVaVrINaG5hjJqtMCjN358DbNnHEcruS6yBqxcEn3pUWpyP3syHHjDVCe/zueaayijnIYdDNEvF693TkoQuEmKjrhi8WNtZLezBMnl/fdbzbVjROMXmZIt+uHL99mJkipDjTz2ZxB/2Ee9wX/AxI77WrM5D5cApc1AtQLCWeRk9ZWFKIbNuKdV0tiibD52PPj08eYzRvNgWt0/zmOHOJMKIKIzvJwkjPfFFIYsBvHzxaeU5aEwm0TtNPApqbY2bn0usJ/cK88lGg49dtwUP3+4S2MsFF62icZj8uGFSVaSu14F9kpQRg5sCHk8cZuK5Fnvj5MAh0nMDzcSJjeLN2dD7z2Afer4REebt23HXCQxqCwdrwapa/78QdNXqBo6NkcuoUfO6krXjsI05F/vHnnrebmSlovrqWmM9dY2krmep/v5/Y1YJ3OQ2e0xwJ3suao5en7NW65N3FiscuMYdIU5gF8h7RJELMPHaS9m6MYVuLTjlnSW4XxVhkjonnblwC1SS3+EX+mnNenFQieDl0E8/9xGkQsPy2Ljj0MgewCqakCbOnLRKHASqdOXlFbUWwsj+PXNQWrUUNFjIUhtfc3qwMFwv0PSbZHDROpJ/HOXNRa4qy5KJdjPMLvug4eGIM1E7oGs4ooY7MM3PWXK9LGqf43VPmq0azH8o/el/8yd+4Wkk/NAfRex6TYl05fr6VD3jwGR8T2hjWhWG0hksnJ9zHY+Zipdk1JXnhAI1J8fk0c9FYrlclVSVDHhYjeYqJupbd66YR1dCuFbTnsZ9fw6/awjFnTZlfEJ0JY/Ri7RKEzAXqdVr8crE99JFVaVhXjh+eOtalkUSB8yQ/T2HZtDUokeHdjfDeRm53DY1VPHcTZvo9wG5bGerC0fsk4DgMKc0UpRw+tbNYJ77ZqhCG0hwzY5Jh3ufzzK6QG2e3KlnXEWMLtvVE5SxzElP8ofco4173nbdrARccxkhMmYvKsFdLFaQ1lUsk9cLcSljrKGxa8oQV0VZoJVEsL3JVZexC+U/sKrnApwyt1VysKpxWtHX5ul04TYEQI5dt8QqoP4+Bq8YtRMxMXUg4eESjjON2nelmg9YGG+XgNiqTFg7VXZJK4d2mpKkK1OQZjUzOJx8onVRU5znRWBnwtYXh41Fz2XiaumRTOZy1r+AFlxcmmRaX0GkUtdi21IxBeF1+aWsqq8i25Kaef9omg5QyT6cBVObtbsXN+vf41B/3Pe+3NVbL5NFay6UV0b+Pv+ccb5vyVUd6aRZ6okp8tx/5+aVwiDWSutX5TDNNEo3hZBoas2ieVY5MIRGCp17VvKkcU1QUZsa5knme+Xic2PjIVVsuTGUJpIpRkDkvgPEQAsPsqa3DFSInnLzl6Txwu22onWWylgsrXKdVaci6RFnLX74xtE3D4dyRlZzeaUpUTmO14qItaZzmx/2AT5l2KdXGOfDYed5vK9q6XPKKZJd42XpJaZ8S7yvFzaamMJDSJDnDKC5KiXkJcyBF4Uvdrg0+SgvwbiOCj5REhrhrpYI4TJmrSmYE12vNGAT498M4SzZSXiSGTqoPqxJPY2A/RN7v6sXMMLzmHreFxRtN7jri0uqIkX9GA8dZ5iDWyJCsmxNXrYRFf/8YXkO4fSwEshAESJhzwc2qXHKfMnqc0UrRLg8CkFbG+7RMuiO3WtF7zZvWYmjRORFSRsfItqlJSSoyZyT8+4UbDbz2vAOJh0OP0opVacSQf4g/bVufVjLAOQ0epQybyjL6wL6feDx5iAEW9Y0hcrFuhL2kIr/+3EnspZEpcWWkrHJG8akLaJXYd5pzL6lxzmgKFfn2UXHVaL596KkrxxeXLYch4EOU79ELAOzc1BQEPp8Tm2IgGUf0E6ccOQ8To4frNtOPnk+Hiffbkawt4xQ4dONyM0UuGtkP7irPd08DwxRecaHOwN3R0xSaP3/n0Dnx7ePA5RR46AJXtefTHogC2r7eVCgUndMc+0nkhrPn477DLtlIh2HmOMo0/tNTR4yJbkpEFzn3E0PtuHs+LunzA7+4EfXRb55GmqLndrdi3ZSUVmYIwzSjlOZjP7JuKnSO/NWnM1fria8uWxodOE2K7x57jsNEWRToHHk+TRRWeFU6R4JyYiZf0h9MkhbkNIz86q6jNonnrmJTyerqH34883Zt0cYw+8j/c99z0RbirpkCm8ry3HkeDj3jHNjVEx+fOvymYo5LEkU3c7NyxJj43UPHrjYMiwLuNGbmaebuOAids3IYo3juAxelwo8DvzoPlNaglGxAToOntoqyaVlXjkMfeDieSYtSzWjNqrJoLbLOfdYM/cDjWVA+ylouVzW7Iv7RJ+6fPOUxZhE29OOMzoGHbhJekVbcrCzdHOkD3Kwcq7ZmVRgyis5nnPu95a4tNMch8Ju7M0+nUZhBUfaBhymyLkU1lJQELZ/HiM9Sqltj2TUOY7SI3EvHuipYFYagHG9WhiEZbhspx1hiUr66rFELQ6k0mfuzJwbhG2Ed37xZ8WbbyMSxtARl+flFwaZxjEH6t6tNy5+/XVGXbvld4DQnpjmwrS1FUYgTqZHTu3UabST20RlN78EHGZSFLLpoyBy6mbvjyGmSNMB1LT7ZkIQj/JvHgZREcTRGCEl2wN0cee49z93EYZB+/7TQ+z+dPOM04RNcrgpyinz7cOL7pxGVAr+4abBObIS9F+/t9bqkdDLN3lWKp04Or3EY+e1Dx2/uT+Sc+bM3Lc7JlP04yoBpXRmUknKzKQwLJIRuTjychCV1niIpZQq9BG3B65quMFKaKuPEQmjVK6T9MHjqRec/THLIhQzbuuTNumA/BL5/7jmN/jW93ioYQmA/Bi4qxX4IjNPIHPIr92tbGwqt6KfAX30+SYQphk2pmJJi8olhGPh4Tj/tJ67RiquV5Mm0Vclaa54YMNrgHKyUTJ2bUix0IcGugdJW3G5ryqJkjtKPxTrRDRpXON62EuBlrWWXEgo4TUIm2NbF8j0FJ1oXFmsrrtYNx2FGpciM5qItWS0HQ0gnzkHWQYWRIYqzljmIBPLtxYq8GBOu2oLbXaCpG8ZxZMqWGyfl2ZwNV4Xj60s4eSTB3lmGIAKSN7sVl41Mh62SPeWFETnmcfAo61iR2Q+Zq1aMGCHBVVtQF4KlaQvzKrVbVz3Xa2GzvEx731w0/PI889VVIzielZAy3122KGTg8nCeyDlzsyo5z5GLbcPfQb16YP/8rYQ3H0fPsRu47+HPbytutvLzzMse1VlLXUpo+X5MfLV1FFp8yetVzaayBCzbWnH28MWmYD8KL6x0hqw0GokbyUpCyxsnQ6S3u5Y5Jv5qCmSt+WIrPtxVYdhPMlg0RlxDp8GjneZ2U1Eb+HAKSwaxOMFu1hVTluC1VinyOlOWjptVwaqueDoNnPqRd2SmoCjLgmHyTFHxZl1wGEXD/NwLIrctNL4WyPu2ga5a0dQShaNdwe1q+mn3uDlLBu6L2P/FuL5rpGSOaJzW7HuhyVsrdjnKgm6aubIOYuB5mOkmT0STU5bc0qy5qjNmCetalyJWH32EaeTTKbErB1Z1iV32q/0447OidfnVIP2SVbPSiZtVSVpCsO72J6akUDmxagoilvMw8XjsqauKy3DiaZKokbsu0y4A8H0/ERd73jAHpkVumMmc+oG748imdswpUZQyfezHmW4KXNSiY1Z65DjMbGxGkxki6EV+ud00r4qe05Rop/lVljj5wL6b+HQY8PMs3OafO/zkOZwH6kqGRM/nQRwwTSns60l65NcJ9nHAOsumkiR4q+T9GwPk6BkDpCiUjslHDgi/eVVI6LNgeA1KO0oSU9SsHfhsKEyisJrTpGiNJOqdTeRmI6BxHzNvN6WYRJzkF6fEwoOOnHPmonJMXibgk48kpbldySBxyIYvNpIauF8+4ynLft6ozKduIsXETVtQlbIy68eZ3z2cKVTmalOjk3zPymamKBghay0uy3AyoXnTCgD+N3eDyF8NOFdQx0glA4af7hNXXkLrB0kz733i2A2cA2xLzW675enUM2rNVaX4YR8xTPyjHw784k3gNCWmeZZQr0qzXVdMPhC95x9+8ly3Akt7f9GwrUsK45mC4udm4mFUJD+TC8fzeeI8RxpnmHyicoExir5YZYkm6YOsMT4eBz6dZr7ZOY4+cxoj1yvDIUYOQ+RNG/hwgkIlplBilZbJcwo8TYFpnDkP5nXSuK0lvuLp0PPDc8cvb1oOXvGls3gvQ7N9J0nm1gRmP3PoZvzs5SlRGs7DxGnObOuZKUmMSk4Bq0piSjhtGeeIbgRL+uNTz9ln/mLc8Hie+M3TyL/wpWbOIid9CdiyGn58PHEYAutKsyoNd6eZy7YAKrz3OA3TELhsZAJ+1Wi+e0q0TuSjj6dIUxp+3MuAqtSJ05hRi22vYOap93xZulcDfNf1/CcPPV9eVFijeHOzk4Hb0EsI9hywi7vM6czzeaAfJlxR4NsClKKfxSlWOcvDWaJf1qXlOEQOg5T4u7bisnHcnb0wtklAYj9FKt8xRhh8IPqJ5yg/89nDlxcVURmmBQ1rEMdRSomQ4b73fH1Z89WlbDZ8AoOYH76/P/+0n7gKofy3Du5OAsjeuszTCDZ7PnnH1SYs2TyZD/ueKWiKVmOdxhjNttYclKLQicOsaX1gCplulotXMnMH+pBZIcqefgwMQaPCxO+e4S/KAr1YwqyC7/cTUxjIiHrqNHi+uSkprfCRozJ8sXF4DKdBhPKHQeDe1ytL0GJgyBjuz3LBf9p7Pu4HVoV88LcbxzcXDR+PE+cpLnY7GZJYZ7kuROlznDIbB64ouD+cCVkAA+tScxxgpw39rDgOgYtGCI+NgUM/8enkKc3AjMEXntMs1cObbUuIJedJaItV3fCXbwy3uzUfDiO71rBpHM+DyDCVdbzbKo5j4vNhop8867pkZzI/3vdMIXG1KphLwzAHSU7sJ/phJqRIUxSkLGszq+G5F2vlqjSUSnEYPOcx4Gcv6YLeU5QFbzaJFD3fn2DTThTG88Njj9Nws2tenTxKabTSAgg0AlBY144vto4+wGmaZPrrrPT1S9bTeUxYFxmCBLo99jMxZrSS97DzMsgM0VFVFS5GLtcNVWEoi4JuFPCcVfA4JL7YWu56xZtGMVjB4R76mZQVCgl7a0xiin9Q7Qj8FG5cBdvG0s+RC6tIKTMpx1UdWTfb1zgOpRQXleaus1zViaz0Ev5cLDdv5HkMvCkzGMNt4yAF5iyUwc5HLmoRmz8PgV1tudTQzbInLa1hmucFiJ74ciu7wynEV610SlIyFUaLQF6VOK3xIXDRFoSseLeryIt/c9dKn1mXjkM34SqF1cI18t6Dsa+63pgE7jYFuZglMEqeTu9WoGzFX9xkhqR5W2nOrcPkxOOQ2LWy3C/dYtvrR7GOrWr+lW9gVVecuoGE5p9737JdtdSllLdP3UhZFqx15qEvqAor0IAYKbQi6IxWmq8vBP7tbCS3hVAdrEDMndUokuw0l/3lpxNcrUq5+fvA203BcZAIy26ObCtDLjSHfgalSCly1coA702dGLLlokpsy4bPp5lf1JmbdcXzENiUGqUV73aScvFdShij+OXbDdd9iUIol00pfKtWQcgG7xQXq1oIj27mq8udYFKzxLJELaA6u+iZrLXsGqjrmsJ0kpA4zgKDR35X5yxfNOLNLsvMdlXTlJ6Hs0Rpqhw5jpFvLivGpNhkwQu92/qfdqmcMrSlg5yFwjdEbJ44UtD5gcJZ+jBwGqbX/vZxgMqPkjUbE34WX+fTscdoS1MGpsny6RRZu4hxJd4HUoI5iLRwsiWPU2TygZ9dGn770DH5SGsz96eZtrJC3bdiEiyM5vsnoSZ0w8R+TDSFXmxoMnSYs2JbW/a9CPG3TUHnFe82nr/+1LGpNRnNFHoOvZcLX1verAsGZenGmYfOs7LCwVJIptJDylRmYorglOeRgnM/MfnAtrJ008yv7j1vV5ZPvaebBCuza0uU1hz6I58PE7P3tHXJ5ZT44fGE1YqnbuTn1zD4RD95VqXlOHgeDgPKaN6sCp6ypp89nw8T66ZgWwoDdQqJ+9NIThmMY5w8Hw5yI5ACvY/U0TL7xPePHb957PnnYwTteO5mSIGIoS2W0rxSNNFz10Vq7fnhHFFEvA84V4A6y140ZE7DzLruMdZw7kdOStRfx35+dY4NUyBrg9EGkz2fToF3XlIMD0NiXQYeTxMPh57rbYOxlspk9kNgGDxFYbBG82Y98sN+QqeZfe8prKGpCjaVJyYYkZiU23XB949nEpn9aaQqBMfjFmvnYQgc+4k5RqY/eMvK60/+xlXLUOMlWe2CxK8fFD/bJsq65nolvW/IsLZQbBu6SfJv6nHm/eWacQ7M80xKDX6eyEoS4b+5UOy947o2Ig9Umb3PrxSDq7bgMMiE8suLElIQa1fKbOuCpvw9USOEwOU6AjLU2LYBrc1iiAis25qclxCrBqZY8G5Xv2b5XA3ig91UljEpjJIP1BjLuilpYqQPll8Y8cLO2VLYTG0TIWswBU2ayLbhujacKs0PT73A57Tm7cryZreiqgSyboxIJPfHM8fZ8HZjGVNBaYTuqJRmW2n6UEqJmzWPx55tXXDRVnx52byGT7+wmEqrWVeODwfxoa4KWZ8prbldOc4BLmqxQR6GmWEJ9dqsSkpkbRO1oy0t72zmNDuuVyIUedmlFs6xrTLb1Zq3O0/MimGB+Z3mjLKOn19ZPp08bSGtUlaGbaUprMYaxe2m5jyM9MnSmkhTWR46xZeXTtZKZcFXhTyNm0LjleHLXUldL4b7WtIvVqXh0AsY4GbtSFFQRZtasn5DEnmpSrIKqgvLHCfebRrasmBbahKan13AafRoIhet493FBceu/2n3uDFJmSI64xofKyInpqiwMfJwEnfNVaV5GhPvWkNIhSA9o148o5FDLxSLkBy3K8cQlTB1lTCDU5anxBjhTa2l13CgNTLVzZlPndAQrbXsx8icNe8rOM2R++PEZeteCX6yatLYnFm3NZcr4TbPUXAsN5VcGPenkTJkdpXmNGWehkBtYD9muUALAbHNi9f0FDJPXeAXV477PvHxMHLdWN7vLN8fFO82iR+OYnB/e9GK4ifD50kMGZUzZKV46j0xRv76YeKmURw9bCuRLL5obMuy4CJk9rPii43l08Gw70VAIfZA+Hgc2VWWp27mPExsmhIfM6vSENHs6oIpjDxOGackRWKOkdpq1o0cfrGf+HCcacuC21UhmuFJjCE3u5XEsCBlqlKKzicqA7/eR2yaSUrYWr/YSv9+HGasmvjxMPNm7Sis6L0P/czDOWBVzykYvljDd/vEOys5wkopHvuZVkFUMt2+WjfMMfOpS+zwXDYFe2+pXMQay7E/01lDUxi6OfF8EuHN20t5j07DxN2QaQo5YH54nqjLgsZqPp0mhskzT/LePQ4zbSGOo7++G1D6J8ycckao/y+yQedKvrhcvwZFnyYvCpQhoRd/bOkMVhu+zJlzUFy2IlJIKRFPI2NSNKVlWzs6n/B+fmVXOT1S1zV5kjVBaQ21szRVwVt+n+caggRBnZeaRpFe4xmrwgpnqKkkwrOTsuixm2mcwmgJu/bes1mM4o+z5malue88Xlm+vhShRELjNJSLl3X0nsIYTFHyZyvDrjY8nmeGkLmsBR6fztPCUnKvBgatJVGwmyNtqclA1oafXcoT9P400jrND4eJxmlqJ5SHps5cNpL+cNUajJan6hyk/ViVktheWs0PKVEXhitrScrwPHiutbCpt4vdbg6C05HsXC99e1I0hRZOU8z4JDdSWxVLULik5sWchTypFVVVcVuPHH1BbfISRp2oC/l9jbVc1I51Xb0yoa7WDbvqzJw1N7uCtirx9BJNghzyeRHPNIut0MfM7Sa9AvLyQpk8zyyOKMV1bamqCp0iIRZsKsvttkEva8qrylBZaae+vmopjX5FsV7Ulo+TxHj++XWBdgVF4bhYleQw/cEckj/5Gzcm8X3GmPj148CfXcHdeZY0Nm0Xl4jsytal5jQGvJ8Zojg/Kqfovexa1RLsLCxjsa21IfB5L4L0fpo4z3C7VaRkZV9a2VcSRjdKvqoziuOU+XKnmUNmV1vu1WKanwL9HLg7TXwRI6cp8HieRJyv+c8k1v+473m7LvFJelW04avL8hVD8+k4URmYfMA6sZzVheNmK9ORwxhJWRL4Dv0sljQGQKDnryTGmP4zooe6cFy0CIplypynjpAyShXkGPh8HPj2aeBfagv84lU+9DNP55nLteh2j6OYyK9bs+BOLRerCkPix6Pn60vxGH//PC7sqExGs6kLmlLiTKcow7XrVcE4Ze66hNUaY0RU0/nEed/RlsUraO0wzDitmKaJH06JjYs8T4rzLLSPYgH6hQTWmOV9lNbpsnH8+mEmRc+fv9sxBOFT9z6hCfQh0zqZH5wmkdKO08RjH/mLW/t6CL48SPzCpSrLksrAf/w04eeBKbRs15PIbbVl5RT7UeJp3q4MhylSLYHdl21NXTpJtfcZa6U6VgBmMQH/Da8/+RtXKfjqavVqGNdao/LE8xj5YlfQVJJbqrUQH63ODBNcVZrvnga2jWJTa/QSq9iNmauVZQzyBFdKURXCQ3r0mss68dwv4V+aV8KgPJEVlRO30G0UKmOcRnwUe9uqFoyrMQan8quJW+UF2rYkxU9BGMenbpCnW2F501qU+f3Ndp7iK1j7x4cDKyun/zAHiJ66kJS8Td3ijFAK788Tq0IzR7lZvRckrdOKtKxZhHklZIvnSXFRwZwdrZP+7DjMrJymXaBn94eBLy9a2kJTFAUXC43jdqtpnSZree+MMa/RIK4PDJOnKR3vLyuBovuI0izw8ERZFHyxSTgnxor7k+fttuT2Ys25H6V6WSJFX6JU15Xlui05DyNJGX5+WQhxZBIt481aXFmVs6wri9NSgdVOUzlRwX2xtZy9RSmJGK0LRz/NMvxacn+10dzUMrv4OM98dSlwt5cqz5AF2Ae0dYERuZOEYlctV43DaE3IijcrJxbHhTeWdEG1VGd6nJbPWoRDrYpcrIQQUll+2pTHFyB6H+DttmGOkaa05CyU/5ClF9oHz4fnEyEtT9fkyAhmZgqR0QuP+ONeDOAhI/QJY5ayTV5JiaezWozP5IwrwCCm9F1bCqF+lCybYY7EMKC0lFqHPrFpSjovJ/3F4rc9DB5rJALyuRNbYcyaefZMIRETbKvIqIWd/HCauFhVtHbit/dnfnSGn20dH54GfjxM/JdQ9Enzxabg02GiLQ2nQQDbL/TDH4fA7SpwngJzguduFO5WiGzrktYkfjwmChU49Iq21HTDRA4iOXwhQZymQFM63qwd+zGSDmdyRj4Lm7jvPatSnsBvtjXbSvPt48C6Dlysavpx5jgFmsJx7kc6n3A58OHoqWygH8RE0lSOm3mW3q8f2K2q338+OaNzTT/N/O5p4ovZM2ZFzJpGB6ZsuDvKSqvUiVM/SuC0gW7yGFNy6gfuu8RNIx7pOQRilPzbycuUX6dMhWQId+PM59PML2vHcfAMs6efPPvTQNtUrCtDpTN3XeCdygzJUM6eZ2Op60h2kmD4fJ54SAFnHX926yhLKd+fTj0hRB6OM+sSzl5hjMeQ+fZx+Ikn0ivxPr74cUGEBj4KgiWnxNmLjSuhuV1bQlIkpVlX8me6bmaevQwxanFfhBAYYuZ6JaFNMcZX6Lm1A9vS8G2Cyikpt4OU05rE5+PE89nzZ28ajLKc50CcA+McicDNpuZ222IU9HPispRJtdNKTBKHkcI03KwL0JpN6UgpMkRFmT3KFLSlwebAxzO82xRC+58U1+uKbW3ZrGrO+5GPx5GUYVcbzkNmDhFjHRCxSvHjvidm8e/aomRbSvzGOAeCMty0jsoZngZP5US9ZZaAcGdg3TSsCsOUJAcJBd0o9MrRJ04m08+ZxpWELGA/VZZcrqLsuaeJH44zJnlWhabzhnmeGRcQwMWq5tAXvL0SGHhCc91Y/voE+25mu1A1xzkQ0GxKyzcXjv0EWmVWDj4eEm2RMaZk4zKfTp5jH3mzNiRlaQvDbuEvr4qRpxHaFMTzPKslRkT69DlmxnlJgVCwqUSeWFuN0462EDTPi7imnzyVkUHlzy9LDpPjalVIogKQ0Fy2jsOQCUlCxVZZAq3Pc6TSgtUpCst1kdDWUGrBBKHUHzQB/cnfuBnFqtB4q4Xf2wvZoDD6lVZYOoNREtY1+ExaMnLvT8L71WSmrPli5fjOR3L0PA/Sq8YslMj9Ym5uF5ga2nBRG7TSlJX4W7e1lEs3K6E+Fq5gzoHr1vy+7/EyOZ7mgDWGxkni3rqQEk5KYYEB9D6LwsYafLIwzTz0mWsdGeZINytWLqOqiqowXGbp8e5Oid3kebsuSErjzMRpWNjGVcG2hC443q0tJ1+i/MjDpLg0ge/3wolqSsdFabk7iGf5ZrVwrazl6+uWyUdsWfG2zDJIG8UN9G5bcQ5QWoWASTKrWnOza6mLkbYWPO7lqqKfA8c588vLgsfRSWhZbTlr0DkREd35HBJvtrJeOg4z66rgz29XnMbArimZY8YVJbcrJ/LCZLhdm9fWKQZPXdfiy/WCf20KzaapMGQ+xUwIgVlpNquGVUqvYIPSGQ79xKaSUK8cZrZNRVOJl3jfmdeK9aWXf9MmjnPmevXitRbNMcZi1MSqElJkVQjHe99Bu7RML7OIi1XNphC8L8O4JCJ63mwsWmmuVtVP+4mbkjhWgGXNYKmtoptkuGNyZlM7DlPiqi24Wgl4OySh6W9rSSEYfeA8RZ4PPcMUWBWGui2YpokxqddwrvMU5KaaZj7tezZtzabJjFHI/adJ8CxTVKyBejk8DIlM5mOfaEoxNHgfFuayWqI3BHOyawo6L/mtbVEwJ41VEVuJE0lrUXKVKnMKinUpAPGEWYz8gbvDgLGG25Wkm5+ngCFT6czHY8SpiQfd0urIc7TsiigJf8ZLjuySbHB/GnmrMpTlAnCTfnEKibdOpIGCXR343f2ZYQ7crOXpKk/nJVhrnPndQ8fVgrNNacmHTRODMlw1jilEOi8I036cUCh2teG+C2iVxQmFmPX7KfLcBy5XNdebhlJnDqPA/6wGnzIPp5EcPL957PnmOnK9bnHW4Ixj30s/qq2lUJHPp8zNWnO7a4kxcp6kPH4x2ls1M/rA0znQjZ6b3QprRLwxJsVuVdE42aE/9zP9LLbAlJIIOPCk6DkMgd0wsrOW0UdiCIxeQr3Pk1R1GTngH/rEL2p4Tko06seB2kroXP7DgEfgJ3DjZmCeZ5QpcEZOtm+fZtZWsCz7PoLyNIV9HR4IQHsWs7oVyPZxQaa2leWy0UxZC83RJt5tSiJys+ScqIqaw7njoQtcNiKBXJfQRYUhUxhDvXJLrszENE4cx8zl2rFZ0JrnflqCtRTr2rFrRK3z2M3UFoY5LemDcFHJPjcrw6qyFEYiKpJSXNZiAfvVw8ibVlICY4zURri/P4TMzcqhm4L748CUFZvaEJKEVH84zOxqw2mGHbBa9o1TjJQ6k7MMfpyTJ1XtNMdu4Df3Z/q+5zDD3/9aSW5tZSWuZZJhW1XIKiinzBQF3j7Ni7spitQypUTWQvx46iM/u3S4dcXHKIyq50Gevj8+9TLM2tW4hSPWeLnQ5ynw6TRz7GcuWyFzOq3YNAVExdUwo5XmqffiEHKaw9LLS8+vRIyhMvtu5NNhwml5mM2xkLzakyekRKET+z5xtY6UTjNGBSSGSRjSVSEYoC+XfKBv749cto4fnwdC8BRafo5VLYf2cZyZp5lpCb9qfwABAABJREFUyRneVCXFQkKxBHqfGKYZR6L3kUM3s64twzD/tLODjILjlLloxJIG4qi56+Qi+Pqy5jglNrXj+TzwMGeuas1jN9OPHrsTKxbAOAX6acYay+VKs12iLIwxxHnGKjFEC84kc13zGi+Rs6T+7fuJ2Wdu11K2EQMoxc3actGK93ffjSit+flNQ2WlfwxZbpppmjjPGp0jzhpS9BxHof7/4krWB4dhFvtgUjjjeQTGYeLsGnT23O8HklLcrAoKm0Q4b2FdFVwtyXpPQ+Y8jHzcD5S6BL1UF1HiTozSPAyJTSkQ9/M4i1hlDLSF5m1raCvHYThxmBKrUibzjVVoA3OU+ULOmX72rEtLaQXup4GnTqIoj5PisgrcnRXnruNzYbhqhFIx58zFumRXWe6OAznDeQ4UQSDsk498PvbUznJRGWorrco0ThyzZlcZzlFYU5umgGXX/+vnjrbQjEkzzz2HbuLNynHyllX2XFSKKSiUtVzVmuMse+k5Kpq6wBUsSXuelcv0QVhfaMOb+qWEnqitTO9rKzGrY1JctJYxZvppJilDCNIv6/xyUCSU93zqZh4PPVetYxhGcl3zZmXJytANE6dp/mlPlTOgcqQbRKdcucXiNnt+3A9crCqKxcO6nxLXlWYIGZWiBBkPgcOYqJ3C+8ycNeTAYTS0hZSEj6eBH59H3m8LlNY8dxPee576iDXSt90tuT4pZo7njueTpq0EsjbNkVTIcGyYZwGVG1nzvMRzeC8kxM/LBHEMiqbM9GPgelNTqMSHoyeGDq0VcwSrIv0YychqpNKZ5yHhY+BmU6EUPHSReu65nwPPo+e7R8UYhPiQMVw1FozjsoQfDjPzPLFtK3Z1wcok/uo0MYfIYUzsGite0ZQ5+8yqjJznTGuS2M3OklLfOMeXlxVzNrKPPkw8E/jxFPjZhVriUyKnKVJby4yh1jNPFLRabvbH88zDaeRmVfLxEPi8HzAktquSmDXnwVM5xbnPjCZw7D1aRfpJKJ+ryuGDFdlzStwdBqYoqYmPp4n6ooSceOik8lJK87OrxPfPIzHKFP+LC/jdPrIpNG1VsKkzIULWcBgCOSfmZW+fnONNI2Ftn/cnfvPpyEVj6UfPr0Lk1A8Mk+fxLE4gYwy3G4spa7rRM85CJBmXPOWVg2/nyIfHM799Gvl7twplS1qTuT8r5vjHxcp/8jeuVhJV0c+Jm9Zy8pmQ5fQHTVtoMoYxBC5rR1YwLKsaay3bpkAtT9Jr59i1kcppXFGggDB4CqN4s8lorUhKyPe36wajNVmLymVTSgKg9xKXEUPkciOonIfzxKGfud1qtk1LCHGxk2X2/fzKVdbacNE4dm3B2WckAtVIuLIxNCryV/eJbSE6ZVAoU/B27TjPkeOcydEzRPAhkxVcryvaQlCfm7Z6NTEUTuI9V4VmzIY+Kq5bzVwKPP04SaZwCGJKf7staJY9bIwRtBYYepvYD5HeB5zR/NmbFVlLH15pjWbhJqeCb9xIU5eMPvJ2K0xhIWQkgir52WWiTwYVE7frJesoa1CRXWM5jiIwuVjJ7refI/0sc4HRKgpXcrmxxCB7z9EnqgUwl1OmCjObpmKcPVlbzsMLc7oVQqUrKF3gYmOZY6apSuoKYpTozjEkjNa8Xwn9MvqZYAyZxNpmPp4Db1qFItOWllVlcUXJTavZNwXnbmSaJ3yWZIcxwtokEko2DlZjjcxCMI6bTcPNVgQ4dbuiSYGyLLlYRZTWP+3hlNGaLy7XsntsSi4WJnBfOdpCsmlWpaGhkMCsOXHRKohmAWo7GT5YSVJ7Og88DZmfNSKybys52XbNxJhg7RSP3YzPhrcXK0orIvqE2O8kPKohoti1FT5mvnDSNx6mzKZWoA316zurFuuhxapE2dSs64I2pUXP7NHWcaEjRdHwTYLnIZKV7KCvC8flukafBlRKnCbDXxQOlCFrw3VrmdHcWFmJdT4RleWycYxJUuauGoGBn0ZPWVrWS3avIfPRLaRI5wgpY6zhsil5t+242q15e7UlZrjfdzx1UFfVq41ys4gUno3GEvn20VNniX95s60ZlzgQpTKNU2zaNTFKyqFX4lt+SR7wqeFqmsGY10jVmAOkSFIFVSlcqItVzafTxLbQPA2eUmcuVyWf9yd+d4w05Yguat5vS/yqpF+ENqtSroe2LrBOMy4gum1b8sMh8eVWolFVjmAcVw3cnRU3ZeA3DzObVrF2v4e071aJdV2wJpO15bLxEA1TKrmuLdebFqUU973norYUdkWpM2iJJpVMLEVbFqw9vF0XfD4rQvC4wrFrqz+6DvqTh8WlpY8qjHgzT/3AX386cDh19OPM03mQ/ih6Hs6TRHjkxMfjiE2eKUTKJdi4H2fOU+RNIzfTMElgk9W8GqXvjwP7bhRLWQwch5kpLKujGJn9LIqoJUbj6dQzRvj5VcNV6yiMolAJrWQy2JSWdWnYFBm03FAvE1dSgCzZN/enQbTY1nLZGL65biUseeFK10Y00jrL06EqNLeNwmPIwS/eYJl0vm01p9FTEDl1E58P3eue+qK2XKxqmiW2NKO5XpVctU6GU0ZiSz8fRh6OPTEEyRuuC5pCdMpWSVbv06nnqfcUKlE4ISUalfFeVh6XtQUF8+y5P44Mw4Bfsnuva8OcBCTuo7z31hguaoHtjT7ix0FyYmN4JUpqrdmVgjLalYaPh4nZz6AMf3Fd0rYNX20sD+dJcoKLJdLzNInueCWVlkrCw55D4qrSC4I3cNd5/Cxrta8va5R2WCP9dELyi17aoJDFh+2IfPc48OF54LrmtXJxRsLEnbOYOHF/9ow+UluFzYHH8yyuKp05j4Gu79l3E1NIbP84D/1P/4k7x8Tv7o8Snmw0w+i5Ow4cCzFg7xrHMCe+HWfOg+fcO4695+FwYo7w9iLwZtvweI788HgixMgwloTUUZUSWaFSIGtLR+Dbhx5SwHvPFDTOwsW6ISWZCM+Tp58j60YI+T4JlpMM98f/N3d/0mzZdaZpYs/qdnva23gHB0CCjIjMyMqyKlnKNNH/H0hmJaWpMpMVDJIA4fDmtqfb7eo0+LZfalARY0LXjAMShDfn7Gatb73v84xchgGP5budI5mSRk/8j88XAL67arg7ZR7PE4VOnCdIOfJqXfDxOLMpNT8/i0BsV3b8dPRShxsmPh09r1YS4+zHiX3j+EM0/HZfcpzgphU3cIyByzByd554va3ox0hZCGpHGwEStC7zMGS+3X2VfHv+j89nGeJlaEtFP018fAj84UvHP79ZA5lfjiOlfeYyZ0iRqq64rhV3k+L9NjP7yMfngaduoi49v72VZfmx9zydx6UjW9BNFU+XmThP/PUZrBo4T/JAerOrKbXMLP76OFHrxJ0zbKvIeYaHY8enQ4+xjpUTxeqHR0HZKq05TWf6YeYSMt/vKz55uD92XLUVN6uSH59HUdEs8cbnbuQyRXIeMFqzbyzPXWA4ZPaN5TDMxIR89zEz+Ij3swAayHw4TNy0lsLAw6XnMnnacuLU+5emVaU8f3maeL0q8Ab+tx8fOPQTKQR2lebzaYbY8fnYC4CwdPxyGEGbX28Ao7BSDLhMkTfbCt+UvNmvaBYqIgikug9yPPR6WzPOgdttjcqBdVNhjeVwvvDdlZShpWoW2bUSOvhwmrkpEg+9Yd86+tlQOsuudaybkroQyxrAVFq+MbBqqpel1VeRlTUwrwsqI73SSgOm5HevYN+WtFUpeNPTBWMrfrexdCFTWcN6CIK12dS82Qrt8f9+LciUTdtQulEO9o1iCA2vNhKbq8qK7SiH/tt6EltCV/Hb28h+0y7n4BIPvW4LDp3kfN/sImUhy8O2KrjdykrhNCVuV5bX2xXfXzfUpaNtmmVvD5tVxTbJ3nRfW4aQaUm0dcmrxT/rM5RGss116RjHkfvLhFOyjL5aN7SFpltJaCaGKFTHyqGMsJWvVwW10xTOSkQ1wqqS5eXNpuZ2LZ//7Xrk/iwlGm0MhYbPWfGuMaxXLbdJTIkxC62x6D1NUbOqC9aVkxtrGF8y5Num5HnwFGYRwa0q3m0rPPL9Fyrxl6e4yMcFzi/6lII5RCqrGH3mdlNJu8rJsWNTl7zbrxhC5iYlcvD8y5eLEDe0pVRJwjNtye1KrhNi+DfNX3/3N67UrKTaZYzEHAor+5vaiOJyVZfcrEruzwO9T6QkVbK7c8TMiRQ6/uV+ZF/C1UYujMMQiUy0VcVNrfnw7Kkc/ObVhjnm5QKX8EZW8qVprUlRyAvtGHi9aXjsZrk5/ExROHTODMqiYmRImetWE5Ha2GnO2DDx6RLZh5HKNcSsF0yNPCyslWjkqet56BOfzoHfA8cxMfnE58NM46Cb5WjEx4ExKnIa+XgSuHdpDZcx0YaEs451oV840lkZ1pWln/VywYnr9t3WcJoTKyQYoRadqbaOOiUxGawEXXrJlnWhyUqjiLxai4hZKcWMQeVAXgz0hdXcdQGzVPqOk8fHnj6IADsny4ejnIVf71a83shW4qfDwGVM/K41HGeFXWzv913AGsmo98PA43ng/jxzuy7YlhXryjKFhCtLdE50QYgVc0isKhlEyn80QwCrhCiZs5zXT0EsfJcp83CZxNpXFLxaSxKq95m3q0AE7o49KEVIMncZJk+MhuMYeHe9oq3KJXgRCAGeuhljpW6JUfRz5DR4AA5TlCKHhsfOcxJkz6/3jWu0Ytf8beLpU2ZXyVmliJP8C4UhZg0xcJkzm1JK4VdWcU6Of3otJAupZSmxwzvHurIo5RijXBjdLCXvhMYtMqqqsItnV0zyGclCay1UhUpnfhykT3uJirebivPoeew81lq+2Ytwe55nfuo1//xmxaatGAKoFPhySlyvK3atNEMezz2fj57vrhu+2TegLX04UzpNZWWCfLNJZETvsS2hKAp+d2uFvBCCTJ5jxpiEUpK4OvYzdeGonCXzN+Gy1ppTgG1lOPcSml8VMjwafEQPovYcpsDnOXO7sihVMC+CM2slmLGqCzaF5sfnzBsbUEraPQYpNVzmyNtKIO/dMPHxKIqUb/cVDxfNqtC09d9qjY1TaFewNYlNLQmxTZtelJ6PnV8IEiWuqnm1kdWWx1KmwHGSIeGqtIQC1rXj8TLw7DNtlbhaVShrRPptDHsUQ5QXxK61eK957NULMcQnqEzm05gIXrxA161YF07dwPOUucFTOSfDSA0nn7hqC85jQBvDpnJySjIqtm0lcPbZc+qFIFmXgTfbWmYgv+apcsq8kATPkyxfYoychpltU/J2I7nSkHhBf5Z6pvdSVJbMMbR1u6R3ZgxZjGlWmkBNXXLVyMT4cplJSQY2u7aSBtLy8X39vTdthVVLRnrSFIXhuytNXRaM3YC1llUtkLmvedqvA6mNg6wqnHVYkyldSVoMcKc5UxtBnLzalFTO4LE4ZECV0Lze1dRjZFWXvK5L4Sn7JJA6K0djKcEPNy0gJYeqsGxzpl40GkOA2skg7qn3/FBbIqICKa3murEcnaIuJLZXO8V5hEzmu6saaw2jD6wKy7oV8PnkI4aMMo43q8CcNLebCoAhKjZZ2MJfaSyF1awWjnVdFFROlstfq5ZzFPmWVdAlyTA761hVcsl2CW5WhaShhki9LMOzMny7KzkMgX0hNcnLHClYaqGu4Pd7+xJEGcPC7baKytWsklQUc85gLJsqv+TZB59YVZbfvdq8RBLnIKmqsiz5T2+EoFIXlsoZ+llgcE0ppQNDfvFa1aWT3PccOQyZN5uCOckqalNZ6tLxqxZbA+wqQ0QRfcR7z5f5q5NUtBBzzGilqJ1YDz4/y7S4KWUC+tR7ns4DWcsXdJw8wyxP+i+XmbckPl9m3u8avtvXnEf/koCKWQRYWctFdJoTKxt5CorSp8XZo3AICLybM4eLEC+shsPgxXyQMsduYtuWrArohklwsIv65DhGrlcihZIiQuZ5iDQ2UjViITCkxaEa+HQaeb8cnVQmc99F7k4D73eRw6zwwXMcZIjijJKLZdmr2xgYZ0H5tBbu+8Cr1vH5NDHMAQM8nEfebmsez5OU3VvDz8+ebSOE/ufLxJcw8LtX0IdEionzKE7f3idiStysZZ+3WwAHGZnC3p96Dt3Mu01B1TaEIEczT5cZOMl+00dIYZGARc5jYFNEvszL2fGqZJrgMkemeSZnR1OKpOsyRbrJo0nSkV727lOQgE7MiuMwcxxmrpsCHxJ/uev4ZldTOfuyb90UllhIkuk0eHJO3M2ebS2fQekM537AWZmoHwdRgq5LCWqoLNPs2glIoQua2oUly62YQmDfVrx2kmSb+5FjNxFjJIX5370nfhU37pQVBbLk+MtDx1Vjud5X9HNi9suxzTjzP86B//y2pfeZzXJ+rbWmMvDx7Nk3Ga2F6VOXEvxXSFA8BgnTD/PfwNQPvacsZO9ZLPTA6Gc+dPKEXBeKj2fYqpk/PIz8cNOwqzQ+eA7DhI8CbO+DZI9RAk+/P8vvsa/FxpATTDGwKi2XKbwEzVsTeegCd+eRVWXpY6Jb4pBv9lbSWKP0ea2Bw/GCUoqb1vJ0iXw+DrzeRJrSoZC3xrGfGceB+0vgdmXFxpBmHnLCh2WvtizdbhqLVgKh11nTDTMfny7cnWdWLpOyHNGZ5e0pziahZF7GyOdDx5tdS8iKMXisElypCwGnEnfnmd+Ujh8PIysnFTrvxQtkc+Dnk6e0F5xzqBz5+Tmwax1Wa/pR8eU0EEMkJhkWfRWZPZ56Usp0o+EmBP76MFDazOli+HKeMGRe71qmIFPpnAKzTzwcO6Fu7mq2TYH3mi+ngcNlYF0XXC1LW6MyH5/OlCbz0+PE//LdlpSkvxxi4MNT5FslYZ5p9jydPaWz/Oa6IS4qUZUj95fAtsmoDGHJLffjxDiOfD5NoH7FsDhrNNvS8N8+dvxwI2djPsFhiIQoQ7eQNUrBvlL0UXPdSNzvqR8prVD4vmJjjoNnVRWsC80QM/vaMMRM6RwheJ66mV1tFxh2QBst3GRl2VZwGS21lZulP8+sncY4x76elyVk5DIl9rXQDRVQKc2mcrRVZJgDMUk9zDlLCglnM1OUxFJa/D2kwNMgLtmQNbUT9tU4TFy8KEdOY0IrAdrdNIYhG95b6L0sx7aV6Eh0TnReXDlWQ+dF4bJtSh47GdhcJjmfjGmBylm4v0jDyYdIVdqFH52onWbdFqxRGCtwgMk6NpXlOCSKheShFudwaTUGy2WOvG4cH+dI5SKjpEgJIfKlm0TsbSy7WhG0Y1t6vpxm6oqFkZ2pnRQozpMQRepC8dTLW9SqzLDESne14aqV4IkiMgfFWT5khqyxOtPlzDjJsv6H6wqvLKsgDaRPx4HKQqmhKhzNcnRojGGc5xdsT7OAGrqFWOmyiMtKO3Kza7laV2zbgkMfmNGsljmK1SKqq5zhr48DTWm4qqCvK1HW+F/9Hlf0hK0Ta97rjX2BsV1mWb5um4Kfp1nwoIXiadTctpbHoxjVndasmoqrxvIwRPaN9HatilSVCMVqIwOdphBMTTdHrtYF1+t6GVBpLmOitIpKy94sZbBWsqllWbCpC0obKW14IVF0oyyTjDHsq4L+8YSPmb2Tfy8bRV66vF/fGFPSpAWPuqpLhllqiil6tHP8/sawWa8orQzbLnNEa/hmV3G9rvl4HKidomxbVApcZrERrApkSBYTq0LetkZB5URwtmsrPh5Fu1EVll1tOc8SybxqHD9mpHFjBV9bLpPbj5PhTSnspmM/4Yz8uUsruKCUJKs9zmlhdoFrSrYqMyexLv558GwNvLsWUVsIgdMSehEJm8iljTFUTmFMQWEMUwj8rpHhnHOO0nq+vaoYg7zR31lLWxVkFOvSUJivR2qZdWmp1+KwjcuqTi+rnk2leLgIMeSbnXChvrqIg9Z8c7Piti14E+UYb18rtpXmPFraJlEUiygsikHjZp3/ZrQv1QtMv61KbloBPfz4PLOtLeuqRCl+3e0gsuwHp6jop5mszQvMq3aKw5BwRppAT5eZoiionOF47vj/fLzwj7eJpqlZlZanMWOQgU0/e/nFM6Qsx0O72rKqhUqxrhRDlD3yYzdzq6W4X1jDx+cZp4XE/1UODYpjL/tWQuAxZnaV5eE8SRAeze2mJmSheHTjzKcp05aGykk+evSRmGFfa4xbbOVe+pzyFvDUNnE/KtomUreyXdhUmnM/ELMkpg6XCWct+zpx3yVe7wzv9/VioBvJyw04zIFjN9BP0pJqq5JVobkMmbtjz7l31A58YfnpaWCcvOS3kRzx97cOZQzf7ewysQ9oZQgpUxnxAo8+8vm5o5sjKwd3Zzk2cho8GhM9xha82kQGL99NwuOjXOghK576QMrTS6FginIqkJJgdx9CxNmZm1XJEOXfyVHy4vpr/Q8hTjycRiojWeHrlXthfB36icvouVlVoGBTybByWnLnXx47VqWDnLDWcrsqCFGaa1olHs8TwXsyiuuVXENDyBgSf36caK2ky2obePbCKCMrDt3IT48Dw+yJKbKtLccpMQZ+3ee4MSW6OfJmW7KuKyEsDrN0QZ3G6MScFK+28lR8vW0YJs99r/jtdSOFaGu4WtJPc/hbFU3cqoG6EMj29eb/RzcZEqvoeegjbaFeBMyrquSbPcvEWgZQI4p325IpKlZlYowONweu15LrnYKoLROaV+uKzsly/8qKxHn0Aa0d15WoPeICQKutXKiHPvBmW/Kb25ZVafn5qWOOQr8sraafIl/O4mndtnLx3jSGS4D3VaItHWVZ8ubr5FglQpK/03a94puN42GQVVnIEgfVWlPoyMVbvq+M6FMqzav9hhgjH46z7Mk9rJzhufdo4O2u5DwG7i4BHxPfXzX85tWGFGbGKEM3p4XtVavMEA2lhW9vttxfJrZNiU+Z1kBVCKNZPoPpJd+7X0giD1Pkdl3gjNQ4E4Z9rTgrxyEkvt1LMaQPI6vCypFiFvt8WxoSsrWpC8vtqqQw8kA4ThKq2belRBKdiKtXpeU0JbaVoZsiGamTbmoByT9eFPO8eIgrOa91RvEt8NDJkdppkHBGXcqJg9Xwm5vApi44DjNGa6wW0uSv/hx3UxcvF1PMsmSujFjc15WApy/9iLNW8sO9x+rM7VpKy1OIdMMkZAEk9+ycZe0Up0mofY9jQutehFQpE1B0/ch+XVMYy7GXXGttZagliM2JYAznMbzQC48R3qxLnFZEpC5WLX+mayOH7SGBzhGjBe791ImrCOA4Jfa1ZVcaOh9xSnxDTSmfweATdukXWyVhlJSsPOVRFK7gdq2wxrLSntIWPA0ef+jE9K4VrZPl4nnQvHUJV1VcMS7FAzkO2TYlhU7oKJ+5U5E/3UvqyhjDVeOYk6YySYoEOfJ0GSnKkrawbGt5sxZFQR5HPl+k56u1pg+K1iVWdc1WZZ57mdDumoKmKvj0fOHx1LNZNayX82RyZlVZTlPGWrBJqI8ASmuaMol8TDtWZebpnJizHMOpFNHKUS8xxefRUBeWbSlvxRgjWWl6n/l4GtnVhZA45sBzP71ciz5BbaCfFYd+RhNY1dXS5c2Mk0DmmYBVLYikWbMpLFdKMgbWJnZthdaaYfZ048SXo9zUZ9EkcdW4l+75v/Xzd3/jpiSF8MsU+c0rkXypOPHTaaZ1Iuw6TRN/eujZV5q/jp59W+Jj5MPTwH9ZVUQFX449163sgwqrKabEfZ9xORK1TIjneebTU09KiW/3FT+dR25XlsukCTGgUuQ4GHaVWULikX1j2ZRqsZFHCiU0xcsYXmJ5pIRRonMMWXHqRx6OI21T8I+v19yuN4J6jTLVfTx3JGWZ5xlnLddtwWUY5bx09nw5TayKkXM/UpalANOtFq3GJDeMMJMDIQQKMiEknjspDJTWMEyByziSYmIVAp9OE6vS8HTu2a9qSp05z6DjyN1J9nYpzMw+4GdhemWVmXwiprg4ghNXbaKfMseUcEpRFZ4vx4FjN0Hr2KwaVIw8nCP9JAGVw2Xk1Fs50rOyrx0D3OaZwTsez2LoK4zm1UqYVl8ugetKLThW6GPgl0vk/V5oJyFldrXhuRv58f7C+30gxIrPp5mbRqAIf7wfIcy4wvF+3/Kb64b780BbyBs1RElclTpRliWllgbYvhbv7ZdTwM9n8mbF0+HEx6cL4+S53q5wWvOLMrxdWe4nx7bU3A/hJfQSQhCKiLPc1DMPncjKKmflGrhMLNDw/9Ofv/sb18fEp+eOMcBV6/jTl5PsORtHs234fOhkaVIbfPDcXTy7ShOSXMh3p5GcRf147GaMzlSFY4qZq9rwOGZWYeAyRoZpphtGjqPAsB8vHf/yGd7uJDM8RSQdNcwcBikidKMmJqjswHM/c70qQWn80sbZLC6dxhn6lGltpK0KLkPA5sCfHgbebGQf1U2REs/TpLipPX2CNE18mAPHbqJdXDx+Gvg8KjQz//TO0E2K2Xv++y8nvt17jLUv4LqfRhkmtYtMubBiDzgMkWEYeLiMlBpsUaHCyE9PI5VV3HeeMs98GhXfOE/ZOA7DzKYbcdbxx7uOttSklAkxc70uyTFwGCzPlxG9iKp3tWX2kcrIScCuXfqp08Shy+ybggw8Hy8YJ2b4fevYlfCXJ8++EXH1Rokf9zInlIbWwOdTlAfaNDGEjHMF16uCyxiwWoloLWTI4vp9j3Rpn7pEVVo2BRyiHEF9Oo7sG8dPdycejwOZzKatsQS6YDAm8By1COGCWBMKlfn5FNDqwl8PIw+HC64oWZcOnzLBj/z3U8JoReU027ZEFY77w5njlEl+5s2+4bEX4sfznOmjEDnH+Vd+jiu9T8cqZ5xWlM7y22sxrG0qx2n0tBrq0vH5pPifXhtOwVDrwKYuOXc9yhTcrh3r0vCX+w6nYV852qamKSRskXPG2YrXm5I5ZV6tKxSy1x1Cpik0360bjMr86aGntYl23VAWxYuOsiok4JG1IWf5aLUWEPm2dozTyIcTfLPW3G5r5phIfmIKYhlsLTyNhm/WisMYMCR8VmyKTCiN7OMN/NdLz02tCVkkWEZHnLZsKss3Vy2nYabzIknbtrJ3y8pw3RbcdTLxfrtW9NWKbhgYo+WHNTz5kttKst/9p2ea7ZrfNYmrTS0TXaWoCkH0aC1qlOMwo6zBkvFZs3LQO4vOgW0hLiVnFMMEYQoSWa0tjyeFzR5tKgo/8suY+ecNnP1y9l6VfFtGCucgRf7wMPPDjWHTytanLhw5D0xD5MsY+O6q4e2+Zb9p8bPnqZesce0U+1rCJVFptoU4aJ2GfduwqiPz7CkKOSsGxexnpqj5bp/5yyXzdg1FWXLqR/qYaUpRqn5/u6ayJ8q64fdXEy6tud1WvN1VXKKG0tEsYYrjJGDBYfbUheO6jPwyxgWkbylQfDnP3DaapnRolqOGf+PnV3DjSjLql6ee4yAH7dZaPj6LRrKbM0YrrteCv8SWKD9zCUKDfxwSuzpwP2YezyO/HHqmIFb4b5XiOCVOvQC6rNbcX/6GV73rPFYlNmHm82jR9DyPMI8Dh6yohsz3N5pkDF/OkVbPfDwpbtoCZwAj+14pB/Q89ZG3a83zqHEqolLk56NnNxw5ec37fcXKKaak+fQ8cLsuGKbAeZDvMMQeHwOfzyPO1BQm0I0zPz8OFDpzmTyHy8jjwpIKWTP2E70HvWSrp3HkfzxHxpB5tzYcZkXBxP/20bNxcDdk1scL932itmf+MsDrIXFVGXH3hMCX80QMifM4E1G831UMhcWRuL8E/DxznCJXDWgT6QfPxUsi6/E8AYpunJkiqHPPx7NnbQJ/fEyMHv7JGro5EJJC44k50c8Tz72lD5nBZyozcBo8h26SZXzWfDhMnMfAHz+fWTkFOXMaFOd+xhrDttT88W6i0JnOigEyB8+Hk+dVY+i8hEBCVJznwM/PI3+9P3B3cPzDm8TFKxonvLC7k+d0fuDnc+T79ci/PvTcPV049gMfjhP/8GbHzbbl6Tzw4RypCDz3EoOsXOAwSLJt3xQ8ngaMMTxcBo6dZlOMPI7p132Oi1LcrkqysvzmupYDdaXY1b28bWshEOachAixrsjI4OZZw6vC8WoJ/ZfWcLsd2FSGw5iYsmZVKjbN6qVKdb1OgEIpKAtHNwaq0vKmlan2t0bRjy0oGOe4GM4N/3Bb4Wn43skZ5y+nmW0hqazSaW7XFft1wlnLMIzyBLaO372yrKpC1CXaSNuptFyvK97sKp76wLYpWBWGyyTk/Xc7EUr98b7nnTW83lVC+jeaoiy40olNbfEhcMDxdiXqyrp0hAz/tDNApixKXl9JSeNpCFw3jsfzwLopGaPi7VXL9WIhfOwjpempypL9qpb8dU44DWjJ4R6X4Y+tC5pK9BxWw6PSfFM1DEmxq8Xv82q/YVPCbtWyfz6JtV0rCgMxRAZbcltLe8low3kYBVczBza15MdTlpXWvpZs8GESttj1upL98LaisIYPRq6R692GoByNhTlJm+dpzrzfOsqioPCRatFr/raQZpgiEbCC6V0aTnNW/HDbUBaO74OnLApW7Zmf21Kk1klxvW643a5oCjlq66bIfl3x2mrWdSV73WkiK8Pnc+CH65KrVcGxm1g1Ff9r+e836f/ub1yrFbaoeGukCfJwHvEhEHzg7OHNRlSNT71nW4hhzseBqlD0c2LXyOS495nSgs+a0yQsphcBl9ZSvUpCSqxL9yLIctYTgatVzeAzhVXc94HXq4JVbVkvTZWHS6YtheLQhczawcfjyGXwlBa2dUFbLoTApCgNRBTbWgZmtZWL4qkLWCW8rCHIUrt2lufBM8ySMc4pcbN2/P71mnVdgJE2D6pj15ScRlGL3h9H2srirFkm8mJJv0xLzS0ZjMpMCTallQDFELDWcBwCVz5KzbAoeWc9dye5EdZN9XJklvkaLNBsamkmzVFCHZWTVpK1lqKwqCQB/MsUWFWGpAQ2p62j0hllC8Zp4s9Pnv/rtyuMK+l9oloC/muD2AYLQ2k1TVNT6UznEw+HiU2lKcuWf3xXcuxlNZCQ5f2mkiOkVaGXLLUEe8oiUxYaa82S5ZYB0VdQe9AlP+wdZS1BDa3ke3DOURjNaVaEOdIUlt+9vcIHzzAnjPlqxbC82TYv/e/jKCWKbg78cpj5bl9z3QoNJMRAwPJ+3/BY/Pu35t/9jQtI/K/3lC7ifeTYy9HObSsCqpyFafQ4ZupyJqbEwyXQDRPmumW/KvEHISzsagmwn2bQeGpnWNeOL+eRXW059okpJgotDOcYA1UlI/8pJtScsDlwmQ3jPPF624i7tjS0TuqAjcsE5ajLTG0Vz73nuZuIiCnBqIxHLr7CaEiRP95N3LaGVQFlUfDWCQfqNAreZAqR1imsdtwdOp6HwDe7Wm7C5azzqU+0rscUFVeFRmnNtlRoW3AaPDeF+HG/HCe0NqwLuO8TrYPzlBnHkSEgyJs50o+ibbFacZqgdbJN+Wol/AomXxWCtvHec9fPpJwhy8qlKCyvFz7xHP9GqqisJgTPv95PDMNAXde83ybKtuY/Wk02JadxpjCa8/LgvWrkwTp66eS+28rUvug6YpB+7Q4JkpzHgFJyKjHOnm6KDPMTz53nalWKSX7bsGvKRTeSxeFEorSS197UBbtK8dPRs58lM52WbvLWyVv/MkdaG/nXh4k3LXRBobKEW7ph4vky8thNpCRGyXY5v3VaOsY5Z+ak8SGgtGbXiAblw2P3K09OAcdhYpo9u6rG+0RhzWI7lxL63RD5bl9hCAxe0ipZ5RdTfM6ZYz+hUxTihDO8X8lbeooJ1Y/Ms+e8BOpXoQIyz+eRwxD4j28NkzesnOLhMnAaE79bK3ySN0bnE3Hs6Oaa1yvFkDIP54lNqWiamoAkhWqjeO5GpsVmDonP54mrxrEuwPvAL4/y1vx8nni7kaDHaZiFzxsUtRVOdFsu1TOlcHnG2parKvHLIXKzSvRG9pwfT/C7G4fV+cXfu66kaXSaEyFEjFM8Hk4ELHuXCLpm52QAc5oC7/eJHP0Ca4dLPzLFRDYiaz72hnc5M/kogufuQlQl3RxoneLkFY0TQ31hNbXK/Pg4M02SdjqrgrbI3F0CbSk0TD8NjB7qWlYlNnumpFiXcsPHlDhcRpxR/PQ0UOIpqhqdpeI4TJ5dZeTGtktUcSmSrEtF7y1KixO4sRqtDcM0oFLmkiR7XFslPuBC6I+lSpSNkD5T1jSFYlfJm/qH68j9acAqxRglGVdajdKKN4uippsDpVGMSt6uX8+11wX4pPB+xlqRvp0u/a+bq5xS5v40CcAtZy6TdDZ9LJj8xPvrFSEE/vXzicsU+M3tiufeQww8X3o+nxpSOnN3HEixFEtb6egn/3Le+WFIRC9JoL88j7zyEetk2VeazJ/ueyo3UxbSx9UkpqSotNAVsh/5rx97/vEmcnZrGSSFwM+XiatNyzR5nn0iZ7i/zFRWMcxLSKISd1A/ee5PA59OI7+fhFnkvVTAvk5mz4Pn/nngofOs64K/DpFaR/78NPK2HThNctYp55j+RZT2+WR5vgwUVqgUwxQIKfNma/F+5ud+4l/uOt61mo+z4vs58IfPJ74ZJ7Iu+PPnAx+OE87kRVzmcdaQY8RYy/W65Oncc54iQz/w//zxkf/8zYbb3ZqHwaBSQON4Pg8kJX7dYRj55XkQKfkMRyJ16ahdxdNJ/o7bInN3LNhUhp+fR77de9qq5O4801q4O0/sKtF0HqfM718pfpoiKYp14Mcp8M11y2WKGNJCvIAhwLpS+BD4f/9yZtOUXK8KHi4Tz6ceaxV1IbjVISRKA9sm89enxG0zMiaDpWOKiWFONIXBzzN/+Hzi9UrkYlNhOfQzwXt+Oc6snfhwY1JctULynOeZcfKcp0gOnoeLPEhOznDf+3/3vvi7v3GVUvzmpuGxdmxqR1V4QtbsSsUvJ09bOtrK8XCU89xNZcmqJc4TD0Pih+uKLmqu2pIfXq0ZI2iSHA9MM0EZXrWGx7Hhdl0yRHkzOKP4eQq8v64onMibyHB/mXg4DXgfyEqWOFlpVjbRR03hI/u2pDbwh0G8qKkt6UZPWznWjcifTx4aK3tYn6RX/Ga/QpFxZcV3V3YpD2j2lWFMIp+afMGNEnrCFmjKFqWFVLFSmR9uWz53iVqHheoBV+uKbo6URjMZzfVVs5TpFZ+T5v1Vyb51JBTuOLBpC7ZNwfe3O8rCsmob3l97Ph1HNquGusncNoZLECWLVZmnEUqbqbctv72dWDU1u7aiqRz3Zzl+ydryZlPQVgXD13z0quUaz+dLxFjJba/aiqbUZCV1yn1bsm0K2a86w/fXrQQ+QqZ0ijf7Fa+B1/s1zsDn08S6mPiQFKvKLfhXwRZVi4KlcJraKDZtydtdxbquKJyUVkIWGsicNds6ct8noXvUmQnHmyJz1xnCOPN2YzGuYJo0v7sOGKPxOFalxTlDtpofCovRgvfd1gVoS1N6Ph/zoshJXLLBp8RpgvdNwe+v63/3vvi7v3G1gqjEvWOMwQcRW2lXcLsxLxC3rA3bCp7GxK62TFrx7T5jiwo3zcQMp1koDClr1k7xsCx/67blfRXEAretmeZAWTjqYmZOGmJmjInSGV6tK+aQpf3iDA/nkZQyq7bl3b5m2zYYYxhmzetdonASVZytDEOIgdMsHN2EDMUqI4OcwiguQdNPntJqrlaVaEGivN2zNlyvSjov+/opaWxMWKNZGS3VsaR5vTY894rGRj5fIus2c7MuQcFpSlQ2c7sWcoUhc5wSZM2qNGzbknVdcrVZYazlMGbqKjAExWGC39VyIzyMidtazPTPE/xmX9LNcjn99vWekAQO0NZywxljudlItzkrg9ZRIOUqcjdoKht5vW+x2mBt5DjI/i+SOUwJnSAAKghRIvgg7OZFml0VFq0V66ZinCOfjoHXW4vSBmOhtpqbtUzj2zIwhcicFTfrksJJXjyj+eZmvVBCsmyfxsDrrTxghwCvVoYpaW7XhicSz0Pg+1aMfGefeVUXvGkLTFEuswnpSocsMIO7zrNyiU1ToLWIzh8vik1b8B/qvXDEEhzn/z944+5qy2WULu4hJjoPNzZzu65kT6uykAsKx7qU6eHo5Wb9apPfrSr2tdT1Dv0sJr/KkrVmW2rQjYTPC8N90qxKqabdtPKEbEuhTVgNVSdc5ZAMm7qAWibb1spASULpiquUOI8SbXNGURnHz6dAip4nJUcZpc5LoV+jjOHb64ZNafl4CbxtxQu0LcC5gs5naqPxyRPRXLfCZnroIjeVdGznmDBLeN1qw6u1HDNta0lOvdskWVLPgpppqoLrxjFEUEuIoi4db/cN+7YAHdi1lehMC8Nm1XAZAzeVZ9VUoC2360xZltxdTmxLzW5dUxnIyrBpG4EVoFkZuRmbquCcIlYrXFHxQxX52DuZjGuL1XIk0zhB0XyNAG6dYvBiqH/sMiurUIvdsLSaYQ5oLZzmpjC827eCs7kM+IXEOUepFqKEJeXUgqj1Um4XxarF6YAtHX1IbEuBz5vo6ebIHDzbpnyB7a+bius50E8VTWGI2nFVS4ZemmyeIgY2rZA5h5DphmmxT0oWO2X5jOrC8KZxTFIy+PVGHgGee8+pH3izbblZqnSjD/Sz5GRDhl0jZri02ObVUp5vC8MQZDn3cJGGSVso5mjYtQWPnefHx15A5UphtOG6lsD5OAdiW1ItHt2UknB1Y+bzoaNZtJh14cQTFEV8rZTA0wTMlpdWyEy9dFz7KZGWSOKHp47Xu5a6sFL1Qo7AXjfSoZ2mmS+TZt8kWqfop8AweSpnyFnOZVc28ufnyK6Y2a1qPjx6NsuNet06zqOkdZoC+lTQFp5VKcUJpSTpVRMpipKU5Pc99zO1XaRVo5jr3FKaH6eJwyifc2kNF6/Q2jPNE8+5oDaZxyFyta6lGBEypQ6ErPhymXmdIl+OPSFlnIocvGJvZu4umpgmtFKk4LlUFTet9FZTTsxBapV14XjVJp7HgCazqayc9c6iGp1iIi4CMOF9RawyXOaAVbAq3dJ/FkKntYY3m5KPxwGQAeXzIMOj2ojZ4nZd0ZROQO0hEOPywHACSe9DFvLH5Hm7XIvPQ0alQPKez+eAMRNVWVHbyGMfCEG0MutKtmJ3h567IVJatQDz46+31heSYEwGD4+nXjSSheKhi3x3JW+2yxwxynN3HrnM8Ptb4fb+8iQ3TOXEFZNDoHKGqnSsknRkt7XjOHiGAKtSRvn3vbhpgcXgl5m8+FNTTrxeOR576eCOfpGLjV4GaZeR61YIiHNYwvhZprejl1L4wyWzNiBWGjHgpZxFfeIFG9PNkXUpqJccA0+90P6/HPoXk0LIcoasXMk/XnseJ4nLrXzk9abmaQgvgRVNEomZynRzoppkeLUuDTlKift16znMiraQ4c43Sny5+xhBwbkbuDsMlIVlUwjQTZEWgob0ZNdVZvSRp86zriwplUzzzOdOptIOmT6HrKgMPPeBczfQRc3vbx2bTc00TfzYwT9fWZzV/OUwYNLMKSpqp3m+jDSlcKtPY2T0gbe7FfNL0d5gyPz0NLCtJu4vgdcbDTFy18+sK2FZfVWvrpfzfJD5xxykoaOUJLzuTyN1aXm1abAK/nIa8XFgVRqU0gsof+I0TPRzpLSGMSrebEo+nxP9GNk3GmssTaFJWG6XM+V15Xjq5ZjodpPYNELFPAweyQ3+n//83d+4WkEyBd/uNBhJA6kM+1ZLY8MZNnXk8/MFrTX//LahKAT83RR/Q/bEGGjKErPsKyYfmUJi15SsliTL133NdhnTp2MvFEKrUMYSU+T+HChWBUXhuFkVL7Wwwii2K6lrGWOoooDD5pjopkjKcmGUzuCMUA77CN/simXaKOekI4ZmX+CDZ4ziuP1wjKwlu4E1lnWVKcqSq9oyJgkvPA6GbSVT6MOYufISD62c0Dq6Wf7ZtqnQenqZOA9zwCfFm5WlqkqaMpK1Zo6i/vRJ7PMgkPZ9a9k2jtOUKTWMITJHxattg0Hg65cpct0Yei90RgkhaLZNyaeT1AffbkqeBiO60aJknwLlElCZ0Vw3BmXcog1xXGZNneQzDRmaQnOZMj7I7/d6k1BKoqHOOXSOXLuCfVvRVjNOK+Em+0RhM/tWCCRDlJTdefD4EPnwNGGd5f2+fXkI3G4b2oXaaLTmzaaQI6uYuGnlpu/nktIM6Epk34WVQshNW3Aycv+NIRJ7We2oBWo3JximgFke3JVRPE+CB/pVUx6VUmxKzRRL2tJw7DJjCJI4WvhTapkwquVLu4yyJNqvhDR/7gcOfeCqcRgnAfmqsExBUiwhBLwyVBZ+OQ9UhZNJbliIC0Geok1ZUM9ilNs583JmHHJmmANNWdA4QwgS9mgLQ1YiYY4pvkDCfcy0ZcFWSxLoMkV2lV6A4Zlvd4ZYWNZZggBNYVAqi4FgWzLHglVdSExQReq65rX1nCdFWRS82djlYF+GKpvlzLde4neF0Zy9py0MkzYUKr9A4S5T5Jt9w+tNxdv9Cm1FUTklxetNwaoqsdZijVAiz6MA9mSfmBjHkYihKuSilzPjzBjl7/e1SxwyrEuDUhaYOI6ytZmDKEopHCnMXLxsd6wKeDTOGXaNWBKyCly3cowjsPpAUpqVjfyPh8B3V4I5GmbPcYq83cqcI2vzgkrd10q+55ywJEwl8dKQIHsvAHnrGSOYNC9UDSFzzsjDflMbrirDsa7YGdi1Bbu2YAyJqnC8LoW0Mc4SWvm67VpXgst9yIkQI+McKRrHP7xeUbmFLvhv/Pzd37gpJb6cZyqTacuWmCIpCa3wMgW2TUlC8+2u4qmXlNHsZ2EIGYX3krqK88QvR8vaeW722xeI+jzP/PjQcb0uoCqwemETFQVvdxJTuzv2hLJgXztu2oLeJ7pBklD9LLrKYzexrUuCkYqYU5HPSfNmXXB3GsUuL4ANnBFD+10vQuhdJReKNpqrMkq8cZIHzWWK1BYeLzO1VTwGOPUT//Buz6kfmLOmtPMCMYtQBR5OIzllrrZypDAFYToXMfLhNGBUIi7gOJUCTen4892Z0kAfhJ7xcBp41Vqezh6rjTxYkuHYTxRWpq1zzNRW6nqaM5MPTMnwzUbUJKfBM4bIMGderwvuzxMZKEziqZuprDSYCqPYlIqcMhHNvin4/Hjgz53itrXkrLlMUfaCVoaEMUqn9eLl4fR47sFYaqv4cgyURq6d527kNAbm2fM5eqaouV1ZHkdByMZoqEsBMBwm+H6niUCIgZPPFGni/3iY+YdXClsU1IWh1JkPx5lNAY37+u9GSp2YAtyfJ85TXFo+iac5si4t50kGlYXR+CgPC5HHJU6Dp3H6ZUbzdJn+zXsCfhU3bmZlZYwOHU+9Z1dZphgwtqQuJYb2fI6cx0hhRi6zcILvTzNj0rLU3a5ZO/jr0fNmH+iDYFsvIYs8OyWeejla+AoyV0poin2Aq1b4zFZlVJj4+RT4bmOJWVGrzBzk7dhWhQiPp4xalstf0Ttk8FkutNMorGdNyRQM44K3OU1JzH4KsdMRuT9NfDp2bOtqaQFF/DzzcPa83ZY8jwGbBo59QOX4Ukb47nYtscSYWFei0JijpMnuOkkX/fTY8U+vWpTSpAw3reXQT/x4f6C0mZg1mwL+cNQ0JrLdrMjZvMDMt3VBzj2fj8uxWAV/fQpM88y6rSmNRhUCADdTotKJdoktfjl0lNZzd+ykI500P9yuiDHy8QLfrCXrC4IwCkHy5HExJR67GesMt43ly5h5t5EXlJgXM8cpsyJSqsglJAafqZ3mMEolsbaaMYmOxJYFb4KA9R4ugXfbgtJojt5wXYvuNaIwMXCcodSJ3ivO00BTWKZxluBLhHe1lRabgtPoOXYTKZVYJSD+0mg2tezVO5+pNJROjgovHuZplhDRv/Pzd3/jxizDIaul4bGuIKXAGBRXK9nDHruJ537kui3ZtSXnKfDzU895Svxw7TBFQw6eunQ8XB5EFpYDUTtu1xVtoTlNiWuXCbmUCzwkjp2YxNelwWeDSqJuvD95ap3wlOwqMEbTVrKM+ko1eDwPFEXBqpSBRGUNxylxsyp5tfkbZNtawZ6mlGVYVkJZllw5zWEIlMZyGgK/f7Pn26tWuEQHsaqfpsQ7pSl15uNxpnaGTVvzO8QEOMyeP/zyRFEU7GtDzhV14Qha0VSJ60rx8TBw8fCPr1cv59zDMLJtKq6agjFAUVXsjeexU7w2eZGKi2StsJpNW2GMJkah8H85DtydZ243wtzyPtBNkV2pOU6wAhorVoPXmwKfMu/2NdZYLqME+P/nb1ZYa3m8TGjvl/Naxfu9I2J5PHtSTjROtgzf7zUoSzcnrirFnTe8qjVF4fjrw4hRie9u1i9v65wzYVGKXKbAClk5lIXl7VaMGLvCcdsoPnqxP7yq4MMxsCoN1+tGUmnniW2leThl4XUhvKpKSZbZaUVTyINiiJrGyvVMSIwRbiuYk2VVRh5OXnSj1kotUf+KucripKkIeUQpxaowfD5HdvUyFBhnumliDPLkLIqCm9ZzMoptk6nrGpUjfzyMrIqZ+4tnXXVoV1BGeds6rVm7zMHDVSlPea2FkuA0ZKWpnWKOjn2RSKl4AX1lJWWBdtkbdT5hVaAPiqta3uLHIVIXAbtMLk/DzKGbWVeCpTkMAa0Tq8IwBPn/JDTtMlxbNRVXtaWua7lZ15bDlPndtUZbh8qJ0lnKUuxwn6Nj32QOYyShuarg4TIzBMW2lOMfpyEoyzf7ltIZtC3YGolqxsLxT++uWdWGy8mzqR2mLfHhzJwNKzLPfaA0nofOcN06dk3Jp9PEcRbDfVOIPqUwMrkHwFga57kMIz8+9MJjjiXbtuJqVdPNkdPoubGarB3nwWMUHEZhWmUk87upHcMsDSdN5OdHaUFtWo1aIPHjHHnoNa9N5NJPTAne7TMpZ85TxMck/W2Et90WBlcUvFqmgMexFwKo0tSl5ap1eCxtIUiiyxiwtqA28uez1vLdXjElBUoJJTJLZvk0ZgoT2C3zgTnINqVxmjkJaEEpS4jydxxmLx6sX3ORHpaD89lzN8flYnc4rXg69xhrqZzlNxX0Ebqu4zRIQ8inxORPaGVwKtOYzM3KkZSl0flFwnw3BAoSVmd+mTUhH7nZrmidvOXPoxc3TvL8fA4USvAzIUNr5fMVa4Kl1TLt/nYbOY6B11tHqaRbGRF+1ugj0+yZFTwPllUhX5rWmkJ5Guc4DSPjHFg1FRsHvU8U40jXdfz14SxA9d2aOs5MSfHNrn6J9t00Wton1lAZmcrr/sLGBn45ZXZFXgDiTibEY+B06VFa8ek4SYiiSBItrYCcmWcRer/ZNzJBr2Sftlv40Kum4huEXvHYKW43ibebEp8NhVkqkgZi0HR+5roxaFOwaysO/SSMpRQwaFkOjyNzksGkzorLYCh1YvSRnCYaq5is4tAHxmnGWTHGfzgEtILf3dbEr8RKo3ndilGiGzyrUvNu2/Dx6SzxxwVE+H5bUBTSibUaVpVUENelFRABAWsM/SiMqG9Mph9n6tLRmMjdaWbXOM6THHmVTqB0OXh+fh6p7Szd6qak83lptWnRwyy1zpoEyOD1V12k9yHxy9OZ+0PPzabmojX7SnF3ljOz6zpxyprHIE/Qv/QeS6Yp9Yvxe11ZLsPE52yonWZUA+dOg0aOMZLnwzlQGdi3js/HTAhH/nTfc9UI3/i5mzDGYEgcA8BMUoZDN0POdONMiol1W8Mw8eU8c3/sqXXkf3y6cBwDV7VFKYk3omTftKqX/Vo/cTz3/OWx49t9K28To2hLw0+PPZrML1maOX++v/B6XbJpCv7r3UTynu9u1wwB5uWN/9h56fxqx+9vaj48nnm+lOxqzecTnIaJt7uAQvF07jiXFVdtgY4zd4fA/+NP97zdilf2oQsMQ899F9g3jtOsWFdS8aumzMMIt03Hnx4n9pWmcYrzDF+OA6uq4Kkb6aaINoaVTdydPSoHiqKkKWTIGOee5ynzal2yqRy/nD07l/jXE+Qwc+6FMPnOTNyN8cWWVxnZTpGFZpKTp/eJ/3aWB19tFQHFFA21lzPZTznzpp/46XliXypCUfLL45nD4MV3ZDTnYebuNPB8lnPry3BmjIrvdo4OgwqeP91P/Px44dttwYfDyOHS87vbNZiCUz8wRbXMGGBdalLWPPVy8xoNH479wv8KWCKfnk8oFhRwSr/upbKzml1TcOgj+1Up9asoaZf3jaWPhttSvzRojv2M9/NiblOSfdVyBvm2XfbEQ6AuBR26KgxlsWa/kmL+des4dBNF4bjdyBN21SiMVjSLreDp3DNEeLsqmJLC5sCnk4RB1qVoL26yWNw+XzKruuAf327RSvyu20oy1iKIsjwPgoQ1RvN6U/NqW3OewhKBc6JnLGUv2bidIG2SYbuq+A+V488PA3XpuNo4yHAcPEUhfVLpviquNis2pcZYx6YVbWVVCO0R7di3EhQ5zor3m5Lvb1f89rrhOCv++e2KPz/WvNpOfP9mz7GfUUovwPLMP20N21XLfnXhNAQiQne8eNg1oG3B961MzceoeKNHfJLigUQbI8dY8G6bsUXBqqn4jZMjlFU9M3oLKEKG603DqklLeEIUNa7wvNk2ix2gwtrIzUoGgSHBqjQcuokuKF5tCow2jBFerTNtXXK7LpmD2AGvGkdRFCSlaR18yZpdYbla17K0T5p5mkEbvt2XbGrHvilpm4Evzw7npP00JYOzYiL0fmbTrmkLwy+Hkcd+RsXAxWt+KC1tXQpeWItvyFrHtla/7qWyQm6Y37+x7Fc13SRU/2Jx2O5UfskQTyGxbQo+HiJlTqSseLWpKIqCb64lE/x4mTBGcCOlSvRJ83pdgG7YRC8FAZ+pC8OrbYtVvJAMRH24DA9MJmCpbeLTKbJtCvKisrAIkuVqVTP5yKGfeLtf0U2RdSOiZKNEOFUUjhsjjtaUEjcbxdW6oZkkN62U4t2uetnz+gRBF7xZSdf0el2AcWwrJ3ngyuLcTGHaJXivOfUz//FtKRlco2RQtELOOCfP1bpitRAwnHPsKsP7WdOUiqgD6/Wa9xjuTxqtZD+vlGJdOTGnZ0GOxiz759erkpxFsblua5pq5jhGxtlzu6m5WM08e06j8L3aquB6Y7ELoyuiKR0vIu62Mry/dS/Z5bKApnCcJzlCmaOctReFEQTRONN7maRbaxbUbKa1mT44rldyzm1Mi09ZCCFG8cZIEX5bOr6vCnzM/KMVlSjAefC0yXPWcozVVg5tBc9zs64xWnEeI+vGcbWqKZ3UQP/0EFmlRMJx0zouc8BUJf9lm6maFaSAJXO923Gzcnx3u8U9XyCnfxOu/Hd/48aU+HLxvFkL4mW1TOuExydHKyEkjt3MafTcritWpcF7SSydp4AJUqrPyojEaTmTfegD21KKAd57Pp9GVkvw3xhD9oGHTljI+0pio8Ps6WaBlpcmc5mkZ1toxTEo7JKprQqNMo4SXoz2zih6nzExcpzCcoYXMdq8RPCaStJChdFMPvLLceCqtrgc+deHmW2psCrhbMVpnLk/JbaN7MNRirgE6WOMPA2BfWV47icq52hLTVUULM8ffJQjLDJ8OM7sa8OqMHwZhMM0BPBLCMToJSAyzEwhCTQ+QW1FBp0mUUpuGuFn/enuJDJqNEZrGpP4PMo+TimFX8L+m9qJq1bLRR6zIg6DGNrdwohWRjquKTN5SR6Jw3ZmDnIO+twHrpQmKDiOkRRFYem04sNpojWZVdOyyoHLKPb512txEg1BGMwP0yJZSwg7KgapQ5bpZRh5muSseVVavlxmXrWO58Fz7gbWywOtrQqqwnIYAion3q4tCTH/qUVvUloj3t4wc9dJxvr3rxpsIVigh+7XDkTPcNtIYD5GIRM0Tip+8t8zbaHJpSOTqQq7yJELvrkS1pNPmTkKpnOMkhBKyrApZJjydO4ZfUQjofC/PHb88EoUnLu2xJA5TBEzeaKSUMBxFDtB4wRmF7PippVI4xzSy5/jaYzY7DkPlmme+XKaeLurKIxFafHaNkXi1aZhjomrpiAuN4tC0ViZMh/nxKtWEj+/DIGrNnG7qjiaWURePiLrKilURDSlCsxRMCnr0rBqCiYfl2HaV2LjzLe7ircLUuXYT1yV8NTJ5/q7mxqtNIXJbJqCdWnJ2eOVEA+7WRCjpTOcJ9l6zCExzpGblWJVSkPm4yXw7bZEGUulYRzHpWJXcFM6TpeehyGxsomgHS4HchZQnNPCjWq0XAPD5JfvP5GSYlWXtG45ZzWGmzbyy0nAcUVR4I4XhuS4sdBN8mvdanBOUl318iCYU2ZdCUBhnCWE8dwJbxnjFlRw8VJeKBbvcKkyn+cESUABdSFHQtvKcHecGWbPri1Zl/IAamspITx0E6OzvF45ziM8niZeGUswBavi378v/u5vXKXkA/7q/CEKquYriOyqcWhtcSZhtEz8Pp9n3qyXi0wZKgc5e6aoSH7iNMjbbowKozx89cMs9rdukv1p1obWyZ5jlWeuNiJh7uZEW0BlYEqKupS3ZAiBT4cLMSlulhKAU5FfLp5XSt62lROFiTOKywSv1mJHD0nCJs+D4E19hpu2pK1kgn4cZipXcHcamGeJJoaUydqyqRy6KRkmL6X8xJK2Srgoy9FujtSlDMGMkrhfYTU3jXxGSkkM79BNrAvF5+dess1tiT9OL/SP88K4qgu5WR/7mYy8vSudJW3kZSqbM9ydBgojpoeYFf0wo3Lk03GiLcXAF/uRP3zpeLtSeNVwWxt+fBgxU+TNtuE8RY7DLMdlPvDQBX579TcT3rYupEnlPVeF4TEqbAp8ucxUeuK583x7ZehmkX/vGwfaCh735GncxM2qEkWLEpie+IAM/Zz5189HXm1rIvL3eO4DhfPc1JqHi7wtWwefn0fsUl2UnLMlZVn6WwV9zESfGOaOwjlaJ1sbHzMqRX567Jlj5v0eBp/5VUceFV8ztJ7ZywSyKhyl1nQh8Msh0LqRrKS/aYxlW8pF+Nfnge+vBAY+elGI/PV5RKWIVSW3m1rytYsSwmjBxPzzuxVGy3na/XmmcUJDWE1ybKG0xs8zScvScvKRcRyZsuY8eK7bQtSYPtBUIqWS45dEW4sF7jKMXOZEqR3rshQ7fFlQO8VDjGgvoHa5ofLLg8tqEXvtKo0pSlSK3J9HWUWguVmVGKvoR7mhSqtpSnlr+STtF5C2UEqSqqpS4DRncvQM44gPAnbfNo5NqRmdnEt+Pgq/S3y3SfZ87uubJzJlxW2tebiILSFGKas7rdmVi2rUGS69zCmuGsG6+gytCZxnx5tGZgqzl0z3vi0pteISI3996KlKx1Ul25C368Rd55lCxGlFN8rv+3Q6MyfDrZIV2tNlxCh4vZNmsI+SxiuKku93cmbezZGrVuAGTouFYvSZf3pV89fnkWEW+FxRlbxaOQYf+OUcsTkQchZZlxEiyDB5vPcvJYWrRgsh1GjaQvPh6LnWmfMYKe1EHxLJB96sLVeNzFIEzv5v//zd37ghJf718wmQt2JZOqzKci7mFJWGy6xYl4rOZ5qcGZOCEMkxSMuln3g8T6ybgkIn5pS5O40E5Jw2xsTPzx2rSrxCpTM8njsMQiScY8Gugg/PPad+5ve3DZ9GxcbKwOvh1PEvn0783364IjXi8vl47Pl8nPjHNyuuW1F/fj4lkspsisRfD6N0bQ+Wt9uRuqmprOEyi+C69xlj5EZRQAiJ8xQ4dBPj5Pl0dtyuoA+ZaZw5DJ5NqXlWYvE79J5325KQDTpnPp1n3gLnUQiJ3RRorOLuNDKtK3SWfeJTN/N2V9P5wMMp85e7mTdXa9pC89wJdVEpxf1xxtmJykkooi0MOWUeu8T9aYCsFpdQwfMQeO5mblYBheSuj5eecz/TVAXrUvE8JAobmaeZHzvPHLL4lubAGDKtlal0YxUYy+O54zIlkp9f8r4hwa7KHEaBvN/3kkprFiLjFGRfndPIw0VR2Z4haK5bGfqlLBHOKUYejx2fTxN1Ifnh0StCyig8AcU4BVYF3J09T53n7dqhkLhl7yeaqmDblHw49pAVU4isa4vetGwKWX0Nc+A8GXLw/PTQcRkn5qRlpXKef93HQVZr3ly16JyWypwImOcoKpGIQLS3TSkwMmt5vTIvU06rIKK5Wske4wmoi4xPmeumYN0KL9enzK7UnDwoEo3TTAFebxvqBZJNP3BIicMYKVQia0nCXBkZAPqUiTFwCIq3m4q2tNysKu46j/KRNxsZhhx7WSZerdbUJvM8wyonNnXNZQzUhbCWKmd5GgK1yVSFkPjvkCf7Dzc1HsN06dFGs6kM/RxZI1icb/Y1Rhsishc9DjNKKepSAh9t6WgLw8NlZlcZpmj5rnIUzsiea8rc1HAcYFPIXi6FAAtHedU4msKyKgynUVjPh25k28hKpllULNo43u8L3m0rARkArzcFbSmT9LoQ4kRdOHZtSRcUOz+xKWqeek9lNaWF4+Iv1saxbxw+Wio9cpfEbHiYFIXJNHXNb28iz73lZiWA8jlmrlfCtf5qVqzIrJuKQiXhN09S1HBGEngxRt7ta4iB1VLznGNm15SoHHnW4t797U3B642Ix+tSaqfdkswaJk/C0OqJ1aoWQopWZCNzgl2lWRWGu8mzqTSrek1rAuum4u12+nUfB6EEgfkwQPQJHTKVkzfpHCQIMEe5aP76PPLdtWIMBp3TS2pmUyn6yXPymZzBOkPwkfvLRETK56XVTFlx3UjdD6A/T2QyQ4Q4TcQIq0pKDcoKJqcqDI/niX4OPJ4GuVi1pvOJfpYWTPKBT1Nc8r8Kn9WLczVoR2VEZrVaBNaXkDj2nl0rS9JhFgrFxxhxRD6OLGaG9GJptwq6OTFPM/cXze3KkQisSkuXDSHJOeiqEBZ1IqIUDJPnNAhoYN1U1MsRksmebtKc+pHHS4kbZh66if2qxBUFu9pROckGhwzJex4uEozf1I6fz5FNW7ABnjvB0faz8MBC1tSFopsjnszaeh76QFE4kaSNYLI8ICISWKlDQi9UzscucRnml4HcEMW9NAQxLmZlyNm/OJOUEjEb8AIWCAtd5Kcu8n4HKSti9PwyeOI8kkzJmxb+2/2Izp63V6uX1dXTkLluDCEk+qyYvDCo/ezpQqSyll2r8MpwXSb++13mN/uZylX4lBl84P4oRsffv5aXjLIlqT/y/zrAfzEnjn34dSenrFZ8ukjbZ9VUTF4mepsqvIClszY0zvBuL8aBr4OiunTELGTAfpp5t23krFKL3f55iATvMZUlJyH6qzThlWVbC8UiK8NVbblMixDZFGjgZl0xBCk/B++53TRkpWhKx6uN5G5hpLAGlOJdLUunMcC2iPRB2jUCRS859BPD7NFKAulVITnmh7OgX25Xmi7Aq6uK17vAGDN355GmNKIO6eXMu6xKfthILVGE2VrCFm4JqIwRl8KLPNknMcdHbXlfalSCn596/vzQc1srrDOsKkdE8Wpd8WbfyjAt83J81RYFfWH5R2eYs8IaTVko9pWU84c40ZQFpZXgyeQjWWciin0txYLGaQ79RM5SuNjUJatGSW0zJZ7OA48XT2mVJLy0Ztta6sXRNPpAToGnQRSaPmaex8i7rcQ6vffMwfJ2KycAwywA8m+2hnUtUL7DlCnwfJ4U318pkin5/W3iy1mzXtpQkYIfbhRaaT6fZwoVub1qOfQzd4ee27pgVVnatmZbGu58zT/eSob5NGXeVoq3+xU3q5JjP3G9aSnLmXkc+Ne+4T/ceDZtzX/7eP51L5UBjJJUi1Iy7pcYWcbqzClo3mzKlyfp4DPTLPHE23XJunL048wvB8+uiVSL+aCtStoi8OE0Mzxd6H3kprF86RJv14myrNmlvOgiZEi0qYTYeBwmOeszGqMyd3PBP7+1GFcSMhRFgdaBfprJWc5UtSsYIwyjMICvW8ebVtozl34EWM6apTBf2qVoUBc0TmwE6xyE1JANfva82VaUVi9vUs1cyqDoPHnWRkIG4xyWowsZkJjk+cPngcZJ+P/dvlkeHorP55lTN/F6U1C83zInxU1OvN6veboM8uu4gu3K0Q0Tn88TbYpELbysx1iwUol1U6Pzhacp832reLcV9tR5TLiYmYPn7jzzZivC7m6KvL9q+XyeGb3kwPdrIThexsDoZXm7qR1aG4zRFEXGkPn5MPFuLduKkNRyLGR4V1iMER3mNM98PnrWY+R6XXG1bhbbn3w+X7lYu9JgbYm1E8Y6/AIcBFnhWOe4bmRF4mPmulY8DWKO3NWFSDzDTDSOVSHT+raIRFNSoLhqCgafOXYTow9MIbMOiRw8hxl2RWRG4HUY8+tmTuWMHOsEz7EDFOic6MaZTe1k/5XgeOwAMad/OU5ct45unJfDdM23W9mnjuNI5yPdOFMXjrXNhCwB8iFkijxz3ymsneinmdIaUpoFhzN6SfxMMgxpCsf1tuU2eH48BDZFZLtq6Ebx7F4GyTELrM2KIzZrtmXCKhh9hDlwWkoM07J8vm5LzuNyw+fElyHyqhW6w5wyFTOTMqQw8TBqTpeBwiq+nGZ0TtwPmf9oNX4hJBpkwquQSlllEOpHdDRWMYREXZSoeUAvBxDdFHBGcxwDs58Z5sDzeWCcxhdv0NoJ/M0qzzf7GpcjT0PEqIGPJ883O8XDZaKfpBG0ayqyVVzmhEmeGMSlexxmeZAUiinJSiOEwLGfqK2iLSyT5uWNHUJYzqwVKk6cg2VfCSXSWsu5H/BLs8f7gTFk/vlNTRc1MQnQPivDNE0cByFwxiTepFUlnC+jMo/DTD8G2kL+uUuBEFjY3JluzlQq0I0T9+eReej50kW+u2pgXdOPM4XV/HK48GbXir5lnkgpiY2iEBPHH+86Vjbw1EdynKherbiqDKhf8Rs3xMjjqefuPPN+X9OUlrvjSDdO9JPAtRs38+kwMIwTXUiEeWbe1vzpoee//DZDWfLlNDHMgQ9PA7tacZlhXXnausSZ5Qz1MnDsZq5X8HAM/OvHg5QSMPyHN2ueupnBC+7k+Rz4nCaezxe6oHEEzslxs4ocTjJR1go2tQQFhuXNV6pEN078+cuFtpLjgk1dsFqGNR+fBw6njuOYWC8QeEfm+SKY1L4f+N/vOl5ViX/1lret4tPZ83pdEeaRUw+tc9yfJwqruIyRqhg5j4F1aRhDEvJlVIR55OfnEaOETnl3HIgxEeeR//rzM9/vSp6HQO00MUS+nDr+8PMjZVVROqnz1VbxeOw4dCP9OGNUZh4LSBmrayyR8zzx+fGCyYmLLchh5tNx5NAH3u4bkvf88dNIyplNqeiHkrvLzNh1FFXFu33LOHtcUdBY+OvDmYyhNCLo3pWaJ2/4fOhpC81jn9hUmtfbmg+PHYdhZhhKrtYVHx47vhxGrlrL58PIqhZ4OdFz6BPrUpbZc0qolBimmXnwjFkCNdYYbtdOEEndyN154npdcfd04jh6NJlDYbhaDRx9Zq0D//2XA+du5NXVBpDwy+Oppy4sr7YN/TBwCYE5zNz1mV39wP3lV16kD0k4urfrkqT0os+QcHppNc4IqLqtLLMPfLcu+HSy4nJNkbuzZxtlstiPM9M8cTblIqqSeGTIgNa0peXp4pnD1z3ShLY1+1ozJ+HerouEzwZrFY2O3PfQ2oCymkM38d/HmbPP7AqwZSnF9SQ1w+eLPG3PY0CrhNMSVVRKc+rlaCVHz+OQWNn8kitOi8P1+31k9pFh7HjQNY4Z7TaghHxxmBJTGvl2r/l09FQ645XlRiV8BB+ilMWtTKEvPnMZJ9Z1STdMHCexICpEAm6tRdvM7COlkwn5qnaUC2jgcUjsCuij4aaGEAwKkVsVBh5OPfeXmXEaOY6e21Bx1Ri8qWiqxMqxpNoS5MTzZeDDU+bVNrIv4Och830pk+zjmNgycZgUF6/4h9uCwcN56vnfP3fYHPh8nni3q6mtYfCKYY74BIbEfR+4aqQAMUwzvZE/57XVXIaJboq0peHQT9yfRhKG2mWC9/x4mvnPbxzKNvTTzN3Z47RnCgltDLet4dPBsi6jOI3GIHvoDB/OgXWpOIyRpheEUZxn/nR/pjaalDMhZ1IG6wr+4VrTBYVT6dfNVXZmqY85SesMMfNP25pDJ77UppQ9gcZyGhNvdxW7lUTXqtJxs21py4K3W89fHjpe7YTNrLWSXuQU2dYyIRZcjYiebtcV2hrebxxDNsKbWpUch5lxHFnVFUVR8821ZIofe89vV9ULFSJmwcbuakt7GimNxqtMUvB6UwowrtA0QUL9vReEq3YF/9CCMvLVOK04jfDPTcGmrbg/wOvdhpvWMuH4bl8sfF/Df6oKlHHkHHnl5Ht/sy4IyvJ6KWNs6lk4yoXl9UZWYu+3BU9T5n/dyZS6dpbCCc1xPwfa6uuASDEnxc7BflXLkVlUfLtLaFsQcs+2KQgJhlnaTe+2Jdo0nLuB692KTeXEadtYqSvmSEqwbite75b99jKHqNsZZw03K0EUzdMExvGfV45N23AePe920udVSvO6m9jUTkIyOeKc5Tc3DUqvZLugLP9TW9PNiXPf8+1Vzb4p+HSamHzEqcgYJQn37a7EOcfkV6weTuw2jVQyC1lBtVVBYRXDFHDOcrua6Ed47if2hZwaXNclr9YJHyoezjOl04BioOT314mkDW+2DU1V4GfPx+eeutIkRFT26z4OAu5PA4du4tW2ATJdB59PgV3rWFeB597TFBoVRv7wRWgJ26bgy3F6oc1fuoGHyyxqyVPiMMF3e/HrhBAFI2oUx06etpV8cPz4PKFz5v5oqJ3i/nDh58PAm3XFpq1pK0s3RmY/M1aWgBV/q9Nopfj0PPLp6Szi7Qz9HDHAFCP9LHa7pizYNdIaST7wl3OCJCuL0hrOPgpdYwo8nCdiily8xWnPH+8ThU5kq3keItcNPPUZi+eh8/z8KMOcbeXQxjJME6WzOGfZt8uwbUoMw8QxiAHv3a7i56cL/WDpY2ZbCZD8afBct55/+RKo9BnrSkiBfs682818eJ7o50ShEkEZNhUSM51H7rpAYS58PljaypBj4HjqUeuK85Sw+UJnapKfWK8ani4Tv9mXDFHz01NPDoGfngduKsUYFSmdSCnJiUHI7GqpU3Zz5Kmb6EbhRoshwGBNxhrHqrbEeeRf7nr21cC5rdHasKk0P95duN7UVBb+++cLPmR2JTz0gSn0FAvMLSaZqisk0NKWQvVUgFFiz/jx4SIPSeDUzbK31pptW1KZzClkQgo8XGZQ8msdh4nRa65buPj8624Haa14tSpICd5tKx67mYfLzJuNo60KklKUWoYvrii4qTRjrti6yM/8bUndG8OrlTyNd6uC315pgrIQI1pJikVgXlbypmRKZ6lzIOuCwsjbb2gqfu/EB7sqNFM2VDZyGTPHPrBrFP0YOHRyMT33ntMY+E5nonK8XiKPAnWLrCvHofdCxMiGymgKFcjW4ZTi/VVDqRMfz4HCLlSGKGjUbfM38HrjNB/mwAFQOTFnzetNxattwxihckKQ+HJGWFBLpLPUiUs/cZkCl+7Cp3PgtrUStA9yRpkrmc5vqoJX1xuqbuCx01yvLP2k6YOY1deFprGJnw6efTEzmJbgZ+YIpYo89or31zWF1fzlruc4eX73ZkNlZv7lfuJtc+aXLvFPTnO89Pxrgv/4xhGywWlLW2owjsdTT4qR3iuMhk0p0+6mEHfQVWP5fOgFg4qmdRm047qVrPcYNG9bQ1kUdFNi0wjALRnHDzcNx6B5X3h8VlzGmVdrw/Wm5tTPjDOUheSRnRGzwro0xGj50nUL9Lzgzb6hKQSx431gXQk/22nopsxljmwLMSGc+pnZe3QW48L76xV3p3uULat/6774u79xfYh8PgnbtygKtlkOz7UWWNqm1MxZo1NknAJl0fBqbbk/B1KMbOqCkL7GJRWPgxQCO69Y1wqVJaZmtZyDOqsZfeLuNJCTTCb3TcYYy6H3aGPYOsUYMvdd4Ko1FE35YrYvnSSjxnHiqODtTo5CshKDQqEVfpq5TBmQJFhVWHxW3K4EIm6Kkve7Ar+cl345BsI04la1oGCniHNSYiiXAVTvk4DpqoJCZ6b4tz5r5STO9+PjSF7g69YqPh1GTl1HW1WsHGAr3m2kbdTUFetSE5Vm15YorUBP9KMXtYaCdV2xWxmudy1Ez8fDQJst79aZwwRtimAcaR7JShOyYl0ZBg+vtxVzlBZTUJbblaMsHW9NxLiSdQO3a0sfMp8OI90wsq4Lfv+mJqwaWqcYfOTp2KGNYd8YLkEzzJFPjx19yFy3JfvG8uF5ZJo7xinw0HteN4ZYNuxayzpL4cM4wz+8UhR1C4czlwC7ynDqM3HhihlrUSGRySz6IawWhtWpn/n5MPJu41i1W2pnSUoSZ1+TZWUlnehVFRnmgn5ZSR174Un3s2h1xjkwZUP+Nb9xUxZ06n5dCjrGKb7dKX45ztSFxlnL91f2hZf0blcvjOGObAw5JS6zBMtTtvz+VcuqKnnoZAJ6P2SuV9BUJSlD7TRNKYX4ECXJ5JzsgUEKD09dotCR0hU4Z8U/46RJ5JxFKWhLAapXZcmm9ngsb2tLUpopJm5LR2GEg/TtdSUkCmNpTaJyicfOMyfF603JulB8HAw31uB0ya6N3G4rrJWUVmGDlAmqkm2p+PkYeLM2+CQZ2a9SrNfbil1bUpUVVWEJPvDRKNaF5H/fupkvnaYPmbVTKOtwQbFtCqy1nPqZsiy4NRarhX5RGM2blSytv4Y8qrrGmJmqWfGm1fz0pMnBUxWW5yFy6D1XtebdrqEuDEmJ5QAy7wpZSe3aEYyhMJr/1Dh+fhSzoQK2taMuHKbv+fMYWZWKoih5XUnn+f5S85tNYtU2NKVYLQrX8HpXst9kKqulbKGluH+eIvgA2hJjYEoapxOQKQrJt1/G8NKjPfYTq0IKLfL5Kt7ta567gRkpaAwhc7t2rEuH0ZmHS+DtpqStJYSzairujoNUC83M221FN9UMQWqK3+3rX7fY2hpFnzR6DHyrpeP45RwxGipreOhmQJom26aQIUZIXG9qCit9zLeNRSPZ0cdOHEAhBGbteL+vWDcSRSt15qn3aC353i/HgdMYCGlEKaEgGGPJeSbpglergutNw8Nl4twPXIbA9VpiemjDrhXYt7KO20pwKW7BbzaFxnvhOB/7zGnKvF4LE0uXltOU+HZXUJblwqYqud40fHq+cLMuacqCMcG2snRzSUqeyQcGY1mVgj5NKWOAytmXkEHhM9omjPcoY6mdZkqZHANtXfNdlais4cf7C++vHWlp/RgkELJfVeSU6Xzi+SLzgE0Nb7YtRAmIPPeBhOWHtWWMChAZ9q0R6dmqNDx3nhAjnc9sKkfl5Ls0RtzE2kozaUqKyyzRVYD787j0WSfuznL+e70qSCny54eeq03D+43hywVcSDQucI6Wb7eOwjkUgV+eeo7DzLYuWVWWkGEmU1jpYL/fN9Kl7j27Ch4ukcdu4odXjjc76U07K1HZNss5+WU2vLva4ENg3VbC/4pp6RzLNXnXBVQfebNr2LcV53EJf0yeIQVWZcn7KynjP1zmX/ce1xnD//LdFY/ngadupnSW29bSuZrSGrRWL5rEygQ+HkdSFLLFIStOo+fVxvLUR7rLIA2bcyBh+KZ2VJUsc00KPA/C771uhUtUWk3RFouVTot9vLR8fyv8oD5+JfTBnBRtadm3UtG7TGHJD0dhI1nLefDU65rbwtKNE5/Onn0labCVC/ST589nz/f7kk0p//sUZC+sshTgD5cRHwLGCjrW6JLXa8fHQxRVSEg4JTdpsxTJ1+Wi3zRCuzRkfnoeWZnE4GV/XNYl+8owJUVjEj4mTv3MQx/4QUVykom7zomDh5vGkVLkZlVw13luG0vWFlTgtzcN/ewZgwxcXrWG0m1Yl0bE3sYwhxP9lHEa+mkiBM08B3qdOU9SwTx1ie9uNpRWgv1Kfd1Tyt8nZ7HYZ+3IKTNHKUT0wVAY6VwfhsBtLc2eYz8TYmS/KnBWEndjzLzaNIQEh37ieQgy5R9nVE4UZUldJm5WIu2SmYkSJG8hHd/n3qOyzCs+HQJkSWFpa+m6jkuQKOzf4rmibjkPXjjL3nN/6nE6MYWaOUSe+vHXHcDwUTi9XVTUKTJMiWEGUGIGSFBZISZMMXPVGi4TDMvQJsbEFBIFkR87L4OsrHBaooU6i03tNHkJH8TIp9OIynJRf7NvCIsH6HkI5BwXiZaU+E9jJCfxsW5qx7GfmLN68TUVRi74HBPGysTZR8npvtvIUnuYBZGyX1V8s06MCS69p58T769atqXmD58HWtdxHmW1sK4CzyOc+gO7VcWrTUVsC46D5zJ6Kp2IWZaCj70nxcjtuuJhSGyN4qYtsAryU491ln0lwPZxmjgsjStjDDkF/vjpQN00UoA/zZRWcR4zxzGzqRKNlfSaVZnBZ54uI399nni78fQ+85DhZuV47ALKWK5aUYqch0BhFT89dPgws25aNrWjsoZuDPzlvqO0hjf7FefBy3UwR9ZJsuhPXeTdVibyTiu2bcQYw/kyoBFRWT8HSboNiW/2JQ8TbGpLiJkv55nnbsYYy74VjaYzio9PFz48D+xqR20Ej4S2zClz6UfOY+SUBdWzqw1WK05DwiErqOdO6nm/u1HcD/B+I3ic4xhoXOLjUR6eVoNP8nC1+sKhDygtpMl32+bXXTLQSoG2vGql1RJCYAry5qucZU5JRuxeguabtqEqJVIG8qbs5oBVmre7mptVSTcnDv2EVYKkcQtovS5kyRxC4DQGrM1sm5KnTuRTr1ZSWvBe2jwhyzK0turFmxuVZldbgZhlsQx8Ok0kpWidwOq60Qta1IqMq3QGtBFqhbfc1g5Q0jHN8ra+3ZRoV/DNdcupn6mqirYW1OlliuyakqAN19ZQOamglVYL1zdnjpOiqQpe6cB5ztRWlqRFIeH/KSlUFlWmzQFj5PirrQouUXNjE6auXm5oay1vV5kpyVR/9pG6sHxz1QCK724su0Z+7UM/o3PkPAk/WDLYJY1T7NuKMcAwyQ04RUVdGa5WNd94sSaMc+AwBN6u3fLvabwuuGoLlJW2Vp8kpFMUBZs6chkmVnXF1ULOVErR1iXoC85q6hI2NexW1aJRESpI4zRVVfK/flcyTIEfnyfe7Gpe75oX2OCrTUXjNL8cBs4z3LaGKWS6QQB/163joZc99G+v5U2dJ6lVFi+EDIvWSmyRpRHnceG5XjdcbWqmpP/d++JXcePGKET+wmj6Sd6g21oOufUkEDNx2MaXG0GKBAV14YQA6cVPewmKbe2YQqSqSm6WodPjZcI5R63BmJq6H5lCZPBiUG8LoT/GIHiYr4Xy0ho6L8Oh0mr2K9kLf7nMXFdCgrxp88ve+zKMaKO4WZVMPjJE2FeW7/ZaqPl2oq4q6mLJThu9uIdqqkLsbqXpcE4EWNfrRrjEKKYYaJ0hFRaWiOUcEvtVTV3IkjunLHIvnykWwuVm6STXpWNVjPSh4MNzx30P//Rmy6Z2fL4kyOFl0GXInJKh1YHHLlJYWUm8WhXMSfNqU+GzxBLPU+DpIoxjtBj0vtnV/PkuMCb4x7c7Lv3IjFjwto18Nv/wZiurI6O4aR3aOl7Vlp+PM6tCcbuRkkXvZdLbNjJ0e7WRLm9tFVOEKWbckkFqFteUT6KO2RSCzxlnjw+BT7MUFbarlikNFHqkduKIKq3EU0MIzAl2TYEhY1zJ7UoTvOdC4DAmnIbTKFn33ntSFALpZYyMIXBdaCatRUeiZFWhSaybcoE5/MojjwCXKZCWczOlNCBd2n1CNI7G0BrF0yXycLjgygKNPNlUjnQT+OAX7aPcgElpHJGkSqZxFHsfic9nz8YJvUHluHB/NVlb1jVc+sgpS/XuK0pm9oI66X2m8RGz4FuPU2JbBo4+EbJ/Wdq75egpZsWulP2OYGbkeGQYBh7GxL4yaGexKtJPM78celLwnMfE9coTkWGP1lL+HmYZ3sxR8DQbFQlKlsshQT/PhCwAveuVQM/uzplVEjFZoRJ3Q+a7rShFmkJxCYo0RiqrCFkulykkKRkUhjEZMoGbVcGXY88vi/9m9IarVsDo+1b0lh5RfUw+khcggFXyUP10ibxp5ay7GyY+nSZuVyXaaLopMkahY8YsDZ1Vafl4HDkNk4RdFpDcY5fYFIs0ewhU1lCqzPMgFMwQPE1ZsC7TS/ikcV8f9kAS+sh6mV1kZUhJ5OXjLNfgeZTragqJMcCN9nI9FY5vri1tWbzQorTSrApFHwQzXBdSOrHWwORxWhEwrCsrg9Fx5hBlYPWr9uOC3JzP3chTP1MvPdXnIaC0UN9DyoxB9JsP3cz7Qp7qDxch+m9KqfsZldFKs64dJiv++Djxu33i51PgqtKgStZWKlyazHFO7JCl6HULthB95HUjfNPHfmb0Ca0VtbPUTs7jbBKub8qZ56RF3qxLnFGEqLgEzfMS2VRKMaelg1rJr3ucItvibzFVpRX9JEc0hyg3BNrQ6sxlDoxz5PsbacdUTh40w+S57yOvV2Yx3MlSdrOA1YY5EGJmVQrj6DJH+pBYOXmgDEFsEKWWvez1qqBScjwSQuAyJ5qy4Lq1QH4JO3y7K7lMgfMU6abIqhTq45cuclNlHi/So95Wstz2KZNnz8rJ5/1qLXHRxonFoSgK+nHmui0ZfeDhMi35ckWlE33KFFmEW9040ValnMF/JVnGINNbIIWJvz5NXNWToHOd4aqR7c+qstSFnDyg5OH6NIvj5zQGmlIMCftVzVUrtMymlMrpcYzURrFrlvitkiiUjxmIVEVJqxTnUQZX1dI++hqeEQm2xippHBmV6edfOSwuI8hTljPDwogSpLEKcuLzoaMuhJR3VVseewFtd3OksZqrRtAomyjHFCIIE8TnrpAn/DcbzbGfsDbgo+x/d23Fpshs2lpAcsteSyNOHaVkSWWWs8bz6LFayvbOFQIGW/YuXy6R03CRt3ZpebVy/HKaKclLnreWVYUSsNvoBwqjl5igZlOLeyilxFoFYpCapleGfan57BM+eD4eRlaF4TmJe7V2cs47zLPoHG1msnKu+9x79rV9IRu2TnNOGmPkCON2U3O7Lokxsl/2dH956HhfKbqQBK2z0DI2lbCU8yKL9ilTm0w3zZwmMRVeFZC1wWYpORyn9AKQ+3KZaY3mEniBzj+eEz899bzdJE4LGTLGRGllaXvphyVuaGicpS0Nf3wY+UZNPF5mSiPXSB8yPggO6Oxh5RQey6tKgPJVIUWP58soiKJl7nAaPKOPXLeO4yRFiJRldjLOUU4LyC9gtzmKa/nQLbyptqEwmYduQisNCqySQE+MkXNIL5SW0cufz6oSnyT4kfOZZXn5f/rzd3/jKgXjHOh8YlNLoGD0klSZltD5b64NWQvSsi4dTskH/eNhZNtW1HZkCJm2tDhT0hSau+DZt9KRzDHz0EfeqJmAonSWfW355ZTY5yhDphw5LX6gwkqGeFIavaxmLuMsJgM0b0tpfPzprsMYy67StFVNUwks99TPrJ2SNFEM9NiX/bJGzO45ZRyBj8fI7QJcnzM4BV/OI9u2ZlsqnHNUhUDQ5pAoGse0NKisyjz2nmkW509TOQ5j4NWq4GpZNXx6vpAWnOiq0MxLKWXXlhAD//ow83/5tuAyZbopQgo894FdJVuLD8/ykKmXaqRQLBI+KZrS8mZdLfxmTxVnlJWbnTjyZYx8s7XcNpaQ4FUpfLAYApuvhj/g0M8cLgNTSNxuRP95SYrL/5e6/2qybMuuNLFvqS2P8OMiIm7EVZlIoKqLhWYbhfH/P5HWfCBp7EYVkMhEXhHS1ZFbLMmHucOzadbAc15/SUuLuB4u9l5rijG+MSe2qvAwJ5qq58frmjkptm1m8InHi+jP56TYOcOqbUhdhdKCYB29Z5jFuXWYMndr4WUZY17YzdbCRi9V3xh4Og7MRXPXC/A8XAaGWCAlfrk/8niZ+PZmzettR1EWrQOUyPNFsLY3vcM0LVeN5ngphBjYT5nvrmqGVPAh8NFrHi/xt+0OUggQrlmmmUMIvNq0rGrDx4OkuRVlUGS0kd3a4DOvt9ViSq/4dJzxIUokhRZh+PMQ2fUwzzNz0VJSLvwgKV0Mtgj4a9vXDKHgtKJyYgZQMdM7w9lHiheReVc7KIUpg1WKtq647iwxiaxypaWEfbpMaKW4be3L8GUOcqMe5ihcpgyFgqWQYuQxFEn0K4lUDN1CyIgFbnvRwV73wo2q6yyY0Fh42wnzOSShfpQ88TQE6kXoEHLBKrX07DJPqLTieJlkAFNlTgEqDbtWcQrQWIjIrnpVCaT9fkjoHAnKYZfp6bat8DHz69NIip5U17zrDRn5dw2FOWb2g4hiVm1D10TOc2T2gra11vLddc+7q1ag9VpEGe82VvzFIXGeJ+7PM293K9ZWM9X2BZdbGUWlPSxEkI/HmXdX7RJmLbSQ2jq+2cqG4HmMWCV98E3nOI5SOp+mSGsU+wCbqqCMw6jA01TYNooZzap1oBXrtmI/Ja46y7bS3F8ilYaYMlkZukou0tMYMFhiTPz8JKBBHzO/f72mcwryb1iAUYrkiH5eckRRAg+vq5pvNjI8sBqMqagXwnxMA0rV+ChDmc4pUpZsnvOykrhZ1RhV+OUU+HZtCMoQFkXMHBJ+nvl0ELfLqrH0leVSHCVH9HKjuFKotKaymrdWBiSxSEnknKO2Hucc42WitXnBfMoEelUZVl3D6TICIrSonaQBtrXczE/nxKaRPk+XiQGFT4Y364KpKta1k9gONF2lOShNWXqonDNpnhmD9FNTiFSzTGB1ybjK0DUV3+56cpbsHZ8yjZEDYz8E3l1VnLylr8RIf/KFm5Xi6mbzEhditRwgb9eKz6fMdS+5tj6L/DBmkZGORYDqj2dPUxlA0hWu+lpyf5AwtIRmU2t+uSTqlBZUrfSadVVxtZIbPKEBIX50TSUDv5LwER6PA/sp8d1VjTGahwDftDIPyTlRlhalrRRKQbf8vFNRbKzcvlbDUCRyZt1KTtHKiZzxFApdjnS1WCqtAp9E4/1m17Num0WKqtknWFeKrm54HAKdFY+1JmO1Erplt+Tmes/H4wwonqfCb3o4FbM88LUWUf1XdObXX2hjMpeoWdWK0xRwiFl8Vc1yml8mtJEgZ6VkN3qY5QYfQ2FXw8MC6L5byUN0GBNzTPSNpbGKn55GbvuKrtL8vJ+JKfJ6XfN4iRhV2I/wNaF9VVvRuubIKRTuKumxPj3P3IwevSS0f5pldfXnx4lvrypQehEVBLoQWS3ZM9vGYNTMv9xPXDUypTxExTsXiVbx0+NIV2muV83iOIpYLaVyLgI5P8VCyomUDKokTj5zCRPbJFEhU0yAyCOnBOtlsBKz2ByHVc3zEJnGidNcce0cUwaVIz5rDInzsm7TqqYA3nseL5bGWioDuqkknmWB9Z1T4nnKrJuZefb868PM9xHWbaSgeDoHygJMMBSmkKnNktM7Z2pdeP88cjjP/P6uwWfNf/t44M26IhR5WeaiUV4iPY+TVAilyM9w2whlUtIlMhmNJvE0LCkXQW7orCT7qHeFpJSs26aZ9/tRBoFW8Twm5iVo+zwnigqkotjGyGmYXvKTdEnMUabpX+E7x9GT0dysYL8kbGil6G35bSunjFLcnyY+PI+sKkPRho+nkfMo+a+iaVW4znEaZ6ZYuOksdV1z1QSqqkLlxHOQ9c2ubyBH9lMkhciqrmRVg0DenAm8XkvU4spHVm0t8YeIWupuZTlNhSFkjMovRv6cM8bIRHZdKZ6GwMpK6R1jxFlNypnKGiZkamqt5W5lWbXNklInYPchZCBx3SguIWGt5c3G4qyltpqrIL34aYpctXIolSiRKa2V8q93htMoiqzWKuaYCXmmZFEO1VZu/LOa2HYSpOxjRp1HqqriblPRV7J+q63hqi1cRiMG+ZxZWfDZ0dey3sk5s27M8tCL1/i1KvS14fMxvzCE98u+XWtNxcRPTxKD+X/9bkVUAkZoayFwzDFJ+FkpjEPkOUQeB89Vbeh3a364ifxCEfnqtuHXLGaSr9P5vlJ8PKQlYyizbitC1Mwx8XE/cb1q6HQiZkdlYf4aDldEULJbtawb9xLt0jnL6INE15CwSgwZu9Yy6MyoZd3XWWlN91MipsT1qiImOZTHUHh7ZWhrx7arXpR1fWU4jCJzvUye5yH8tpVTBaEpOqv5fArcrhVtZXFaib+xRD6dBe7mnOV2ZYjIzfI4FnZ54jgXNIWzUsR44WmCSmeuVw1ZSR+UUJQU+KePZ/pK822deRwSIc24yqGLX+SVQpqfQhQKgtGck3hx160ipEiIcBwjXosz6TJFvt85jtHiiqwautqJWH2hPYyxUGvB4jgjnz8lSRy8W9WkhYjxdJ54/zzJLrNv6J3iz59PFG34/W3HHODj3rOpQRvLNxsp284+smsd5zmKmmlKlDLyy37mttUo6yhJVl+GkS/HmftnuReOY0AvPXEp8JcvB0Ix3PSGGGsOk+QvOSMHlqGggS9nGfBoMo/nxNMlcLOqCUg//zQWrtrE6Av7S8QYyzc7mfSmomSVl2THetVXTEH40Udf0KeBlOV39+UsYdHyM5V1ypdz4DRJFXOeExmJJznOmZs+c/aF1Tjwx8fIDzeFu+1qGRBqphAZvKfxlqfTwC8PZ7arhndXLWOEN5ua5zGI82wKmOL4fArkIFXe8eLpu4q7zvKYDKVkni6B615cZg/nGTfKBLpxBp8KD2fP7Ur04kMszOHffWeB38CLq7Xiet1SW70YkRWdUi8L9ynB/+FaU9e1CMOVSBLRlqsqo2xFVxJtJRT55zHy+5saX4Q3DHAfEqYklHF8t6uF5Yvm1dqzbcWtcX/OpBTANWhVMEbiEouSbJjKKK564T7HDN83svO96guDl6/nx618rk/HeQkx1qytTIZ7JaXWq5UmU3OZZqaQSSUQsgyNrntH1dfUzmAXQEDjLNfbzLb5K/Ll++tGXnz+alRwWkrD0xTpthKpYq3lro8Ubah05hAURhWcrfh213IeAz6L7LAyYKzlzbYVJE9jOPoMSg6hVSW37egDx6ToGsdVJzbGq0500Qcv+KGqqshR4jqvW8scM2mxVH4FuzsjdsKvPOPKSP/e1RWrVoLNtq2mdmuay4gvmtuVZQ6Js4+sbOHVrhfY+P7Cq3VDQqG1x7iaH6/BZ82P1yO325WsdZTikiTv1y85S01lWfc1b7cNzjm6hfhZ+cSwKOtue8Vtb9iPNeCpnGQHt23DPzQSrnZ/kephSkL3/Bqt+norhoyLX6JR58zrlWPb/rtVMvAbeHFLKdyfJnJK3K4bPh1njMqyO6wqmqpQ17JvLKVwmWaex8RtG3l/8PzhzlGslHNDEgTn7Uoe/jmIu6Rzmucxc4Vogy9zIhfZ4yUkgqIyCnBsGvmRJYRNNIfE55MnRrnJMhpVEod5gbIvYDWjRctsrHmJ6TQkMIauUeSseR4GQoJtLSX3tnXsenEvHUa58WNWdJVdJsAJheLtVhw3X04Tk4+82VRcvGbdyC//MHhaC9ZIwp5RhUuCViWcFWH9xSfuOsvDy/BGsVu3pLTQIYMcLF9L6vMsUr2+qUU9FjMfDxOU9IKU+dpGnH2iqxwrG5izosqRX54nzueB0+BwleV1rzlHkXfebSrOk3opeX1MeO/5dPTc9AJHGL30i1etxdc1jZFkQIDzMPF+Py+sMkvMBa01btnFn8cJZx21TnwcM7t1YpxZ1FERZxRkka1uK82ul+HRFETM4fSIVpqrrsaQOfjC7OG6gS9xEZBYWTn1ldyorzcVKS/ZuE4qh5gFfH+YM41O4hsPkWEqPI+/8eFUzoUSA5cAmyjZuPshcRoHts1M1I6rOnCaw2JpE5SJtWJwT0j5cw6BpDTNooxaFUkheL3t5IEk4qNjCnI7qYVesKoSc4TWWaFuTGJX2zaG+9PEurZcNYbTXLiERGsyY4LeaS6I++gwZdZV5jgZLF5uQlUowDB72lp+mXfLxPRpjIQwM8WKXVezcgqtZb0SY+RxkHWJM5ovc6CpHVedgNNDKDwNok7SWtYOPgSOQ+F6JQib/RhfktyH2bNpK86TZ78EWL1eVxwunrdXLR9PnovPlJQ5DTOfD5bJJw4X+PamfymPeye6Z58yz5dZIPKngaIFGLBy8C/3kR+uPBdvcSqhXc0320YCxWawKlC7Zfo/Ti/67lVtOYyR2hRyKYsOGWIqPA9lmZoX9mNkU2s2XcXgBTh+8V5iSX1i08ic4TRlrlqZT0g/6zldwCC66toZXq0b5igD0Mr8dU1oNXw6iisoas2cNW+vGh6PF/7tfkaTMVrzOIhO+TxKCPuusSgtVYPWmiGkl+psUyk+nRQlyUGPtWxrL73Ov/Pxt//iFpH1XbfyS3RasWksh/PAwynw7Y3hPGeGOb6EG4+h0GjPrncvJvIhFN70hYekCTFyP008XQKbSvE0Bp7Oge9yRuVCKSIb9N7znDXG1XRWsa6t+HW3ctOOo+cpBFJc4jSRm6h25sXoEFLhqioUral1ZgzCMA6lELLcVO0wcOKv6itdEjEmnA6EqPnyPHAcIp3VPJwmFJlN39GawhBlxTGOI+el3KqtpBSEJNk8xmh2NmNVEdp+jhjTMswjz5eJkgIlymTUlIAqhsNl5t3G0TvZhQ9z4P4gtrU5yqHhtNy+JXouUeFTXthUEuJtjOFm5Xg+jYxB0xrR6UYiVmtuOzlUP589awcnH1CN4+eHkeMY+HabF+KhZhonJp8WpVdmnDOVVVA0YxaUzu+uG85z5OEwMM2iTZfsJUujlyyilOht4WmQZ6k2coB/pVtsWpk9VFZestFHwjwzZ2F8bRqH05I5HOdZ/jcKWyrGyLttBdZROQlu62qZigM4VV78vleN4bL04D5lepPwKG7WDUYVPj2X3zblMefC/WHCx0IpMz5kukowNSFlXl/1WI1Ax5UwjYbjhf/5k3hSvybtnc4j90dodGHT13x4vjD5RNfU9JWidRL1eLiM1M5jSuKX54Gbdcu3leEvzwlTxDO56xzHuVCphDOax0uQrFdXYTRsu4qHkzCUFZmP+xGn4aoXUNp5ClxC5qoRSsXjaWbdaPqmYo6QYuL9fqLWhU3reZwi17VmCpYvx/HFUP7TKbCuNMdxZvBpUbYWVpXl0DYcpkRfaaxW/HyZsdbwalUTkX7/NEs6wfunxDzP5KIIy8Dl8eL5f/55JCrD/6A1k0+cItgSCFGxHwNFXdg0nqchYJec28sUeDoNPE+JNyuH94F/fZz4dm0JBVKBvtKcxsSX48B1N/NwmRiHC8do+T99X7DWUaLnzw+JptLM3vPfP5/QRQwJCnhabrR140iLiWLatBxGz+f9iTFk3u5G5mI5DxOftGbrA//65cxNZwmxkJOEh7mlOjvNhesWhgDvn0eMgnEc+OV54nrlOE0d276GAilFkUXOgfvDKIq+aeCf58C2a3i1zgza0djEx8cTew/vtjWrJdQsl8XNliWWdJg8Uyq83c6kJO3hC/bjf+fjb/7FNUbzD+92rBYD+sPFc9tXvN52hCI9wxAyaC2xjbXj2TX8337smLPGWrk9YcO21mLrqwXBopTietXiY+ZuKzfl49HRVJbjGNiuO3Z9hdKON1YempNPrCvzYurOufDmOjJGeNVLuvy2E/FHzhmfMm0lvVpbWfqmghwlMS+LvHF/unAOkn+zsoZNu2bTVZzmxK6reZPiMoyp0AtHq3EGZy27lZAvG8OCwZkZfGHbV3x/V2GNcJ4fL55da8lIDMfgM3eLF7VSmf2iHf769T5fZjFKxMA31xuOU6StNMk1vG41q1p6ubZyNJX0unFR/rjK8QOBCcerdcNuLVTJ4yQJem3lWDczKMXtqqKrNY91wz9uLG9vr2QmYA2VSgQs163l//L7is4qjr7QWUVEKiAfM8+XiVAUr9cNr7Ytb7Y1xzGgqoZ3jWwkVpWmb2q+v8msa8tcNLet5n6ouW6tMKCeT4ypsKslYPoSMs9Os+47Xm1qnHV0TbVUHYmrXowuJecXf27OhfXSOr3d1igUz0Pk/3irWfU9IYsCT2spu621bLoKSiHEJPZMn0il/MaZU1qS0r5cAjdd9WKKnhKUHPjz08S7tePNuqYos4jyHa6uiF72s0+D9L/eWVpbeBwTqsDNWj6XpNzLj+LooXGy061SwFkn5vosiWt3q1oGS0VsWj7mheF84csl4kMSqoGRYdCL4T9mztNMOg/8dAh8t7UM2fD9VYPdbbkr6UXplYpIK3s010v41afDQELwOCEEHs4zFLjbClRbKdFxr5bBTd84CrIG6qjYthUZmU6vaovPiarIQOZ+FgL/fUycpkRlI+vGctMZ/u0pMfpIKRldNbzq3Yur5zIGlErMWbGzmtMkSNvXVeFh0PSm0Lc14ywHQuMk/Po4eg5jZN0ImH2INT+2CmM0+ymxrkXO6JPiymrGKOul/RjFWJ8lTyqj8TFireWmrV7WXr5obtaSa3xJ0FmoXCXBYX2D04qbxonTqDILRF6gAJtGdtyhGBqruFm3AqUfPT4nnBNd98YZBmOptOBxfFEv0IKqcugYMNqglJTLBw/GRRKgnIWYuZ88t32Nz5qrxnBGtOBvrxpJe/xt73ELHw4TVhW0bl7SBq5aGLzmnYuMQWx9TiUOo/RkX4OpXm076oWZPHohT7xaNTxdPFbD8yChT6vaMs6BzimBsNWaPz0k5nChayo8IqpPRcBz9yfP3bqhUHg4eRIC1W7WYuZ+HgS1opRktFY6vuBkv9uIN7U1ijGKICJnzRQD62ZJI1yiOSYfmWMiKy0e0zmzHxM5STbsFCLOukWGUFBVRVby58pKT/fVQra/iHe1rVu+XSbiHwcvqQHOcNXVbPtMTjLhLMqwWSJajDGsVWTKijAGOicHZFs5miRRH+fJY3XF5yGhcmLIInM8TfL3pa8XysRllvZmCFkombVMV9+sRZroY5EwNGcXLlXgOCX+8KpninCcAqOPjLOnrSuuOjm4rBL+9dlL3q7Kgf2csTYSS0XvDPs5YSa/DOLc4rEN5EUuOsSMJRIWEBzaMCbY2vLibZ4RieWXIdGYQs5q8SknCabeGFIRT/jNqmGYIz4l+XktaRfPw4RS6uV5tTqyH6SKy/k3vsctRWBaxkl5GlIhhCBJbrWjqxvqSnp4Tebz4fJCfhjmILteH5lCIufEHAy7VuR5cxDzuHOO02XkyyXwauVACen/utUMPi+KK8fTQoisjNi0lFI0pjBpxZtexPypyCqntV/NAwmrCr+cI2834v1USrHWglI5DDPPp8i4gM6+4lEqMtrplx3mu7XjOGc0mU0Fpmt5OM0AdJXmOHo+Hkf+/s0VfWX48/2J3gROXoLAKyPMZ6fFnVRXglJtK0NrLKc5SPmWEtpZpjDjjKJ2MkAqRRxU764UTVczBtlPgtzirU1MUV7KOeZlZ7oMhHJinEUWaSj4UMgpcQxwtxYy6rpxdLWoyY5jwDrLG6deVn0gjqy2aWnKAsBfOsBVbRa9dSZnwRX5JOXrgKMNCWsk2CukIoOhOXHTaoyWg7IsWcV9W2NDoqksl1FS+Ky1fHfVMCyY31Vjl3IZWisxtjFGGic3rJA3JJcZwDWOnAfOPlEn+RyVlVDx0YcXUUlj5PM1zoou/7e8DipLEz/6wrYdiRkus+f5EvjdnX3xhHrv+bSfuD+LTnnVNXx4jnw+DMwxMYdMa2HlCh8OI6UoHk8Dxylz083cnyO9K4RksSrw5Siys5IiYYkCEZF6JiqR7w1z4NNppiJxngynwfPtTY9RhZ8fz4TgmaJi1zt5KUzFYZD1RMrwrVI8nye6pmJTyXK+FM9xmHk4DPSN5dW28Hzx5CLguf1l5jBGfrhpmENkmKPEYaTE4eIZ5yBhXRTBl1aay+TZ50JnNRHLPEn0pTaK4ANRaz4dPNM48fMhctuLXPJ20/B0mvnuTvaO989nNAW1BKR1lfhwp5gwSrNyIsDPSegQX7FDMUaS0nRWMQUxnr9a1axL5uNx5qeHMw8nz3fXPbu1wWjNWmc+nDKvjCB8piCUR2cUwxQWQonkLz0dB851xW1fE7VMasc58nTxC2gBYpj4l6dEKZm3a0fGSODaHHk8q5f0+pyFqf31wxmFyokxGKaYqG3hMGamWaq3ykhU5mEqtDoQQuYvD5mmdnxjRQ9/WgZZq9qSEGNGCEFCy4ZJnsHeMER4vsjfuz/737ZWWSnFzaajpMDzGAlRbs6+FnKem2QP+nieqYzi+63l4znxrQnkXKitYdtWnMeJT8eZVWahGlowlqYKGK2pjPwgh6czGMfrtcQvniaoVH4Z4/sCKkn/0rc1/9DKcGwcJwZrUUsAt4DBvpaTFmvF5XOnNU9n0T1/1Sf3Tv4bcuB5LqLTbcU3qpWibxwxF95uW676huMwUrkKnz1dLQeXMcLgCrmgUnoRighWNnEaPUPl+H7nmLLFIsO4cdbcdvWLyfs7G3i3bfhvHw7sGsN5MqwqGSztx8B175mKcJBHHynIn/tUyEqxqTSjrsnDRFaG/WVmPyQR8hstAVkG6rriMnm6WvNf3m5IRXOJmXyeMQqeQ8KWSEIwO+M0MYTM6TLy4RTZ1YKmUSny/jhz2yVaZ0EphknEOJtWjA3Pl5mHIfPtVgQhPx8C79YFnwWMFzJQO7atVGrtIs55HALTOHMcFXfrRiyCRqqgQmFTy3M1ZU2jPO8Pgmm9XTf0TvPLXlZtc8goBZvWodRy0yZ43Qsv++JH8esGv+RF9fRO/Yfvxd/8iwtwt274eIBdozl7xRTg252Y4B/Ps1jLSuE0eG5WLXe9KKLi0iaEVBYfpLB9dquWky9sK4NWeoF0NZQCtV2mu4vlTmuNWvqmKYEjcT9GnMlLrEnN2giD6R9eNxS12OVy5v1+xBiRWe5WUv7YyrJqa646+dp2rWUKiffPF9atZBStu16mz0gECQTJ8smKnBMpQ+8UjWvYdjXPp5FsNHebhlVtef88kHLietVQW3nprrpqOUAsFVLeAqSll5qSIFQrI+Xq4TJT68wwRbG21Zbbdct3d1c0ixrsNMsUedNW1DlzXlhRq0rsjXetwlYV/7Ds4J8n2bWfY40t0ruvKkNVtRgEyqe1ZvKRlCLPPuJm6Y8PY16ygyzvtgprLGd/omsqrtbyc79dicLp8TSQEKyMj1n61tmTlQaj2bWJYir+/pXhy3Fk9GK1DKnw+TCw6xuuFm3yg0rsh6/Qt0zwAuSbfKLWM788T7xZW6aiqQlkrRlj5ru+pm8Kx0shJU/fCMUkIc/XRs380/3MTVLsFtnn00lkqj/dn15A///ex9/8iyvCrwI54NyKtZKs2+cxsq7hMgsEbO3gMUsZkrAvILemMoRY5EbJmY+HWfodBYNfypYlFKsywv7JBYbJ8+nkuWqkdNNmEaxH+beqyjHGglIerTW5ZC6+MC6+2nXf8ipL3Of9aWTXyiFzmcNCSczcXxJrJ0wprQ3bWjNmwzAL1O2rhfH+NLO/BP6T1TycPO8fj5ymXgiHc+CXx4G7tdwuc8xiuNeaVW0pyoiQI4lA4ugD32wbaUGiuHi8l8T5eYZP50RJkSkETqMMv/5yf+HVpn650YeLCOTXraNtRC0Vg6ysGrUAvp8v/Plz5purjutVS99UbCtN13VUfuK/fZ7x40DZ9qxRfD7N3K4TlVHiwPGJjweRMDbO0DeGH+82aK35chhoS8RHeD7P/P2bFamI2WDXFpy1rJ3npyfZnzdW1opfv2dnLXaZUYgNUjC0tRVppzMC2Q+p8HQJHIbAu2vF3ablOHqgcJoiwxQwJTFFy/Ey8PEUWFsptU9ToDJijBmmwPWqJRWhe+ac+fNz5DzO3PaOwyQ6grZ2/HgrIW27y/xbJ2AU/vx5z+fDJGgXV3G3ql8kfbu+ZlULueDVSri7VSqcZs+0iBnGkLlMUoZoMikngaHnRM6SzDf6SHKOm5VdCHtivYOC0kIjNFWNM54vZ827leh+H07yda0qoVZsa+EVua+T4ZjxSSI7GgNuQXpOyfC6yyQjJvB14xiz5lWnOcyJMM8EJcOZt1vFtq8xznHVZQ5Dw7dXNVEJwwqlyCnx+Ti/7IwNhV+fBzoLQ5RpqVKaTSVSztMU2HWOdaV5GiPD5HkfwgIsq2ibmnfXLWefaWvLHBWty8vnEbva1xv/cJnFq1rJ8OthkH//213Lu+uVSDxL4MtU6JoIxvH3NzV/elhSFKxm1zkaLdRFHwt3q4qQVhi7/OyXQ8zHzGHw0Ne83dbcG8UQCpbMtpFsXkNhTDLoqYzmeYy0ttBWTnrvIuaA/eiJMdG1opoKqXAchdt9HD03q5p31x2VMxiztJtFWq1vrhqGyXPxUkYrrWmt4svJ45ZDwlq75Pdq1o3l6OVrTwVerx3D1NPVFlMMjvgy3HRGcZz/XfgFAP8xdflv4COmwvNFtLWrVnhDX3NQRx+orcE5cacYY17WOzfrjh9uOhLSb1preLVt6duaVPQCCxe0q9MymGgMXCbPXx4u7IeZlLIA5ibPfkq0TrjA62YZiKXCnITpG5edqNwWkdMSQaKUCAVSjBx8RuX0V1D6OdFo2QsqbbnrHaZq6J0hKenhrxpDNhVvth21lZ3jqnWcw/9GT91U9E1FV8leVC3/7jgHPh5myiJUCVn6wnmeOU2Rj88XDnOicZa3u5ZcvnqB4fW6Eiibz1z3DW+2FXP5q9NoirxM5rPSXHcS1YIxfL+1RNOwamu6RnrZPz5MdDpzmgI/3x9kimplx/5vDxdOw8j9ENm1hu+uV6z6FX/3es26E1dPjIk/frkwzIHbdS3B466ibxwhRn56GplCJJevjO1FpOLs8vWqBeaXeBgExLCqxEI4pQXho6F2wowefeTDYVyEL7LnfTwLaLAUcSf5RR/RtzWNM4LCVZquFgKJ1vKMZRTvjzI91lpezO2q582uw1Q1r1dOcppT4ukiz42x9rctebRG81++3UoGbCNT2crI6X6aAyrEl4rCGktJgacBbnol5ewcuF3V+CiKqLqKOC1WuspqmlI4jXDXqxcCQV/Bded4GgqvWzkQjBEmFQVuV5Ior7Xm9aYTFdU441Pkyzny96/EFihrqPiy+9tWmv0UuesL1lbkfBHWkrUcZ4/WDZ0SouT3Nyv2l2mx/OUXccaqMpiNxKZuO8d+FArH1xjSymqcq+iM7IeHULjqJCWuCUEmqcby7ZXmyznweqV4tVvJz7d23J9mtNacxoHJOVScCbmwaht+dyPpgzln3t30tMv647qvlkNEsDgRy3/5ZsW6bwkZ+kbseX0rirJNV7OuLY2TPe9lWiDzC/Bv1WpizkyhiLLLipk/RgGyx4WMUZnMrm8YZo9fqoq6FiTRl/355cVxG5F3JkTD/c2mZj9FUZ71ouTqmor7Bes6F8U3WxH0CJFRbr/rXgQ3Vi+xJIj5A0QV92rTsG4dV23Fs1dsUqAowx9eb0kpUVWV7OUXOII8l5njHKmMYreSUG1lLG+2zW879MtohbOOk/eE5cFzRiJDamteFEMU2Wd+maFSgVhkAKK05v40cRw8V70ENEsvJiFQBiECDgpiShgyj5eIDydOU2TdWgqGb697Ui4Ms2cMEkb8atuy7Wr2l4n3zwPbxrLrLAlNyVlogoMI0fva0daOz8eRP168RC5Whi8nUXf5rEhh5qdjAGX49qrhPCd8urCqBJa9qRTHAE/7M3OEm01cSjxRb21qoWJsK8UlZMYkwhKlFIdh5jDM9JUY28cgoWBPQ2E9y3rFKtFLtxY+KMNNnfmnI1ydJ2JMHObM7cJPvlsOL9mnizNJU5hj4f48cdsb8fEusTEhFZ7GM1dtLSqu5UYqpSwDOMHtTjHL7pTCkApXxXCahfw4+MhlnNispHw9T4G+Mkukh6Bp+rYmhMiXc6Jxs6jsfASlSDHycJpZ1ZaIYlXBccpYU14SMFort+/XGcr+MjEGSYCorF7an8K21pSuISWRmR7HSC6JcY70tePt2vE4ZnIYKV3Fh1PktpV5SEiFaZr44/2FTSWKsU3jmGfPJcCuZKJA7f/dHvdvvlROuTBMgjOdk+KbbcO6llK5cZarvmHd/DVW4vVawoMvxz3/81/2NAQxwyNM3GH2nMeZh8OZ0zDy+TCwqgzbSrhATdPwd7cdTeVIYZa+eskh6hdN7rbW9LWYvueYUUpx24m88XZVM/vI48VTqbxoU2G3gLe72tFbqR6+ve7Ep4mis5qnIRKz4pu1YwhCxMhZBio+BHlxWo0yjuvesGksVgn9MYTA+8cL//z+iU/7CzlnXq0cm7ZaEgWlSslZ+qz780RfSWAVCJDPGYUu4vGdponP58yVy9yu5YYiy0FBjtyfJh6OF3zwlOh5OE+CxzWFbzaWX58u/OvHPTl64ThFL7GfSlRBvz5fxNiQBShfWQksv231C4VCxZlTKGwqudVrlQjF8nolE/IQI/eHM4cx0JoimNXLzJwU//lVQ79A4AYfX0QcZimHbzr3shdOOfFwmoSLPIlIZA5JWqRFWUaWCJdaCeljCPklHnQOib5S8oyGxM8PZ2KG60YO0ovPvOslqW+O6WXwtbWZvqnQJfPpMPDr04QrIqo5Dr/xCJK8rFU6p7jdamYl33xa2ECTj4w+cpgCZZj5/nZNCp5/+njmcDzwp1rzeiu3aGVEVFEvdjjhR2UaM/AwJq47h1WWZB2X8cxPx8Tteiapis/Hkb52qJL5t8P4krS2bQq5ZB7OM0rNnNqWda1RJfPxGAnec05C2l8t/dOHgweOnEOhUpLi92rd0FR6gc0pns/Ss2078ehWRuGspMY5lTjNkPLA85CJMeBuerkRggxX/EmA4RJgHaibBqvE/njV1ZigeB4Dl3Fi7wyzF7DZ4xD5fluJBDB6Hr3m9z5glDh/LtPMfkokP3OYErWzTEnzeuVoTeJfvgTuesU0J6ol2UHlyP2U6KvC06jpnWaaZu6DUDw6pyjacX8483CaebuxfDkFnqfIP36j+cvDzGWUSfvbrWOKcAkjT8eBpyEIGK5psDrROKkoPh4DdVV41S8qpyB/5qMMKi+TZ06SllCKoI2SMtRaXtDGyKEMClLgFDSOwGOy3PaGx7Pc9mefmGcZfH55vrBrFUMyPJ0nrJVdtz1fONiGH3eK7GomH/lyOPNv9yP/4zvD85DwPuL9yM/7GmsujN6LJOvf+fibf3GVUrzeVAwh01diAk9ZfKejD4ITqR2r2vDr84XJR4rSvNs1Qj9c13Rtwx9eG2qjOc6Zymmu1o7X2w67v+CLorFimB6jxG387ptbblY1M46bSjAztf2KUbW83TYColOKGGUVct07to3c2sYEDueB4hyxRHRJHIPiptHcrhucM3RIHs04hWWAJsJ5rTU3fcUlWK47xx+/zFit+Ha15ABhWTeKbeeoq8DTWRA1txtLVdesXGHOetn1Wo7W8M3SF//x/sKmdehlUv6gDOvKUBsFSrHpEtvGYdyFq1XFKklQmi6RLydhO21rx75UvO00b3crweOExFwsm3pmzobbbSuTYCQlsKmy9KuVZBahrVAPA+yHzO9vLa+2nbibsuWqK9SVJSnLqpUXLKaEtlZ06Rq6tmHdVmRtaFTmMGcRO1SGvrHcrWrRHStZuYlGWLhaPmbeXskA7XHwOKXoK9jPwtzuK4PSSkz+k+WHjSWgsUqRSmE/Jmrr6axB64brWvHp+UwolptVxbqTVugyebEYNqKLV3rJnVKGu7UTHUD2ZJs4TD23K8f1pqXZ+9/+cGrTtUwnIdmvG4dRhV+fpW/adqLGSSm9jOybyuJMS105rlctbe04TZqSC7+764XEuISFrduG1imeBoMPgc7KLa61pmpabM4UrSEXSfOrZcLonFArYpaIlG1f0zjFw5j5sZPS81E53m1FWdVWImY/T5Hfv6pAC+/4MMwvbOJVLQKJGCPPYbF+WcubTb2sRAyjD3yzrWVYk2HTCX9KKQVa892V4f4S6az0uEUV1gs8vXaGb3qJ3rh4z7bWdJVk+KSSeL11krLQN/wPb7dsW8fHgyjSmqblekikoqkqx13lmEMUVA+avrX8cNNxHGV6fd3al2EZwHmcOfrCu95QrJZ1SHRsK8XDxYuned1wu+nQZA5TxY2Wlcq6b5mmif0oO9bG/fWxXdUSP3P2ia3JL9uFxmkxh1wmfCqoLLrpm3Urw6vjRFVVL6KPYfYcRjHMf7OthU2tNOvGcefjQlSRFqeU8qI001rTIf3v7XbFqoJVU71kNG1bx6YpYAzH0yzAuK5nt4LDUL1QSrKp+btXllUjIpLdqv1tD6dKkVu3NfB08axqg0Ia+sbA/XGkqSJaKa5b6XVraxiz9J5fozdJCbQhZcXpMvJ8mSk5S2Yqls4qvswKNU48nqWn8imzqixZKQbvuVo1jHOQh3AJWq60ohhLozNd3aJUYL94WVeuMMavfXAkJcWHw8SmlnVVXHJjuqoCJebw4C9kLUHToPh8GBjmwBQLKztz9hJXWbSBArtVQ1uJ8mb08r3O3uPamlUlHOn3x8QuXnAafnme+K/vKmqdOU7phed0DnBj/pra/niaMUqDkkCzdeu429T0TcWqFcTteYqEEMg540yFD5nWWV53lazlSuG8BHFnpblyIve7P02cx4AuiedcEUPgeYLKCfzu/uIhRR58oijNDynwy0lwtUUJ+2nyiafzSEZJHnHtqCrD55PMFp4G2cUrpUgxoLRUBUqrJVpE+v3H40BbiXptThJaltE8DZ7OCdcrB88cJNBcKRGIPBxHdqtGqpaLQAq/WVs+HSceLwmlNaumljWiUVSITDcWUXQ5V6GUx6e8uN00nw+ek5/58cbQ/Na5yilnDucLYxJ6BUgJ83pV8TQEjoMXo7wWWduv+5k3K0NWhss0E3zgaZDd6j+8XgkTaUhU2qOdDJqmmEFJGfvrPkh6gNEcp8jkZ16tHM9jojtfeP80cBoD3143zMHgteZay57ydhWwrqI2GZ0TmJoQPDnDFAqqcnyzMuznzPE8cPKJkDJXS67r5CP3c2Tr5IWeozhedn1NDp79XHg+T3z0kdtVg3WWzWKpaxbnTymyxFc5Eou84G/XcvvNMVEbeXm+nIJEZ8bEw8VjVeEvQ8b7wLpqOI2BNxuBoV3mwKfDyHGY+eGVrNze7wf8HPgcEz4lXq8q/vTlwlVvWTVSAeWsyUUOA1sCz6XDToFKgSFzmhNbI2KYt2uJrBxmyal1ClkDqcxPh0BN4DAorM0L3VJ2sKvK8HieX35OTslLY/WiuKoMf/lcsCoSU+T5OHO36dk0Quf46XHg7a7FGsurtcZnmXTvWqnIng5H/pcPZ364EfVXjIbzMPPz00iMiaYyaK1QyvDpMDHMYhKYIuyM4rpzXCbPYVasHJwGoXd+u+uYfGTVyEFkleHp7NnUiueT4ueH4T/04/7NT5VLKXw5BaKfOc4yWBh95OE8kWKksdKX9pXBWce2glOQvvM8LUMJK6fkf/945F8+nVk3iqZt6U3i43Hi6TJxvz+Lnrm2GCNa287Kwv7LJbKuFOcpkUEg4Flz3Tmchsep0LlC19RsGkdMmZ/3AZVmDpOYCaqlJBqj0B8fLn7J1ZWT//40yVpDFR4vgV8ez1wmT+PEdvbLMeKMMH1ra5YHRjPMwg1OMfFwnjlO0k9/2E/8y6czx/PIl0vkNIsAoGtkiv1mW/PdTS9JiMgcZJ48x8FTSiYVSS18PE0yYCpR/MUl8dP9keejiP5bC3PI3J8nop85XDw/PZw4XEbOPlLrwuPJ8/9+f8YPF46TgMFjll3odefwIfF+L9PpsISO+VygwFgs141mTorHk19SDRK6ZKpKZhtfU+uHOXLyvEyQvx5ilVEorRnHiT/dD5ymGatYoPYsjDD9QgeJC3Ek58xcDK/WjtfbloTi4jO7VcPfvepRSvGn+4HzlFAp8ngcmEMCY1m5wn4Sb21RQva8+MxpDAyT5/40iYpqiXIxquAQ3HDMmSnG33Zan9aaXaO4JMubTYUvmorMl4tMZBOKvEDZcsnYuuam0jjn8OkkwLLGcrvtKTnzOAS+vVkzx8Sfv3isjlx3jveXwisyrzcNp8XHGwvcrQWP2jjLYfTcrFsaXThFtRApKlYkYu7Z9c3i1FnwMMmwbTUhlmXQYZiCxIUMc+Cqq///vMNfqfabxlIQzvBVJ/LOV+tE4zT7VDB2CTCzYvq+7sTeaKZEZQpt27Bbi3Jq21ZiwneyQvuagpdQHMfAJSjetuYl92hKktVba8n9MQquGs2HYOmqxMVnjnPhZuWoajmonLMMPmKqmtWSZjD4zFWKJNXzX7/dcNU7Vl1FZQxKgS7yu8BY+tpy8iJK2LaObesW5dkSrVpV+JjQumHTOn5+Ghl95qqGnycjIv1sZY++EmxNGAZ8gqYIY0yhKM7yh9vMqq0lhK22KN2hlRjeYxQxz9lnNk1GKSFx5NzQ1A1NzQulcd3WbLqGtpGv9/3TwBDhrhM/7jkorjs4J/ELV86hVOBu03C76WkqSylnMppNpfl88txfPN9diwnlbtP91nvcwj4oIS70nbBvI7wCxiT8nq6uXqayN1akguvK0jeObftXXbNRhaINUwSrDXebhtrKAOIwyg5v3aglqUByeLY7UdC0yxBElcTRF65bvaBfDSFpXvVym50n2XVq61A50dcNHy5nfBbNslKavhJEyxSWoUfJNE6GU6dZwqTsEkeplFpUTZa2koHYaZh5HDONmbFOdpUFw22rOQa4hMKqksTBL2eRCHZNhVJilh/nQO9kYPXjdcbYmhADP77asrsMKOto6opaF/YJLrGwriAWy9vdih/v5Haa55kxCTly27dcdTKQmb1HawkjUyUxJM121QozS2uOl4HjnF9+vzeblputvEBf+8jaavZDwMfA263CZwGea+t4txN/9H5OXDtRfLUl8zhlvtlUbFsxoqxrIxB957jpZKj4IbSUnHHG4FzDtss8XTxjiKQiMIPemZfhX875RWWXkshVwzwzJcXrtSihmrrhhzvLqlI8DvLcfLsWl9gQM2XJwTXGUFf2JW7164qqqhxvjOI81MuwT17237QAQynF39/1/HC7xicxYVc6M2eFLqK++arAsQpWnVjZcs7sLx7vPQ+XmafTwKfTzKZxEk6deUlJ+3KcmJOYCkRKJ/wguwwynJEHoVAYkwgjrLUvv9gQAz89jTyfR1ISS2HvzBJ9khlC4roVPfWmceynxE2jOXtZ8otJXKR8lVHLVNSybpxY3LKU/FOIpJjQ1vF2Y6mbmlWtRWs7j7w/BjoLjc44Kyur27V8j5fJc/GSEjeFyBCFpvE8K6KfOMwFQ2ZKZsG/wJBEVBAzTLHw6eks5SdiHv9yCZgsxEqDRE/GGPlylJ5ZhkCWzgmxv2sko+h5TBglYv/jIlD4Cj+XFHckWLwxL6CEdStrv7IgfdZ9S+80x1FaoPvjxHWtXuJLWlNAW/pKfp/nWVZQv7tpqGu5gRsj2u1cCm+2Hd/vWk4eTrPA6xsLz2Ni4+D5PPJPn84QJ+6HyKYSSMB+zhLVGhNjknCwyxwxLKQLBDU0zoFX64bbVc0UEpdx5jxHYkxMPnEc5xeU8JwKgwQV/3ZL5VwKn44zlQtctUKsv/jMOE1MUbFuxQFyGGbGpPhOI8jU44X39wdgy+urjmbZwaqSuB8SK1uo+47KFoZZcbOSaaloU6U8LEoe0JAK676lrSTW8hKgL4XrvhIDvwJyROVEWG5I5yyNnRkm0dHOKXOZ4e1a+iRdCXpWLQTOdW1f0hBiFGXSpnU8D5FNrcgFDucLF19IYWbOQj201lKXzIeDeHZDUPzbw8jbq4hdStnGLDvEnHhMWsp2J6Ff+9OZx8ly02SSrljXCWME/bKpFdHVfHfdM88zf/x8Yvae0xQogC2JozcLO8rQuUW0UBJFV9z0klH8y3Fm56NonmuJ7SwxcH+O3K0ANL8+D2QU325rkhK/b1GG61Yv1sTIaQpoCh8PM7t2FPytFuniMEc+lomIYpwj9+fA79zEJVeC0kkCNJ8CtDbzdJk5nDMRqcZCCOi65vW6elkrfhVunCZF31a87pRA5IxEkn46edY68jwpdM74eSREcTd9OU30QdL7VrZw9qBNlESKVFjVsjuPBTSR+3OkJqKso7NgSb9tW59WYs8KKb+kwsUkgdO7zmGUeEZLKexqxS/7iV5nvpwmgpLk8E3jOI6ex9PAGOD3Nw1PU0GP08IpEv7y6APHMdBXmrZu6MeJj89nzkHxj62jriomb2mtf9FMhxg5jRMfni8YrfnuZkVTiWn+/WPi52dBwVyvWnalULTlTS/guK8xjfs5cRomfnkauenF7XQYZq4aw+t1xcUn5nniMCXiPDHGQnsZcZXD2oJazPC7BjKKnCKnSfOqssSoeH+RYG9jFK1z7Dopycln/vV+5qbznGzPq1qC0VJKfN6fOVcWyrDoneUmn0NkiGApZK25XZwz1lr2wyQmBqUhyc9Sa0WtMz5ILMtxmKiM4uE0kXxg9JAyrLuKWhXuB8M3G6lmKpUFRF4VDj4yxUxnFSZ5/vjlQvCe1mkqK26lzkmZue5qNIlTgA2SSfvkCzEGTnNiNprn48iUCq9XBuUc//3jwM2qXg4Cw8XL7+e2t8wZYoyc5oQxAUPG6YXwOEQ6lznPgT9+OrCqHX94vaZta1aVecm3ckaEIGNO7FohTn58FklrLrBxhYdLYToe8X7mv304iGrk3/n4m39xS5EbFqVYk9lPgZgSwxwwqjAnTVcrUtFoY1g7mLLhet3SVYZzUDzen/GLLvYyRZ5bCVBOSaIVhVMscSCXKTB6zfNFOFS1zqwby36KNBFCDPjlEBnmIKb7kFnVjtZJ71r0RGU0TeWASCqaX54uKGSH9+UUWFUSqPz5JOkFQYkm+jAmdtpgleLXg+ftlfSJp7mwbTQfJ00psuq5WnTTv+5nnMr8y/3M767BLFraj/uRbV+TSyEVMEVxHmcezzMhyiriuhcWdYwCGQi5sG41xlWo4vkyJHbHgaZ2oA3nKTIn8cc6I3EjD5fI99ctPhWuu4rH48DjAJXzVEvE5+MUuVs5HgewKqOQ4d5lTvhYCEnkkbcb+IKsvWIq3G5aPo4jhzFRcuSsNBhpFT4dC19OA5UxXPeVuI2KojfwOSgq5fnlIhE2ShsxvwdwTebN9YpKRT4cI7tKsWlrCQefEg9eZKSmr8W3XTKjlxYgeM+nc+K2l6SCx7NntIoCaKPwMfD5nHlXBc5ALIoYA1P4mrkkpfG6sYwBrrvC4+AJSbGpNWOoRBNfu984V9lo7pYcl6IM20694Fb6RiIhukZkdBkZ5hglbo+H00TnNIXCp6PCloCrKpQ2bCqzuFxkmjovA4dNK8Jxay3Xnccsw5+rXqgRhwmcMdw1hqw0fWV4Omm2Xc26q6mMfhksvd2t0OQXQ8Qc07LK8cSFjuGcGAX6pma3ajgPoui52/51935KhXXn+O66p6oGzqNn3VVcd45zgHXraLRlCJntuqPrWm76iv2U/tprfvXoJqi1GA2mpPh+21I5UQOdlt6sbxv+8V0kZIV7urDbdPSNQxnND3cbnsdIZ4Wo4VPh1VqxWzXky4wuhTFrvt3V9LXj6AubVmOMYbduaWpJH7zqE2NcCI2IP/nzOXDTiXtrrOxCBVG8P1v+7q7mkhRXjUzHjTZ8a2buNjUhw+QDU9asbOEwC5J20zdcK/h0KPRNxfWqJUQxazRW4ZNDqcRVV3O7tVzmxLetYvSRj4eMtYLyGaIA1f+xl3C12ytPXNjZu3WLsw6rCm93HZ8OE6vGsu5a9CKZfFKKThUaZ7haaWIuOGv48Va02nORfttozavrQmUUH44BZexvNzuoFHhYQHB9U1PZJUPIWjZttcgAI6dRokGcs+zPEygpbwZl2bY1P1wbjr5mVyKhGPrGvcjNWg2PF89dL0IOQcBGPp0z/+mV5hSEaqGV4raXdLopSlZuSLIeqc2CmimKSovT5jyI+cEYzbpRwmTWskLyKeOs43rRT+ecocDDJXGt0kKaEARKX8mt6JzjqqsZQqEyhqMXo32pKj7sR8wy4FJKELGbxnHxEux89ImudtysaqEYassO2StqA5WV1dVx8lwmuUWv+5pX64pNLwqhWMxCvNRkpUgUKgMe+Xc3TfXChO4rme5/s21k5ZESXVPRtzVPp4GzlyEfytI7JQdQLQOurlKgELLklPlmbXB1w7YUuramqiKXceaXY+Cqk4Cuw+y47uR5GKbFiWQMmsJxSmyaIoaLDNetDBdLkZfEF826EryucxbnHNYadkvKRbfYEp0TSsbtpsfH/ELU3LQVpzGQkYPfWMu2E+/uaVrKeyMH/c2SoBFSwXsvh22tufjMeZYMo1w0b697Sgz/Lnjqb/7FVUoGVKiF7XuecQpJckuFEpZM3Bj4cEi83cqDs20MlyWYapzDC2f3eYRdK0MdZxTPQ2BTa3atJRbFunJsjOI0ad5qWalsGr3YBoXp/GVKrGvDuu3wUfFmU/Nw8Uw+UtWiz52jLNE3jUw2TwFsDsxFxAKS5DYxJsXaFh4vmb7S7PrqJVbla4ZsSpKRcxw8cdnbtpUTpdjzBMj3WVfSMz+NkafzmXe7jsZIFk7tjCQYLDZEpxVg2M8z130mFUOlhYoptrbMNE386WFk0zdka7lqhb+VspT8Ve1E4TVHMbOnsrCqEw+XJIiWqx6rFEOMApxvKvqmpsSz0Dhi5qCkl5+Vo9JyoB1HkUDeNuCcwNudkezj85xwxrBtDaXAl+Mge/bBE0uhLNP5ysjvrTHwYT9SVUL10ErjcliydhsuowwRx1nCr2trsMYuq7MZ7z0RyEWkkSFIquAUxO9du4wPng9PA9vWkhCWdyoKTeZhlGSIrhae81ce2v1pWoiWmWEcKQt8Yd04TsP823YHgfRTjZNbRxjJiTpn/JJX+s22Yde3QptACzV/sdJtnZWSLhR6Jb3IEDMuJZqqZlMnnsdIrRWdk5XEcfCEIryr50FiJ0MRr+rHc0CVyKUYuqZmmgOrxlLPgVAKu0Xk7nImZoXLmcOs2NbwYci86g1t5Vg1Ao9bmYQyFVYLeaIymbqucdHzz48zWhXaunpZM0k5K8kEskaCdS2l+p++RPZTZNtV1DZSOenZ2gXTk3Pmw36ksYAW88JdZzkFaLTn50ugtcJQ6muLtdA1jsoansZEvRjOQwzcT3KAKCWi/9oanJbp7XEqrBrzIh7Znye+nEasgt+9vsJ7z58eRowq3K4bQoo8XiDGxIejl8Q7FE8nMXts+8K6dhynQBnE8L5uGvqm4nAeF1ieo2ka1o1FWSXSySTznb62TIP0lRmRQ+5HoVzGGPl8HASMbuT5mKNornPO3B8uPF1m7jZCorxMic+T52rVikPJmYVbLiaPQqFa+FVtbTHKsWkl0HvbCenxMidA1lrXnWNVaT7klrVNBDS1swy+QP5NCzBkVWKWw8cqUAseVJMhC/h601Y4rRaMjEyfr2pZeaSUWDcOtH2J3pi8TKKHWWIyPwd4sxZp5BiFufQ8KDa1YkoKVSLGWnZtRKP4dM7s5pHHIXOZZlTJ6KriPEeqhQt73TkJyp48qaq5bYXF/BVdYtTEw5D5fgelqURYP2Q2rec8iwrqetXSOMP7vUx3O6vYD4Fdb2j7mloXLlGUP6vasGqF/BGMRivNN1sBqIUQSCjWldxg9SJUibnQ20wp8HpVLaWyJ6RMsYrvrhoq53hlMvfnmdMwktFc1zJcA9llH0eh8r/edotuWoQPPkqq++tVxePgXzA+rzYVm1pQM+dxopTMuq/ZLsCBkgt9I6Hj1kriYllMGSwJlKUUrDHcbiqsc9z0YhuUeQV80wvQL4TArZJ99GEcaaylW3y7z+cRrQ0/3HSgF9tkEYFHSku4V1fxzbbhyzlQW8Vqt2LXysCylMJlnClFwAVTAosEgDuj2F9EAZZT5stpRKPYtBWVFdqGiHLgri18OGbWrWVVSav1m04yyMvX7r3ni595GBK/u254nDznSZAklQl4D78eZv5Ow2HyjLO4Un5UivvzLNk4rYi/L7NnmITG93Se2fQyuh8mz+ezZ+UU51nzdB6p3YreJr6MkdZGzj4ToxgBPg+aq0r64y/HwP/5xwa04uk8ELOsFfra8HmYJD81FXY+kIriTkmYVOeEUhij6HevaglufjwOnKdAW1kJ5p4Sv8YLqmQ+H4Us2eTML6dAZxIPRxH2b2vN//0vR26awmXV8c2VaGq/XAJXrnCYC2uV6OqKxii+eKFIPJwj/+O7NY/HmUtlOJ8v7C8GYsRnxbaRFcrBGLpKc54Lv3/tXmgVX7nTqsih+Otp5sfbQtu2Ly+rj4VxDlxmz2VOXKbE7brw6+OFwzDz6qrnbl2LOSJnyImfHgIly6FkrKWUTGMtKSf2w7xk3P5V9mpS4uEys3YyEHs+jXw5jDJbGCf2F49RM13t2F9mLrNMuz0GvKcow7qVw/3hPHIcPDeratkhS29804v7yc8BrxWPp4mSwWiZYH8aNCHDrm84TwEfklRlVr/4kfezZz9GVk6UVhmNDwHdaD4e5Hv7j5RTf/MvrlbiGPlyGOlqt/SporbZdVKi3V8iMQcqI2DvV+sWtUr8f35+xnvpPYfLwL99ltIErRjmRE4BbUXNMyZIUfy4Pmu8l1LLe08qNY0ptFWFJvPzJVJ1jpUVVpTTGq2KMHoty6rG8DSKxe/z0fPDtcDr7o8zo5cXE+247TVWFb6cRrqmJmPojUSG1rowJbEm/v3rnv1l5ukc8FEAdOOcKSlwzoZWe54uEe7WvF3LPnN/nmVSuWl5t6nYT7JzXNcyiClLBs+mrYhZ8XyZeTp7ftg5LhHergt/foz8nc3sJ/lZfPvqSiqgi6dzivuFQvF3rza8NZFf9jOVSgxT4P3zwHdaolXIf9VJa62En+Wln9z0NVUlwoxLKBhEaXQOigrBuY4+sDGKrCxzSqggwWBTnNkPkVdXHaOXFeHjyZM7S1t5Hs7C2dp2jq6uRLXkRbUlwAKLrRtsDvyvn47sVjUxVoRld9tVkmL/YT/J4WGMpA1eJlKGrjK82naQIh8ej3w+e14tUDmfClddxWmYGX3kMmveVY6Hs6e1sKmNDCmd46ZVfNjLmq/RRSB0v2Xl1FcgelNZvts1TElCkXQRU3cssOssXV3RxfQiG6OIfe00yy728zATiyIXQ2sdrYWPx8J/uevQtmKaJ54iFDSbRlMwrCuh7X+zNnx6HvFJ+FdOiUtJdw2lJJlAtnah5sNNJ3BynzL9qmKYJvYzvNtAbi2USN9YOqfYe8h55MPB8z9t2xc99s8PR3IuXLeeTycZ3mAs32wKp6lZ8moSm66id5qHc+Q4eUoMRCwpzFitsUh+0rqxKMQ5E1KhdoV5lrjLv3+1Yt1Y/vzlhCkBrWoprXPDME1QELGBh39wWg6kxZ118ZLs/nWSnVKmbjSvF19rLCKkeBgDN71ky06TZz8EVMlMXkT63+46hpDx3hPyolRaw7N32BJ5/xSEAnIjLp2rvqHRmY/HhNZ5yT4u2BC56Q12cXiFKIFnpykRF55T5zRDKIuv2bF2MPiMptBbGIM4rOIS4Ka1Zltp+oUxdX8Wx9RVY/DAXWv56WHkw35YxCgt68bSONHBfzlOkCLWCWk0nkb2Pr/AHzaVyECfLotbqKlojfptx2zmLIMYqwqfToIBuekM96dAYwNZmRfurdGiK37/POJDeNnnpqIZsuZ1L5Pjp0t4gZZ9uUQmP/F0mtm2dpkxaCodeR4CpznTGsXHU+K7K2Epjz5z8ZmuFpaw0wVftFAIQ8GozOQT50nsgIcZ3qwl7W4YRk5BhCBVXXHVCb7k3U4kfudZdq/OaGJJPIywrjI+F1RO7H3hduWYs4gsbq1mTEARJ81hzqwqePKKEBIf9gHywJO1rGrD81ReMlyPYyTHwNmLO+k8iUVwfZk5h8TkJdry/dPANzcrXq1rKudIQ3h5UdeN5AeLxjZjVebzKVM7zbqRvvT+PPNpPzL5gFbgsxwoxznzy9MFaw19baGUhTYpALePSeSMqWg+PF9wZy8s7KrCqIm/PM9sq0K3bXgcRFF3uMjzXrvCTV+RkZVdQlHmgI+ZVS3e7bZylJz5fAy4ZSU2hcTjeaAoy9/dtVRGcDo5FMboWTeFlDIUse2N80SKiS/PF4wRW6irvmb1ZnKalxA0Ra1khSTT6shxCKzqTMwVKWWuGtn1NzlLlfJb7nGNFvxHyHLaqZyYsuJmrReEyZJpGmQgYIzhbt3gveY0tqy7hk1bcbckin+VRw5z4IfGsV33XMaZdWMXhVQW3EgrO0dVEsbW/E9rCbverYV2eJoCu1XL42Wmd4abtURIKKW4jGLsPo8zGMObnWK76iQtAPi7teWSNCEmrBau76srCcCWXFTF9bpddnoiVj/NCWsMziraTjTIb3aJ2mqehsD1pqdesldDLmxaaGvpxz4e50WV1PDjK8vJSxxmv3CRN63FOcN3171EQRpN0ZZvdy2+GFZ9Q1s7dkr+ftPUrBvL1arHavhwmJadeGG3augzbBtH4q942HdXLRefeR4Dr1vNYa6wdmK3anAa6TGBN9Vfkbt5GT51TtPWlhwDTSPwca0UjVFEZWi1ZtMZ1nWLtZZ5nrkfEsdZ9OS11XS1w6fMl+OEXgD4q1pT1zLpra3h6TwSi2LTiclC24rrBZ+6qgynWabcLTI0zDmxnyqJYw1rvqvFnGK0fkEHj7FIRrPVHEbPlOD7mzWTj+wHT2WkgvS58Hw48X5f2LaOp3PgN93jwlcxgdihHk4TjVNsNq3waRdr3NoscR9RHEN1XXOz8jTO8jwGhily1QvTqbWKj4eZRGKzkrDlkMXkvm3l4b/MgilVxjGnhNUGP0VUSTyPiZQKq8VWOAQJABtDoasUR59ZO7G6tU7x6TgTzzPtEjQ9lYa7tQw8vn797eLFfTjJEOSr6yklRVdrKhNxznEep2XKqqmU7IvvVlI6DyHRNY6UIucspgpfNLebDqsAbWkaS8wTGU3RhttVhbMOdME4S6+kf1YLx+r1zZbrzlG0oXGiTnu9qvj1MHOjCkU7dn39sruuaiuJCrWIP86L0V/VlnXXvASPaTXyl4uAyn1SfHslwoev4DmtC62VnbdxNT/cGj4eJ5oFb3OeI292HbUuPHtECVXkMJpzw483kjawHwpPw4wxmuu1JK3tVi3t8cKUFCstMS9fkavbxvBwVoQsk220ktA351hpOUQ+n9Rix2vZdgGfNb+/E0HPp8PA6XwmoLldQthQ4kHOSqbFzjlRAZbCJSQSikrDnDW7VcVV3xAf5v/wrfibf3G/CjBOU6Bvhf4gQV1S6qqFK1RZedAlOlL0v2MUFVHvDDlbGgNjyCRj+WYr00sJKBZRQl5CpMMCPrcaVlVDp8RO2DmhGbxe65feR6vEqta0tXshL2xrw3leaJQLvqWvlvgOJwO2rwonCpAjj1Ohd8LRikVjc3z5OkJUHObMu41MoDcqcgqKXeeojNzSX86BECIlBh4uiVUFY9JM48Tt1YqMXtYTE09D4NutZiqaossSLSnUkMfLTGMU5MSXs4hTtqtOqJpzEVppUZgc+XSaue1ZEuZlIGUVGJ0ZZs+ub+naWtYeWf59H/UClc/0tdzypykwZcUwzLLrzJE5SA94mAurxtN1HbsF2laKHJgxJf5yDPywa1n3LXOQvnRTi93PGM26tnx5PnO/rHj2U2LbZeqqpkXiU691ICX9Au3r65p1KwM8weRKxi+Ism7t/BL4FnieEo0OWGOxWjzKGMt3m5q7qxWDz2IPHAK1yvSN7Lbl+ZTvo5RCKAVjLRViP3x7Vf+H78Xf/Itblkyer1NQZxTHyZPiJJTGxsmgZixUWi3ol5mrxlJZ9ULKn+eZf94PVNZwvW7oF0mhUBd4censh4mrriEXsY9t54AyQpZ0pqIymadBtLp9WzOGwGUuPBwufDrObFrHq20LOVIW1lRt5cXOaN5uZU1xnqOomnxk2mdWlebZw+QlJykqy7bTTEGjtWJlE89jwHvP+0FmFs/nv/pUN7Xi/ZD55eBpnWK3qinnmX/6eOLuNLPqG7atUDNe9W55kQohZC4h8PNj4Lq3tNa8SEHJkff7Qt9OglyJhW+s5unieR48r1Zwmg1+KGzc8p9kaVl+eZLw8DkkHsfATa0YaHFGEZMcxj4K1M1oYUs9hUS+TDxdPFeto+lqblTkl8PMmxD4cPTcrhpCylRWlHTtIiccfZS0gyD7/cez592uA604zZnGyRT5qpE5glIs1BDPcQqyW1+iRb4+F1rLDnr2nqchsO0qgcEPQk0xxnBVS75SDJHaFA4zfLvRdF27pDhGjmNiGCceh8RuFZijISf5Opv/za77x2vZmIw+EITt89tVThXKi0Rs8qIZVTmhjVlCnEQ9tessuWieTyPbWogFq0oICAJO01g8b9Ytq67i41Gmpe8q0SYPIbO1mV9PmcZGCclaeMm7RkzZCrmVng5nfvaF73Y1l2U6CLBtRLJYGc2HfaK3haapSSlxHqTEnULGIIHKYEkpUhmJ5EhJwqZCNrxeSVbR1xP54vMCTDcU4LqzjJHlv5PpZF8b3qyFBjKETOs0bzbCUDYU9peZ2xVo51BKVkHPF/H9bhr9kvRX68IYZLhzHAeeThP7IdA6zegN58mTUuYU4PdX8vOblzCsrxD23kFbGTZdxRwk8vIPr0XdFHKhMmKLdBqaZcWXc+Zu3eGWc8NQyNbB6cC/XhQlBda3K6aE7EsvntYqhtlznCIpy+/AF8U0z8TS0TvDbS874Hm5Ob/iZx7OkVIk1GvUcBg9bxt5kc7jTIiSheSLZmN4aYv6SrNpK8ZQBKlTJOxtnw29iYzRsCsiSpHYnEhImc4kjnPmtsrEhTN224uC6jLD6KOkPC5zkv/o42/+xU1ZHlqjRAdrVOHo4fVKStqcJA/2NIIqkV+PiVe9Z86KeZ758W7Dw3nGz54PB8+cLvxwp1+E3wJCS9zvz8xZsWs0PmfmKYuuNBcuPnG30XS28H4/chgjKwfn5aUNqRBDpO9qYin0bc3rdWQ/iyDiT18u/Po08XptSNrRmZmfnma2NRynxE1fuJ8zN6uK19uWnAtPg6fy8kI6BUpLAsD9OXD/fCLEFavGclqUTpTC5+NX3bb8TJxzjKGgNTgdOAc4jpLPu1lE8O+fBuxNx1wUVxQZZHnPcRhJa8tpitR2JsXEwRdCymSlebOt0VYkmCHKLbtuLIchcDwPPJwj604mqIcxcBwkBeFrq/BlH3k6DnK7F2hUYMiF4+j5cphehn+v146Zis7MPHjpf7va8TCXRWQj/WfjjOBelFAof05G2gYfOUyZrYrMfuZP9wPXXcX1Sm7MYfF455Q5TqJFfx5EwKO0xpJZV7KLjsNMW1khgI4SSXp/nJh94OkyMYwjc4TdSvTGbdMQyxJQVwoZvWQT8ZLLLNGKME0zz+eZrqmpdRZJ5m9Z8mi04rurmuPy8hZl2NaL1CwULLLjnUPEGMc/vm2JyjJeTvx/HzzvdrLUvt12bPuKkHiRtbWVluiQknBVRacSXSOo1BhF87tdHEi1MyKt7GrWtWLOisoaTG3RwIeDp3eSf5NSYtXWKDUzRqjrmh+uNUHXrCs5tX/YwdknrnvDnARUFnL1MhUeTxNKG2pb0NrQODFPBB94njJvdsJUmrxgWVqreL0Ra+DHxxNFGd5uG2KRsv80F/7TzWLKX5L5diozhZarvmaIAnlf1RGvLLnAcZiBglFwSkKE2G1Ec+uzCAiGIJA+MGhtCGkmxMK2tRJ1YmSn+t1NyyVkykUyi2JMHKbIbYr8dD+xHwPf3fQ4rWhqi7Oaq05iRf9wVxNSy22QGJLBZ276GpUzxymwWfrRlBVdYzCV5ve3eelHhZEdspj931wJ7O9xzKwr0SV/OU001nDXSpbwFJJUDZXhl6eRVZW5XrU8Dp4WKf8P48hVL2kZ67bjqjX888fETa+43rRcouKmEpMDynDnFqayMUzLDGZTy2F39oq/fDnilGJba0LWVO7frZKB38CLq4BfDjM6eqa65qqxHKfIHCb+8HqLcyKeHybPFCJ1XZPHkcOUqQ3EXLju5JScfGR/mZiCaF93rRM8aDJiaB4zjRG8yk/HgQJUWtHWEI1oS2tteL8vtFZsfX1TL6XhhTkrVAj89HDCabDGUFlYO/C65qqR8vc0DMvE0vJ2LRPSvRaMaCpCjGhry22rOQeARGc1l5Boa8uPNx1t5fh0mlGlsKqECVVZAW9jHJ0SCPk0e9FpV+JnBgGUjePE5zmTY+A0WWKKpNpS8rIOqw3aWGrt2axamsozBcNVJ0HcZqFAWlVICDDOqsybraT4KSV+XbcI8FdOMReNLonzJKKNTWOXVZSjrTW7VhL3KqPAGIG8x5kQNU8XwdbULlJbjfeyi52D7EbnmBimyOtty+dLoFaFMMy82rRUVqGyQAVzFjP7m97QNA2bEDj7hA+exyHzu3pm21ZYJbm3m+rC53Nm20n1s6oNVhV8rtjWmqMSvtiD9+ScGIJmkwu3tXwvjwuHzDlLv/QAJReeZ88fP+xF6deKfjnMI/sxUleOlSm/beVUyoVpEDTMj3eFGB0xJQ4Xz8PhgjKW0UfO48zhPLFqjvy6H7nrHU5lSXKrCl+mgPeB5yFwozTjeeTxOPHmqiEj43qTA/90H3i7nXk4zZgc+fwMCsW3tzIh7GvDZfQEKxPeKUi+6y+PF9ol8a6UgrOWm3XD6OEweH5fWQav8MHzcT+x6yytLfzrvahlhESpUKcj7/ceP498dBJWjTJUzqBKJERkJWQMIUopfxgmrFKcJs/PTxWvO8MHr1HqwIdjQC893U0/MBfDqoL3zzMrB8+jZ5hk7/njFPh0nNjWhi+niRQ8P+1n3u46PjyPPJ4nhnHm0zny/XWPs7LaOI6Z627mX7+caa1m1Yjv+DgGFGKy+JfBc9dZdlcbrJL4yufLxH//pNm4xGFO/Po0sOsqVo304DErbnrHHEW5dRwDzyc5kBqrOI2RVWN4OCYuw8T9WMhZhlBPo+foM+dhZgyZVevwwfP5MHAeIw8adquZyUsWlDaKisDPT4WrVnhY28bw+TjRqMR5rnGq8OuTqOmcKvzkAwYwfcXTOZBSxGN4PM3seoE/HC6zlPfO8yXCzaahdYZhCowx0eH5f/xl5raO/LQP/O5Gc7dy/C/H+bfNnMqlUNuCtZqrvuG0nMiNgfcHz20np5lSmlCkd3i9bdnWmn+5P1PXfglHNnTOsO0qXm1afn0WTKlzTmiBk0xN17UY9m9i4sPTzLqrmJOUxV9VTV8tXUrJ6amN5m5Tc91ZDlMWEuPCV+5U5v0kCfW9Et/s9apCUzj7QqUzt1e9OFWGyC/PE+M0cZ4Cu5WlcTXbviakzNMlE/zEp5Nn2wWuVi3TPHOeHetaBnmbzvHuZs315FHG8RpBwExeEgNao1DasFsVtpXiOHrqquaV8qxbx5dLWGxzliklyJExFNAahYhDrIaYIr/uA//5zZpXm4pt6/i8H6isxgdJE9g68U3XVoYtY4R3S/5sSIXfvbpiUxX+9Cg42c5lrtc1+yESU8IvYhlrDIqMVprKWe7WFT7DeYroknk4SjD2H25bXNOicuLpEni7qZizYqUCFLg/zQwLWvfjOdL5yNMQuek1vdEMUdFVhbZy7HrNujbEFPnw7KmPI3bBtpIixwgrF0m6orbiDX6qanorCJvznOjbiuveYWxLTonTGGicDMpqG7lddxhXYdVF+l9TyCgohdro33bol1aK57HgrKOvNPeXAinStRJSHYrmelXzetuxaa3wbhfp4us5s1u3WGtochEUaiyUc2CcA2hLa6SvERF4olsyZMdYuCTNf951KGNf9LjHubBtpJc1xuBToVGgmwpfFJvW4LOjJEmEO8fCtjU0zjDMgcEnNrVhPyYqk3n20gd9OgW2rSTWxVXNw3Hix9ueU4A5wbqtaSvLYRQShqscVsE5Wja17DcP0yhc43gmlsKbrWK3EQvasCBUixaj/GEMwnVaQAEfggyyvtnUNLXk8+qSKLbiZtOxW7f8U8xcbVdcbWWq7fOZjJAKh9lziVAvt7A1YKwcqD4r6rqicnYhSEaRParCMVh2nYSSfzpJGfx61+PnmeNo2LSWyhqOc6azhdOswFToElh3FT5E1m2FtYZvX+2ol7zai09sVxXP55lHX1g1hV3fUFnJQb7OI9tVw7r7ulsFa+0LJaOtRDDRtzX6MNM6xWrVCopmsMRh4hxEoeaT4IJbqxiyokvS0lx3jj8NgVurOaWCNkZcWU5IIj/eSqDZ9WomxkjTNpSc+HwOopn6Ld+41mi+v1uL1LFYXq0Lz4PcZm1TU+dMKooQClfrfoG0WfaXidttT1+LoqWtRKf8zZWVHNlUWNmCR5NSpG/k5IwFxoT4Sq1aIi0monLcrir0QrqPCX5/3aG1FgHBJDSLVSVld8gCTns+j1yC/MISkV4pVm1FLDNd3bDtM9uu5ugv3KyblzTAog68vt7QLaKGhKKrHMYEeifOGuMq/uGu8OlS0ZvEt1lx1Ut1cfFJHDdOC1LUaYaQuaqFO/y2rdn1tfg/m4pNLyqrlATOPvSFvlL8oXU0tSiztn3Ht7uOw5yJwOtdT1u5r4NRfrhdCVWiEv200zLx3fU1b68airIvKqS/M4qApdfQO0mAWHXiCLqtNA/BMsWAT1CUYteKZPH7dcWqtnw+K15vJJ+2MopVK9D385yo9LKjNQZtNH0tSq5tV7300G55gRKyLguJ5cDRxJxEumgMvdNc9TVj0rxyCusavr+Bad1wGAU1Y4xhG8TuucmRS5Rwbgkgl3YnlrCkLwrFc11nTpPc7n//ZkvIhWn2PFwCd+uKAr/tG7cgjKNhTrRaUVUN6xbmKHa0wYvqZ/CZ9RLUNM4BhWLXGLKST/J1GBJyYZySIEOxrDTgRHJY2poSxXAu8LSM1TN9W/NmVdE0kjFbmUluvUWit1lSAd+tZbrZNdUyLEsMsdDo8qJjHmaJ8fSpsNWKrEWYcbsSw8KX4yjWQ0SgMIfEIWaCD9xsWs7DxCXIwO2qlV3urppQtmadNW+uWon/6IQ+OYRMryJt11CKZAP5JIdF11S4Yeb5MmONYdsUhlSEteQFJjf5SCCgc2ZVKymbgXXjWDeOvq0pRYZRq1oCrGKGVbVQIKzi4Swuou+uhEusyQRXc9MIlO/Pn57xqfCf3u6403Ko3gKrSsQqSinGceJ5KtytG0Ix3HTC7TImEIt6IXyE4PlymZh8FDmnc+RhEqi7j0wh0lfVX6WXWeSlnS5Y65ahWnnB+4yx8N1NTymy2153CDKplOUyALUM9PYXQywCx/uaOrFtK/YLknbbysFc1yIRfTg+cBhk5XbVGNqm5lYbrlc1D6ff+B63FCnr7k+ef6gt9yfx1J6miEKO+kf/V6RK4yynKTD7wOfjxKqREvs4Z171jjFDv5QqqiTGJKXj81jYVImfnkZebVvahUjS1Y7KyOkJQpL4y7Pnm3UmI8olvSBLJh/5fPb8aDXH0fN0mlAl8f4iAxWF5jwntBIl2HEK9Muks6srQgjcH0bO44yPy8NRO1SZefKF1SwxKZfzQE4tz2MiBM8laH5/IxPe4yCBUsZaGlOgFM7eviB/fAKrC/tL4ZXtXgZjRsHHw8R5irRO8ZenmZVNfI6W//TGMMTC0yXh9IRaWE5TLOxi4hIkl/bzYWCcAj5JOPh5imx6ebGdKnw+a257Ka299/w0wOu148N+wPvI66uOddvwfBl5OM50taFKEaPgT48zV41iPyV2vaN2FfN5XDC7gcsEj4PEsVZGE6wjZcWr3vJ4kjiVrxEwxhjuliT6hyFideIwRna9E4C8k4n2cJ74eBi5W1VorTj5jOHC4xCIqfB6WxNz4TKLN9xpxdlHBq/5fBTrX86Z++OMIdPUjqw0v7+Vw+/zKXG3SoQY+XgICy5IzP/vny7/4Xvxt//i5sJtXwm2s8iEtrIKVRK5GEkSd5Lr8pfHgXVXYYvsrV+tK3Z9g0+ZKUygFE4Xaida411jaK1Q+0MM7KP4battxWHWlJK5ai1eVVRadpXGGL5da6Ykwo3jKMB2Q2H0gcaIbK61isopblc9bT3zatMRUuFmJYOZQuE0ir1wf5lwRmGNZdtKWSehUwqnwGvFu21FXVd8owv/7WzYtpa6ciglL3xbO54PgmHpa0O/MILbuuKuEUgZSnHTy614CZnTZeTp7PnmqmXbVThd0Ig9cltDVze0S3r8Vaf58Tqy6VueL3KDrGtZ5SgV2XY1wxx4s665BGFRKz2zqsySAavJOaBUTbWkw/scaZzlm03Fw1l+h84oXm97emeorObjYaKtLf/1bU/lqhf87uQFPtcYZD9cIt/sVosn2nLdJfaj9NK7VjGGzKYIJ+urwmvwYYnUrKitYo6FD4eR39+tRVvuNKdx4jLN7NY9P1xpkna0PlC3FqsNTiXq3mGQi6OysjJa14bBi8nlrpebuXGWYZaI0jfrmu+va1adDFwbJ7OV3jkep8g4+9+2H9enzE9Pg6QWGMPtuua6q/j5aWQ6jZymTN8YNm3NqrHcdI7HS+E4zBilqCrZ8Z4nkUtWVmMWoNfZZ/bjhLOaFCNzXm54X7hqCl+U4XFMvF1H/ngf2FSaBDwdR1CSa5Oz5+OYmMZREszbiofDmachUArLsj5RHo9MSep2pbTICScxIpzniDGWN2tR6IRBiIn7KS3xoorr3rBCMUeFs4rDGOkQ//HTJZIQo3ln4fNUOE0zzoDKmi+XwvNxYNXKDvbiC1YXznNa4GiJP9+fmeawRIic+fV55KqJTLmAdliV+bfHkR9i4pdn4VWvu4ZNJ0O4ymieL4G8JP+FVJbhXSYWhc6Rw5hwzksQdxLV2S9PF45ewqkfz54xnFjVlqch0JhCLorjZWROCqMlTLsAt6uKp0sAIKdASIrOKu4vEpP59Xd9vXCaT2Nk20V8Aq2krcqT+Go/nTybdllBxcTnw8h+DGxqw2kM3J/9othbcddM3J8DnU0YG3g8B95dNTycJv5yf6Az0K96nJMNQ+sCUwBrRHo8pQJh4k+jhGUrLkJIuXK8v2RyHmVwan7jAgxnND/cdMxJ1hClFOasuO4dfbN6cQUppTgMEpz0jXNct5aDL9yuas5OlE+5FNmrJcUf7jqUcS/Ghff7gV1ruV03JMBWNX//SnMJmYdRNKtFO8lqDZkfbzrquubxPHPbFe5LLcnolQDDbldCXvQxcxUSc9bc9JrdquXiE31lFs2u4nrVArLwj0WGiaUUGgP/9qz4LzsBAVx1MhW9bqXkqswiiDdC2w9Zvt6rRnOapU+bi5SLVrUyMU2FTSs9odaa63WL1XCehRuVkqyysra8WTkOY+B6XXOaIq82hZt1y+ALbVOxbcVD/Dh42tpxvaoYfXyJRLntJa3uyoo8dd3BtpPS+TyKfLCrBfSeiuIwegwZYzSbSnEKcNsaPpwEaNdWwrgKGW7WHVedyBU/HydCzJIxZQ19V5OzfJ4hioPsZl3zetuLqYHMtq0Yo0S1ZgS6H5Lsu1eVGOIbZ+kaR/90RLmG77bCLLvt48LlNvR14O31Wv6+FefUTV9xte5xbsaqwuuN3LibtuIqVpzmgPeizLtdCSc7m4pvt4FTKKz7jv/8RvObNtIrpchFc9Uu4cWpEKdJPLrGYK04Q6ySCd1XEXnAUDEvWl2ZKuecCU1FowXIdrNeBkyqLEonSywSjkUy+KIxRLpa0CpmCVBWynP2iSmJXNJncZ0YLbavXa0WGJpnTpK48M0ySFNKyRpnlmloSLKnHkJG64DRX2FskdPoWTt5gKfg2bY1j8eB+9PErrVMxtDXNbvW8mE/YkvkkiythXaZKM9L4LW1y/8nUS1mgspqoWQcJgkQc5ajL+xaxW0v3OqHs+T/WGO5quWQ3KxbXq8qpghxUUZprbletTydBcP6cJ7YNI5KC0wuFVmX3J8mzsPE83niZiUVwGlJ32t04RQUEKR6cYntuse6mf154jRHtm1Fv0TqPI0BnRMZxbut4/NZHDxtJWq0m1XN/WniFMR2l9EYRNwPiterisOUIHqmCKpIJObBKzZuQda0Fc+VlNJDKHw5jgzjTFU5UdIt8LesZM00TZ7nUdM0kZILvxxneitrugfnuNs0dFYzRy1mCuN4u5XD7NdnjyqZ3VXP0+mrkPl//+Nv/8UF7s8TPz/M+Cgw85OXSfPNquZxnPn4fGaK8Pvbli+nmaauWJnMTw8X/v6twy0qnpQzOUU+z4Wi5CGonWF/njhPidZ6Pj5d+HycuOsd16ua56nw3U6znyIhTCiU8JfOE9poGucoS7ZMIfONNZxnxWkY+XzwfLurGbLAuZ+HwIdniarsHKy7lhAjF6UJMTBqISE+nGb8NPPxFPnxtuUySDl63U582I98etyz7zo2XYXdwoPPfN4PpAy/u5EBWM6JL1Ex+4Q2mutW8/N95jjO/OHViqgcGsHrpOA51zJlJgX2xfF0GtFKsapFFD9NZ/54P/LDjeTtfkWTruuF9Oij8KJSQZvC/WGiqRzrxvJpP7FuNOfZsmkEvnYYBPVaVxVFGf5wM/FpVNw0MBTHNI08Xzw+Q1cJkTEWMbAbYyg5EKNEXMYE/6/HmTFK6ds3tQh1nGiiz1Nk1Yg4Z5gCh4tIJY3RODKfZsVVn0QPbywNiV/2ga6K6BJ5PM18c1VTimHVCFuss4raWaZp4qfnQKcSD6eZ/WVi0yVebRpuNh0hRT4fIo0V6ex5nAVikCNPMzh94cNhwqjC58NAiBIO9s+fjr9tWx9KGMcfc2HTSNpdk0a0go/LtK52htZlUpG976413O8nDnOi1jI5jFHcHl1TU7vMblUvRumJOSb62jAleHO9oneFhKMoTW8j1YvYIVOi5zhLeb1xhtpKIsAUIutaSsLJB2pr6FtH39ScjwOHEW77mospPBwGPo/QVsKOuqngIQkH+aqF50vGuoo3W6FXpMPEMF24hMx1a3iuG256i1sCva9ax027ZU7icvn4fGZVG243LZubVqJDPfz+VvH5ZNiuOhm+hIQqA/skSNLOws+nyK5TnKco2Bcne+7DlDBEKp0ZIrgsqjO/9KqPp4GP+4lX6wqlZNp+u6pQKNpKUzmZ2For0LphFETrd9ctIcGXsXDlMlOuuOs0JyoejhPjJFm71lluGsN2kRL6lOWlukS+39VsVxt0SdhKds4ApmQZPHrPPsNlnNlPkW+varCOFBNB6f8fdX/2suu+7vlBn193t0/3dqOdY84151prr91UiqQKopKTgCdBg3qieCB6EAiIYEBErT8gEBBEEBRypCKiOdMDgweBnNlQIhWrUlV7rz3XWrMZzds+3d3+Og+ue7yrktTeVaEi7jlgsuZ81jvGO97nuX/NdV3f7+fLm41FGce6kp/laYDrJrOqS94/eWqnUMpItlQpS+bTaYbjwHGIvNiUBKB2CruuAFFOrUpPVZbsmkRRSLj2x9OMQ6JHUoa7M9ween523fLPvd2ynzKvVo5Px/mnPcdVQFmUXLWJVV0RQuBDkmT41ml8Umys4aH7HBAtyJGnIfHVzqFtQWYAJbu1VZlTUFwAx8njtCygTV3TTULrvz1OXDXiEOqjZKfOCyz7PAvHqKmc2OeyWkKMofeZmD0haypreL0rKKwkCe578fie58Rxiqwqx+W6wY2ebglEtkuGUVk4ap04zm7pNDueOscwB4w2XDSObArpXIaMVRGtJEN3mBOrJfYkZPjucWR/HiidpbxZUxUytvh4nhmnQAiJTV1SaLjrpPnzxa4QDnBheDiN+AjlEvLdBc3GJYIy7JwmokhIONe0kvflPAbKwjL5xGGUvxuIKCX6xTtcl4QkQWt1YYkEprxk5yrJMbrYNMxR4kxamzmOibIIWGPZOEsIkdKMfDpFdg0oU/DCKh5mMWycZ8EPaWO4XJeUzgCKGUOltBBAnSG5gmHyFAv3+AJ4GuSEnpKcrKuqYF077rpA43jWC6xby64t+OGxp4+a61pxnjPz7Pm7HwKv1o6qKmmdltm/8czBYBYe9M2qpJsiIQnzWgF3vSQd/KS7yjFlTt3Afoqsaqiqiq8L4UjVVpN8pDLqedh9ngXotWsdp14yk3alZo8Q/Sat+WInDKXW5ecQ48/p8q4qxB5XW77fZ95dGGESabXQ6yOrQmaAZaGxSrqyV21mVS8CDaslmMwo7ofI19cywEdb1j5gL1v0QklsSuE6nyfFaZrpfeayBK8K1jpRl9JN/5WVDz5noUium4qLVc0wCbdKKcU4jotySpGU4botCCFw30hqwMWq4sNRxCMvrMVtlXS0EfbRm63DqcjZayYfebGpqZ3mi0sxt7uy4Oc3K5xzfDp0DDGzrcWKGBJcrjRNWVA7WQTWGt7sZFzlF1pnXShKZQT+lmQRf25SSZKh5an3oBXvLoQRhYLjMBMn+TmrQqSJow+8uVoLLsdI/Z21IeeZxmlhaDlNN1ds6wKfDW92NU0pmNSP+7NAyo2WHKdZ83JnKdsan3qmqHizstx24ZmK8XoryjNSIKT6GaO0qT27ShjfWkdeX7T8oi5FWdcNHKaEi4k3F6tnI8qHoyQzvt5GjJF84beXG3L0fHgqftruIKVEqVJb+cA+GwMqLYkAxdI5BBaygeE0el5vSkk6SIEP58BFpUALF6qtS06jJAdUTgj8wzBw9JmYEqNPfPATaUmdG0PgMCdSznxx0Yhdq/N8fS2pbf3k6X2iqQSZokk8nmeu1xWrynAcIo+D56IS5lGhElOWOjgkWNWShnfR1pSq52HMrOxMWRR0w0RE8dDNbBtQKfL948DPjWavpPnUjRON1fx/3nf8yavEqmlwywnZ+8SuLjBGFmNtJADs2M9kZDQWs2L0CT9OnLzmizpzm2Uj+O5xoikLHn3m0/2BprCUTnTOry/s88YigHaRm0paXpINJUW+vR8oLby+aGkLwfaMc2BOcFFIwNbgA8M80qaKtjA8nPol/SBx0ThGLzm6KaVFISWo1Qx0cyQp6X+QAuPs6SbN13VJxHLZOtZNRekM3Yigj2Kkm6WsCSHw3cNA5RRV4di1JZWz7LuJfl6SFFPgx6eOF5sGlUVoIzY9xbkfeew8N63M4T8zwqyNfDqe6aZAayEvxMvH3rMuF5385Lk9B67qyFPnebP1nIPi5dr8tE9cUMwpA5lzP/L9fuTN2vH9fuLNruJy3TDOgZQkF/Wy0nzXZXyYmLzMSNeFRi2Evg+j5zjMhCAz1KQKWhv53T5xVSvhQxVahO3dyH/w45nLlePFquBhEIpkCEFoC0C3BG+92dbUpeM8BbzPaCWCjDkmEqBzpC4qUsr0XjFOMzlD4STZ/HFMrIvMw5ixOXDXZYq+IyrLFxtxJnnfMYfMNM/cnw2XSjqTU9RcNZaXK0MXDaEb0LZkXbFk0Eig9f15IsbfQ9O8Dww+8dWlKMW+fYp8uXM0dUPhZsakuGwMry9abp9O3I2JX+lE8JnjCNvJM8yByknn/jjIpnUYZvopyM3DWrYVZKVRSvPQychHRkKe601DWxpiivx4FEFEtao4zfBqZei9uIlKZ5nDTD9JqvxnOeVniWljFQ+9mDicVs+jsnGWeniY/cKAWvBAEV60liEKu3vbyElqSJwXmmdlMqa0xJhlIWrQpGe/b7FshnOGFGa+/dRTOsNuLWaEOYpCbltk7geoqsC6dsQQOKfA/WliVVmcSoQsV//fPfRUFj4cZn7i4yB4uamZFqvcbjFeF1Y+ZEF5ai7aktEHxqz55kpa/ykfScrQVtLat0azqcTEfdsHCqsgBjoMb9ayG3Y+khOS1tbW/LIp2TUlg89cKgF53Z48X+xKxgC7yvKY0jMXalMVTDYKPtUoSisihCkIJmeImTe7mtuj1EkSqZm5bkTUftUmrHI0XkQEMSZ+OEZaB2hL4TLOrjBaL2Dzki9LEaq0dcnbXcn3h4kbm6hcudArE3NR8O5SxmVlWXJtAsOsKCZPVoamVFyvHHUtG9BV657zeA6DR7uCX71Y8fJiw34I/KoyeCxdP/KYFS/XJf3smb2ncYp1VVMXjpgi731YQq5AJ01KMrP2CSqTeehmGqu4XFWchpmkApcVBAxKSSzmrnGSEaTMM3YIEALGAmVvSrhZyXNwXKyUhVkaS7Oou9qqoCml2RizYlfK+1g6zXm53Zjk+eGxZ98H3uxKVrWMfs5eNopdaTiOgp51RrEuDHMhmmNtDG1VPJdNmzoxR8MXO0TOOHimmEk5k7KE2CXtqJzmi6sWWHKW0wDqJ9xVjkk2nZwzfUiUVhCsrzclfUjcHc40hYjdV6UAwU6juDtu9z1/9K7GGvsM2XYL3W9VGgn68onGSZ26HyKNkWssCGY1JElMh4jTEDE0VhxJJnrmrMnBczcIXA0rg3ur4DwHgk+oFCitlWaHF+PAeQrsKpjnzA/7STzHxmGUsK4KZ6gLw6tds3S+ZU791I0YEoWVYKrKBbTR3B97Hpb5rp89vzkPvNhF6kIaXOtS8oC/e0q080xamMxTEM/tmAUaPnoB233ad2xKmcGeul5S8LzIDDWZ45xxOlCUjlZLr6Be5Ienfma18I+tsVzUFmc0v77reLES6ebKZmYnfGs/zzR1wc9utmxKSclTpqI0mQ79jGTtfKI2mU+953rdknJ6Tu1LKS0nuQg5QkjkwlJaS+sSx3Hm0EvCfF05Ho4dWRn0EpMSQuA0QzXNGK15d7XiZ9dSRszzzJw0V7VQP/ICB6wM+CSd64gIN25Wbvl51dKMUjyeejFBoGlU5KptiVF041VZ8GUZCMqS0kg3i1y0sfmnbeszSnywk4/sasuHw8yPD0dKK2bvD/uZ2o5sGhHg6yTRFl+tEr9+GHi9PROUo3Eyj7w/jRz7gSkpvJeh+h7hAhkCPxwmnNGMo4RJ1aXji8uGwmi+24/sXOL2KEJ6HzM5JXyCaRw5dqXEaRSGkOSaWlrDbx86do2jshpS4jxkjueR20cvX2/hsc+0VSJlQbGsSsM4S8BxNwROk+fnNy3f3584DhO/fLEmKSM0wpgZRwGs/VhYKgeP48ypE6jZqhQixaquaXRgyg4bBfV6ux/IKfPuasWY5brZnc/86fsnXm0rpjlwe3RcliN/9ulIUxXCSZokReE8zBzHyFeT53GQRMC/93HP03ngj95ccL1t2Q+RtcuMQ2CvM+rc8Xfen9g5ISyep8Cn40TyMw+nWTzWjeY0i8njZzctT2Pg3M+coueuT1zUjsdeSp5jJ7jT+9MoJMZ5xmhDYWCYAudB5vQmJ06zotKeD2f4+VXBwynjtMY6w02dOc+R+8OZ1xuHdgUPx467/cDbq5Z749iVAuxzKnGfIabEri1xBP788czv7g+A4eVFy6++uKIfJn586rlalzRO86efet5sC5QWMUiXPL97mlk7Mf8rpeg6yz/8dP5L18Vf+YXrY+Jw7vl4GBnmgnn2fNjLeKMu17zYlCTAOcurwpCThUPP37md+WYjHeHbh457NDcri/eB94MI6+dsqW3kMMKLlebulPl0HMX+FzJWC//pPCecTqgY2cdMXci1L2aNc4YNkW97hRVsH49eGhrOWa4b0NLa59NhwGjDqRc+kbYGAxxncdq82Bq6SYK3e5+4aKDPerkRmCV5oGJcGjNKQ0wQYmQMWdLdzx1DIXPFyctpfEowJTFCHLzhqybx7dPM+dQTY+T+NLLvRqaocCrROk1TOS5qx4N2rErFxx4uGseLleNTF5lGj25KgvcYFIMPfNoPnJwk2OlVyZw0o4/EeeJhFrLDOIv3+etdxWES26PWmotC8w8/HBii4s3GcX+GrA3bSvPpMDDMCZUTQ1Bc1qIh/uGhIwSpXQtr6KbpuQmXU+A0VtSlYpw8xji0sQTfcZcMF6XQKkOSG5fKmR9PmReNfJ+/9/HMm03FeZg4zoGvtJyunRdXWR8gRQkSVwh0zljNxhq0dWzqEp0ih0E06+McAc2qUHjv+X4/EmLi5bqClHjsE/th5rKtsNZw3bqf+BxXCTvZarhqC8ym5nJTixnaOsZZCv6E5uHUMcyJujBcN45tW9GUBRfrRKkT61pCrm/PgXVTLvGSkPXIpq2IqGXYrlBGMJ8JzcaBslIXHUcvnepj4IsLCcE6TZHXF4rrRiSU1tql+SXX77p00hmNitdrSzdHQq64XhUYLaemsYartQRM3Wwr+snTLnzo8xQoS8mruVjoHuSMNpbLWsKbU0w8nAbmpKls5ou2EcaxM1yuBEQ++MzbWlFVFW/Wge9CxZtasapKHodAaxLfP40UZcnrbeTqYs1FTry9XPNw6vl0cGRbsqkmJtfwZm35cLYUSiiIwyR5xVfrCmsMu7ZknANPnaeykgWsnehzb9byMx6GmTlkXrSGqAvebQx1XfGnH89ctVKm9HPi5bp4DrfWWjGHzJuLhhgiTS2JhZ9OM1erEpU8Px4Cm9rKiHAM/PJFS1ZSGn1RK54muYV+c1Vx9uIvrouZsiz4VVMx+MC6tLw/FNxsA9ebBp+kJAiVfYbx7/uJ2llO/UDtFAkxkFhreRwCxhh++UK81lobDJK28NWVGETWtRjyC6N5mxKbSppk7/fjT7urnDM8dn4RP0SUShRLzkscBx7OM5ebmhftMjLwkSlktm1FWOpjpxWfzomn7sR5mGirgm6c2Y+JVSlzRIDRJ05TwsfEz28Kfn3rGWeRvL29apmDdDPHOYuNz2eq0uB0xGf49n6gKj1fXtR8Os3EJPBsQ+JhkM3j02lmnD2bWoT7SkU+HWauWkOxKJFCUtyfPcdRkuXmKO6bD08dt6cZp4TUWJeChjlOiRy8BFDXhofOUxWJj4cRp0QYohBG07Zx5H2P0YrKiic05plumOmVZgiZr1vLcZBAtafOUzoZi8QENnmMKynSwG1vcETOs0J3I4cxolLAWMu2lZMPY7lalYQQ+HieuagV72MmhsCmKTFGk0PgaUKwqaPi0sKqEswNWVFaOI2efp6oCiuSD6PROdEnhZ4D/SRxLpOPPHYBjbCJJx+5PXQURj1D0cfCUejMx8MsaNvS0RYGFqzPyctnux8mxmEipMx+OLNpS3aVxNGsKoWaAucpMM2RH59GxmmkMOKOqpzkUTkin86Rh9PMrtIMUUmTTkuDq3By24LE3b7jt1Fx02jOc/xpSx61grcXDaMX5dHdaSQaabU7DTebilWp+eGpR2vFl5e1JPdpxW8feqYQWTclF7WksX08wvUyXrlZO9pSds9+nFEKXu8qDmOiKks21cCXu4I+GSprSCjebN1z5suY1JLIrqhLy8W6QiGnc6FH5pwxJIYAGxtZr2o+PJ1RiPf0sUtcN5aLRryzTTlTOseqsFSFgNBDFkpiXVhxrixhyHPMXNQGnw2rMnN7zmgjbKopKbSC17uGyml2TbnQN2bJCF7q8te7lvI8ElGEpLhelxgNzjqO/cwX20LGLU4xexnHfacM73aZ+6DY1YnsCtaNoIRiTHReEK/eBz7OiV+93uB0TT95rLO83NSch5EfhoybPZerGq0Nl7XlVMpDv20KxnHgoYu82pZcrwre7wcqq1iXio+njAoDJ595sSok88kVxBSf0bCVM8t7ZrhoBIR3tW6Y5onHIVMaeHdRkZSwrz4nzs+qACXOpkzm+xC4qByXqwqVI2cPlRU98TB5xjmyXlesS804Zs7DyOVaOvNNitx1iW2lKS4aGivcqaxkg3i/H6ic4U0pxJN+9FwV0o/4Gfy0gehyVsBpyly0GZTEHpZKkZT4T0OSRIBtAb95iKSU2TW/F52c+pH3jz0+Zi5rsWwdJs9x9BynxK42cqpn2NUFL7eysP709kzrDF9drwjZEULk/RG0ylyuKtbPi0jMAZcrSWGrLHznFdM0cx6lpnnKJas6o23BtoxoW6CmiU9dYl0qNPlZA5yUCCO6lKWuHqOMTqzBZ80cAodu4uGkuFoVVHXFm11FzItBPSb2Q3y2mb0/jMvV2mC1ZBnFKNEXc1bctDJiuyzhx8PE5TjyOMz8uB8giw67nxPaFbxcGR76xMN5IkZDUZZctTKjDUoM/jknTlMkZzkpk5KDwxixMnbRcLN2TFGiQE9TEGDfYiIZpsDDoFkX8TlCdfKSOVzXNT+7tNx1ljRMlIXl08nzVQ1BVxRG3pPvn0Zsgk0hktOIdMhvu8xlrTgMmegkJe9pjHg/Mnp4cykb2yE58QOzbEop8qe3Ay9azRgVvffPuUWVMyhtyBk+dYEvUqSwmt5D5TJtVTD6wHdPExcN3GxEJebsRB+ktFOLnPZmbdgPge8O/i9dF//UC1cpZYC/DfyYc/5XlVKXwP8R+BnwW+C/kXN+Wr72bwH/GhCB/37O+f+6vP43gf81UAP/F+DfyH9JAQ5gjZLE91bIEuum5KoVn2uOnt/tZ96sDX/t7ZYhZKySml7ClnvxxMbEri14vSm46yNKW/76u9V/JKbzWosKRiDmMnL6w9dbtnXBuhYif1sVz9Y0wa8aamPY1AXHYcY5sctVVcE3N4kY62f6g1WZ3WZF7c58Os9cNQ7WtcQwAu8PAy9XBXPSC7t5EsOC17x0Yl+0VsZM+x7IMru92VQ468Q250R0sG4qto2Q/NvCcHsccFriJc9ToLTmue/xeB4JVFw2YkVcOdDG8asXK3Zr6aZnpXl3XbKtel5d7WiX5l5CuExTUmyb4vmAGH1kt+QU91EwrQ9Rypy6cFxrjcGxn+Ki8BL7nNOz/Byl46+9Ebno5wSCr29W3J1GXm9LuqD4ooicVxWlURTOYwvL9VIfDrOnsgu10VnWbcWbbSW69dxxsaqpSqFvFFZTdyM5lwyzyDxvz54XK4cywo0KCVCab24artaC+xGwfuSmsayaiusoZpgXh4GrTU1dVVyu5NAZfOZyLb7rqrD0c8JHAZ+/WNfLqFJTO01Sml+82jLFzF8mwPgLtZD/mF//BvD3/5H//p8A/17O+ZfAv7f8N0qpPwb+m8CfAP8K8L9cFj3A/wr414FfLv/8K/+kb6qAfTdJTRmEnKiU4jSK6fiyEgnZHJJk0Hym++XE948j+27C+8C+93w6LbXcEtc4hLzQ6S2FE65QiIH788TjaZCObco8DcJrSilx6Cb2gyTt5SwZrMbI1SclmdF67+WKu2T/WCV1k/fS7NJkxigbkXOy6Fqnn6MoU0q8P3ly8OSc6JeOcbkk6SklV3Or4eNh5tDPDF5khMPsFwytDPJzlpSBKcvvM/r3f0YIgc7DuhC/rVGgteLxPHCaPkdLShjVqR/5ex96fnw40Y+SxTsFSXqX+XTkOHq60TP6KJJKZdjVMjryUXJg50WeevQZl4P0AqJ04YUIIt+3T4ZKi694VRj6OXF38hwGT6kzVVVx0Ujs6uWqws+eb+/OfH9/4NOhJyvDeiFargvp3E/TxMfDxPePHd57ifHsJsISwRkBn6AtNFPSaBKDF6wvwKqSA+M8RYY5chzk9c82v5NXnEfPQzdTqMRDJw6oaZ74dOhl3psFvVMXjtebaiFTyvNkVOLTcV4+M/7ZBRhKqS+A/zLwbwL/g+Xl/yrwLy///r8B/n3gf7y8/n/IOU/Ab5RSvwb+RaXUb4FNzvn/tvyZ/1vgvwb8u3/Z984Z7o4jc1typRWnUdFP/jmXxqiCx9sjd+cJpzOPvSbExMpkjIbCKGZruVyVOJ3psmJaRPmfKRTdJBGLg4cYEpVRS5NIGnuXtXhA9/3IofcUSnJVrcnsasupG/i7Px54vRGCXz/NOKNkRKACT0OgtnB3FC10U0rifV06umHiOMyklCltpBskrOtFo/hh79mUisII+X7XlBz6iWEWRVBWcvWtCvOc6xuDCDiunKEbJ267wHWtuV7Vz0B37yMPneT/lirw0Ht8FPtc5URrPM0ztwdQahQ2tTa8XFsqJ0jUOEuDLC0EktEH+lFM97taUhv6aQYKbg8S5/LNTY22YnxwOvDhqNlWEI3hqZ8W32tFyFDg+fHsuVrrxVgg1+tujnRT4NVO040Tn04zawdjSJw76YhfrgQRWzjLfTc9z0ddW1NaabD9+JSo3LxwuBxzAO8DYQkrNyrTe5GX7ofw3CcYJi+1dMrEmCVJYpgBqbu7OZLzyHHTMIaEy4HjGDn0M6tKpg2HKVFbGINi6yO3x5HbKLPs15vMcfCcBv+fSVf5fw78j4D1P/Lay5zzB1lc+YNS6sXy+lvg//6PfN0Py2t++ff/+Ov/iV9KqX8dOZn54t2XXKxrXq4cM5p59hzGyLqU0ywkeLGuKK1hmD1XlWBLDsNMswjgtc5sKktWmldFZM4iik9oGpc5jwHjJA3g0Xt8zKwrh94UnKa8wLxkl4wx0Va1QLSzxCbmGLlqLVmLG2WImaYsxMljDKuUn8mBIUOrxeI2ngbuzxNNoZljJpw8hynxaiMLqCnCIujQ/PjY8WJTcR5lR27bhspF5iXg+2lOzN5TGrky14WgYt+s4TAldD/ReYnoyEmMBobEcUy01QwoTFFwVRgxdR9FETZkyxeFJiFX2pylMdPNYvKwVjKaygUPVDlDWThu4DlofFVZppAZA6xd5hQyhZLuqjWGxmh+OA/PQWE+ZR7PnrrQbEtNVPJ5bdqaysDdMmXoQ2ZdCE7VaM1mveJnVzWHfuI39wNvLhU3jeXhIKjaHULB3KNYVwVfXTXcHgdCVgyjII1Kk3l/Clw2sCotewW1M8QlzG2OCasV162kHVoNTWGZ55k/P2WciqCFilEbzcc+clGAbgQ3FNFcNoZ2eU4Bfl6IxfDpeOYww2qYpCv7z+IOUkr9q8Btzvn/pZT6l/9JXw/842Ra+S95/T/5Ys7/NvBvA/yNv/k387vLFmstRQiEZPm6TpzmjB8mfM6UizvlrgtcrGqsLQConJGryBw5B8W2hJAMF0vKnFWZx15GBtUyEurmJPa/kDDW8nIj/tA5JC5bx6GfKa3UwT/uR16uCgbvuN4sP56x1FpUU0OAy0KTnKEuHG2lCSEwRBknJa1YL8Fjw5KmsNNBRPFBNpuk5LobszTM7o8jVWF5qTLD0hhzTvNybfnhSRw3c4jU04xPctV0WsK93+7EBjhE4R7307wI7+GxD1yjOGdFqTWl0SSj2VgNysh7MkcezjOlMxRFxau1zKzvu0lkh2gqZxh95KELrJNQDiUGUx7SmOVEvjuNnMZARFMw8/1h5mVrOc8iLT1PgU1l+NP7ka92iaQsBo/HCTOrdOxQGFXw0M1cLqHdzmrGOLOpLK0znINsKpumxBoJ+vpiV+Cso/eRD0fPzy4NGPmsq6ritZLG0Gn0PPWSIVRYIYM2Ti9ljvh1v99PXK8kMfKrq5Kn3rCrDR7DVV1QlyJvVcDNorMHiWbpx5nv7k+iM7eZWRe8Wzu2q4b0F9+SgX+6E/dfAv4rSqn/ElABG6XU/w74pJR6vZy2r4Hb5et/AN79I7//C+D98voX/5jX//JfWZoM8zyTtSHlKKl4KZC18JushpAUl5X4YI9DL7muOhFSxc26YltKzfVhf0YbzcpEqlLQNUqp55HQu8sWZ6QWizFiXEllpcHwOYHuMEzStAiBkAqshsJK7V1YYQ53k2T5hhC4PQxsmsiuKaX5YqT+Layk1308Jd5sa0lSCBLGnYOnKORaOWfD19fVc9PsonGcp8RxCNwsIVIxK3JOvN01PHSyaEcfWZeWi7bi6TwIy3lOvFgVFIX8fX/+UkYn69pTF45j13OzWzMuuuCTh3bRbJeF42pVCHLHezyGuKjFqsJyidxKaljGMeJ7FZeOuIWA54SA8BmWNif+c1/KgnDOYBVsmpLrtqCdBWZw3SgeR8urVblExLA0tizrUm5POWf2gzi3zimQ0OwqRViJUWTVVLycZpyVebm1hptWs101z4aV/VlQuQnJedpWSzi6UqgUl7pdGnkvNzXD7Llc1+IXXjTu2jpat6TaJ02VYF0q0HaxE8ZnGfLNpmKeJbP4zTRhC/HwlgbI/wzjoJzz3wL+FsBy4v4Pc87/LaXU/xT47wD/1vK//6flt/yfgf+9Uup/BrxBmlD/z5xzVEqdlFL/eeD/Afy3gf/FP8W6ZRxHfnN/5pcvViilGb3n7nBGLw4RaywaISnGPJByRgXPd6ff5+jenmbebSzjHNlVlk+HGQ49KMVFW2IV3J0GGqeFeh8S4+z5xUvNaZRr3TDDtpJ4j8dTzzTNHM5SC7WFJqdM1JoQhbUcY+JunDl2A2RpwBitKaxmmj2FstydJnIWAQUZ5qyplOf9CRx7XFHxstU8Dok//XCk1FDtKnwSBjFL+gEp8LvbE6SIto6thS5Gbo8DrzYlxzFwtUqUOvPYzbjBM6eESpGnyaO05OH+3R8P/Be+UdwfB2nShMRDIY2ifpw4Ok3OPfsx8aK1YCytk07u+4cT1knI17py9Em0v42V/z+mSAOcRwkSHyaP9zMP55mUYA6B17sG7QpymDhNcvJrEkMwbAqhkbw/DFxUMiaqjGT8xBiJUdRa0xT508eeaZpwVcOpGyTNwih+fBow9BSl4/XK8tv7gdoaXCGbYYgeay2XtRPp6TRjrcAAbrsgpI9Zc3c401YFT5241Pb9glvNkRwst3PmBQMh87xprSt5xlCKQSW6ObKqLB8PI0/HEx+OI3/8Siidf/ap+/+ZO+jfAv4dpdS/BnwH/NcBcs5/Tyn17wD/IRCA/17O+fPO8d/l9+Ogf5d/QmMK5Kq/7yc+Pp3xXq4cldP87nFgV0JV1bQljB62tXg0PxxneSimkUjDttaUWtLwjv0MSK3WOAmQ6seZp27i6TxgtcEauRJ9OE7SAV7iNLXWXK0KpnlmnBwf9x2H0qKV5rthxCfFu6uWVVPR+Yz3AYM0ufangZhhU1kO55mPh5HLtmSMsht//zjgjPhf99HwdhX52BfkMPK7veV6VfBiLZiTz+C00hlJMhg9MQRO48yH/cDNGn4YFNEL5fLQSXawURm93AqCEmjb7b4notg1lpwym8oxTp45RDbLDSbHwA/7idtjJ7SO0dINI/uzhFxbo4gx8fE48u7SMMzwdB5Ztw1XraPzRmpz5JZijOHuONKPE8E7XFFgLExeJgcXReI3p8hq7KgriwwlJqZxpguKYZo5rUqeTgOnOXDViMSwKArO48TDeeb944Hj1PDLa+jnjOlnnNH04yxe6hS57TLdNPLDo6asCjaVKKumWf4hR+5Onl0Do7e0JuKT5elw4Nf3PX/0aoU1hn038dQHwjzyNEb6OXOzqXi/l0UdgjQoTfKM2SyJfo5h8vzxu0u2jWWcSjblzKcucDWFz/r2/2wkjznnfx/pHpNzfgD+i3/B1/2bSAf6P/763wb+2n+a75lyJinDl1ctu6bkaQisKss/v6pAy5XLWst5nOjmxHGWpkLtFD/6zKqQq47HYkzm3fWaTSW11OAzL1tHXTrGJaV9W2lpEDhhFVVVyeVaZIOr0hBD5HFI/NGVpNqVVtM4zbe3onNetxWvL1Z0w8T7QyQrzXUbOcxyCpWFSBLXVSFNt20t/KLZE3zgcQio5DnGgperRB8bajKryrFpSlw3cxwE0E3OfDrOOGfkylwJmlQ0wpHz7LhCMm5STos9keesn9oa1quaFysB4w2z5M1OSbOuCurC0AeN0WZRIxW8uZRgr+PYABICvh8DOmde7RreXq4Y5sCnk+amNaxXEiGac6LS8KnPfLWzvNq1PB0TQRVc1QWruqAoCy6agst1g7WG4+DJgFEwjIGHCf7kVQN6I/a8wtKNnrowuEJiTrV1bOuCptCClcHycpNYL6Oji3VN4xRZW95sK5TSbCq3kFbE8F/aJedYGTb1RO8zD51nmgMvNwrtSt7tMuvVamlGwvXa89AVXC3TiHVTUSXB/oYQaSvPfqz51c4QlGPt4HePA3VpCTnzcidAgaQE+dOU7qeNrskZCe9KJZu2RuuRiLzZIN1CSXc3rEvFxarm0E1smhatTjRVweAzr7by9TFKjXzROrYp0YdEWHJLr1phBV86cdJUVeLNtgJtebVERJynwM+MJpmSn92457/n1SQ1YdYyHkFbXq1LppB4TJk/uCxx1jGFyJfXK3ROjElJFEYQI/nkRYf9sy+uhJx4nnjlxAN6GgPXK8ebXUVbaJR1lCrR1vnZQHC5EpVPPyec0Vw1+rk+m2NiWwhq5jR4MpnSGkorKKDPZMQ5a+nAB3FWvasy67qirQu+/fDEqqkoXIEx/jmx4GZln6NJ55hJSrGptOiPS5mxp5jYbFbUpUe7khcbaZhdVmBsSaETbemk/gyJtixg6cpv6oL788jbK8VuvZJQNyVI1U3tKIpCShwsTaGZvKYphUMt8TNSU4Ys8aDGGEJWFEXB9UZEO1prbIisSxG69D6xrQwfniZ2TcGmLvj+sRMXmjOMbclVW5DQ2JSQjK6Zt7uKhzHRVtJD6MaJuy7wZtfw5U2xBIHPhJQk0Ay5rfgoOvlX24LCOW5W9qdtMgBZnDGLOOI4Q47Tcye4coZdW9GPMx+OE+U488N+4oX33J5msh7Y1QXtqnnWBzcmEZUjpERKmSFJ528KCWsMrzYl92dJK3/sZoyJXK1KDlOiQL5GyP/wNIiG+jO1X2X1PNw/zlkaGkuD7TjMhMVttF8Qr4IZTQyzRILELI2Bfk7cn0Vjuyo0wxz57uHMYydOkj9+bbifFCsrzaXCybiiMHJyfjYFrCox0YOmm+NzBuxnsch9F8ixZ/RLA0UZVI785mHkphXY+BjhprGcvCZ4IU0+9p6rRc/rY0ZpzVXrCFkexLqqWBUy/3489GK1oxME7prlxFc89JHZH7k9R766LLlsHI/nnslLAv2mEXngFBKVLTj0E4deYHAiU81ca8PdHLmoYQ6Wbpz4cJgIWcztpzFABqUV96eZdS03k3EOC7RNEDIxRIYIb7ZmSR70/P33J95eSOMwZtgPEvjVOMX7Y0ZlScsoVeLDfuT+OHGzbZ4bngpF5WSUlhB/dOM0WluGWTbQ3suz4MwSiOY93z15ftLoGq0Ul+uGF1o6u6/WmuMoD+tnBZDWEkD8GlFOfaOEU/Ryk3l72T4THLspksLMb4+Rb640yRg2i4DgepWWbnWkn0XEf7MW7WvWMj7aFIqnPpOSyNvQlnX+fdf1ppaO8u8ee64qzVXjWMQ1ct3UgZtKtKjlcsL3s5jn55j45cWKyX9eXJlvblbP8ZzGiEH/1A/cn2W++rKRfKH9aebdruQ3+5FN6dBG83JT4oyQJM9TWB6W38ebxKy4WNfSMQ9y4o4+onJiSpZNZbhaFxKPkST25fVagxEaxecOcWE0Q/DUzlEY6fg+ZXH6fCZAQGbXllyvygVMJ7yl0mSu1yXbZsMvQ6D3iR/3Az4mvryoWZWGylkiCqd/Pyv+nG5YF6JzrgsDC/6H+VcAAJ/LSURBVN8rLEFiX1y2vNw2Ahc0M1UhG7xSiuuFqR2zlC8pJXZtxWn0VCEQEdGLUZlvXqzYVNKEe72pRHG3hIV9zlMWhI3mZuXQSrOpRFJqNcJLU9KhTilxHkY+HRIXtaBiY1K0JqFsweVaY6ylLS3bZuInnWSQycQYaaqakGZClutfuWh3z3OgnzzjLBa8u9P4TLsYl5bYeQr040xVWGEoR5EcBu8ZEFhYyIpX64L9ACoHdk2Bzon7IfLlhdD2M9A4sQ0OPrNtNSlZHs4TU0xsq4VHrDOfzp6LWlwnIUu64OgTT8kzhiQn9JyWh7Hg0E0YYzifJ3wamENCIzeNlEVkP4XI01mutI7A46jIMdI4aSKFKOFSzoiS6aHPXNYLMidE2krYwnNIlFrKhj9/GLhpjMD2xoQz8LJSOGs5TvLwFUZxHmb2I7xLkagFU3OexD53mORGN8fEpi540Tr+7LbjMsK2LkA7agMPY+LlSny1IUROU2D0kTQEnJK/z7yQ/D8eBfa3ayVzJ2J46ka00mituFxb8rKID/3M47nnct3QlI45CjlDa83TEOiHGecstRfByqeDECSv1yW3B083S8KfQjbI0sqt41MXlvBrsRA+TYkrK9fqu9PItlZcrYRHRg4MPuNM4qHzHMbEi21NaTWrTYVPGR8DdWEpraBuSpshBb47Jr65THx1swFkXCYL9yd84pLhd/dHfq5h8AmfROPazZoXdfm8A59iljonRs5T4mZdPZ/GgrwZCVGG/ttlUYYsBmqlBJU6+UiOniEqborMY+fZFDIjdVquhKdRokyMTuxWgvzctRXRTyijOfQz61I+HGstGyWZuo+9wNfb0jyfsMdxEj1tFJaUM0pmr5UTjlUfebOTa25b5AXoDSl4pqhodGJSFqKnmxUXJcQMKgYxbufMcRB1z36Qa3SIEWfFfB9jxCTPFDSDT3xzJcFXzjkuW5FEjvFzjySwLqRe1iRuu1koiK7gy4uanDO/uz9y6Hq+frFj5TLr0tJUBW9JHKfEZakIWWF1xjmLGkaMK1nZzEMnpclVW9KU0gs4dgNWI3W11Tx2MyFGSiPz0LvTwN3TCaMUxzFz0XicLjiOM+USiH1Va/ad5aqSm5XL0uEFaJwWw3whhn2rE90sB8XT6LlpHKdRzPKtk2aXUnJKe+8plsTDxikkYM9wvXKsFlNK6Qy3h56gpUfhjOKirVhvhLP9cOhYrRr+2stEFxTf3+2Zsub1pmR//onD4lJO/PbTAasV21XD2sG3h0yh5EGffCSiqUxmiLJQWWxVeUzLzliwdtB7eQOF7StzUGOMoESeRnI4UxbCsvr2buAwJL7c2aXhYoQICKQockt5eEZKlfgPP5755qpmP0bImXXtqJzA0z4dJrYtz6Hb3ehFW+wDDyHTTJ7TGLleCQA9BBm/OJ3QqiH4mQ/ngFNyxfo4ZkzqmJJiXSieRqj0yBA0rQsoYwX7aUQo4IzCaMX9seM8w6ttiXOObpy4P0uGkiLx8Thzd5rZ1Yqn84w2mtZCubb0PtPPUWaoteXxNNAvPuEXu4beZz7eHznMiXmaeRpFCbbqJ4k4DYFjVdCWs2wE0fPxFHiF4sPTzBSE31VYabCFEPj+cWRTC/CuW2a2fdbSMTcBkmzSr3c1N2vFb59msp44dpPMSn2gmxN+HPj2Hko78vEwcNkUWCNZyyFLGXNloZ95PgjuTwLlm2Nmf56YfWJVSYbReRh56gKQKU1GWUdTGEojm30fJHXjqZ+43ffLZ+05DhOP65Yvr6TU+PZh4JsU+HCWDfTDaeamLRhKsZn+pJtTOUNRFqwKqQn33cRN64goYohkMq+3FSHJVauwmg9PZx47Yf6+rArmeeZ+iLzbVcze45zFWhmJOKNQquBnlyUPncja6sVhtDYDR6/ZObiqFD7LqGCYoTXSDJp8pGksl23B5bqmraLM7hbb3edo0C8uGkKCu8OZw9LQ0lrxYlOilSamTqSBReY4zFiVyEpq2uMML8rI7QCHMXFVZuZcoH1ku6ppixHcFpNmTl5RqiT5v16+vzGGC5e56xNtkXFWgtBebBoeD2dWdUnWnm1dPvt6NXt2TcGf3g68usi8erXl8eSe67rLlehxq8JJLk6ryLHlD2sr8ZjWL2quTFsaBiUz+XUpKNWI5Zubhk0lGt6dS5y84FdPU6DSkvi+XmyPp35gdAU2zWhX0JaGaVYL3zqzWbVcBcXLTY1WcrUvjKJdWX70JZsisVk1aK14vSm57eTUvS6lQ39cFvGutihTcNHMRBRtoditKlalwShNWRj6WfPzFzWVk5SDSgs3az+PjCHjrPiAp+RkA9eZhyg/27YyZLL0ZNoTU1Y4FdmuSta1pVw65OVfrnj8q79wUYo/fNminQysf9hPvN06Gme5P4sQQfyMgX030RaGwxj5Yms5K2kkjFFRaikXnsZMU8p4oJsTUxwoNDz0crV9tSro5sT+3PH9wfM33xY0peX9OXDVKDa1aJ9zhqfes64sbVXyZitRmYfeU7rFCO8zxMAYpMbs58ScDS830m2dFmD26Gc+ngJN2dP5TD/OaG3YVVJfpTDy61NecK6B3x09V61l1dR4H/ize88fvbScvULnyOOUeWEFyzNOCVAcZqmFszbUTnHfB4o08+3jzOVqZEyKykZOcyDOE//v70/8i19tUCR+cz/yZVbcngJazVgj6NibizU3q5KqsHz/2PGb+w570+KROaSxkrkjESHShf98I3rshTjx2HtOp4E/nyJvdzV/8GbN5CPv9wOzT9x6QckmDK2JfLtPXK3Ewvg0BKxWfDyMolPWkNCU1nAfpNZcFYZDP3F7VnwRpffx6eyfZ7VPM1ybxMMYcUS+HQJ/8MJyvWnpxonDKBGuIcFxDuyQkOxuSqwqGSUNEc7HM//gw5HKJHarBp8M7y4qlILHMdOUjlVdcbWpue8DmjN//uB5tU50szROJbZGQIJ3p+Gnja5xRrNerYgxslk1/JEVSaLWmpdbg9XgnGOzdJibJRN2t1lRFaNk1zrF0+CJaF60km/TzZHXW5mptVUJsCTslTgbuFlXrOojUYun882mkmtsgqumQC/z2sJqDt3EeU5sCulEV4Xl2M9c2oQxUocbbdi1BTcb9SzIv1ilZ7D3qjBsVg3qcKYwpSy6IDK9l68vl6BmCZraND3rumLVVAI7TxltHWmeuWpKmjI/17hzzLzdOJ4GuGpLMYUby7bMhFzzx688V5uGu16ge1OM7C5W/OI8YWzBV1fCRl7VFUYN2KKlMjAnzaqy+JhJSvNmW3E813iMaMSzpdDS1BmSIsbAFDQJz/W6WsZWoo+O25qYIsoIbC8rw5sddKMmZMXrixXnfqSqKv56PVOWoue9nD2lq7CHgVVheBykcVc5w8+u2udwsW1TiIYcTT/NzFECxQtXULsgxgM3P+udy7LELZD7lBKnUfA/uwZJTViyh8Y5MPogTp91wa4RKFyh4WK7whrLldKsS3nGrJU5el2Ibv5n1543FysO/YTVkiZojIzqzF/cUAZ+Ags3w2Ijk/zV+7MoWVaLMmaIis2cqArLuhLq4xQiT4cTH87SUCm2K0pr8PPMbx8nvlGifhnnwO058PNK4OLnOXEc5Yr3eltRFo7RB5pK3BxzzATv2XeSjXu5aph8ZJg9K6e56wMXtYR+jSEyTJ620OyHwHHsuWwdZEGlXLUS4HWeE42FpyGi9chhklpOYN2eycs4J2fQOnPsRm4P43NIdjdHjNaLQSHwNIiuOiN4mvMkZvEhZB6YJWJFiSrI5MB5liSBXSU/36GfmX3gPHqUOjMGcTAd+pmPJ8+fvIJ7VdC6DEiAdI4i4mgqoS0eJsB7VKH5dA7cNJZgDC5njBIb5exn7k8Tb3aSs7OphKJ56GdykhHZcYbaimTwh8PMxTgRtGMVZHE+dJ6XKwn8moLcXqKf+G4/o1KUvF/gw2nisrK4Yon5VFFyoyzcdZnRn7nv5X2/XAkJ9PNzpJQiRCl/xghhmKUr78TueRpl1PandyNhnhdoAlxvV9IM04q7KZNUYA0cojxj17XhPGWezgP355kc5ZaxqQyruhSAXIrhL1oXf+UXLhn6aeax8/IGasvbjdijDmPkqpSr8nkKxBjpp5lxDnzyiV2hCFqaDZWzxCjNHGULLmrL4DMvVnKKRjSXtXlOPOhncQdVTmIpJy8f5nmUDJ5NU0IKTAH2/Yxbl7xoHb1PPPWexipiFDnmVStOliEKf7cyMnC/P804q5lDhiwNr1dr8aNaBXu/UC+yYGhqpzgpRc4SkHyqC1ISkb3KkTHAphJiR6nl5NjVhoBiU8nPNvpAUxasa4tfOqFWC8VBG0ll1ylznCKXbYFyUh5sKsHCemXZFmqZX0r85fsh86aUW0TIUFvNp+OMUjPOWh4Hzzx78eNWkkN7Gj2H3lMZqOoKq5H3tRYPdaUtL1fwNMp8t9aRpyFxsxb642cX1kMnpUlSWgAHE7xZO6ytn+f88zTzkDIvl4SJpETM002aTaFRpuTrykt4WE6Mc+DQT+gsoWKnKbGdZm52a5RS7LuRx94L36qVKNc/fKm4PQpVxJ89T0PgQsuN5KotyFngC682JamQ25TVYsuU2bJjDkJmebEueDjP/GVz3P806Jr/v/xKOZOV4ec3DXVdsbaZHw4THw8du1p4P9ZaIVEsALjXm4pN7ajrioslQTwuu6aAvi1z0qQsEsOQkNei4EamIDm53SzNneMwPzs8msLxZtdwWVt+OM5YglynJiFXrCthKCfkoSmM5jTF/8gH7Zxcs5TW7OqC0lmGWU5uCcYO+CShUoWKHBaLYD8n6sJytS7RtuCyKbjZttw0lrtexg27tsIZQbaaRadstH6ORZljfj5RujnxeldhtOY4emwOnCbxIl+2JXXp8It5/KH3z8bvablNhOA5+iwCAuMW04Zj1xS8uWhpmoa3F8KtmkNaOt0wZcW2KXmxcZyDNNOMMUwhYpWULMdBmkXbWpo1EZGEVk44UjLrLGhrCcy+aguMK9lWYg/c9+Nzc9Ba0SVv6oKPJwkOm0Li4dQzROkM3/VCojgvNBSjMkOCtip4t3UcZ6FtSsKj8Jrrwj1PCs7L6TvHzKZxApDLkW6RsWotm2u/zIw1iYikLViV+djJ/5dTAiOz95+0VhmgLQzKWrYmsh8zlpmHU6R2lrbKzyQCpzXjHAiVZMR8DqTuhpGURfA9eBEOtEVmjJGPx5EXW0lt732mMpLAd55kQaaFhLhW0oXWRigc1joKPHddAiXMKKMyD0OgXRhKIAHcIFEVWkudlcPIOSnWpSBXC5OonV64RwqUaKVD8Lw/ed5dCGTsNEjSfb3UzIPPuOS572ZUTmxLxZw0NyuxKfbTLFzjxrDvJw79xKqUckIbuWo3hYyF+snzMUZKJbk9L7eIzTBkGf/0gcMQeLtL7GcJ0b4oJLb006C5RGSOrc08DJFdU0gdGCQGZAzwrnEEZblohLMVMhh6PpwVv2wyGlGCvSoS+1PHZtWwqbSM2JC5a8hgY2TKsinVVvHn9wM3baQtzBKPOfJw9iilJWZmnJlCwXrB227rAh88jz0USPf+srYUpuZmXYmYJcG2kFP9wylw01q6KdCUQhZpS83DENBZIkg+7SdA4aOIanRO/PZxZFcaznNmGAbQjhDD83z8i12JNVYgB5XlthSC5KYSSN1PehyklYxV+u6McZZKZYxeSAReQqxjjJyz5qo2aG3oxll+z5z4w9dbDAXf3+3ZrBq+2gma9fuHjk2p8Ek6zj+eIxe1WZwz0hW2Wuaw21qAXo3S1FbxaU6sS8FuOi2wtH0/ERe862e3z7Ebef8EuzJjnSQnDJPnx/3MulR4DZ9GzzAnToPnovVsm5Jh1jz2nhwTtRWG9NN5YJgEIfthP/ByK2yrqrAkL8b5fe/5yoiu99CNHMbEy03GV45+8sSQ0LViDJFKQV04DueO8yyRkorMcVZsKs+ns6efJp5OI28uJNh6Gic+nAU+79yyMGdYO+E12xzYD5l5HLn3jqZMXK1KrDNsK4n8sFqu2E7DMIzcnSPbWkZrCSVomv2Jf/jxzF9/Z4llwWUjIpP7c2IcJ8Y5UBWWfT8x6kyhkyTzBYn8CCFROxkVHXqpST88dTgjqqt5nnkaAtM8893geRUThStwi8Di06FHkxiD+JBjjKSkOfcDbWHo50hhK3L0fOoj1iimmLhpDacxMWcB7KWYSAlG7/n2vueb64YpGEY/Lhr5hFYizjl2I5OPomybZ+5P40/7xE15SeqbPWsNd2Ogn6PoQRPM84wyjqvaLDYsxxQElp6SNCG8n/lxP1IYxY+xxCxNEq3EQfO0jCYK47g9e3T2PPQCTWsqx6ZueexnCZTykTCPHAeYYmbXFBRG8/1pIsXEenEtWQVF4XhdwRjltPdRRlKbSnAxt6eZl9uSy6bg0UqtPEbFrjIQ4XHKbCvNnODxNOKXoG2dPeQFAB7g7hx4vbH0WnTFT71fYk+gLCUxXilNURa0hab3iXHO5Bj4ez+eaEykrCpebSw3rWJM8nDp6Ol85PbxwOWmJSpDhefTOZPzTG06QlYch4lrH/nwNOBUxGO5bjNxUXpVzjJMgeMgzbrzHPGT1IHrQjGHyLd3J6xSgGU/itBk2wgB5Jgih2HGzzPvJ8+mKbhsC26nmR9Onq+va9AavVgVzynQBRHbxKx4vXF8OHp+fJTy6mMXqAuxz5kQOE+RtQo8dPNi+BCKRmVE826z5+NRjO9OK6qqJEdxPe0KGKaZw3ni1/sT1lnebkvOs+RO3feZSnkxulQFKQXGqPA+8MPdka9frtm6xO3Z83A8U5Qlx27i8XgCbX66C1drORGfTuPyl1W821WcpsDgI/shc1lHPsyGQot2NCS5Jk4hEqNktexqx8WqZvSSwGe9dFTz5PExUVnNFCy1idweA+tSMCYxKx6OPTNyFZ6miY+ngGEgmYLDqWfbFOQY6CbFh31H7Sz9LAvdugLlZzBCJTwOHm0sNgdiFAfM7OVEtdZwURlGn7k9iNg+JcuuBkqL9Z7kJ769PaGRa/urXYPJnvOoeDxPbOqCbSUjhduzxwyRry4VdaHZVZbbs8cHKQOsteyKQNu0eO95OEvX/uU6k+aJCcNaBz6ePZEBUmTOLYVKxJT4eIzcrAzaWK7agofjQAiJbSVwc98JALrSgjwtnaQjeh+ELaUibd0whUw3jJRlScrie07rWjTgQWInxwX1E2epzx+OHVNIFHnmPDlKKxGshbFMSeSLVmXK0vLpMLFyolY6jgFFYl2JbfB3x8D12mJVZp49PzzOi4FCbk3DMPI4ZH75sgIFU1TMw8DfvZ15PA+sS0fd1FxVmTulqFTkOGWKOHG9bXF65tNJNtxunHnoIl9eNShr+Puz5/HUc5wylQpYY/nmqsY5x/ePJ4jhp9tVTinxDz4c+O7hRFsalHFyLRwir7cVmkgXNWGW00GufXJVeTxL1mnpDNtWvJm/vj3L7lc7VqWjKUvmWZjL392fn50zo0/MCQqdOYziQPl4mtE5c9NoxmzZ4Pn1o2d7njj7xIutAaWYg+fDfsSQWVeefe95e9U+Z/smP3HfZ/oxUAXwRiyJlRZ7X+0kw+fNtuAwJH7cT2yLkf0E/SALOswjT7HAqp5P58AXRvhb/RwpHPiwWMW0CA6GaWaY5apeWC1SyGnit8fI1/Sco+HLC8XoHU2hefKwtYGTa3jbWtZNyX0fSFEYULMPqJyoy5qkJF3w7tjz1I282rVUZsaVFZPvGHxmnD3X61oA7qakHz1TWjJ6feI4Rm5c4OEM67pg2xTEmDiFSIhSaypnQIOfPd9NkgJ4ex45DBPaFsxJ8cdvYFcZ9l3mvk+8WgWOncg3L5zmh/NEqUWB1jhwC1d7PwqqyBhDXRpiSnx4Grg/9Vy0JU1VMIaMCjO/fRgZxw5lLChRPn376KWXkhzXRcIYKxSVPnMePaWBiKIpDTlLrlFbldxsavqHnvMMkHnoE69a6XAr64q/aF38lV+4MWUumoLizRW/eL3lOMw0ZcF1FoLhbZf58qLGGBlka0SfrIDrTcWuLSmWG8dl4+gDNFYG6SFmtDbMRC5bh9YGrZVIK8eItR3rpqa0YrpuFxXO0RWsnaZtVvxLl2L2/nQcuGhL9t2IczW/el0QkjB616vMVWOZ0eAH9rPmy8sSZ9doLaKAVeWIWjreecHKOGOpysDDqec8Z97uDMOq4mpV4ZXjb+wK2qahqY9YY8lq4uWuBTKjlxMoa81lI0kLknQndsN7O1M5w6rqGbPFxci8QNObuubdbmbXFlyNM8YWrGuHszO6qPnF2vLYew6dhGZprVlXjuvdmut1TVtoHifNV1eSHqBSlJNuKR8aBeep5tJAU1p8VjgjQppxXryzSi2SQxmdpEWK+mpbSLJgYejH4jnW5Fev14xJ46zFaBnvvVlb5qzZrmuuGidRIFFKr9cXjYDiQxZahffMseXV51RAZXi1bbg9tbROSJdVIQ2yGCM/7uHVRtIOXm5q6nLAEpbkhcV+iOJmXdM4SQncNgWVyRwm+Rz+5O2W3arF49A5EmLkMASeZsXLdUX+KZ+4RmsuNi2bRdh/mBKFCbRlwaopxTu5EAvrQsY+ekmgbwsxMt+dJ+6PI73PvFoXBCUkwZgkuX6OCZDrUsgKZRzrUjHMJfViBq+cJSwxi1Vh2balCD4CHPoJH5OEKE+JX16UZGWetcwXK4XPhkYnvustKxeYkxLtq1F8OgxkZXi3sySEifz5V2GlFttNM0XhMD5y0S5BV0UhnW8toVHKWBF8jJGQMisnNkbnLM5Lsy0pQ1FYtkncRnep5caJde48CRlxVVo6D2YIhKy5KCwZOHvN11tFMiVtJfPkyQcSIuj48qolpUTIipeXirqqRdkVNataTteUEtpZbtblc7LDVWOZQ8WqsJyM2DVTknlzva4pjKYbZ4bFubRWhsum4Hb5PodBspi+WIsefJom6d5rw6b47AmWTu5V4zgsI5nJy+y7G6eltyDJEr1PbMoMusDoiduzZ1vLDPowZ1Z1wddlIfGakzRIC2fRtmStRb990VZMQcZ315uG8xzYFJoPp0DwM84VKC3P0uWqpJ8852Ng11bsKs2xr//SdfFXfuFao2kLw36QGI6Vg8fesyoS3stDPs6BmBJziOSUebEgPO/OI5tKs2uKJZsGwdbUIroIWRRR4g8NHMeZlBKjl45gzvk5O8cZtTB2LSlJQ2qMiqZQzF7RTyLciFktuUKaqDKHYeI0BK43woZ+uS7wSRxAMUZue8F6vlyLtPLHfcebXU1EkWIGlWmdYc4SdCbpgBEyJC/4mFfrcsmOPfPpNDN7z64pKK2IT469/FzKGK5XJcPk2Y+R14Xj7aag92K7a5xl20jtW1konEYneLWRBMCcMtoUNE4xJNlQikK40FUlf65Huqh1UdGNwlv+LGQJJI5D5jh6aqP47mHgonWkXAGKi1VFXci8fD9IB/8zSGDykVbL3+26ktwmbUYu1i0XbZCrr480pWOcDV9d1aSsn2fPCU2p5SoaQuDjvqO0Yvk02uDiTO8VzgdSCHw3wJtNtcRmimspKc2myBwmw2XrnsU6PoqF8eWm4Kn3xCzcs9vOE0JAOYchc7tkRk2pYVNongb/HG1jlWwsGwNjUsJf/imPg4QoMQgW0wuxb/ae47nndw89v3jRgpHd02rJfskL5ubQTZIIUIr66TjMDD6KjJJMYQ0+5mc3D8gVjRgIMdGPM6fCUBcweakhz1PgOAaaAtoCQhLDdl3IUP6iFQHFeRqf/6xPR/Hd3p4Ewv6MvCnkdHp72bCqSmKMOKOfIQGHc8cYNeRIbWHblOzPI8MsBu9NJSqrhEKlxBTBMLPvl256lCtjW8iJcxhm1pUjAptCy/sxC42jsobPepzHU89+DLSF5uEciOlEUwh2xTnLaZwYvbh+2kJzmBLWBjofxV2jlBjPx8i5H7k99KLFXrdcNuLskvwc6RyXVqGU4fHU8/EoDbbawvdHASSUzpJSpFg8ts4VbBtNudSnxz6RcuTQSSphN000VhNy4rbzGA1fXDSMEbzvRfDw1FEXlk1TMPjA/XGmKQ3zjIhISoGcn6fAq3VBWZZMIZK1oXFy1Z2jeLrP42frohg5jBZudqkS5ynTZjl0ns5igtHAh6Nnfx4WaMDMtjJctxIN6pzj7Tb91MdBmVInctJYBatSc4qJWWUakzlPgVUJjVuutDlzOHfELOFan4FewyTEwNpkTJw5BcXlItIIScT8rZMM3W8/nKW2iorLJpAWJc+mlFSDbe2oreIwBpqU0Dnj/cxoRaR+nmShXawbJq8oOMsDlwVR6n2g1NCHROsEfJeQTcoZxaGfaArPj4eZn12WTD5we5ZTawyRUzcQSseqMAtKRRIJLHI1f72xC4ZVsDEha+ZJCBuFUYsJIhPnmfMworJY9PpZTgitNSsrhAilNM7AMM/cHgZ+dtUwYLmoMoUzxKSY54lUW1KYIcvM9XGCtYN25egGg7OGm8bQNJVgcuZAjIHzMPGYNbvS8NBPOIXM1xfdcbkge/bnmcdR5pxtlRh14u5w5tgL0WNXG47DgFGZu33PMCe+um65qjWPg2B5N01BP0cscptqCi1IHKs5u8+bbOLFRtRd535knCaOIfFSa4wS/Ey/xMDs2orKlBIDOk1080zUGj+MAM8mhXFSixtJcx4miqKAGJhn4U+1NtONEw97GQe9vWj48TD/tE/cySceDj1DkDfKqMz392f6OfLuquWpm/iwH2lKzcWqRqXI3/848MVGcXf2rB+O1HVNN84YEr976PARblrLubcYa9nUcnUdI/TdwFM/s6pa1hYex8QOzxgiv/4082ItrKP3/UyKcq3WStxHr9YTdV3hfeD+BIfBM48T/8H7I8M4E3TNRRn42CterQWVsj9F3u9HmkLhA9IlnyynUaGT5+6k+PHxRIpi0zMkPh1HjBq5PU6sCkXAsnKZH596joOQKaaQ+eJqy/VFy8YlbodEaePzA3waA+d+YH8eGduIAkKMUgdWmj+/PXAcRuaYWTU10zjycJ64O01YPfF9n2nLievG8DAkxmHkz+5HXq5GCVFTmW8jFEvs6RQiPxwcu0kknHGe+XQamUOicoZjhD+/7Vg5zXmM9OPI3Xniui242tRY51hrMT+8f+qxGp76mV1lmWLit9PM0wR/8mYNKFQW0UVZOM79yMNp5Bc3LTpnhiCjomHy/PauY105piCwwIva8nAITAk+KTH0d3OkH+fFbqkXGaPhYlXiE1yUme8eBx4PJ7mBzIpvMkTtGMeR3keu1zXbynB31ly3mafzyG/uT+SUOM4Jwsh3TyOthaZ4yf3+hLJF+Reti7/yC9cZxcW6YqMMb7ciRzPGYA282jaL6VuG46U1FEXDP28V66ZmjnecPWzryAnNujR8dSUAts/6XKfFUvfDEHjZaBq3Zreu2VaOx8ELMM4VC1DMY7RGpch5uaa54Hi5dtwdOmYKNpXDtBUvUhCxf13xB9eBy4sN21Jz3wW+uUwoI2SNC6efg7uGOdDWJb+6EWjcp6O8B60zzFqaOwrFzark7dUaZ+D2HFjZLOYLrfmlVXw8THw4nLlci873cUpsG0NlNYdJgq3X24pDaQkx8e5qJfynObBSilebkj+/79jVjqAcf/yq5dOpxpgTMQbGXPLVpXRNH3uBd5dlyc+vFau64P3TwNuL5lnapxGm87pamm9l4DwXOCuZsWMU08TbXcPlkhcbQkFbDmSluWgrep8ZJsVlY6W5VjtezIFCS8bvXdb8yaXhq5eX4g479TwNiZfrAqNhGGc+nmZiimyakpgkzXHTKL55scIYzd1pIswjn04yay2twpiWwQf87LnvNZel4c1FA8ZxURveHyYO48yrTcUwDKybkus1vLrZcdk4vr3v6PpReiLZsi6lwdbUij94qfj56x0Pp4HHozRST17SJR5P/V+6Lv7KL1yjtah/tBiW55B5uRXnx37wpJwgC6ZEK8/bC8N9H4lMHMbIq23BnDUrJ2CygJi7jTEoJZJGYwyNFTtWJmO1XK8+Pp65aGuSD4LZtCKE34+Jy8ZytWmFU5UzQxz51auGsiw5dBN9FOvZuiqJGW5W0kBK5zNnD0WW7iNJEYGcvcRZKpkjPw1BnCWrgsKsmULk1a7h4SijodJptC0w6sRj72lKmKPiZlPzy7rEGM2mqclasy2jAMmrilUpc9g+BFoL3SziiKQKUZ35wLqR7NlNW3IaAnfDkrynQdmCLzcO68R33FYTo4+sCsN+jKwyzwTIPmkap+i9JEmECNoILHxTR/7DXvKgXq8c384S2PZyW3MaPf0kwLcxskSCWB4Baw0uRZoljfA8+SWx0VHULaUzwo6eAm+LJPlLp5m2Fm7V3eR5sS6fJxGHYUYZ6YN8YQ3/4ENg14iw5fvDxM5KGl+wlr+5LjkH8RanGLjrMoYExvFqpfjNnaGbJh6ToW0H1qV9bowqhXiso2JbF7zcwrd3irpwTL5jTIYX24ZyEq5aHw05+r8wlv6v/MJNORNC5C5kLmoZmCeln43Gn8OeC6vpFvC1tZbGKlLWWGMIMfLYBciZr65KEpoYk4wWdBQw2Rh5eyG0+z5k1NARlMzdugA+itRyVVrWTsYf5ymQk8gnE2LwnxbYuE9S1zSlJLZJ6h682JQMs9SRn8OUzTxzxnHZWD6cPGsvQcexsMSkCDmTMGil8UnklL3PXBVyej72hi/XJY1fmnMJikKgayklbvvI7XHi62s4eM3PdobbMxijsFbxw34mIzPnD/sBkzND1lijqeqKF+uCp/PI/ZRph4E7Y2jrwKYpUHVF5wdiFutgROrT8xy5WhdcrGrO/ciP+56cozy8PrBtKr7YCftqCFkmAohcc5gjIYr1b91UnLqB9yeRR1prqRaDwujjMtJRXG1qXmxKjlOiMsKqnpEGnNaGbWMXqPkg6X7acLVpqQrLh8czHw6TJC/U4uwpioJVIbeQqDTez5ywVDZzf5Iu/dWqQLuCKxd5HDN1KbP+nCFE+LNPZy5XJW2hGJNe5tHiGy6dJWHYdyOHCX5+VXAMlqJOvNoUjEH9tGtcozXr0lIYWZSfRxxKWXZtJWZlI57ctY8UheWrS3l4XmwKrjeNMJfaQDdOzzut1uJDTQiTqnRixJ+TptIzk634gxdB/ttk2qLg5Ua0tw/nidXCQjrOYgz4w5eNCCdiZlMXrCsZOSVluGrEZD6HJHxdZdBZaIsrk/ntWRw4bdPwkgFDZh8V69Kwqiuq2eCTMKMFTVowTzM/+ExTOP6FL1uKosB0g6TMGckHyjnz2Ptl13dcrmvWk6csSzYRdq3kCjeVgMaJgbujoqkKfvUSCueol5SI7armn3sTqesKcmZXGbo5LW4bgQIYrViVlhiFELKpJSMY4KoVsmZSolU+9wMRxWr5PNd1waoq2LUVIIypwxB5sXJ4DK9WYgSoS0dTiu1u9IGXm5puEpxOyCKPnYJczV9thJ9s1CQySGt5d1VjSXQ+4boBozXOWb5eaZRxXK7F5hmzYlUYnmLmZWsZo/yMm7qAJWfXGM22MgxR05jMv/CzK+pCPncQ2W1pDcc5sy1EAzBIuCHOOX5x0+CcY4oZZQzvNpL86GOW9/knjWcl85uHEZ1niqKkLSTY+qoteHO1ketOL2QHo+QNDTEyjgPdYs37PKe96wKn8cyqKYUVPEfe7ppnePXTENA5/iOMKs2nY8/sM9ZkNk2JVophlgCtOUgaeTeKO0crRe3gqRfY9aYS7+jt2VNPHmMspZGw5qc+kv3MeYTJR0Jll7hQ2E+Ri0p0sUoprLEURnbqySfGcSbXNV9snEDpQuLj6cSnp46fXa8IUXGaIvt+XtQ7FVOIfDr0+CS2Ra30kkDn2cXM/WlkmmZJeV8S5MuiICVPNyJAg6Bw3jMEnkkSMTmckpvReUqMXrzLwxRAafo5cuwnWgtD0rzcVpQq8dgnqY2teZ5lxhjppkhIkZwUb3ciliF4fjyMaD2Lqb+2jD7iE4QQ2PeBECecleQHq4RX/NAJUSPGxPWq4NjPnHrPnBU/u8x8PIyoHNnUBccJch7Z1BK9OnnJMfbTwC01rZPZ6mfGmYyKEtYkCqtQVnN77MnKUxkJMh+TwqeISYHv92JQeHvRUFhDN0z87v7EF5crFDCGSO09P/aBUsmsGW3+wvX5V37hJuDLi4I5V6xLmRHWpccuHK2UEuTMeRjp5sSuknHLDw/d8vBOKDXz1AeuGhnnbCrZPQ/DzFM38nieISdy9PRRXB3nORMzfHHRYlTmaZBNICzCDJ+gsIqbdbmQJaTO60OitJYYpUa9WDm+2AmKxhmZJf/4NDD7QFUJvfKrq5o5Sw7PqrSQIvshMgTYNgkfPHeniS8uGqyC45TYtIISvXvshPm0dgxzRc6SY6NSQCnNm01NXbrnTNablZxaOWe6KUKKKGWprKIbFaXTDFPgcYxcNo4P50hlI5tSjOA+6ed6LSSJkLztZ8rCsikEoTtNE797HLhoCt5cOB4PR04evlhVaKW472YqkxiC3KC894LiYebrVc1DJ8T/pnSkLGnzN5vqebT3ee5eE/lwmKgM1E7CznzMfHzqhVW1tVQGnqbEcQxcWstuVbKuLJu2IaQzj73MYjeLTfTD0wmlDU1pKUjcnhPv3ExCFFxWZfqQuWkc41IORRQ2Be5OM5dl5vsJDPDlZc2cLTkpVoVk7vYhk5CN/zBEXvqZMYgm/u48UmiFMRJE95NG1+QkYcUvlgfwNHhSlIydfTfiE2xLTYwao5JoclEUzvDzixVX6/rZJeSspV/eCp8ylbPUznK5gkPveey8zG8RYkRppWN9PyRKlfFLcFRdWGqDOIbINGXB6EW2qLU81LeHCes0d08n9lPiZl1SlwUG4Q1PPvD6omHw8hA2FkYvpMpxqXHf7SqaquCpGzkNHi6gKqSJsSotH/c9o49sGtHzrq3U2kRJLlQqSy7tImOco5jnz2Mg5SxsKqVJKYMxfHHVcBgc60LDvieZgtcbxXmKfHvfo7L8rOvKynUww/VKbi9WwW8fJlZ1ZFgMDlrL/PzXdxPrUlHuRAThNCg0WUtU6P1ZYj5Pk2yKq8IwestFLaVLWxqezgNPg2QIG2torOapmzl0E7OTRWG0kZuXc7Q6CXQ9ZFon9j6yCFLGCOEkZcX1qkRr0UVPIYHSouEuBHJws/acR8/blZRf4xyIIfA4iKWzKcUHsO8ijYUZxx++LLnvI0FJU20KifOk2JRaNOlZOF6/ehlp6obCebpx5v2nnstVweXKSunyk44gyQKZdkbRLYPuT8eJXW15eyVxi/fnibqwrArN4xCpTaaqKt5cSO2Xu4EpaYokC+Tzn1s5OTVWVUmhFfedwlkl8RU58Xge+LNz5PXGkauKymTqQrhCjxNcFOJM2tQwRsVNoUlj4vbYc9dF/uDG8f6cF6+vZlyQKavKYq1gXVP2DD6wnyLXreVmXXHseu77SNYeYya0Vly0Ylyfs+Gy1QwBHs+e1mU2leX7h46nbubrKxmvFEZTWMX9eWZbZ9ySmxOSjGfO00yIhtoqkS6mTFNY9kNkCok+aFQKDElxuRaaZESzbQpJBJw8g8/PiNl1IVd2lAh+6lL01sYYXm0dISIlg5XIl9tT4Ko1C/Ffc1G36EPPU+8Xmoni/X6QoGoPj51HqyxOnUUGmZRZ4O4Fow+gwDrLZZ0YoqT8WQV/96nn3aXlerdiu8hEH84TzghMIGZFZWGOjm0tMsvBZ4zRXDSWv/27M1ebyKq2FNZxvSp57AVTUywe6dIZqqqisIrduqWppdA9z4HjEiA1JsMKGXEOk+dhSBROOFPed2JbzGrJIPY/beWU1ppfvGiISea5ew1KSwf3cxyGUB/lClNag7Oaayf61H7hBF2vCjmljhPjqUchEsK4ZBONEVaFkjdfJb5/8pz6wJe7gsvNmsJqBp/J0ZNdydsGzh5aI/rZtcuMQRoS2hjebjW2qHi9ljAqYwwxJ9oCSldzkRN+aWJs6+L5a47nnmgKXq88WRuGmDGAW5Rhl8vOc7myXNeaWxHpUBWWXcpgLHWWh6GwmiHMUn/OgXXpqAqhNAxzwPuAT7BB8D+zFZDduqlByajicZx5U1r6tsZED8biU8Jow8+ulzJhDtIBLkU77qyjGCdp8qQAWswPLzYV3RRpyoLGwuMM4zgyzFGS8kJmW2e0Lait4jdDXBqRim0lqFbRgUtj8bK29E7LyRwS5zlgFUzakrynmyJtVfByW/FiU5Fz5h9+OvFqXZBjZMoa9fnaGuQU70MiTlHwrVajrZNs5rYUTpmfFwCgvD9awUM3UxvFVSufzfvDQGkE6tA4zUFprtrPyN2MSgmjpCGptaYfev7sbuTn18LNkrn+X9iXAn4CC5ecOQ6eh/PEupbd8WZVcugn+nGWa2gr7fusIoVOTFG0sOM4ilUtx4WPC05FHrpZ8kiHiVVd4FyBITEmzRrBZF6UGh/lpDicO5q6oTSZ2zFwVRswFTsrD/zjeeDjceYXN5YhKlYqYgrHqRtQWgkvl4y14ibJ3jNmhV1Qn1ebBgCVI3d94FWd+fGcaFzixQruZokR6caZ0UfePxxRSmqrX9w09HNiXRrWpYR3HX2iVRFlNRcLuTIHz1MIlJOlKSXJYPQikD8MC5I1Bx4H2NSJfe8xWlHrxBgkfe83jxN/42JNN0x0PrLvxRfdLBGfhyHw8aljvQD61hXEbNlUC29rMXCEKI1AQ+aHfSYGz2pdUS6JfXWe6LPmphJN8DB7HrqZysgs3XvPp8ETYyJMA+dBPj+lFClaVqXFIBlNp0EaPd/vR77YZoiin34aIpWFp5gIyvB6W1E1LcbkJUhsAkArzat1AcZh08SfPfaUOpPhuas+zYHHcWIMitII/FwbOI4Zp5Qs0Bz5dE4YBEV733lWpaEbJx7PMxe1oiorWGJLc/yJR5CknDkOgj3ZdxM+Zf70vqPzip+/aEVJ4wRapkn8+r5nU2hO48wwZ/7o9YrjnPm079FIS76wmk2h+OEYsTZRFwKNL3Pg+8eBP78984uXGwoCt8fIcYp8cxNBGY7ngQ8PcLEaaCu5NiY/k5JQIbel4vYcKaZBEJxJ8nqrwvL1iw2TjzycRzaVWXyfkmj/8ShOGkvk1w8eS8Lj+AcfJ3IMbFeVjDtUJCtL46SejVnxdJ5AQQiekBSGRIfi0J2Ji047BCF/1HXFV5dyerVLysBxlBCxymneXTictZy6kVJnDmOUhHSrOI6RcRz5Oz+cqHTk3Ysd21K6rUZZzoOIMe5PIz5E9t3EpnGAIsaJ7x8SF41DGcV+iLQu82Lj+HiWWftT72l85C4pTPTc94EvrsWKN0yeuykSgRu74vWm4nDq+DufPBs70UURSpRW05eCL3q1kw0xZsVai3k9ZiT20mSmIIaRtUscB0vnz1w0JTHF5xA27z0/Hjy/0NJYagpDbeW2VZrM6CPjFDgMiU2ReOoyPshtqrSaLmRSihzHzMuVIphS3Gc5EYLM+4Xe6TgPo4S52cxvn37izCmlFF9etWwaeaBcDhzKml9daVZt+4xPfewDN43kC33Omwlh4OQzlc5ctvKGWZXF12oMf9RKjs7oA8MshvCmLPijN1t2dcHHk+LVRcU7A85a8Y+2FXWIC8cJaqP42MGqEJfOrilpq1LsbCnS+4qyHKgLy8uLFeMcsOb3/KmLxi3XWpn5vb1cU7qeOSQ2lWXbInm6Vq5uISR+cdMwROmop5RYVSK/fOigdBaFUCAep4KbxrLvJj4eJ95c1Fy0grOtfeSyKRYbouLNVnPbeaySEctpTrw20vDrRo9pKt7tSsqy5MvLmafOU+lMUFb0vCHTecXLjVwR74+dPOSFY5ilw90UUDuZG3+ZA799nLhGNotxlozZq01LTJH7Q6BaQHGmKHm9rfBZUS8cq9Mo1sTrGrarFe8K+XvM2WDTTJ+lY/05D3hMii/XFbVVYCwXUUzvOS4RNdbQ+UhbSikhhMhA7wXfGrKA199dthzGyNs68fE0k1Nks4SIDQFKPVBYTWHEMQaBypUYPZFMybZQzFnTOgHR36zlfQ1Z8eNTR1tY1nXJV5ern/aJ+zkqs3CW2XuitvziphSEjfd4JQ/Hl6XlPAYuWqllrNUSvRID7wfx8WqtOc+J141YsiZlGKfA/jxSFpablSNkI3S+JRDs1U700E/dSOcVL9YFIfFMk3DO0hSew+hog+fX9zPXtWEImaqQHNlDNpzPgaqU61dWhsIkIoo5Zk6Dx/vAKUvdXTjHHGY6n9iUjjc7y1MvmuS//+C5aQNlWRBC5P1pwigYakljuG5LPhxnDmNkXWiOs5E/p5ZF+n7fo5eYysknUvCc5ixd3W7i2/cD37xcc1kbNpWlnyNjyGxzoJsif/7pSFtaUpq46yOXjXhzKyMNqnPUlCpydxKz+KYuhCGtROo3p8x4Hjh0geg/C/crIStqGensu4kJx9eXBqUdjsh+lpOo95m2EsbyOEce+khZRnZNye+OM6/Xmk9nzbZSz0B0oyQNoR9nbrvAVRXpkmHoB7opURaaciVqum6Ssup6VdL7zLqSG5ps1AJtcH5kP0aGaX7u1pdliWFknxQuJNTsqReHmVWRgJHSKssmm7Phw2GSCNYxc1WLmy2Tydpws/2JG+ljEhi3DiPe1LwsM3Vdczh17MfAi1WBD5moFPfdxNe1YwyCb/0YJYbCWhkzrCu32AAt+0FS1qrCEoIERoUsp80UJEu2HycOvaOtSvGTLgRHHwPD5GkWzfMX11suug5bVJhzT1IaZyLJz4yu4PWmfP4zfcpUWvSttRFrX6HlgWkBq0t2TbkgQRN9gDKJ/S1T8rLNPA6RF0Zq3JfbihSjPMSniRebim0j5vZ+lg72ebLcNAIRP8+Bq1aaSt0w8d3TzGUlLOerSvFhL/Xs3bHHRxGmvLlaS3MtBGzj2FQWn0SU0JQFVVqI/LZgbTNKGTZNSeVk5jonSFHImyEk2VBzlHiUQUZwg4fLVr7eGsPXlyVPQ2DsTmzbktcrS+fT80be1pY3WWSSALMXGWLvE+tSYZWkHhYq8bRMJSprSCFw22m+vLAcdYM2kn2rtUDbVY489oEvLyqackH/znJ1nnzkNUuu7iw2Pe8DQVlWLvHpOGGyF1hggKYscFq4147E0Rus8qiFm9wU8n1bG9DaPG9wtVXkn3p2UEyZPPX82Cv+8Cbw7V7xRdxz1wUKlflxH9l3njdbccJYa6kIHHs4j5HZS4zE948jVndoJSIMR+Chi5SW54flok10c8BH8YQ+9RGterZt5DgmLmvFccqQE2NIaGOoi8hhGPi7H3v+2mtQxrJ2mlMf+O3ec91mZqvpJlmEJic+nT3XLZxCpBsDo68kPzYlxtCJVC9BZS1Xq4L3+0Hknirx6BX3h44YEk1dsGod+wA+yhhljuBT5O4cuT8HvrpquKgdY8rkEMjA7XHAR6EeljozJs3+2AvM28hC2E+Rl63nGESGN/rIyWeusiTs5Zz5dPQ8dGKubwtLoRI/HCI5JbaVnHaP/cyq0MQET52Mw16u1RKAJafYfkrcrBzN0vWPKbEqNDlLru9pDFBawahWbtkEM/spLmb/mdvDxKuNmBJS8Hw4zLxaz+iFl9UWGpaUhMMoJMarlfCwzh5aFchqEXeEIBa7QhxZn+H6D+cAdLjCsSs1+5R4GDJv14HHLvHQjZyGmcI5mlq6+nfnJM2n1rE2mSEIFaUwmvMoWmgfBbAwBvBx5jQF6Sr/lGvcwmiyq7hqI3W75p0ZmKKiLSRD5qotuF4FUd5kMTn3IXPZON5etexWFQlxqdwPkdqIRtfHzOvLwDhHoUjkjNUGa83v69fSsapK1q0I5Xuf2OmAMYKucU6up1NW/PyqYLtqGSYxdJii4A9uRPf74TCyaQpebuuFItiRM4whc7kqeH3RcKql0yuwMYthoCoKSSKshX6P1qwraIqC643U0kXheF1EDk7TNtJdPk2e2jm+vCxYNzWFlbGYtRajMrfHgULl5xvEqhDhgiY/R1a+WJVUbcvWObneFZqfXVWURUFEcdM4+nIWcUdhiFkxGc3lWjGHTD9Nv//8snRKX22EEZZSoi4SX73YcrMq+XCcJCJGa14tiYKjD2xr0Fq40KUzFKeeupB8XRDCx7Z0tHXJ03nkerdiVdol/U7RNjWbyjFNE1M2nEdJkf/yokJZw2GYOUyJLy8qfDZcrBJz0rzaydU4pcR9JyfykZKvrgpWtSQF5pxpmpoXG/DZsHWRr69b3h+WptaihHuxrtiVctPKyrCxWZL7NLzY1lglGynG8c2N1MmbSlxa5BT/onXxVz47iIWz9HrXyAM4S8TDzbqkcksMh5XMns+QtdaJE0MptQjaRx7HzNqJUOLQTzx0MoqZsjSUROBesq4ld2iOmcMoWUKAuEVKC3pJqEc/W8hWhUVb6XyepyA1j8o8jpmPx4mUM4WR8YGPGWss1hquWgdG8CiHfpbgMsS8fd9FvPecRo/RhsoZ2qrgZl3SNqU0PpZatQ+ZsPCIPxwnPu4nDoNnVZcyy508+zE8C9iVko6nXjy+ow+L8khe60Nm27a8udzw5VVLsyQVHkcZ61y3JTGr52iQ87zErMRIylKpfdhPzAsgXmvN6BNHn8VAMSZOg7i1EnrRdBsBzs9S1sxLZ1Yp0QafBs/Hw8RTN3GehISxq7TIDo2mrmucVsxBWNX3Z49VgiX6h7c9lU68u6i47wL7UdxDMYHV4vSKKS5BXLCqK0onpEer5OdsnaIo3DPiyMfMzapi1ba83DW8u2xl/lxYQpSDQxxMgcfe0/vMZVtglxjNp+XW0pTSnIxRbgHnMfD9w5nf3vWgfsL5uJ8NEp2PZCY+nma+dppPEzRWEVIg44ghgoLeK0n9tprSSg7LccjkcaLDYfLMEMSul9C0Th6O0xRENxs8+z7RFobrVUFExPg+iUXwaiWI1pgi5zFACpKnGn6PKY0xkm3Bq40WTMwwL13k32cJ5ZxZ1RXNIjDIjDKusYq6rrnuJpxzcrIXig+HQGEjH0+SpapswbbUdFOmcnItVTGwqR2vNgVTkmiUYz9LDKiVh/o0egyZmGXP9t4z6pJtpRiD4sW25sWmXrKGFX9210m9VzkezvMzLocgpv/L2vD+FCjURDdlShtIMUqSQm3JWgwSLzaCrJmz5t3O8tDJHHnf/X/b+7Nmy64rOxP8Vrfb097OW4BgF0yFspMqq+q/1i+qMiuzNKvMlEJSMEgQgMP9+m1Ot9vV1cPcfqmQxLCqpwTMsF9IOojjp9lr7TXnHOMb0hjsR8HFjiGSF4nm6KXmi1mxqiw3mwqnJRnBL5GgVit6rdgWmvO06MMbx6cDL3ZPDdx3ga/Kkn1bsG+MQAMbS1XYF6CdSGMtVnv6pLlpLIOR8qO0YieVgDfhOLdGMfhITIlLP/D9U0eOkaQdr7ZyLxx7KanWlSy1OSYyUsceB1hFsTp+safqSkguc8w/766y5ONmjBJj9etNibaOlRY3yWnOXJtA5zPrylJb+HSecMgO9npZ+Fkbrkr47iSqpphEJzuFuJjhRfV0mSMxJuziEgkh8O3zwNe7itHDmDPnKVJohc4T350Cv7+RmwtkRHOcIjeN4hwUfhR97aYWrtN3hwmXA2nZTEOSUDO0ZAD97w+Rf3UbmbNabiaN1lKjxSx+2+tNw762/Hgc8THz61sJ/v4PHwdqp1HK4pM4fozKhJg5BMUaaQT1XgLHrIY5a943htMkLpecDXPM3B97ni+a+9OIU3DVOlaVoEv7IDX363UpWNPC8+1zpLWJYVYMAa4bQxcUq+iFc52lT1AXBmcqmsXogJK582MfuVrDupRFOQUJYbutZHFdxsC6tDxcJiKaMox8Os00TrFBEZNGKVnwq8q9SC6npPnmpsE5CZWunGEIkJLngJzOTqOnH0VhNszi9v96XzOHxOdLQGfPUBesS03nAx8vkd/fiGXSqkwIIi01ZHQh92gXFaWXseFNKxv1x9PItjQoY1lVlu0cuL94YkriEIuRH08zb+fFHfQvXD/5hQtwGBMxSI22a+T4p7XjMgbeVVLUXzVf5o8Gh0RevjERay2lFfzlJSiuaumEfjgMEow9LTk7lcgLawPRWNa143AZUVphyItoX9i6ZhHvJwxfbUU/3HyJuJgDa6eYkmblIscpc+knnJHF/XZt6WcJvyoKGZWsmopfOUM/J77aThynJKbx5ShslKVcINtfwsiyEtnfrrIMcyCkTKGlpkpKUxmZdZ7HyLYR7bWzjqaytLVsMpOPOERqeB4DtyvL8xCorYxbblvHzXpLaTQPQ+LVWuSMl0HiKFeFsKYDhtdrg1YWjKO0UTjCOksPYJ5py4Kv9gXWisxPk7gMEorlbMWrlWHblEs8aaIbPPtaalutpXxwRjbb1mlC0vz+9YptXTD5yPMY0TGgK/nf69qxWnJ3D1mTQmKYRH66thplDHUh7OvSanAKa510go2MfabB82Zjub9k9rWjKMRn/K8aGQnGOGKtwRIkhqaQDOSMBNAprbkMI4+nnqIsUSkQS8u2lE3baM2rdSH3zTADwj+rnOXffTjxs/bjKqX45rrhsCR/fzp0PA+B67ZAaU2v1Evy+4dT4KutFdpAP3IYhDxhtPz4OcxcgibnjhAzxyExBChs5DAG0T3PmYyMiv5y8Hx9XfNqI6gcqZ1GLv3EeQxUhWFdOao8M2YJjT5PQY63OnJMitvG8nhK3J9HfEgUztAPk9D8dobBe8rJMk6C4amd4YfDQGGldnvqI0+XkXM/s6kdHw89pzHwP3+957mb6Z1hjoqrWtP5RcaYPJ+mRPBeIkBLzadL5A93kW7WQs3PispkLh7uSOwbS+/h06Enx8DzRZhH6zqhlTz9n61GpYnH84zSAiNYlwZN5nmM+KT41XXBOMN58BRGcxw8z508jZQqYY6MIQmkbg7sV7K4/unzIE6vVYPOkT9/7tjWhqquuG4KDv20wAESPsnopJsC5ymSs6K1iXNU7HLisQ8vCrluTpRaegDjHAghoirHZYoyBz/N3LWa+y6xqfKCIVLsmiwBYCEzLuOgYpKs4FVp+XTqJW3+MvCnp5nf7C2XOWNV5PNRsV/XvN83Ajr3ij/sDY+jxMCCdOl/fDyDUgTvpWNeS6PNmoxW/MxrXOTp0thENycus2TJbpY4yxiltlwVhrdqIlvHziYiFaPvKK2hrUXGdvCWXRk5zprGJNq24W0pNc5lvuCM47oQOuPTmLlZu5enQF06qkK+rspZrtaJ2ipOcxJJoJEu4k0rjqOM8HS/3EBfFn9Kic9Kau+qsHz31NE6w/15IkVR7jgtKQEew9dXxV9T53YlRivaIbCuLE+jCCeaSpoedTmgjMOEsIy5rByt1zVtGTCuxGbB+BRWYwrHrnGcpsymtlxXmm5u2ZawX7f84fWKkBRzlEbRplA89Jq6crzb1zjrOI8eZzRfXa8ZZo9CcZkTm0bm0T5JXd97TZkzq7pkq5UEiofIV7dbUkq83gtBsXWaOUJdaJISqWXI4j12WhGzIH8Koxl8XPoYBZ1P2Dgt5A33En6ts+cwBJyVzXQMmWbpCRhjeKcUdVVxs5Hjah9kFLUqrURdotmUcvzXKrwgWmNWXFeSWHC39fiYOT9e6LxiXUrEpzGGVV2yqRxN01BVYiSZQ6ItArCmMpmnPrDxntpAvdBTvtTEf+v66S9cJRER3Zx4s614vWvkB0Thl+T2Lwl9VVEKuHsSpdT3UXEeRSixbmraQhRFV3XkabTcLnPfUy9Nl7YqF+C2CNV9zC/dv8Jqep9pnGK/kiDsp95LR7SwS/qd/KirpdnSTzOfzyPdJLusc8KA2jWZunBLwJh8zNt1yTzPXGYJStZasakdWRlWtZH09znjnOXr2jJky1d7vRx/Jczr8TJz1WTC4hOWjqzUunUhCFofv4SBKYkKWVdL1zcQsHy1K0X15Qw5ZU5TZlsZKgV9VLzdOchQVZWMPZJ0gEsnCq2n3qOU4tXKETCUNlOUNXc7g7PupRnUjROHfhH0T4nbVcFlFjWZiFo2S1Rp8YIsmpZc3y85smKWgFVToYaJGEWkUTnB4Rw76eg3hWa7bPTNFPlwHJcpgnyWtjSchshjH6hMxhTSCS+dgRTodcFNLaXMnDLWKO5WUqpZB421BDK/fbXm3I9cvHrp2ucseNfDw1niSBaLZDdnGquoqppVnfj+4cgfHwb21cxq1Yj/+l+4fvLjILPsjIXVL7k6zsnMUxsZPXwhMcQUhQNcWoqi4Hqx8nVTJITA8xDoJo8yjm2p6GbZZVWOTOmvX0XIS7YqosD6Qi2sTObhMoloP0lXuyosz+eBP34+Q5IfSZxInj5INMXtpiYvjKucMzkJL+myOI2GIFEnQ1SSomfk5vx07GT+quHkQWfBtRynLMfdBJ/PI/04MwwDf37o+PapJ4fAeZRjZOsM2gjWRyn1It/r5ohfAp7lRkrinBqlH+C04sPJi1wvS4e2LTRaaY7L9+mT1Pyr0jIEMdV/fbNmVWi+P06cB5kJ36xKVnXFOAeeLyP3p57zFKkLQdPWRhaoMXKSWtWVSCUjL5gYtSCDDt3E58vI6AOtE8bx03ng82V64ZO1heHhMhFiQKVI72Ws51PmunUk1Asz7DwF5pDQSvP1vuZq1SwKt6WTjOa6dWzahqt1w/t9w3YZh/VBIkSnpChU4jKGxQGUX3oQMrd3oqGvZLErJab6xzHRjRMxyyThtzclddPwZl3QSAzoz7erDCIdW5VCNOjHWWaX48zVplkM45pLH+immYuRrl4/Brz3xKrAIaJxk0WgIDWPBF6bxYL2atEgA7Qmc54zqzIz+KUeeTpTWkNOkbBUHpcp4EOgn2fiPOFjLR1ieIG3f4HZFUtn9NwPzEkSFXyCfvLURaItakG4kph9YpxnTqMY8KkspUo0Zc2mhsdOlDfD7DEKTl1PNyfebQyvdg1JaZSShRWySPQOQ2SNPGnr0tGNEyyZv1+aRZOPuByoy4a6EiVUAmIMDEl6BLluRJKXM36eeRy9pALmzDEIO3mOidrKYjcq08+BYfacBs+uLSUexEl8yeEyyHe+iEBExQaPpwkfAqVrxA44B3LOKK1YL5lowyQZRDpHQvBs1wWjj/STnHYqC4dJ6JBGy2c/DJHWpGVzDRRKLJOjT3QzL0KV28Ji7JI9FNNSHwf6JLPeGCNvtzU5Z0oNH0+RFAKvVppt2yyYIk9hFDlFfDbUpWaYpFbXRvOqEb8vKVAbOCWNI5BVjeZnHkHiY6Lve576mU0paX3jMPDhOPOv3syMESoDh1Gkitd15PvnyPPhzEPv+beFZsCSo+eH5x6dJeBKk7DW8dXVyOcu83br6H2mHwaeusi+dVwGybBZ1RU/PPWS59NNFEbhrCSgP6KJ08jjkKjcmV1T8slnWi2Q9mM/c3/x/P2bFeumFoZSnPl0iZgFR9qWhmPvuW4d51FMDyErKh04DYZz/8x3Tz33T5J47kPi2Sn6YNgUkT4YAXn3chT+EjymcmSsZUNYO/me/nh/ZF87Ph5Hdo0la8M0wcfHI9/OAY/lt7eeh0P3Es35dlfTDzP//tOZ//lXt+xWBU+XgdJaphBRldTSz5dBNoCouVs55nnm0yFxnjylXjYxRDr5dB64GM2xn0kxUFYVTkWeziNXjePDoccZMckfx8g0TVSFYwyB586zKj3ffhb86fN5ICjD4XShrhtBnwZPNwiRM8VEQvH1deCf7s/SBKtH7tYF3x8mTt1AXVeiXMsKlyP3z2fmmPjwcObDoeMPb3YMPmE1C+LG8Pdv1/wfH87crCtOpyMPQ2QYJvZtSciGVe1onOL+NLOpDK/3DcdR4lJ+eOr5fB75el/z49mzrwU2V1ey4X98vqCM/RnD4lLmLw9nPh17CufYVGLVqpzisZvlZjGO61bQNcdZUVvPECR75rmP5Ow59jPHYWJdCKTaqkw/J84zbCsYkyaEifvTTO0UV63j/jjwT0Pi/brn22Pk7181oiwaJy5z5P3VSo6xUaPjyMPZ8tTNlAb+/fOAzpm3Vw27Ej6d/UvY9mWO9OPEu337gpY9Dx4FOKtRysE08O0h8vVuYoyZSkU+nibKwlEbxXnUrOzAfahYWTnWl0q0z4dhotLQJcOun7k/OELO3LYFH44TQz8yRnlqVBbOneE/fjpJjlFpeB4c/ThhgEPf81nDNM3UpWVTie766TyyrgSJOgchZzydero5sikNfx7FXvj+ZoUj8eNh5jL2fFe1/PpGZqTJT2htAUOtI09DIuWRnDLd6OmniWGcKQvHcfTsm4LKGTSJ2YPPoGIQNlad+TQoVnUmhYlPp5HGCnZ3JkPOhKQAze3KkrLExjyfTjxeHL9/JeD9bSVPyu+eBlor91BIYpCYjGGeRzKawiROo2f0kTJPfHsMtIhfvPeRVaGl39LPTGHmu+fEcQwYDdPs6GfP5D1lucGcR1KC0WduVqLpfjz3P+983NIZrrctVVWwKzVBWayC0mnykhF721rJX0Hx1VbiKguj+DOaq1aE5yjF9bqURIJC6sq6hsYptHPcrCpSqmUAT8YYS7tqebOLjDje0nO1XXO1hcfzwKfjxPWmZr+que0H/uFD5ra1xCWG0kfR566aCmuDyPGy5vXVmkonjh7uGsPnPtI6TV0KgO2LDe44FBTlyJt9y/1pYrSGO+u4XpUkpTmcLpx8wdd7mVfeH3t6L0b1zieKsuDX2wJblDgj9sG2dNysR54nxdclPPeewxD5zXXFpnnDPE38cI7cNJZD37AvI4c5ochEW/K7nUGXNdcappCpHNSlUPp9Ei/wpqmoC9F6T1GAfMcQebUt2a0q9o1h09bcH3seJ83f3UozLCnNmwraUnjZj+dieTpmvt417HzELLpnbaTD/I2RMd//dGvxGFazp3aaPz/01FbhypJd4+iGkS5INOZjV7BpC+Yo/LFu2rJrDL+6XcsJaRRCx6u1o58Ckyr46qrg7e2eFGb+tw+ZtZXNIuSlgWgL7toJayt2Ob38lk1ZMMyJ39yVrBthWD91Asy/27b88Nzzelvz43GmKTWv9obrTYkzGvO3Y4OAn8HCBbha1RRGRA1rJ1a4mBXaGF5tNVfrhmacRSNsJa7RFiXv9hnrSiodUEoyc586TyLxatuglER9lFrEETEJ2ylnoUDeNoZsG/Y2Uxf2hc5nrZUgKmPpZxE2KBR9NLzbFNIE2bSUS/Pqg88UhWFXuhdL4YrApz7jyMxoWqXxKUo3USGpelWJNZabjUYj/tBNJd1hYwzvTBb6B4pX20aOgOuaum1oraKoGjSJVSMe5Zwzn2Nm7WaSduxXlsxANI59k+mc5bd1ZLtpeZ/ONIWlKErKwmEUzFlx3UjjxDkr9IhaoATV0lC7aiwRTWMVz2MkpchzF3h/1fB+XRGwlCaz3655tYu8vtouQWWCs8lKGnR1VfHrWxGGtKVDWyf1f8yUNpG1pS4sPzz3iworUlcl69Jys0ls6jVN6RhGz3Pv2daaOWuaSiJBDlOkrhzf3Ehs58WLIKK24LVhCoqbuuJulzBapKtPIfPbu5YE3KykG3+zlno2oCmQeBqrMvMcqZwGpRmC5so6soJdW+CXxmZmJKF5e92yKQ37ELjMcLep+ddvfubKqZBkZGCNZddahpAJY/cyy9POvgDEtouMLmlDoyInxPM4hoKmFLreuhReknOOwsoPOfm/mjDuNrXk706yObwuBSFz3RqO3cTjReqcL8bqOSZ2teXruzUGEeFfhpmYAJ/QOrGuBKnitOLxMgmIrSyoXCRrsSPOSVMYUWRJT0K9zDBTSsxpcY2EyLH36Bwpi+pFMpmMonKGKYgm+nm2fN2KyQEEnKeVZAsPHnY2yRMhQqXhx9MkqQZOM88zj6eJvkpc+okbV1AXhq4bucyOIc5sF0vetilfwALGGIwRhM0cxeM8x8yqstRW4bESiu2lOTcEzeQj3SARpWTYt47znLFJ6BNTVPQ+0ThNUpY5Srf+bm1RWTTRTgusfWvFjdWUE9bIeM9HoWyu6prKWW7XgDasColyeQyKvZOR1zgHHubMrrI4J3jYx8vMUz/h3ExhNOu25fNpICR4OA+0TuOjoXWKcWbRHSuKsqCtHK92kohQlo4Px5FdJYoto+Q0GTLs6oIpBMaoyMlLrY3+F91BP/mFa7Wkfj9fRkq3otSZfhYx+3n2VFWFUROHbqYqLIXRbJziqc8M/YCPLYU1XIaR0xikk2wsl8uFLiqu2pJuEo5xN4tetPeJTSHByB/PM42dGbURDXLNknWTuN3UrBafaG3gcYCIl/DmKNA5n6E2cB4TxywJ5F9fr1BK8dBHCpOYvGbfOOpFvreuHMPseb7MvC4c/eRxTjalOSYulw5sSeU8RVFwHCa6UbhSpwHq0rAqpHN6GWZUkrlnQja420LyX6217Ku0iBEsN43mHz93SxRl5ptG8XQxEjcyRQ595G6TiTny7dMkY6RhZtPWbNuS61bGdErJEzfnzNErChX58RJ5b0YmVVJZxX2QTKgcPcdh4qpxJDTnUYwSPzzL2OS/e7MhpcSn88SukkyoYU6c+oEfDjMbF4GGGAOfLpmUE5NPDLNsRCpFOg9XfmIK8h2GKKypQkOhEsdh5tCLAGRXyVE+JVFNWQ0qy0nuy6lFKTFwNFZQvVh47kYezzO1Vazaktt1Re8lzPriDL+p/gpUcFokp+tCRk6jl461Hyfuu8i67Pn8dOZnzlWGYRbbW2F7rLEolenGmR+Pnl/fZJ579fIjnX0Uby2B5zHTjzP7dU03L0TAGSob+YfnvARia879xMdZnqTOAFHM5TmD05HnAdaVZOpmDAUyT71MUdLlLwOjD7zelIxBEgD70ZNAUsmD3BAp5xes7BRkMe1ryw+HgceLpJIPPrCpC/o58OeHC5WBz0PmNzdLrT6PfBoUf9h7zt5xV2QZZUwRZwzV8gT6cBj5cJCE9hDCyzzVOYnvSFk6698/9+zakm2lOY6RYQq8u2poysBhFvxtRDHFJIicAJXTvN1WxBT54ThTThOpdjz3Iin0IRBmhXKOTam4+JpVGnkaNKmP3K2d0Ch7Qdccx4hdYkwek8LplrhEkswh8U+fL8zzzANgrMWoRM4FlsCHo8djJZtIKx77RLOoke7PYpDYVYrvT4nrcCFrkal+IXMUxqBSeok6LQrxL08+k1Jg9IH708TdeuLHS6A0ksL44Si2y+MQ+GZfkpWlNNNi3Rxoq5LWaRKKcZj49smyLQQaYHXGz4E/PvaAYgiZw2XkPHp2tSWGwOfey4f9G9dPfuGmL2T7BYTttCLjcEbztXOsm5I6Q20VFw+7erGv5ZJf38jRyceMSZ7nMbOtLa93DdcbcZ98IdHvWhZt7Uw3J/GcotA5sUIt1juhKFTOclUVL17R9Thx7Ccx7Jfi/HgikbIwhralYlVXCzZmiaD0WerCqLhe14JDWXyzRmVKo9g2FUkpblohWeoY+Dgp3jaRZ1/RqpmIY9+W3K4EUPfl6B8ybGtHWxg+nyWgOmvNthG07WnwXPqRwWfeGLEJjnPPdnla/OPnno2Fu31LZQ2hEnjApnJ0PmKMonAFb1aJ+y5wA7y/avHe8/kyM3nP+01JVVaUXcdfDo73rRgJxiDkxsJInMm7vSQqnKeE8jMhS9pBN0m411XrMCtJt2udlA9tVTKvSh77gMszXhmuKkflIpNXtLVh42BM8Gq/5g2JqqwYl43RR9nQRh8I2VA5qZvbwnCZhCdVWPm8m7Zi1VR87SIRRVvIZCOlxKeTjKLuVopns6LuL4xZcLFV1fDuKvPUzdytLHPW7LUkNVIXtKWhbWpMN7CvV5Kn7DSvrlf894OHn3NXGTLdHFmXAoU7DhNWLc6KbUk/C6v2MC4jiV5qQqsER9MNE2MIPHaBdSHKq26KtIXBWXGbfD6nlyyclOR1vox9HrrA+21JUzcvVMX708BtFnVMU2hWdcVulaicyPmGOTBE2DXlIorPlE7cPefRCxu6tQxe/lx2+Mh58rRWqP1zUvzrt2sOo+TvPncDTVnQWjjOBhMnjoPF2Ym2KjhNke+fLtxtGqwS4UZhNE+Dp/eJbWXYVLJJfZE/XoLiqohoWwhjWBkKm17qwqasGb2wjo3KnBd9ZmFEUnkcJoKPDJN/Ce5KaK4aw8Ml4qwTV5Sy/ObaiNxRW2bf83DxFCpijOFphtJE9rXjoGRzbquCYer5dJ7xSzOusYnOSxrDrlVcsuauNfzHz/BNLV384xiZ5sC+goceyOL+mZPmjUsMsxelFGK4n4LEwySlaa1i8FKTWyXy1Ckp9rV5ARpoEn/+fMFZ4UaVRmGM4jhkpv7CXw6e16vMGOXJfb1uljGfo9SaQ5+Y54jSiuMQaArP/Xnmza7m3c5xGj2Pp56/PA3/4qr4yS/clOEyzjhn2bXQL7pfRlHSdIM0e7RSUDgh2efMGARGdspyxCtUpK1rQIb/nxeztkEwqimJs+Yvn0+AYvKRyxSonea+M/ymSUwxQ4piwUoSAP10ibzbt9y0EoPx4XlgXRc0TigTh97zPARiPNHWJcGL9vkxZMnBUZnJG7pp5vEy0xSGlVGkLDX3eQyUKhJ0QaUF5P75MrNyirqQMc9KKQojx75tqfjuILDxbpzlpjGK+1PEaM1fxsiu0GAtRZ74Xz+P/L0+4qpa4HV9eJF1plRw7CZu1oo5ZVKQm34MkS5KSeK0mNw1iR9OE0TP5AUovl8iM0OMhNnzx8eB31xJh1tl8UvvW2ht4rtn+TtdUXKZIzqLs2vtYHYlPgQeLxNV6YQBFTPHS4+vClScGULJvtS829U8njo+d57aKqLSSydabptDN9MWmjEqvBfzRsqCnLvMEXLA6oqnc88Y5LhujOE0BhobmELisYv83W2BtZrnIXFXaR7PkT8/jYzjSF/teWslkuXYTzyeJxQTv7lby/E/ZdY68bnzrGqH1YqUMp+OAw9doNEzh/MZZV3xt9bFT37hKiCliEpi34sxcFU7LnMSZc5xIOfEN3c79gsnOHU9KcFta4jZchoChxmcHqXbV5rFH5v49uFMXTpGHxfpXKQuHEaD94F902C0PIVmP+O9PBXvz2JM6KfE06nnPAXWlWPXWHaV4mnKnI491jle1YqnBQD2w+MFo0US2VSOh8vEvpYabVMJ49mQOU0TxwCFySRtadXM90fY1YZf7wt81qCEZhimEZ8yGnFKlQbJuj0GmkqClRViU5unmado2deZLihsmvl41GyjQiXPd08j/9P7NT/6SNf1/OnTCe9XEv7dz7za1ngfeDr1RAwxekpn6dc1WxtJzlIZTz8JIbEbBUF66mc2hZQic8hyjHeRiEDFiYFhzly3BajMcz/T9yMfU8W7XY1KgFJsC8UlKnL0nKdAazM+G06dPKGcVhx6z9Op482uoSkMxyG8UC4uY6C2jtfrEmNqpnmij5q1k1nyFDLzPHMaPCkFQsy83Rqc0zz2M7u65O9fGaaouPQTl36kcht2pWJbOyyRm5WlLmRqsS4UvlQ8nCceTz3nURpypnR8tSt5f72hdp3IKaeJ2zLz2ItiMAc//6118ZNfuClnni4eo2aO/cRT5zmWjsvkeb2piCGSlOHcD2AMtVE8dp6un+jmwJttzX5do1Xmx9OMuZzJyqBQbGvD05D4XQPnKdFdLgQlR7oQM5c5Uw0z2hSUtufhMvH54nmzcQuLSAT5Y4gLRkXMCZ8vgdcrQ7LSkPjLk+hht7XjwVkG71FaUxv42M98e3/ial3zq+uGp/Mgn7EbuVuXTNpA7PnzlFhZxags/3DfsyvliP05Jb597KmMlAaSJBeIKdMWlq+vKjHzTyM/nDxGSY2WlKE2HrQlI57Q4xSZo4juj6Pn1Hd8Oo+83TekFLnvZ57OA4chcJrg3Roee0XvM13X8+8+dlQmURcFPiaeLiPaWFL0dLPk4Z4nqS1jdDxdZnISnE2YRp4HzWXO3K5LutFzmiLd3OGMpp8DMUQ+ZoCMnz2nYWaeDesigy7pxpmUNd4LxeTTSQAGx2FiVVXcbWraQvPxKMqxQiuOY2TfaL7vlSilUEzeoEgMc+LD44HPl5a71RcckOLQB87dQGEUXVTcrid+PAf6YeT+4rH2wnlKbJqCPz9cIEkCg1JibrjvJEbVx8TNeuT7p57PhyM/HmZKm3izqQUt9HNuToHi7b7GJ8W2trzZi1rlh+PIvtRUdUWtPI+z4YqI1gVv9i1uX/Htw5m2Kdm1JWVR8Ho78zhmahUYlxr0NwuZwg0T/dzwP985qlLsfft1TVsWhCAhx2/2Lb+++Su5wicZD4jlLLGtC65WNd57lHUweayzFM5wsypp65KvbzPd5NFK8+Mlsq8NWrdct5KL5IqCf72tOEwtt6uSOUh+66txxFmZ4/7mOnO1rpiS5qbW/O71XrA7Y+Bq3VBXo9TOrkAZw9VKc7Uq2dQF83L8Ow4ThXVcrRterS3RlPyqhI/Hgre3V1jn6IaZVTXyr95fi6hkO/D6as1VTBQqoW3B1SJ8ebVtMNYQs6YwCqJnwHJTGx4Gy9060yXNdaU5TglSIMRAVg272tL5hsoZXm1q0EL+GMaR0yxUD601wzAwJkVdWJqy4P1Vy9N54L5P/GpdoIw044bJ0zYlV43YLT+fS3ZtQVkUvN3VVGXB3brEGMNmnFnVJadu4KEPNIWVYLV1TQoeYy3vNo71akVhxce7uXR8lyPvdjXWWZx13KaenHc0xYX9ZkVVV7zZlFSlQyfhoSnj2FSOu91K9MjnmaaSvOI3V1t+e5v4eIn87rZhxkjG7N+4fvILt7CaX7264vHUvQzUq6pgOwWiMuyqQBcq7urAcUykvufdvuHhIvO7fRbLmkqB7Cpum5kPJ1H0PFwmVqXhMEbebCt+ZWTO+bjMhMPCPjr28oS0SvFDF1CIMaBaZqMg9cyPx5G2NPhsuLUZraUW27Wi2vrL00ChRfC+bxzGCFnx67XFGoGj6Ry5BDEwPPWiX943jiGUVIWUC2OSRppKkb8cI++3JWiDMoGbVcHFZ6pSEC+f+8ibjaUsSwpnOI8dx8FzuMy83VXcbkrqqsBpxXM/8afHiVV1oZvkfTaV43kQA0dTSjzo6Ee+v8zsGsQeN3upS62jNYpDP/HUZ7al52w0OksCX5MTZy/umh9PgX6IvNpaCmfxZNpSTgJuASScgmFTyUaZwsxfjp7rxnK1bogx8jhmxgiv1w6UlejPWSibm8oRMzxcAj4mVIZDP/FwkkjWtESMjBFWQF1V/HdbcXadprQkAFqumplZSalpjOHzaeB4mXm8TBhjuNtojuPE7EXPfPBC4bhuHWcPldU89fLP1oWMfpxWZCNhaGgpk86TxipooycrjTUL8PtvXD/5hRtTZpomDmNkv9LkLCHVWRkak7h4TWsSl2CxeaTP4uDJOXNTgbKOcRy4vwR+dYWI1UtFyIJZnbwQHbWS3KCUEqWTueufHgbCNKCLhusl46cuLKRAVFLDlE4UN5vaYZXk8raFkQ0GmZ/va82n85IYYEruD2d670SkoMXj6r1H58yUFI1SVJUA3567CaU1+1J+dOssbzeJkBUhZxxCbbBKxABjrPjNdY2PmcsUcMhoaGXUS9f39VrAdV9GGpNPzDmwqkt+dxcpreHb85n9qmJXW4rl3z31M693ielL0yZ5Dn3k6TLxzY0R59WYmEPiN1eOPmn00lUPIeAKh4+B7aphVRi+e5Kg6UM3s2sLhlnUQ6/WovT6ei/KsBAC96eRzVKHjuPIwxBxOTLMgp2dg3ixt7UDo3FaXuOqLXi6RHzOvNpUlEuuT1VYPp8lrxfgMoxYLbztanmyfvm+rgvpWKdxFgywlTlzXQhl43VjeeoVVVswTfOLQEerTL2MG7WWDX5dmZcM3G6UJt0QMyoFOh/ZFAb4l1MM4GexcBP/9PnMpi7IOfPDoWddOYiePx0TpU6s24pNoXhMFe/Xmvsu0HU9Pxw9/6ae8crijJi///FzT2sSTS15pUkZrkvLoR8ZvfCVRMABj6ee+4vn//aNI6mS0zBz6kc+HCb+uzcrpmjpZ89llF3dh8SrInOZIvfngXfbmvMUePaJYZrRpuKmgMvSKPtxzDROOMufzzN324Jt5VCKlxHOWAgg7vujF5C4hdOQmIPk1lgnm81lDnw6jqKCsha/AAL6OaNUj0JJXW0VQ0hLfGXg/ux5vUp8e0z8268KtHV8Oo38eBpZF4qnSaG0RZH4dJ65PnbMWeNnz3/qA1eNnBqk2zozjRO9lxu3La3U3VHGOO/X9iXW5GMfiFnjyDxNiW0jirRXleTNaq0gKbolYnQKGa00NgV+OIrqSC8YmEM3vVA260KO2d+eI/vGsqkkigUd2S+f+3kImNFz7KRLnfPIx9PEZZhQtmBVmpfO9qGbeLzM3K48Pmve7iTTJysxOBwHT06ZGIXu+eE00xaGbvR45DvOylCayMeDlDAoxbo0PPUys59nz/1h4MOhY9+UvNs3/4JmSq6f/MI1WuR4m8q9qH8ka8byzs4oK4P8ti5pqpmyLBnjhdatsHZEu4KNNWxrSQX4X5xhzhLwpLX4VrVW+CRD/1fbWm4WrfjX7/f81if265a6dIRScodKZ7jbrRkmYQ3dbUTieBo9+5WgSR47aYxUzgiLeFvjjCKhuVtP3GxarqaJc1BsHLza1Rht6CepGUMIfAwWS2a/qdjUMpbolijLVVnSlNK9nELkPEZu1wV364opRHRZMIWENhLabVSmcHIEDQluV1LH95PnarumKCeqquJGeXypOV16bFnxuki83df0PvFVhqwtb1cFTWlxJLISREtplxQ9a7hRST5DFlkgyqHUomVmltqyclQarDWs6simLkhK5rXEwNppvjuMWA2vty3fXFuBuqslHWEJdLvbCsur0hLq7bTi2M+si0REwt02TcHbbSV8Y2fYtRX9ONOUDoM4zEpreB4D73YNc0gvwp3fO8sUE9WCzgEBKLSFpGg89Z5xYWrvW8s3NyusNSLaKC3HMbKrha19u625bguGIDlWVTFitOFqpai0nBYymm3jOPR/s6EM/AwWLkgwcO8Tbon3eLwIFHxKmrtakuL7cebzZeTtVrCmlfsrgNqnzLqUxfU8w22jpVurRKDfTZFdafh0lhmtgLonnLXsGyE6xGHiqROOb1qYx0PIGJWpS8fzJRASC6M5sykUPyyZP1oprlvFZcrUi3FAkzCu5K6Ued6VEzXOaUqsSy3J8k7xPEQ+PF24zJldKekK3RTYVJaH88RuJUquVWk4dIGH88TzEPhqLxEl1608vb8cz4ZJSoOYFTHMPHaRVxsBEvz5/oQPnhjkeyr6nqchMmPYNY5N7Ri8fO7Gai5TwjrNtnKSAmANbYp0XnEcIutamF7kQEBx7gY+XWZJCciiKFrXosv+eJZxEct4KKVMjoG2lPm4T9A6Q7806woyH/vI2kmz6tPFc9vIaec8BUpnuGncwsmOfDzNpDwwh8zvXm0YQmblFE9jZqODoFeXFIXvDiO/uvorUK5YNOIgiKQQI+fR080RazS11RgSwyQwuutKphZZGQqbF0PCJPdSFrOHT7zQUQ6XiQ/HQG0zTaXppsBDH3/m6JqcMUYTFy2pVTAnMGT2tQj8fUxU1hKjYD/r0pGzBBq3Ti8NpombdYUh8/E8cdNKV7GbBXUiaW4ivIhRbvSrUkkXM0XmLE0Vq+T43k2yk36JzPAxsy0FdfJwGdFInurbbf0SSzL7QI6SLjDOkXUl6fD2SxNrVfL1Ii44jZ5+lidMWzlqO3OcxTzQFCWb2kkTzUmHVS9NuOt1IUaJAP14YciGbWVwFlQXOY6R2+V78CgqK3ibXWk4xMB957leF/yPbyyXoDiPF161lrqu+HjsBDIXAn2Um/l6ZZY4SssheOl0r+RJdr1uaKqC758W9C2Kt2thhoUQ0EbonEoprJpFR1w61uVfQ54vc6KI8pTGaVonv9l+VfIqC5S8WVIXxsRLPI0k+pWEPHFRirZQgOPbS/9C9jjj2JeKLkCthA+Gtty2AgC8P/WcLgNjVIuAR2yWdSHCHbukD6QkAPl59lxGaVxulhTB0opmAKXE7uikAdqP8zKH1vQ+8fu7msdBkhvHKN/Tv3T95BduXAbnVilOw0xMkY0z3HeRbQvdosJ56jNhGvg8O9rZS/dzHIipop88h8tAiJFN5VBKjqSruqIwmmhFueST5OpYa7iuE1VZ4r3YyGKQ4OWnwdMNE+tC5qiZzDB5+mHgkDQ3awHMfTk+GmNQRMYQmUJCOcOvrhtCEvNEyLCvLWOQ3fy5m6idZVtqHoNgUqooSNmNjfxwlNgTaF/+jmEY+NwFwjwSkuM0zLwpNE8z3K5gt6pFrHKeqRaOUjcLCnZdO06j5PiUznC1KlgV0mkv88wYJHbyXSmzy6t1yxy//CYCXb9MkcY15JRpCwEcfDoLu6mpCkotDw4fI5N26Gnicx+wC4zde0/WFrM0ssRUEvhqJwvw82XCpcQPg+eqdfilOfaFaRVRL6WU955p+W5hki796GXUtG3oxgmnBbdaE3nq4wtUPSNSz5ilMSVAQsObRvM4iNupLYT19ePJc7PKFEbKrRgTx2EixoQPmRTlPV4m4YFft2JseLxICTWHRKkSq6rgnz4n3mwMmyKRlAhTDpd/meP4k1+4kusThfOkRYHithU5SxZqbRR9NqR54nOXebWOzFFhVeCH55nf3lkqI1DrT88d07piVxr+/DTxepe4WtWUzvDcpxe71TRNfDpHbn0AV3NjE6PRGKOpNNz7zI+HjoB4LZ9HL02ebYnTMpRPXuRxD91M6+TGKozIKocgJ4beZxrr+fEUKAzUTlxDKgU+LI2LhHRBt2Xm2HuIQY7spWPXiujgH+8v7MvMx7Pnqh647wKNm1EoplyIRXCIoqhCCJMxJQojJvh1aeh8ZlsLbG2O8HwaOHUSvXm69Fz6kX96vPB/rR1FUXOJGpOWDnNK3J96ns4D20bMDrURNM7DseMfP3U0pWHTFGwq6fZeV5rvD5rKzhyHyM1KIkz3SORkN850tWOcZ3qf2VYao2H08neNMRP9jDZWbJPJsLKB7w8T5Lg4sBIpihruPAZSuvDnpwmfpInlg+bTaaTSWVhmXiCEc5JTlVUy5usV7GrRlp/GGa0Nr9aGOUT+6clz1Wi0ShRa45EyaE4J7QUm+JfjxKqyhAzrEnI25Bj44TiL7l7Bn+5PnKbIujBYqzn0Iz/rJAOrpcEzx0RlDKWzrOqKuogUhZPupVN0lPzmzrCqSh57T+2gdIo5wmGQ1LjCaUKS9DUBhn9pNIgBPEdPyBqM4/1W0SfN69YyJ0VhFk6xsbzflTyNGe8Dh6SoreFmU7FfifPFaQQZoxXdOAlMW8clIT0RYyJrDSnwODpU8mQnpm2rIGRBtHxpdB0nga8npdmuSkLKaC0ZOG2huF0XFEbRjJmyXfE/vZMGHMDdupLGXSld6R8OA+BJSpIZuilwuyrByMw8ZsWucrzdlWQQeZ41FEaxLgzPvWe9XrGvFVOyrEsR48/zzJyk+dUv5ok5ZtaN5Q9vN6xfcoci5IwzmspJs8toiQcZZziNouVWRsZlRVHzdSWJhjkLE7r3Fa1V/NhlrPJ88JmbVcZT8Hor+uicE7u24jIFlDbcrgrWrTQIC1cQgcaK2+sSRG8tGN7MZolwVUpRmpHTlHhdOa4aLaObnDjO8hl+dV1xHmd8ltOVNpohJK6RacGqzDxeFDLikdp2CvPiWU6c5sTtyvLYK26d5u3VisknSUL8OScZaK25WomxubAa5+QL/jR4bmzAGYPWjrXWTF6zauSH60ahIOxaoTeAPKU3dSGLta4ELbMQ71+tMp/OmevaLLwoix4nsRLG/JKakFNGuZr9KhO1QyXJJ2orGTVoFYlZXEMxK7QtuKsRxI1WZGeYgjRajGlYO0VQDSZ5pqioClFq5eyoC8l6bdziQGpLni9CX3i9a8TYrQz7VjS6Alsv8SFRLwxnrfVLZm9dOq4aMeXLZmV47kb5Z0ZxGKQW1SQ+nj3XjeE8pCVFEK5XJRhHoRJPY2K33OwP55k5Kv7utkLbguduJAdPNAKWj9kxBeENFwtovFu+203lGMeJxy5yvZL6sbTiU+6CorXS4Do+92giq7ri9bpgs2rEYudEE62MY12LQOTx1HF/HHBO4lf7Jf60dDPPI9zoIDN7NNeNexklNYXiOMyoxbppNdxjeb0Gayyd92wqOcGsK/eCk1Ue3tWZzhu8D1zmKHZNp7iMmnf7erEwig304TJRKmlaaTIBCQZ77BGEbVPyZmV+3gSMmCS/tRtmMFL7XaZACp5//Dyzqw1Xq3qJEYm087wQ9SUkyke4zIngA/fnmU05UFYFv75ZMXhpsAzDLJDzmOi0QhvJ1XkI8O3DGecc142jm+PyfiJoy7tN4hSypO+lxBwyKLk5P82wryy72oraZpgpjGFV6iWfBlRKfDgnrqvIv78faAsZRx3GxDSNWAUPl5nbTSkZtinx8TQxz55VoRkpuK4zpzEwTJ6HzvN6Ny+md81j75kjdFMgLZtWyEjMypTYFJnz8tRdV05UXzFz6j2HbgKf+f6S+DtnuJ8hx8ivt4qHMTEu9dwQ/0qJ+HBO7Ou81NORb64tz73HauFHH4dI5WBdOr57HlkVCqMyT0PCZM/gDeUU+HTsmYNk6a7binWIcnSeAtVlwpY1vy8dwxx4vohrqC00m1XLvjYcupmnLnDVDqRUvfy7GWhs4rlPnEYxfXy+zOwqUVLdrSxz1MwxMC1mE5Ujnzt4sw10U6KxgeOU2RTSZBp9pFCRD+fEuR8YZ/Hb/vpWcR4DT/3MdaX58ThTOMkW/pJ0Pwa4c2bpMDsqPfP5nHk4XPhPDyNo8/PVKocoN8IUI+/WchSdQ2TfVuxXQqGYgoxgKiNytavGsSoEV1MXljlG2rZm20oOzxdCPSpSWStaZKUwRlMuO7hXEsfxheIfUUt+jWXfSht/jAqjJgpjOM5+yTg17Fc1YbGhKaVAweu1GPOnIMqkpnRMXtNkz2bV8OskgDqh+Cf+9CABU02huWoK0MLW+moX+eEAXdC83SgClqaEd7uam35CGUflEk1hicDtul4UVbzs+lVhMXMgZtivazaFIi/sbWcU+1XF+2sRPnz1yrJftwzjwF+eRowr2RaG51xy3Uj8yXn0ogzqO6agSMrwzbXjdreimyI+eDZLenvv5eTx1T6LawfDdWvppoy1lm3jsFaiP+ZsuKotzjneXgnU4Dhn9ov6KGYlv/XSnS+MwmfDbqUwWnoI1i65xbW4r045UxcSMn61KrhaV9TO0k8zQ4R3e8kGfu7l99zWjsOYyMpw1Wqy0rzbGGGE2eVpX9W0VaRvLKdLz5zkNIM27BuHT0JdqaySIz/igqqcoXKWyxzJwdMFyx9eVXg21NUJUvybRvqffASJVhCy4jxIvAcI7WJKEpdZWUF1Tj6itaIyMAYxxH/uApdhYgqZwxCprBHhgJPFyjLiSWhuVyW7RjS7T50nR0ne6+b0AqZzWpQ8U4hEhDqfkC7tHEWDqpV+GQ/1s3/hFA1RzAgxikWwsBK1CTIe0lpmhsPkyUqCkI0RTfK3TwPPl0HkcSGzKjW3reVxiIQYcEpq9X6WTqYcw+V7OQ4zP14kOtNaAbwd+1maYF9scgGGxXbYz9IBvmrk2LlpKjniaScZucsRu10aaZMknAnMDYVKwk/6UkO3pYRIt6VZIjTl5q1LR1KKXS15saWzvFpJjOeuKdHG8XpdoO1CGkGJQKQtqCp5T47AmGQBTz5ynqWJZLQGLYgeMYForlZSQp0GL09zIzSQtpRMoWIpUc6jKOG+TAbQlt/crtivaqGHDDMfjiMpC+qo99JpXjc1OSXOE1Q20/m4hHG3XLUFSUlWk9XS8f7+KHZHCVfXIkQpl43YSS/lZ17jKq5bkTtWC9Hx2AfaYmEX58w8zGQleS8mQekAbXm9rYgJbmup846TRCQ6LQ0qlSODXxL/kEjGL19sXQhK5W5lGGaPwBMVVmdCSJx94HMfFhyrWrrEidIpjv1ECOEFKiYhZfoFQFYmz6dD4jQEnFXEEMjGsS3gNCcKK7rhtjC83imezj1zzHw+j3w89C/MXh8CFJY5JfrJM86Bp4tsXLtamlf7WvNuU8hnL+ISRCWLc55nPnaRXQlT1tQ5UjjD/Xnk6TJTO/gxRlZ1ueT+THRjRC98rzlr3mwyPkM/K0JMfBolKHxTOc4T7NqSTaGZQ+Kpn7lbFcxBiI4ylpEm32X0dFPkap15t28YvDSjXu1E6/sQMilPMvoxBu89ny6Rb65kgwlZ4TRyT6TMVW05aI1PQlDZNWI/9CFgmoLWWZ7OA2cPrVNctQVH6ximQEDe276tSFm014dxwiKhb52XTbz3CR8CndfUSbrjXX+hLdb0k+c8ekIY0Uotii952DRlwTRPfLxE9isJShvmQE6Jx3OPsRK1I8e1//b1k1+4IOhQ7z1N6aitJKblKbLRmm1p+ON55lWT2K1FrgbyA7ZOo23BPM9yszv5ApVxvFrnF2njcZAf52ZVSr2mFLumZDNNOOf49vHM3bpG6cwUZAa6qwx3KxmnnHuRrq1KGdx3szyRC2Y+nmcu/cj7q4aYFa/WBd0s8SOrSuSQY5J4kITGpIHzJPXdoYfrppBALiMKMqdbYpREusscljGZxmBwmuX4pZZTxciPp8DbbY1KkZzliP/lFICW/BplHdNl4FOveNVKqh7RUy7xn292LbvKMHvP1aqU3NiouXKGphKr4KqyrEtDTJH70/jSzOuGiR+OAzdNQWVEFFNbSVF0Wo7vWsPdqmBMEiw2R/n844LFMcZw28r3qpYJiVKKfbOEXmfQOTHOEgc6zzPBGPncSigh1lquCvh8dhIyZjU/9p63a0tQIqS5W8tTWSOntS/3wjBLw+j5PFCUBSAz6krDQUsY23lMtEaADdtp5v3tlsrAt8eZUsv78gnmOFJag4+KtYnErOiGhcqBpjKKVxtJbvyXjso/+YWbM+KcGCYsiQ/Z8dVa082R+1PgZlWysZFvD5mYO6KSp988z/zj555/+/WOH88BrTJECRn+el8xKsMcI80iSJhCRPeJh8tEWxh6In85Bm7rkcfTyK7UonxZgHXn0XO7ll37MkfWLnDIETtZ9o2jMoY/XTJvVokL0PUTw8JG/tLUmeeJfhJXzUPIaKRZ8npbY6zB+5nGKsG89IEfHk+sSsvkI21d0Q0jfgl41kocOHVpWTc1REkpiGHmPgeJzixmVoVeBPSS1Xp/HHi7q8hac+OEw6xTz//2/TO7ShIE9yUcveHD44k/vNlw3yUKnfnqupUwr8tAN4lHubYSpnbIIkxRKZETTPMExjF3A2kpI8YlU+j+MGBVZl0XXIiMPjLOgUInDp1EgPoQUSoLJG6eJY2wn5kmz6qStMAYA3ebhqfOM84D3eSpC0sI8nrr2tE6+O555G4dyTHw6ZzYVZE+GWonnfWYIiZFLpPGjyM/doGhHfjuGPjv37BwwDqUUvzp05mblRXQfoxc28BxcvjZ8+AjlkA/igTzqi6l/BpnxnHk26eJP6TE/XHi1aakP58ZigpD4o/3l39xXfzkF25KidELZ6mpCmod+IePgfM4cd1YUk6A5u1GEtCGceap80zTxIenE682Bc4VuBz59hTIyfPnlF5miT9E8UlqY3gYJ3547nBG0ZQl29owJUNppLt7nhJfXzeUznAYIip1dFGj48SfTpltLdGKj5eS1mUejz2zLxjGmclbrJaIy5QSjdUcLplu7ERHrBXXq4KmMGwax+QTP14C0Euk4zDxNMzM48zzFPkqRU5eQZ4WCZ3nu6cLpTNsyp6oCzY20kUNZy/vTcHHQZHiTOcV11Xmu6eOwigKZxmAHx8v/O6uZVU5isJgYuDPp8h1EQk5UxWWbyrNcyexpbqf+fZ55O16pp8Tp16Os69XgftexiJvNpYfz5nblaatHFMWwN/jZeIyRWY/ExZkLcaxqyKXYeS+8/yP7xVaGx5OEihmyDz1Cavk1HIaRX1mleI0Z95ay/srcW2FlDkNgZQC52Hk0E+S5eMjT72k/J16z3l03K0cH08RlSUidfCZ9jLxMAhWR1FQm8wlahwzx0mxdolyiQB1RvE8zHw6euoKTv1AFzTBBwGqG5HkemUZxplxDsx+pptr5pj47vMT/+7jwN/dBTbllhRmlP3bOSQ/+YWrlBJagTV8c7MmoXm188x+Zkqide18YlUYGbkUjvdlQeNWNFXJm51IAz+eJ357a2nrAq0lPb4wmtnPHKfMujRUruXdVYNWGqUVZAgoMoptU/BWKYzWKBTfXEEfNb9rDEOo2SxHv9OceL8tmbNe/KEFYV1TW5izZlNo/unB83pr+fpmBWpNsxwdq8JiTiMhwaou+dWtxhqx9bGpeB/lybEaPKum4lpFpmxZlxpjN9xuG7a1pV9EIL3P/K6xHDpxUa0K6YSG1OCDgNJ+i+HrmzVDSKws/PDUU5QFX123vL9eL003SFHMEM99YNeW7Nc1+7akLh2vdh29z6zmmf26QeUgESJvRUcdElTlSFGIkwtmUuH49asN143j47mGJEL/u3VFzIr744WynLla1UQUq37iMMj/530l9WWMkVWWmXZdOo79xPWmZZzDSzj5aZh5PI9orSkUXLRmU2s2tWXKBW0tMteyLCAkKuu4XotQYwiZtykwzuL8cs5J7UzF9aI5/q0R+slmBbfbhqv1yK42uKrmzsh9M4VEQeS7c+Td2tHcibPs/jLxzc2aX8fIY++5Wp+43tQyX96syGGe/ta6+BksXDjNecFgGkordeThothoaKoCM4kqKCR4sxZk6xACVaEZE6yspi3EkTIGsHqJ35g8pxmsEuLivPhGNaLu6Xzm3cbJDeccm7rg+TwwLMnubQFjUuSUxJKlDZEJj2VVaoa6YN1UxCjWukpF5my4XpdsG6F5DLPnqRcZ4/VKLTpiRVsprpf59OfLKN1RYwhK0RZxqY0tBE/WjnVp+fO9pywKutnzel1wmjwKRbIFb1eWs5e5bVMVVKUou2KMWGOYp0h2VkLFYuS7p5Ft5TjNCbfUkV+yiCefuK4lsNkYQ1VWZCUij51VPA3SkW2rEmst3WXEWfuCzvERpiAG+WetsSpzCoqYPXnTohUobXm7E0PBpi745nbDoZ94vWvppsimUfTTzHHwTEGsijELIeQ8eWKMEkJWFzxdRqZpQtciWglZM4TM7cZhjX1JF/iSVpAQ26DTAeMqEjNb69iWmikqpnnC6hI/RxpnQFu2leHxlHh91VI4cafVhaMqLG4WfnOjZYObs+jejdYcOhEKbStHWNX0PnO3lhHXz7qrHBOoHOl85v40sG8rCqvppxmQ7J5xDigtN5VPkLKEFislbowv6fFDlLHFh9PIO2sIyKJVynAaPVfrmttWc/YZYqAbRz6cpSlUOcswBx46UTI5Iz7eYRKCYUqJ373ekquCnBPHPjD69CLoL3Xm85B4u3U0bcFjN79wmo3R3KwrrlsJDGuX+V7vhc3ktHQjd23FMAz8P/944hsnEPSQpdM+hchxgl/pRKc0T0uqwGPv2VSW8yw19GPnhYOU5Xv63AUqJ1lEU1Bs25K2spRWYkxPvQSIXzWOsamkW+ylhPl46IRZHERS+jR7cha2tM6J7586NrUc+7VRLxlNm9qhSXx3GWSWvGp4W3o+dYl+mmmrEqMkfPzjYeA4eKzKTElTXwT0dtWI3HXyiQ/DhbYqWFcWn8S5M8TM82WgMJrn88B5Tvzfdy19VUhivNaiZjPCVr4fPEbLPPv1uiBFCSHb1yzSRdEIRD9xfw7cpETEMMxyf3w6Tvzv3x/51b7i9rX4t+eQOA+emCLHS89pStwU+cXTfRkmHrsZyFw1BQ/niW6K3LSi6vpZ2/q0gm1d0FawbQpizoxzACWLzmlFspr9qpYu5iQCh22peRokZX2YJz49d2xXFftadlmAq6bgvCSVPyRZJPdj5tWqoJsMSmtuG0O5IG3G2WO1IFHLQl5j15SUOvHHzzJrdU6aV30QH2iMkcO5o61LCpWYponHOS6m8oQ2oq5KaMYownalpERYF4rvn2WDasplBjlHSqu4bUTlpI3gYdZtzb95H6jKiqoSq6LEn0hJMMTEvi157iSWI2UhStw0hrxsdKOX2lMpx74paAvDqYd1ZdFa6jhrDNeF8JEO40ywUnZcteKwkU1HDP8Bhanty0LtR0kpMGqxvDnD+31LYTVdsLxejVKmZGFiv9830gEuCk6j58YqZhSVkWZiypm1y/zlLBuPTxVvrNgEN04xZRnBvNq1bJe59RwizmjuGrHN9T6xLu3SxJIm0hhh7UTcoZQizDN9tlQGlC25WXmcsZQsuUNK4VRiXwhAfZomQQsFL5ZLFN0sgdatE/j9F2DCu13NMMvERHockaYq0PT/4rr4yS/clDN/eR5pCs0cZSGbZcEeezG9T1FR2pmHbsL7QGE0pzHi5xGrBDXy3HvKwvI8eN5tHA99RI9CsLhuJV7jeQj0o1+ofILhzCnR1sJ4ilEaIp+6zCsmpiQd6fOUKbXk1RQ2YpdxyjgHHs893x8mXoVARvOnzxcU8Ovrikt2bArPd4fIthQd67ik2JfdBFrTjZHrlQhDfBKDv4+Z//jpQsoilLjvEm+3g7iOukhpMh+ee6aQ2NeWh07hQ0KlyOezZ5oDdVVKAt8yQnFGPst3h5HjZeLHY8+rdcnFS0Pox+NEN0zUpcOqxGkC7z0364opyGbaTQmnA41TfHuYKVQiJoUzAj/YrWpeb4q/ZgzFTD/NfH+C2zLzqUsYHSitmMkPl44/PwXebT3nGebaYVWUReEnzosd0cfEoU9slOfHIyJfTZL8Nxjxw5ZG8Y8PPdl7srU8dDOXwWONQumaXWX5oYe9EfWYzLszj+eej8eR68Ys6QWaOSqUipyHmcHDuorcn2ceh8T7YuaHk+XdBp4nqJycqnzMpJT57jBRmUzIisnLqO7+EtiGtJg+IveHCx+PI0ts43/z+skvXGsEGgZgrfCE7vvIdalIOVEYw91m+efJE7XBOcs7l/kP95Iu/tu7NVPMvFkXfDxNbKqCbakJWeOCmNwbq6i0RiWNz4q3m4rawMnLrn3XVsvsUfFqi2BUEBP9urKoXLBvK1EsGcXncwJEzP5+61FGmkNXSw05ZelG51xQpJGHU5ZRk8mEyIK90dyuxOf6cJmorXCW/nBXoUyBMaJ5vU4D1jqKKAzk8+h5s2sIMbwon4Y54JzjD68kuEspxboU/2ppFZu2FfZzqcjK8tAJeMCaidUyxsilodSJi4d9CYMrKBeiR1063qylXqzrFf+Xr4Qs6Zzj3A1oY3i9IFRrG0haobL0LTZmpk+Om1azX1USVn65cJoT31zBqm1ZeY8zSlRNVhFMIblCqxqjMp/7yGohW55HQ0yJVSWpCCLe+RL1omhKMR90tTibtILDELhrZTlorZYZrqQO3tYKtKafPeuq5rYVi57RmjsVWa/WbGsZVzalQelM1obrShpo59HT2sy6KWmiGCVCDHw+S97UrpZ5/sPzRKnFLlio9DM3GcTEh+PIqZ+53VTUpWNtM89D5Nx7zkPg6TLy4alnjIl/86srdI586LIcTT08XCSG8o/DxI/nmZiS0BideH27vuN58KQkNrlNU/L9s1ANN6Xi0cug/+k8SH21EAlLqzkMkdZmPhxlLpm06GZjSmht6MaZjydP7RLnRbWktWaaZh4ug4DWfCQpxftdw3ZVMczyFHk4jWzakm4MxJgoDHST57HzXK8rfnfbcugmPp08b8OJ//gw4pPiNMp7Ok8CA2Dx/s5xIualrtfiDPrHj0ecdbzfS27unx87/v6uohs9f74/8u1xYg6ZOSkeT2eGeU1hFP0isJhncf7onPhPn06MPvG7OXCcYL/yvN3VPAwRkyPfHWZU7nm6iKCmmxO3q4mkHPsmcolwnjPbauY/fjyRFyLkuo6cxsCxGxnnyH5dU1vFPz30PJwnyrJgU2o+nzz/cJkIwTP7yPubDZUzjCERYsIpxWn0bOvIj8dx0RFnnNb0PpKj5sPRo1WmKmR89sdPR7RSvN/XTElDyjwPgcqCyoHPPbxeewaf+MvnE7XT1K7Ah8QYEQRPmDnMonkPymJNYE55OTKLaupwOvP/+tMzX+0KYMPzGH7eJgOlFK83omh6f9WKzMxndq3jdl3JFzCOxF2Ls5pdU9IFxdut52ArQta0lcDAQoardqZt6pfX3reWbe34iswUM3ERfGitOQ+KkDXlkrtblAVrnZenjGXfiI529IHf3Gp6L57d91etgNjGmdPoeb0TOn9Cc54irY4cRulCv95V7JqCYY5kpamcIS+12YfjKOORjSZ4zxQyt9vM1aKl7aJm25ZUixXufTT86mZFN0eOgwcTuWocQ5CxlFoQrmUpZvdunFk1Nde1JmjHq40iI9zqdTuyrQt+5xzr9YpdsWTm3rSUZUk/zZwn6W7bAEVh+P3rDdu6YNPWPJw6UbFpw02dJRHPB4qiYd9W9LOQRIqioFSJoB02z7zZVpI4uDQd7zaVdHkztKVlXRe83a8oncGnTAwSUl6WllUN61p8vP/4ued2LV3tyzDTVoLTfbjMvN1WfLp4wfbM0hxsyGhX8ndvKoyWTSmlxGWKrEvFui5f7JDbpZM9hcQ3dWbTyP1plEAYlHZcrQXQ0I8znS9446Q/oLVYNL33HDpNSqKeut60/Ku3ntt1xW/fXLGqD//iuvhZLNxuioxBZIxfAqPfbmuquqRUic/B8nbvUCg+9omrAs5z4sfDyPvrFqcVs1KYnCQZzgWss1IHNSKlSzFRlQZH5P/4seebq4av9iVTUtyuhVN8VcOnY8+9T1w3hphF/vfUB24bITyAjCWezgM5JUKIxAzHKfN+X1JYz3fP0jnc1IvKCTiPF9pKmiE+JUqlaSpxBW1KwyFGfPJUztI6YfHuGk1TVgsEzjP6wBQV+5Wkr98fLnz7KLXu9apgjpnjEPm7V+K4WdUlv76Ro1s/SbzounI4Z3m1Lnmzb7lMkVfbhjHCzWpmv1mJ8wWREW4qSa2bfOSHSUwQl6czp0FSCbe15zBFxnFijorf3JW0q5qnU7/IUhXn2bDRnvNyMPQJ9k3J2RjKolwmCGIW0E7olIMX7fo5JnaVRi1NKZUUhdNsK+FkzzFzf5742hmC/qtx4KoWRvPeSfPuMgdqA9tVSwiBDwdhLr/dVfJEHCJ3RvPQS7SL6I5FPmq0YVU7NvXAD4NnW8kUIqLog5xw2rLk43mSforVpCTJf0Yb1pXiel3xfvIMy5js0yVIaNbfuH7yC9dohXWGOyMk+TLLMa+fZqYsiMxfX5U89x6f4O3KMoRMCCPzYt5+HgPzPIubyCguPlJm0fU+D57gA3OCNkVOPkJWhCikPasUzkjezJudSBGLEHkaEs5OZG0otZABX68zZVWSQ1iOj5I4t28cvY88DwGLKLUUcJwzIY90w8xfDiO/vwXn5OgZkhJweVZ8OvZLNpHiyY/8eBgotNSoT5dBYj0nCdOqi5FhFtneUx+5bi21M7RVwd5oNpVffKTi4nkeIlrNWGfR88jFR2II/PlxYPZJanlr5Qk/C7APxM/rVOL7J4+zUjcaJaeh05QgRZqyWDKGZTbaFFIPS6dfkv8q54h+4PtBUSjxR0/dgM/SXf+iFw4pE5Xm68YQ0VidFzdV4D/1nttNxdurNYXRfHg68U+fO6y1El9C5tBPbFfSye/GmcMoDcG6EFaVnj3fHwVK52OmMpk5iq30qZOn8zk4rmrpYfzj54nb1oqXViVmL8qxqrCsa0dEpLcAxzFRWY8mM0eZpY/jyMMlsKlFEvkpJT4eJ6YQaYtl3Kl/1nNccY9MPlIU4pH8elcyJpnlDT4JQS8lGidf+uiFz3u9lmiOXWU4qoptbbELGtMnqJViVVhU6WQj8GIO+NdvVxhX4tzwAnzbtjL6uVrVHHup0b7weHVl8anHZ2gVhCTA69ELHmUKkbYqheowy2KeY34ZNxhj+LfrkroS3u+uEUjdcfyrcb8q5EgfUyKn/GLR6+ZI8GLiF7+w+H83lcNdK8iZwyBNtHmhV05e7IBqsSD2IbM1MqIqbKYptKTPtUvQlZISolwMCjErvt7XXMZASNNLoyuEQNaGd1VijCVKCYXDWsOVEUdTWbglalLmuY1V+LrmrkBoikZz8JHKiBHiqfdsKsdXVyueu5GnMdM4T1GVXK9rVAo8j+IdBlnk2lhuV4VwpVLGGsUUFdtS890Aq1pxU0v63mGIvN0pnLW8Wovt8DhMNE4JOVTL5lGWJbvFB3zqJopl4+h9oHYytWgrS1OIRS+lRFSGr65aTsOMT1BaIZRUhUh1b9eSuXsaetrScLOp0VrxetcIwO/n/MTNOXPqBnzWbEPgOMyklFHASbGoVjSnQRNT4vvnkV1tab8kxmtNTIrdcqx5GuGmMVRKMc7yNHFanua11jBL4HOrAnPMhBTZtY43m5LjGFktrxOSwsRIF8Jyw6kXNEnp9Ety36pQdEnR2MSUNIXJ7ErDac5YBRgjNV7WdOPE/cVzFTyfL4Hb1rJZNdSFKIAAfny+4ArJmzG25GotN+yhG/EhLH5d6UJnpEPalkKDPI/i+DEqc98H3m4rvr5eYTX86aFjXYnlcZwjD0Pi96U8UZwTY8QchFmsdSLj0EbzetswxyUZwWdumszzpDB5XhaOJoTAoY/Y3vPVlcKnBbVrNR+7hCMyu4qwGB9erQ3PF2kEtoU4o2JUol4rNQHZtFSOwouyicFrnrsRo6UTzLZl10hX2WjNujKSKOCEDDkm4UBdtcXinssvkSLOCJb3ujLEKHPkdWlQxmGyaOfrwrJrK4wRz3XtBLB/GAONztyUBaUzhCwz+HmeOXSJq0XhVxjNdlVRahi8yFObypFT4jIFDp3nZw2L0woOY+bdzrFf1ZhBCO+GzCUo7hpD1pZdJbKynDLHIfHaSU2klOI4Spdxt6r41c6hbcFlGOl9pvYTY5a0+F1bUVqR7k1+wanGwOAEcG3UQvALifMwgqokSW/lOA8ihhBYt+z8MUU6r5nHnh/nit+UnudeArJWFr598rxaO3brlURPZsN1Iz/sNE18VqD0SFWVkqsze479TPQT1liumkD3JYd2EIJDsWTjoNQSfu0k4CpmxiBJ9WOMaAQJNMeEWT7vV7uS746B29pyVVt6L5SKN7uMUpmylFOD5wu8IKGMFhQpeeE5axqT+cvjjLOeN9uSunCsK8uns5fc2ZyYfGBb1/z+rqJf8psu/SgGgGnm42Hkm6sSn+C7p45xmimN4jgYXq0SURf8eOyJ88T9nLleJUorjOMfzxO101LHA49KNgtBogpUfltqUikE0EM3oo1kQN1uaq5W9YI9ylzmQKkTRVFQW4WP+sUqOExyAkwpoYyl0oIXWpdyP00hEbxIMM/dSD/JvaOUZ/KRdemoS8ffvY7s2orTMPPUJVqXXgDsf+v6yS9ckcSVrOqSbhaRfVVYpqRYO9mpUhoX/Gbm/VXLFMScfJkCb3c1rzb1S2D0xx52xUzIik2l+fEc2FZyzBwmz2M3syql0VFbxYcu09bS8ZVoxIhNns7D17XU090c+XieeLUuBFuTWJ4oIsR4ng3vt5k5aTJyxC+M5sNh5NMp09ZyLN4UGp8NhU7cXm1YmcTnEfaMnLCE4El+4nOfuVp5hmDxYVo8wplXa0ddOLpFavk8KKYU2ZYZZy3Vklvz3AfMgi99vgwYs8gEQ2b2CV8airLEqoTVmtPiltlXivOcKWxiDJmLT/Sz57nzgpadJi5ac9VYrtclwzRzf4kYLTEmdxtJo5+CIieRsF5vWpTPfHg68/Ec+eaqoLSadSWd7m3lWBWRgxIvNCHwuVO80ppx8qzqkrIIoJfTgVbkrBiDSGXTEpFijJw0HrrAroHOQzfM/NOnmbY0/OH1ms995OOhk0gTa6SfoRLfj9BUM6cxsC4Nt6uSQz/z8SRpj1VhWTv49mkWWe6qWmSWgTnkF8HFZsHsPJxHLnN6oYgcxkjIIylJmVIUhaQg/pzHQVop/vBmJyLyKKqZ0hpUTJynmbbU1IV7oTeum5IyyFFmPXtWdfXS9RxC4v2mEOH7JGiRVSUNiXEcCaqgLfTCjhKH0N9VBatGbrg5JKoQ8Mlwx8ycNcM0smulfr5MkdUCCzPGSI6Pd/wPK4mZNCozeP1C8rjb1hgjYvw5DCQ0+1oE8O/WlikqftNGLh5uKsPkHfdK8XU5s16tqZ1i8JY3lRW9tpKnhNOJ19tG6j0Sf3qa2JaRpnLs2oqrdS1J6oV0Pu9ax3GKbBtxTlXOcjUKCL52sG8rmph4PAoFsnLSNHvbiCjmbiMd7eOY2DeWrAyvdwUhN3IDAmgrCXVTZFNLNtLnizyhSpMxruTvXyVcKRLAVV2KFLF0nPpMUzhKGzGmpLTyRDNGurshGzaVpa3ErVQ5y3M3cp4z+8bxaltTWkNbl6yHwOtdzRhFSvtqJwYFbQuuav8SWTJHxdoZvHZ8dQWrSoB9WkkNu64Vb2uBnPezZCj96hpuNjV364rBZ75a8LqCC5pefh9jDO+3ljlpNstIcZ5nugRWSW7R9br8ede4Won8bBwlc+bLzVUAPw6J1gV8lOabNGDyS7DV5COrnF+OvafRCwi8KKQpEvMS4zjx//nhzH//pkVZR+cjrfuS7aI5D56MvK5WsrCLlYxhPsywqRNt6ThPAtQuCqlvnFE8XAKDBqUEYZKS8IhMDsI9Wij6lylitcxFS+cIWZRh2hW0KpLQaJ1ZFZZDhNJkTjOoGNC6eMGwOqNeZIxKiYDlbu0gCar1MkVqC396Gnm/K8WobxyFySILdfIEAThcJgYf+dWdorGKf7h4tDFs2oZCi9qIPIMy7OqC399BW5cCLPfhZYP0KbOpNRhDWxpOQ6KtCqyG0zDz6eK5q+DoLdeFjGfGxXo5zgJXSzkJ30klqZuXz5GUftF2zyGhFn61s5bayp8d+xmlFXXpKK0wqhqnGIPGAM5KOFhMsCoMEYtV8vvnGCidfL91IQtVKfWCvn3sZnaVHLNnLCsno8thUXo9dhJv8yXes5ulTPncg9ORbSuB43/pJlwOHCfF1ThyHOPPW/KYshyphsnzais7+GEI7GrL7UqcKlcuMc6ZgGBETrNIxh4uE5u6oCgKXu0arkMhDSYHXQClpC5uS8NVaxmjYFkbK5C2VSUd5Zw9OcMwJZzJDHOkmwV1835bLEZ4eLutOAzyenNIHEfPrpJjt3My71RKNM9yc0cqFzFasDrHfubTaeZfvdaEpcNqNXgvrhkfM0ZBZUW2uLKZT2MkHi6EBI/nnrf7FVeN1E4SdjVxUzke+sCukAaNNYrf3baUzvDd45mmFFubUuoldS9mxaZ2pBQprOaxC9xtK/ZtKaaAWVLpO59oC8VTN3MZJpGlhsTnfubVGorCSb3oPZ8vI/vKMo2CkH3uIr9uNO82EhpWazEeHC4SGeIWR5EziuEL3kdJxInRGWUdm+qv7ijvPSj+mXMsLWkCCb3MuhOPpw6lZZT4w8Wzrw3ryvF5kC6vjL4SVgtHu20MWQncPqEpdeA8RdZ1FEviMAsYzyQegub9NqHKkmaZy3+pl5VSbGqxDlYhcOgnCZfTcOoGsUgaJBDbqJ+3O8guT6UvR1WfJCGvm6OkwxnZ+QywctL214uGeJwjh37CTF5A3GWJI/IwwLbQgHkxzL9e+ETjLJAynyTsuK3LxXtr5KZWYiqvreBUE4rHS8+hi3xz2xCjPOF9kkycac6MUfFuZwjJkHISsYezS9SnuGGstexahTOe05Rw2hOTyCy7OUKOXK0qmS3mJSFBa4iRLinWVnJ3Z+95OHmsM6TlKZuVYVuKF9mowON5FhD5HLhMibofOYyBm3UllMksMPBCK/40yrHWaM1N4zBO7Go6y8y7n8TUsa0sp0lEBftVBQoi6gUJexpmKg3P3cihD+wrRVvZ5ellsDpitFjdnqfI3ZKSOMeEM5awhJm/riURYYqZq1reS6lhmEW88HWrGSYliYRIhzwk2DZOTmpGNs5DJ2KW21bok5dJZu+364KYFFYnsXGeRupu5vWmZAhwVWXOs2yg3RTldJAEGvdphNoIuua6tS/37GmKRB9o65JVaemmhI+Jp26mdpYpinCmCCNDUfKmUDxq9fN+4uacX54ebV0yh/SiFMpaktznIPT9fpYEgS7DZZjYNmJmfu4mnpPiDYlLkGPSZQ5AoHWGx37GLXa9MURQsK4c95fEjVWsK6Hdf6lFhiD+0lVpX4K3StuzW4wIPmbWtWOaJKfmVS2Gaq0Vl36im+Oid/aoFPnuMLEuJWrFWoPKEW2Kl0S4d7Xhh7OncZq6MDTWE5H3Yq1hnmd03fB3twqlFff3M282FmXkiVRYzRzEsO690AdzlvHHTWPQWlE6Cd06TmJvPPUTpQanxNlis7zPX11piREBiAFn4DR5SUko4C/PozzBSuEFhww6RWKKouHOlqs60SdNoxPD7JfEO+EtjwHebwqyMoTZ/zXiJCSuGgkirwvDxgh04LunI9etoykll8hay+A7Yorsmoq6tFzGiW3tXqCJTfnXRSyoXDFvfJHGyp/Jf3dLIkTI0JrE0yhZvOu2fBn/Vc7y7mrNPPZ8OkeSn3k4S62yrQsKnXgOoFKkmzUaoY02hZQO95fE+43mHz5FwuXMdVtw+rnn404+8vHpyGOf+GqXyNpw7iUhblcbnofAynjOQeIcrtcNjsiH3mOUDPl9SmxLw/1F1EersuThIvY4q4QQqLOij0AMZCsNmusq8uNpwiLdz3MngVorl2h0weEiY4S2EKPAsJA4Yo6kZLg/e6yKTNPM0xBojEgfjRYDxGnwmNqyKpWMC4oCYgDt2MYoxnELoylIU88fP0vCXTcH9k3BQxd4u3Xcn+dFjCHjnm1tXtCwc5RcHh8Cc848XGZer4UlrJTiu9NI4RTXTcFxgnGamb3icO6onWP2nsdzT+8zT4czKyfHaKvhaYhcN1JOdOPEaQhEH3iKwpdOWbTSPxx7fJC8o8Yqehx7In/81OGc+JEfLzPbpqCpCnqjSElEN4bMeZRkhSlEXi09hmECH7yADDTcOsN5jC/JeYcxSBJBinw6jlTOUBeW8xgwlUYpzaEbOY2BpnS82a9YO8UPz72MdCorgV9zZJhmFCN1VXDTSmmUc6YbJpSWOjrHwP/65wfm4Hm3q/nt+1coYBgG/vI8onJkamt2deT744RVmU+HTp7YPtCnTKUiw3I/fVGo/a3rJ79wlZLB+1U1M4RMW2QeBpm1hmiorWbKmU0BQ5RG3GlIlFYxzHLc6eaMU4lhFpayqI3kaHgeI6MPKBSbEj50kXoeOY+RnKWOOwbN9SowZc2+kqbGoZ+JWYQXJw0/HkbpIGqNz5pNXXC7cjydPT+cI7+50WBr3tdSe/14HEnec1JgSDyMmT+sMkdf4FTkOArD+fPgqczEtwfP768UXkn3elMl2lK0vKsK1qVlSolNJTD1bx979q3MlZ+7UcgahdSvc0ycx8zOJX489hgNw5x5vavJZYGJM31UNDYyRlGl1U4zJXg8T2gj5oZ3u5KE2NC+pPYZrV78sodJUdiefk58va9xznEaZ7rRo2LgaYj8blWglHTS10kaU18wQpfRM0chRtxtRdMdY+JhFHSq1pqrtsBaw3kMPPdBnmSlYw5xAdXLzH+Y4yK/TByGzKoScU5VWAEFkPj2OEFKVE6UbTHJfTR5I6exOXBxhvPgqazi83lmW8vGlVIm50RtEveD4u+VnO4+PY/kFFg1lZz0RiGuKjJJSb2rlebzuec0ZbaVRJecxxm0+ZtHZZX/tjjjJ3Eppc7Af8A4R4qJnCLGOWL4otlL/6wWyCmijSXnrIy1Ofj5P3sxQUHGEDDW/rPX0Fq+RfhrU0Brg9JKKaVzDOGf/f+UviHF+5fXffn7syAklV5U70t2Z4qJnBPGWnLKAEobk3NOL+/jS7vyy3/mFJUtq5xCeHmdGAJaG6WNkfe0fF6QXUupW3K6l+/Ie1Dq5f39s2ZHFjXwf/k9LJ9HGedy9F4Za3OKkZQiWpvl7/gvXm95rS/fzZf3lGL4KzcpX5F5ePmc8q/ll9/vy3cr35Xc3V9+5y+v/59/R1/+/i/v6cvv8OX718bKn+eMcY6c8n/7vQNK3QKP/+zP//N75cu/o5QixfBfzVeXv0fZonz5Pb98L//8t/nra/7n39VyM7ws1JyyMs5lP77KOd/w37h+8k9c4D/knP+X/7PfxH95KaX+37+8r//fr5/q+4Kf9nv7W9dPPjvol+uX65frv75+Wbi/XL9cP8Pr57Bw/x//Z7+Bv3H98r7+/7t+qu8Lftrv7b95/eSbU79cv1y/XP/19XN44v5y/XL9cv0X1y8L95frl+tneP2ycH+5frl+htcvC/eX65frZ3j9snB/uX65fobX/xdlz0bL9GJ/1wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 16))\n",
    "plt.spy(X, markersize=0.01)\n",
    "print(X.nnz, X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Специальное SVD для разреженных матриц!\n",
    "\n",
    "- Как вычислять SVD для плотных матриц было показано на лекции\n",
    "- Однако у нас матрица разреженная!\n",
    "- Для таких матриц обычно нужны не все сингулярные числа и вектора, а только первые $k \\ll n$\n",
    "- Для этого используются специальные алгоритмы!\n",
    "- Пока же просто вызовём функцию из модуля ```scipy.sparse.linalg``` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4551, 5) (5, 1000)\n"
     ]
    }
   ],
   "source": [
    "u, sigma, v = spsplin.svds(X.asfptype(), k=5)\n",
    "print(u.shape, v.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Посмотрим на убывание сингулярных чисел"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd5d01538d0>]"
      ]
     },
     "execution_count": 30,
     "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": [
    "plt.plot(sigma[::-1]/sigma[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1000\n",
      "['ability', 'able', 'abortion', 'absolutely', 'abuse', 'accept', 'access', 'according', 'account', 'accounts', 'accused', 'action', 'actor', 'actually', 'added', 'address', 'administration', 'advice', 'afternoon', 'agreed', 'agreement', 'ahead', 'album', 'allow', 'allowed', 'alongside', 'amazon', 'america', 'american', 'americans', 'announced', 'annual', 'answer', 'anti', 'appear', 'appeared', 'appears', 'approach', 'april', 'area', 'areas', 'argument', 'arsenal', 'article', 'artist', 'asked', 'asking', 'asks', 'attack', 'attacks', 'attempt', 'attention', 'audience', 'august', 'australia', 'australian', 'available', 'average', 'avoid', 'away', 'ball', 'band', 'bank', 'banking', 'banks', 'barack', 'barclays', 'based', 'battle', 'beat', 'began', 'beginning', 'believe', 'believes', 'benefit', 'benefits', 'bernie', 'best', 'better', 'biggest', 'black', 'blood', 'blue', 'board', 'body', 'book', 'boris', 'born', 'bournemouth', 'bowie', 'break', 'brexit', 'bring', 'britain', 'british', 'brought', 'brussels', 'budget', 'build', 'building']\n"
     ]
    }
   ],
   "source": [
    "terms = vectorizer.get_feature_names()\n",
    "print(len(terms))\n",
    "print(terms[:100])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Темы и \"главные\" слова для них"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000,) 1.0000000000000002\n",
      "Topic 0: \n",
      "Word: brexit, score: 0.23235748055210553\n",
      "Word: britain, score: 0.17638735900062524\n",
      "Word: referendum, score: 0.15750097605241886\n",
      "Word: leave, score: 0.15382112490677746\n",
      "Word: labour, score: 0.14926825473979727\n",
      "Word: cameron, score: 0.14350282972040673\n",
      "Word: vote, score: 0.1422022579122943\n",
      "Word: party, score: 0.11368307674695508\n",
      "Word: europe, score: 0.10921312901712663\n",
      "Word: minister, score: 0.10403259053416969\n",
      "(1000,) 1.000000000000001\n",
      "Topic 1: \n",
      "Word: league, score: 0.32678609720672197\n",
      "Word: season, score: 0.22923125298198738\n",
      "Word: leicester, score: 0.19613962597354132\n",
      "Word: premier, score: 0.18019251209305517\n",
      "Word: united, score: 0.1739949231324679\n",
      "Word: goal, score: 0.16976272396141456\n",
      "Word: liverpool, score: 0.1550333467981107\n",
      "Word: game, score: 0.15204050404882488\n",
      "Word: team, score: 0.15152647942627687\n",
      "Word: players, score: 0.14997394916706688\n",
      "(1000,) 1.0000000000000009\n",
      "Topic 2: \n",
      "Word: film, score: 0.29264951113026855\n",
      "Word: album, score: 0.16212087489924343\n",
      "Word: music, score: 0.14167833830359064\n",
      "Word: like, score: 0.11859514429782832\n",
      "Word: trump, score: 0.11731305923786452\n",
      "Word: songs, score: 0.0951607077639493\n",
      "Word: song, score: 0.0914897504269221\n",
      "Word: league, score: 0.09106050928090671\n",
      "Word: band, score: 0.09034804353161226\n",
      "Word: movie, score: 0.08928878980342031\n",
      "(1000,) 1.0000000000000004\n",
      "Topic 3: \n",
      "Word: trump, score: 0.7652958543996222\n",
      "Word: clinton, score: 0.22068463415869605\n",
      "Word: donald, score: 0.13662379275437636\n",
      "Word: republican, score: 0.1341848547467804\n",
      "Word: campaign, score: 0.0914089808931681\n",
      "Word: president, score: 0.0898668304818048\n",
      "Word: hillary, score: 0.08368362720636773\n",
      "Word: presidential, score: 0.077480609830631\n",
      "Word: cruz, score: 0.0738635468982969\n",
      "Word: election, score: 0.07382009916693516\n",
      "(1000,) 1.0000000000000004\n",
      "Topic 4: \n",
      "Word: mins, score: -0.0033293085441270585\n",
      "Word: spurs, score: -0.007957678790729212\n",
      "Word: bournemouth, score: -0.008252957281871956\n",
      "Word: crystal, score: -0.008456803402649026\n",
      "Word: stoke, score: -0.009017548614817537\n",
      "Word: kasich, score: -0.00929112184249072\n",
      "Word: scored, score: -0.010161781342027136\n",
      "Word: iowa, score: -0.010391167864996475\n",
      "Word: teams, score: -0.010615043796798056\n",
      "Word: southampton, score: -0.010819958002059838\n"
     ]
    }
   ],
   "source": [
    "for i, comp in enumerate(v):\n",
    "    print(comp.shape, np.linalg.norm(comp))\n",
    "    terms_comp = zip(terms, comp)\n",
    "    sorted_terms = sorted(terms_comp, key= lambda x: x[1], reverse=True)[:10]\n",
    "    print(\"Topic \"+str(i)+\": \")\n",
    "    for t in sorted_terms:\n",
    "        print(\"Word: {}, score: {}\".format(t[0], t[1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Темы и \"главные\" документы для них"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3179  957 1057 2529 3105]\n",
      "Topic 0\n",
      "Cameron names referendum date as Gove declares for Brexit – as it happened • David Cameron has called for his referendum on Britain’s membership of the EU to take place on 23 June, after the cabinet formally agreed to campaign to stay in despite several minister openly supporting Brexit. Speaking from outside Downing Street, the prime minister said he had secured a good deal with Brussels to give the UK a special status and leaving the EU would “threaten our economic and national security”. • Michael Gove has said that the European Union is encouraging extremism across Europe as he joined five other cabinet ministers in breaking ranks with David Cameron to campaign to take Britain out of the EU. The justice secretary, one of the prime minister’s closest political friends, posed for for a photo with his cabinet colleagues at the headquarters of the Vote Leave campaign group shortly after a rare Saturday cabinet meeting. • A marathon round of talks over two days, during which the prime minister managed just three hours of sleep in the early hours of Friday morning, led to an agreement for the UK shortly after 9pm on Friday. In a lengthy statement, which will form the basis of his main message in the referendum, the prime minister said that he had strengthened his key demands since the European council president, Donald Tusk, outlined his draft agreement on 2 February. • Angela Merkel has said that the UK’s European Union deal had demanded “a lot of willingness for compromise”, but that such compromises were easier to justify if they meant Britain was more likely to stay in the EU. The question of “ever-closer union” had proved a particularly sensitive subject, the German chancellor said, because it was “an emotional issue” although one she is in favour of. As the so called “gang of six” of Tory cabinet ministers backing a vote to leave the UK posed next to a signed banner saying: “Let’s take back control”, Boris Johnson has been keeping Downing Street waiting about which way he will jump in the referendum campaign. The ’s Nick Watt reports: Amid some irritation in No 10, the London mayor is expected to wait until the prime minister outlines his plans to re-assert the sovereignty of parliament before announcing his plans. Johnson said last week that he would endorse one side in the referendum campaign with a “deafening éclat” soon after the prime minister reached a deal in Brussels. The mayor appears to have been wrongfooted by the prime minister’s decision to confirm within an hour of his deal in Brussels on Friday night that Gove would be campaigning for Brexit. The move by Gove puts immense pressure on the London mayor to join the leave side. He had hoped that the prime minister’s new parliamentary sovereignty initiative would give him an option to campaign for remain. Here’s a potentially interesting development in the race to become designated as the official campaign advocating for a vote for Britain to leave the European Union. Vote Leave has been competing with the rival group Leave.EU to be designated as the official Brexit campaign by the Electoral Commission. Figures from the cross-party Grassroots Out campaign, UKIP and Leave.EU - but not including Vote Leave - have formed an umbrella group which will pitch to become the official campaign. Crystal clear? Good. Get ready to see a lot more of that tie. Describing the deal negotiated by David Cameron in Brussels as “pathetic,” UKIP leader Nigel Farage has issued a statement welcoming the decision to hold the referendum: The 23rd is our golden opportunity, let battle be joined. Mr Cameron keeps on telling us that Britain would be better in a ‘reformed Europe’. But he fails to point out that there is no reformed European Union on offer here. The Prime Minister’s EU deal is pathetic. We must look forward to work with everybody who cares about our future, a future where the people of Britain controls her own borders, where we can make our own trade deals and make our own laws. We have the prospect of a free, secure prosperous and exciting future outside of the EU Not quite as exciting, perhaps, as the announcement of PJ Harvey’s return to Glastonbury, but an important one nonetheless for anyone under the impression that they could cast their referendum vote at the festival: So what can be expected over the next few months as that June 23 vote on EU membership approaches? The ’s Chris Johnston has put together a useful timetable. You can read it in full here, although below are some highlights: Monday 22 February The prime minister will address the House of Commons, which must formally approve the date for the referendum. March/April Secondary legislation that follows theEuropean Union Referendum Act 2015 will come before parliament to Six weeks to go In the run-up to the vote, there is a formal campaigning period during which rules on campaigning, spending and finances apply. The Electoral Commission will publish a timetable showing the dates and deadlines for the referendum Thursday 5 May Elections for devolved parliaments in Scotland, Wales and Northern Ireland will be held, along with the vote to decide’s London mayor and for control of many councils in England. Thursday 23 June Millions of voters will cast ballots to answer the question: “Should the United Kingdom remain a member of the European Union or leave the European Union?” July and beyond If a majority vote to leave, the UK could do so two years after notifying the European Council of its intention. However, the process would not be simple and would still involve “complex and probably lengthy negotiations”, according to a parliamentary briefing paper (PDF). Staying with Scotland for a moment, the ’s Libby Brooks points out how there are a few Scottish #indyref cobwebs on some of the slogans being deployed by David Cameron at the outset of the European referendum. Scotland’s First Minister, Nicola Sturgeon, has pledged that the Scottish National Party will lead a “positive and upbeat” campaign to keep Scotland in the EU. She said that the referendum has been driven by the Conservative Party’s longstanding internal divisions on Europe and the challenge to the party from UKIP, rather than by the specifics of David Cameron’s renegotiation. Sturgeon added: We made it clear to the Prime Minister that we were opposed to a June 23rd referendum, given the overlap with our own Scottish election – but now that that date has been named we will get on with the job of campaigning for an ‘in’ vote. It’s important that the campaign to remain in the EU learns the lessons of Scotland’s independence referendum, so that it does not lapse into scaremongering and fear – that is why the SNP will be a leading voice in the weeks and months ahead in making the positive case for Scotland and the rest of the UK remaining in Europe. She was never a politician that could easily be caged in though.. A good round-up of initial reactions across the European press to the UK-EU agreement is also here, courtesy of Vincenzo Scarpetta, a policy analyst at Open Europe. Le Figaro’s front page editorial, headlined: ‘The kiss of death’ jumps out: If Britain remains in the EU on the conditions it has been offered, it kills it. If it leaves, it kills it too…As it is not combined with a project of collective relaunch, the Brussels compromise puts the worm into the fruit. No-one has reason any longer to bend to the common rules, since one can escape them by means of a little blackmail. In Italy, Adriana Cerretelli, Brussels correspondent for business daily Il Sole 24 Ore, doesn’t think the deal will change much at all though: In the end, the agreement arrived – without winners or losers. A deal between opposed weaknesses, shared by both those who want more Europe and those who want less. Perhaps it wasn’t worth wasting so much time changing something that would change almost nothing. From Germany, the ’s Philip Oltermann draws attention to quite a strong comment piece in the newspaper, Die Zeit, where Matthias Krupa offers a damning critique of David Cameron’s strategy: He [Cameron] evoked the image of cumbersome Brussels bureaucracy because he is feeling the pressure at home. But this Brussels is yesterday’s cliche. While Aleppo is being bombarded and hundreds of thousands are fleeing their homes, Cameron has forced the EU to spend months engaging with the minutiae of the British benefits system. [...] The British prime minister isn’t the only one in the EU is questioning the union at the moment. But rarely has a national leader been so shameless in formulating and pursuing his national egotism as Cameron. If others follow his example, the union will not become stronger, but much weaker. The odds are strongly in favour of a vote for Britain to stay in the EU - but could change dramatically should Boris Johnson come out on the side to leave, according to the bookmaker, William Hill. Its Current odds are 2/7 for Britain to remain in the EU, and 5/2 to leave. Of the three regions in the UK William Hill is currently offering bets on, the odds suggest England, at 9/4, is more likely than Wales, at 3/1, and Scotland, at 6/1, to vote to leave. The social media war continues. Here’s a fresh tweet from David Cameron, framing his argument for a vote for Britain to remain in the UK, and linking to his statement earlier following this morning’s cabinet meeting: Hungary’s prime minister, Viktor Orban, has been framing the negotiations as a success from his country’s point of view. Dan Nolan reports on a press conference by Orban, who was a key negotiating partner for David Cameron over the past 12 months: Orbán said “The success of the negotiations is underlined by the fact that Hungarian workers will continue to have access to benefits, free from discrimination. Thanks to the results achieved at the negotiations, they will continue to be eligible for everything that they have paid for to date. The regulations on foreign workers have also remained unalterable. For those who have taken up employment in Britain and who have families, the negotiating parties have succeeded in ensuring that if their children live in another EU Member State they should be eligible for social benefits adjusted to the standard of living of the country of origin. Families whose children live in the United Kingdom will be eligible to all the benefits that are available to children in British families. “We have done everything we could; the decision now lies with the British. “The media hasn’t really evaluated it yet, as they have been so focussed on the immigration crisis until now,” according to Mariann Öry, a journalist at the pro-government Magyar Hírlap. She told the on Saturday afternoon that “I think yesterday evening the main question in all the newspapers was ‘what the hell should we write on the cover about the European conference?’” Hungarian Socialist Party MEO István Újhelyi called the deal “humilating” for Viktor Orbán, who “has never really cared about those he interests of young people and families who have left Hungary for the UK. They are even constantly lying about the numbers,” he added. There’s a view emerging in France that David Cameron came out on top during tussles in Brussels, reports Bruce Crumley, who has been looking at reactions for the In his own post-agreement comments on Friday French President François Hollande argued that nothing granted to London compromised any EU founding principles. “There were no exceptions (given) on single market rules, no revisions for treaties, there is no United Kingdom veto for the eurozone” Hollande declared, stressing Paris’ rejection of changes that could lead to The City gaining regulatory breaks or advantages that other European financial centres don’t enjoy,” he said. Not everyone was buying that claim of firmness, however. In his coverage, Libération’s Brussels’s correspondent Jean Quatremer quoted politicians from EU states criticizing the deal, and warned “concessions envisaged by the 28 (members) to avoid Brexit risk creating a dangerous precedent.” The story quoted Belgian Socialist Paul Magnette fretting the accord may mark “a potential unraveling” of the EU as other states similarly seek tailored rules. Magnette also spanked Hollande for caving in on fundamental issues he’d pledge to defend. “(The EU) should have been firm and told London, ‘Political declarations, perhaps, but no engagements that risk reversing European integration. Certainly not’,” Magnette said. Libération also quoted French centrist European MP Dominique Riquet complaining “the spectacle created by (threatened) Brexit is pathetic… It’s simple after all: if Great Britain doesn’t want to be in, then it’s out!” That latter view jibed with the majority of reader responses to coverage of the agreement – along with the prevailing sentiment that Cameron got the better of Hollande and other EU leaders. Bernard Monot, an EMP from anti-EU National Front agreed, told le Figaro that based on Cameron’s deal, “Frexit will be pasted from the Brexit model, and we’ll demand the same concessions as the United Kingdom.” So we’ve got the June 23 date for the referendum confirmed. But what’s it going to face in terms of competion? Well, for starters, there’s Glastonbury, which takes place on June 22-26. Make sure you arrange a postal vote as well as putting aside a pair of wellies. Plus it’s slap bang in the middle of the European Championships, which last from June 10 to July 10. Whether England or Wales will still be competing that that time is another matter (cough).. It’s doubtful that the reforms reached in Brussels by David Cameron will significantly bring down migration from the rest of the EU, according to the influential think tank, the Institute For Public Policy Research, which has released an analysis. IPPR Research Fellow, Marley Morris, adds however: Our research suggests that the public care about the issue of benefits in principle, because they see the current rules as unfair on Britain, and so the changes are an important part of the final deal. On the other hand, when discussing the draft deal with some of our research participants in Peterborough, they were unimpressed with the details of the emergency brake - particularly when they discovered that its use had to be authorised by other member states. The question now is whether, in the public’s mind, these changes will be perceived as a credible effort to address concerns or as too complicated and insubstantial to fully convince. Can David Cameron remain as leader and prime minister if the UK votes to leave the EU? “Yes he can stay, and he must,” Chris Grayling told BBC Radio 4. That would put Cameron in the position of having to be at the forefront of renegotiating Britain’s new position outside of Euope, something which he has described as a leap in the dark. Cameron is expected by many commentators to fall on his sword in the even of a vote to leave. Grayling said earlier that it wasn’t a question of not trusting the prime minister’s judgement, insisting that the Conservative Party would not be divided over the coming months. “We are friends and colleagues. We are not going to allow this to rip the Conservative party apart,” he added. Here’s a little more of what he said to Mark Mardell on the BBC’s World At One: Chris Grayling says David Cameron had moved mountains but that there is only “so much change” that the EU is willing to countenance. Speaking to BBC Radio 4 in the last few minutes, the leader of the House of Commons, said that the UK would be bit “part players” if it continued to remain in the EU. “There are whole series of key decisions which I think we need to be take in our national interest, and which we have given to the EU,” he added. He said that he had known for a long time that he would campaign against remaining in the EU, having sat through five years of “frustrating” meetings in Brussels. He instanced new pieces of legislation that he said added extra levels of bureaucracy, health and welfare costs. Does Michael Gove really add the intellectual heft to the ‘Leave’ side? John McTernan, a former adviser to the Blair government, is among those who think so: You can read Michael Gove’s statement in full here by the way Chris Grayling, the Leader of the House of Commons, has also been outlining his rationale for backing a vote to leave the EU. Glaringly at odds with the insistence of David Cameron (and notably, Theresa May) that Britain’s security considerations are better served by remaining in the EU, Gove says in his 1,574-word statement: Far from providing security in an uncertain world, the EU’s policies have become a source of instability and insecurity. Razor wire once more criss-crosses the continent, historic tensions between nations such as Greece and Germany have resurfaced in ugly ways and the EU is proving incapable of dealing with the current crises in Libya and Syria. He goes on to say that even though the UK is outside of the euro, it is still subject to an “unelected EU Commission which is generating new laws every day and an unaccountable European Court in Luxembourg which is extending its reach every week”. After going on to insist that the UK can “take back billions” it gives to the EU and forge new trade deals and partnerships with nations across the globe, he concludes the lengthy statement by saying: This chance may never come again in our lifetimes, which is why I will be true to my principles and take the opportunity this referendum provides to leave an EU mired in the past and embrace a better future. The Justice Secretary, Michael Gove, has released a statement explaining why he will be backing a vote for the UK to leave the EU. His starting point is simple, he says: I believe that the decisions which govern all our lives, the laws we must all obey and the taxes we must all pay should be decided by people we choose and who we can throw out if we want change. If power is to be used wisely, if we are to avoid corruption and complacency in high office, then the public must have the right to change laws and Governments at election time. But our membership of the European Union prevents us being able to change huge swathes of law and stops us being able to choose who makes critical decisions which affect all our lives. Laws which govern citizens in this country are decided by politicians from other nations who we never elected and can’t throw out. The Gang of Six? Let the bidding begin for the title of the Cabinet members on the ‘Leave side’. Or how about the “The Secessionist Six” ? (Copyright Tim Montgomergie) That’s a total of six cabinet members at the Vote Leave headquarters : Michael Gove, Priti Patel, John Whittingdale, Chris Grayling, Iain Duncan Smith and Theresa Villiers. It’s a pretty extraordinary photo, vividly illustrating that there will be a split in the cabinet until June 23. It’s an image that’s not without its problems however, noted by the New Statesman’s Stephen Bush : Michael Gove has arrived, with three other cabinet ministers, at the headquarters of the Vote Leave campaign, which tweets this picture: International development secretary, Justine Greening, will campaign for the UK to stay in the EU (as expected), “on the basis of safeguarding British jobs and influence.” Another minister for the ‘Vote Leave’ campaign: John Whittingdale, Secretary of State for Culture, Media and Sport Andrea Leadsom, Minister of State for Energy at the Department of Energy and Climate Change, confirmed she will vote to leave the EU. If the UK chose to remain in the EU, Leadsom said that it would increasingly go from being a “senior partner” to a country whose views “count for little in Brussels and yet whose parliament is increasingly subservient to EU legislation.” Details of the ‘inners’ and ‘outers’ from the cabinet are filtering out now, putting to rest some doubts. Those backing an “In” include Sajid Javid, Business Secretary, and Jeremy Wright, Attorney General. Cameron confirms - as expected - that the referendum will take place on June 23. The prime minister said that the question will be about whether the UK “will be safer stronger and better off working in a reformed Europe or out on our own.” As expected, it was an address that was heavy on warnings of the risks to leaving the EU. Britain would be better able to fight crime and terrorism by remaining in the EU. David Cameron is now speaking outside of Downing Street, beginning by announcing the cabinet’s decision to back his deal, and saying that he wants to “speak directly to the British people.” “We are approaching one of the biggest decisions we will face in our lifetime - whether we want to remain in the European Union or leave,” he says, adding that it is about jobs, financial security and how we cooperate to keep our country strong. My responsibility is to speak plainly about what I believe is right about our country, says Cameron. Echoing a line he has used more than a few times in the past few months, he adds: “I do not love Brussels. I love Britain. I am the first to say that there are many ways for Europe to improve.” David Cameron has tweeted: Other than their opposition to the EU, those backing a Brexit are most obviously united by their unpopularity, according to the New Statesman’s New Statesman, George Eaton, who has written an interesting piece on the ‘Out’ campaign. George Galloway, Nigel Farage, Michael Gove and Iain Duncan Smith are all “15 per cent, not 50 per cent politicians,” he adds. He added: There is just one figure left who could notably improve the Out campaign’s standing: Boris Johnson. Polls have consistently shown the Mayor of London to be the country’s most popular politician (a status that reflects his lack of responsibility, some Tory MPs grumble). An Ipsos MORI survey this week found that only Cameron would have a bigger influence over how the public voted. There is no politician that the In campaign fears more. He can reach parts of the electorate that other Tories can’t, boasting the invaluable talent of making voters feel good about themselves. A podium has appeared outside 10 Downing Street. David Cameron is expected to come out within minutes. National newspaper reaction in the UK to David Cameron’s European Union deal was largely viewed through the prism of Michael Gove’s decision to out himself as an outer, according to Roy Greenslade. Here’s his round-up. Pro- or anti-EU? The ’s Rowena Mason has filed a handy guide to what we know so far about the stance of those within the cabinet. It includes three figures whose stance remains unclear: Robert Halfon, Conservative deputy chairman Halfon is a staunch Eurosceptic, telling Buzzfeed last year: “Yes, I would vote to leave but I genuinely want to see what Cameron does.” Since then, he has had a rapid rise under the sponsorship of Osborne, so it is possible he could be persuaded to back the remainers. Jeremy Wright, attorney general The government’s most senior lawyer is said to be torn about which side to support. Boris Johnson The London mayor is not a minister but he sits in Cameron’s political cabinet. He is thought to be an instinctive in-campaigner, but has flirted heavily with Euroscepticism in recent months and could make the leap to lead the out camp if he thought it had a chance of winning. To lead a victorious leave campaign would bolster his prime ministerial ambitions. The Labour leader, Jeremy Corbyn, has been talking about the approach he will take to the referendum, insisting that there has not been a “change of heart” by him on the issue of the European Union. Asked how he voted in the 1975 referendum on Britain’s membership of what was then called the European Economic Community, Corbyn said that he had voted against the UK’s continued membership, but told Sky News in the last few minutes: Things have obviously changed particularly in the sense of the economic direction in this country and the number of jobs that are dependent on Europe. If Britain was not part of the EU there could be enormous difficulties. Asked if it was important that the EU existed as a unit in the first place, he responded: I think the EU is a strong economic unit and it is important that it is a strong economic unit but it has to deliver for all. David Cameron and others in the EU, he said, were pursuing an “austerity agenda”. Labour was opposed to this and wanted to work with others in the EU for change. In relation to the referendum, he added There is not going to be a joint campaign . There is going to be a Labour campaign asking people to vote in the direction I have indicated. Asked what the approach would be towards members of the party who disagreed with his position on Europe and the upcoming referendum, he replied. Every member of parliament and the shadow cabinet will make up their minds. There won’t be any sanctions against people who take a different point of view. So far, notable Labour MPs who will be campaigning for Britain to leave the EU include Kate Hoey and Frank Field. Doubts still remain about Corbyn’s enthusiasm too however: From Spain, Stephen Burgen reports that the Spanish media has yet to get too worked up about last night’s deal, although here’s a line from Eliseo Oliveras in El Periódico: The concession to British blackmail consolidates the EU’s double standards: a generous accommodation of the demands of the powerful countries (Great Britain, Germany, France) and the implacable imposition of diktats on the weak (Greece and Spain). The veteran Tory eurosceptic MP, Bill Cash, has been attacking the deal this morning, describing it as a “spin operation on very flimsy and insubstantial grounds.” The bottom line is that it’s not legally binding and irreversible. There is no reference to irreversibility and that matters When the British voter goes to the polls on the basis of this package they will want to have a guarantee that what has actually been negotiated will actually happen - and the answer is no, there is none. It’s “the emperor with hardly any clothes on,” he added. Some reaction from Poland now. That country’s Europe minister, Konrad Szymański, told Polish journalists in Brussels overnight that the deal reached in Brussels will consolidate his country’s links with Britain as an ally against French, German and Euro zone dominace of the EU. He said: The presence of Great Britain in the EU has a huge meaning because of the political balance Poland brings into the EU. This is particularly important for central Europe because there is a shared sensitivity concerning both transatlantic relations and the common market. Alex Duval Smith reports for the : Poland’s current foreign policy priority - which has topped the agenda in the government’s talks with Cameron ahead of the EU deal - is to secure a permanent Nato troop presence on its territory. The position is supported by the broader so-called Visegrad group, including the Czech Republic, Hungary and Slovakia, and by the Baltic States. But historic agreements prevent Nato from creating bases in countries of the former Eastern bloc. The current solution, which Britain has signalled it will support, is a calendar of rolling troop exercises in central Europe - with a focus on Poland - that would, de facto, ensure there are always alliance troops in Poland. The Polish prime minister,Beata Szydło, welcomed the deal. She told Polish journalists in Brussels overnight: “There is an agreement and it has not been reached at any price. This was our starting point. When we went to Brussels we had the goal of defending the rights of Polish workers and citizens living and working in Great Britain. I can say with satisfaction that after difficult negotiations we have succeeded in realising out goals.” The issue of benefit payments collected by Poles working in Britain and sent home as part of remittance payments has receded in recent years, amid evidence that Polish emigration to the rest of the EU is in decline due to improved economic opportunities in Poland. The ’s Berlin Bureau Chief, Phillip Oltermann, reports on reaction in Germany to Friday night’s deal. According to German weekly Spiegel, what looked like a staged drama came close to being a real tragedy: “It was the Cameron show we expected. With numerous crises facing the EU at the moment, it was in no one’s interest that the Brits leave the union and weaken it further. Therefore many observers expected EU leaders to put in a little drama even if an agreement was as good as certain, so that Cameron could present himself as the winner. Only then, the calculation went, he could sell the deal to his people as a roaring success.” But when Greek PM Alexis Tsipras threatened his veto, however, it became clear: “this is no longer a show. The unity of the EU really was hanging in the balance.” Frankfurter Allgemeine Zeitung doesn’t believe that Britain opting out of “ever closer union” has anything but symbolic value: “Sober realpolitician Merkel knows of course that neither the stated goal of the treaty or its newly agreed interpretation have any legal significance”. In the light of this, the paper’s Brussels correspondent wrote, it was nonsense to pretend the deal implied the kind of “thorough reform of the EU” that Cameron had originally proposed. In tabloid Bild, commentator Nikolaus Blome is pleased to both Brits and EU leaders finally came to their senses: “Luckily, both the EU commission and other leaders eventually realised that while the Brits would damage themselves with a Brexit, the EU would practically be destroyed with it. That’s a change from a year ago, when the impression was that the Brits were “only” threatening us with their own suicide”. Here’s a round-up of political reaction from MPs, world leaders and others to the deal reached in Brussels. The Labour leader, Jeremy Corbyn, has described the deal which David Cameron negotiated in Brussels as a “sideshow”, but reiterated that Labour would be campaigning to keep Britain in the European Union. Here’s a statement issued by his office Despite the fanfare, the deal that David Cameron has made in Brussels on Britain’s relationship with the EU is a sideshow, and the changes he has negotiated are largely irrelevant to the problems most British people face and the decision we must now make. His priorities in these negotiations have been to appease his opponents in the Conservative Party. He has done nothing to promote secure jobs, protect our steel industry, or stop the spread of low pay and the undercutting of wages in Britain. Labour’s priorities for reform in the EU would be different, and David Cameron’s deal is a missed opportunity to make the real changes we need. We will be campaigning to keep Britain in Europe in the coming referendum, regardless of David Cameron’s tinkering, because it brings investment, jobs and protection for British workers and consumers. Labour believes the EU is a vital framework for European trade and cooperation in the 21st century, and that a vote to remain in Europe is in the best interests of our people. Sajid Javid, another member of the cabinet who some commentators had thought was on the fence, will also back the campaign for the UK to remain in the UK, according to The Spectator. James Forsyth writes: Those familiar with the Business Secretary’s thinking say that what has swung Javid to IN is his sense that it is just too risky for Britain to leave right now given the parlous state of the global economy. I suspect that he will be deployed by the IN campaign to try and persuade those crucial swing voters who are attracted to the idea of getting Out of the EU but are worried about the risks in doing so. Tim Shipman, Political Editor at the Sunday Times, tweets his thoughts on that: It’s going to be interesting to see how the Vote Leave campaign deals with Theresa May’s emphasis on security as convincing argument for why she is supporting a vote to remain in the EU. What a difference four months makes however. Back in November, UKIP leader Nigel Farage was saying that he would be delighted if the Home Secretary wanted to lead the official campaign for Britain to leave the European Union. Here’s Theresa May’s statement on why she is backing David Cameron’s deal and will be campaigning for the UK to remain in the EU: It means we keep control of our right to decide which criminal justice measures we participate in. It strengthens our ability to deport dangerous foreign criminals. And while European countries must work together to tackle terrorism, it makes clear that our national security is ultimately our responsibility, not Europe’s. The EU is far from perfect, and no one should be in any doubt that this deal must be part of an ongoing process of change and reform – crucial if it is to succeed in a changing world. But in my view - for reasons of security, protection against crime and terrorism, trade with Europe, and access to markets around the world - it is in the national interest to remain a member of the European Union. Home Secretary Theresa May is to campaign to remain in the EU. It’s a potentially key development as, at one point last year, she was thought to be a possible leader of the ‘Leave’ campaign. Michael Gove has arrived at Downing Street, but told reporters as he left his home earlier that would be making a statement after the cabinet meeting today. Senior figures in the out campaign, and others, believe there are as many as five cabinet ministers ready to swing behind their drive to exit the EU. These had been thought likely to include be Chris Grayling, Iain Duncan Smith, Priti Patel, Theresa Villiers and John Whittingdale. However, the headlines today will focus on those currently regarded as ‘swingers’, such as Sajid Javid. Here’s a wrap, from our team in Brussels and London, of events over the past 48 hours and that happens next. David Cameron is expected to call his referendum on Britain’s membership of the EU after a meeting with cabinet ministers on Saturday morning, following days of negotiation with European leaders on the UK’s status in the organisation. After securing a deal with 27 other EU leaders to change Britain’s relationship with Brussels, the prime minister is likely to name the date for an in/out vote as 23 June, allowing less than four months for campaigning. The emergency cabinet meeting on Saturday morning will end collective responsibility that forces ministers to back Cameron’s negotiating strategy, meaning those who want to leave will soon be free to start making their cases for Brexit. Here’s a recap of what David Cameron wanted to get in Brussels... and what he got: The inclusion of Michael Gove in the ‘Leave’ campaign will give it some intellectual credibility, according to the SNP MP and former Scottish First Minister, Alex Salmond. He told the BBC in the last few minutes that Gove will give Brexiteers some weight, even if he wasn’t a populist or charismatic politician, and contrasted him with what he felt might be a negative impact from George Galloway. Salmond was also eager to keep up pressure on David Cameron however, accusing him of obsessing, as a result of internal Tory divisions, over “minutiae” such as the question of benefits which EU migrants could draw in the UK. What really mattered in the debate, he said, were issues like free trade and European peace and security, adding: It will require a considerable gear change from the Prime Minister and it remains to be seen whether he is up for speaking about the big issues rather than concentrating on the marginal ones. He also sounded a warning about pitfalls which might be in store for the ‘Stay in the EU’ campaign however, saying: If both sides engaged in the negativity we have seen so far then I think there is a real danger that the ‘leave’ campaign will get some additional traction. George Galloway’s suprise appearance at last night’s Grassroots Out rally in London, which caused a walkout by some of those in the crowd, continues to cause ripples in pro-Brexit circles. However, here’s the Ukip MP Douglas Carswell -- not always a happy camper alongside others campaigning for Britain to leave the EU, and that’s perhaps an understatement -- borrowing from some 1994 Galloway comments to Saddam Hussein. The Conservative MP he’s corresponding with, Conor Burns, tweeted last night: Oliver Letwin, who was a noted eurosceptic in the past but is now a key player behind Cameron’s strategy, has told Sky News that he will be voting for the UK to remain in the EU. Hardly a shock, but worth noting (and it least shows that sometimes reporters get an answer to a shouted question in the street). The cabinet meeting has been set for 10am. One particular figure of interest is the Justice Secretary, Michael Gove, who is expected to come out afterwards as a supporter of a vote for the UK to leave the EU Speaking in Brussels on Friday night, David Cameron sought to make light of Gove’s imminent decision to campaign to leave the European Union, saying he is “disappointed but ... not surprised”. During a press conference after striking a deal at the Brussels summit, Cameron said: Michael is one of my oldest and closest friends but he has wanted to get Britain to pull out of the EU for about 30 years. “So of course I am disappointed that we are not going to be on the same side as we have this vital argument about our country’s future. I am disappointed but I am not surprised. The BBC’s Laura Kuenssberg tweets: There are slightly more cameras than usual at Downing Street than other Saturday mornings. Ministers have been arriving at Downing Street for what will be the first cabinet meeting to be held on a Saturday since the Falklands War. Osborne is already there, as are a number of others, for what will effectively be the starting gun in the campaign for the Prime Minister’s referendu. We’ll hear a little later what date has been set for the EU referendum - although even the dogs in the street will tell you that the most likely one is June 23. George Osborne was also challenged to convince Boris Johnson - who has yet to announce publicly on which side of the EU referendum he will come down on. He didn’t sound entirely optimistic that Johnson was going to line up beside him and David Cameron though. Boris will make his own decision. The great thing is that Boris and I each have one vote and there are millions of people listening who can make their own decisions and they have an equal vote too. Osborne came under pressure to reject suggestions that the deal’s restrictions on benefits for the families EU migrants in Britain was based on a “straw man” - specifically on the basis of HMRC figures showing that only 16 percent of migrants who arrived between 2010 and 2014 claimed tax credits. Have a listen to John Humphreys tackling Osborn on that: Osborne’s interview gave clear signals of how the government intends to pursue the campaign. There was a lot of emphasis on the word “special status” while the words “security” and “risk” as well as the phrase “leap in the dark” were also used. Under pressured to defend the deal, he added that “of course it has its faults and can be improved” but he asked of Britain’s place in the EU: Do we leave… do we go for that leap in the dark, with all the risk to our national security… that is the question which everyone is listening, will have to make. The Chancellor of the exchequer, George Osborne, has been trumpeting the package which David Cameron has brought back from Brussels. Speaking in the last 20 minutes on BBC Radio 4, Osborne came under intense pressure to justify how the deal is as radical as David Cameron had been hoping for. Osborne said: It’s a change to the fundamental treaties which underline the European Union which says that Britain is no longer part of ever closer European Union. For as long as I can remember, Britain has been a reluctant partner [in the EU and its predecessors] partly because we have been committed to this ever close union and we have always been uncomfortable with that Successive prime ministers have always kept us out of things like the Euro… But what David Cameron has achieved and what no Prime Minister has achieved , is that Britain is no longer committed to that ever closer integration, a European super state [John Humphrys splutters] We are not part of it now and I think that is a fundamentally more comfortable position that the UK is in this morning. This is Ben Quinn picking up the blog now. You can follow me on Twitter at @BenQuinn75 Reaction is continuing from political figures across Europe. Shadow foreign secretary Hilary Benn said the renegotiation was purely designed to deal with Conservative dissent, but welcomed elements of the deal and said Labour stood solidly behind continued EU membership. Mr Cameron “has done what he decided he had to do because he was too weak to stand up to his political party”, he told BBC Radio 4’s Today - saying the “red card” and protections for non-euro countries had been Labour demands. He said only a very small number of Opposition MPs would campaign for “Leave”. He added: “The vast majority of Labour MPs, the Labour movement, the Labour Party conference, the trade union movement, supports our continued membership. “Why? Because being in the EU has given us jobs, investment, growth. It gives us security and it gives us influence in the world. Why would we want to exchange all of that for a leap into the unknown?” Meanwhile, Nicola Sturgeon has pledged that her Government will be at the forefront of making the argument for keeping Scotland in the European Union. The First Minister said it is more important than ever that those who support Scotland’s membership speak out, following David Cameron’s reform deal struck after marathon talks in Brussels. Ms Sturgeon said: “The conclusion of an agreement at the European Council means the focus can now shift to the bigger and much more important matter of why our continued European Union membership is overwhelmingly in Scotland and the UK’s best interests. “For more than 40 years, individuals, businesses and communities across Scotland have experienced the many social, economic and cultural benefits of EU membership.” A round-up of views from the media today shows, as you might well have anticipated, that opinion is very much divided on the scale/nature/existence of Cameron’s achievement in Brussels. The The don’t-knows are likely to care a lot about the outcome that was confirmed on Friday and are right to do so. Their verdict will move votes one way or another. The fact that Mr Cameron, one of the few politicians with positive ratings, is recommending it may weigh with them too … Mr Cameron did not need to take the route he has taken on Europe in the first place. The whole renegotiation was a gambling of Britain’s place in Europe in the case of Tory party management. But, having embarked on it, he has delivered a package that those who have not made up their minds should take very seriously indeed. The Times [David Cameron] wants, he says, a “live-and-let-live” Europe. This at least captures the essence of a Europe in which Britain could be socially comfortable and an engine of prosperity without chafing under unsolicited red tape and undemocratic laws. A live-and-let-live Europe is what Mr Cameron promised along with a referendum. His problem, and Britain’s, is that he has not delivered it. He has hitched himself instead to a Europe whose eastern members remain determined to keep access to the British labour market on favourable terms, and in which France resents the dominance of the City and wants to cut it down to size. Read it in full here. The Telegraph The EU is arcane and sclerotic – and the events of the past few days have proved it. It cannot adapt to suit changing circumstances or to meet the demands of political crises. Now the British voters have their chance to pass a verdict not only on this deal but the entire European project. Hopefully the pro-EU and Brexit activists will rise to the occasion, offering a campaign rooted in facts and reason rather than fear mongering. Britain has an opportunity, finally, to take its destiny into its own hands. Whatever people might think of the strengths and weaknesses of this deal, Mr Cameron deserves credit for giving us that much. Read it in full here. The Daily Mail One thing is clear. Nothing agreed in Brussels will tempt a single voter to cross from the Out to the In camp (though it may swing some people the other way). Nor will these renegotiations begin to serve the cynical purpose for which Mr Cameron embarked on them. For far from healing the Tory Party’s age-old rift over Europe, it promises only to increase the bitterness. Indeed, the prime minister comes out of this sorry saga badly wounded, just eight months after his surprise election triumph made him look all but invincible on the domestic political battleground. But it is not too late for him to redeem himself. He should tell voters, humbly and frankly, that he has tried hard but failed to secure a deal worth having. Read it in full here. If you’re just joining the blog, welcome (were you up all night reading EU documents, or something?). Here’s where we’re up to so far on Saturday, as we await David Cameron’s weekend cabinet meeting. What we know David Cameron has claimed victory and pledged to campaign with “all my heart and soul” to keep Britain inside the EU after a deal was struck on Friday evening to redraw the terms of the UK’s membership. Leaders of the other 27 member nations agreed to a deal that will see: a seven-year term for the emergency brake to restrict EU migrants in the UK claiming in-work benefits. child benefit payments indexed to the cost of living for children living outside the UK for all new arrivals to the UK, extending to all workers from 1 January 2020. any single non-eurozone country able to force a debate among EU leaders about ‘problem’ eurozone laws – though they will not have a veto. an unequivocal opt-out stating that EU treaty “references to ever-closer union do not apply to the United Kingdom”. What we don’t yet know The date of the in/out referendum, widely believed, but not confirmed, to be 23 June. Whether Michael Gove will make the leap from eurosceptic to full-blown no campaigner – and which other prominent Conservatives, such as Boris Johnson, might also range themselves against their party leader. Cameron signalled that he expected Gove to go his own way, saying on Friday night: Michael is one of my oldest and closest friends but he has wanted to get Britain to pull out of the EU for about 30 years. So of course I am disappointed that we are not going to be on the same side as we have this vital argument about our country’s future. I am disappointed but I am not surprised. What happens next Cameron has summoned his cabinet to a meeting on Saturday morning – reportedly the first time the cabinet has met on a Saturday since the Falklands war. The prime minister will announce that the government endorses the deal and will campaign for the UK to stay in the EU – but this lets off the leash those members of the cabinet who oppose membership and will now be free to campaign for a no vote. The later edition of Saturday’s front page caught the deal being sealed: As a counterpoint to those EU leaders applauding the deal, those favouring Brexit said it was not enough to sway them. Ukip leader Nigel Farage wasn’t won over: Labour MP Frank Field said he would be campaigning for a no vote in the referendum: The vote no campaign saw the deal as further grist to its mill: Eurosceptic Tory MEP Daniel Hannan suggested the last-minute agreement was an act of showmanship: And Rupert Murdoch – like Cameron – seemed convinced that Michael Gove will be campaigning for Brexit: David Cameron’s tweet claiming “I have negotiated a deal to give the UK special status in the EU” has been knocked back by others involved in the deal, Jennifer Rankin reports. EU officials downplayed Cameron’s claims, pointing out that the agreement confirmed Britain’s place as the country with the largest number of opt-outs and exclusions from EU law. “Having a special status is not a reason for divorce,” said one senior official. European council president Donald Tusk said: The special status of the UK is nothing new – in fact, it is the essence of our common history. Jean-Claude Juncker pointed out that: The UK has always had special and specific status. EU officials stressed that the “self-destruct clause” remains intact, meaning that if Britain votes to leave the European Union, the deal will disappear. European leaders have expressed their support for the deal – some more enthusiastically than others. Donald Tusk The president of the European Council said the deal had been unanimously agreed by all 28 leaders: I deeply believe the UK needs Europe and Europe needs the UK. But the final decision is in the hands of the British people. We didn’t walk away from the negotiating table. We were willing to sacrifice part of our interests for the common good, to show our unity. The #UKinEU settlement addresses all of David Cameron’s concerns without compromising our fundamental values. Angela Merkel The German chancellor said the British deal was a fair compromise that introduced “a number of very interesting and valuable changes to the EU”: We believe that with this we have given David Cameron a package with which he can campaign in Britain for Britain to stay in the European Union… I wish David Cameron all the best in the coming weeks and months. She said Germany would consider introducing similar restrictions on child benefit and rejected criticism that “we’ve given away too much” – although she conceded that the the issue of ever-closer union had been difficult to agree: That’s an emotional issue. I am one of those who are for it. Jean-Claude Juncker The president of the European Commission said the deal was fair to Britain and the other member states: The deal does not deepen cracks in our union, but builds bridges. Beata Szydło The prime minister of Poland, whose citizens in the UK are likely to be among those most affected by the rule changes on benefits, tweeted in cautious support of the deal: Today’s agreement is good news for Europe. We took care of the interests of the Polish people benefiting from social security in the member states. Enda Kenny The Irish taoiseach said he supported strongly the idea that Britian should stay in the EU, but cautioned: This is only the start of the process … The campaign begins here and it will be very challenging, given the circumstances that apply in Britain. Matteo Renzi The Italian PM sounded pleased that the summit was over: The fact that we can go home now is also a step forward because at a certain point even that wasn’t a given. If you’re after up-to-the-minute coverage of the aftermath of David Cameron’s EU deal – secured in a late-night coming-together in Brussels on Friday – as the prime minister takes the detail of the agreement to his fractious cabinet, then happy Saturday: you’ve come to the right place. What we know David Cameron has claimed victory and pledged to campaign with “all my heart and soul” to keep Britain inside the EU after a deal was struck on Friday evening to redraw the terms of the UK’s membership. Leaders of the other 27 member nations agreed to a deal that will see: a seven-year term for the emergency brake to restrict EU migrants in the UK claiming in-work benefits. child benefit payments indexed to the cost of living for children living outside the UK for all new arrivals to the UK, extending to all workers from 1 January 2020. any single non-eurozone country able to force a debate among EU leaders about ‘problem’ eurozone laws – though they will not have a veto. an unequivocal opt-out stating that EU treaty “references to ever-closer union do not apply to the United Kingdom”. What we don’t yet know The date of the in/out referendum, widely believed, but not confirmed, to be 23 June. Whether Michael Gove will make the leap from eurosceptic to full-blown no campaigner – and which other prominent Conservatives, such as Boris Johnson, might also range themselves against their party leader. Cameron signalled that he expected Gove to go his own way, saying on Friday night: Michael is one of my oldest and closest friends but he has wanted to get Britain to pull out of the EU for about 30 years. So of course I am disappointed that we are not going to be on the same side as we have this vital argument about our country’s future. I am disappointed but I am not surprised. What happens next Cameron has summoned his cabinet to a meeting on Saturday morning – reportedly the first time the cabinet has met on a Saturday since the Falklands war. The prime minister will announce that the government endorses the deal and will campaign for the UK to stay in the EU – but this lets off the leash those members of the cabinet who oppose membership and will now be free to campaign for a no vote. Morning reading list Cameron will put ‘heart and soul’ into staying in EU after sealing deal David Cameron’s EU deal: what he wanted and what he got Teabags and treachery: how the talks unfolded Natalie Nougayrède: Cameron must now show he can be a constructive EU player Matthew d’Ancona: Cameron’s dogged work won tussle in Brussels – now he faces fight at home John Crace: Grassroots Out unites politicians – the ones we normally try to avoid\n",
      " \n",
      "Topic 1\n",
      "Premier League: 10 things to look out for this weekend 1) Start of a tough run for the Hammers On the last day of the 2006-07 season Manchester United, who had won the title five days earlier, fielded a weakened side – Cristiano Ronaldo, Ryan Giggs, Paul Scholes, Rio Ferdinand and Nemanja Vidic were all left out of the starting XI – at Old Trafford against a West Ham team who needed at least a point to avoid relegation. Carlos Tevez, who was to join United a few weeks later, scored the only goal on the stroke of half-time. “They couldn’t have come to Old Trafford on a better day,” said Sir Alex Ferguson after the game. “We had already won the league and the edge was off our game.” There was also a 1-0 win in December 2001, against a wretchedly out-of-form United side that were completing a memorably horrific run of five defeats in seven league games. Those two games are the Hammers’ only highlights in a miserable run of top-flight visits to Old Trafford that now extends over 30 years and in which they have otherwise drawn once and lost 20 times. And now they must go there twice in four days, with Sunday’s match being followed by an EFL Cup quarter-final on Wednesday (in the same time period they have visited Old Trafford four times in cup competitions, losing two and winning one). With the Manchester double-header to be followed by games against Arsenal and Liverpool, stories this week suggesting “West Ham chiefs have started to consider their options should they feel forced to make a change” are not just unwelcome but almost cruel. After the visit to Anfield the Hammers have a less daunting run of four fixtures before the turn of the year and it would seem sensible to delay any judgment until they have been completed, which will helpfully coincide with the start of a new transfer window and, less helpfully, another game against Manchester United. SB • Are Manchester United really the unluckiest team in the Premier League? 2) Karanka’s bewildering persistence with Negredo Álvaro Negredo has failed to score for Middlesbrough since forcing home a close range debut goal with his shoulder against Stoke City on the opening day of the season and there is a growing clamour on Teesside for Aitor Karanka to drop the on-loan Valencia striker from a team that is joint bottom of the Premier League goalscoring charts alongside Hull with just 10. Karanka, whose side face Leicester City on Saturday, recently came out in defence of his compatriot, who has failed to find the net in 11 consecutive matches and looked woeful against Chelsea, where his obvious lack of speed and mobility came in for criticism. “He is working and fighting but he is not playing at Chelsea or Manchester City,” said Karanka, before expanding on a theme that is unlikely to boost dressing-room morale at the Riverside. “He is not with the team-mates he had in the past or the team-mates Diego Costa had at Chelsea.” Negredo has played 85 minutes or more in 10 of the 12 matches he has featured in for Boro this season and on the only occasion he was substituted – replaced by Jordan Rhodes against Tottenham Hotspur – Karanka’s switch was greeted with loud applause from the Riverside faithful. Middlesbrough’s manager may still have faith in his striker, but the fans do not. Rhodes and his fellow striker David Nugent have yet to complete a game in eight Premier League appearances between them this season and surely can’t do any worse than the man who has restricted them to little more than fleeting cameos off the bench. BG • Leicester City top dogs after Shinji Okazaki leads win over Club Brugge • Ranieri delighted but desperate to focus on Premier League problems • Danny Drinkwater to serve three-match ban for violent conduct 3) Cherries struggle against top five Bournemouth have impressed all impartial observers since their promotion in 2015, and indeed for a while before that, but their results against the current Premier League top five have disappointed: in 12 games so far they have won one – against Chelsea shortly before José Mourinho’s sacking last December – lost 10 and sit on the wrong end of an aggregate score of 31-5 (every other team that was in the division last season has been beaten at least once except Watford and Leicester, against whom they have neither won nor lost). Arsenal won both of their meetings last season by the same score, 2-0, and will face a Bournemouth side forced to play without the influential and injury-free midfielder Jack Wilshere, on loan from Arsenal. Despite his absence it might be a tough day for the woodwork, with these teams being the two most post-rattling in the top flight: the Cherries lead the way in this regard, having struck the frame of the goal 13 times so far, and Arsenal follow behind with eight. SB • Wenger not panicking on Arsenal second place in Champions League • Barney Ronay: Özil’s vision prevents Arsenal from drifting against PSG • Match report: Arsenal 2-2 Paris Saint-Germain 4) A touch of dead ball inspiration from Sigurdsson? Between them, Crystal Palace and Swansea City have managed just four wins and a staggering 15 defeats in 24 Premier League matches so far this season, a state of affairs that makes this contest the weekend’s equivalent of two drunks swinging at each other in an alley. Should either manager lose a game likely to be low on finesse but no less compelling a spectacle for its absence, they will find themselves the subject of no end of criticism from fans for whom the spectre of relegation looms increasingly large. Alan Pardew seems genuinely delusional, having convinced himself his side do not concede from set-pieces even though the stats suggest otherwise. Nine of the 21 goals shipped by Palace this season have come from dead ball situations and in Gylfi Sigurdsson, Swansea have one of the most accurate set-piece specialists in the business. Whether it’s from one or more of the free-kicks and corners Pardew’s team have proved so hopelessly inept at defending, the in-form Icelandic midfielder could well prove instrumental in helping Bob Bradley secure his maiden victory as Swansea City manager in a game that looks must-win for both men in charge. BG • The Knowledge: players confused by penalty rebounds 5) Ighalo’s woes to continue There has only been one home win in the last eight matches between Watford and Stoke, the away side winning five of those games including both of last season’s encounters. But Stoke have only won one away game since their visit to Vicarage Road in March – at Hull last month – and will probably have to overcome a Watford side buoyed not only by last week’s victory over Leicester but by the new formation that brought it. When preparing for his last visit to Hertfordshire Mark Hughes spoke about the Hornets’ key threat at the time, their front two of Odion Ighalo and Troy Deeney. “The two guys up top have had a big influence on what they’ve done,” he said. “They are a good pairing who work off each other really well and certainly they are something we’ll talk about before the game.” This time he needn’t bother: Ighalo’s influence in recent months has been minimal, leading to him being dropped in favour of Isaac Success for last month’s victory at Middlesbrough. Injuries to both Success and Watford’s other first-team striker, Stefano Okaka, allowed Ighalo to return to the side for their following three games but last week he was on the bench again as Walter Mazzarri played a 5-4-1 formation in which Troy Deeney was given considerably more effective support by a combination of the two wide midfielders, Roberto Pereyra and Nordin Amrabat, and by Etienne Capoue’s running from central midfield. When Deeney was replaced late in the game, it was by the recently-recovered Okaka; with Success now ready to return to the squad, Ighalo’s hopes of a return to the starting XI appear, like his recent form, underwhelming. SB • Football Weekly Extra: AC Jimbo and co preview the weekend 6) A third consecutive win for Sunderland? Free-scoring Sunderland have never beaten Liverpool at Anfield in the Premier League era but will fancy their slim chances of bucking that trend as they arrive on the back of consecutive wins for the first time since last May. Sunderland last won three consecutive league games three seasons and three managers ago, on the run-in of the 2013-14 campaign when wins over Chelsea, Cardiff City, Manchester United and then West Brom helped them pull off the mother of all escape acts. The bookies give them little or no chance of beating Jürgen Klopp’s Liverpool, who drew a rare blank against Southampton last weekend and have had a full week to find their range. You can get odds of 16-1 against David Moyes’s side making it three wins on the spin, but with confidence high, Moyes having bought himself some much-needed wriggle room and Victor Anichebe joining Jermain Defoe among the goals, Sunderland could conceivably leave Anfield with a point or even more. Of course the far more likely scenario is that they will get thumped but in facing top class opposition will at least get to see if their two recent victories were more down to good luck (Bournemouth) and the poor quality of their opposition (Hull City) than any major advances they have made under the stewardship of Moyes. BG • Steven Gerrard retires from football after ‘incredible career’ • Paul Wilson: Charlton and Guardiola offer Gerrard lessons from history • Sean Ingle: Do stats support ‘benefits’ of Liverpool’s European absence? 7) Burnley have a chance of an upset Manchester City’s last two Champions League games were followed by disappointing 1-1 draws at home to Southampton and Middlesbrough, and now they must follow a similar result at Borussia Mönchengladbach with a visit to a side that has already beaten Liverpool and Everton (as well as Watford and Crystal Palace) and come within a whisker of holding Arsenal, all at home. Burnley are the division’s Jekyll and Hyde side, boasting the sixth-best home record with an average 1.86 points per game (having played once more at home than any other team) and the second-worst away record, with the goalless draw at Old Trafford last month securing the only point they have won in five games on their travels. Motivated by the rollicking Sean Dyche gave them following a 4-0 capitulation at West Bromwich Albion on Monday – he told the press they “got drunk on the ball” and “just looked weak willed” – and against opponents who are themselves out of form and against whom they have a decent recent record (amounting to two draws and a win each in four Premier League encounters, though Burnley’s victory was a tight 1-0 win in March 2015, and City’s a 6-1 thumping in April 2010), there is reason for genuine optimism. Dyche said his side are relying on little more than “the marvel of football” and the fact “random results turn up”, but he is perhaps understating the chances of an upset. SB • Joey Barton back training with his former club Burnley • City through after Silva earns draw at Mönchengladbach • Yaya Touré left off shortlist for 2016 African player of the year award • Luis Enrique gives Messi to Manchester City rumours short shrift 8) Some sanity after the all poppy madness Football is never slow to embrace a cause and the Premier League has promised to throw its weight behind Stonewall’s rainbow laces initiative on a weekend when its own branding will feature a rainbow motif and most, if not all, Premier League players will wear rainbow laces on their boots as part of a wider push to encourage diversity in grounds around the country. Along with several extremely courageous former footballers, the ’s chief football correspondent, Daniel Taylor, continues to shine a light on the hitherto unreported scandal of historical cases of child abuse of footballers in a depressing story that looks likely to run and run. Considering some of those victims who have come forward to tell their horrific stories previously felt unable to speak out for fear of being labelled “gay”, any campaign to support LGBT people and stamp out homophobic abuse in football can only be applauded. BG 9) Some resilience from Spurs Ten minutes. That’s how long Chelsea need to keep Tottenham Hotspur at bay this weekend to rack up 600 Premier League minutes without conceding a goal. Should they beat Spurs and hold them scoreless, Antonio Conte’s men will have recorded seven consecutive league wins without conceding a goal, two shy of the record set by Stockport County, then of League Two, between 13 January and 2 March 2007. It will be intriguing to see how Spurs bounce back from the midweek disappointment of their defeat at the hands of Monaco, in which there were several conspicuous absentees from Mauricio Pochettino’s starting lineup and few of those the manager did select covered themselves in glory. After their midweek meltdown, Tottenham could hope for no stiffer test than a run-out against the Premier League leaders with their apparently impregnable defence and an attack that is behind only Liverpool in terms of goals scored. With Pochettino having questioned the mental fortitude of his players during the week, the manner in which Spurs bounce back from Wednesday’s Champions League reverse ought to give a fair indication of whether their season will end with a half-decent title challenge or merely end up petering out and finishing up in an underwhelming and characteristically Spursy fashion. BG • Pochettino: Tottenham will stay at Wembley for Europa League • Summer signings and lack of savvy: why Spurs failed in Europe • Pochettino says changes needed after Spurs flop in Monaco • Barney Ronay: Conte stamps his dynamic personality on Chelsea 10) Koeman’s return to Southampton It is the season of reunions for Southampton, who after facing Liverpool’s selection of ex-Saints last week prepare for Ronald Koeman’s first return to the club he departed in the summer under something of a cloud, a few weeks after promising supporters that “I know nothing about the Everton job” and that not only does “everybody know I have a year on my contract” but he “could sign a [new] contract next week”. After his move was announced the former Southampton goalkeeper Artur Boruc tweeted something Koeman had said a couple of moths previously, criticising “the lack of loyalty in modern day football” and asserting not only that would not be tempted away from the St Mary’s Stadium for “short-term gains”, but he “would hate to ever become that kind of manager”. As he walks out before the game he may become the latest manager to be reminded that it is not so much the leaving of a club by which they will be judged, but the manner of it. SB • ‘What’s this geezer doing? He’s hopeless’ – the Ali Dia story, 20 years on • Everton Under-23s to sleep rough for homeless charity\n",
      " \n",
      "Topic 2\n",
      "The lost albums loved by the stars – from ecstatic gospel to Italian prog Jarvis Cocker on … Bob Lind: The Elusive Bob Lind (Verve Folkways, 1966) I hesitate to recommend this record because I know that Bob Lind himself hates it and that it did a lot of harm to his career – but I love it, so here goes … This is the story as I understand it: Lind had a massive global hit with Elusive Butterfly in 1965. Someone crawled out of the woodwork and sold some acoustic demo recordings he had made a few years earlier as a teenager to Verve Records. Verve decided to add bass, drums and strings to the songs, which consisted of voice and acoustic guitar only, in order to make them sound more like the single he had in the charts. The whole affair reeks of the worst side of the exploitative music business of those days – and yet … somehow they made something beautiful. It’s like a weird, inverted form of sampling: instead of cutting and pasting the vocals and guitar over a steady rhythm track – as would happen today – Lind’s performances speed up, slow down, have irregular bar counts, and the bass and drums just have to follow him as best they can. So the songs end up with very modern-sounding, unusual structures. The dislocation between the various elements emphasises the loneliness in the songs. It has an absolutely unique atmosphere – the voice is swathed in a 50s-style reverb, the instrumentation and string arrangements are very mid-60s, but when they lock into a groove and trance out (like on What Colour Are You?) it could have been made last week. It’s not only my favourite Bob Lind album; it’s one of my favourite albums, full stop. Go figure. Izzy Bizu on … Ala.Ni: You & I (No Format, 2016) Ala.Ni is from London but lives in Paris and she has sung with Damon Albarn and Mary J Blige but I love her own music. It reminds me of old songs such as Dream a Little Dream of Me. I saw her playing in this bar, like some cool 1940s nightclub, and she started singing at really low volume, and it was so beautiful I fell in love with her. A few years later I was on the Eurostar and I saw her walking past and I was like: “Oh my God, it’s the girl from the bar!” So I said hi and told her I loved her music. Then I saw her again at a festival and she was incredible. The sounds she uses, the mic she uses, it’s really “old” and the way she sings is really conversational. She even uses her hands in a really elegant way. Listening to her is like having a big hug; you feel like you have had a massage. Saul Milton of Chase & Status on … Angus & Julia Stone: Down The Way (Capitol, 2010) You would expect us to be constantly listening to drum’n’bass, the Prodigy, Biggie Smalls and bashment but we have a wide spectrum of music that we love. We were touring America in 2011 for our No More Idols tour and our frontman MC Rage put this on our tourbus and this incredible tune called Big Jet Plane came on. The beautiful music and combination of male and female voices really touched me. It became the soundtrack to the tour and since then I’ve followed their career and got all their records. Fans of folky funk with classic songwriting and modern production – Bon Iver fans, for example – will love it. Sarah Cracknell of Saint Etienne on … Laura Nyro: Eli and the Thirteenth Confession (Columbia, 1968) She doesn’t have the recognition that she’s due. Other people, such as Barbra Streisand and the 5th Dimension, had hits with her songs: she was a bit of a Carole King. This was her second album – she was 20 at the time. She had so much passion in her songwriting, her voice and her arrangements. Very theatrical, in a way: she clearly influenced Kate Bush. I love the changes in tempo – these are songs of many parts. Her singing style was a mixture of jazz, gospel, soul and pop. But she had a real fear of performing live that stemmed from a disastrous appearance at the Monterey festival. She retreated from the limelight after that, although she carried on making records such as the cover versions album Gonna Take a Miracle, with Labelle, which is another brilliant album. Tom Ogden of Blossoms on … Dion: Born To Be With You (Phil Spector Records, 1975) Phil Spector produced six of the tracks; I’m a big fan of his Wall of Sound. Spector was drinking a lot and quite fucked-up when he was making this record. Dion disowned it and he faded into obscurity. He described it as “funeral music”. I think it’s a great pop record: grand and epic. It’s got that Be My Baby sound, with a lot of the Wrecking Crew on. I love Only You Know and In and Out of the Shadows, which were both co-written by Spector and Gerry Goffin, who used to write with Carole King. It was actually James Skelly of the Coral, who produced our album, who put me on to it. Musicians love it, such as Bobby Gillespie and Pete Townshend. And Bruce Springsteen, who visited the studio during the recording of it. It’s got an uplifting melancholy to it, a euphoric heartbreak –an atmosphere I’m always trying to recreate. Moby on … Simple Minds: Sons and Fascination/Sister Feelings Call (Virgin, 1981) This album charted when it was released, but over time has slipped gently into quasi-obscurity. Simple Minds went on to become a stadium rock band, leading most people to forget that before super-stardom they were idiosyncratic, electronic and Bowie-influenced. I first heard this in early 1982 when I was a junior at high school in Darien, Connecticut, and for me it was everything that suburban America in 1982 was not. It was atmospheric, weirdly European and disco-influenced at a time when radio in the States was all shiny American pop and pedantic rock. It’s a remarkable record that deserves its place in the canon of great Bowie-inspired albums. Jim Kerr of Simple Minds on … Robert Wyatt: Nothing Can Stop Us (Rough Trade, 1982) This is without doubt one of my favourite albums. Before its release, Robert Wyatt was known to me as drummer and co-vocalist of Soft Machine, through listening to John Peel, who almost single-handedly championed him throughout his solo career. Peel brought Wyatt further attention, particularly in 1983 when his original version of Elvis Costello and Clive Langer’s Falklands war-inspired song Shipbuilding reached No 2 in his Festive 50. By that time, I was already well under the influence of Nothing Can Stop Us. It was on my Walkman throughout that summer, usually as I hoofed it on a daily basis from Paddington up to Shepherd’s Bush, where my mates and I were busy occupying ourselves with the recording of a bunch of songs that would be released as New Gold Dream. I loved listening to the album in its entirety, and repeatedly so. I still do. Why? You could begin by listening to At Last I Am Free, followed by Strange Fruit, and then the aforementioned Shipbuilding. And perhaps like me you, too, will get a lump in the throat listening to what was surely a purposefully pale and wan rendition of Red Flag. I don’t think Robert Wyatt knows how great an artist he really is. Green Gartside of Scritti Politti on … The Clark Sisters: Is My Living In Vain (Sound of Gospel, 1980) This was given to me by a writer I met in New York in about 1982: this recording of rapturous devotion to God has abided with me ever since. It’s so good … it almost passeth all understanding. Taped live in 1979 at Detroit’s Bailey Cathedral, Elbernita “Twinkie” Clark with her four sisters and their mother, group founder Dr Mattie Moss Clark, perform some of the most ineffably sublime music I have ever heard. As funky as grandpa’s drawers and with an ecstatic sense of yearning, the sisters’ goosebump-inducing singing – sometimes fragile, sometimes fearsome – is put to the service of eight exquisitely crafted paeans to the Lord. You can find a clip of the sisters in their floor-length pastel chiffon gowns performing a version of the album’s title song on YouTube, which is magnificent but only hints at the record’s treasures. In 1983, the Clark Sisters performed at the Grammys, provoking the ire of their church, which forbade Mattie Moss from ever performing with her daughters again. Her singing of They Were Overcome on this album is one of the loveliest things I know. A couple of years after I was first given the record, the sisters came to London to sing at [the] Westminster Hall. After their astonishing appearance I approached them to express my admiration and gratitude. I was invited to visit the family next day at a house in Tottenham, or maybe it was Finsbury Park. I’m sure I was a nuisance but they were gracious and I was blessed with some albums from their back catalogue. Is My Living In Vain is an exalted delight and is up there with the venerated best. Petite Meller on … The Clark Sisters: You Brought the Sunshine (Sound of Gospel, 1981) I was recommended these sisters by a female Uber driver in LA; I’d just played my song Baby Love to her. It was my best musical ride. She heard the gospel vocals in my song and said: “You’ve got to hear these girls!” They’re sisters who sing these big gospel songs with so much energy and love. It’s inspiring to listen to as it gives me ideas. I love the rawness of the recordings from those days. Go find them … you won’t regret it. Naughty Boy on … Nitin Sawhney: Beyond Skin (Outcaste, 1999) I was in the sixth form when I came across this. I was working in Watford WH Smith in the music department, and I’d get 25% discount, so I ordered it in and used to listen to it on my PlayStation because I didn’t have a CD player. I was fascinated because Sawhney was British-Asian, too: I didn’t think it was possible to make Asian sounds and still be cool. On the surface, the album was about nuclear weapons, but really it was about a personal quest to find yourself, with lots of songs about love. It’s quite dark, but the lyrics are full of light. He was refusing to be bound by any rules. He combined flamenco music with Qawwali, jazz with drum’n’bass. It made me ultimately brave. Once I’d finished sixth form, I was ready to start my journey as a composer and producer. Being boxed-in wasn’t an option because of this album. Sean Paul on … Buju Banton: ’Til Shiloh (Loose Cannon/Island, 1995) I bought this at the Derrick Harriot record shop in Kingston, Jamaica. It was one of the few stores that would carry albums as soon as they were released; they used to rent movies on VHS as well, so it was a popular spot. When it came out, Buju was already a dancehall superstar but it took him to a different level. Most dancehall albums at that time were usually a collection of hits that were already out but this was made up of new material. When I got home and put it on the stereo, it was mind-blowing. Buju was in full-on rasta mode and every single song was absolute fire. The consciousness was turned all the way up. Even on the party songs and girl tunes he was talking from a higher perspective. Champion and Murderer may have been the hardcore boom shots that everyone knows but Til I’m Laid to Rest and Not an Easy Road spoke to me deeply and truly inspired me even more to pursue music. Everyone needs to listen to this dancehall reggae gem and see who Buju Banton really is. Faris Badwan of Cat’s Eyes and the Horrors on … Faine Jade: Introspection: A Faine Jade Recital (Sandiland, 1968) This is one of my favourite psychedelic records – and one of the rarest. Get it now! It has the visceral edge of the Velvet Underground in places and the wistfulness of Syd Barrett in others. Faine Jade is effectively a solo project from Chuck Laskowski, a Long Island-based singer and guitarist who previously released one single with the Rustics in 1966. Barrett similarities run through the record; one of my favourite things about Syd’s songs is the feeling that they could go in any direction, at any moment. They are totally tense, raw and unpredictable, and the songs on Introspection follow a similar creative path. Laskowski claims to have been unaware of Pink Floyd at the time, which is totally believable as the tracks never stray into homage territory. While seeking to emulate some of the British psych sounds of the time, Introspection retains the identity of late-60s amphetamine-driven US garage. Don’t Hassle Me captures the spirit of rebellious youth, and Ballad of the Bad Guys is a burst of garage rock that Between the Buttons-era Rolling Stones fans will be into. The tension reaches its height on People Games Play, a song that combines the “ostrich guitar” strumming of Lou Reed with familiar late-60s percussion and unsettling, monotone vocals. There’s definitely a bit of the Byrds in here as well. The lyrics are fairly typical of the Timothy Leary era, with mystical lines such as, “Trim the wick with scarlet scissors,” but they fit the mood. Laskowski went on to release an album with the country rock band Dustbowl Clementine in 1970 but has since been largely inactive. More recently, Faine Jade gained wider exposure as MGMT covered the folk-rock title track Introspection on their debut Oracular Spectacular. Laskowski even gave his seal of approval by appearing with them on the closing date of their accompanying US tour. Petula Clark on … Michel Colombier: Wings (A&M, 1971) Herb Alpert produced this album, mostly in LA and Paris. It was a hugely expensive project, a mixture of jazz, rock, symphonic, with fantastic people on it – Bill Medley, Paul Williams – and some great jazz musicians. It’s one of those masterpieces that isn’t what you’d call a commercial record, but it’s one of my favourites. I love Herb, and Michel, who was a great composing talent. It was a bit of a love-in! There’s some amazing music on it: very moving – there’s a song on it called Emmanuel, for Michel’s son, who died very young – but it also rocks like mad. It was very personal to Michel, who was a very unusual musician. He was often in another place, another world. It was made for pure pleasure. You could call it a kind of folly. Alexis Taylor of Hot Chip on … Franco Battiato: Foetus (Sony/BMG Italy, 1971) It’s progressive rock but more short song-based than overblown 15-minute rock like Yes, Genesis or ELP. He’s a composer and songwriter who’s still one of Italy’s best-known musicians; a sort of Italian Peter Gabriel. He moved away from this strange experimental record towards a more poppy, new wave direction; Foetus is his first solo album. It’s a very beautiful-sounding, analogue synth-based record, but also very pop: the songs are very immediate, melodic and easy on the ear. The Italian version was the first one I really loved; then I came across the English version and that suddenly opened it up; now I knew what the songs were about. It’s a very original take on describing your place in the world; not your usual singer-songwriter confessionals. It’s similar to the experimental pop approach of a Brian Wilson mixed with someone like Jim O’Rourke from 90s underground Chicago. Alexis Krauss of Sleigh Bells on … Eccentric Soul: The Deep City Label (Numero Group, 2006) The Numero Group collect really old compilations from obscure labels no longer in existence. This album is all of the tracks from a soul label based in Miami called Deep City; most of the music is mid-to-late-60s. A lot of the players were part of Florida marching bands – the cover of the album shows them wearing the most sick, badass uniforms – who later went on to run more successful studios that released funk and disco. This predates that stuff; it’s tracks that had no commercial success, but it does feature artists such as Betty Wright. It’s similar to what was going on in Detroit, only a little funkier. It’s a little rough around the edges, but if you like old soul, it’s great. Andrew Savage of Parquet Courts on … The Necessaries: Event Horizon (Sire, 1982) This is a record that has even evaded diehard fans of Arthur Russell, who played keyboards in the group during their short lifespan and wrote two of the album’s best songs: Driving and Talking at the Same Time and More Real. When I listen to Event Horizon, I marvel that it isn’t one of the most influential records in rock music. But it didn’t make the impact it intended to, and was forgotten by Sire and eventually by fans. Russell went on to a celebrated solo career after quitting the band by jumping out of the van at the mouth of the Holland Tunnel in New York, while on the way to a gig in New Jersey. But this is a record that needs to be examined further by anybody interested in this era of rock music. It’s an elusive missing piece to the lore of the downtown scene. Everyone who walks through the door of my apartment is subjected to and is changed by it. Mark Stewart of the Pop Group on … The Fire This Time: Dancing On John Wayne’s Head (Extreme, 1995) It’s a shining example of an activist-musician using art as a weapon. The guy who got it together is Pat Andrade, who organises indigenous resistance, helping Aboriginal people, with songs about native rights issues and the way corporations own the government. In the punk days, people tended to wear politics like a haircut, but Pat actually walks what he talks. He was influenced by us [Pop Group/On-U Sound] to a certain extent. There are loads of guests – Augustus Pablo, Chuck D, Mikey Dread – on this album. He’s a real internationalist; a dub activist. It’s resistance through reggae. What he’s talking about is really real. Charlie Simpson of Busted and Fightstar on … Aereogramme: A Story In White (Chemikal Underground, 2001) When people talk about artists who don’t get the recognition they deserve, Aereogramme are always the first band I think of. It’s a stunning record, so different to anything I’d heard before: atmospheric, with beautiful melodies and really heavy riffs. I got into Mogwai through my brother when I was 11 or 12 and I thought it would be great to have that sort of music with vocals and Aereogramme did just that. I love the contrast of light and dark. It was definitely an influence on Fightstar. Funnily enough, Iain Cook the guitarist, is now in Chvrches, so he did finally get some recognition. Shirley Manson of Garbage on … Hey! Elastica: In on the Off Beat (Virgin, 1984) They were my peers growing up in Edinburgh. I had a massive crush on Giles, the singer with the thunderbolt hair: she was like a rock star, with incredible charisma and an image that would still look killer today. Back then she appeared to come from Mars: she was like a female David Bowie to me. I worked in Miss Selfridge and she came into the store one day and I kept staring at her. Later I got introduced to her at a club and became obsessed with her and her band. I still think they deserve more recognition; they were a fantastic pop band. The record was produced by Tony Visconti and Martin Rushent, and the result is a strange mix of white funk, jangly 80s guitar, catchy pop and synths, with girl group harmonies and some “alternative” flavour. They flamed brightly for a few minutes then seemed to disappear, but they’re really unique. Rebecca Ferguson on … Lisa Gerrard: The Best of (4AD, 2007) She used to sing with Dead Can Dance. She is kind of classical and sings in her own language that she makes up. She works a lot with Hans Zimmer and she’s just unreal. She did the theme from Gladiator, Now We Are Free. That made me want to find out more about her. I really like the song Sanvean (I Am Your Shadow). It’s quite dark; heavy and emotional. It creates a mood and it’s moving. To me, she’s one of the best vocalists of all time. If someone went on The X Factor and sang Now We Are Free, it would be unbelievable. It’s whether the audience are ready for that. Gilbert O’Sullivan on … Carole King: Writer (Ode, 1970) This was Carole King’s album before Tapestry, which I don’t think anybody bought apart from me and a couple of other people. She made an album before it, in 1968, with a group called the City because she didn’t really like being a frontperson. But Writer was significant because it was the prelude to Tapestry. There are some wonderful songs here such as Up on the Roof and Goin’ Back – covers of her own songs. But the album only sold about 10 or 20,000 whereas Tapestry sold 10 or 20m! James Taylor is on it, and [guitarist] Danny Kortchmar; a lot of the same people who were on Tapestry. It’s a really lovely album. It definitely influenced my writing, particularly the chord sequences on Child of Mine. If I’d grown my hair and worn jeans and a denim shirt I would have easily fitted into that category of singer-songwriter. But I dared to be different and chose an unusual image. Stuart Braithwaite of Mogwai on … Abner Jay: True Story of Abner Jay (Mississippi, 2009) This is the only record I own that I love that has jokes on. I tend to like miserable, depressing, pretentious music. Abner Jay was a one-man-band, who classed himself as an entertainer – “The last great southern black minstrel show,” as he described himself. He’d move from town to town, selling vinyl records and cassettes that he published on his own label. It’s folk-blues; the kind of thing that, when you hear it, you can’t believe it hasn’t sold a million copies. It’s a guy singing his heart out, playing amazing music. The songs are absolutely incredible, poignant, dark, really captivating and wild. He wrote them about Vietnam, cocaine, the moon landing. My favourite one on this album is I’m So Depressed. That’s the one that blew me away. I’m not sure if it’s a joke, but it’s really moving.\n",
      " \n",
      "Topic 3\n",
      "Trump to visit White House as Obama calls for unity Trump to visit White House amid calls for unity Donald and Melania Trump are slated to visit the White House today at 11am EST, after Hillary Clinton and Barack Obama led calls for unity in their addresses to a divided nation on Wednesday. Though the president and Democratic candidate called on Americans to respect the shock election of Donald Trump, they also warned of a fight to protect constitutional values. Meanwhile, the Vermont senator Bernie Sanders has said he is willing to work with soon-to-be President Trump for working families, but said he will continue to challenge the “sexist, xenophobic and anti-environment policies” that featured prominently in Trump’s campaign. Bernie Sanders: Donald Trump harnessed anti-establishment anger Protests in the wake of Trump’s election Protests erupted in cities across the United States in response to Trump’s unexpected election win, including in Chicago, San Francisco, Oakland, Philadelphia and Seattle, shutting down major city streets and surrounding buildings owned by the president-elect. In New York, protesters gathered outside Trump Tower and marched from Union Square, chanting “Fuck your tower! Fuck your wall!” and carrying signs that read “Not my president”, “She got more votes” and “Hands off my pussy”, a reference to the leaked recording in which Trump bragged about sexual assault. “He’s a horrible, horrible man, not the leader of the America I live in. Or the America I thought I lived in,” one protester told the . A number of arrests were made. Meanwhile, US markets reacted calmly to Trump’s election on Wednesday, following overnight panic. Donald Trump’s shock victory sparks protests across America White women pushed Trump to victory The image of a Donald Trump supporter has long been considered the face of an angry white man. But it was white women who pushed Trump to victory. According to CNN’s exit polls, 53% of white women voted for Trump – rejecting the possibility of a first female president. In interviews, white women said Trump’s record as a businessman and his policy positions resonated with them more strongly than Clinton’s candidacy as a woman. They downplayed his behavior to varying degrees and saw Clinton’s flaws as more troubling. Forget angry white men – white women pushed Donald Trump to victory Support the ’s fearless journalism Never has America needed fearless independent media more. Help us hold the new president to account, sort fact from fiction, amplify underrepresented voices, and understand the forces behind this divisive election – and what happens next. Support the by becoming a member or making a contribution. Transgender Americans fear for safety after Trump win After Tuesday night’s election outcome, many have expressed fear of Donald Trump’s presidency. But few groups have expressed dismay and fear as uniformly as the nation’s trans people, who already report discrimination, harassment, and violence at rates starkly higher than the general population. Those who spoke to the saw Trump’s election as destined to hobble their movement after years in which their acceptance grew by leaps and bounds. They said they feared an immediate cultural reckoning. Transgender Americans fear for safety after Trump win: ‘We are traumatized’ Will Donald Trump destroy America? Shortly after it was announced that Trump had won, #RIP America emerged on Twitter, implying that the real estate mogul’s presidency would destroy the country. Despite those who believe such worries are excessive and Trump won’t implement his campaign promises, like building the wall or massive deportations, Trump has a Republican Congress and a vacancy on the supreme court. “He can build his border wall if he wants to – and, so memorable was the promise, the political penalty for not doing so will be enormous. But he can do much, much more besides,” writes Jonathan Freedland. Will Donald Trump destroy America? Who will be in Trump’s cabinet? reporters are wondering what will President Trump do, as real policy details were few and far between during the campaign. Cabinet secretaries and executive officials are likely to have a surprising amount of latitude in an administration led by a president who has shown little interest in policy nuances, Ben Jacobs writes. Reports widely tip Reince Priebus, the Republican National Committee chair, for chief of staff and Trump mentioned Chris Christie, Mike Huckabee and Ben Carson in his victory speech early on Wednesday morning, but other figures may also wield powerful influence. Loyalists and rivals tipped for powerful roles in Trump’s cabinet Meet the Trumps The Trump family is headed to the White House – here’s what we know about each of them. There’s Melania, Ivanka, Eric and Donald Jr, who all played a prominent role in the campaign, as well as Tiffany, a recent graduate from the University of Pennsylvania, and Barron, Trump’s only child with Melania whom the president-elect likes to play golf with and calls “Little Donald”. Meet the Trumps: a look at America’s new first family ‘I couldn’t wait to vote for a female president. I feel let down by America’ At age 96, Esther Diamond was born months before women got the right to vote and was excited to cast her vote for a woman. After the defeat of Hillary Clinton, she still feels proud to be an American, but she’s also disappointed. “I feel really let down, actually: let down by the voters, let down by America. At 96 I couldn’t wait to vote for a female president. I feel let down by America Madeleine Albright warns Trump against isolationist posturing on Nato Former US secretary of state Madeleine Albright has warned Donald Trump against American isolationism, telling him that national security “cannot be a zero-sum activity” and the US must play its part in the Nato alliance. She said: “It is my hope that once he is better informed he will have a different view … We have to make clear that our national security policy cannot be a zero-sum activity. It has to be win-win and compromises are necessary.” Madeleine Albright warns Trump against isolationist posturing on Nato What a Trump presidency means for the Asia Pacific region Trump’s victory has the potential to radically redraw the geopolitical landscape in Asia, where Obama has been trying to counterbalance China’s growing regional influence with his “pivot” strategy. Some believe a Trump presidency could represent a threat to Washington’s security ties with its two biggest allies in the Asia-Pacific – Japan and South Korea. Experts and analysts made predictions on how his presidency will affect China, Japan and the Korean peninsula, North Korea, Philippines and south-east Asia and India. ‘An epochal change’: what a Trump presidency means for the Asia Pacific region In case you missed it … For those lamenting the election of Donald Trump and in need of a playlist to get you through the coming days, we’ve got you covered. There’s also the 30 Days, 30 Songs project, led by novelist Dave Eggers, that began recruiting impressive names to record songs criticizing Trump back when he was still the Republican nominee. Soundtracking the five stages of grief after the US election result\n",
      " \n",
      "Topic 4\n",
      "O surto da Zika: compartilhe suas histórias, opiniões e experiências Nós gostaríamos de ouvir a opinião dos leitores que estão em países afetados pelo vírus Zika. Aqui estão algumas perguntas que gostaríamos que considerasse: Como você tem sido afetado? Quais são os seus medos em relação ao vírus? O que você mudou na sua vida por conta disso? Você está preocupado com a notícia de que pode ser sexualmente transmissível? Os políticos em seu país estão abordando a questão de uma forma efetiva? Como isso está afetando o debate sobre o aborto em seu país? Como isso afetará os Jogos Olímpicos? Compartilhe as suas opiniões, histórias e experiências com a gente no link abaixo.\n",
      " \n"
     ]
    }
   ],
   "source": [
    "top_docs = np.argmax(u, axis=0)\n",
    "print(top_docs)\n",
    "for i, j in enumerate(top_docs):\n",
    "    print(\"Topic {}\".format(i))\n",
    "    print(documents[j])\n",
    "    print(\" \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Найдём по данному запросу ближайший документ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1000, 1), (5, 1000))"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_request_original = '''There were four minutes remaining and none of the Newcastle United fans had left. \n",
    "Even with their team a man down and four goals down, they stayed. \n",
    "Even with another reminder of how their well-intentioned manager, Steve Bruce, \n",
    "struggles to build on the good work of Rafa Benítez, \n",
    "they kept standing there, kept singing, defying the rain and the pain.'''\n",
    "\n",
    "# removing everything except alphabets`\n",
    "new_request = new_request_original.replace(\"[^a-zA-Z#]\", \" \")\n",
    "\n",
    "# removing short words\n",
    "new_request = ' '.join([w for w in new_request.split() if len(w)>3])\n",
    "\n",
    "# make all text lowercase\n",
    "new_request = new_request.lower()\n",
    "\n",
    "\n",
    "# tokenization\n",
    "tokenized_doc = new_request.split()\n",
    "\n",
    "# remove stop-words\n",
    "tokenized_doc = [item for item in tokenized_doc if item not in stop_words]\n",
    "\n",
    "# de-tokenization\n",
    "detokenized_request = ' '.join(tokenized_doc)\n",
    "\n",
    "y = vectorizer.transform([detokenized_request]).toarray().T\n",
    "y.shape, v.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4551, 1)\n",
      "(4551,)\n",
      "Premier League: 10 things to look out for this weekend 1) Start of a tough run for the Hammers On the last day of the 2006-07 season Manchester United, who had won the title five days earlier, fielded a weakened side – Cristiano Ronaldo, Ryan Giggs, Paul Scholes, Rio Ferdinand and Nemanja Vidic were all left out of the starting XI – at Old Trafford against a West Ham team who needed at least a point to avoid relegation. Carlos Tevez, who was to join United a few weeks later, scored the only goal on the stroke of half-time. “They couldn’t have come to Old Trafford on a better day,” said Sir Alex Ferguson after the game. “We had already won the league and the edge was off our game.” There was also a 1-0 win in December 2001, against a wretchedly out-of-form United side that were completing a memorably horrific run of five defeats in seven league games. Those two games are the Hammers’ only highlights in a miserable run of top-flight visits to Old Trafford that now extends over 30 years and in which they have otherwise drawn once and lost 20 times. And now they must go there twice in four days, with Sunday’s match being followed by an EFL Cup quarter-final on Wednesday (in the same time period they have visited Old Trafford four times in cup competitions, losing two and winning one). With the Manchester double-header to be followed by games against Arsenal and Liverpool, stories this week suggesting “West Ham chiefs have started to consider their options should they feel forced to make a change” are not just unwelcome but almost cruel. After the visit to Anfield the Hammers have a less daunting run of four fixtures before the turn of the year and it would seem sensible to delay any judgment until they have been completed, which will helpfully coincide with the start of a new transfer window and, less helpfully, another game against Manchester United. SB • Are Manchester United really the unluckiest team in the Premier League? 2) Karanka’s bewildering persistence with Negredo Álvaro Negredo has failed to score for Middlesbrough since forcing home a close range debut goal with his shoulder against Stoke City on the opening day of the season and there is a growing clamour on Teesside for Aitor Karanka to drop the on-loan Valencia striker from a team that is joint bottom of the Premier League goalscoring charts alongside Hull with just 10. Karanka, whose side face Leicester City on Saturday, recently came out in defence of his compatriot, who has failed to find the net in 11 consecutive matches and looked woeful against Chelsea, where his obvious lack of speed and mobility came in for criticism. “He is working and fighting but he is not playing at Chelsea or Manchester City,” said Karanka, before expanding on a theme that is unlikely to boost dressing-room morale at the Riverside. “He is not with the team-mates he had in the past or the team-mates Diego Costa had at Chelsea.” Negredo has played 85 minutes or more in 10 of the 12 matches he has featured in for Boro this season and on the only occasion he was substituted – replaced by Jordan Rhodes against Tottenham Hotspur – Karanka’s switch was greeted with loud applause from the Riverside faithful. Middlesbrough’s manager may still have faith in his striker, but the fans do not. Rhodes and his fellow striker David Nugent have yet to complete a game in eight Premier League appearances between them this season and surely can’t do any worse than the man who has restricted them to little more than fleeting cameos off the bench. BG • Leicester City top dogs after Shinji Okazaki leads win over Club Brugge • Ranieri delighted but desperate to focus on Premier League problems • Danny Drinkwater to serve three-match ban for violent conduct 3) Cherries struggle against top five Bournemouth have impressed all impartial observers since their promotion in 2015, and indeed for a while before that, but their results against the current Premier League top five have disappointed: in 12 games so far they have won one – against Chelsea shortly before José Mourinho’s sacking last December – lost 10 and sit on the wrong end of an aggregate score of 31-5 (every other team that was in the division last season has been beaten at least once except Watford and Leicester, against whom they have neither won nor lost). Arsenal won both of their meetings last season by the same score, 2-0, and will face a Bournemouth side forced to play without the influential and injury-free midfielder Jack Wilshere, on loan from Arsenal. Despite his absence it might be a tough day for the woodwork, with these teams being the two most post-rattling in the top flight: the Cherries lead the way in this regard, having struck the frame of the goal 13 times so far, and Arsenal follow behind with eight. SB • Wenger not panicking on Arsenal second place in Champions League • Barney Ronay: Özil’s vision prevents Arsenal from drifting against PSG • Match report: Arsenal 2-2 Paris Saint-Germain 4) A touch of dead ball inspiration from Sigurdsson? Between them, Crystal Palace and Swansea City have managed just four wins and a staggering 15 defeats in 24 Premier League matches so far this season, a state of affairs that makes this contest the weekend’s equivalent of two drunks swinging at each other in an alley. Should either manager lose a game likely to be low on finesse but no less compelling a spectacle for its absence, they will find themselves the subject of no end of criticism from fans for whom the spectre of relegation looms increasingly large. Alan Pardew seems genuinely delusional, having convinced himself his side do not concede from set-pieces even though the stats suggest otherwise. Nine of the 21 goals shipped by Palace this season have come from dead ball situations and in Gylfi Sigurdsson, Swansea have one of the most accurate set-piece specialists in the business. Whether it’s from one or more of the free-kicks and corners Pardew’s team have proved so hopelessly inept at defending, the in-form Icelandic midfielder could well prove instrumental in helping Bob Bradley secure his maiden victory as Swansea City manager in a game that looks must-win for both men in charge. BG • The Knowledge: players confused by penalty rebounds 5) Ighalo’s woes to continue There has only been one home win in the last eight matches between Watford and Stoke, the away side winning five of those games including both of last season’s encounters. But Stoke have only won one away game since their visit to Vicarage Road in March – at Hull last month – and will probably have to overcome a Watford side buoyed not only by last week’s victory over Leicester but by the new formation that brought it. When preparing for his last visit to Hertfordshire Mark Hughes spoke about the Hornets’ key threat at the time, their front two of Odion Ighalo and Troy Deeney. “The two guys up top have had a big influence on what they’ve done,” he said. “They are a good pairing who work off each other really well and certainly they are something we’ll talk about before the game.” This time he needn’t bother: Ighalo’s influence in recent months has been minimal, leading to him being dropped in favour of Isaac Success for last month’s victory at Middlesbrough. Injuries to both Success and Watford’s other first-team striker, Stefano Okaka, allowed Ighalo to return to the side for their following three games but last week he was on the bench again as Walter Mazzarri played a 5-4-1 formation in which Troy Deeney was given considerably more effective support by a combination of the two wide midfielders, Roberto Pereyra and Nordin Amrabat, and by Etienne Capoue’s running from central midfield. When Deeney was replaced late in the game, it was by the recently-recovered Okaka; with Success now ready to return to the squad, Ighalo’s hopes of a return to the starting XI appear, like his recent form, underwhelming. SB • Football Weekly Extra: AC Jimbo and co preview the weekend 6) A third consecutive win for Sunderland? Free-scoring Sunderland have never beaten Liverpool at Anfield in the Premier League era but will fancy their slim chances of bucking that trend as they arrive on the back of consecutive wins for the first time since last May. Sunderland last won three consecutive league games three seasons and three managers ago, on the run-in of the 2013-14 campaign when wins over Chelsea, Cardiff City, Manchester United and then West Brom helped them pull off the mother of all escape acts. The bookies give them little or no chance of beating Jürgen Klopp’s Liverpool, who drew a rare blank against Southampton last weekend and have had a full week to find their range. You can get odds of 16-1 against David Moyes’s side making it three wins on the spin, but with confidence high, Moyes having bought himself some much-needed wriggle room and Victor Anichebe joining Jermain Defoe among the goals, Sunderland could conceivably leave Anfield with a point or even more. Of course the far more likely scenario is that they will get thumped but in facing top class opposition will at least get to see if their two recent victories were more down to good luck (Bournemouth) and the poor quality of their opposition (Hull City) than any major advances they have made under the stewardship of Moyes. BG • Steven Gerrard retires from football after ‘incredible career’ • Paul Wilson: Charlton and Guardiola offer Gerrard lessons from history • Sean Ingle: Do stats support ‘benefits’ of Liverpool’s European absence? 7) Burnley have a chance of an upset Manchester City’s last two Champions League games were followed by disappointing 1-1 draws at home to Southampton and Middlesbrough, and now they must follow a similar result at Borussia Mönchengladbach with a visit to a side that has already beaten Liverpool and Everton (as well as Watford and Crystal Palace) and come within a whisker of holding Arsenal, all at home. Burnley are the division’s Jekyll and Hyde side, boasting the sixth-best home record with an average 1.86 points per game (having played once more at home than any other team) and the second-worst away record, with the goalless draw at Old Trafford last month securing the only point they have won in five games on their travels. Motivated by the rollicking Sean Dyche gave them following a 4-0 capitulation at West Bromwich Albion on Monday – he told the press they “got drunk on the ball” and “just looked weak willed” – and against opponents who are themselves out of form and against whom they have a decent recent record (amounting to two draws and a win each in four Premier League encounters, though Burnley’s victory was a tight 1-0 win in March 2015, and City’s a 6-1 thumping in April 2010), there is reason for genuine optimism. Dyche said his side are relying on little more than “the marvel of football” and the fact “random results turn up”, but he is perhaps understating the chances of an upset. SB • Joey Barton back training with his former club Burnley • City through after Silva earns draw at Mönchengladbach • Yaya Touré left off shortlist for 2016 African player of the year award • Luis Enrique gives Messi to Manchester City rumours short shrift 8) Some sanity after the all poppy madness Football is never slow to embrace a cause and the Premier League has promised to throw its weight behind Stonewall’s rainbow laces initiative on a weekend when its own branding will feature a rainbow motif and most, if not all, Premier League players will wear rainbow laces on their boots as part of a wider push to encourage diversity in grounds around the country. Along with several extremely courageous former footballers, the ’s chief football correspondent, Daniel Taylor, continues to shine a light on the hitherto unreported scandal of historical cases of child abuse of footballers in a depressing story that looks likely to run and run. Considering some of those victims who have come forward to tell their horrific stories previously felt unable to speak out for fear of being labelled “gay”, any campaign to support LGBT people and stamp out homophobic abuse in football can only be applauded. BG 9) Some resilience from Spurs Ten minutes. That’s how long Chelsea need to keep Tottenham Hotspur at bay this weekend to rack up 600 Premier League minutes without conceding a goal. Should they beat Spurs and hold them scoreless, Antonio Conte’s men will have recorded seven consecutive league wins without conceding a goal, two shy of the record set by Stockport County, then of League Two, between 13 January and 2 March 2007. It will be intriguing to see how Spurs bounce back from the midweek disappointment of their defeat at the hands of Monaco, in which there were several conspicuous absentees from Mauricio Pochettino’s starting lineup and few of those the manager did select covered themselves in glory. After their midweek meltdown, Tottenham could hope for no stiffer test than a run-out against the Premier League leaders with their apparently impregnable defence and an attack that is behind only Liverpool in terms of goals scored. With Pochettino having questioned the mental fortitude of his players during the week, the manner in which Spurs bounce back from Wednesday’s Champions League reverse ought to give a fair indication of whether their season will end with a half-decent title challenge or merely end up petering out and finishing up in an underwhelming and characteristically Spursy fashion. BG • Pochettino: Tottenham will stay at Wembley for Europa League • Summer signings and lack of savvy: why Spurs failed in Europe • Pochettino says changes needed after Spurs flop in Monaco • Barney Ronay: Conte stamps his dynamic personality on Chelsea 10) Koeman’s return to Southampton It is the season of reunions for Southampton, who after facing Liverpool’s selection of ex-Saints last week prepare for Ronald Koeman’s first return to the club he departed in the summer under something of a cloud, a few weeks after promising supporters that “I know nothing about the Everton job” and that not only does “everybody know I have a year on my contract” but he “could sign a [new] contract next week”. After his move was announced the former Southampton goalkeeper Artur Boruc tweeted something Koeman had said a couple of moths previously, criticising “the lack of loyalty in modern day football” and asserting not only that would not be tempted away from the St Mary’s Stadium for “short-term gains”, but he “would hate to ever become that kind of manager”. As he walks out before the game he may become the latest manager to be reminded that it is not so much the leaving of a club by which they will be judged, but the manner of it. SB • ‘What’s this geezer doing? He’s hopeless’ – the Ali Dia story, 20 years on • Everton Under-23s to sleep rough for homeless charity\n"
     ]
    }
   ],
   "source": [
    "score = u @ (sigma[:, np.newaxis] * v.dot(y))\n",
    "print(score.shape)\n",
    "idx_best = np.argsort(score.ravel())\n",
    "print(idx_best.ravel().shape)\n",
    "print(documents[idx_best.ravel()[-1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.1914896092903923, 0.18532805403112135, 0.1836073292407635, 0.18193906546074354, 0.1812192858468929, 0.177114229043864, 0.17646270547047274, 0.1763482993766592, 0.17514722020564336, 0.1744858922733313]\n"
     ]
    }
   ],
   "source": [
    "print(sorted(score.ravel())[::-1][:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Приложение 2: рекомендательные системы"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Что дано?\n",
    "\n",
    "- Матрица пользователь-продукт\n",
    "- Элементы матрицы – рейтинги, если есть\n",
    "- Неполное заполнение"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Как использовать SVD?\n",
    "\n",
    "- Оригинальная работа [*Performance of recommender algorithms on top-n recommendation tasks*](https://dl.acm.org/citation.cfm?id=1864721), Cremonesi, P., Koren, Y., and Turrin, R\n",
    "- Построим вложение пользователей и продуктов в некоторое подпространство $\\mathbb{R}^n$\n",
    "- Для известных предпочтений найдём наиболее близкие продукты в этом подпространстве\n",
    "- Как это вычислительно сделать?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Датасет Movielens с рейтингами фильмов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "movies = pd.read_csv('movies.gz', index_col='movieid', header=0, encoding='unicode-escape')[['movienm', 'genreid']]\n",
    "ratings = pd.read_csv('ratings.gz', header=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Пример записей"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "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>movienm</th>\n",
       "      <th>genreid</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movieid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Animation, Children's, Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jumanji (1995)</td>\n",
       "      <td>Adventure, Children's, Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>Comedy, Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Waiting to Exhale (1995)</td>\n",
       "      <td>Comedy, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Father of the Bride Part II (1995)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    movienm                         genreid\n",
       "movieid                                                                    \n",
       "1                          Toy Story (1995)   Animation, Children's, Comedy\n",
       "2                            Jumanji (1995)  Adventure, Children's, Fantasy\n",
       "3                   Grumpier Old Men (1995)                 Comedy, Romance\n",
       "4                  Waiting to Exhale (1995)                   Comedy, Drama\n",
       "5        Father of the Bride Part II (1995)                          Comedy"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "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>userid</th>\n",
       "      <th>movieid</th>\n",
       "      <th>rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1193</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>661</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>914</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>3408</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>2355</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000204</th>\n",
       "      <td>6040</td>\n",
       "      <td>1091</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000205</th>\n",
       "      <td>6040</td>\n",
       "      <td>1094</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000206</th>\n",
       "      <td>6040</td>\n",
       "      <td>562</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000207</th>\n",
       "      <td>6040</td>\n",
       "      <td>1096</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000208</th>\n",
       "      <td>6040</td>\n",
       "      <td>1097</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000209 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         userid  movieid  rating\n",
       "0             1     1193       5\n",
       "1             1      661       3\n",
       "2             1      914       3\n",
       "3             1     3408       4\n",
       "4             1     2355       5\n",
       "...         ...      ...     ...\n",
       "1000204    6040     1091       1\n",
       "1000205    6040     1094       5\n",
       "1000206    6040      562       5\n",
       "1000207    6040     1096       4\n",
       "1000208    6040     1097       4\n",
       "\n",
       "[1000209 rows x 3 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid     6040\n",
       "movieid    3706\n",
       "dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ratings[['userid', 'movieid']].apply(pd.Series.nunique)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Зададим список предпочтений"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "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>movienm</th>\n",
       "      <th>genreid</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movieid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>Godfather, The (1972)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>Godfather: Part II, The (1974)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Godfather: Part III, The (1990)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 movienm               genreid\n",
       "movieid                                                       \n",
       "858                Godfather, The (1972)  Action, Crime, Drama\n",
       "1221      Godfather: Part II, The (1974)  Action, Crime, Drama\n",
       "2023     Godfather: Part III, The (1990)  Action, Crime, Drama"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "best_movies = \"Godfather\"\n",
    "target_movies = movies.loc[movies.movienm.str.contains(best_movies, flags=2)]\n",
    "target_movies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Выделим индексы выбранных фильмов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([858, 1221, 2023], dtype='int64', name='movieid')\n"
     ]
    }
   ],
   "source": [
    "favorite_movies_ids = target_movies.index\n",
    "print(favorite_movies_ids)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Создадим матрицу с рейтингами "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(6041, 3953)\n"
     ]
    }
   ],
   "source": [
    "data_matrix = spsp.csr_matrix((ratings.rating.values.astype('f8'), \n",
    "                               (ratings.userid.values, ratings.movieid.values)))\n",
    "print(data_matrix.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Вычислим SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "rank = 50\n",
    "_, S, Vt = spsplin.svds(data_matrix, k=rank, return_singular_vectors='vh')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Посмотрим на убывание сингулярных чисел"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd5d1a3dd10>]"
      ]
     },
     "execution_count": 87,
     "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": [
    "plt.plot(S[::-1] / S[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Получим корреляции"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 3)\n",
      "(3953, 3)\n",
      "(3953,)\n"
     ]
    }
   ],
   "source": [
    "print(Vt[:, favorite_movies_ids].shape)\n",
    "correlation = Vt.T @ Vt[:, favorite_movies_ids]\n",
    "print(correlation.shape)\n",
    "score = correlation.sum(axis=1)\n",
    "print(score.shape)\n",
    "# movies.loc[np.argsort(-Vt.T @ Vt[:, favorite_movies_ids].sum(axis=1))[:15]] # assuming binary preference vector"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Вычислим итоговые рекомендации"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.8412151  0.72298478 0.20254655 0.12884495 0.12727929 0.11651275\n",
      " 0.10928934 0.10901711 0.09848998 0.09220464 0.08291223 0.07980152\n",
      " 0.07433467 0.0699485  0.06720786 0.06554852 0.05886816 0.05670393\n",
      " 0.0564577  0.0531071 ]\n"
     ]
    },
    {
     "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>movienm</th>\n",
       "      <th>genreid</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movieid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>Godfather, The (1972)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>Godfather: Part II, The (1974)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023</th>\n",
       "      <td>Godfather: Part III, The (1990)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>GoodFellas (1990)</td>\n",
       "      <td>Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>French Connection, The (1971)</td>\n",
       "      <td>Action, Crime, Drama, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>Casablanca (1942)</td>\n",
       "      <td>Drama, Romance, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Taxi Driver (1976)</td>\n",
       "      <td>Drama, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>Citizen Kane (1941)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Seven Samurai (The Magnificent Seven) (Shichin...</td>\n",
       "      <td>Action, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2194</th>\n",
       "      <td>Untouchables, The (1987)</td>\n",
       "      <td>Action, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>Full Metal Jacket (1987)</td>\n",
       "      <td>Action, Drama, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>Rocky (1976)</td>\n",
       "      <td>Action, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2872</th>\n",
       "      <td>Excalibur (1981)</td>\n",
       "      <td>Action, Drama, Fantasy, Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3578</th>\n",
       "      <td>Gladiator (2000)</td>\n",
       "      <td>Action, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>Donnie Brasco (1997)</td>\n",
       "      <td>Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3362</th>\n",
       "      <td>Dog Day Afternoon (1975)</td>\n",
       "      <td>Comedy, Crime, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>Life Is Beautiful (La Vita è bella) (1997)</td>\n",
       "      <td>Comedy, Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>Blues Brothers, The (1980)</td>\n",
       "      <td>Action, Comedy, Musical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242</th>\n",
       "      <td>Glory (1989)</td>\n",
       "      <td>Action, Drama, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>One Flew Over the Cuckoo's Nest (1975)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   movienm  \\\n",
       "movieid                                                      \n",
       "858                                  Godfather, The (1972)   \n",
       "1221                        Godfather: Part II, The (1974)   \n",
       "2023                       Godfather: Part III, The (1990)   \n",
       "1213                                     GoodFellas (1990)   \n",
       "1953                         French Connection, The (1971)   \n",
       "912                                      Casablanca (1942)   \n",
       "111                                     Taxi Driver (1976)   \n",
       "923                                    Citizen Kane (1941)   \n",
       "2019     Seven Samurai (The Magnificent Seven) (Shichin...   \n",
       "2194                              Untouchables, The (1987)   \n",
       "1222                              Full Metal Jacket (1987)   \n",
       "1954                                          Rocky (1976)   \n",
       "2872                                      Excalibur (1981)   \n",
       "3578                                      Gladiator (2000)   \n",
       "1466                                  Donnie Brasco (1997)   \n",
       "3362                              Dog Day Afternoon (1975)   \n",
       "2324            Life Is Beautiful (La Vita è bella) (1997)   \n",
       "1220                            Blues Brothers, The (1980)   \n",
       "1242                                          Glory (1989)   \n",
       "1193                One Flew Over the Cuckoo's Nest (1975)   \n",
       "\n",
       "                                 genreid  \n",
       "movieid                                   \n",
       "858                 Action, Crime, Drama  \n",
       "1221                Action, Crime, Drama  \n",
       "2023                Action, Crime, Drama  \n",
       "1213                        Crime, Drama  \n",
       "1953      Action, Crime, Drama, Thriller  \n",
       "912                  Drama, Romance, War  \n",
       "111                      Drama, Thriller  \n",
       "923                                Drama  \n",
       "2019                       Action, Drama  \n",
       "2194                Action, Crime, Drama  \n",
       "1222                  Action, Drama, War  \n",
       "1954                       Action, Drama  \n",
       "2872     Action, Drama, Fantasy, Romance  \n",
       "3578                       Action, Drama  \n",
       "1466                        Crime, Drama  \n",
       "3362                Comedy, Crime, Drama  \n",
       "2324                       Comedy, Drama  \n",
       "1220             Action, Comedy, Musical  \n",
       "1242                  Action, Drama, War  \n",
       "1193                               Drama  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n = 20\n",
    "print(np.sort(score)[::-1][:top_n])\n",
    "movies.loc[np.argsort(-score)[:top_n]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Обобщения \n",
    "\n",
    "- Учёт контекста позволяет внести в скалярное произведение матрицу похожести. Получим гибридную модель SVD, подробности в [этой работе](https://arxiv.org/pdf/1802.06398.pdf)\n",
    "- Обзор использования нейронных сетей в рекомендательных системах можно найти [тут](https://arxiv.org/pdf/1707.07435.pdf): неочевидные преимущества по сравнению с моделями, основанными на матричных разложениях\n",
    "-  [Блог про рекомендательные системы](https://www.eigentheories.com/archive.html#)"
   ]
  }
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