tag:blogger.com,1999:blog-51596383157386162652024-03-14T22:54:25.732+13:00The Off Work EconomistJames Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.comBlogger21125tag:blogger.com,1999:blog-5159638315738616265.post-37617096499865778182019-10-12T10:41:00.001+13:002019-10-12T13:17:40.085+13:00My life is full of non-single use, non-disposable bags...One of the first things 2017's Labour / Greens / New Zealand First coalition government did was strongly signal its "green credentials". First cab off the ranks was stopping new offshore drilling oil permits.<br />
<br />
The second cab off the ranks was, oddly, single use disposable plastic bags....<br />
<br />
Rejoicing in the collective kumbiya of the Green mantra of "Reduce, Reuse and Recycle", and thrusting the Circular Economy philosophy all over the place and into everyone's faces (<a href="https://www.mfe.govt.nz/waste/single-use-plastic-shopping-bags-banned-new-zealand">https://www.mfe.govt.nz/waste/single-use-plastic-shopping-bags-banned-new-zealand</a>) the Government responded to the urgent need to ban the scourge of the environment, the supermarket plastic grocery bag.<br />
<br />
It didn't seem to matter that, in themselves, the bags were friendly little useful things. In fact, quite a few of the single use plastic bags I'd shared a brief relationship in the past didn't have a mean bone in their body. Nor did they intend to throttle the snot out of some poor unsuspecting turtle.<br />
<br />
Most single use disposable plastic bags only wanted to be useful for getting your groceries home. Once home, they were more than happy to be used as free freezer bags to wrap the meat up with.<br />
<br />
Subsequently, once aforesaid meat was thawed, all the single use disposable bags I'd known (who incidentially had now been reused) were all perfectingly happy to be scrunched down and disposed in an appropriately issued council rubbish bag.<br />
<br />
So the big beefy environmental issue wasn't with the bags at all. These things weren't pure raw evil made of cloroflorocarbons, all bent on environmental destruction and turtle snot-throttling.<br />
<br />
The big beefy issue <i><b><u>was how people disposed of them..</u></b></i>.<b><i><u> </u></i></b>.. "other people"...<br />
<i><br /></i>
And, to that Prime Minister Jacinda Ardern and Associate Environment Minister Eugenie Sage - responding to the children (<a href="https://www.beehive.govt.nz/release/single-use-plastic-bags-be-phased-out">https://www.beehive.govt.nz/release/single-use-plastic-bags-be-phased-out</a>) took an axe to the poor old sweet innocent grocery bag.<br />
<br />
... and now, I find myself wallowing in a sea of angry non-single use, non-disposable grocery bags that seem to breed at the rate of a Tribble (<a href="https://g.co/kgs/5FcVdn" target="_blank">TheTrouble with Tribbles</a>)<br />
<br />
I'm going to have to drive to the tip (in my diesel utu), because I've got too many of them, and they don't compress down easy and fit into my council rubbish bag..<br />
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<a href="https://1.bp.blogspot.com/-Lv6kR_oJrIk/XaD2C0i9EZI/AAAAAAAAAlo/CCTMCpoRc1AO2xgG62tm7GPQVmE_jR5RwCLcBGAsYHQ/s1600/IMG_20191012_094430.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" data-original-height="1200" data-original-width="1600" height="240" src="https://1.bp.blogspot.com/-Lv6kR_oJrIk/XaD2C0i9EZI/AAAAAAAAAlo/CCTMCpoRc1AO2xgG62tm7GPQVmE_jR5RwCLcBGAsYHQ/s320/IMG_20191012_094430.jpg" width="320" /></a></div>
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<br />
*sigh*<br />
<br />
:(<br />
<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-38720867833228970112018-07-03T11:43:00.002+12:002018-07-03T11:43:44.767+12:00Owning Houses Makes You RicherStatistics New Zealand just released the change in physical and financial assets component of the National Accounts. The national accounts (change in assets) explains movements in assets and liabilities from one balance sheet to the next for each of New Zealand’s institutional sectors. The accounts show the accumulation of physical assets (eg houses), financial assets (eg bank deposits), and financial liabilities (eg loans).<br />
<br />
Rising property prices between 2013 to 2016 contributed 51 percent of the $364 billion increase household net worth over those 4 years.<br />
<br />
<a href="https://www.stats.govt.nz/news/rising-property-prices-boost-household-assets">https://www.stats.govt.nz/news/rising-property-prices-boost-household-assets</a><br />
<br />
When house ownership is the channel for how 51% of household wealth increased over four years, then house ownership becomes the method for households to increase their wealth. .<br />
<br />
<span style="background-color: white;">From here: </span><a href="https://rbutler.sdsu.edu/gurely2.htm">https://rbutler.sdsu.edu/gurely2.htm</a><br />
<blockquote class="tr_bq" style="text-align: justify;">
<span style="background-color: white;"><span style="font-size: x-small;">Marx insisted that "capital" is not a thing but a definite social relation which belonged to a specific historical formation of society. "The means of production become capital," Marx wrote, "only insofar as they have become separated from the laborer and confront labor as an independent power." <span style="color: red;">Means of production are capital when they have become monopolized by a certain sector of society and used by that class to produce surplus value that is, the income of the capitalist class (generally profits, interest, and rent) that comes from the exploitation of another class.</span> Consequently, capital, for Marx, is not only part of the forces of production but it is also a particular employment of those forces, a social relation.</span></span></blockquote>
Its difficult not to see concentrated home ownership, the increase in wealth it creates, and the creation of a structural renting class in Marxian terms.James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-40919736837098107712018-06-22T13:04:00.004+12:002018-06-22T13:17:26.553+12:00Nursing Pay Demands Are Bad News for GraduatesNew Zealand nurses want more money, or purely and simply, they will strike (<a href="http://www.radionz.co.nz/news/national/360103/nurses-want-more-money-or-strike-to-go-ahead">http://www.radionz.co.nz/news/national/360103/nurses-want-more-money-or-strike-to-go-ahead</a>). More money is the only thing that will stop a planned nurses strike from going ahead. In an economy with 1.1% annual inflation, and annual national wage inflation at 1.8%, the nurses union has rejected a 9% pay increase over a 15 month period. Pointing to an 11% difference between the top end teacher and nurses salaries, the suggestion is that occupational pay-parity issues is why 9% was rejected, with 11% being "too low" (<a href="http://www.radionz.co.nz/news/national/359810/nurses-strike-action-on-the-cards-over-dhb-dispute">http://www.radionz.co.nz/news/national/359810/nurses-strike-action-on-the-cards-over-dhb-dispute</a>).<br />
<br />
I did my Masters of Commerce in Economics looking at the role of unions in the health sector labour market, with the results here: <a href="http://www.wiltshirehogan.co.nz/">www.wiltshirehogan.co.nz</a>.<br />
<br />
Cutting to the chase, back in 2014, unions had severely distorted the health sector's labour and output markets, making DHBs unproductive, blocking nursing graduate entry, and extracting higher-than-competitive rewards for their labour.<br />
<br />
Because of the health sector unions, DHBs were:<br />
<ul>
<li>Employing overall fewer workers than they want to, </li>
<li>Paying more for each worker than they should have been, </li>
<li>Unable to afford the mix of workers that actually wanted and preferred,</li>
<li>Were forced to "make do" with the workforce mix they could<i> actually</i> afford,</li>
<li>Delivering less health services because their affordable workforce mix was wrong,</li>
<li>Delivering lower quality health services because their affordable workforce mix was wrong.</li>
</ul>
New Zealand taxpayers coped a double whammy: they paid more in taxes from the higher labour costs, and they received less and poorer quality health care in return.<br />
<br />
Not really "good-o" for Joe New-Zealander...<br />
<br />
So, how successful will this round of nursing union demands actually be? The results from the economic modelling are the suite of own-price and cross-price elasticities derived from my work in Table 1 in my thesis (<a href="http://www.wiltshirehogan.co.nz/thesis/Thesis_for_Upload_to_Library.pdf">http://www.wiltshirehogan.co.nz/thesis/Thesis_for_Upload_to_Library.pdf</a>)<br />
<br />
Row 5 of Table 1 measures how the quantity of employed nurses relates to the price of nursing and other non-nursing labour prices. If the price of nursing labour increases 10%, the quantity of employed nurses actually falls 4.9%, everything else being equal (the negatively signed nursing own-price elasticity from row 5, column 4 of Table 1). If the nurses union is successful at getting a more than 9% pay increase, then they stand to loose about 5% of their employed workforce.<br />
<br />
<b>Who Benefits From Nursing Pay Demands? </b><br />
First off, the 95% of the remaining workforce who remain employed and receive a 10% pay increase...<br />
<br />
But after that, from the Table 1, if the quantity of nurses falls 5% because of their demands, then medical salaries increase 1.5%, allied health workers salaries increase 7.5%, and administrator salaries increase 2.3%. The demand for these workforces increase and pushes up their salaries, as DHBs substitute away from the overall more expensive nursing labour.<br />
<br />
<b>What Would Get Nurses a Better Deal? </b><br />
The only workforce change that gets nurses a consistently better off is scale affects - more health services means more nurses employed. Overall as the health service pot grows bigger, more nurses are needed, and more are employed.<br />
<br />
But unions protect the interests of paying <i>members</i>, not those who <i>could be</i> employed...<br />
<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-60118597670387723532017-06-14T18:14:00.001+12:002017-06-14T18:14:23.735+12:00If it's got tits or wheels...It's going to cause you pain and cost you money.James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-92045734990444282092017-06-13T09:07:00.000+12:002017-06-13T09:07:31.793+12:00What movies I'd like to makeThere are some professions that are gritty and glamorous: doctors, lawyers, cops. Think of all of the tv dramas, and it will involve one of these. The doctor saves the patient's life, but their own life is terribly conflicted. Or the cop chases the bad guy, but is borderline criminal themselves.<div>
<br /></div>
<div>
I'd like to see dramas made over normal people's lives. Like the retail assistant who delivers exceptional service, but struggles to balance her home life commitments to the time frame of the job. Or the rubbish collector who pumps out house music as he works and then one day before the next Eminem.</div>
<div>
<br /></div>
<div>
I just think we can be more creative and celebrate normal lives.</div>
James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-21634556693479156682016-01-13T10:17:00.001+13:002016-01-13T10:17:09.235+13:00A Tribute to the ExceptionalMost people lead dull and uninteresting lives: I'm no different from the majority. But every so often, when someone exceptional dies, you see what an exceptional life is. David Bowie died on Monday: http://www.bbc.com/news/entertainment-arts-35278872, one of the world's true exceptional individuals. The Master of Change and Reinvention, a musical artist who could express so much emotion so masterfully. His work shaped a generation.<br />
<br />
Steve Jobs, David Bowie, Paul Callaghan... exceptional people.<br />
<br />
<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-42087317373597437022015-12-31T17:08:00.000+13:002015-12-31T17:10:04.277+13:00I'm back! Lets make New Things :)Well Hello!<br />
<br />
Its been a long time, OffWorkEconomist. I've been busy - its been a busy couple of years. I'm back now. And I've got things to say!<br />
<br />
2016 will be the strategic year - lets focus on strategic direction issues: what's happening, where's it going and why or why not should things go there. Also, lets take a look at creativity. I'm going to make some creative things, and I'm going to do them in data. For the last couple of years, I've been making beautiful things in Economics using R. Now, I'm going to open these ideas and learnings to the masses and the world.<br />
<br />
Its a great world out there, and in 2016, I want to add my two cents to it.<br />
<br />
I'm back :D<br />
<br />
James HoganJames Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com1tag:blogger.com,1999:blog-5159638315738616265.post-24505184355664895252013-05-18T12:25:00.002+12:002013-05-20T09:17:51.055+12:00International Transmission Mechanism and Tourism<span style="font-size: small;">I've started a new job! I'm now a Principal Analyst within the Sector Performance team within the Ministry of Business, Innovation and Employment (MBIE). What a rush! This has been my third week and I feel like I'm starting to get my feet under the table and hang of the role. </span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;">The Sector Performance team, as its name suggests, has responsibility for analyzing the economic performance of different economic sectors within the economy. Its focus is sectors - not necessarily industries - for example, we look at the Tourism sector, and the Science and Innovation sector. Those sector's economic activity span different industry definitions. We look across industries and at the performance of an economic activity as a whole.</span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;">Tourism is one of our foci. This week, MBIE released this:</span><br />
<span style="font-size: small;"><a href="http://www.mbie.govt.nz/news-and-media/news-from-around-mbie/chinese-visitor-spend-continues-to-grow" target="_blank">http://www.mbie.govt.nz/news-and-media/news-from-around-mbie/chinese-visitor-spend-continues-to-grow</a></span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;"><b>International Trade Flows</b></span><br />
<span style="font-size: small;">Take a look at the picture on that webpage and think about what is happening. </span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;">One of the lessons from Open Economy economics is the role trade plays in transmitting economic shocks around the globe. Back in the days of the Gold Standard, gold underpinned the monetary base of countries. Changes in the volume of gold held by a country expanded or contracted their banking and monetary base, leading to expansions or contractions in aggregate demand. The economic prospects of countries were intimately entwined. Prosperity in one country lead to an increase in import demand from that country. Gold would move from the prosperous country out to other countries, in the process, reducing the monetary base of the prosperous country, and expanding the monetary base of foreign countries. As gold flowed according to trade patterns, changes in gold base between different countries "transmitted" economic fortunes between countries.</span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;">Moving on neigh on 100 years to now (World War 1 saw countries depart form the Gold Standard - it stuttered and stammered back into life after the war until World War 2 when it was dropped again) international trade flows continue to be one of the main mechanisms for changing economic fortunes between countries. Upturns and downturns in domestic conditions between different countries continue to play out as increases and decreases in imports demanded from other countries. One countries imports is another's exports, and another's economic production and source of incomes. Changes in imports impact and influence economic conditions in other countries.</span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;">So ... with that little story under your belt, have another look at the graph on that web page and read it again. Here it is below:</span><br />
<span style="font-size: small;"><br /></span>
<div class="separator" style="clear: both; text-align: center;">
<a href="http://www.mbie.govt.nz/image-library/news/tourism/ivs-annual-spend-ye-mar-2013.png/image" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="376" src="http://www.mbie.govt.nz/image-library/news/tourism/ivs-annual-spend-ye-mar-2013.png/image" width="640" /></a></div>
<span style="font-size: small;"><br /></span><span style="font-size: small;"><br /></span><span style="font-size: small;">One of the most notable trends is the long term decline in tourist expenditure from USA and UK tourists. Since 2001, USA tourist spending in New Zealand has generally declined. Since 2006, UK tourist spending in New Zealand has approximately halved. Japanese tourists have decreased their spending. On the flipside, China's tourists spend, since 2006, has more that doubled.</span><br />
<span style="font-size: small;"><br /></span><span style="font-size: small;">And the domestic fortunes of the USA, UK, Japan and China? From <a href="http://dx.doi.org/10.1787/888932750436" target="_blank">here</a> and <a href="http://www.oecd-ilibrary.org/economics/country-statistical-profile-china_csp-chn-table-en" target="_blank">here</a>:</span><br />
<div class="separator" style="clear: both; text-align: center;">
<span style="font-size: small;"><a href="http://2.bp.blogspot.com/-iqZZSn3Wa28/UZbHVI5fz8I/AAAAAAAAAFI/plhV9TRNNkI/s1600/Annual+GDP.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="308" src="http://2.bp.blogspot.com/-iqZZSn3Wa28/UZbHVI5fz8I/AAAAAAAAAFI/plhV9TRNNkI/s640/Annual+GDP.png" width="640" /></a></span></div>
<span style="font-size: small;"><br /></span><span style="font-size: small;">Until recently Japan's economic growth has been significantly lower than the OECD average. The UK economic growth bobbed along at about 3 percent between 1999 and 2007. But since 2007, its economic fortunes have drastically declined and its economic growth rate has been significantly below the OECD average. And the USA has been on a long run slow economic growth decline since 1999.</span><br />
<br />
<span style="font-size: small;">China, however, according to the OECD, has mostly experienced double digit economic growth, without growth only slightly falling over the Global Financial Crisis period.</span><br />
<br />
<span style="font-size: small;">These tourism spend measures turn out to be quite cute thermometer and example of the international economic transmission mechanism. </span>James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-18460330450409751542013-04-23T09:25:00.002+12:002013-04-23T09:25:09.623+12:00And on a sadder note...Bit unhappy today World. One of my all time favourite rockers died on the 21 April 2013. As a 16 year old, I and some mates jumped the fence at the 1988 Brisbane Ekka Show to see her and the Divinyls play live.<br />
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Rock on Chrissy Amphlett <br />
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<a href="http://static.stuff.co.nz/1366618358/798/8582798.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="http://static.stuff.co.nz/1366618358/798/8582798.jpg" /></a></div>
James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-72053794585301749442013-03-25T01:17:00.002+13:002013-03-31T23:05:06.524+13:00Thinking about Regions: Updated with R Code<h2>
</h2>
<h2>
<b>Regional Industry Employment</b></h2>
The blogs have been slow this month - sorry people. Things have been quite busy in my neck of the woods. One of the things I am looking at at the moment though are three employment related questions based on Statistics New Zealand's Business Demographics data:<br />
<ol>
<li>What does the regional patten of industry employment and business size "look like" between the different geographic regions?</li>
<li>Is there a story of "regional comparative advantage" in the data? </li>
<li>How has the regional patter of employment and business size varied over time, especially in response to the Global Financial Crisis period of downturn?</li>
</ol>
Here's what I've got at the moment - its a work in progress thing :) I'll keep updating this blog until I'm happy with it. Also, I'd like New Zealand Economists to use more R in their lives. As a result, I'm posting the R code and the source data at the bottom of this post.<br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://1.bp.blogspot.com/-BAJvzGaXF5c/UU7nPCcGdtI/AAAAAAAAADU/5DvhTlq_F3M/s1600/plot_Business_Demographics.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="http://1.bp.blogspot.com/-BAJvzGaXF5c/UU7nPCcGdtI/AAAAAAAAADU/5DvhTlq_F3M/s1600/plot_Business_Demographics.png" height="226" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Fig1. Regional Employment by Industry and Year</td></tr>
</tbody></table>
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-DFV1vNbfaQA/UU7nwuKwO1I/AAAAAAAAADc/arvd-0lXWNk/s1600/Business_Demographics+-+Large+RC.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="http://2.bp.blogspot.com/-DFV1vNbfaQA/UU7nwuKwO1I/AAAAAAAAADc/arvd-0lXWNk/s1600/Business_Demographics+-+Large+RC.png" height="226" width="320" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Fig2. Regional Employment by Industry and Year - Selected Regional Councils</td></tr>
</tbody></table>
<br />
From question 1, I'm looking at what proportion of the workforce
employed within geographical regional council area are employed within
the different industries. For example, looking at Fig 2 first, Public Services stands out as a large industry source of employment for Wellington - no surprises there (and that's what I want).<br />
<br />
My goal is to be able to express each of these regionals in terms of 'similarity to' and 'difference from' other regions. For example, Auckland and Wellington are similar to each other in Agriculture, Forestry and Fishing and Retail Trade, but different from Canterbury and Waikato. Auckland, Christchurch and Waikato are similar to each other in Manufacturing, but different from Wellington.<br />
<br />
Which leads to the second question: do Canterbury and Waikato have a comparative advantage in the production of Agriculture, Forestry and Fishing and Retail Trade industry commodities over the production of those same commodities in Auckland and Wellington? If they do have a comparative advantage, which has revealed itself in different employment shares regionally within each industry, then what does this mean for their sensitivity to factors outside of their control and world market related? For example, in Fig 1, in Mining, that top line is the West Coast, which according to <a href="http://www.nbr.co.nz/article/ryall-blames-perfect-storm-solid-energys-crisis-bc-137251">Tony Ryall</a> has its coal production currently being hit by the 'perfect storm' from international coal price decline.<br />
<br />
Thirdly, how has each industry in each region fared over the long term, especially since the Global Financial Crisis (GFC) era of economic decline. The start of the GFC is usually attributed to September 2008, with the fall of Leyman Brothers leading to a credit shortage which ultimately slowed economic production. However, in New Zealand's case, the decline in economic growth started much earlier, with economic growth decline and increases in the unemployment rate evident from December 2007 on.<br />
<br />
<br />
<div class="separator" style="clear: both; text-align: center;">
<a href="http://www.stats.govt.nz/browse_for_stats/economic_indicators/GDP/GrossDomesticProduct_HOTPDec12qtr/~/media/Statistics/Browse%20for%20stats/GrossDomesticProduct/HOTPDec12qtr/gdp-dec12-gdp-ann.gif" imageanchor="1" style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;"><img border="0" src="http://www.stats.govt.nz/browse_for_stats/economic_indicators/GDP/GrossDomesticProduct_HOTPDec12qtr/~/media/Statistics/Browse%20for%20stats/GrossDomesticProduct/HOTPDec12qtr/gdp-dec12-gdp-ann.gif" height="210" width="400" /><span id="goog_1111001037"></span><span id="goog_1111001038"></span></a></div>
<br />
<a href="http://www.stats.govt.nz/browse_for_stats/income-and-work/employment_and_unemployment/HouseholdLabourForceSurvey_HOTPJun10qtr/~/media/Statistics/Browse%20for%20stats/HouseholdLabourForceSurvey/HOTPJun10qtr/hlfs-jun10-unempl-rate2.gif?w=219&h=304&as=1" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><img border="0" src="http://www.stats.govt.nz/browse_for_stats/income-and-work/employment_and_unemployment/HouseholdLabourForceSurvey_HOTPJun10qtr/~/media/Statistics/Browse%20for%20stats/HouseholdLabourForceSurvey/HOTPJun10qtr/hlfs-jun10-unempl-rate2.gif?w=219&h=304&as=1" height="200" width="142" /></a><br />
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<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
What I'm hoping to see in the Fig1 above is <i>how</i> regionally and industrially the economic decline from December 2007 on manifested within the regions.<br />
<br />
<h2>
<b>Principal Components on Regional Industry Breakdown</b></h2>
First off, which regions are "similar" and which are not? Given the different industry employment profiles, <a href="http://en.wikipedia.org/wiki/Principal_component_analysis">principal component analysis</a> (PCA) might be one way to simplify the different regional industry employment compositions into measures which reflect regional similarity.<br />
<br />
PCA is a statistical technical which decomposes the variations in multiple measures on something into its 'principal' 'components'. It is a variable reduction technique which reduces a large number of variables down into a few key variables which, when the technique works well, describe the bulk of the variation occurring within the multiple measured variables. For example, if there are 20 variables reflecting some separate aspect of the thing measured and which are highly correlated, then PCA might reduce the information content of those 20 variables into 2 -3 'principal components' which explain the bulk of the variations within the data.<br />
<br />
The 'principal components' are weights given to each measured variable which together discriminate between the measured variables according to some dimension within the data. The technique works best when the multiple measurements made on the single thing are highly correlated. For highly correlated measurement data, large sources of variation within the multiple measure data can normally be described by the first/second principal components. The beauty of PCA is each component is 'orthogonal' to each other: it captures some source of variation within the data which is completely and utterly separate from the sources of variation captured within other principal components. Usually, the variation captured by each PCA can be given 'meaning' and interpretative content, although the technique never identifies what dimension it is actually capturing. There's an element of interpretion in figuring out what each component means.<br />
<br />
<h4>
<b>Principal Components Analysis: Results</b></h4>
I've run PCA over the regional industry employment breakdowns for the 2000 year. The thing measured is each region. The multiple different measures are the industry employment proportions. There are as many components as there are regions (16).<br />
<br />
<h4>
<b>Table 1: Principal Components Results</b><i><b><br /></b></i></h4>
<table border="0" cellpadding="0" cellspacing="0" style="width: 979px;"><colgroup><col style="mso-width-alt: 4205; mso-width-source: userset; width: 86pt;" width="115"></col></colgroup><colgroup><col span="2" style="mso-width-alt: 1792; mso-width-source: userset; width: 37pt;" width="49"></col></colgroup><colgroup><col style="mso-width-alt: 1536; mso-width-source: userset; width: 32pt;" width="42"></col></colgroup><colgroup><col span="10" style="mso-width-alt: 2048; mso-width-source: userset; width: 42pt;" width="56"></col></colgroup><colgroup><col style="mso-width-alt: 1792; mso-width-source: userset; width: 37pt;" width="49"></col></colgroup><colgroup><col style="mso-width-alt: 2048; mso-width-source: userset; width: 42pt;" width="56"></col></colgroup><colgroup><col style="mso-width-alt: 2157; mso-width-source: userset; width: 44pt;" width="59"></col>
</colgroup><tbody>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt; width: 86pt;" width="115"><span style="font-size: xx-small;"><br /></span></td>
<td class="xl25" style="text-align: center; width: 37pt;" width="49"><span style="font-size: x-small;">PC1</span></td>
<td class="xl25" style="text-align: center; width: 37pt;" width="49"><span style="font-size: x-small;">PC2</span></td>
<td class="xl25" style="text-align: center; width: 32pt;" width="42"><span style="color: #444444;"><span style="font-size: xx-small;">PC3</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC4</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC5</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC6</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC7</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC8</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC9</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC10</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC11</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC12</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC13</span></span></td>
<td class="xl25" style="text-align: center; width: 37pt;" width="49"><span style="color: #444444;"><span style="font-size: xx-small;">PC14</span></span></td>
<td class="xl25" style="text-align: center; width: 42pt;" width="56"><span style="color: #444444;"><span style="font-size: xx-small;">PC15</span></span></td>
<td class="xl25" style="text-align: center; width: 44pt;" width="59"><span style="color: #444444;"><span style="font-size: xx-small;">PC16</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Trans_Warehousing</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><span style="color: blue;"><b>-0.24</b></span></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.07</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.43</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.26</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.02</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.44</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.42</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.16</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Hire_RealEstate</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.00</span></td>
<td class="xl26" style="text-align: center;"><b><span style="color: blue;"><span style="font-size: x-small;">-0.34</span></span></b></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.54</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.35</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.02</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.00</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.54</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.31</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Wholesale</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><b><span style="color: blue;">-0.30</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.14</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.25</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.23</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.38</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.31</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.37</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.50</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.16</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Other_Services</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><b><span style="color: blue;">-0.33</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.14</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.20</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.06</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.50</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.20</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.40</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.34</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.18</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.00</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.22</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Arts_Rec</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;">-0.12</span></td>
<td class="xl28" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.32</span></span></b></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.30</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.26</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.41</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.33</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.26</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.27</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.18</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.17</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.26</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Mining</span></td>
<td class="xl27" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.12</span></span></b></td>
<td class="xl28" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.32</span></span></b></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.32</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.23</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.37</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.27</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.51</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.02</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.44</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.02</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Accom_Food</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.08</span></td>
<td class="xl28" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.31</span></span></b></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.35</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.26</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.26</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.41</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.38</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.20</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.12</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.05</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Admin_Support</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><b><span style="color: blue;">-0.32</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.12</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.32</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.02</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.20</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.38</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.02</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.11</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.30</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.11</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.17</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.32</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Health_Social</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.07</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red;"><b><span style="font-size: x-small;">0.33</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.23</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.24</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.24</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.34</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.30</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.17</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.35</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.41</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Retail</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.05</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red;"><b><span style="font-size: x-small;">0.34</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.29</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.37</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.06</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.28</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.18</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.27</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.28</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.47</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.02</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Agri_Forest_Fishing</span></td>
<td class="xl28" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.30</span></span></b></td>
<td class="xl26" style="text-align: center;"><span style="color: blue;"><b><span style="font-size: x-small;">-0.25</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.20</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.31</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Professional_Science</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><b><span style="color: blue;">-0.39</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.05</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.00</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.00</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.11</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.34</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.30</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.03</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Construction</span></td>
<td class="xl27" style="text-align: center;"><span style="color: red;"><b><span style="font-size: x-small;">0.16</span></b></span></td>
<td class="xl28" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.31</span></span></b></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.25</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.32</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.56</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.41</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.25</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.25</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.00</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.11</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Financial_Insurance</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><b><span style="color: blue;">-0.37</span></b></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.01</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.20</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.01</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.12</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.43</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.18</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.50</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Manufacturing</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.07</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.11</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.41</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.34</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.03</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.47</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.17</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.24</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.24</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.22</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Info_Telecom</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><span style="color: blue;"><b>-0.36</b></span></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.01</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.12</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.06</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.56</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.04</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.12</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Public_Services</span></td>
<td class="xl26" style="text-align: center;"><span style="font-size: x-small;"><span style="color: blue;"><b>-0.23</b></span></span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.08</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.16</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.37</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.30</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.39</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.28</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.33</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.33</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.09</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.21</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.05</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Education</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.02</span></td>
<td class="xl28" style="text-align: center;"><b><span style="color: red;"><span style="font-size: x-small;">0.29</span></span></b></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.42</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.08</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.36</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.19</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.28</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.27</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.29</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.43</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.06</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Utilities</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">-0.05</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: x-small;">0.18</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.34</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.44</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.15</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.41</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.06</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.14</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.11</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.10</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.31</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.26</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.05</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.43</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">-0.20</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;"><br /></span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: xx-small;"><br /></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" colspan="2" height="17" style="height: 12.75pt;">Importance
of components</td>
<td class="xl24" style="text-align: center;"><br /></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><br /></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><br /></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
<td class="xl24" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;"><br /></span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="font-size: xx-small;">Standard deviation</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: xx-small;">2.51</span></td>
<td class="xl27" style="text-align: center;"><span style="font-size: xx-small;">2.00</span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">1.59</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">1.33</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">1.13</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.95</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.86</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.71</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.63</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.51</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.44</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.28</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.22</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.18</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.07</span></span></td>
<td class="xl27" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.00</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl24" height="17" style="height: 12.75pt;"><span style="color: #cc0000;"><b><span style="font-size: xx-small;">Proportion of Variance</span></b></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #cc0000;"><b><span style="font-size: xx-small;">33%</span></b></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #cc0000;"><b><span style="font-size: xx-small;">21%</span></b></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">13%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">9%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">7%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">5%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">4%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">3%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">2%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">1%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">1%</span></span></td>
<td class="xl30" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.4%</span></span></td>
<td class="xl30" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.2%</span></span></td>
<td class="xl30" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.2%</span></span></td>
<td class="xl30" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.0%</span></span></td>
<td class="xl30" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">0.0%</span></span></td>
</tr>
<tr height="17" style="height: 12.75pt;"><td class="xl24" height="17" style="height: 12.75pt;"><span style="color: #cc0000;"><b><span style="font-size: xx-small;">Cumulative Proportion</span></b></span></td><td class="xl29" style="text-align: center;"><span style="color: #cc0000;"><b><span style="font-size: xx-small;">33%</span></b></span></td><td class="xl29" style="text-align: center;"><span style="color: #cc0000;"><b><span style="font-size: xx-small;">54%</span></b></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">67%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">77%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">83%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">88%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">92%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">95%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">97%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">98%</span></span></td><td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">99%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">100%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">100%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">100%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">100%</span></span></td>
<td class="xl29" style="text-align: center;"><span style="color: #444444;"><span style="font-size: xx-small;">100%</span></span></td>
</tr>
</tbody></table>
<br />
The first principal component explains 33% of the variation in regional industry employment. The second principal component explains 21% of the variation in regional industry employment. Over 92% of the regional employment variation between industries is explained by the first 7 principal components.<br />
<br />
<h4>
<b>Interpreting the Principal Components</b></h4>
There's a bit of art in figuring out what intepretation ought to be given to the variation captured within each component. One approach is to evaluate both the weighing size and directions and see if, in their totality, they have some interpretation. For example, in the PC1 Agriculture followed distantly by construction and mining hav the highest positive weighting (in bold red). On the flipside, Professional Science / Finance_Insurance, and Information and Telecommunication industries are highly negative (in bold blue).<br />
<br />
Conceivably, the first principal component dimension distinguishes regions of differing "market depth" and "industry complexity".<br />
<br />
As regional markets grow, they increase in complexity. Small regions are predominately primary industry and agriculture. Telecom and Telstra-clear have few offices in downtown Ashburton. As regions develop, manufacturing and light industry develops and manufacturing employment grows. As regionals develop into metropolitarian areas, professional services develop, service industries mature, and hardly anyone is employed in agriculture any more. PG Wrightsons have few offices in Wellington. This dynamic seems to be captured in the PC1.<br />
<br />
The second principal component strongly negative weights agriculture and real estate industry employment proportions. On the positive side, PC2 strongly weights Retail, Health, Arts and Recreation, Mining, Construction and Education. The second principal component interpretation is more tricky, but it looks to distinguishes regions differing between "prodominately service" and "prodominately agriculture".<br />
<br />
This one's more complex, and I'd welcome some comments on this, but check out what happens when you graph the regions by principal components 1 and 2. PC2 strongly differentiates Tasman from the West Coast regions. From Table 2 below, the West Coast/Otago and Northland regions have larger proportions of service industry employment, but I can't explain why Auckland features highly negative on PC2.<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><a href="http://2.bp.blogspot.com/-sArKcHS1TyM/UVVZcfrMywI/AAAAAAAAADs/lMHwjKLyitE/s1600/Rplot.png" imageanchor="1" style="margin-left: auto; margin-right: auto;"><img border="0" src="http://2.bp.blogspot.com/-sArKcHS1TyM/UVVZcfrMywI/AAAAAAAAADs/lMHwjKLyitE/s1600/Rplot.png" /></a></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Fig 5: Principal Components Analysis</td></tr>
</tbody></table>
<h4>
Table 2: Regional Industry Employment - Coloured by Second Principal Component Dimensions</h4>
<br />
<table border="0" cellpadding="0" cellspacing="0" style="width: 649px;"><colgroup><col style="mso-width-alt: 4754; mso-width-source: userset; width: 98pt;" width="130"></col>
<col style="mso-width-alt: 4534; mso-width-source: userset; width: 93pt;" width="124"></col>
<col style="mso-width-alt: 3730; mso-width-source: userset; width: 77pt;" width="102"></col>
<col style="mso-width-alt: 2486; mso-width-source: userset; width: 51pt;" width="68"></col>
<col style="mso-width-alt: 3510; mso-width-source: userset; width: 72pt;" width="96"></col>
<col style="mso-width-alt: 3072; mso-width-source: userset; width: 63pt;" width="84"></col>
<col style="mso-width-alt: 1645; mso-width-source: userset; width: 34pt;" width="45"></col>
</colgroup><tbody>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt; width: 98pt;" width="130"><span style="font-size: x-small;"><br /></span></td>
<td class="xl27" style="text-align: center; width: 93pt;" width="124"><span style="color: red; font-size: x-small;">West Coast</span></td>
<td class="xl27" style="text-align: center; width: 77pt;" width="102"><span style="color: red; font-size: x-small;">Otago</span></td>
<td class="xl27" style="text-align: center; width: 51pt;" width="68"><span style="color: red; font-size: x-small;">Northland</span></td>
<td class="xl25" style="text-align: center; width: 72pt;" width="96"><span style="color: blue; font-size: x-small;">Tasman</span></td>
<td class="xl25" style="text-align: center; width: 63pt;" width="84"><span style="color: blue; font-size: x-small;">Hawke's Bay</span></td>
<td class="xl25" style="text-align: center; width: 34pt;" width="45"><span style="color: blue; font-size: x-small;">Auckland</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Trans_Warehousing</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">5%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">6%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl25" height="17" style="height: 12.75pt;"><span style="color: blue; font-size: x-small;">Hire_RealEstate</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl26" style="text-align: center;"><span style="color: blue; font-size: x-small;">2%</span></td>
<td class="xl26" style="text-align: center;"><span style="color: blue; font-size: x-small;">1%</span></td>
<td class="xl26" style="text-align: center;"><span style="color: blue; font-size: x-small;">2%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Wholesale</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">9%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Other_Services</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl27" height="17" style="height: 12.75pt;"><span style="color: red; font-size: x-small;">Arts_Rec</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">2%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">2%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl27" height="17" style="height: 12.75pt;"><span style="color: red; font-size: x-small;">Mining</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">4%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">0%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl27" height="17" style="height: 12.75pt;"><span style="color: red; font-size: x-small;">Accom_Food</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">12%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">10%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">7%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">6%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">5%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">6%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Admin_Support</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">6%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl27" height="17" style="height: 12.75pt;"><span style="color: red; font-size: x-small;">Health_Social</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">12%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">12%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">12%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">10%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">8%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl27" height="17" style="height: 12.75pt;"><span style="color: red; font-size: x-small;">Retail</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">12%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">11%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">13%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">10%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">10%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">11%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl25" height="17" style="height: 12.75pt;"><span style="color: blue; font-size: x-small;">Agri_Forest_Fishing</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">9%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">9%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">10%</span></td>
<td class="xl26" style="text-align: center;"><span style="color: blue; font-size: x-small;">36%</span></td>
<td class="xl26" style="text-align: center;"><span style="color: blue; font-size: x-small;">19%</span></td>
<td class="xl26" style="text-align: center;"><span style="color: blue; font-size: x-small;">1%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Professional_Science</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">3%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">7%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Construction</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">6%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">5%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">5%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">5%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Financial_Insurance</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Manufacturing</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">12%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">14%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">13%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">13%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">17%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">16%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Info_Telecom</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Public_Services</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">2%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">4%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td class="xl27" height="17" style="height: 12.75pt;"><span style="color: red; font-size: x-small;">Education</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">8%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">11%</span></td>
<td class="xl28" style="text-align: center;"><span style="color: red; font-size: x-small;">11%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">7%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">8%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">7%</span></td>
</tr>
<tr height="17" style="height: 12.75pt;">
<td height="17" style="height: 12.75pt;"><span style="font-size: x-small;">Utilities</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">0%</span></td>
<td class="xl24" style="text-align: center;"><span style="font-size: x-small;">1%</span></td>
</tr>
</tbody></table>
<br />
<br />
<br />
<br />
<br />
<span style="color: red;"><b>SOURCE CODE AND DATA FROM HERE DOWN</b></span><br />
<br />
<div style="-x-system-font: none; display: block; font-family: Helvetica,Arial,Sans-serif; font-size-adjust: none; font-size: 14px; font-stretch: normal; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal; margin: 12px auto 6px auto;">
<a href="http://www.scribd.com/doc/132782339/Fun-With-Business-Demographics" style="text-decoration: underline;" title="View Fun With Business Demographics on Scribd">Fun With Business Demographics</a> by <a href="http://www.scribd.com/jameshogan40" style="text-decoration: underline;" title="View jameshogan40's profile on Scribd">jameshogan40</a></div>
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The following data is derived from Statistics New Zealand Business Demographics data.<br />
<br />
http://www.stats.govt.nz/infoshare/ => Businesses => Business Demographic Statistics - BUD => Employee count by Region 2011, ANZSIC and Size Group (ANZSIC06) (Annual-Feb) => select all variables, all time periods, everything and re-arrange variable order like below.<br />
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<div style="-x-system-font: none; display: block; font-family: Helvetica,Arial,Sans-serif; font-size-adjust: none; font-size: 14px; font-stretch: normal; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal; margin: 12px auto 6px auto;">
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<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-46522053527055672802013-02-05T22:15:00.001+13:002013-02-07T09:21:08.516+13:00Craft Beer Explosion in a Mature Dull Beer Market<div class="separator" style="clear: both; text-align: center;">
<a href="http://www.blogger.com/blogger.g?blogID=5159638315738616265" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img alt="" border="0" 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r+u9/tt6+PF8NpnsGN6Zop6oGhg8kDrB/tH5sFBmxovvPBayonPx9aYb8qawFmD5I1ACALRHqTM6TJ308bl2M28R4c0erx69aqmDze61dVVMyZeYSrjmkVM169fT2Eub9RZ1cjS7lgCOPtIbowOyuJM2evr67YWbty4YWGAYxNChDjLUii/Qr3PffKVp5rfRpwIkLwIgg2EgXAw06wRK0wREvkwpWix8dWGAcwFkwd/w7EcK8UcfWSTveCq59w7LU0wTi6z/rQMxdenPTvr3nAqqTSxR+QA1Sya+GpsJQypoQm9ZiWl6GP1ScaUtIN+jYIYKYS5eRjz7FT9TI4+Yfu3iYj30VjQRsop4cMZRyLP3B/gXvfou0mFMaOoMmWasq1oWt6fFWHQWOpMBBbOaHfw5Z50inE3NC3Nr84HHqEBHQwXnLdZguCafj9SsBNp4KAxkvhid2/biK4jCM9sAsiGcUijIKTWqbRCFezs7WoZ5kb38PEjMx0ae3lxqbtw4YKPSgEyY+iqC2be3Mw7MG0JAwQEUo3yfvCDH1iwkK5du9Zh3lMHDA8z8xvioHze4X4JJe4T54AgYbhA25aXl21dkPYPdrv5xflYM0ZifBOZE0w7TZiNSEOwExIEsT4O9QAmCc7KfIvvIH6XficMUTG60PuOPvygE8LFAiHCl+JpRxiPa5xu0a5DYaY7vIGDyW8WZ/KyE/4anMIIBKZYYynOWYD7zeG5L7+qfS5PD+pMiRpcaZimoR7OwiGzB48lTKdnNPujduDgjuM6DmT6lunvPfkOql+oy+Xj/9L5yTa4Ib2EHyg/sU5Y0v5ezk1NjBf6U/ldbSk+Sn923cL8rFbOyrmuKeJDDflDjwyrcbLjZ2tWoLrItOwtCFBySASGXPSWcKXTYFIRZJmzz3w8DIk04QWEx5GQjSZGO8OwMCIaP1OOE93tu/e6+/fvm+GWlpa6RTFbTefRYcNGiGlqhgEhsDA377J4B0KgEcBRHUudMC3lcoaJydvX9DA+40jKwUyaPsIxMtutra9079x6x0IBgUS+re2NbmVlxdbFs88+2z3zzDPd0vLl7tGjh8P6GUIA89LCYnfz5k1bNfNtOFLCqfLQhjkJyvW1TXlhdT0XZw7huZM+mlNUSCYvbaRszLdoNiwU5tlj2kFB6ayTw5yE4Pboa6j1c4+yTk2NI4kzCKMljHdnR4a3/SQwGKZh4wYNCT0/BIE0WCgX5qBPsIg4ewilY2ZG9yGuhAG6LIYkMC15raWVDpsGKgFx3PYvCBNqNmY2yka2hn0wESp6V3CoR236MibGgDk4kDCSQLKVovgOrLP5pcXhkHRvJ8vpBxIg0AQrTovZof3CL3D5WufBlGakhAJmK9QzeqAZCgQ8dYpDsKn2qEvMtidm88wH/T0tmnNEZBip2qcbLrtS/3p4s39x2jx27znO0hOpdRdGFZdUhbCc9RRiOevLGsiQwa/Yp5B2lyUqQ6KbOoxPizcGMBoNAsEQVkxqCQIIV0wUxt6UANi1yTYzQ5BHxuqPHz8W4va72XkhfnbGTEtZm+xxoPJqvG8CYgyue2XCE5NNXTuyTOg4mJ8DZqWMSP6j7pOf/OSwEwvGeka+8glAfOV0vHz5ssvgGfXB/PgdvvWtb5lIX3vtNQuXu3fvdo8ePPR7ZQFNNe3CuwhAyhlprYq3SF0Ipo2tTW3voOAdWSWk6emazgpzQNKmSIhIZU/OpDer3IzfebMNxVxKNOhTCanla6+cONW71EMqTWtGgoA8FBIhmJhgRZ35LxQzLIthQTIV3LGgvHLV76LfYV79kEamXrQydaRucqSIFBpCrQqOFEIIepilYXhmPuJdk7iEiSWTDsEd2OPHyhqJY/crmhGaoJx+X1X+wkUJg+Fvlbkr65DVN/1n49dFd35PKJvGSpEgR5j/layWKmSdcQbP1aZkiQChK/tbBPTzcI2gP0QBC3G8MaChpKHmEvPAQBB3EThMD3PAMBzlD8BMJxyXDqlyjmcak9NJKgems5YILQ0Fwp40FPdrtyEaxEE5MBnP+hq1hFMfXvI8XnnofAgiBBeNZOjAAfyUWRYIZ55jYfAOQmNXgqL8FdRbbSzBUu0mP6lgoqzkh7hH8RaUz7vT0mjkHRKWmQoGGY19bdk0ZvVDpVGHYf76jXrUMpxkJlBbqeo6+ULKLII200AIKtzw6bc8KeI3c+CwfuBEROxLK5LQnD63frK3XzmmJQCOEAywrzlZM0CUb/LCoki7EYZlDbggJ95LOS3XMOCr8AKOjBMC4dCSFmYSCEDMPQyjJgT6giDWbsxmaurjZngtmJhNM2wq0+W28l2nErRe15SPEBXWtMIvtHDYIjyd+a9BGhcM4/QFiLTH/ag/rMEioQFj6nFE0QE1bgc5XHsqrmluhADIBjm7micmP/l8TxXAQKWVMcfdScItzEldEGTRyOWrl4YCgiEB78FoMDdMdefOnaFggFGrw2lUwVYCgjN18B7wki5evNghzEgf+tCHXP+jR48MM87PWeUtwVOMXjACJ2kcP77ZEnVRLxq0mLvg5FxWTAXDVGdxn4P3+x1W16d1Yr/eugb2Pnzcr9/V6dwLjCPrg/J5145QiMPsC9PpX5M/3OsLLBNQO/SSh2iTUzKl2wsQFuRFsJDhaOWYrTy8OSnInIlUQxG9kMCiEg1tNkDvYkna14HT0D6PmPHz8wuxLAQX7QDeGtJxXQpiWJXykK+SLcJzhEHlPdF2vQw+Kf8pVv6wnp/2RdEV9fSvgbFSv93uc6xV+RWwDEgDGB0mKM3Hy/gEiuFxvBFYhIaPxst4DCa9d++eHHCZ4kNL8u7dxyt21hGkg/CgUmujNizgmrrmZhhyxAdRjEHe6lAECwgvpqj71VCecY/O5NqErbKBnXdJ3Oc5cJOXNvE+cJGfZGIRAR8yLmzCirzFPAgVLzOW9OLeITMIsoa6XQkAzq0e2u7nTYAETmB0FqUwkrWhcM94k6M6a8hkylewVdurhNPOhbM+zIWbejZOKFUOz61WYSSkANdQd+sH8tnBpMOwtHNg1T0JQMo4REDw1/rhqP3GOMDDTbEuy9bCyVTMH6YCjhAz5Rl+dJfqsaWBUCDWQJmaLWNTnT0lCmdm0Na31FR4pazCQ9qt5uCXwDpqVk/RW+GN98vZXGUVn5imVebsU1ZlPq0PR2JpDDHt59Per7eqffzuX/ff79OB31M/MfUI7nk2KM0EIhAMaOfS0DQYLY0wKGceZYBsmA6rYm4hprmJojEjTEfADmWWFx9LgN8khAAMCaNtyrFn4dDM7upI8tYwhXJh8OoAACcfB+/B8DA1z0sbl5DD0qA+3uGauhgm0G4cUtsiHgiO+iCkYk7Kro4v4qD8vnVT8PC8BEG87Pmd+iKMpgeZNuUdUglW/BIQ+YQWnXjNiDerOEnEvnFGKhiov2Coa+CiHX1LpfJUf2UvBVNDhECr5wnC6cHUB4VyYHMg5/CAgWAgxzfoaDsZMRTRjd6rTUK0csuM6NfLdYgZAYpAIKkc5BcCQoJmT304JRhKoVVbwW/RDW9VHwbe/BZyAq/Ohat+Pq6hlX6q933Pbf/rkcbxVnCeZhkVxORJHEr8MwpHnjGBw9x422FwfoNUGPaFF16wIICouA+TYRXcunXL1kIhD+STD43vsbmInnvFVLUxCICUtqYDeU4+3gFw7hXTwZglEHivz5z8Jh+mKkKFMkmUA4wQPeWRYErqKV9ECZZafVerMate6qSu8iHwLsgeh4d7CMNDeWQH+9HyjGEZV5ZwoUw7msTwlIugpf5ZhYqCL28oCpDmRf0H85ivoHguGsHBWKekvjDguo4SCGGmWEDgqPqLfOSZmZ03z/q+/ibawrEQisbHaovBMywF1ujaJrt/GmgVlFWuIcZi4PbYJbTU2lNDirIEeOrrli2BcMF/8EF9CBwNGZVnbx8NPWL2EiD0GQdtLMaottdvO3U181O/K2/lA4Siq2o/9/r5AHRczJ0QeQ1vrTknTojQWGSnPc29fr2n5Rq2RQ/7AqGf97wy3Fa7UNVWfkDkaHMEgU18EQ2MznibhuN1B7FISQTGH/7hH3ZvvfVW98UvfrG7e/+OHXH4BmDKrSNZBTCSGJH3a3gx0yKhypwGWJiDqb8SGNwrRHMPOMpiKMaEiHFYAi9Mvq+prZjyCUCibhpPPq7JC9NxXSYkwoe6NzaYelwcCiHygg9gIHFNvhIGxWB+2BI4oa6yKhwm6/dDwCXMKAuB+/DhwwRQyVJYWl5QEBVBWTFhYYOEe6MRR47Gfn3j14WvviCo6yKUsv7AAfmLaNhLoLYmSbljZrynoyCTDG28CYxhDeFZUCnPCZgx4D0dRhsaY+uMKdqs8VTV7oWxyah3PHYN7goecO97Q1iEFwuo5BuY80b+gryX/2l/3k9fctfE3w5+Qzv9e+PP6VdwUMKlXwYzKPuiwfebLEQQZDTnfabzBABtKUu3aKHgr+rKfUg5tgwwVREEMAMEA4HDQIUEGJ3r73znO92Xv/zl7vd///e75557LlN0F2Nyw7ilOSG+i2JyhERZBxgiECJItRUxG0uA2YR+AmjqAg6O0mbFbDznHkIEQTM7FwccZcMECInyACMsiFikPJ5Vh1IG1+VkXFtb8TXRdkzFOCpTzxMqzX4GOCTnbSlQJniCRlkkgqYnFa5mZiOM7CVXvXt7tbx0SpbWQnfp0iWX8fDhA8VCINTWtCZ/tlteumhLjDrKGQmcdpBBvOKkPqFmSvLQbe2naiM4JtWYl3f7Q60qa2dny9Nk06zeFLwQJktg2fuRfSqgVrQz5bL5K2cPLcTdMPsx3y1gHK+6vAcGY/xmTUBoI83KO6F68IJWxrdw6JiHVi7ls0ZBNMG0J8MA50Vv+dx0rmkm97PeP+W6weck2lyprqGLfqK+1Jm7KCNSH/elLDydinCFoVvZ/Tp4rwTwuIB2HcIH/Y0Tl+cl2AsGzuPlnQC2/TitXQUz/UXqt6lfxmguQZYBJv+DBw8sENBcvFzDAgrAEoDpvvrVr3Z/8Ad/4MYxTw9h0dEIimISEAeT8h4gwJg1lBDFDBt7ArHjQRVjrYWoC1EuF2LUubR0IbCGMOV4BDaO0uzA3WeU/J7otrc2XJatDFkB1WkIH/KAC54hLBl2UAYw0WYOIjD7iKZt/d+leagDeBCQlAuu1tcVHbmhUOuNfH/iene9Wzxe9vsIIOo+jxjINzerWZMxgdpHYRFDEQTlUb/hFAGaPZinb9YJ948I7pFD9UjCgI1gofZJe/BF+Kh3JAaMoPsO1LHlHiaCkelS95GoYGt3O/TAEvkm3KmfIZqyyPkXJueaG/ENNGvAAhUIyegMPghqyrVOI/7Wj/eT+pbIk+8X4xfNFr0Zf6qbthjElqq/Tus3cOL3CleNUZ+sNXcq/1nPP+j7gzK3i1EQCCUNSyv/QCHBt2/f7j7xiU90zz//fPeVr3zFVkI5FmGSaFaN+Zt5iwNxRCAjaVtMXJbCjDT7eamsjTLxYUBgrftYBtVRlBNCC7MBV3Vmvw7uARsExRnmpgwEAdclRLiu8vpEQL6yVGKu9ojTMWsUbY5QufE6o/0iBIjwvCwcz0qrX+xuvfu2pz4fPcLROVqtGdyNTPCmeFRwmChc0MKnf0xhcIIQBVvwqFgMBIGnGAPr8RGRdjC/rCkcgWhqONyKMJRPfhJxBMiGUV/jlMtvYD2SUHUwkZY6H7NrD3UoUpSgId6ZUzwGTscwN3VEEKCxMoXoalR1ExBkdYrGq1/v95zi0pbTyiCGv+hr/Ez+WQ33Shj0BUBdj1sepcyML9HxWbIs9HkaRB/wvR7tTH3xV/7Wl0oAQPw1LQdDoBGZk8cUhgnR8jznPo185513utc/+vrQAWjiknnpcYqol9/lzKPVRTCUzfcWzNjWEE8KjrpH00tbc21JrPwwZ7R33i9LgDYgzBBOaFberQ6gg+o9rIA9aXWrMQFXlgFlc007gY/flIkJT7nUiV+F5xArsfOk6jx7Z3tpW/slkKakYanO3dL1AAAgAElEQVSf90voMGy4oGEWsf6UB5wzcsC6LbIMUmYzFdvAsnwJwQ/MGfhPVNr7QVkl6E8QooVBNDGrs/XTuAjTq0wxPcE1UxoCQLITeEYREGzzxiHrgbUrTLV6e2/lt8DkwPTWmXbNCj+03RGPqsIhzKxrYCpXZcwretWjh+EQQrmaMRAB0Rpjri1JkCGGoFJ5Q+lwFgrOvR+ozs5CX/WFQCkzKxS1WfH8w+eUUnmrxPRP7rsFxnsUw1AYqAn13oiOwhN9AXM2lGc/qfLOylFoRaA56Ajg0KIVVEQDsBg4CMyp4QOIYRjwW7/1W372ta99ze/AoGViE08AwW/qoJxoQ4Uba+zbdwayNoE6WahyXuJ94IOoSfwm0UiugYNyKBumNUE2QUS+ccnsl4dJBHzI5g9xSnKbMvAJIMQwUfEjwG/ZFg4ar6CXMCl1wUg5xxKIQGgWgsrkmcffSpRFKqK4cuWy+C6zN9SL/2K0QCzTtn7B9YTwRx0cwhrySIo+9f8Ij5OMwxh/itkL/bPAVUEwt0KluiPdx2JgqGDeRBh4jBxBP9TaEn7WbqVhBCM+A+pDjEypb8Ld5KHdrS06MeI4PCoHHLaiHJyUZoGaTXdiKSCtqIR3Gg7yU/+PgmqGtz7Ai2LGPpP379liFcj9e/3qvfDLghV8tH5X+6bkEwFP/iKZ+pZknJ3azx9gg04pCkFgYcDUIZof3wBnmB0mQ/vhR0DD4lOg0W+88Ub36U9/2swHs7z++uueTUCDwqxot421dTNoLVbBYcZzHIbFyAiOTQkNNPB0W6hyCoy+Rb0gCCaHYGEY7pXE3dlNKHRZDP285AOmYoS+hoyWhJSItoylwz1LfHUKQoFEucCJQOQezxA8tNdj+pEaO9GRvAss5C3LhrLK70A9LBg6kIYkD4ui4rtZa5ZDBByaz/AbmlFKm6L1z/MZjAvDwgVn2A++Y+cypJQZX9qaXYZC3BJi+ERs+Et5e6iQIYV5GuYWoefDoQwruAnZ+4IXur0trVPxKkIJdRyVWAmK5fUqRMnLPfUfVgHxFd7ncFLWGGLEQRcwR+pJ4RSLUgAeBAaiwwPO4eMP+gI8jSfoJEwL2sBJcpRA4Fddk7fSOB2Cl8RTRxD06zmt3nE4PojffX/HgOk/EsMBBADM3ze1ef7SSy+Z+BEUWAIgAEYDYJYVQ+AlDIgz8Fhdz0k1o0CcAYSJEIG5tjSc8HOFI5+XECzFmLyLwCoPOnWyWxGIp+z+NF6YPd7aEwygzqln9OLsDKveEphEPZTV70DaWQIJZi6hU9cHjXHi6EpLipGol2XSJpw2uwBtcMTaENxolimtvtOMwrXrV1zAxkameYHj0sVrgUm9VgRiRoZxxATDhURnIBG8UE6/TX2ipW2HgvFAQnNPzj7g8ZeihBuGCft7LDEWTnq+AQ8bzCSKPREMjmBr7QuDwtw4KSVomC3Q7lDHmNMwvJdAYzFijhDImdWyfJ9iSoKAVZQTLUCLOhqfqasYGtDIMFeEwBmNfk+3A/9ZrwyXACsDsJw4hNcphNyYMDhNKFT56bvWH01Q9Pv1LDh+avftD0rpDkeG4V988UXfgfHReHQYjMxzptpYrQiRYEEQRrugLaohJIJndjQu3tjXUl4x56XlS93ywrKW9q7F5NXU07F3T2kBRtIMR1rei6MRjWYfBSYmjqNTzhAzOxIx5cS0lQWJohb5PTfPSsmavrSuGjIzU04w90wb09NBtKnOsSyECOXhoxwwJ4SGFx3Spi0IF7aFYrpxfp5pv/hRsE6KyYjtJkH41alFsLRpVfhC88/PE4BFmUwhZQEVDDo/tySrQ1OVIvxLF69oim+2u3X0riysTa9Rv7R8VcWpbXbuYdbDiE0763oX/KEhxxQYzOL7Aix9XUIOXHMQJSh87suy0v55exqu7csKsPCS1YYAYAnvMdOMxZQqkulFPbTziyrpMrOsVUyEhGuGyBAYHi0F3iMJBpUmcyzAeoETZXm1I0JAZ61inDiWYCioTakcWEgpi0JTgm2IlpNndGLaza9+Sv6Uk/LqGlj1loUNjHHyLPGvbtR9ZfJAitGS/mOVJfCw1X0xP3VE8I9qhoaGLQCPDA2oD2uoDadMPL00oqOTbfhp/Ur7heE/+dp/NCTDBgn5aD2YgXPmqYPkeJsx3eJUAfGDCa1NaB5gA9u3O9Q5pa2HmlMCxdoITc6UFhF4Qg4azmYz89b6Pes4hBkNOQgaYoXgrB1+65qH29G6dZxSMPqCmQxtumHhhfVSpj4BPtmJKcFUIBknaE33sV0bU3h7vcVWDAc42B8BK4h3st00oc9ZS4F1gsUCbhCkMDW4Kg2cGAAxkrDM++CAA5h5h2FTCaVp7QtggQgDqj2z0pBb2srqAftEPHzc3VSchIJBNMzSTA1OV5Vhs1u9RjupE1zu6f36IAnMxT4ViawkclSh3LJ+FENpYQKD70oAsf5/d2fNUZAeegn3xp2EhTWYyNjMT7eqL7lH93p3XRKME1HgZ87XYgPqd9G5/QFmOl5LXvILbLfHW6N7iXzO09PagEabdW7vaJjn/SHUHm/WwX4JWB3QodSD14eoEPwZYmavM0BCKUGnWKkEQdlx2QTqkH6Vd9IfLoVsEUSUo3J7Z/ZmPGvTE94bH4a5sF6yMpPCgT7cT+przvzmPrQGrsri5NW+worSGvFnPR9W0XBZ/Fvnk1A8/Rf9OmBMXwRlP8HaYxMuBItGa5bMqaWB4AnW70Mb1b+NTiKlERchWCQhiZElgsGeaGnhaW+rFcKOky7ahXnomOKaq5YmBiY6FgHBvm/Q3rx2eVlclINK5QHvrJiVfHsifMaofGCDcfiOzN9dEdVAGn53Vx93kYbHW09nHGkvAsanM7I+0ikIQQ5ZP3J6Qlg1zjf8rXO5NxJ0MD1DiIzhKaeChLK5B88z6xEiBhccGm7txBPPb+bweT4QAS4uLttaoe3X2zoO+0DUtllZD2jmA/ppgjF2dKW3ZBPGa0aDRUbsQpWVhDCztJSHA3KQKr4CgTBLu2EUOlErEBEAMLDZHIEQWUCp7idD3gSEuxpu1k2TgAVCDsoY/ea26KAVUGXxMxXQdr0gfwVuVhgACwrGn1EcRYKcKE95mL0QbPjd2IcylpnqrE1amlByVcBlIRDryD6ONiWaulWv/twnbh4CgZYIUoC1gKj7p53J6gxnp1Y25bgsW3k6dOYUZVu4SttrWFqC4OzCP7gnwDJgjHjctAufEAMXdBZmPOP8na0E1dCxIQ6IrY0ZjTh1TH1W27BFKg+ls3ZvtVkp5uL9I5V7pJBdrTrwWvKBHEIhml7HqfNABIzHsIB5eARD7adYyLLPQEyzp3HtvATBrph+ZeWxrIdVM9Llyxf1TO3TNZoHwmZIsKONWmZnM0Nhraz2UlY5QqPh4yhEayI0yieCdcJz8uJg5f1I+ZjvqsnPKTPtwjwfSX60ksfk2MdKCBRb3mofiTbzfkWBvvvuu75X1g7XWCXAw1HEzrtVH31g5sRiEyKm+RIW5qw4iFh+YMZP4l2G9dwzJNBBq4eyhsysZ6STwiAMQB3mmh4Dut/NhZj+hsK5Ii441+/cDV1Fa6t613tgAUO9woMsJSsdvZaiw6xYJzB2QqRTFnVYcAzrEE5V1qhGrjhSnt9SccBQGnX8ukp+v+fQQmibMkY8lDpnZQkZjBJaxlmEQll+vvFXkDy1WAlAMY1pQDop8/n9BuQ6JjFCgTEeKSjmnPErcgIp67ERa97ZDUIdiAKaGKiztQQY8ytTbjF1rdXNnEkgCMmJdqRetDFMSIIRLl++qt+ZCmRegI1ZsQQqtBpB8vLLLzcmycwEggStIwCsEfCJ1KflqCPWCFaCwIWwRNQFE89hRhL5gAEzj+sa+tROR/g0KpVw4DdtipkI0aoOabQaktUz7iOAGM4w9KH9wFDRnLSP5wyBamNL91dViLBGAjJNqGpw/uFz2Jew3JIgwSo4kiAmMMzWjSy0gr+0Ea9Q5l6bEj1LGOBLAW7ykoZMVbD8GOe8Qxn4Kmyb6K0IlW0sGwkyhhADDR0HGi54okF9w3jeW/23uoODwOJ76t99tIKSoat8YwIpj04XCE8Dv+o+K59h0lF4Kd4iP/esDHq4A/+V96wyf1r3tVBp9F2CvnaKUy1LmAGWRnCQp64tDNjK2tAhGHwyk/sOv+F+eEr3MO/4jVKcYs9CutMasTFGE0J+uSWIvmY8ilGH05USFCZ0vZ+lw2jzBcGXsSXfmYNYeY82wFA15IBGQHzaEzi4piOSv2lr5UnMQSwFhBHvwcD4JxA4J1PaXpYRY+UQQDNXVX60fMKdy+qgzgiqbABTMCMAEn9QU46jaEnqJuglBMfMvNoUHlA7GD/LosA/IILb39VO0Nobcksh0Af7miZlHz9N69pRqD/wyHk4jaiyEC/FTI2dzEZD4tW14w1M7GABwo+FMxIQDR+Yh06hliovVhJj97zrvSM0BenZEplM28R7iFLgF/sqcPDiN2kJZeIxveo1nof4TnngIMt09UIbqvHqkIl1byjAekw7fD6s6fSLp+XjOeXXAYz936XoSkjwbCiQm5A4veYP/q63PYu3OzsGQ/jRXFkxCLEW8grgOiO9GeoxtkgXxyogvwUBxGVm17BAGrWPkBmF4yLtpyXpYWYYoY8Q6oXxuA98JJi5fhdzz8qphgZlDMksKR55nH8729ocBTNYQxJrHDmjYDBmP6yJ9ZvzrBx4pGLKMtOxaHh+pClQ4AJPJQTKVxCfSgQk73NEuFBmyqV+7pEoGwdp1cE9yuboJ/BEHtpLOxEI1A3hYCkxhOA+Pp6Ly5ka5jdWBiUd2FEmptF5Wn2zc6Bt66Vhtze0fFpCAcbHMYaxJlJ1X5nZ2mG4ml+g+v8syyAKYGQZ8K4FQZ2fQtDO2/LYSYlgwvzHshFe+DCrve5qywEzHgpSwtkMfg5pn/xAvF/CoKw8zz7JhHCwDwIKQdCoFKsCuwLY+/XXNecPKtH3wFoMXn1d96ClooE+/X9Q9b+XcgaMtUE4hGMAJWmZ610Q0cFkI83XCFZ48hZUdDYWAIRcTplGQH0AkPBxFtYMBK9oPllMSONRLCQ6lPrNgE1jg8gSVuTBJIdBeA8itUA43uuWFtkBOZ5jdm7ByYg2wH+wuytzGKKQNrGAkcMT4VREQ7kIGBJ1UT4HDkRgKauAe+CC5pZgoLylJXZConyEQiwo4KqPzcAVJmYRXwhipCXI57pF3CYSESF+Go9yIfgWi8FuzdwvXwHRnLy3o4AenIRoVV4PU0nwmZgR1PhLdMg/cKiNZzutOaCvxT8qD8uBqUmmErNAizKLaGtXZAReMSs4OnFtrI1SmAhN3JMqQ4ugLIQSfGE4/H4wKcyOs9WWhrQ/+DIzQwOecoiGVRdp+rM3rJF1g2sEMcjMkHenhtkZpuk8z0IuC5zMOiGkeIH4AEqViDnRBn6k/348gdDHxxMF6QawQNclaMjPAZ65x9C37hm0JoiKxkqRnFb2B31vcOPGtaH5DLEDDDEFjMu88YZMs2wLBfAjkwdAWLGGZI4V0BMKQyhVCO9oTpYOpbNBzpQERGniLQXYuCwhp6QlZ/JBnAiAQhCakQONCKxef6DNOS5fJlhn9Bm3CAZiAvaGPpAwbLRIH4nVZmsaHTC/pxbZTkudVoFY5OOaGAtgK629tPSi4eNIp49wxD2GKu5s/iwkeiaj6G13T2E7crIWfJRd+cAJ97mHNYA/p+DkWabNsMoga7SdCpTWZ/YAISApoKGBlqZvr2l1poYHEggwHzkw//fV3t09bWorYYBTl81PEfRJgSO76xYDjwkDtWeq7VPRxynXtPNpjEI+C0Hnj3BCNrKhKu1B5cxoS/IwC8IhTCRisVNRFCJLpwUtMayYkr9JFt+xhDgfcUUATMj6tLlkSwmhoXvNAsluXCZRp8L7+HWevr//CweFj7SlVagiy+qldPKUQOa6+v/91fze3xpsyHSE0PtaF4CZU8cngKe+hAASlWdFuDhzzAA9ZBYINXZkw9QwAO8ivfGCY43k+wyXLmkZsOa70XoQRpnbhURMZK5riXVN88GMHkZM5YtL+BXKkuEZTM3y6jLpi1kL6fwmUQbtIV8CrDL/y6wBUZnbO4mApNOCp8DJNTDBLNclUBFwlIEZTxvipMzsBXUw2kLA8oy6CYpiqrPj82ylhKSp024JjiGT6KEYtByF0DVWzbTWdhxRl6wg4Gbhz4SYABaCqecoXwLkSPBvrcu0Vj+yHRlaeFdDKLdd9c9pavcAQYAVoaeY01hE+ST6QAJwTTCNfCr0Hc/pq/RXNn0tQQ67gc+BxiBYS2XJTVkzN2uwJxBZ2MZ9Cz3lh8aA399IULt3dC4GcvxEE5bTyo/y54tUG3ziT05h/EMDfb/iiMAu+bKm5KheW9WZ+Iy2zT9LplFufH9BE0uKfh5t2wdOqKvg5Br4z0tFR2floW9ItI+8fXrkXhTISEGUxVA8VpZav/ziDe5VbMlZ9T8Nvv5zfVFpUxaAHGIiVj5YgVmP9mPxzO4eH1DReFxEGrNlJPGhVYTFAR2L1kOSiZY8MoOmsAgE4YyY3gA7H+YpozjMDmWiU2QW9hscwRGmoFNq8xAkZmlJj/khBncWOzGjzYEd73gIia3KWQQSxFEzmtlgKFF+NFKVU0QAs8LQXs8vuG/fyQpGOhWrBCLlHYTX48cPzSwvbr7QPffsh/we70So5HNxFYRTnVydBlF4a7ieM+ysDj3vPprc8+84ZtXeSZ0ZChzLy364pp2VHtzpNhU7sqcZhDjn6CE0K2hQnIOmXg8ZShABovfBMwxwfByL7dr1Z1x9taPvICxC5nn1G9e0tZ5V35Zjsoiv8FHMXWUQnXkE7m2lpP88SIBJsTAbs9KZmY3SR2+kuI4lcLdl+Wyt7yjeRH4hfRyF2BKCihj6qmFu7/FAdASdazihbwtK9ghvpc0AosHfLn/qJ6zNwsn4mcqhx59m6guWwd7OuiU9awoi8ZuziwAQRa4REafeZUyQeV5BhnPJ5iYCgQciLIyDGMMWDUIwL0giwnTwHR1JRgkAm6SOREQAxSwtoMoMBgEloSEcGA0m5Lru2/miSgilTTARz1U/HWyAUjZnu9YwoQ10gAf51Eei/rJK0imWGh4qgRcsJ5ic+XmEAkKKKT5/Tcrac6J75ZVXdI7Pg7Evn8m+eFGrEs0c5SXGEZlr4P9JhQFlJKyVQYLaqebRN4Q4b6w9UiTju8KNGFv9QSRlPpySeBKG54/9RangmvH2QAJVHeyvCoGHtdXHFgRTWHMizLIYppp1wEIxCwKEe8NjqME/9aw5joV/1AFDxhIc4GUgmFAkCCKUBv2BQKJd7AAEfVmUC78+3H2juiwHp3UfeHb42G+mSo9nRFyC+1A+pSP8Vl4UJnpmevpYs1A6T0pgaIDmPqtUsNmX0+odPvwpXBSzlyCgirOufwrVnyhSW8gxNQgDSdsypSM8W5qLgdCsq2sPw/XqzDLnIIgEJck5YhsX7YQQCQO5r5pTcUIWBvvqY32w+aW/9YYSElMSC750MUwOo5PsGMPsFYHQ6VxzjyEAHVljdfLDlFevXBIBEZFXHy9p8KusYnTAYkbBydNQAtBja43ZtWKxrIQhwfWIjWnMijZEKDx8mJ2hKcphyioHON555x0LrEtifoYFlMV9hECZ3SP8ZeaB0OKtjXwSLMA9+X8R/pNPxPS6uSOhapPZrRE4PmsooC89PXxwt9vcWFFf5WMnfHLbfcGf+uNQn3pb0rcmi2ETgES/B4esZmSq1uWqndCFmRQBKusB2DC3OeOwo320tY/H+l0CHA1SVgGQ2E4RLBaYmO4lCFQH1lkYY6QwUCm2QN2n+Sr3ugWWYPDwk/0oEH6H3YIC0jJFLsUjPB3KgXp8qM1yRZPHGp5NTWuIwqrZNh3qhipRJ/BwPE0z9xm33n8vZ4bBpKqvf6bsGla8lzL7ec+jH/L14R944YvkI0EoLIwhjNedqT+eeeyLNnWnMcaNVkHza8Ma5aejEAJlkgeUCQbIvAVj4b1VEVYADcnZjx+qSwRWmYslDCA43sUcByEcMBljdQQBRIaggJhhyoMDiDa7K9NA8lFWOWj6BGqWoY2trYE4iBkhJ4KNMqiLOuk46qo24Hh77fWPdG+//X1pYvY1fGhh5ehBMVHB3ffIQ5wk35M5a6JOVcFXAyasXZCdfsa6LXit3WVxiIMcR7ClvRU3NJuCzpuR/2DOVoF+0G86MMFhPvb9J+JvT5pz14uoUAT4CDTzonYXM3OvGNp9hcNOKVuWj2ZRuBf8ZKw9pzaaURke6gy8HkA2ZUFeZjOIfiW8Gnx7iAAcUhyHsq6SmjDH0ogs9232XgD3lDOnIS1Tx3OaWkY5sFcFkZeHwsuBLAQ+TMpaTA2E1GYJ7Ck5oSe1/kTt6Q8XKRc4f1JGb4CfewKXVU9ZReCAa9oE/s9LT2P2894df2bL4EjYhekPHaefgB13uOT2opiNfmG+HIcO04R7usHqNrTtLCaaw5GbZoL5SXY2Zv0+giFCIcRAOWhMYsu9AlGE15eIhQg6iBDkmOfZzr1mFygPZrx2lZDjqTYDgGZifcKu3mGKMB+IwXKhXWi3tA8hBUyxJgr26pScQwxYBcAGTMBT+z1wj/JvPHNd95Yc/VhtQAjs7qxYGDADgIDAfE3Hh3GcV/6NBRbk/ASJMitxzXJkAos2NXTZly+FWAIEwYwYhDZEyGbkhr/HfhAxCTDyjDl5hqlTcg4zo7Ip5xw4Y5gQCyeMU8zjYaRSMTp0AjGbqdVGFpyRirkKRzy3v0N9I241ruI0FBPg+XeZaGjMfZQG/ZGhi/0b0Jfg39B7CBqEycbqStctHXXLss5wFG5urcui1HcPJHugZpMoTE59cmxjmc7MycGHplLqWzF/VcKgj5e67p8N2E+QniYsiubdfhiHF9AETNYEkAgGUIg25h474ERgILHCKAiBQz6J7blamL8vEILgwwO+uRBvtKPKlEyUEI3KWd899N79EBeEQirNj4mGlqWTaotxiJZ8ED67ELGUekoOM9qxuYXzTPBiSuI8FAgwrN0WWnbqoBy9S36IEIFQlhD1An8dpiAlApj6phpNBB/AQF6Imh2YCQ1GaCHksErKotnSqkuuwS9tYdjBmd9enPOUdG5nChZw5VV5ggVfzp4EzIb8Gduasg0eZBLzUdMjZg1YkyDmcYSfZm40JpyU8+1AS4rx/ON83Rf89A9CYmJit7tw6bIg1PsWvuq3YzlsZUVoAGfIL17KtzQpL4eoCIsRwaT8hTsWSZHoYu6XMJA28Q7LCIISIGj17KVpFhb8+HqwFJgybWcPPT3AtR8D5/GRca9p4R1WbMqC0zs4yLFi8mVsYEQyQGfQEZ8H1CbAojPghc44g8s+kxjwM9LT8p3bfyqzaN79ITjoz+I5yoamzktPK/+8d8efDQ5BHkgQAghtneSruAhiIR2n0BbeXV1j3o6+CUAxsQh2MeNqHN5KN2E2Oj/YjYltU7sJA8ozoaiTdzZx+OQz7uzWO5iQN3iQbcBYTDR5rP0EJjUuPdIcebfdXVwkMnHOZjYLkS5fRFiJ0UWk7NLT6cxKthlZLHiejw/EFCKcfOEnQqk7YNgiwSdhcKCINq8oVOkmZnVGtuuOYNhjD0MxCp/gZv4buBGGCJ2lxUvdyuoD1TXv4Cc2Ep1XZOUFRQVevRIGXV/PRiUwFziYteDLeoqN1bXuhZvPG2sm+rPO4FeaMEtplQ8l1/CLs5CvEAty3cT0Z5pYezRqn4JJEf3unjS/RmJTimVgoxKm7WYU9MX4GmG4o7z0V7S+dqLGgrdfAWef8Kf8cDf0EeuAdzVM03w+AqICoWrdCARtYp4NQ61p56s+wcLLQzNY/ZWZD8bz8kVgBSCkwQN1Wp/ICmATARgfZxNw+RoiFdxyfGNpwkTQBP3DLA94Xla4OMu0JzV7QCTmtD+j7gEwkRj+OzjQLIsEictTu4lDQHukbgCIUgOSoej20DiJviD1h3rDhz/Gxa5mQMBPHUyvMgNSv88WBsA1guOsqp4mLPrPJ/7t//aPj+lAEEmHRtPE1CsJ3gd2/FrY93uY72w2wnO0MVFyNBQiY29+b3clyqVx3FtgflyaaDDQElWeiTiJQUCKU4b0eohRHU8iQMSEUlqwIcJr9dlsQrvp4Fhi/b334IPolPeCohNX5PVfUPsWli5YY17UvoMP7j7oNpC6MnPnFOF39cp1z1N7XwX5TnY0rbq0xPclWSLNyrn4TMR3anIzhVX+7DzWTsxXR/w1Qs2Z6MAi3pyhbQta2qW6rkhw0DKEZxxjIwdZtUcsrvaAEzaFUW60mIjfHkQ8voCg8fGm1h48uv9Ot/LgthyIWrkpZ9mxQpETGRnNjqaGeZizp6/3NRPDmQPLjT0m9jSkYVjD3P11TS3uKDAKAYbJTRg3AoUp4lntM0FCiFYZtMsWRLMwuE97h22G4dSGsiS87Zk6K4wO63GNQIDQjzxrA2Py7U6EE4IE63BPMwcoqIsXroh2IoAok2EFePO6GZ0Z1iH0DZ+HOjlM52rLqvwNkiiajlzStytktS1eEW70Va5txZ1sH2gnrezEBTQOhnJ/MkOCYEociYV8Gy7Z4lG+wsf+ME7hJONaeKjd+xqiVSoro2ZmuP/48arLstNeZ3BnZSrLGnqjb89LlZ88Jai5xnqFF6elWEnUPZhW4dASIawTzMdCzMw7e0yH1kYyG7uhWF+DFFGiGVSvCPsMFRCuOIcm0JLeC4/3tUx5Qg12TDlF6JnMUi1axOpTh0pyg8h9HZLgOHO8Ll9lstx5iCCV5mpFIJR82KQzprCnpmgDeZDqmMVKxJptbdz30MBTeNqNaWtDsyOCZUvfKwBqBNL6+v1ueREsSFChNUUkOJmnvTVXtJXccIGFdoEzrMLHCtkAACAASURBVCi1FSkejU27MdnROZlOMxAwfu+PFZy8T7sYvoDBsqJOO3vFJ4JI7c1zPPAk3tRB27FWpGWPxPiOJpS33CHg0ra6aZyQ9UiwhTFxzsLEEx6y4DNgLcfurgLQ2gYn3stQmRDyEPi+LAt+T2kvBVt1ZjzFoSwvuS0ImZMBOhk2GNSW3Jf0YaMbd6hTGN+MhrRFOHBW4ivPNt35Y/ihvi1BAsNvsMeirEEInSHLguCxn0EJf82mplgnpCyOjprjF9+XAtXoYyIWp2VBHk/KmhS1IDwPEZ6qy7NlDDXUVrs8jT96UrBZeIW581FeVnc2P0kLIa8ZJQNyTgotpCzQAoq8IAtLUD+YRYuwzVAmfAHzsCNUH3+nV0L5vE+iPPqyUg1L6rcUDJnJiDTP3oYQlE05iKklCgX5KRxChMgwLxWFSD6YAK3XOppxII4hlWJg2BYbIpoUQEzx7Kr8mOMxQwkEmZCWQmNhlgK4hYzLiyBAb0AWHvb5PtJFHcPYF4LRPUxc+wL0244lNL38Caur7EugDUnkYNvexrzVuFoOtlmtLbj97p3uuZs3bMHMa09EYGHjTQlP1aNpS1SwGAy4EJ2Uj2a2BqL+1onAiRBUBihH8Il0DFM6zW3S4c1EdNBFPKGcsxKPXBLlkIm+whrg0D18IxC/9zDUEc1PX2ZcztCLElwPGsVam1kjLIWs90DDgCc0z7wDzxhG5Tw3v+z8hPk6WlPCgHLIUz4dCwdbHI2B9Qy6oLwKqqm2Fyxuk/5zuLvOxoVgSL4IeBiPLz2NCBq8qs0q91CCGuVC9KGX3dMfoqvt7SNHjlL3q6++KhjprwwJTRMIRtcNfdEOCQHjAktIggArVutmFINrSxbc2pdG1cEigKrMMLDXPigZrwjb5vxEmELfuuPn44nyKoXGT+YwbgRX7bYVDKUPsYis8No07XjZ47/7wqAEdoas6sseIJp6pgNi1iH56GgEQcZ1o+8MUoH3JhCACepRawQMFQEckpIpqjQM77DG8NjEQgaE4eki1UMIrixaEy5r/9MhSF8aKEZC6BlRCVJiT7rEMOisa+4fW2qCLEk6+Tgm5eSzXWDGA8YsePLXemifRNKWNMjEBJ9kZ6mwiEbBVuwCtLA02z26d0ux+6+ZuA5nt+0DgPF3trR5yoK+N0mcO0JAdXj7LZytIjYvwoLRgKsRh0BwyvcA86OEQZ6EELk2WZ5OK5W14TPvBLcRyM5AF+g4lODNjEWmU4vhzfRqlGHS0TfXuea+1ztImDM0cr9b4owSddqk7jGRaUAHZWBu0j7q4jcpDD1yCJYgKDzUbwQQyeVZkLZ3YSHREn1XQn5I0EJaBD20h1NY2lO7XXEvcQTsBqV9HWV6MlM13WI+wsgqH6tNjFRffprSR3N5RnWH8h8c7UnIzWqWYRol1gQCKkh0494E5wji/LKwIGWmI4IZPDCJSTsLbmd6IuV5WRn9x7aQ9X45E02bCJx2lJUHDxQsTxTfboRu8j5Cm9/lI2JbuUqaWsSkFaGIb9HmqWw0z+lxiqS3Ga1p6uw8Y9TonrzUYnR3Bo4cIUl8pLEQgoSxPtJYbhkkvEx1pqsgOp6FoHBAtihHWQUmCsrFzGid4DM7CKGhZe7ZPkAgqBsP0diSwl50ooYcKJCGhFkoOrBXHNiYQYBhGJbg9GIWhDiKg4MtWQ13u7XHdyzJj8Ucx5L2rKyEaOxQdXwFGj/z71gYOBAn5JDqFM0mcee2kIpR3EXgTDD52VBYjAgpZj/U5VeTWjnD3xCen/fLorwcwWGm5ko7j5ithhSj4sevwM2uQpLZa5IhAUMz/EfL2nW6HHJF0PQb/WPhAK4xOdWvYc7EflB+KRTOfUEwLgxomPGFAijAVC4Kwu+CWaNVeawIKiEocszq25bHooEt7cg1o7HdzevP6sM0Gh5sxIFKhKQ1qJVFO6AjHWy+M6P1C6gife5Jxp8E4p7uwQezcjjOSNCwRNpwAobgsFnKJWVoYKngrvS9rAspGR9iWIbanDHzk/rwVztCI7ZcYEKlohkEoZuOqJKihbfo377lxztYZ+elKnc8T/UL5VUaOBBDhZbW8HnoCMNLrcGzVTWHSXx4hBBjRSDBstFEGJ+pIq/8E/KwEkAF03QkpBmSKRIIxNEZMLrQ7uLjQLI0Z2cbMTaXPEIQMB4ZEoeZjTJDhAwD6IRpCSnKiVd9UsSRcGIInAg1LAgcnTub0qrbK939O293l65cE3JVK+4DtJPgYbbDUtm2POZzQnKZP5+Q83PSloOsBUhGjBsHJkRntsm5iMitT4fnebtxzimElnfy7rAQN3oSPMrSKo3BU5iz3gujokXzHr/p77rvKdC2nTt9iOedSEqIGFwRaOaxs9pCHQhlflM+wsDBY63OEhr8NkPA2O0owcAzrt1+PUOIsz4gQwTeiYWB5jNdum+VtwnTE3QqhoPZ5fgyzWJp7Gn2BGHNB3BhKGjS3GuhCl6qPO5hDUjY40y1YsEiwUrSzJX6mfYcHgi/MD6HkQiT8m4EWfyGgtPWMYoja2hYRp8YCyQd76GkWieAhJaqn3p3ek9H/RpBkOFYH5cnMp/yo3i7HpnvWqJMyho+O8Ccb8KgOqIe0gF4w2OKgM9CpulQSUggsktmJkzK1FDGyOocHG/C377CfZG2zDiwAIqFMd6KW2Xt2mETqwLmw6DH6gF3ltcQkuqhkxzppmfIjWgSxnGCT21TsT4o90gNJJJtQo1Edh/IjIUwHz98ZMtgRkFM7BRM2VubK9ocRLEUkhurK/flmVZorqYdD/bVFo0fEQaHshaYAj1wdJ7qVoVMbe7tyZcwWOzmIRj2bCK+XQR3iPZpMyJoD5t5goOxWTFLCCDE4ZmP8FPQHsQOO4j28zhCEkrWDwibg2sPV0JktIlUjE492WdBvRNFZq1Oqqg7fEZsSTc74w61ZUCe0kDzCxda+VlS3jdpIaQ9fEMCrogabe5yGpFBfIErGs51WxPyWhjKi9roVz0r4WG7HeZUG8yUxCmg4XFwtoN+3dGqzIGGm8SbTKsNK6uPLKRY+sy2eFmsBgPjHwBdsu5w/uJA1G95ChzOPa3fRCfS5/ihmLvxEmmVnw8CqV+Z9qMQHfgTaDO+I+hqW5bVugQrQ2ZofVHwMIOFZUoPxkMUa9cIsmBAYehsQdcnguTgf1vuKCYLuwy74cfhkH2MXkZv5gp8gicSbS9aoX8Y4vUFuCyDbLNladMYMJKYxtJxFDPyBXhOfnifZ1gVMC4WhZiQLhUT2PGC9hVTUUdwmLUFEIyK8eYdROHBtQe6geBhf/ojjQMtmEChCV1Tai1iEQc/xIcj0ivOpBXIA8wWakKa98XTsylNN0IcdA5z1QdMv2ld/8rqQ2s9XApzchYta8x5pJmGKeVhtd/+9rqJkwAcYvPpYIQYQVJo+6MjjT8OZRnMaJ5c05GHk3xZCSKRBpWV4LEscAsPQ0ms9oFj7mcIBLmxTIb2cZyeql11PpGrdUQxIs+q7wonnHOE0Qi6AU8IA/I6bFttZqqK+2UZzGpqGEE2LNOsmlT10b+zEoxllZQ1AKNgvlJv7kWw1/tDhh8VOSybixIo6c+RgEPr1joGCxvRHEuwcfwSP7C0pCEeAplhq2gKQccSdM/bi6YGHMongxUZaoHK9m+KyfeSbwZVnjzCwmMWR9/32JVviX50f2qYm2FzhCt4IBoX6+rRwxV/U4Qp1aULF93+0B1wNoY/MdQ50eQh/XK339eFa/cr9E7fGcTABJ2el4zDJpiBveiRfkeIzWu6mDykAdOHMfGPNWbM+IHvFPCivate0ZVeQ7qqZEuIggFrYFpIJ9KLhJRnHEXifaIEGXNjKWxvlbMFM7+zNF99tKo5Xpmjko58mXhTTj12K2KDEtbq0xCQyrcNIDyChfbFmBcUA8DKx25aXmzFGlAnDZ2lUzVEuSDCoA3Lile3k0x5NhWmS4gusQpzMgf25A/40Q9/IC0yJQuBOXSQjKnI+gdiCxhDakMVzUXjrR+ofkzoCb23sa7ly7v3u7m13e6Z51+VqX2sIJdLCjha7Ja02crm2pbq1f6FehdkE/NgTaqhCWdW5GHmzPI5MXWsNZaOmrGpDkIIVTJh4MnmXVOthJWjGdPJEGw5f8kLrDMiIPaLOFI54Ie81M9zCJYhHPenxSGGQUE83C9mnhQDeDiguniOH6XGmUW0nl0hEEnj74KbDnY7baaHwOGnUVsQPigFtdnmu4YeCFu0H3WofSiZ7e1N0+esND3lEWbuQByElxia+qAb4AVOvj3h4Y3KYkUpjs9NBY5Nz4p+pBMIAlvX0u779x/6g0GvvvZCd+XSBS8Y21dsCcMD+5MIQ8fTLRpAGPDlaGbQGC7amtP0OO2HqYiO3dbHdi7JV3Hr1m3vzv3Ch56zcjmi0fZZGAs+LAzbT2vtNgQaIqd3QRwNCQsPP1aloRCwgAlig+84gktA12rfeq9mE4o++kFNA3e0kFwFQWA2H9R27o20A53Xg7Ka10w+nqDt0RaUUU6RfKEoaIhGTAd6OACTqP41renG+cMHMdgbEWEzp68ykTDP6XV/+hsARNxoty0JH/YSOBRjXryy7DBfAlTqu5BI65dfftlTWzVX7g+oLGYXJ9qIEIOlrop5ETgIjpWVNbeZjUtMVIdyetL5EhgQx+YWW4fpO4gSmIsXL3VrOwfdN976M22kctMa6uLyhe7erXe0dPmqynjsIQWy/ISExzzmLlobNdU6EwGBxeOAIIiIep2z4Y+cCGKhWOxjPB83CV9auQQDcRHUeaTxL3irPqawEgZ1rm4lH+VYqNhxiuGcMSaGs/Hv/k3fAYU3JBkmriktpN970O7lXRO/YEOwsbGKp1qxkyQ42M/AAg1rRb9rR+jslBVz10zIPhbKMzOHhkSIxhdCm0gIA2+SK1wj7PCBbG5qBew+W71td3/+53/e3b59S0L8ze6FrRfEuCpHSojP7R3oPa8lVbn+kpjo0j4D0aEt4/ZHU2H4C0uKbFRzvv6Nt7p3JQw+8Yk3ZVkQYKeZqblFFcRgIEMj8OfZMPqcvrRQPys131p7bPwrlXOd69mZBfNcMT/tRzAWHixsxt4f3tAFfFBJQ56MD3mZazqTzhC/udARADVUCCGUH4EOHSZ1QMZGELXuqtMzzsk7Lst5mtmIxBQScb5MK/R4S5bJpKb1duTVRqIRDYeGhiEdZy7BMDmrHZvF0P6mg6aBZgbKp/usXNuQBxktdUXLmr/97W9aQFAOwgAnGe0p5KytySKBwXGiyLzf0xw1UYlo8IyXM0RhzIdQiLbJM3+RSH4QogL397IIaFNBTLz31je+3n3ik/o4rSyE9Tv3JWRkSfhPtCUmQ1N5TwE7JEVM0mRWhuo0PMb4PvDNoKnZJRgLwHEUoE6vTKFxKQv0gjvG1q1s+q+GBY5L6AmBEgY46uhfO+8aI1vD674JqBGPZ1IE7ywzPUrUUsKgaAJaYao1oqpyOfswkbcEoa9NGI2GdGb8j6UDgRNoxNDRh/Gh6FY5NGFe/ECmUbWcNRW7wgPtWJxmD0osC2iX6c6UX6HzDx8/krV22W1BMeAvQDBAH3fuaq3IZQ2HZL1ekWC3eS/Zh8WCJyifm1fZCBu11XTrgDYhHuQrsWR6akE7KamvtrRcfFfTmRcvYa0ldqEcmGJrlQvGgE90AJz4vFzKaSntCE+mj5ssUAmq20I5feSlAsJVOQTB95AO9NKov1LPiKdHQwie6Mtd2bqMH7EC8MiyQ0wWKZWE4flwTwBfgxAce/yIoDCwmHzq8Fqi7ClAe4bpKBG2OhRgfIi6KWcghhiw1528wBMKamHDiyn9RprimMHjfKBOwJmDWXNhSUtvya+x+fXrN7s79+9ZEIAMwk/5GOwf/dEfefMRkEIbMBl5Rn1YAXyPAONtfxsBwdeaZqQp7navfOTDDlphKezq6rrz1gIrygFurJ1dWQHbO4+7hQvPaPix1/3g/vdEWDeVd7q7IZhuqN0QGJ89o04NQcPBImfwhAOIM1oLAeTNRHQgx00gInCemfZaYj8C2DJnSFIFyIyf1dr8/d2Rlx84CYM9UqRl+Y6B2wIBwaMzyUIfOFr5bp8hUJI2BHdyKvlnXxj4cTqbSP5eAtjWAiuJlGwhAOiiE16LcGjXkDZmInlNRzqJfmq4xJjf1ivOYeB2vaFVhKT3SMSEtlkKJ49gQ0AszC95EdmM+pF6sRivXbvRvXtb4ehyID8U7Tx+cJVecXtViZyiUk7yB8Fv4NrDAjDJmSGDzwBK/USgSkPPDbpPvPF696wsxKuXLqrv6L9paV4NC106wyUpn8bEDjlWe+dFd+elvjUdZqv2Cc+tT0sQwLfgmnag+EooUH71f/otv7lGWVYaeLzGuMNU0siCzlMOM7I1T4jHPeWk30aGOlSRClgHrY/UXLQZvyMUqDASlWyj4Qjjw0MhZhZg1JE7GtPiuT4QkgbS9qur+iSaxkvsDCxPnT+VRuMIueXDHjgDQShDBTZNWWQHYZWDQHh0Xx9SebyiaEJpZREWXt2H9+/6O4UgjpiHK9eu+0tNLDDyZ8CntBcejiZmBvh8mfIeqywLApW7p/h8CGlHMHnsrHbh1/jOX35L30Y86m69c7/7i//0v3Zf+Bt/q7ty9RkJnsvymWg86+FOiAdMgLbgKlxuRx5KDcGIGGAIwT0OTNITZjgl9aSDNUT6DALwmL9ZB+DKhGGt2Yi39Z77pPWFGeCcNCSeHmNX9jyDCUML5xRjWJTRsEDgEQgRhvhmKN7fwBBcUxqfHysYCB8Vwj9ajqbKEtOaCfoQDb8kJ6eViNqAsYXFBSgMIzFyyX9BCgYlsK33sO5WFOuPZXDt2pKGdiw/v2AnJFOK+CdABxOoDjMW7piajjBg9gE8Cp+icdMizZZiwIKDyV9//TXBq9krSfA5ffoPJ9+ufET0WhPxQxTx7hDz8J+16pMJQejUngePUUoIPyyZ6l/wxHOUSB3uax0I0lKMdY9iyw3Atb/CbMkr5ixngjMLth2tIBwRy2iYkA5FIKhzHYGVhiA1GV+lozGpcHxAsEUsaUTKZ/YhWokzOx8tiYFmZhc1rte4+54kt8w6PrS6obHehWWZg2okmoBgIT4fPiMTFR/BghguY2VWA26LyR8JpggGhgp4jF988WVJS761OPpc3LYcS4uLS7YCsiBmSuP/b3dLqmtyK8ujV1b5oGvGjlNT6thRjIaRjENwc2On+9Y3v959/7u3u2dvfLv7+MfelO/hUffscy9DNv6KMQntBSpM+UomqKalR0wcR11yjUy8Yh4LFBNXcuyr/7wuQeWQx85AaQX1snAiplF/cA+B7L4UzC6rCQgTVyvOz5tAYVOQMGEIbFhna0vgP1+QGEI3uGiC3xEErhc8AIoBCBAh7Aaj2whzi9mVlchR+xN0TCtmhfUE+G9g0hIYEzLbfQ0zC1Y2NgE3LLxiYxru4TT97Gc/0734/HPau/KGhpVXLGCyozT7UrKxC8yu2QJiUkRLsQjoTUsdl+PyVRYO6h2VjxVJ+POR/EjYAnwrhHuZ5Gao23wFKg9FGL6pc2vs2Cn9I0ZS+4Oz8Fqu2d16WyPJ+AxyD3maYQO/wUX/fr947veniuVALF9BzEYyY+JAnDjvCKoIIcasxXyrwtG6BSydRbPcxfoP+UliV1wI+BDBIeRJXBgA/si7qmW8S5euds8991z3oRdeVeDPdc336RPxLxMvcNj9P3/877Qp6TsSVI8kwVmFJrNK1sg269S1TBZHGQJiSwIDvwBSn/3/2GPg7t271gYPH617kxSsBhgDOGoL9IuLl30PPMBEq2u3O0W6+/fmJisxZXGw0k2OpNl5ETKzDHqfBTAbmqbEAbSsmYh/9I/+Yfdf/P1/IEG1oDJ2BLNmGuYvdtev3Wz4C1FbLurIWYS5Q+cG3yGwZq7qrv0bNqGLEHgXbBaz5BnPi3FLqNQ7tM2WTIuSTPh3vNvp1/QhGo8y+OgNeCDCkvewigJAO2Mmm5FdazvrdI52IxPv0O7eC74k6hWDFGFFe2H04VnWKhbkgba85x4H2h8Go09Yj4BPCRhNWwwXRLsI/drSnpWVmM99q+l73/ue1y3c1K7W83Ps+6g1GhqOosN5b5qAsl0Z9nIk2qwHL7A3vgO1PwIhwgD6wlEIMaMAiKZleLCmFaRT8n/NyoFoaw7nYxMGEZDgTmU3n08fM/3r9EEhDt7JdZhYM37CTWY6QgPp0wgEcG5FYKYf0Ur99tlcmCRHOdpWU3jaNfZIewaQMk7GNBZ6VHn/hbB8+QiwDFQYBKvOCIBBUo2NiCDECkS0Q4hMUiEYiCLAHNvVw2tLN7rnX36zm5dF0E0tdisPN8TEOIZmui/83V/vvv7vv6rx/Nsqh0Uk0nySB9OettQuxsczlsyPVx6KkPblNLwootnrbmrhEX4Clt3euiNfwKtXu7v37khD0Pjj7ke37vrZg/s/1DTjvIXF5asXJJBe930QdfvebX/aDYuESDdFvIou4kzs5Lzc21+VVJ7qPvraR7pf/vwX5TvQV6xX7nma8drVG933vvsNCaVraqUYHgkNGuhL4apmBY604s67MOl5GJkeQEBgOZlLhsKEJ8F/Yy49m5aEZPbOi8VEhHj9NUOmLcbFWDaNJdpwRooQ/bEVBWpEKMPK9BkhxgapMVSCciCi7EBl6G3V8Eb5eUJcvKmnJ7k89wwrKZosZq7oxU2Syep3mE2ACmIx4ovxLIIciJyz6UmWLCMkYHz2i3CMCI5ltDTWlpgUA9Th7i3kvQQC7zH/TwwIviEiE9+9/aPujTfe0Nj+stbJ7FiZTE4SZ5LpViwIhAIh9Wh39vdDeeFfMZ1z8lTjsVZtzmmGaatb1jB1W0NJkIkwYLrx6pVnxFeyOHST5c92IiJUVEBUofKCnzOGCGCPfjg5RAhWa0YB67v2n4wyoU9h/py5x28LsYBvuFspVgCV5B9hg8/MfeP8Yr6Y2Y4tza971xgBwzcUmOJZXVux5GbsjMeeYB020kC6Ym6vaDpuSlqFRS/sEQBTbGqFIOvDjxjfzC51L776shxsz8os3+5+8PaPuue1QcmcYgY2jxQ3sK+NPw4VrCKnz4Q6fFqOxdVH97pXP/ppM/Sjxw+65z/04W714V0RioYEmuO/qDHfD9/+Pn40Ma7K0GKTS5flyd9e7h5qD8BNLc1lWnp9A0tj1vsUYG5OzV7qFjUseeWVN+RbWNLQ4LLaeEEOpwueaweJH/44mkqOOESXqBjE8eGRNQ0d5u8/1qzG8wqS0j6Icjp2mvE4lmVyX76JXRHzjMaMcwvH3X/73/3j7hd+6Ze7Nz/1cypXzlrhZFYecBhL/l/Vl87GQXYgfwgfN0EoMJZDGO6rfi9bbcMJOs5CQ51rE1BnQelZmNlFzapIaB2syxqQRbN8cUltl09FZTE9uqMYDmZq6ENmY7wPhAiFsvFrs7adJb3Ahr+D6E2GbZWiXJolARHrxvaONkdRWWWZoDq8pwBl6kyEayLmRHTQHb4iIMYiII8YDp+Bda80O5GpzIQQjLYj6wtYiS+5fP2yLTV8Nsfq7D1dI6wuXcmKRRbA4Yj2zILqYZrWQkXvwwRs4sLeDdNSei88f000uiYBL6YXXfKlcRyNRGICE9vv+4Ozwhk+yQ1ZDUdau4D7ZnJKa1HESygehMjh/TiZN7YSJEf79zU8Y4n7gwf3uudf1BBCzmaGwFgNxCkMBnPyjUV7M/VrafxEyk0s1KFAPZEnTOydm0RHCZd3lyRhqQmrDP0hHWgIuvEXx0QPlMtwKSkCW3tGMMaMNo9mYowhghRisrU2wkI77UrSgWRMSD4phvXg4KQJfRJdG3CyMISdZPCG7YkpDjYJ0lnUMGBHm4a+1r34yusysy+JaIhsWxYjaru6y69I9Ak58qjy3UUkGIxkgaONJXYlVI7FEOubq93Pf/aXum+9JeGwoh2H1dANefCXVP+6hhkLC9onX9bivpiJ/QnQ5lgLLkfBIC+//IoE1Y68ys92L1xYdCctydP/3LPPdNev3hQIMCQbs2rZskKR9/TOboucXJD/gDh5xzcIT9Naj3DhsvwM83r3hnZnXp6VU+q+g1h+dOud7t7De93Fy5pFEJMsSbggKP/Dn/w7wbLX/eJ/9jlbAGvrjy18cLZu7q2bgEmwCURNZzGOxknKhi8l2cmDkDLjORgMa4OxLVO0BM/CBDjRJLSEyx0EjExdpiOhkXzQlDL0i5kdOem8y49+e/kX5rDKTzh1NInrEF3aEkCzFLEBrzUaRMvNOkJYsRgYelGO+rg88OhYOdgOYXqErIQjv1lqjTVwJGtmZ1exIWLAPRGrrVSP/4kDkGLiUDzIlILNEIS2mnFk6zow6MSVuSLTjx5iSGgnjgGPO3s+SFuLXgZTLQJPNOXNSxBQOrG/B1qcr3Jt4VcTLEuyAta1c9Ot2+wYng1ycbw/Kyt0WVPJ8M/8fIK6cGxvSGA9En1+7vNfEN3K+SwGXFy4pPgI7e0hvBKqP6PFUOclcMcsxFmJiErw6GEaLQ5C/BscsE4DPmC2qmIvPIOEw1o4y3qhJgweK1w30WOMpSP1a002v3Gu7MhKwExm408PBYStTUnaGY3Zt6RtiDLEnYsW2VPnLkpYrOkrPutCxosvvdZdvfaclgpfFtCSSFpVKJYXMcsCYJNOAWnnjaQbwKMxHOEmJB+IAS9fUvSg/ANXr78oJl3rfvDdt5T/2FuSQ067ii/Aatk/4kMqbIN94A07EAY4C5lefObG8wpsiqOUacML0pg3n2VRElFr2g2IFZEQvIgKuFjPPs06df2emVekooZLe+pA4hkiYTW00rhyZprPnck6ESxES/77P/kP3ds/+lH3879wzRoGvwQOzO//xV90Xzv8mvBws3tJY1U2BCFtatpsURqpEgKI9+hQOgri8ZTvogAAIABJREFUQiigKXVzmA+rIGo2t2BiujMMkHvgdFfajU1qEOLetsxj7KwaRSNjanp8XH+9PHEGp6x+uf3rIUCnXJhHz6Fzf/VZQJfTmqXWFgYytYEdixTB6BgR0cOErFa+Jj0rGjNeFBQF7YCaMMwIiBIECAOECTTr8HQLlSwLpu8ZZlqCKvkdHbbAzBsRVjAS9HSsxXIorD/+4z/t/vv/4Z9p+nlDjL3Q/eav/5fd5z/3SxYGvEuEJClfeJrv/vn/8pXul7/wK6qX2JFEdhK4hjC3o9cBTSVA/ep7SOHXooW0G8yPaIEhFXwwXE0p2gJ/UQ9VVQSJgo5kmsm8IowXlsRZgxTx9lpC3n3Nw7KLy5GQwnQIEpvQYRwfc2KUXZ1ZA7CPGSKhwBTclJA8pynDRTHdm5/6JX3yakkdrA+RaKsqvn83rY5hz4E9da4DizjkFCxidWcjdFQPexCC5He+910HnmDJPFAc+KsvPdet6AMgWCcQz5pCjelFfm/L7JtTIAgEjVAgmnBZEYGMSf/sL/6jmPJy9+abb0QAiAYw1ztNMTKtyJCG+r2BpqQuWgoNDazQyaFMwBmZ+RAqnmP8DesaPvHx11/7tV/rvv/22xKICkrScVlBLKvSJESkfevb3+v+p3/+z7pf/41/0L322ke9lXk+NZ+OoFsYPjAsiFNX+NSUp9ete6q2mefWFPgX4LR0vLW5BUa0+6A5OfcZw0q4MoTKJjZ5Tl0m+rFU5cTkZ2YImaz/Uo1haJc9wVN3AEdlWgBQdsqHkT0utWXQlI3qxnNfMBQzVxvJP9AMEMvOK48dv+oXtqK7pBgRpvAIQgOiwB0GyFiacXJgKMejtaM0M4LW8CjhWJyeIBS++TIA37QdoeB9D6SV+VzbbQWkMez9y+98W7NGG27nvsz/P/+zP+2uaKjLUIBEn2IZQg/Xbz5r/BFUh9VhwaQ81E/f2HqVJeuEZjf+3tuZTWzBdQQB7WrXzVJgvUaGSgyBhK+mVIIzVhRnGAUIU//wNz//JX8dR4hm5GgGldbwduYixFnivtsaARYGbUlSTzuAQwSp9+blK9iRtl/f0NhQc/Vb25jTS5rHfbF741O/qPIoW2YdOwixtkDScAKbHpPUgzCcWkj6dBCeVzsaxUzen0+0tiurZGXlgYkJBxLMpx9ePLRgC2DHWniecbq2dr999w696s5/5pnnpGW0toH1Ctpv8O7dW93v/evf1dBiVh1HpJjQBwPivKJOE42sAB17WA2TEC2aCaYI8UFopjU0GB2rcSx4u/asZkSe02fWpDFmJJEfaGhFePPDRwwLLvr8r373X7sDPv2Zz5jJueabBXQOc+ccjMEdSQfBWVPKEKQ/dHA/ziHBrY6FsCzl1VcMRdgq3d/AkFl7oLEvmgfBjuVTOyKV5QVheMcma0U88VhFbHgaQVrbzyEBhkQE3VoomOvDXC5fsFhQcQ+iDlEi1LlfDFuOwyqPmRg7K3lP9IdD2iv0PGzIdzQdTy/6AMcoAwKIvNBGuCPoB+dmHQYBwWmBgyDFN8FZlgRWkmrJtCn4yGxXSTvwCAze3kyH8SKFQj6mt69oiTv+rsuXZ+S7uip6m+k+83Of1lDzipTRuh3W7LO4IH+Z13gIlx/+yOvdM6KLVdEBsEOTOMfZP6KGZUaaMfDkObMXsRRtwQme/jmbyNLown0rhpYKfqwfhAHreRCsmTWinJbPFzmmfus3v/AlEM1cKss3bZIyRhFBwrADIXtPBW3IaUhs954KxpNrT7NwtaMFRMwCTCtGmuCbqcFy9/LLb3TPv/QxIeWqhIRMP3n82QCEsb49q3rxQAIHxoNIALLCSAEM6R6vsj5kKuclXxK+fk0bX+rtS9rnDiTfvXPHQgoUsusvYGMS4UT69re/I4KY6m5KENy796j7zGc+233v+z8wkdKB/8e/+pe6FtxaD8EHRnCUQnjAQB0u1KabNCt2pH6jib17kWEPsZCVGQS0FUMUtuBigc0lEQdDl7/83ve7O5pivKaotD1tCb+i8SPm7l3d4/r1j35UQVX6MAuzOY67gbmZupSgFeFwh6FJ8AOOotlaN/pkJjMnxTEKseOrZps5L8pSwV6G7nuygWT5IbzMpGhItSHfwkQ4YwrLUWZhkKEHjBC2b7XCINQLtDCNYcDXEFhGmglYJSwlbBiGYpl4mlNVxvIoH0WmtA/F6IwrCAzDk++waQtoYgrkoBaOrXzkGF2QtqNOvg0KJOVMrVDngsGh8CqTZIGgxjA1OSMa4R1vxmPfC05Y+hsBwAm1iHWg91TEtnwGjx+u6sGk1p5c1rTkR7rPfe5z3S/+wi8o4jDb5BMuj5D1V6nVBmCdFj1+6PmXvFgN5+yCYN9XH2AhsOck0+DZ63HImYaVNtU5VtNZz7GmsRJrJmp0zucJWE4QhcPwm1TWN9f0H0567rlvfvPvf/FLRExxQKgw9Yy0OOMjCBMnCs9mmW+Xx3pGY2lWNwqPQhzOQpnNmr6al2NEQdrdC5qae0ke+uULN+Q82emuP/OCcMjSZWk3mE2AZ3FOiL8kMOSKhYCkp/PRZhDYpgOPVhxFSGgqDjXi9lmJtilpnF2XFG0gobHD4iN1xg81S8Enel986RUvLf3YRz/e3bl9p3v04L58EFqhpp2DVzQzgUMI5w8WB9qCz8tRJwumWHGJY3SNeHNFoWFuxmpA08Xzzv53eP3XJPXptGWZiNASH1SB0K5dp+zMQKyvbTrakriFO/fuad/FezZ1r13VXLeGNjhf8xFZgmNwZiIkYTgIAVzAcGEgmMlDGZhZQgt4zOwSsDB+dnBCGMhT3YQBRIfvY1848sdjVSxEhJlKDH4sgwgDBD11MUKI2QrphHiKLGMa0YfpJyCIBaCXRGTsJwFTxiLA6iGf8iBMLFCok63c2bdwWw5XTflg+fHNT75VofvM33taUMl7SIjZsJJUkU186AnvuNf2gwrTTIYIEZzy28inBZOCa8qjH90naveWHMXzni2xaDPjNPEWQUA78N3IslzSztowNDSwI9pjzcqOAtwoG4FFi+gTtv7bVl0ARP5V9TsK9saNZ9X3fGWLOArhRYoR5cU19Z91AOtZz4wYkl6PjOYCAU95vCd1ZvhwmCIIcYCH+ek5Kz+scjsoJaw//4W/YwkBYWFmM45BcmKq2XGjDoLIcKKsaWnmrVu35ET5YzHJmhq/133s4693P5TTbGF+svvwq290H3n9U2JKSXZNtSwtXVMHIkxw4FAm1gBEgNectQ/yzq6sGpnQDsjcHzQHjAgZYmbjCcyqBw8eSVDQhDj33vz0z3df/b//L/k3NFSQhofYWJ8A/I4/EJJx9r355qcMM2M5ZkWQgL/6q7/SfeVffFmzC4QMK5JRMwloMZiIWZRJiALrRMMDyQdbC2x2gnOUFaUTGmfOzcovMC/mE/KZauXz7zt4nkUkzP2z0QXE8LE3Pqkw5be0/uC+NcSjx+uCc7O7v7XS/e7v/l737ju3u7/7d/5296lPfVqw8fk4fRUbBpYGg0loC30T4oY4BV8TBvgRQ0xhOsxQPO4Tx3JuwlSaiWERFtaBeECWQXPWqm01HWjnLbSje1yXFcI6FJXaCMV0NUwZJpy851+2pkg6N/8BhAgNsZSXM6MtaMv1iu4QpjC2v+YdijY9eI8AOXtpL32GgojVipYPAzm61Ro9hF9122JRe4quuR9rJFYH5ZGidfNW6kYoZHiTluD0G3hGShNbnt1ScwQ/NKL9EzSLhZbfktNwVnXybcd1CQisvh++8253//GaZtI+LqVwU+3lI7brPgMblgltLFgCxXv/Hx71bEJLXvPgFJyEtwpfzSktnAaHmW0pwT71pf/6v/rS3BwfMVkSwjT/qZ1+dnbY1IHFLhBetPr2tswbWQx45j/84ddlrl+3j+Cdd9+VEFnuPv7xn+teUzwAjML+g8eal91hP3QRdSwOzZvLwYhlADIwzbfkdHFIMgSOdBZC0VQ4CqFehOJI24hQTUgJVPk3//b/7P7zv/f35ER8IIHBisdMRVnaqU7m6F/7yMcU+HFDpvo9r47zh1Jl9rM7zpI2Qn322Zv6CIvMdLSLhA71w1z2HRD8IuHFJpue7vMUl0JE5Cxl2S2zIoS47sgzTHwCYdPsy0C8xUOtecC8xxewoN+vvPpq946WtjKkIsyaLdjYHXpLQuHtH7zd/ZN/8t8orv2jwutHhD/wz5TavJjhsb3USHS0OA7LmNxYCNEm3uxDxMAvnqF5iSVgaIXPgFBlpsV2rRXZ1YdyWPuXbcsWpK3QnmhALBvaEKtQDl8JN9b3V0CUrRHBl+FFmAYfDuNxpgEhPJjdzudmnttisAEjJmimem1phiZmDt/T1DoQgrvSut6GDYZXMRU9CD7Rygg8PpIDLFgKtMRbp+ndbe1psYuFobrwj3A9p9kSO2BVHow9JdrA17Stma49MTFxIwztLOBUTllgWDwwFHV6Sk79HQWTfMRpkOgjegCNzzt8o2NV+JyWY/m+1sewT8OKhACK7/kXXrBVwXqI+6KDqxpOUl+Z7uDVPKA6aTd+EY/31c7TD/Iw7ak2qE3AQP68k/ciGLFbIgAYnttSwBqE59wK/peVxbbh1gAwAghBQwgJdCrjKCKwJhQkMSMiEjuJOeShX36m++Qnn+neePOzCrt9W2a0pteWroqIZMqxH5+0padRMEE89lWngnCcOCJI/AEHqsf9rTrdEYDj+iM5bUYq2cxRAwhGYZqQDVHuP9Jn0DVU+eZ3vu853Lf+7P+VMNBOx3Lc0KGXFFm2rKlMpvVAPgnNwhZtEAmWDsw1p4CfMi1DwDF5kaN8qwBk4SPhMxNo6W2mhKYQHnMi4j3POV++qI1MRFgqyE5M2okDkaEQ4ayPpSX+4hvf9jj8lgQnlgMRc7dkEaywpbeqYX3F7/zO78hi+VUJgh2PJUl8MSoS3D9VBZ2GxMcSYI6dcwzb5CDPyHKwbwdhjNPJ5iZH8Aq/mqldbpnX6QvqpNy+5qzyOUeL5k4RW5gJ+OhULAr3qK6jY3MfARIhMjqPLIKCRSTgRP0ICg7wR0loUg4sCmIT7FxUon5ryfYy2pJn3uTVlkQKpcyygGh/LBRgTUIpkPzNDoQX7YCepQjsMpLvqD5BxywBm+RgZeHTp7xpWWTzc6x6lLNcVu535av62EcXure++U2tmVnp/ubf+JtSDO9orcyLXijnj/S0BOzAWgxdcA4zPHFR+40Epzwett/0+5TkvimrShbYvjZ85D3oTEXqPyGB9usXf4tLCu+lA4km04IIHsqp3oTHUff88691j9ckHRWxtiFmOVIgC1NbdBgWgTeZVAOLqZnXhykzPmO/gmjkjI9VfzPvlMESflZMfKCxLmHL9x4oxFOOxB054z728Td1/YyCoR50D1iYRMcKtkfa6/DmTWl87X8H8jUX6LbZV6He9PccpO3Z7oyvOqG5og1AQpgCNFpKgwXBDlGx1wJWwfzClJj3YffNt75v5yRRaM8+94zMwde7pX3FDEgw4OA61iwAWoftw1Rw90//6f8ozfCSLIEf2aFIuXfZiUfWw5KGNl/4whfckVgC1Le6qo1SFBiF5KdnzJg0BPxbHqhPdAs4/awxAYyP9mTIwfqCAwQCuwgN29baWxynougDEjABA0SI0ChhUAxPHnBzIjH+VT8xFHH+FBWcWyTE4oMVTaiYd6anwE9Z1AtZpo20JTUAF8/MFFhpep+p6RkxPUKOKfCM9pnl4a/O0bDFXOCo6Aw6rHE6NMr0JAyBosTCphQLDMGYJPzaMtNQBaejBADfjdwTP+wJLpzZe7Ya9Gbb7m5GX562Raz8F6SQ/pMEAcvq6XuGvG++8QlZq++631FO1TdpOPWWMEZQRng3YJ44efjU+rLaO/47L1V7+kXESq92atWv1g40OoNZGC+DFHzJjifQ8mG4n12S7ZvQm/YBqFNlLcskZiehzI2z0UMFhWC6euMKS19pY0xVjbsdc94aaPoGEhN5NISJRNcEoZBq3MiGJjdu3PQc7kCmLPsR8A3GjHXzNWEWiuBwunr1upCu8RwxAAodJjmgRWViEeATsVWA+YM4cMOwhiwazFcQBTy3pCEQ05I7mkmZ0DBqffVe93u//wfdv/zf/0338IH8DULPz/38p7vf/u3f7l6X/wRTnVkO0oJgYAEV05+/8Ru/0X35f/4XmnHZ6/70a39m4fX/UfemsZpu2X3Xc+axzjk1j/dW3b73+vbobrvd3U7sBJRO5AHjD47tSBisCD44WCQ2gg8GyYllIQxCAmEIAgQIkECyBBIfEjCWAm6cBE/dadvddvcd+lbXPFedoc488Pv917Pf89a5VbfbLYt0nqr3PO/7jHuvvea19trHqbC0gpnzAz/wA93P/uzPohVYy28+2oPOJUOcIovwsV0SkZtFVdycJm5/etqpcwC1JCfOKUyNHfwkjSHYV/vpwi9R+SFcpzSEGYAEjfA0pXx2Vrp6wdYQbtjPUAxU5JX50E7zSdJWxQxtzzCDVxJ/G2fO+owWfvTG9mzbJaH4O+Fmr2PMJWiJU+YwzQA0Qh/e2+xiaqUV2jYlrpqXzNb3V07/4exM31XMtZhJcCNaVanTqcfBc0VXNTorZalJ7Ir/MgP6Gg2Y+4yEWBfhKQLp/Pnz3d3b97qXL17q/ogENGnnU9/9yWgGRm+KGchFhYvM3LbLCAmdimBhlZEAR/b93AXP9PBs8PK3392/eJO+e+xhNx6PsTf1B527XRQqIJhVuLZKAg+qmhVnIGjtXAn9GA7FBWr+maY8Tr62iBr7R40AIO2wHkHqGCrZAUzqD6CemxHnlkaLmxlo21RMoJkNOd5/VBP1eC6Q6We6sgxsFyn9lHp2r11YTNz5IdEBV0K6TATBGYsOqoUbrG3n9y3URbMcx6c1D6yt6AQfwqTWY6DdEpv+C/ss+IK+DJrJQ+qHIoUS5Sn5FGvL2qaF3Coft1D/dVIeP0WRDOzZx4kpMyUbNX+LRCtjzbduPhgQufkVM2gMt2/e6n7+53+++9f+1b8ef4Z25ZrwJjJisshDzKEyGWxREVUNrN89JMxBloEUK7hKKGosBzCUzV6tbhqE/YykzP0WrK0pzm0abAgVB5/MQCdkVkDmn2MxIEy5JZvHyhlY6nmu4ZTQlPILyfOishZ4Vu4RcUH0msx2yAySdiwl9JvE7RjK3DL9FybQzIREnLguiTR7dc9BNJoc5D3uGXFn9TFuPit2N7+38ckkSoOQmyMxLPAYwKmIf9z3eY3mMVLPHIVyxlW/JROrG+lHcrOvMqssRsPJLQUg4/LOO19L1GIDofBbv/lbaGuj3eVLL3X/yr/0U91nP/vZhC1lmvYgzJPn5Hfo0tfz/DhjueLonkuKAYqfpdHFbBwanzTume1Z5iBzrg2fgSv4CrTWiAMAIx90LrdDWglBHOFHgGamIs6KVWsL0hFr9U1QMtzi/TEFAJoSR8kqnHTWFYKVQ9CsshC/VMcWxPDZdoB2hKO57xtpdMD3Jr+Bdxsx0MklJ55A8v36b/yfcGaq0jJgemcthmIYyG45X8DVgkWgTZ7vvyzLzjmjGTpS1IAsghpJKLA1JbhWa9F/mhpGIrTttlZMh50h/fQvMOX6Q3Egzs6TvQnxvvzK5di29iUwsM04DFX1v/CFL+Bj+WgKuFgs01H+6lfe6n7yJ/5q94u/+ItoMGNoNEx8ml5I1Cbqa1bn1RlaQxVwFcg4XscKX3oijSRQ6jfNACaxKyEpOZXUheQDZhCko42ovCJUMuV4htK03JFKKEPOhfyNEfSvHiBcxrb/iKxZcEZGIDaHufaEWU3OfcUMeJcCIKFriFXcMrTbd9j36exzy3jQLuGqiu4+Ggnn9nCydeT3e40Sf/B8Xj/82+f4zPgfYn7YyjpmP4c/CbXpM/C9SHsZTjnlKgvVZ5XWcojH3m+YVK1uD9NsA/PD6MNpTMJrN653v/P/4teychZM//O//bvMzH3U/dAP/VC3TNjcdo2S3DZMEw2mY67/kMb3RDu8V8vrEWOYAbR727F6wPv9rWePZwkyiUTpB+LFVIgkLG6T9eZQGy0TPo6dvZS192ajbumt3SZiMEO6sdeHkCUhvZWYAiFCFvMUSQVWVg42d0E8ESn4xJHoAUeHd/QnsxefNlMppiOxaQ4NhZBhmIx56hTDJKRozQKqIcIEsM0Bjhl/MoVZZi7mkWCzEjfl3TigdrJrmi6bbQ7hWnOBcy5hPswM9HdETeO5Rjiss7i/Px0zZG7+HP3f7k6cXoCxoKXgrZdRmUZrf0rKr6E13O4uE32RofzyL/9y92//W79AO3a7z/z5P9f9yn/4H4AcU0zPvpYkJWeFHl86kbYJS73OfLOhfXsPpaZtV2a/ZxOx8BEYf6cRQVph3xDN6/1uCLWcioXYuzDEEGkIQPv/0Gfwnnf0B7y2mXWaay4827bwAj/9+wbvz8FiCDL8yraU7dqu8m00JLbdtsnNCE45CGudggm0wDZnI+14z6dwLIk9OVewkqnLSKIlMPbpsy8Y9JfrcqCe2ZK+UjNSHBcD+a7nXm1FVcgUfZAgEaUHD4gkwXjX8aGp+ZxkKvvn0Ai2cH5PIqhkFmcow/blL38Zn9M9+lDxf8HSxsPhbp9DyR0wHNnS0EHfiwkUKdlH2ykMa+uZydFHBL8cE9ICJylEWk6nkvzFIQthZA5yVwdS4LmEVeO2qmnWITxA0ovoXmOZc2WqqbCq5dujtRBoIWQhJqiagYkTh4FQCwgKVb8GDKEGsEtE4DFzC7Tbnz4k0QMmkCw5tIS5ucXuz/35v9R9kVmBJvh83/e/HkI3NOXsRbPZLDs1xSIbu044whnnhI1kLIKtSqMU3+zLF9l256mLN1mJmt+LTq+G0A3dSF/lB0FDQBoJH5ndqaUzzGU3AUVmQX4A7xkbtWybmsMC0Y4/6sY+PtG9fOFi92u/9ms4WtcJe77BcvHUbmANh/PnL2U5dSdfOQfE+zQjNvAhzJjzIcIIIgYt8GMAS28TcHyTuPKt39QEUG8r7ZtGy+zUDPT7MMHHK7NMec9QRMJ9iaEnKIlVJIyOiMngfW0bEF3fDkmpue1kT7bRLaXCgn8eLfW9IXZ7hsw/UYtogbxNgoh+XH0VwFW7UKIz7wPGZZQKRiD+iXN7vEdc8N5Wfr79lsV4nbizB144rl5nKNHwq+sMTiFgKsnKfAj7a4vFyNKQ9OMUTRjOFMJO9DL9nNAd2pThP5nAqP4pBJH5MNu8yFUHRtDK5hdOdh/8yEe7P/jd34lgsaLBGiHQX//7fy/O4g1C7GHOPdNO3x3PnjEPM/EA5pmttFjb3GDatIJ2/yEzOHpv/bZHjVEys7QGKmoiX+uhJSG83N821M3ppvr+RJ5Svysd9AmVhttLi+tyHd2WgCYBUu5lIGUksX36zYaMgvxuYU4iId/9CAQRTY+8poLz9CW2CQg4syQ5e/fW3e7M2Vd45Fe77/rUXwaddnHq3WWw8FVQQpvi9iCKmWYkNrlkFkTvbD1WUItavEEC0DjM0OzFnR2yBnmxNqoahMxv0klPTEU2HVtvtoUxxmYkJEwiZnISlCD4Mtk9YUl353AkYxOJYK0Fw43GsdeeUKiFrMO7+AeM3y8iKc6S427JdvMsFojWPCVLrWM5uIf3lrtTZ053M/gB1glbzqIZ7Bo3B+FFUTmCzEBpWr+FVxFUTDMlng47kN0ckEkSwcbJDj0gTXqMupKzc5popF7DwJxOO5nZmTgZuV6np6aX03WVnhKpU61dS2CSa0wDNiKjCSFLsg1GjSCzMPDUXKBVMobI2t7ksy1OH5ZJ78LIjebIaCNpeY75Jo61Mzm3gUcrSyf8RyHy43jh1UJHnOQGE9D0cuKZeGShU9sos3wKvJwKb33LVWz0aa5d03mqSWGLaY+FZ7V78hvCnpqjSpYO2IBXcwcBIHPpzQZzCRanStDpXDYkvcP702f7we4WYeGvvPlu94gxXDp9FiExCw4+4t1UbqaGwed//w/iv1k8forQNMKS9vztf/ffQXB9H5rB7cC2bU0L8rcwCQ30mtHgoiNfnDcj7JOXoUanttUYOdfqI5EhJglNfx7PFCbSouPejoUh/c2/9bO/1PK2i5scMgLfK5E3e00O5EP11Lv3XNmjxaG8X4nvpzqh/OoRue0VFxEBohR7GExpBuEGfJR6krqoVYk0eRbXy1mtZ1gTUCq8tEDZMst1X0DqKnE1UVTDrV4camXoXAjFqcb+3ncSkuE62pgYfC9FM+FDVQkkSfYa7zRHPkRHW0pq2R7NKNsGY4HZeL+2rVLDfoSh8eyUwoZwNQOUwvfv3U8o8RFh0MybZzPF+gACtJCrbVnAmbWuLwZktq95jpf20YMea3mJUOU9ngxvtT05knOqz4Etm+ZNVq6SQdAJ9YqS+qqQ2Ov0WXOoMuN4H90VMRKKtUd8F5nUxrzeUauxVZtQggEH/wEv79EUTLXivF9/jPBT+ld7PC7eSGgmAcV0lDGwkxFIkLHpebb2vVmd+hGq6hJtpasleDQXGEvebzKWvq1U+uV94qsOQbcpsmqTqMUnU/W5Nr8z69Sl7xxPHYGFC8EJVWvbzbgIlwwlP+1VmxBV7Z/qXnvjw0k5vnrtBun3JBuRsn/MKe0wYYWSbdmmX6dIMDLx61//Gz/T/fLf+dvd2xTSdb5N0qvfZ8sYv3Dr6csx768bvt5x1EwyMiVs3Gcse2ep8Ddxy1t1lo87iI0LCeTh77bBh9shPz6kJYF4zmM+vDGLQydLYwYv7MXghFLEhsT51P6lYwUEfQOREoyPBKI9XtVbKuFCG+zKlZejNZj0Y9xeVVP17oCSU1PUXJCj+zFJJd+VAGDVyBh7VD68aEFmFWOdijET0m8QDVVP1VCV2RYqmUObvaNs2xmNSA1X8N1mb6GOFJJQpQThHjx9jILOAAAgAElEQVSgGi9EvmbVKKMF6xTHuPl1ciPuda9/4PXu4x/5OH0bT/VmEVQtwPdsgugSRammgseXip8FF8dJGDmnwtEMvgaB++vYq8Hpa9nZnqdfZGgSArP4SUqG6YWHERxFNn8LC8fS2Y+pd5Bn9Z+8yQ/QYheHM22r9qSJ2dpzNkjPTXRCCQ38o7XwLOHpXj+Q1zrGnvdY8IwUcfcrqOCVYm6GInDtNUsnXT1Gs5tn5qmyIoutAt/CQfNXLGjb13Hs2+N72qe1kQgeMIs40gYJA/C3prMgH8y4lBvQ31RwDlOAAXHB1Xe/3n3HBz+MFrbQ/V//8B8ndDhHjkvHVPi7OAmldfs1i+b4q7/6q92P/OAPkLV7IxGvo7CvRjz79yhcj5wVihnzNj7DZkEbg0af/va6Rs/CUxg3mPC9VIeS8uVs8ntjDBJewjhBzDo/DFSvaw93IIJEYTA9cj6vh0PHcq1INYSY9fzSDFRngkQgX4o0QHwijm0xgmBugXUGHz58nLkHO6yNNw0DgMGnkxJ3A8Yoqn61scJNEt74CPZf2puRR4pyX+95V6Kaquw0ZSM8JjVlAGma0tzCrPuor0kJBklV0U3n3iHUtUtKtjVyF1Bzjdfvkh6sdD7GLMU1ahncuH2j24JQ7lKL8dOf/kxUXtOYTct1ivg6cz9mUZ0Tl7dpqt3u1bqCjioMSFmYT7DU9vdbiI0G05owUBNdNtnvbjo7z/hJFKO0R8YzvBXMHEOOYkI69skLUVuS6dl/P9w3WDi1R0afE4TTbPBfj3xBWGAYustXvgM/25nnsTlGHq/ahZXT0piDOOJ19qWVJtth4luLw5f5Wc8yFBfpBzOwXqapuhouZV7ZdnUmOhfbQE2P/oksbmEE/W+Zju1UZaE/MjwzaJ0SPQosdKrLDJyevIaD4NKlS90Pkh7/+3/4x93vfv6LVLy6wXT6+Sy5d2xxofvpf/mnuh/+4R9mXFfTz0UExL17lO8fMhOqEd/a3xpzcaHorjERaaXBrzEKYSlsPa556+YxWaG351PjcvjbY0oXbfSobtzsw7cT9iqnR2yy/sHtpXl6v7XBHjryzFcRLdEENq+NO2r4N999l0VTYjvyXdVHtSedQ0I8RdrqvBSRHj9gBmGHKQMiHMAIIilSrwCNIanQdSyagcgYvEBthSmGwcDKLQ9m+mtWGQIBAgfbIR9IX6utotCsTALU2CPvQchZJ9PzuA7illxl8B/hWLrDwIu0586c7a5f/zoFMt6mP9SAgGn8yI/8aPdLf+eXksK8Sl/mCC/qr+gpR8gAk9KcnKknHpc2VQTneQcvCOCHrdRzU2grfVfHmySh00vw6jSKxhXFor/XG4GL0sx593rDlbYxJ/SHuPS5neN/3sV5xyCpu/ae+yqKUO312uCE5NcTtBe1sLEqd0q99+ckdvMt2vjbPse6MfNopZiEjukkoeFaem2PuhH3qqAN+SMLx5aSR6KNPyFDFEfQOmPEaaJyvMKepeFZVk8mkNAr17t2hkxAuNkvr097hJs2eTnWRAR6oprddZdeuYAyQbq509UvXOk++1d+uFtjbB8+WaWi1sXu4sWL3Q/8lb/c3b97Ow7syxcvgK8rUdtjggRzvvWtEb5PaATf9jJGz/tpx7wu4+jeQWPz/LgAbxe3G4Z/+71pBu0h3uPWtAofXNK7GlODWS/JhS/YROo4ddgiTcIM6ndDCN/RNA73MgFDbjUXHM4GATkvwTDjGGaB7ciCr9yn5Gjlnrx3tI8X6w3WJ5CIAo0w12KElZV1UO2RKm31m+Sbcz/WB51SeyoNSGdirtd0AL9MadaBs0c7Ouon7oJUB6n8RAksBOo62ss+jOUEU1jvMo3aXPUvU23pAczhySNmrcGAPv/5L3Xf933f133mM58pRqAEpJ/2IzascAmhCZ1woibYesKRmIWiyndJ3FAmbRYBZGyqzbY5kSPNBOLaehBC2UObcDeisaMGwqn1pyUEZISTDYFknnkPz/Nfj2ztMRm7tLmXQJgJPjM4opbBZozC+2SQMf94tm31HvGrra05rZakL8jx6nExSE2lUu97RAan09SruI1L2am9LpL4U5EEGYjbUZz2mBrBrhoA5kE0KZyu+p+yd3Dpn7kkuT/wB+cx//QlTYJfMoxLTIZzurxVwF/j2ptURLpHeHEM82qJ6emmxVs52dqYzgo+zgpcd626DcNvvqO84AWb7X7hZtt7DWd4DBrteJ8CbvgZ7Xs7bsn/di/uMDpdYxce0dbuaw0Q4GbR7fYltiNpuMWBTbYVtqgPc4Dc+5IgVGxSn/j+W3y7XGeXZQXtnsYUJNZMEiLGr7PShCJLmau+azKYWryD9/4AYl5ZfRCkMTa8tuciK8hs2tl8Bnqx/e41UfeCfMySox8WBT6IZlDzJYwj6vne4lqJSeTQ+7oNLNyLPM4AVOZIFBIi4jPP2mD69vLTvW6Vsuw4n1ORWQf0vfuPun/4W5/rlqmsfGKJhV6pp2A15vX1e8lVF8fnUS3dnDEZJ2JgWIQZONHOkqSht/681zSGUIif9kjuqstIh5QDh9lZEERtQM3BGZl71I6MGRzHrup4qY8hXhjZxr7L05PgpZRkiwAI4ZQnxdfIghKm7Mc7ez62U+adLEUIPFqk3m/7wSXiyy4rc9u+GjdNwJoLYsWqMlGQv7Friyl5XZmINXnMDFhT1n22z5UpOK5+StOo1HDb3pC+7fV3jEP4ZrRa3cmJdq51YP2CMSajOcZtzozPFgJmEKqBGq2QwT7GPF1cOgWP28lEOsPsV155nREbRcvTcb2fiWhLCLCnRHXuP7yfdtk305FnYQpqH9/q1oh7+P5hDcB2F74ULR6FgbBtG07iyj8fHki/t98h+l578NqmJWi/xx5hEBwcHzqsKTQfQHvOYWOfZRDtfNSV0jTB9rCF3KK3UyDLEJyP0Dh9pAft3DBKwGaHRYoyWShTRRhnicrFw8BoQGn72MIRVjIIJEJPCKqDaRe/9yBkv6ceIUygIbWm5BgqvvMtRJpdCMl6kJubB8Sdt5jKutM9Ydr3E1KXZQYOkOXHlx8a5lMNtYLTKpJ3u/uZn/nr3Y/+6I8OGIHEL3xnsfUPzI4MGlYf22DmQE+8hRB1zbPIAUD1oKtpENXQGaqWUmsgOCOU+QuGLo9s0ajsKzDdY1KY47vTh6YUROoDzokoZ1pJ+PaINp6DcfUZvUbmmLU5ImFA/WabG56ptXndDEV1I4jQw4eZQWPWEr944ZjLABpDEW4mndlmNciWJ+M7msBqe8v4TVCi7wCithxfLUcPEyI8OCpDgFFYQl18iVYDXIzIFEPQrFQjQBNFaDhE+gcc6zuU3TPHY8rxCy05/Z9kJ81VIlkJA+Kfcuq7vps/q62N/TAO+H2YBoZhLhymzRXq6X3s537ub/1SGzgvbMgmMEtylj3pcYHSVPYQCNfopBkAl2MCbfh5QZpea3B/mN3Yq4kAaBMA+UnFnV7yBXEYcNdiWCTx6JUrr5CcQ5VlZ4QFkUoLkUCT1IK5YV3Dx8xiNPQ3o58DYoltZvwZothCJdqAW+tCsu1yfespzuHRtm/6JR5TbMW+qh66VytYxvmXzDXaZ4KJTp+b1CeYI/aOwhR1cZsZnavEllfWd7h+C4/xve4dZqltYSsYdzZLzdoBp5mctEZMfJPfZ0iUstjJ3/27v5oVfiLVoqg5W5O+kJCkXVmbnT6kIPucQQfmSTqCSmvQHQOlAdeCvC6kInNLyA9E3ia8tcqK0S5D51yNSVQiC6ronbfK1N279zLDzjn/zj95+623gCv9BHkfW8uRMuXRWIDXKnApnxKMBsIwhGYyT9oEcchQPG67y8kqYRRzrRHkr845CdW4f0yCp1nQRmKpqFFpBsLfMVMLEzdcFFfJ+rV33s5x2x6Ji1DKh9+2x9Cq18kkHHu3J/wWt0xx30B102HsZDvThxeYkr50nIluZNq6GlKtGVoRGJ2N+l4SYgW88d/ABdBV8lsat+POZNSBWWerulCYEn13yMxjiCD1pujE3/pmqYDAr6ex4Sc1IvdYo+vgDFtjENbcKAFKZMGD7YKjD3re8aPNHib8o/e3RrRrqnHlVPKcJoKJIQ6i88KthOysQwdKb7MddFD1DxheUkI4yURA5h4YA857GAmEy4CEl9BZS4xts1jGpKZN3yjvNXFGj7BMYQ2ilihcKVlV8z4Eq/lhxqADJPLoZJtBI0jJLQZzhUlaVg/yOc5Hf3TvYbeKSTI3u9g9QAP46tUb3SoNOnbqIoQ01y3OWqgDZIDALdHmDLZdiHGBrMYR+vCQAhf/2X/6n1Dl6DshRqSOkkp7Pnb8PhmJS8+gSgadj3kEBjuFpxFMj8dcUWHXju8HXFuWxzHyOkrNiQCRNRN0mpEdanhCJtiut4/CKYjKcT9OmBKJzc2QuLbMMuVZUZN5twTvdbarJHiFq2qJPtoEvvv8YVw6bB/NIO4fqY4p4dY0VRE01/X42e5pCWFqijJPcUVYiStZBWmnStv7LE3C4AwZpyWI1IZMMOvDtsKFaJLPnmyw0Ylo5CDQBKf6EVDv0nQ1QqMJ4G/3Hhlobo5Jgz3n+yiwTcnVobX+14vopj/9Te+alttuOPpcz7/f1s4LA63HcLUG7KPfo/+8cHv2RUcb4m2Hzy3bxRh/QzSZgYNueTER0eKiXu905fXV9e4+0vUTrEQ0TzmphiS2R4SfwLtttpll2StlVE2mfAprZKUZ/jG4Nm3oBGQ2c813pPR3+sywYp9a0dZ3Kk1L8lSRkh286SdPygR2iQYsRzOwYIVhukfYiXqyU9IcW1ZVTzva57/51te6lX/yR90UXu1JCqw4FVXP9gkqK9nXW4+pmPyAdRiR+K+++pHurzFZyVWAXTXaKIabvnmzCYWuElkMipde1FOyQmEjIrLXcr5g3JyHBZ88SHTVDCTE4WrB1QeXvMc2hiD2KEmnj0hCMfZhjUBL5kv4WVcBM2iJSlC+U43CMvrr2L2GcA/o/zjM2JqKNrAYQcFQOJrY4ziZBmz7jn6aTDQJSFjoLBV//O5eIrddka7sfabw8yMjKBPhQQjeEmJJNjOsm1RwxTQakva9GovMgDZqnu3oazLKRB6HbXAFbs0exzU+A6MIPVpXVa4iX+QMm2TveKjh9Mf7iEPONkZgxCLXuw3RSL0w/QuXHGzvR2NDlz3na8wXtmHaG/7+jZhBtPH+/oH3wAcME277/pz3P3tI50ds18POHf3eiD+Ery3aD6rMYBJidYUj33f8BEtowRCuXr2Kt3Wx+/T3fgbHC6swAdrWKZmCWoFx/kbAOpfi4QXJT5Lq+4Spv9Y6mCEleZvUW/PxY6+hBsowrKU4OWmapmbFfeY/LFS2G4S/vOpaieWEdLELl1R/gHrs2omzMKDHqNHaiFNMzrJIyS4x5qRdE8762Mc+0p27/HLWcbx64xb33SJXYCkVku6RnabXWwbySeof/PRP/3T3Ez/xE7QHdIFgVMnTR/0YIhXIHH8MxCK3TlUj93xkGSGmEJk/jNuXxtDGrfbFXOTnhthMh54we5SPacD7rGWRABnSs/mA9CsMawYWKNWbr5SUL6UsPEzPFYemYKDbJj+M1zJ8UdcBrs9zCzHzqanhpcoW4ynktemOp5+kLNNfTQX7KI44zpnM1DMTj3uN5oOrZpuWPB4z1P6VNsUVwFEGzdOtCYAjNhmlHM+MyqTf80yuz0IuMENNKDWd0YRRS1A4DK72JSMfkLNOVoEZVJcpu5Nh9XAepm8v6bej9HB4QibwrTMCnzNM7O09w+/7hswAOHu9n2fMBA8MM4TD7rz4W724oPC8TpuS6fHGAMIQGFAbaRXix6skDbEstgP81tfeylJnn/jEJ1ja/HwkgOaBk4MODNGp0jqeIIfI6d5nKxmUkzr5pqnlKFNwrT7tZucIzDL/IHYkduAo77Qm4FM0Dz29F6lLJxLfvXufWgWrMA8mIWHbK+3vwwQ2bxZzGGf1pGtoKpYr+44PvtEdsPbjnJOJsP1F5k0IxHLyeuu/4/WL1NifZS3JG91X3n6XpJMT3cyp6e7U8fPdx7/zu7sf+7Gf7L7nk58iIqJgQmWXCcDMxtBUNCUkJgWOiJkS4tkKJVthmMGImCQT7OQD4WTquXAJkqG5hFu4lXQ1quDahZswhn3WtNBeNovRq5KTD3z3nZQlgUkROlFhpFZvNgfApdqsPLWxXuHTLQhPJ59j41gtUcPBsJuRFYYGZsCTE77jY4IU322v5xSO6WMv3WylYyFjcmu46HfHOTjDtTIrGZLXLS3g/U+4T3OjhEItGOP9aioyIZ9bIcGsssx1WVyVcYuBybkUwqWpY7Sv5Lp+AOAIUwnNhxGU+VDcwD7QlwGsbaUM2/3QBvxqBITH4ckqXCq9Hbn+z/jn8Duf9+jGLLwuLLzd0IhreBCe94DDYyLc+6spDlobyAwmaol7PyLF6XNncbZdT9lpnWiXqTOvdHBSVEs4Ma9cYpaJWEJbhBBpQoT9xBoXD6nZkCIAE4VYlFVPuOrfFE4yJ2S5tp6lrNUonOevp9jN/HzTYqcy3ZVpp0w4UYqI5A9JJ17R+YedP05pdMufOeX57bfeSTuPseScxUiEmWG6p8tUO1kjDZhzH3njYvfqK+eY5nyOtGCTYRa7D7z6oe4TLKAyxvtW8FMsTJ6hGhFZnnIG+mjIVGTXoTZGYo12upuInX1viLYxEnUVgg2rTKBy+vFAT2WQD0i2im3PZUxTrbUt2e9uIe2VzBI+7RfewjNquVyBTZgH3mhZwrs3RjJ+G9rs+B9c4UoPfqI9KcxS6xeK+6VqHzqRfU9JX9gV5/Mck9j4IZ74aSZCGsDmsSZE3PvbZ1iTwoQ4m1r4YLIYz1dg8Lz28Xeu4Zz3WPrfOS4Wuh2j4K/zDExCA0MCB4XLoc9AuIvnbgMdof9t4zzXnx8Q9nuvGybK4e+HD/rWvj2jafWc5Vt5l/2Oz+Bwq944iN8cQ3j/Tvvcxgz8Xgyg7vH5/rtxg7n85Je/+uqr3Uk87VOEdEpSFPJ7j9e21FcdeG3QvM7FKFwIQhuwAUYfw/rKw3i89eq6AIrZhIlQwExcBHSOayTmW3eu09kD0kOXUlLNqjTHSRaZnTXsc0AxS6rcoiEcP3E6qyJtwgweEw2YgTkYgrvDMu93Ht4GiqxLyQIvU8xqXKbq0r07y2r6mbSytEgl5isXu3MXXoLhjNHntxKbXlhkTcao61VleRo7fIK4vBLacRV2mVTFFnj5Ecn776qpluwuZlDXyAzqhoKf9SLMxMxEJfUFnq15lCXYMJmUjjIDNyV7K98dMwztSoL1uzDTQyvjVMgbXtvZ5JkQmCHS+8TSRcJzLGZbPgNzA8rkGbS99SHjKZHr5MMHACOZIRLk1oh+isK3DalLeBymutsHTQhzGHxXVH7bR//8mOMi/Pxe0Qtxrs6591x9wAO0u+aPGNGJSaM0GxQGBcE0K3CQVmD5h4zWpwIbn97z6Lo41xWe5612tD2Njg9ayvFq5zAN9o/4Jnc0dQAnbznKaI7+PvrYRufuBz6D9qB20oe070cfcPR3qTyBPltpCu155e2tM9UwrytMEBCLONlM1JhHao6SVWZJas9TdSX2ogOlmbCJTem06UnChF7X1MR1iGVxmsVLGJQJ4sJ7SLylEyfJAV+G27MSzqM75Bswa4vpx9rKJgoNPPCUc/+uT34P2WEs3QZhuMjsg/tPmNq6GNU+S2gjMa5Qr8BMHbXZ8y9d7M6gWVga/sHDO93tezeJZjyF+G9Q8PJdfBB384555qrLbFxF5yzrMxxfxCu/TySEuRNKom3WcFxbgThx0k3CAFeJma8t3y2Yg9iWmXvIDEdh4+ZYhNkVpw42V06948Tx2MJIYPMSONcKZTg3wxBjzeCMXagpDEGjeShdqes4mklXViG2QhSl52mPbdzVqWf9A/ruxKsUk2VT9TcKgHMFiUuoD+1hlZDg3BaFb3w+Go4fJ22Veu1NPTPTpLMv6QfYQtscw0w/5h0Svlmps5gulhHTW+9iPV6u6SZxa/ro95lRm8pG2zjvR9OwtCj9WPXbY+0zuI4s0X0AkaUCfZfT86OtlhZjpECHbfR+aTlmgufFX99rzKeI+FlGUC1qf19EjC86/uzd3/hX07Ke9z7f0QTk854Unwdb4RZjtomKpge3xbMjjZCguQAkk5gbU/DBfj/8KD2KmwssCdePiSNPQY51En9ECo+5qeIbv3fAdVRNouJdufAa513yFAmOQ8uQop1QWjoWFtcQ2BlYTIENEFSRm2s4pgNyXWkPE9jYWE2s2Aq645gHX/3jt9A0OpyKMBq0A6s7W9Pe0lNnTx/Hwfeku/Hudaos91Kf582fOp/Q4ZjVm/BBaE2Pko1m5GEez7qLx06Rarqh02/pLIvLUnzlCbUKXWiT1aOWSTs1B10Hl104d+UykoaIxypxfbzd+xQ92aANW8xBUC2vwh6HgyJBO0j6v4XaY6IdqdREP4V7C58qGT0uYtLCekD/N1K3//7Q+2FOUYv18HNiHIm9gCSenTgNM1pkRSiqS3eq+kZQXqJdrBOJpN8mQ3GWsvNrwHcGprSKCSSDs3jMHfp8bOEEREyKLRPFLHLz+uuvs5rWlSTwyDA0ySrBCQJDnZaeQlNGdBxQNhnXIk7flJyj1br6NDNkAFbXTuo4fdSk3AQX18gLWSX/Ysv8EQpTJCBpOnAYovZBfbwXgIFvWl/AmRRzpxfvUzfCvAlzBvbBE2ea7hEeniGnYHqWKcU86yljnKns1MeruQ0wJWEq8YRxCu+CefwqvRagz6ZtDf7luxkcpk31veaOtOOH9w1d+Z6vwwykfbdw3/ttanLS7TAdSn8xt2S8OLRtK6AqzcATMgBf0DzJjaMchvSefaXX+qnViwz5mEShKgfgAJD3Oag6AWUwMpU4DuHINsz7EhVA6qQegDFxBlIFy6y7migCI2IEVDfbTLhiBAyAo0MPlESaEHH78KzkldM700pdEm4OW1fnXhZpdbFVpL+FTix0KoGdZOXjaTQBF4U1VDkJE9GE0KdgYQ+fbNEPEc6VdSRA8/ZNRkpYC3V7jtwE+7KHRrJFItGlSy9HjOmkcuwlelfbUZpKzBn6AxNiTIO2Hz0y8N33SfRKILMJvNrxscRaMeHecQqh6gjNzKgBi28o2MbKRBKv4b9hRDSq0i7gUiKxklcihRHPz6kJaZJVeHCGKIra1tzcVJKuZsjB0EE6i49kZQVn4cKxbpochC3K3jkGFqERzo63eDFNwVmzDStjtEdYHW6hKt7J+4VuSVflv0yQXjuewQKb7fjKAJXyvqP8Cfo/RogSqNZbsfqQOIWd8BEmvtOnNC2pfWdMZB55h3kEjhFa34Ch9McZA++Qex6SqrjJc4FjmEJxtrT023VrmkMz1xsTaQLeBKnAgv4yO7ckcWMCIl6T/J4TyRvhl+1WA+N3Nx1ObhJsFlM1fp2iIrwCuC0vV7ZXYvJoCHPY4qaJWllZRNH+1N5T9csCoY6AKmW0EOPg5TBSkvA/cJdQ/K5m4N72pTMwmT0+ShntSXMBMMpT9soiGDPTEC5IvhNDy/oMSFckSKWVliSK9G2ck2dPob6uEXmwXS6uKoG3lXRF0m0r9Xgdav1+POZ6j+czgWoOCesWjYl3KS3j5PT5dER4qfaWWlsDEoYWIIjEwthp0SAkjMPxyIQjztMjXmVJrqrRmBc1ppIfbjXLVAenDljDk5ZkcxanMDNsqfNSuOn8k3j1tMdLT9anzkAlszCzzuXm5g2csMCZufo6X+2pfoZjxyhHF0cuGkEbD2CBPpJWFP5U34d/F7EeZWDV8vZXPmwWpVvzJ0RwwcvCWAB5w9fATSYgswHWBUfxq3DJi+u7bSmcae/xuGFnxyo08Wwzhn45JnwyRt/+m31pwr4JfOFSuFR5Jpr2oZ9G7BKAAPKiCtNU/NfvHveBbu17u36TCUSlghSAowEoMTMANc20GI2EhT1PwU+ddXr5NQ92XIIJ4Mb/0z/ffRFIEWaQpif8Kp5a79qTcPmnczB2sqmiEKEqaTz9qPB3bryLk4iwEy94aqosRTPsswuDauu6aOwcnv4ZM+14hv2Uzxm/tjhGbFBUjdRPhFhcRsy+7StxjVDQV51pItFOUn+RVmEIImMhsLHuVGJWTTeMp82tJASuwsYts+bsQ5hjwc7jJgh5jb6Lg0j2uq4iK6XthBtlc69EbJLK8aw2KBl8dk0f9lnO/pZpV8bgsQWlvMu6WdizTBgZ6kNmBZ45cyFEP0HpNIQyRVtPBYaW0Xf5uOPHS/Nr08od98z6s0V9U+xrfkfT6828F9KTxGg/aB2DYZp4KmrxEbKZPGRnIhbqPcMMoTGBYWZQ7y789rht0GfSmMIhI+iZcX9N1tQYwDdN+rbaGlxf1KjCpUPij3nQ07OwrUl2RddhBl7gp9n8cvhmY7SBay9rTKBpCfoaBG5NbimG4TOr5oALuV4q80ACg7HU/HirDVtKmpqGEF3QhIYln77feiUtTqNs7MUnkUkc8kqJ1q21cWCHMYCuoTADw8mUY/wMxyg8IJK6qMmetf+woVV9D1AzZSICRcAp9V3vUe2kcVUZ084uiTVIzc2N5Zg/+j+E1ybZeGNMTc3S3mobTp1FA9E7Psv+yRPXmah+jeBQc3acErkVUFHyNuTMwNGfNkAel5g9XvHyiomrSQmHfZiQ51+4cf8MzCSTd+K/qbUkLPe1idmxYcYhfbdE2KSZf1yv2jjJ2EQg6KeQwcpEAPblV17LXi1CmM+wPLk1E+cp1CGc9bWo9msylBSHUULAmeKtRgQcCnklwoJKC5k+rw+lkjsm4CZ5DtNGPqipOYopqN9hh5TqELwftYE+96QYg4DpiZ5xOmQATuWGmcOwi2EVRyoYl88r497j1aBd0bqGgb4aazgAACAASURBVH2Iq89r+7fLMcfL/igcG61HkCBgPJcMXSEFDMcLcIecQ0bgpwHPGxsnKalZNmxjBlMQllLH5dJNC3Zw9aTPMQV1nplneQmI1YhNgDa1xUkSk9ikOjJaHcaW5qkYa20I9wb2En9jCNnbC5BAJ2PbvDar2oCAzkKbwVa/ef1rSLSZ7vxZJuAgDXeebnULrFxkeI+CzxA/hUAxJ2ph1tJGmq9DQGatBRyQFkR1gtHuHuovXGoCdVm79QDHJ9F4NAMm/ABknU979I0EXhhIyFveEvNgn1wHs+NajQH9K7oKi0hqUOxLGEOY7KEd3441mNYU28O+FwwAUpNkgZmSX3Nvlu+mZFfar8+IGaWTb4hobEc0J867EO/sSXwF5BMIj8svv5psRDfH/PSpM4RZl4HxPNGackKLdD7DxKaMX2/ve09y/nvNIL8d1xdqBz2BgweWatPHtMAkKedGbKKRaCGkbmMchocmge8c/vge4dbe12BY7y5moZDwHheZjZnA731fMNCwcvvhJmOIT+Kfja3GskykxhxsedMSMk6MRYqbeIGbROtHgHnMc83O8HfTIBoj8AHGpb2mqc/apy3+KyPRljTRw/wAX1oEXQRSiKNXE0kCoobZMMDxFUiEqMSFPAwL7woDyMfG98iklOyjC4pV1emo3jzL9y0S53/nLWbTWXKc6/w4bVMH2SRORkNaWzAD+3xYZQdzgvYIC2fmqTrPwUH1dY/DFLbQDkwOUgU+Nu+itKivzq9I53gvjbMasDkQFrTQcRhHJP00mqKEnJySKz+LUA2Jw4B6ZiD8gqCqyYFfmXMem0S72UaKv3frKQykFaZqAhL4zg7FRJhVqTaSCBLay772OO110RafqYS333ZFQlWTm5pSa1TLI7uTTEwZghESzYbFBQgJepwnmqIQUfWW4cR/sCGscCgG2Wq8xLQqH8eX56rfwCSExkdTIBqb8xdmid4cJ9GJCV8sZrvFA62YHHNCbXHgIyjcarD0OWGaEfUFV+El7grjBr0G8+x975CW+ix87UEbt6KbZ8////urCZEXvbUReqPddl3T/q2e7DVu483LKBCGH9xUiaYZNAbQkLE9NHnrIINIryZgRp5EpS0tUc7NV2KI0QF/t+dVAUscVMTbfW9jNsUMfLoAL8TPu1SLox6UummUQW8zJ+q0z5AIZWKo+voEUrbLgp443VQ5102SgVhPkWG4gO9ix+XVZT5I5slMkbWQiiFRkJ3X6zzMDDdqHR6jb4ZKJ9CEUlVnwgk8FjuhCo95A5giTuKRiYzCeHSoqilRKZU2lLptwpOmkd731PanPzUQJZneywxYpQf4SJAT+C3aGHjdwKQbIGbAcLhFrR3LmMhQnNjjfY7TOCtgOQ4y8gVUe2dMOjae1z6XcXhenNBheYLQn7UFTciaRuvLpB7MHYu7OsFJxJJ56HxMBSmZOb8Ttoo2UGOkhlSfvpm9dDVtJ3yh52GtE45vTCY+mgcWgnFq8QSZoImkGD703h6Z233P/91MlHaVzE5HcjGeZmLIOKLGNZPGhg0cswXT0hj+6TOCw568+JuwGNCWg8Im7jQ3QLrXmIFfWp5BDep+iEFEKYdSlUT3Oge1hQkLUarkmPPPz507E9NACS8RqParEbjFflSdBjFsRCN+r3NWW4DLAGQOeOzhGrhoCsEjBkdu7beWNMRxnY56yP3UlGOlGklJ07STakN+v8uKyS5x9fu//Y+6j330Q8TRXa/RJbNhUjIAc+h5TgBGjoKA0pNe8WO0CNNdQYwN4toGC5wRtwhB7EH8TynBPo36qhZgDo4hSxdomRhBJae/U/gM7NsCGZZ3mK68wtqQTnKaT9UbknSIrDjJKc45CMqJN2fPXUhbVF0l0GNkPaoOF7E6iFUlp2lNThxqg+m+fRqTdC6/fWqSQAYkoQtbtxX6FcrlXpcHG+FaIw55vvDlGtOydZ7aLhmtz5PROt17nCpTloebIoSbdF8Yo+tEmF6+N834wciMKDlJyjoQMiUrP2ua6FRVWDilfIJnTpPs5Du05fd5/wbzSqZYt+AUSWWvXHkdLW25s4rQLObfH33x98gYPZGCuJn1SNtlZHOshSAMbL9Rqw3sQKe0m7zls52rIn55LjBg3DSXsoRenwpuQla0HPpjGfn32wr2R7jY0A1tbF70jGE/2fOuGb7/ed+/0fOFi/1sdOv3gk9pSY5X28i8LMeZB0S4qPw8QGIXyEoJgScCxTeA2tekhoRtIQyB6XNyLxxbaVpq16EtnBdKuFHpBZ4UeCjV1QQaExj4DcK1tQuzy5bv/V4mcLg1zt9rGdwgwqbeHxJSu/MxBSp1GlrJZhPTYLJXo32vHDIpLwy+HxmA+wU0nUSanW1pyS7d6fzO3AEAuUn9xU01BtR4/Scz5C2IRNv4JVBOk4Bz7erXNc05jzRde9JNMmnJNRKE5TGccFY9usdEKZ2uFh3RQecMR5F3kpWgZKIit1LaZK0kg+mAxQkoR2xOOAe5fYRLajxyD0M5YBjSfdMwssah1+W+IVAOfXXMy6YuadJs5aZ2Jg8vGkSNtSXn1Ap9pok89tFSdSkhRxjW66aR7IaMxSOZuJ89YFm+I3M4yEehRqMFR9a2VlI/cg6maP7HAUxYsy7DwJi1UGtDcJte/XM5PAm/tChxU3xue9uvJhMbR+djhE0JHJ/RtJngZJBPoeMr/ePvhojf3hqCfRYemuTu3Zpm4LitMD2/bWEGArJJC4HVuEc5/qqKrqqxH8/7YDmp3FVmES4KcWiLOrCthLUvU0Nwa5qi+5YvHgKUYOMEDKQluwxO+Zolw1Apm5Z2TuZv+2rbPeN1xUxqEpTSVP+B5khgALLdvvswDsVpYuQbmAyKBQmlBrz2NrR+J4hF0RVr8cvkTFxyzrzhuLI3ncFnJtzKCoumapcb1gSeWyDx40cPQ6gu+2bfsvYhppKTnKyKPDlhpifEOsfEJDQS4ZJFPSB8Ix5KMJFzhLJarQ5BwVPnXc36tJ3jmCTmLDzLCHrzQ0Kg/5ncFDhpOvlBi/EPgDGEqnmlv0zI+pxoZ+75mJxVyKPmVvUEGyNI0hWMTxPCtmV6c48/Vh4y01O8mj/G7E4I02fpCLQ/yUvgfp2yOlWVUL7HrQSUeAVuEArWH6EQV4MaOyBJjPGbRqt6eP8mbSpN85AZiHP0h7EXjhKDbWuT02Ru5RMpGGWBFj7ef3RrDOHo8W+n399MGxtutH66b5tRtZZOnaQjB6wIqQDkYDjgErYmQwOUjkE/AtjwWtMciqAYLYij3gOAZboiVE9cctJ8j5dWwvMP//ndFsYoRuG54sKtwUPkz6HGiRn0Ic3AZxdDQJWFAWV5bD7RDCAKS1lbjHKJmgmG97KCNIuozFNIpU0LjgRQc+Etztf3mZZgF+lTD4FPyqxxXHYlE3LOw7az36iqlLkU6UQ5MYWfcxNOwhAeUwlpHfX4zJlzZLuNUl1puTuNxBNhTSo6c/pCYK6j7vr122gA1B6ImeWzdeya8yAjqAKujts4xKYH3OSkDDijqu1bmYTCuZhWwVtNiQ/P8D3FfCV4CcFxb9Cu/SFxAFWYs1l/bcs4Cm3eG2Yjo+GZMl/HWWKrjyFmErAwtRzn6WmKr6LiywjEuTEY8/5ORSeEK5AtXLQPMEH9OXNoZqdlqEIck06Xn888QX2JJ+RAjFK3IkuMOSY9krtXA/UdDQc9ViZI7U3Nltmqcek7yEfNIILJMazxrz4PS3++q0UkgeKQqJ6F3rfPL/sc2mDvGDWt0GMK4zl8SG0zLzNA8+MASuBFBE9j1/rbh5RNVpmFagICtzzUzSQANP0xZ3yVKVKN8B2lDfilmQMgrxoAg9Y4U8Yg17Y9XxqW0vLhITlkCl5fA5eOipTYtUoCHVjFhJj4g9NrEwn8hJqD2xCfH09bU0ENIAiQN/i9gGYrnEBkZiSKD0QJAar85z28A+fgIsg6xmQejzXH4xxzGPYwldZwuMV5R2GTZT6W5X7ppaWKlIxQq4FyaWsr1mQsR50Sf53rzHg8dWoupoTp0RKu1aGtVmw7ZQ5B+GgcMImeKRZRi9j2RZyt/QAh4NelqGmxyzx68IYYGnRlDHxkLOlzZamJH2qFbr472gJMUFxwqXnb7ggd+iZgEMBkhnBgzC7uMZPRzbTiCdbAnIKRbq3rhyCLk2tDuDQj2moYivNc9uPAnJtfSt/X8atYvfjYIiXIiRTtbK+QEKb2aV+LOL2/1RmUyMWFGRLPxGHnJbiCsiXzhEsWyOk/wiTbAEdlevUvh/OpvzSGX7y3QFz3Pedv4dVzTgwOvVcjeb+rj577Rs8f1gq8t/2WpqsPHOv7MN64xTBB+b0dFwkaMvmgASL03N/yz6VGgiC44OMg9F//jPZcG1LfIbZoB3JvCU+NoefGke3VxjhWWis5Vmd6UOh76AdeWdGeXUQqgZO1hqSxpLnagddqt8aBRZ7AGo68qKSow7GJUwWnDXLvM5BqeL8ZhXICbdPMlec637PnOZ69sQ4y4jiU6WgTQyHRntScLCTyGGbiak96wCfwJzzEF+A1x5dOQphIS4qxiPBeI+zu36esNue0j48xo1OvpUu9r1J/UceafoU2H2RTWzsDWb4CGW5hZ/+bdj4DG7WeXC8B0Ce1CSFOJuWhJlAIk6f2jFhfSitX53FILRqXcxqEW8MPpWyrdCT+RPoD5+2+wtT0dGkQMgyAFGYwMmLFZMqs9YxGw1ytyKpDU/Rn1JR1GF6mW8O97PsSM0rXYApqCCOz2L3LRm4qLd62FJ6WD8v2eky8tU1t3/pWjADtgD7VsabN1n3PCn/h2bSB4e++5Z/O9o2YQaJ9PfMeMD3H3bFt2tMwM/AiTwo0tYE2uNpozl7TN3D27NkguNc1R6OFRCtRp1TPJNCoQalAB0mUsE29bBqB5wGkWOnUVMtG6S8IWhayNh1ApqF/Z7DJBMJImxTjEXlUMZ+GmAN1CHqW0GQHs/TFfqzhkTZRxuXMwriMcigVbU+/P2RgtfhnaQv0CuknoxE+egRt52M85TuE/zKxCeI8AKnNhLRIq3F41XjPb7OGwj6I7ww6tNpuY8o1C4xUOFXYxTmtuVOl25xKXSW6WcQET3uWgzdTUAIEIC1m7m+ZmTBxXErSl6QpxK5U4/KfOB7Crky4SE8RIkVhhkDcI0ppGUaPWin1MgHzHhihplOmGMPIneqtlugzxaWeBxXhRUurKI2JPLZ34JimzL2mlIS8Zz9oiH1FaWB1bmBE9PCVS2Y9Agccq95nnUhrSRgKPkOIGA8LY3c4yU7taY9ckBHCwc38tV2aMMKwacCOocxdmFefnpXQEVLiX1Nbh9Dwn6Wv0qpjImyH6dwxMSFMv5easVsWXm1qv1xEJ6HHZAQSv0ygqX4eD/Lx4OZc1Gnmg/W0qzpbdiubkhOAynGLe8klZADaKu1YXaui4KxEXXYl3Wi8KtjQJj+2yUPKQs563KuzqU2w1UCC5/w00UdqMVZvn55QkFSGd5Zpy8Uxq3qPGJd2Mm01BGOJLl4myesvcNrurs5RgQjTi4VpDQHtaRDXrEMRVG1HOMoM5glzCTMR8I/ffJP3TXc/9rHvhnao+4jPgNah/leehQxA2ArvUZiUGsADSqBZLdpxOMa6i3q8vWaDmgiOyTT2nqXFrf9vm4uAe64fSESpCVyi4Qh7xkcG5FRxl7d3CmzZzF7ocxqjrb3MoDS/NhW9bO4wXNQSp5q7Xp/l6DUNLYjSUqzNfHSeStphVmavLej01GG4skoIE4ZmvQRtxSxdRzP0qaSUHczZSFX6RdvVxNapkekK285TeOUD30EhmespV7dJmfo9F5dFyyjzUL+NY+W7K8dFjU3icB8GpaQxiiGx8F7fnVwWcY/vETy+1x/5qmSq7/3JEiQ56wVNa2gHJML23X2D7fCx/nk59H7n27OffUfR1vPuq3eUA5VuKqV9Q/BcrU3/F/BRguS9aPVyh104qwNu1ZdFFnaQ0BuXj63odFk86VEzAEbyzQUSH1cYKoK0U02MtxdUI7yuaRt+b8gnYj7V+cOgB+5K5p6ZNPVf/Cz7FRRm4HyOJkQm7mgGaEc7eCJSz6wkGL3lor3JTqqT1hAQEU6cWOrefvOr3ZVLF8JYVHkdYKvlxJEIBmQ6tu/hd6oU550wvCCJ02ZLYjgf4WCTcOL0EveFbQBWr1UDwEmJB/0s+RerxLonIJbPfO/3422nEAjzFcyv36CdmjPaxhYHEUkdFmdZ3oJZ3H2y3335zUfdqy+NdWe5lhSkSMfMkdimdgMZhXGAicVRDwRWFP9s0eLM0uvhbz/czO7c47OtlOfiEn79/Z536fr+KalwRN9Mr963Lj0IX842IWeRlgRuIWCeDU1XApPOVjQOblUztM0TZDs6t2AEbWmDkOgWYzEJvh1QhGYKf4AMdIfjttB1HUf5zC/gvwLuo8DTZdZWido4GczQ5GkmTz15fJeJVOTEkFV54uQ5plhfwxQkdMx7fN7i0mlCyXNUqTqZsXAK+kvUvJTR+lu/xNg0Va4pfbaMdiIDMtJhlqjVtCdxdsakSZ9l/mJp0yTAG/pccCpiEraHDvK61uXiczz0UrjUvnvc8zU+mOM5P3yNdFOjGcewAE5biuLqfX2eTv+OelcvSNWkw43aPmf7Y9Im46+57LN5buYmtK0aWYTr8SLcOl8EcciBSsLUuZLWz3IsgeZmLUOJTUCH2/aNyaKmQ2L+2ZyBQZPqS1RRniOvSN+CZbRPZC6Jl073DMoBSV98n8QNMsvgDInu7lhvnwQiGYDEjgaQVGiItOURyBicUhBiAmmzpHhPSDbIQYVHZG9WXGot+IyoziUJs/oSz1CyW3358uXLqQvw7tfvdPcfr3VXLr9KdeUzlFg7HhXbXH735d0e6X7vj+50/8d/9190Hx691f03K8e7H//Zv9l94g2nFVd2p0xpWglnZSgRZAD+kv494Oij55WsMFy/s4Vn+AEKlk1r19a+jXHbFzK28ewvHuxiWZFDoIm0S/2HrH8AXBJNIBqSRUpgFk1bkFmpJWgyCNNxchHM4LRgORlMMYG811RxCTEzIR1uV86SWHj+5mYV5dBncebc+eS2aLaZUepYmN2ps3KB9OUlhJshUjXDaZiA2ZOGON1m+B11BoJQdARfBIfcUQcq7awp5oemrAJGVFMo7sfJCh4GCB4XZk3rlchst+AvgVX0VYRZDnVpTTOtN6vpm8ygMQ3v1xR0pIqo1Z1L5XefLULAY8UA6jpvecE45ng/prY5D5G+1G4BRAgbSXGUMXhZ2Vsif33asdicADKLRzZ8yYOf3SSmXNvbk55tz4oKbyveZxt0ToQeYlztlgLwsw1ox9w3JiaCiVjrT5czRdf+2g6dZ2o/Fh41pdjRc3KR041b+XW5kA6tpoHEJLIEGAQ/CzKbGrvNyknau2olJYF10rF4CiaJnu8zmCUrLKUm0WYBTuot2h4llJvM0nao4sp3vvj7/4Ql2453//fXbnaPmMPw9ttvdZ/5zu+HoTnjsGxwJe4myDSsnjYYtf0Afs+FcTHUnApC84npIzz5eMzhkRm/ZxOpTH4yR0DccdFSmb91GmpKMwtVhsGpfRptEAd0AongdJV+Aj/SxZ3bMYF03pl0noQ1GvVBFDOYw+sfZpPQD+31O+8URi62e2yWyWYkfZljvwjx24cpNRHGe/E4dTOsVUlfkhmJdpI5HgioaWpNWB2rppMLf7vamKa/neLs40qiyy6ycTyCUsbRw0lSL5i1Y3Wp510aIPgIQyy8PNx7VcrS9ZI7mmWYQb3T/TTMP1vwf/j5NT5gePpcl9jGpgW8gCgdS9vdM4vWB++nalXFiYcZQvueN7ClU0HUcgb6e9gGGRLw7ZbBvt0zzGy8P/YjgHLewPtt1dgeJwOk538a0bsfvsZne6wxA/emyh4yA5kTAwJwJN6sLxB7VQIwdNd73vmpNHBdRqXcrl5wYtyaIAf7hF+RMoYTzb50gNM/2rq8crObQP0VuY9PznWXLp9MWPPsuUvUVzD8+DTI5UdHn1OLvfckMyxHug91t65Rug1J94HLFwImVXSJZXi8gqBK1hB0mTAlMYBF+G0hS523k0XI9cD+nEiVTyHU4J681OfmS39vz8A5bs0HYTSCr8Wpxi7E4qSnXVazdpNhiQNqSiYtjZOlqfZT6zQ6r8HfMpO+X/TD/pmApallmzYxdYrBqlEY4rSGxmR8QDvbVF/CnzK5hF+Aa404qHGqITgF2+X4xmEa84yPpskWc0+sXTGPifJ0GzxWEOZ6CNEx7yWzjjXxQbPHkY8WK2zDDMSPHk4DWhXQSlqZqbhTxDigmSFm0JzqRQc9AXufd/X4nR/97zyLd5eW0j8/TPtZwi9aqfcO6GYga8PV22MH++F7xpVOw1uTKO1Yk+LDmkEhrim7FYF4zxuGDqiiq57KWeXQvtx988rHZHmfzevDidm7NWB9s/v2aJ8hIxDRpsieFAFFsBEQOFIATWCK0F9TnJqH1TUIU/tfPGFnOHCXxTn0WVg77zbrJ5jFl5r9OskYtG2IWYmvViTc/D7L7MYpFlo5Rtx9DYJPRSgYSzzr2KmF+L30pNHb2Lzndle7f/7M0+4dsu7MPVDriPqdhJnKDykCrmFWskmvhTReAREHB47sPRWpL5L1CBIGUYh5yAgaoxC52+Y7+uOotQuLCxC7TtPKUN3YMpRV2YKzJHSJ+MI5eADCj+5qCqnk4gNKqTGJTod0r52CKcOa5CbPc/an5p5jJ/boQxLeMzx/k0VynAuhv+siTNOUb4vWJGzts3mrWp6l8Edh0hKnK2NZNGaUtmWcbaOt46vFWA9gymozZUbK1Oy/MJeRyhCFgdqBmoRQF6+Fj38arhZcDzWCJsSGhBXwaEKn9j6jUW/BuJigRxuDqTE7wM9XVzeGUNc3OvExRTve18ZxiCGEYT3bVnBr2MHxXqnbELo1ygb4XaD6Ms2EYVRJC4e2xlwkitbQqOdslfJ65Ibn/Mx9Q8wg9/L7m/nE6Snh9wk7akLWNRDhUgcBxHZ8TWvNfIM2GL0dZyXmSO40QQmsCqnjReek04gpDoOqbobeNpLewTeZKmsyzBH4Iu15i6QYTRMCjai2zMXHT6G5YkjOmo3CI/n57BucNqmRcHqKdSNB5AWk7L1797jmMu1WOvlO5CAORK8vKVWDrtSqwbdfIuQwMjSkEIJ+F41rLJqqeagF1LUD4RAGkN7nvnzn2PrGSpKhdrHp1Q5cyFWbfRrGJ6Nbg6k5dJVgBrHBQKusudPaLUpaktcWOU4J5wHf0vCqOK+4Fv8Gr3YMZB7Wl3DcSksqP4E5CJpgk8DEcXGzxJsRsi0coHHQ9ririSoubMKQD2TMvEFY7lq7UcZFO/apW1Hp9AXLCCXGLvgQZkCbB3b3sMDyzaUp+G0AQ8Vgr9IH7wJPP/y1c7k2O/b124hIwVpNoHC+xriuy1DkuT3z6fc1Rv01GbN+nPO+uradbfuEFhtR+X344/Gm5njDYacO7X45b3vN0YfnHoguaMezefjgXTYnNuQ32FonBUR7/+CYz+0B9KK99/gepzbbF5HENRrCILhX4vLZqoc2UYzznFLLBUCcTReYoCGEUPHojmB/OnvWVZ6tsbiHbSyymSVohMNHiqQy2uPHTyZpaM0qKpxbJww2hYfbpd7GJpBwILCEaPhSF4q2re/fQP09fpw8ggW87qiE9x7dj5MzZePRNJS4qQcRE0cg9oM8kPD85r9hNUm+EMB9FTOh97lDf/ihJuBzign4rbYhVu+zg0feWcdXqFZstSRTjquASk2M8cIt12xUze7nLnivajdYQN+de2CNCOHbokS0Jn1hU0Ln+mpncEUGzVhEFtP/CjHSGghSzUPi9NnRQhi74InUxccIzTjEbVhTB4HXyQiFubCXCYWx+k7vl8jRYkSK4J1ELBOg3/4VigUH0cfzAqYxhOqETr0wuJwTrqX9BFf9x17ntZvMp+F37Qu+5RgM0POOOCz7n3UsN6cp1d926fBFHvN5bWwbkPt7aIvbeJPwjQkIkPbdh/vdxjUJ603phITBvpbczrOeuzVgtGd6kc9rn6Oo99yHDB0swD571YuOeby12/fbZgnUWH7eDwyyPgBEqh/A85VFB6KS9++1LuntcUNasX17eNQq0TyDa6Yp+qHdqlrpoidZ+h2ClTmYjnuSpdZm5iAMRuzhY0JpMI6kyBJScwZl6ipINJw3SUlGcgyp+bETd7sPfnS3u3Fnr/v7TEW2PyKwE51shwlfSq7nawY1+MVwG5Tde9zB7/eRzN/kFtXy2W2aiS5tWTMRd9vIC200JGgpcjUmQlYwVqQshGe7fb2uIk0jW5KIT493wsVr0tf0t/JgZNrxuvts/6KJ6Eg1Tt7Gv+VZCEs1LSdOBU74DHy+zlyFgaFFf686GeyA7EYcnvpWbKsmY56HhnWA9hXGQxvVTDzscX9F06FfZs8GkcIverhKsP33IuxiBI0hlPZVNKDp59ZoTL4zTB8N2rYpjCAHHPNG0I1p1BnPPo8e6jnDDMEj/j5kDOPNm+2p9oJms3lMM6Ftwy+RyNxe/OK663CgSkIPX+/3oS4M3tPfmZ3vCaB6JUI1ywG2XQ66IUD3G0wCcm8+fAOmzxfYStBlr4XILr+sqo29acgKwtvaeswYWchUNcxBjADvTFIWYazMW+8nyQdJ1piLzEDbdYtQpWE+O5IJUa61MEnGo3MYpnaTwen9qp6qfPswnadrrgJFbULWeXiMRJhnGrMSfsGVm/Fwi8jHyYfY3vwT+sesxXEGH8T2mhEWXZnHE27/Xccgy6NTXUompg9CT72qsnv9Ekk2Uo7RXtPFD51fjjceefrUGHX622tAEqXwM226jVlCuQMkdHTw3OMY9ZjtMTFLGFsRybFYJe1bbUEicu1Lka+cRATj/QAAIABJREFUh5imEMs2TG2HJCGJ6She+GxfVTkfxbAaLgSe+mzoW6sAJWw9bjajDHLN0miagWyOd92rg1bfi1WuWQYOOG5to1UAW7cptAm1vTGYrCnRRlasExnPg+MtHpogxd7vOhzHnDVKW3ynOS1lfhbdiHtNpa/+FVOWodWmZtoYbBGlsKprizIUSCWAgEjPJD3W6G8LgWNmre2xHoa81iQ1z2seDcO1f+nQDrwYcuD3vtC+aeE+peo8O+jvfcyf5siLGpTjjvg3sXnt0c/wbS86l0EDQs0kacD13gJyWHH63frssyQM9yb4lPOmmtoQsr3PiURhBiKn6qZ9UoNQBWVgtGPjLITIRPAZQoNyNudNbFApKLHxMDy4HYi4DVMTQebxeFPbK8+poiEWM4XAIbhtGJC8WIkskVdcWknrc7jN8u0j1qSwzeVDKDALQ3te9raM1cIl2XqpX578fiYbx4rJlInkM+KAhbkKR/F4Gy0oSWH9xyQas1LdNB3si0yypZ2rHZUmI9JrqYePvnBrROwF+iTaOGWsQjm6fH1KfUIw0R4cv/IdyKi2yHcomGm+FcysagU4aWP1x76alahGkGnlEjtP3s/cDb7oSFYqt38wsSwUFAdwzdMQ9smAJFtRGMlUaytGUFrB+/W4v3xoJ+6q5bTNd9SzwQ3arPDwt7gn05IJVM7Kodb03qdy5Iiml1WY2zbMCIaPP/dB/UHNpffbotj01+SZz/n+fvd7LoTXc8WmTrZ7GlEOrvPaoY99khAFlptOLZ/h5t4QVMPGYgbeDyHHDjRKYLRlSAtSe+hv8dasSRiUUfo7HbyfEYmkUsqKzEppV1AQRd2sDORiqDucXydRxwrDTr7ZpnKS0lc1doHVivbu0vZtTRWiF1wrE0gVKSSehCZR6kWXoFVLrWwsnLacT8BzXPcggifeT/9LNv0Y2BSOSyghMF2n7OPpNzPNNQ8AQc2QtCDpYYVd4atGucbHKdw+3teYb+AmQUqi9j0FRPjlHIYoX4N91YKsG3xVIUYiITloe6056a8SUrWvMzkKc9BcaNI6cSralrRmPybxwGxNWMrUc7SwhBG5zk1mvUdWZd5nv2EEzUywD2pzqdWgZiBD4xOJHCbrjrEWh2iHk8g8P8DHHgcVAG6Ntp797rle5XVcWs+HiNR2OM4bMN1yiuq0VVspRmPxGwWI7VE7kdGtkrI9MuJCQMUg0oAjhJ9jHhaZ+23ADIYbOzj7Z/hl+KXD37+ZVxSAyzxozKA9owG/qVDtd9vbL89FksFhGzPwWJkBAJI5AiGIEEM5EEMQAPiQQcgkhmxZkQ50sEZBGB7EuI+Tah/VcMciKCmEItFbnMTsR9RJmIDrCloaTeS0vNYq2ZBrGxRdmZkmV9+1GnAuMm9/bc3wGdIGO2hysghCKSSCF83xPsJLZt/ZF7cBYafhTfMpSSZhheBiz9ovuYOquMhg35QidQ+esxwTgY4vuZ5CVcCSqIwcCKP2zqjCjQhBRm1v2xH40/c4aLlCGWtqv4uw+GyfkzqVQwhwiBcFZ5vb7s85bw3RBOJpXyP6LMvnecah5snAKOjfholeRomAtdPVN0hJ9joXvZlg2bxM1NGBiYqwgwbgXAtnSNpH802EkSPtO2UImSORF8lWnaVpZEdnqRpd5UeYO+E0abULn9P6pfY0+M57h+jQ3tgh/jfmUEdkoA2HHfdx05tZBs9rw5eCDAUv8TkLArF5vHC3nvPev8W4h4+HGTyfazVCeO9j/jRHDge47hr+Xe/+xk/zOguHxCcAETXC907PPe/jNQ1hvU7gOHASmFvZxziaXFGI9GMZRSIAwEgELGaADWpW4tB79OIP3qdKxgQZnUpBD4kr41TqtWH0HUNXaWO11eSWcoR5XC+6NRaYPEUdSc0MJb2pvVtPmBE6fbubWcLHYGIkaq54YCzc8R+zzbx3nRRn223/dmBG9qOpiNF8QkBDY9kzvfQJAmnmU2aQhi9oE/MCkZL9XapD1TjJlKwvqJ2rSVR9Km8/MOnfE+IE9v5uhGAbKskIwuDR5tujkzCmWuMib6ntPiL4EentD87YJn54RwhTWMLYctrvcfUU4mchHY5ljHrNIADrGZ2rahndcIhG1BTwxbjwrHkJTVvUhjZZyfU0Vf/VGBJ/6R2H6VsEBcxA0+igVs0aFiZem2pL443x0oE+CnCU1iTk2o4SZxF5E1pNUOk0VrhEO8RfE1OLdsiUZcKOp4KlihKXqdsD68h7wk4D47aFjWQAjmzDjT567lv93d7zvPd9o2c6WO3T7m9tbMwhyHHk43Mbh9RpKLDKBqustkLc6n8bUO9pjMRVmEoyHLbQAXDbY9B3nd2Iiig7QMkMsbjwSKgwUQIdeZuoefgTooEwLRrVOdYJ2sMEUl+fwkNWb7aIh3P7V7bmut/83/6X7uRrd8kx2O2uUfTz+o2D7s3ru91Lp13ZSY1A1R3nH3MTGkELH/vv8WHYNBg0OHiN30VYicf2S3w+h9QsiLhqFYjUy9SNrPtc/WojlZl05sowLRtPQiHvFNlloMKt0rsN7cmkRNKCuQzLsKyEJLxDkj3uFfyH8aJgXBpAmYjlB6ixPkTyPX0u9kV1W8mLKaDNX7NLiWTQ2JhXMFP9Lwnd0nZDuwqCmQnTm4uYhJ9VsExQ2idPZHJGfw2qdrSOMqMCKxmBx+zv7lo3xsQp51LYr5aO7nqO6T/vbVsbk9oPDr/PF4VKmXLCMHNkwqT3qeHwhNCzJprL4ZFLQVKam9c1h+Kfls6eMRN8WEOUb/ZBTSK8T49yKs8Lu3+GGbVD73t7I3ARoRF+qUf13Hb+eXsfXIjvOgWHax/KRQW0AzYJUjvoTZJ5TqT2XStI3hC4UmfwkYBEQKWo3DlyC1SjfTqMsO+NGiA+IVw0GusVYE7IDKLV6bGW7FBDpiEQy6/fvXcnS8Kvg6D//X/5692/+Np69+FLquAsdrK4063wvv/hv/5fu1/4hX+hRxDz/4lAsGisklLNSSRPhAOiLQLmVXq/swl8ia/g0b7XhCEQtpkMdoTv9kZsb5EBw6RWJzbd2FBdai6wzPwOTrgDZjmGIfH+ctZhx1spmf5ZtORA5xrmThycPDM2e5OUA5u5b6avt5H9VhJbaV8+gHKW1tjYh1r+zL6V9mi8PjUq1ADcW45OLQAGaqXjUWenygSTV0CEh6XoM5mO5zcm5fs1NXb01WiCAfv3MgM0KZ61w/mxmCtlYlqaTbzxPWGu0SiexXl/Z3xisvVE0Tp8ZK9565wZn2XehuFFIya3b9/m2ATjP54owp07dygPd7pnvFS4Bo8KB4afP6x9lOYx/DowpQ5W2MhBUGXTlrQTIkW76fl7mfw3YgjDgzv8vRrS1KQXQKM/7H3FDIKtPVKDsrw88FQVTNs9xwHVXX5Lm1nRmQEyySWp0ZzeJVlIwMYzzsDFxoKQvE4iyxwDnHybmzhjVAcj+Zo/ofaqswdKOxFRUQ9CVWIQeQv6EpxpB1IKRwfToqraliKBatysGXHwDNtw//6thP6+8s7d7lOvHe/+0vdSBWn0MeosdvsmWsDsdncbZ9f1W9vdJz9xCi++eQwW/JiE0ZTpwlp5YUo6JN2i1gchhYfpPY0R2CT7pNmh3qO67WQgk4QM2ynxJK4x6gwuMz2YiVYg2uLixSQ8PaUGg1L1EUzHMo3G6Z2huI/Gs4On2xoNtXBO4ZP91+xKiQhyDxy/KAdhCvEqHjIAYJNO9JvjUXa6hFMmYqaW9/eMu/5kS2sOs3McfCSMAsRwPoJWT8xDAifJ9OQFLlM/TvjQ0vejLvKDDyHjC7wSWnSyGnixj6Z24ErXtD85BiKbgBNfLE5DR3bWrd9IhWzwy7wRtQ/x4OnGHtWqFumJGNJvahS2sTfFgMRhZ9UsD3ueb064cr7KDCHMLeaxmIu5yyI+yw9vdKeOsXYp47+5cq97cu9ad/rEXO/uMdeFlbNZY0K0LFqwDba90ZvarUKpmJXvGt8kM871DuxITbIRcW1UFUptnK1xmcMcaiAsgHigfxuRHyX29rtJqqxW028eK85fDRxIM4Hdg0WE11fgx3ebe26HtFltr3bylsTAPdNT1rdjJSPy1auk2LHuKeqTS389BHl3d8jqW5jqThxnDUbDMSCI5cZ1HJXERiIgQazJpyQ3EUkVs2kjARhqpPakBBwVmWs9HxNGAuK7Y226rM6cNSIERixM09UR57ZEjUTbuYuKr+q8yAzGN998u7t27Vp368Fs94s/9292o9f/426SENUY8yAmnu51S8TNP3pyqfvHn3+ne/ncHlWbSZuFastpSDsYix2TZ1TDbRgIiUwuqSLcLCXGsajJwKqI0doJLAkn89S2BubWL1AajTtbzrZRoOXxymr3tbfvs/4E04WtSkQHN0jgMUx6dmmWOgNPIvVV00+cpG4jy85NMUPQqb1KdHSVaEc1jVm1u0yGgV0rQWbMHdqaTdp8D46TzLu0M9DZmD6wM8QqvOeY/DXBeGjOGYVx7Yc1StvZB9Vnp3mv01YJfh7CnKDC1BPqIqgMLLD+xSiE/oiKXeKZE59UsZ2bsEmh1oafwUtowoSw5oi2xqLVrmHlabOm4TQ+iBlnRQJr9DZgSt8puKKjUc3CJCW1SZ+n4AJgXKJpaVn5svNdlGdtldJ43D8/D67hd1jZWmYsRyD8g+7WzavdyuMH3WnWpFi58ybJaVvdxqPb3f7GvW5k6yTJXNRn2MSpCd7u6Dgdo6I0jM7htUyeE64mwY+aWIbfYb+WZBf242ZlSbAuoRUuTMNUP/xuIscck0Hciqh1MsnFe+7GG3otKNc8b2sE3s4NM4f6fqgZ+DuAkpr6TSJr7WqSWa5vAY7YeCI3AyPxe5+agJyc5ofYRJhtZhh6zVY/icZ1IUUuNYD0B0AX0hZR+74QdWxMxlSml3ixHmb94voH4iHgZTy7vFicL3MhiVF8d2uz9pS/hqpG4wST6DBPGCSrQx1ntWhVvDfffLM7cfaf60apZDS1/7BjJTMm1/Acrpmd2e/OTTLwK5Zvrxz8KfLoi5k6PiV9ohXJEIQD7/e8iCtD2uedJsp4ripLgayhQZmYO1tpIM1r+cbBORNYQKoNFoS5ffPr3dWr17pPfepT3ctvvNFdfefN7t7tWxABMEGYbALXG9efJLtweoMqTGgJZ1nAJtl8ealt8/2+V4mkq9yPjSii8OuwWSYTk4m4WrcMIOtW8Cz7NJ7sRwqZgMNJNgJfZYZ7hGvniMo4Sg9YRMe1L2T8LuBiRMGkHJ1sbo+fPCAzcTWM1SjAxoaaVEBBU3WaQuy2Di3JcTbpiwZwAe2nD6PkmMSBiUlhWTtaynGKxMLIN5iTMgt+CPcwDhLSUP8yBgmHRqsR92A+riFJcdgDzUtX4dLMQLNcxpe09uR298D1Nijl9u7bf8xaBw+7l186n7H96h/exccxR8LUJtfd5P4lpssfR2ODfsH3yQWYQ0ymcqDLDDSOZEspvKIGVUjQja9LGI4L3FlVdorOTxIGiyQG7ttmZQxtw4TqYaOwf5qt3T/8nOd9b8eaVB6+LwTcf5R0pkQnGCYyS8gMuGElZxXap2Tmgawb68v0az8r7Ewhqa07OGUoJsxHQi6vskA+4LoDGMw48+yzuGrUKwnFfzpugpO8S6oDoABxRMSWkMKsWhu5hjbpcHMBFM0U22nYUS1JH4Gq+tlTJ7vlR4+pinyie7CMFvHkB7s3f+fV7h998c3u1Ytnulu37nZ3nox2j+cthlFzRnyuhCr2Rh2UCbhClO+nvTLWSQbcsFsrfhqbWzEhs7Md3K5jTWYQGIM0yRKM6bQPMd2L1qj2ePHShQy1z7iHj+PJk8fdInkGj9bI4qQq0zQx7w1Mh2OsIDUyMp2SZZmvTxw+M/xoj4gXoWr0gt81junCYPO6qP4UQhzB9yAzUKtSemt6mSqueSQyO77rm8t5tok5MxD6BHURynyqNR8DJ17qSlm23RDtrVu3yARd6c6cPJVJVTIOfSFxgLp6FEMJaiVTNaq1+CZDhzlrNgont3EckCWAYEL7Tt8281GTkAQykJJ6UmEGRilG1c7QIHRS4l7lnbyPyWaTOS8MIFDRkTP6YtYw0cbMgnxyH6Z7DSJfwNTZ6B7cusayeFS7ggHOsKbEzsYoTONhYKHmuoLD+cEjMmPHXO7wTPxXpoabAGezt5zjArysHrWX9UNqG098tI/Buyag22BhCUctBxjEdtxRy2BJADVQddHz/zbNYJiAvTKIl0fXvp1v59p51bKo1H34xw7HvufdWcyVAVId14FWjr9CchHAMKRe7Ra71Zlm+XKs6QzWKEQ/MWfGmaqs2oBJKs5F0IHEc0JsvE/VtSfuNFejmi9qDlYa6hlrpGrpBqXN2AbLb7lfZI6C1XZkLGorTl7aH6HUF4SqGq6Eu3LlZZYSQ1O4sNQtX5vszi++1n3PX3yju/Fbv91dWjzfjc2Pow6j1tPubaSf21Tm/DPuQoK2ZXjCn5Re2Jy0KaMXQtfmpqf9hKdM7jFD0N6HORRFWtuxOb/0c6g+m60nor32+qvdjRs3CDne7V6+eIFkKmb/IbH20NQmISqXnIvJQCNsp2Mi9fvoaCgZjsIfJWSpy4ecIIzA64UzUrg86MVcU/gl5kxN9bay8lYWnFnNMnQmZE0i8cUdtb9bt7Gr0bj0Mayx2M3ucq19kTRmmMzx44sJ6wr70uBKMxTXAlM0zLv3bqY9RWhtPYjDsoB7MKkIBOAsYUvVmfQU7RnatYw7xH4AMxjZc+KTOICpwKSpUTSFmIEIHPmLHGiSdqkZrK3d6x7cudFdv/YuhH4PXw0h5P2L3TQM4ylmzt3ro1k2cIwxdAbsFr6tydEzpK/vd9evfi3M4MJL38EkOgvGllkmQogW0pT+m6PbuDHWtujIPgMflRsJY+Oi1tpJh4zfck33kk4azzbhwL/P5uA2wvayYabg90oNPZT0hZRDkp+GN0bg3kFx8NrgbFuevN+KAegVllGJjLVU3BiSyZCP9z0FeY4h5fT6G6fXlBgxFKVEgIOmfBmIrQSJuuxvkDragqMrE4hk5ZxLsatB6UQUyjFZvIfrekZq8onScQOYZp6Aai5w1Tyz0u8s6wVOIfE0yeTU209WukVy+rELuo2J492xfSTylavd8rtXu2mQ+fT5433/+ri/bdKMYZMh+C003R/fwOnUjodb0Ha1kqiOMIBJFmYN4+P6hBpDjPQXbFE6CwejHVswn8cQzuKi8DCe7Ut2u+s3r6PVHKdeg6p4pSDrTxHey9Q3NOoQ1VNnHKhSOTHFLEp1pnUQj5KxCo0AdX6Xs5Ex4TluMmVnHFpazaiAGtWmPgE02TFXBULFX3vcmIHrTFjcd7V7hJT8wAeudCcoPfcIW3sNfDEBzLFdwTbfIHX3GG0/QNuIKcPYmPXY8Mu9W+GwYw5O8akNOhD91cg0hXKwvutv0RQ8YPz1kQiDPRjCAebEQWMOHDs2y6I++BVMMTZqsCka8aS1h3e6lQfXu80nd/EHPMEfsNndu361u3zlJXxGZ5JyLL1eu32vO3vhQneeZQ7lI2v016xWjIJujqzRdZjgxNQScEebxMc2BiOaoP/74r51TdVo+94gXPtcc5xBkWS8VGLXEx1Hkh5qECXA4LxE4XVOCXbTC9sL9/6Rz+6epxl4v5/aipkUMtbxdt5jDkZ7fw3IIUPxfpG6JElJIq/xd9MekreNM8/VeexTVmhGo3CKslzYBVQl0D21D9RD01vVErTtVbW1UdNfpYU+EohFuOxt60xitWK6MYaqOCZS0p5oVTqbNB14jjX3DMmt6cB0Si+I5KDZDqvw7JiKjPrqcmrWLDhAOVunTU/v3usev7veXfmrP9n9+v/0X3Uf+fCHsUNHuhtIKhlJg8uE8wC0ToKQ/bCGGfbf0WJymtbI1ssxxxH7FW0KR5waggRIPxszKBhWGvdNCN51J2aoahQJi4d9kczERzAHmeXVq+9Gdb5w6XxMgzWiCfZZZpcMRQjDDMADO04r3JKwo0RRbxW3+i2MvGekaipFlDptqxZBlVBTlZeBVx6BY652ILMK88KsyTqSEPUHXr7Ck/eR8LfDHFwA2EiBFZ1PTLLeJdzJiV2HDnS1AvHQRVc28DeUaSGRl2AoAREfjQKD0GXDt8Jbh0KCs/QaNBXObFTLtHUZdT8uMTNGu689/ENeV89K33n3JuN7G1Pg3p1bLCH3gHqZL3eXMNGuf/3d7kt/8DgmTq6FkEfBu5Pgj3R5FY1gBIH38uXXWYnqeBjBCKbCiKauOIvw4iZwHzMFkJtKHXOs38b1QOtUca9Kq12mBHVQ5fDeVS/m5bF7+2IfNkb+0KtUgyd+gy/DhP28740RuPe87bGjAtz2iBy2R+JUBfVje4tX1T1eK8G2e0w3nsnS406qIQaLnTSDt9xVeyesGEPfRa5WfUhmIN4mZg+xyhB8Xy26WmrWbrQTOSxME0feJEAdw+ZsefIOtBqXWWzJSJPhwJAM2akqi1y2cRkOP6/Uo13zOILOHDtLyequO/sjP949/pX/vPvKl3+3+66/9lPdjS99qZu/dLGbWtmllJrrNNQ47CX3f2iMgI3418yvgb9AJIToPW7f9hhLEVptqMyEJv1oOYRQCI55Q+Tj0aObcd45k08ertQVP7TL58YXuvvUXniKB/8hy9dNTZ3LMnYS5yJL2ZXmxLMj+e11jV9PEiCmoUY1LYmqzolYMi/HtCWKSYhbW2VuWJgkazqi0Sn5fYc4smVyFwx3nVwIJafrgRr6W16WKLpURna1aGswiFepbWDvGXsrVdtmfRMyEcdM2CwzdVze5LiqxSoA3Dv2Pjv5JFygaAs+OsGJhk+xgI74mpoNwNn2VUSlaZqaVh3TqGtmowxpkXqNMgMXm91iEpv1JS+cP9PJjPXd+NwLFy51r7z6Rky3r3zlK93rr7/eO1CZjYmZND/JzFeY3QQC8Cnmw8z0AmHoFTAE/NSpCk7bThmZODq8jT969CgSQalp8oIfEU1ppdfVTjTV3M61jwQoAmchjvfZmoQaSCquHWYCw7cOH2/MoKaBFuHYRtvi4Os88aPqHVUunLokTOPU7pcokqmX2wF8/BBnKCra6poJGXPxdp+YU+tR00Ez4LMHovEk6htqM/aACzPQqVTqoZ7ZAwmG2W4AAJUWRAGGkFrULh2DKmp8A7Y1BdbwTmBARmISYDQfMA3GuXeVlXAN7y2yXNgMyLN/8kK3yvum/sJf6O584Qvdwl/8vu7U5Y9SlQcmwEKt1hecAhldMs4VncpKEIFlAkNagS0CJoEHfXKfqIJt5aMZiHr0HmaQFUziNe+SzDKbKdN7eN4fhqCs7GSFadXpt//ky90nPvIRtIapSKZHOBUdp+lZmJq5BxJ5r2WNgv0HrKEoIqYOgHvkpY60OOn4FcYgK1B0ITE1nTy2tVXqemt7G2txNStdkfwlzh5jGrhVpdQIz58/n7acpAL1FL4Eo0maCkYVHPNR3qmms8OzZXKq6hK9kYZoF9j4WUGadnp+WDOIcOC4i8sOptVjtmy5FL0+p0nwZZtp8uBXYA2TEJfbR6ZhiHYbtX0b7W1rWw0bk5N2rWJeiW8RfngULZxjxMB5K1/66jvQ6Gr34z/+491rH5rqbt/4enfj1s04nl955TIVoZnwxvVqBbPzpwNj62tQE76bJPSqcHBimwpAEyiNgscvXryY2KpMoK2mJEJZ4vsxXPE3f/M3E7/V9vM6EcpNyXASe1ebLi8A+HJxkUUmIgBkGB5rjCDI2CNrG9Qk4bANMwKvabZaxdGL0Jsm4L2elzsah+55QN41EdufgUI1OoYt6YQhvbQblNdeoL3mpKuyut6CIbrdA+d8I3U4vkn4SnPBBByRM6XFYTZrZCHqQNMq1LYVOV00ZGYGpxWAnyLsp4I0jQPp2CLOKNNZjXezJJoDLWKZhKSEsLyaPLkb3e7uEz04TQm2XSTZORYSvXnzdgcNdbu8Y+SLX+wevvsusF/ovvir/1F3gvUANOCWmc24+coC7x/tblJ/8dSJhawJoXMyyAzsplGBN5HUEoI+ndRrDJEVs8hejQ+iW0WCuiCJY6Zm6Ji5d+VjtxaCE3G0tVXFZcJqUuZofPSjH2VBmAfd5No49RCPI8HuxzFnLsDx6eNJk/WZEyD2rkyGeyW4MHZSeHfwjruIqn6VMcq8iQ8y1HUcvVkBizRutylgugTRj9AfVX2jFhKWqv88fo+trafduXPnojG89fbb3Yc++MHu5ZdfDl5njUwGbg+cefzwEX2ivgXawdV33+nOnzuVMY1nHoam2bKOmTMHHNWGnjyhOhYan1pRHMZKeDRJNRxx0Ha6ArfHN/FHGcFSe9ghDXlVH8VMrVDmOfusna6zUl+CI7KlFgF9icR37t9LctETmNUd4HiehXknwWkwqLv7iAltN+6zMthiN3/iQvcb/8/vda9cvtQ9ZG3OJdaXWMPMzBJ94OX9B5TnP3GW9o90d968xpL2l7uXXj1GH0rb2aKOxAhtNkK04xT0kqHd2L/3K//+L9mpUzggjB9LzKofn/vc5xL39pzLqF2/fj1SQk3Cgh2mQ3796lWSIG4i4aqDMg0HXhVMxhLVjcGNqtgTuAxBwm9qvuEhzw0zivbbY15nG/wcvUYkMe5Pvfdw0Fwnw/EDAtRko0o1NvxorLkWYjFkqtqJ83F/M4lFVizegWiyUjEfVTjJ5QH91YO/isd/2YIZMCILcRqC3Y4PAX86CKSUPmGYCgZlxpjLgakU+6nyaa4F4DLlSE0IwwlJxvCXWert9BkrL4GoOA/nWTfwdQZ0600kAGr4wbkPdQsf/mi3c/JY9zYEcIdiHOdPEUpC+k3oseP520gkE7KElT5C3+qxmmWpFmsxUe3u8gNpRjh92vUD1kkzdr6AC5MYphTpLfmc6MtdAAAgAElEQVTuGDVGLRO2upIE08ZT6FT+As5Q2mI8XqI7jmQSBzZR1zUdCid4L+NTpptj6bwFj7lCtmaTv9FQgKfX2I9IfCMdMGRDhq4cJeFbIFVmLON3laktGKmpt1av+vrXr0FoM92nP/3p4KjCTIGhdnibfIivfvVNCOVu3gVboQtoHNY0AA5PWCav3ls+KiMQ9leTTjxu5ckMayqxrXOhBviU1bU1NyUwZ6ua7+II+M8kpQ1gMI3/4BhrZ55AGKktSnxebwrJLoyxCt/ULNdjLrZL39QkptjfJ7w4AnP5jX/wpe4RGsEdFtf58Ce+p9tH0v/xn7xZGgDMf44EqqXjmGVqnMAx0t8cGxjCqdPnYJQIaYroWAzGsGK0EpipZf3SWo6RcAZnooNW3FXlVvU7hVr18kuknsotadBrr70W20RiNEtOreECHsw33ngDyUtikivj8HAZgPeIPHJB1TaZh799sYQUwA59XGDE7ajp0NRAnzPMHLx2WFUcgyA8b5ZolEzeYeGQcWPFZFet8F0iFCkZqXhUVeU2RQILiqZghhEE1TZiutiMmxCIVXh0LupwGyE0M4mEngJW3AEBr3cPdlDtAfT8sT2YwPkgiG02NViCmlwqjUgHULQcyqqrdahpCHxrDcxOUBGIZz6B0Tx5TMwbyTYze6VbxxTYWMQM+cN3uy+8/Q+6M2jRJ2A4r3Ptrhwf1cKVgkaYgvsQ7UKzRmVbdVxUjJONfgS5Zw3NKs0geoqlCCtdirZVQpwFSYtB61MEgsBA291wrR+Zms9pH+Hv9RKr0nYFRnDA3rqORhnGQXy1hx3KkE+gmVXpd5y3qM7e5yY8soAKsB0FqTV1ptE6JHpVflVkQ4Wt6pJMzGIvB90S2lstgiOhyxxc7l6H2mP8Ah/52MeRrFMIszfRsm7GTFCCi5dfe/udaDMvXXyZvutzUPNYYmxdd2Kve0Ry0mP6ap8cSwlWvG4+K+HlcenBvhdOVwKT4WXxbm5Ws7nMK68JAwY/hZ1S+/YdwoX37qf/Mv8JGNW16zfJz2RjzDKzk/tPUuXq7IWLjPF898nvfaX7e//7b3SY/vQR7ZPx+43P/Xb3xgc/0r320e/qlm+9g6mxD9Ngle/uLlrMWDSiLfxi+lSMlMwf05lJxgPCj3KdjANCqddmMiD9Nv7YDC3SYY09K+2tJ//Zz362+5Ef+uFECm5cv4aqRkolkkRV7eWLl0J48hM7/JhVhZtdL8HptBHh3Bx8VbfGBNy3403S67Rxa8T/PKbgc9rHawfMgOdpWvo+M89kBt4/pj3fTxiZpc1pD9faTjm1BJvEELRWObQhMgd3a2MHxNlC0uEQo0CEGVwTSicIaQFkPHkCBAUZH0G4ptKeOQPHPfMKg07sGCTyuSOZRYdpAiHZZr3gSrKDcZ7PIqFbTHnWfp8UGYDvhz70kZga92Eaj+H8a+9c6+bPEgqaYlLQmcfdFUT9AqGihe1j3ebLH+9GiT3fvHsfj/Gl7gFmhUnHsxCdIiwJRozLDsiddRDpsxOMNBJC/L0+qDMtMDEC0Z8z5Coxt7Fo45P7hpi4v8NQIGTz2FwARWYr87G2gkguA7DvriIdzQ7pVyXBDvGijadsTNVeM0zzYRMThS8hWJdoU1uLSeNA89FUmZhgZSkYxMoKhMk9Sn/HQuffres3+vdDVCeZFg4cLBxz5coHogk+JeHILErHbwb130w+Z46KGzKY5hMTDppOCiP7KgwaXqsdle1POi+5As5MFF6OtY5PzxtSNlSbFZzAMfNbXH8zaxviNN1AaK5xzQSajIVrNFU2aNsdGIamL7Kpm4Gg54+xSPCpc93P/I1/o/tv/8f/uXvn6qNuC+3m0dNdNIVXuk99+HK3tfqAcOJ6t3LjNoL8WPfqa1WrYY88iVFwwrJuakD/X3tn1mTXceT3gwa60d1ooLETK7FxAcVNlChRFCXN2BHewo6YUIz9Mo6YF/nVD7bCH8JPDn8IP/nVjpmJ0Yw1HGsZzUiiNCIAEiBAgCCxN3Y0gAbQ/v8yz/+euqfPvbeBJrSMpzpun3Pq1KklKzMrMyurSuxJEoVmOFRH8BMJDkbosGazRCjmcNlSGpGbERGgMLrgM8/ZizSUE2tIh+ELgwbyKMyAjgBYpAmdHdFPgMOIY+C640lvZIP4SBe+4EIwx5sZuIJw5mHMAI5qZqCbGCPHxK1iq2uYhSSeQGbVO5bcauTYIHFprRaUPHw0q+n8/eqcdEsmzQLisMq8K7GUQ1GuSI+7eX1OcTerG7fS6Ld67eZqx67tscvy7u17Y19/zlLEAAi7Y5RilOXcAHTWsD1I4opRV+/ZUGOaw0rFqOZ0uOpt5ssleVw+KWeemzPVq6u1/+G9ndXVRS1y0Uaqa8av6ZAWrbE491PJ9xura6wnOPNZSDfrZTt4MCPPMiHYtHzX10gHwNAZ52GKkcXMgwx5IPUYMw+qQPiWqA+DUDnYBJFc8ePSV4E//clUJ31E/yD2hvVchAcs+Q6EZ6fmDTB7we2SdHFmF1bLFuI1Ij4dCoJEOEIuhqbFscS8xaBWixvDoDSjc1tGs2ntnQjzwmh3R/BGMriPo5H8Pu7cpV65j+W4XKPZm4DfkSNHJfXNVD/+8d/FydrsI4mX35e/9GYMbrOSMHiPpMHzpfPnAjc2yCby8ekTGjGraocs9iwfp30hQSogTYyPc2Ymuz6L2Qu3gAf4iMoEjAixdZrqGHYRGYeBDytdYUxIWB98eCLSYluAWcRp0GJCa2Q3QPKaQMUQIaNKTApXkUympLIhXaImnDp1unr99ddl/9tQ/Yt//q+q//rf/0f1/Et7qxMndeCs6nhgp/wLJDWu11Ti3GXRiuxgt8TYUUfZa+KBZnrGhYMzG25VW3SyF22ZR1JUuTAK1qIki5bKjbGIQCMgbLghDWNqBuLAXgAQQBgMH1whTpCBRq7RPBjvLUYCNLgreVl0NgJZPeDZDIB82syA+jgukLiWDMyZPVrFOnchDPGkAflhBrEFulhrILYIkesE+rWAu0l61bgIgNEML7RY1MQ3yoc2PBRhwvUfBrIvVGdOn5I0caO6oBH5sub4Oa9vj0aTXTu3VetE0H/6Z39evfryK9X+g4dCj0ccRE1BX4Qh0mZGNTzF4BQwowlRht1pZ9bOVp9ePFmtE11wWOyV65I8zl6oLkn8+/nRI9W7R85Wm9Un6wX3K3JCWNw4LqPXeHXio4+F+Bp15mmfOl2i6oIMQuJ34UOAeLhGSM+GpxAfsxsx4yKYIdnhA4DOv27t+uh/2s7ojbo0IUmD51680qVom2hjhoHzEvsbTKhu9AFE/EAed7zHWIq0kKMqFnf6KAZ35cWoqZ2f1FvYDajdbbmKM+05r9OT6POFwEsxMdYQoB5BiJoVGluQzq5vwVtg/X0ZuOd18Oq//6M/CgmAxUnYtn74wx9Xr732mto/GduA3VO+SCyRp2ACg4B5nz79SRgEwVeIi76P8lVeSJIifp6hCWBiXAc24yLcfMdgiGNR+m7E4IQqIknxurwFmdeEGcD0+R5fACToTWJAL+p3/KOTYWDGEHxbdHdNeEC+E/M6h1LeV9DL++/9Qmdz7lA9q+rsp1rhqjasFuFfvSlfiCkxa+0UfV8du059cC9wWfYdSRazm3YGHof6LiY2rs1cyA87ESqMZ8hoj4yPadgJ45DmKdEtsBtMweXDICTfZzWADAihawso0+okgMnIAyF6PphOAgEAJIQOQ/BIEgintDQUxsK1VBO6mAKdYGLnWwJ1ifoI6cLfO5iFHhneNAsAM8AoAyOgkwM5xci5Ikaj18GBMTJOam73geoLslHnR/JrX6t6sjoO992duw7oWyGYXFtPfnRUhsQ5ZuNkUL0SDOKODlGNgy5wKtEImMgma7EqhNGL8pidwE0ZlWMCJ68gHqkoqF4y/Dx74KDyvyAXX/mga9/DqQdHqy9ufa/62u+dqf7jV+d1RuMNLV3eWH3/5FT14fReHd56QmrFJVmRp7XISSOMmo0RDXjDDMZE0BhVEYUnNaJI0I8+gOHhXYqaAMzQz/GFWNSIDeNaqxV9wABrO/gQ/aF2MRuDKkWA2RIf6xckaUBgixoQODQGwmNunK3c1muUBx6xrFeMB8Sruy+u9CtGxVRhsCMtBOGwBJhpS9QDmBNrE+7L/nBD9gHqOCG82SR1DZyAQX33u/+lOqVRksHr8pWT1TYZcWE8b731turGnpK5ZwVSQxC8DLZnzpwWA7ld7X12ZzV38TO5+2pXYaliN2TAJU+M6eGCLsYGnHjHdvqEtZpORjIJ/BNcaAsqInYOTnnmlG1wABiDnzNaJIWkMil3dNYnIPngAcjqSgzSGjZUh0uSBsSgNFDMP5R6qLqxqeyU6OOubHL0KYb9M+cuVV96/ZXqvSNar/LC4eqzs2fE2IVPgvXc1XMaZMRAdPZnSPrCZ1RnZv2m1De0KwbwMe2NoD6JNRIMEo2WwAQv+7Ux/YaYn8sZr2k+mY7ctm1LdCYNh/Ohr2F0AciIRiAMhSRypFEJAieOzuYeYNrwYiI20YN4SBptJlA+J6E3HoV0CIgQ3Ff1QmclDSNddIBCSAa1RIB64280FgZHZCRiXn+V2pjr/UUY1FOEqgFdyJsMEhHq3KefyJAzVe0/JL30mV1ihlpddu+WnFHmqp17GMHPqJOuVDfuHK1ee+OL1RvPvRzTPD7cFes1RBhz0iIepiTHlS+jEVNXl85dVmfi3LW6evOtr1UfnvyJxENtfS3f9UWtEbin0eauOP4DEQajOxb3D46dlI68XeqaxFmNipOT2ndB8/e0KSQD9fD0Bj2jn95iJ131jVSFMfVltF5GTAylMKm1OsgFWIYdSO0Pp1rBdF5iJE5Y9GXZbyBQGsfSz4Tl4RAisGVkpc/JDxXohiz09OUivvEhEehjjfLRX+w3qDJZecgR9gTy2bpFRjuIGP6jwm5+JseZ2shp4x3SCKP/yZMfV1cvaTBS2eT5TOy5oOXgR49Vh/YfEMO8Uu3asTuMmR+dPF394r1fyYb1TLV9p/pRo/DlOS3uEQFifGUJMvp74K6uDGqsGUlfmzR+G6+pKxIIW67v2K4zMdUmpKDbtbEVBzevVsWjFzWAQZPvwz2dSWIR+eKcnPtmtwcTYYp/q6bvgde5TyWFXsbwvlgdfP5wrAOZ2bwjcMpqOc5Q4Pa8HItm923TqC8mqYGBvgk/BzH49ZxArfyw9a3XwDGuhWQwsjHZqu6LdsgPL1iHNewFAHeD099nhBMycHYdjO+mFtNwDkCOzOIsMeUEF2dWQOONmAidQPAe7TxToWQgtTuqkMPxiRxplCJN6lZJ7EgiAIxfIkwaqlxZMwlG1fCwkyso+M6oy4KWmKupQ6TRPWco9uLitcRq/acd3MTyU9AJYtC/UGH1jtFe8lC1cYt863UlbNQx3xlS9ViN44Y+wIkIxghwz8ugelVmX2ZcEDFnJVnNaAosffk1JSbx/agcdRATPzn7abVtx2x1SobAw+r0axJnZydXabXa+WpRhsxNWn4KfO7Na4GVEAMvRoyab37xHeVxVKPBnBiU1jBodA5dV5Z5bDkg1VUZKtdr1FglYltk7ltNwGEaYlXCsF7flTQxtlpzzWJKMCzsF/T1bRFC2BXE8K/IISo3kc2+nhVhkscdxFm1D8MqfTUvwpjSqIkLN2sF7ilPGAISSWwkIqZhvKDfH8i4tajZHM6dYAflDzVNtmvvHk2Pbah+/t4vYybgoqQfenFeIxqD1pat20UYmruX78JZTRX+1V++W/2bf71Om3psCQYn64lGy49FCHleBNIJy4TPnGYaXO7Itxekw8u3YNfWar0s9vPa3+KuGOKC2rFWI+hF9dm+ffuqM2I0DGCHNIvG7Bl2E6YqGWUZaGjvI+H4zPQWMbOZ8A68oT5PXw45t8kQvLgopywxYDaMuRV+IKgOUqvuXJXX4SP56GyStLC1uqQ+/NFP39Ns1br4rdcJXJc1nXhLdqcH2nLukEZ79jpAkvjGN75Vvff+8fBlAGvxNPz09LHqm28eqh5qEds2uYjjR4ORGv+fXbv2qg80VcxWerevVdOicTbjiWX/yjcYi9RLB+1u3VjqTdiIWUE0uiLyZ3xjTUWKYHkroSFQvslAZ1u34j0I5mBmQL7td2W63gcjbqKqQd79AaImNCXzNChdA5BWNvUXyfCa03sYP7HOi9OLCHCpxdlj8+SsXHB3VrslMtJ+5qbx2bgjDs4UK95u2CxuygFqz4Fd1SHpd+/+9Z8LaR5pevKGJJOp6uWvvF39t//9fTGPddXFGwvyUZfBSdx7PasrpS9/4e2D1X/+7n+KzUWO/Opn1fff/V8SJW/G/PnFK9KNcceVdZupo/Va7rwTMVJS2rQ6/6FWyN27h0QFz2BXHo288sbsHaGuPsdhBsao7hFypz/GbU1fImYzr4/33sIC8/frQzVgV6VJSRQQCZtnMKBY76Z/gRz2DM2jSDVLf5OQRMhfPGlazOSjk8e1mOi5YJA/E2EgVTKq40A1rpEbv4yrms8/eeJjwfCepKJnqsPaDWr91EbZbca1T6NckiXJHLv0fuwLsV+eeEw37paKh5GO+fUXXnylOnr8eNg3Prt4uTq4fq90+Ac6tu66fBS2SWS/J/hd06jJ6lJJhpKCeZapoRqTgXhe0oX894RPGNsxvE7K/x+Gfj48/B5qdorZIdp8X8ZP+hrVBwlOS4PDkQl/hjFJaagEEOmE6v4n//MvJB3MyuntkXwdblYHxBBvS5q7JMlgm6anYYgbdJDNbRkCNbSrT6c1Zb9euKWZG5iLpKQrsmVR5z2SLpDaDx48GJL7nOo/uY6RvvbjQZ/kpwCNqqqizXwmTqqlGiigezQm0kTK1Xq+R2zSpqSAqJcW1vKZb8wMuA89tlYbQk9UZzgvV8p5Ri3r8vn2tyFQN9eprE/UWX9rZCFmdoBAuyNW1IbbLxrJV776VojGiJ3YR4ABvuacwXhN+xZ8/Z3fF5FhuN0QI+5zL6ytnn/1rbCSb9Bc+YHXcpoOnw1mL96UKnJnTlNJEkm3aET84z/+DzI6Xgo9mNEE0Zz6hM6vUeLCRTkyaYS+J7dY9NCwX2DgRALTiLyazUNEFHe0dRcSwphmVrAbZbu1c5EMXJ9odFxcJYOyEP72DRkMZQ3XwFOdvfBZiJ+rZhgcZCTT1OwjISlYNi5xmEEEwy22kbvM5gjxjAOs7mSVF7M9+HuMiWldkedczm7gRafdfLbJpVlEd1uEekuGMqTVKcH7xvU71c9//ouY6fmX/+z3RbRzQaantbLznbe/EYSwZo1OZRZxYG+AwbGHwANN+6LKPJBvAeoVbd6yVV5+klrw2pMYJXE+z7HcskUzZdoZSTymGtPkvFoUPw5jYYYI9ZkFF2xrz6ncC/gaYF9BUlU+7I35UHrQ+YuoSixlp09yr0gcfhYeSqWaHKve+PIrgpOkO0knF+XJ+cLzh6rNWgWKpIsN5bkXnpe6cqXas+85DSB7lSe7b92qNm/bLNWA/tlUfeGVL0oqlQGWJdESAZHozskGdVeS/OxWMX/BFtf51cBB6j6LpXBOe6R02AwdQjIwMTeSQSI3BFmO4E5rAuHq2QW/CxEQY5Wu/NC5SmKPEVMI6TTogYQuhtCr5VO76ZcbhhVD/UommWmZvWDGIp/ighgm+I4jkmlsZbUiXJtVbJvVVuCxTtNcjIK3tRgFYx2wA0mBDbv4fuubB6qvf/2roY4l9xazVhrcqHGYWhAlrp/VqkdtKsJ231PK79m9z4Voi2ss5YWVmHUbwk6Mljj1YKsgQ9Sg6HMZGM6cOVl9duFsdVyj5unTp2ULuaY58XpHYxnvzv79hzHzsZHtzW7iqadVlhLlcZpatQYk5uRl9pKUr4Es2vTruESLtSKOOFEpmA3z8rJBiGBhl4xOMEt+N0V8ExqNr19LSz7ONh/Ls3X37n3BQNmeCzjskBcdgL2i0e7okePV+39/pHpJhHL+s/PVS8+9UH3ve9+rvvrlNyv8ZnbtfVb10IwXMwgiZLxLjx47rs+nxDgvyilnlyQBPDQx5GnzWLWTc3E3ak0IatmVOdmC5rQF3YW5YIZTAiX6+4PLuZCJqcXNm6XCyW/82k25o+NkNilvSPkxAD+YPsx2rVzIL1+5qL7eELYReQeFYfT+HWYfNGus/th/4JDO37wlopRkocHglNoOQ58V88eQiemZpeC7pQJxTsZDrUu5cVNsSXV8oOnhrXI1XiVD142b+DGc0wzTTHXuwlWtcF2stsj3AiaASiDxE505HMQIC9gVRIfCFnokQsMW6oj2xSM0V/+chmeYAYhlCQMGQDDhtPNrP5sBmRmY6B4nj7Yy0F/G8gm+XTeey/qUDMH1u69RlkEu6h/iGHo5lvOc4ZhiZkIjNYTO76ZEQPbrW1BHgKwLGhVzPh74CiGEsGH0RP8RKGEC88JU9PYxwRqkXCNxccPsdDWzcTbETQynGD2Zh6eDOX+BaS/KZYYImfyuVBN5MoeTDh+wZuM+uxprGe+z+2a0Tv6lEO+vaZQ9eeojue5+IFH7rJBMU32a/rx8le3eNWctLL57l5kT3MylekiSuK09GpmxiLKF7OjT8xq14oQnoVjMQIDMAhrMgI1iBC5JKGIYIqS7kijwTWDT1atzsrWIGe3auSelI0lND7QfYc5KyLo+uVBtlpEQA+G3vqmFXGJmGA63SY3ZJTvDZxoR9+zbH2rNORne9ohJrpIO/UhrVfYfeDFUthnNt58990kwRSSVSRlwL1zSlm3n5sKBCL+DZ7Y+E2sVUGfw9FyQ2/OVC9dil6xoj04sun6d2Rt5YYqhLGi0Bt4TE1KfpPqw2OjSOaQCGdLvQWbMjDBI4DYutqjrGu1XeOESHqTqV0Hmjtp97sElLVy7qnUnn1Vz7EaNVKXfD374w2rLx6clSb4l4/D66oMTHwXe/cG3/62YsBiapAJc4iu186okp93P7g13+dWCK74HMAzm0hQV5IIJwGYAU8gqcWFJDUvVhNQpcsgDsa1GcF8yBjMDEzPvLBVwj47ZVhPMACAoEKgM5FOGMq0ZE+99r+qocYN1/nZ+fZlHRo3OtOQdWdf16So7Pq+n2uLIdtQDQCamwIgcCrMQfzVOP0J6rhA3urUakAZZcWgMgOjFfIqxCN2R7xFON8qZ5LZ0UjbxmJBfAx6U+DGQX2yAqm8wVLG2gFGOeoIcMA/EfVSC8IiTLYG2TCiOEKdFy94xOc1JT0hrKc3hW8KIjIiKtPKTH/+NjKFzcn45FQbSZzTDxKK1wAl11SqpBRjJMGDaABv1UfnMRk1LIooTjoIpCi6sMORbaq66zspJCGMrU4/rhOTnzn0a+bMcGebJkt1z2vINyWqtHGbY4Qnm+Mknn4ZkMH/9cvXhB0dkwxDCiymyam+jCPnFw6+GiL92ik1CtaBNcJ5mDl75sj3bTfk10HcE6oo/DXjLFaYI3iLl8LNjHO/SDfpWfHNJC8XE9mNkTUaY9jXgEOspmHmKGTcWj00qn5mQ3lAJ8NbEHvKppA/Uv2uyyyyKwb7w3KHYdvAXP/+Z0qiu6teXXn252rl3n/BAU/UyYt9milBMCKZ455rKUL+guszKlrB///6wl+w7eCAWm02IGawWwxvXFPO48lotKaySr0FYc0Q2THcjrxHkHm4DYUNgJmiunioysZtJWH0gjX+Ro0KOiql+YIHlW8eR1oDjHs7cDiXhtd91Pg8l6H7m0vn9MiJpg+tV3uNcBBNgMRKsAdCyaAoPQJya2A+BNQ9IAw8lHsIc0JNj+bcIYFp+DhMa7TCWYZhiMwz0urCt6HdfowgbdTAfDzOZlrcha/YxmOEfwbRR1EvlIUYHU+FZ+aNysIJxreqIo03E1/aNNZrPn1S9IIjY4UkEEM5R8hlYrdFtUsY5phbfeP1r4dNw6uOUFj7RYiCQGUK9pWmt7RKXr8pwOTn5IAgSZ65VKhcpAsMdfgcwACQVhiTm4bH8G1aVVo1OyA7AzMZdGVlhpDNiCifeOx6IzVoEiJy84a5ILGwZh5svcfNXH1Wn5LSzfce2apNmfi7KOLhNUgWEu2P3QbVlndLJx0AOSQvS4ckLb9tJ1Y06IkHcFOGvW7ctGBqMgB8MMVZNatYE1Q61zipw2gzGY6Zhi6baMRIC21/+8r3q3XfflUPYcT3LgLtpVzUn1QsGsnq1VhfqdCzywLjIAMk26idOnVWfrw1Gy47GN6W+wBB27Nwf+IPB+ZpWJs5sZut+PEzHqgP7nxdhTwVDxPPwoOwJbEWHwXpmdlu1eH6u+lTT3Vu2rKr2HdgusIOjwk+BnQFmTH3MojRm70JKMTOwWF/SAw0z0UPEZgSk8TuP/mYKvpIeRIbILU20mYGJijx45+D4si6/7fdskLEK8Vjz5ulcJICrXQ+ZbWGXZgiQ+X+IW+IgWhTz/qgGbA7KHDNwihEe4hcixgadggur64DJKqkGbFyLXEgauhSHtzWyNzADgeSAvmpvOXwnSAfBzksshvuznwLz+Yz8BJj8WhEKsw8Y76TcRFkcnor4vEauuONiODFDoU9efPH16vDh1yJPEJSFPd/7iz+rfqUZjavS+yelD7PP35Sm8iB2BKPbsiGskc6PzWGVRjux05htYK6dgHPbbU15rRVz3CopAinv0pnL1WkR2Xb5A8BUaUfaVqZCf0ea+fDDYwE/NgH9+pfeqF7WfgoHDu2vjn5wTN/tEvGurw5IF5+TfYM9Ax+FcVNEzopCmI02bJHAHPtQIFKjnjFowbA5CWnTVk0Zijjpx5nZrdHmmzI4Jm7jdKQViJJe2EsTiZCZBmbYnj/8evXiF94IZoNvACM0ksWxY0eCOUEjzPrMqI+x+L+g6eStmi59//33ZSc5GYZ+nKI2bdUKQzH5Ex99WP3qyMeBC5PrJeHIADgjXzh9ujIAACAASURBVIL7WnC2bv1U9c7Xv1Xdl2GVg2TWymaBesJ04daAwYZYBLVGkkCcLRLGTmGOBgN2TmbKHWYQEmPNDEJNiJ5RKAnT9yAqAUTxz89c22J+JC4CTMHMgLz8M5MBWCsJ3tFnUB7LZTBubwmDrjydXy9fjHKPFZAgEMu4NtJY3jcqk/NP/wS9rUf0/DYLDBdjoXXP20r59trBJ0KikPzCgyfz6GWTEaoAeWRdIm+YlwLl8124iys+1KCwCaSREONk+Jzo3Ii/+ckPqh//8EcxOrEQiCm1jTJkbZXFG1Vix85nYhTfrLl9GCarGgm35YG3Xd6ErBlBTUHdQ6xOKeBRrJQ9f+FcLIvOdo1JpbgRU2aHtV/Bj/76B9UWic3rNaJv0pkS/+ev/rL69h/+u2rXs/uri5e195+metdteKbasHm3CGWTJAOVKeaIPERb2fcSJkDryb/rZ1iUg5/vgRHMFUOochA80v+khyMqCfw3zEICA66oSUELMMjGbBdH3QkGsZYlVN9Fjf6nY90LhD4pF+rcnUlSpOAILFEXsR0Q8PGI+grm4AZXHy3PzEfiS93feo7+Fgx6kkFmM/h/Saw0pE0McE2rADQwxFtdHYf4Y2ZAXo434NMJZnD5vxtvGuIeXF8THCnKe77NTkRICvgGxdY9jFxbv2+uWQq5xJclhYekpW/BhAhCer13ib1oXlGURk32P8zUubaDVzyDPDjLBPLLR4DdpFfzk0oS50yIGYCAb3/jn1ZvfuWdekOcK6H3Hz3yK4n0x+KgkrWSHO7hpKaRGMK5rfUUnB61IMlpXhS6QX4UTJfR9qtyvJrQqIiYfkmWedbfQwg4gYFLnO4E80OCuqA9I+fXXK9ef/XVGL2/853vaMVmJXftj/X9w2r7HjmJ1cwaCOS+nWm3QVWjhWx9zrWLERAXUpuSQO/xC9LJH19imAvg6iV/dAXXSKx63pHxkl2FYhNapp2UWahjGp2ZKVknB79gyIIjfRPnakDUNWHvefZFuiNci2lLHE+neuFwxCRBMCOK17/o+TqfqBRxSPa6j7MaoqL6HxUn15zqdVkjZxMGjfxmCoiMhBKYfuaK4YR3Dk7Xi1jxTUlYXZnR8mEhCXFYiuHv6Dg6eVA+rp/fl/UFCUEacMT15Eq8S22YhTutV5+6U30IBvHxWSASyEAC8sfm0BUw5GXfuXzE3WD6gZBMHaf6UMk9GlzIrb+4on1qPl9qEh6EjOgPhKiz2sCDfQW++c1/IlH5nKSFM2HYvKQNXq/rsFCIHDsFu2QhKZw7dzrm47EDsKcGewLulvqyRkyCabHzsgHs2rO/mrt0PlYenpb0MSs9HWenw1ogtkFpXnzppWjnR1rht0rTqrdkYHz51S/r/Il5rfOQ/4TUowlGUkCBBCCmxGpEqIJFPCldQTlLf0HACqh3WN/jTAz9kr2ifycJxagOodf9GKdBC4YbdMQZOzOxoI71MjDDOP2anlI9Ynv1IFIFCDlu8j/PXuznHazpG+THWJVLr0Z5Re/GiE8CskFlT4kgallLgTl2JIKhKhjZRqoJZgYm6DZht5cgR5k1QLhHEmjHle/L/CLhrz0kILva11UV1z2u6izwB8KBY8PZc2TIkZZu6ouP90U6vkNoje/p0hxZfCU/ZhUi33hb93FxBZFALrh9rC8gZfZzIH6Pmdejj0ehRAzS456sQL1Ul0QU96HWfkjMDb8EIbHFY3YBigNmlTh2zMH9VxiKoZAy8YVgsVFY0hXHkWwY0a7MXQo/AGYPGNnZaOaGZgNYcMWzjC9h1NuhZbm3ZNR7ZscWHTmvLcikYjCrgOGOJfaoI2+//U4s7NmhJfiPtOLv5Knj0v+1n6dgcej5F8JeIfOq5tr3yYnnWS1u0uo9OQMFbSOhiAgYsfGedN9bdQ2GUXNjr6oNBtn6ATZWwAb4apx3GselZNHY4PpxX5aL0JK7BrTESyQe8sBz0oyHfkDKZqYIFSv3mAQPoypxME7gBdea/saQKIj2NVLi95XrQrgfKRmkwUr9VAOofY31+npn1YD01omIb6sZdR16wOO73+0AQfNTgD6iMQJ8Tbm8IyCq5Xu4eTKFSMkUYtJVSrRCKiRC8oktwWpEydOGg/7ipa+Rt3qdZ1AKNmTU4r6HfIkZNcYwbZk1RTIhDU+MdyHiKqR0jS7PXg8wq0ynB1UslvZkSiW8IwJ9IG83NpKhP1Ev1slav+2ZabnTys9fI/0m7dD07L6DsZMvjAEDW6w0vHBesx46Q0LTpDflRDUxvkHWcxbOaZ3F2AZ5Lt6trl9gd99rsXLvE821Hzr0qlyID2hNwmz1/T/9kxC5L+rg2ntiLgcO7VfZMhDG5MNUMJC101qQs44NY9RuViNqCo8j2MDNCXbaCqau9qAu6RoDGH2ie6ZFCT1iz04kJuJDiyPo0XAs75kNMmMJ2ArQIVUFPKUuoWbUedU51ZfMeEK7eIdqLTxxPllH6iyVPOwL1FufZZfmvbEAS279yn1sGwPxobnU341kBq6AuWZb57caQDoD0mnLxvl92SDeA5jf5RBwDLwwedV9ohdBwHppMb6Gufusd0WXA1GSwJUqRpnU8MjNo3XfNTg8sIO5ZM7+3umiJhYbe/Ws6+vK6BGGkIwABKN45wkz0JAPsSDeIiHUEkamY8ZjrVYaahdeslW9k/lrnwhJA1dE9Fs2b4/7wA3WSWyakf/BbhH2oYhjBoRp1a2y4N+T/z2nC7CQ6/iJo9KHZYjcsqc6K1drvAOPH9cKUunY5+T884WXdSDstXTe4ti3Ldu1WvHEhyGK/+Tv/rb68lffCf9+VhRQJ36PtPEKIzFrTLAfINHc0dFktAUf/a5rHIgTHQzA8prpagAi2tf9FWK+GEo5+uOFiepl/OcdOA9c8z4gl/CL//1SAgyWaWQ8I1klGVvtq79ixk7STeTLYKAvwQbUF+rnEJikf0SBF3nf0Bz5LJsZWMyk4hb5TdAUaANgcrr+hvLegGkzE+e1UmaQi6p6bV9yU9Z1yct61F4a/zgxjIMthpZ9W2eSDKGxKbizITg6qen8EoncLs4kzNCPJHyJ70EwoUDGDL0RW4/c+5073OpBGpEg/kQhEBkmBMKktEAGdduQDAKbmlK4g13F/ggyQkJs83J2grezfoBNNuhbto9jtSs77FAHNjPhZGScZiCSGZ0F6A1qmFGY1EEtr73+tnzyX9aKSO0EpXUYOFphdLu8W/4Op06JeWhfh+Nnqi++cljGyAXtWPRJbF32jW99q/rBj/5vrDRlIxT2Arx8hR2LWCbNik9Og0bPz+3A2A2IefaAYRAsOI5HLQSXBsaua0hKtUiAIZWQMwnAspav6j7B4s++DB5EkwEwK5PeokyfJhnXYryQIq3+CWxOb2IWAicmfpwQjfE1DIl9Ir/xQ1ejA1lguI1agSfUNK9WK5lZWTYzoJMhKBN7m7hZ2hlcH1GmnjIppYfwL6/fI0L6Z+ZgNYRqPlloEeKSTJ62GpKsAJ0MXd1AjivkIkhHPITT955niYl0T8STD3w9UQOU4vvmvdOlPJBd79T6KKQQQo4S2cGBDRnde18nW3KBAJS+RuLoc9Lgo5C14KH+SlfVPeqnPkXUpB+Z46Y44wjTanF4jRJwz1bp7CqNcw9pmFq7z0nFscGM/BpEICxqmtH7qzI24r8woTl9Fv6sEtHNblpVHdZeD3//i1/KXfdK9eqr45ox2K85+mPyNXip+sl7x6q/1e8Pvv2HcsGdrT6QQ8+e3fLo02wF0gD6N05P4zI6TsswSp0XVK4J2zgZo21wP9SKJCUoDOmBepcr/cyHkz6SKQAkwyB4BUvtWzRk+wtL4JPLcqUPk52PKWPw4p42OuFbfE7WojKoD9BiYFp4pzyUn0AwoKivyg1Gxo0SqY9wDw8GQKqCGaTxUdscihkCmxgEtDglkgwKbhTvE0CZ0vcgg4FXjv6Os82gAXDmU+blssuySqYzqG4ZP5wZuKMH5YHou5Lgegb89eu/qutAIEUC7P4r8XRSt2Ew81GHIp7rgXGjvDq/5dffzKJsrcovFcjeq6YlgfwDMIT6QAzla+pdBsTmYSG2C1Ng5DaBsEt3Elf6ORAPIQcxY3jkh9ivtRVHj/5UBM75iWvDJ4LVoJy7sEnqCTMh62c2xhWPPaTYnEVIYqUMlh0PC3xDvgTKIJTPHP7Lsw2NIb7XvjXUO3aEqgdK4zzluq2M+oTEo2Q2JZ6EW3u8B46oJHkNjJCE0pasE5ua9HhqgiMuE3zim4SvndjAT1aRrDDQOTSylArIsiT+5RbBNyau5X1TM4IQdVuhNxL6XRcxtD96kmfyRefPsOTqzqxpIvpSoXcd9F3Eq9NqSmw4f2bg7+vPl3HpgNHAr0zAyylLzGJgPnrR1TdF+kdahUdI45ryCqVWMIUJCa4TNU5wCAtInNObSQRsFvLsc3vEJFgmry3FNKXIFl/sn8B+C7DmPESlkUhz8Er8BNfYdLWRqpY2hElAn0fIPaF8TuJET+cdozJXiDpS9gbQLnpI5mC8bFiqmW9ce8B1/zXXwAGpaX00U2djVY+j5Fx232AdRknc5QW7mn5XzAxckTaHcgXMDQFNV/D7NhMY9V1XXsPj2sTw+TCHrGc5NrZr0S63/f4f9vOofuyaujbuABkQmOB8+vFKDlBav4/FH0Kd0vZvMAVWgyLKxw7VYg4eBdHrKQ8x2qN15D9EhYJ5eP2MZ77K5zQwNoOfCc5lWk22BE1beGcDovNaCRYAE9NP+7606blspKpeekUyPUx9VswMmE1w6GIMy22sG1E2ZjSA4MCI+R3EmKx5SBYd3wxJ/bv6qs1k2+0YOqq3Ez+FZwaRNqGXDMDvzQTK0Q0bxkOdZZkGOvbw1BpCGevGtRCH7ewWZVQkPYieMwq1O7AGb4iTdzCOYaIN5ZbT64CgfLYLcrt+Zgbgfx/j0fe0ifLbA+hKwNtmAu539gvhnrLaP+LZONd1XTEzYEWXCwHo/hFHIaOYQVcjjByjELkHvCGcfTCA//8esQ2XZcN4MCBX9MZEVF7J0M8ejcv6GrkZBDiMxAwC/Z0AQ8gRO/1fkATSLMvgga0BcT7ZYDt/l1NezZwMq/LZBE1+JnrnzbsuZlC21ZJRV7nLiSMv16t9z/dIJgTXjyvMzHVg2tLvVswMLP64Iu6osmKjGtVuRNm4Ud/+pt9T938MgyEwCj6DZpPAAX5+7+f+q3Z7khoAEWJcjANP5UzE4SCkIx4fh2awIk/VNYxo6UzEqs9hIcRnEQ/BhFs+l7hqZkBa15NvKL985/r422HlL+edYUx+bbozsyrrX+bJPhkOK2YGOI0Q3HgKp0IWw5bTGNIMYgijvh/sZ9Aa+QcYskYh66jyh8qYoz9eeYoB7XLG4UA0JJR+DkOSPbVXEFab0C1VUqjfNe1J9c6EFNuCi+DuyHiIay7nEkxNZRznOGBDYKl0HNEWo2i9wIr1AhBPTOcNDnYHJoWZgaUJnoO5KJC3Cd514+rBsmQGpDW+r1Qy6Kp5SUvYDKhHwxCTORnGXvvA84qZAbvhuHE02EBxXFdl/zHutwcCRtxBNaIfn2aAWEpkNfH7au9F6mCccp0S13JVIcZCXKiF0zkQSVUA0cFPymD3JQ9QScTJMNgublgoGZNHWcMsn3M6sF038iRdeFhiua9pw/Emzs9z1S51cN18XzKbgEOtIhieTIn24FnuZ9AFlBIZuu4pjIa6IArjZ8CXADRg3dGuUFe5ZRxluBzypjzywigUa8ILhI1VgBFSQrFveZNfv+HQ9Wt3pvP0e74vCSfvNRqwsd0KQplnVza0dVjI9g02hvY6ug9GDYF7ZKOMdtoSrrxf2v5hNct3JXI6dZnv44yMzqusRw8+YTfyj8o2cAt8kzdU4l+uvOSZeNQM41f6LjSSVBvfTdAlrnCE2jDYlPgzGlpLU7T7oJ2inX+7jzz1z3eut++5lt+PxOSyM7l35RxvLsszGfMMUEspod2AssLtd+3nrg4oO6MkFtctGQLI0BaRBxONyy3b2K7L0mflh5j+RAbMpbk9dswIFWE5+Xlkou/8ow+TcDhFWG7EBcdo349C1i64Ph6Ml9OKwWkCPwQndjNioxiakliQPgNsD89iIdpZiv/gMHBATSjb6Pa34VC2s+t+cA0/vzdddbJ9o80I2nRMLUYyg7JhZOACy8yMPMQBxLJgzyY4rrySt/MZBBLeGzEpu+tnZxAceMs6utsz75IRtJlEnaLF7EbVrVfnFRDlKJ11EFwcv+w6DsmoC6ZOPmjkKRFvSNZ9+MI3ru9yvx+W99B3dZ9wkGwGcEPls6lIOAeldCR670kGxME8+EFE4C5Tc8Agpybz4FUYhHGeA1wd3KbPs21Pklf5jRmc28u1vLfHIm0YyQy6KkNmjgdwJRCMPI4DaCWQDeyyUsM61dIG+bgsrtlBjMoQdjNXzSiQjc34MPAFYjTqQ5RXIwsjBV5j1NdAcn262j6srr+Zd6OlnWH1QicPcNTEwRUE8nPZt11wacOsXZbh2gXLUd+28xr9bCbfqAhpc6BvZVNgSYX6Pa9JFOGcJP99S7iUYZWXq+Hjsqlzqefb6Yj3ZRu72ju6/k+WYli5pkfqXfYp93z3RMzAH7er22UNLitnZkClzAhKhtDOr/1MXhbZSmZAvnHqsUT0XDiSRNH42udIYDGpL9/WSB5LcwM4pGLEaAA3WLowEQ7X6dvt6X/+vIxz3ZLO4LJcbmP8Kvus7OtSMuhCuuUQtL8r8x2ET8Ph1fW27gf6NNS1NizqgcB93rfQgkElVyoiBVAnSwEY1sCxLvzph0N/nfyubHNXrZcbV5bV9U1Xn5DO8ZbUiaN97i9fH/Qkp2VKBsM6scycCvjnCgHcshK8J+5xgFXmW94bUYnLeuB5ltNIJUAaIAoxljCC/LbJI1O3n5s8Ps+7pdLI4+ae7R7MVAzn7ny1k5GmngjAsv3jW6t5zqedX/u5XU7X+xKf2ulX9NzBENiZOftcDD+mF2EeqAsMJAk36ojo7/bnQJMGRrZI5z1E5cVSVhlIzxqIso1d7V1Rm5b58aA6EM/PMC9pkaxjh6k6jFQTSOeC2kyBdwBmUCB9m7O6cv6G0X5YYHqIfEjn/HxPx5arzpQsQkoHqSZk3RMBcpT3iM77LNvAcj1K4A2r2z+Ud+5f942faV+7v9rvRvWf05fIWOZB/MpD05dtZh97/MXCIfW7mEX4GbDOmqW92tYdl2YTN1fS0SbPiHGYCsH1RHXgZzd8tmx3cLs+//YNh1C7T8r6mFbchpIZuE/cgpHMgIIMiK57M4N2ISXwqAjfutKPIxlYfLPNoN+9E2ZAExB/ahCow7PsZAYl5wviNy8gfd8sABH+Bej0azo6cu+TKhhZSkYWGdbfLfda57mi2QjKpR4uP2pahLLBjjawmuW4vHEflgwcuBMGIdzImRSIML7P/H2NyJaUFnFPFNz+4mNgqvwT11ISjR2d1ae5s3PNGB7pMFJND2MotPpqXOXK1myGS9fVOGL4lHB6oqY85keDyos2qJtz85Smb02XXMHu3C+RQsUAR5Vta+SgdM6c910AaY8cpC/zLO/LvHzv03sQZxHT4Mjoc3QyftcTm7MJNc41xF4TcuYvg1i9bp86hg1CTiogxbh24LGEwML9RF3AJEjG8mOLzxo1NKJQr0AaTVMh1Dxib26YEQRZi6kpgtbICC1hxR7wPuD6pESBvaSWbrINJfPK+5JJRlmtwCnJwwInPw0OGnF75XenKgcLUpQEBWyZ2qMf2iK6Bwxvq2dCpT99j60IQvbITv7GJ+xJ7GJUEgvnYObW4bnVO9+x4Su+KuRJWk5KpmxLAHHaskKD26hU9LmZbLzuDZglDuebwYyUPIFvWcf2vW1yg/JaXfu5YAjkW/6oPzjJakSWJxOitnpm2/wyPKyX2AczKAvvS7XMh67GL/PTSOaRu4sR8N7iGtdylKLzkBJYyz4s8F3k7dFXAGEqMkAkuNzXKb09R6WQKgwsAVT3nGjcLyEYEbjWhKK86YQeYfbKSmYSZcfAzXPr+qSMIHPSf+XZkyxqhtR7V9z048CTM6BW3ol4dbs6ymVzDwczAp6zv1fFiIzLNPnQv+UV3LSYayZc4gnv72lnZNYksNcg33vaL/EjNzxxuWFoFhwWsVnRvWCCGAHf2TnHTIA4ZhLag9lK6aUDREOjBpU3KN6ZxZ4yaivnchK8x8wSNNC5FM5rpGQwtKafw0uLpIOYAUXQQTZkeQThO6SFYTYLvi1HFsqg4TYQZV5GZLgpdokaXMEY4AcQedIywI374hogMEEXXLjXnta7TJ/cOu5XHAKrh4RSWlCyFTOf/qISkQbvFtUv+fGt0ZGrt+VqjMptJO9y13U/uiZ8M+xXMhJLHHxLvJkPONEwjYznXYmXZcvb9eyHyvKfEOVLAm3fl5vYRJl1X/fSue/LD4viPYC2N5xycqQlAnn/xplByXkN+LIDqCQIBfFD+O48kIS4eW2IOSxY5/MIQ1ozFK7s0ZfBu9JAXCBB7lwT+yXEyGuicm/kaJ/7KeT0Zm6USVqQk1wNcq58177WRX/uF9e1mbWJImAEbaRpPz9WXThdabiaUfavCaghJFYlJpxJZ0L1NRBUfVx+x335zDZm7FZkCdMjO7hiddKqBU3jW/InUCajvwcb4smHK+/Ksv1teX0sUK0wcQOzbMNys2toqvsLpCMznJFqwiDO6KxHve+uQhNbGvjKvHxfTn3B5UpkIJe2GNcuD6RwmnZayugvPymj8VXAQDlMZ3ZpEB0jjZmAmQlIBxMor8ksenaK4cN6uzkDnlujfzvVEmmg5ABDxYp2Tkuey5F/yUtFdBGy+xBGGur3gHQZz/+U6ICxf/lV5m8Cpz8hZK5NGVkAfe84pxlV97KMQfcrxX/nO+g6iAn04gtJoYuvW/J2/qWEQPqYDQF3df9bJRlQ4TZD4Nk6HYQLc3Dnl4AaBEymJkEEjw5tRPFCk1QPErLJDABVm1BMyMTnOxsVASiW6ogV8QVz8Fx2EKPeeGRGz+j1HHm2yxnUmlZ8b6S3quP3NXOIcksUKe+XWcaIZJaMBiUriRIi9C/j5Timk4/aqkvZr20G3leOJLZ7MhLSt+CFbQYe2VEtvcTeeGXc4RviUCMZMLwGgXyMc+VAQrmDCHNQ2z/P+K6yGdFHYU6bWdWabFSNb61G8PwbZwbuFANuEDOg0oh95uZGqji9d0iAgZgZmCGQ3EjqJawutzEgJuEEsSt9mBIgcOwKXOsfo35KBeSKTZc0kVDxIsZ6RkIYFu+z9/I9X6QKkmXF82MFo0JLMigkgUQi598hQfSMj49VcJ24X7LqysEjcskISobgHYfbSEtexN2TdZ9APjz7yj2/ktmQrnz2vb+jXMc5f94Zp8r8SVcyoi5ijIqtMCzXZuAejHq0OACjPe/9K0d/Ts8mlLYHV5l0fcygbGRXu7o6qSvdk8bBkR3KsnyPtZkK05FwateXK895CMbg0kvxsEQE3/eX3xClOSjr4JcG4trxJrRaCujZGMp4cirfkwfP7byWltgdA2LoexN0pzpAmzqYRfnNEzMEnbPIbM6Q70tJjj50X5owS2R0n5d44BGbfjRxmiEAE/K3ZyDPFos9eBhfyjzLONLBDJAiiCcv6kYcUkN7bUJ3Pzzd2EE0Sry2ehwabGDvYgZ8uCjnq2BIymvVsWPHggIGcV4A00WkfEM8wBz2fmhNqQycbkgo8+5KlmJq15uMG1W3cFBT6E/X5NdmBlnfJK4AYG1S8Pdcy/sS2cu25r0KFyENq+PwqdexakYHkBCSuOxkYyNZ03dRXs0sStE+j+tq6hwIVovz3JsAufeP9wRcv1eLiMwM3L6ynaP6z3k1EO+/K0fnrjSDd7rqT13WqbzvyrOMo/7Dvi3r39V+5zUoj4nJZtuxrrqMYpb3pfOnPJq05D7ypJjPeOgqHybwsOASYUAsG+xnKlY2rqtTl/O+67uuRv864sq2tctzW5AIgm4sGtQJy7Y2chrTlDnyMvuAipGzEDBIuERa2xviQ0yt1QVJA+SJ89Ow4ClV0nQxDY7cIpT1M4MkLpC1ZgKoL+SRvywVVMJfor99w2qU9XB6p3yc74fn/nTftus9qrQyfdf9qLUbHplLGivvS2LvqkvZ5y7fDIie48xIQgn/uLdltivTOg6GESd/1WrHktkEMqKwQRyZ921CKctrvy8BOKReT+2Vy2/XuQEeQnoSZKSpabOGD/QcIaZgaHutsAWclOgBPu4iNuJjIQzv62eujyQ5NYZDMQM+Uvxi0VllHdv3rrcRyM9Od/dus/tt1LOQTKJ8zgV0o+q6J8OjHxuphPwamDTwcLldHdS8o401Qvra+6AHyaVZSCrKMgfLuqNGftd5aebDY5b7XRve7e/K5zb8qEEpWZV5lfctJa6v4uVW5pzKXUptlEfv4mRN4DkPyF06wNQOuHW6LKK0LRCzhsyNQFTcjKCM7xVUj5ZRaMfI2dXYLPY3/991LuuOd3Zp2O9qV5cYaHhwRczO8+3UAWIMCUvgQ4dIp9ZR44Mlg4eh85awbN+PUsO8hx3f9VQ9CSVRD5XPPH6DpI0a4TjOHWRwCcSqRxna1a6He9DfxTNMLSSdJPjyXV86f7zkGr7aS2LLiFH5jHpftqOBw1JiGVSJrm/KMsup6a72W3KgHn7v+9DVo5+GB74zEwAf+MWz+nexcGcmXZsZ+Hi2QSUEntQVCMmA3yBGYM7W1RgKaDeQuDLtoEo4vuysUWmf5H0AqMXEmjqnrs2Zdb16OG1d2GKsbMvg73gKuAmIdArXVBFMFPlMujz4Mr6ITJo80ichCNBiPGUrWa8ufJJR8W3ANe6a+0fa5ZdI+gmpI65afZL99ig2BW3cfdN6zL6JUW+ln1jH2ox6x2AW8tS4EH7/yovMs87J9y4nXAAABQFJREFU3MzkMt7tbca2NoyiAQMD74a9L+HVnUlZXleKNi4urV/XV91xg74dFl8yWHIt0zLSj+FUNQQE7DfAN0h47NrkX/Sf4oFfjSaZjv7SX8xq632u2mzaUxZlFcFSQ08yIPOSIbTBQcZtoirTjHrfzu/X+TyobgFM/+oKlWmJGtSZpMtOhLMaxHn1Kb1cx1uzEdmBWVgSaTPPXjJG39vpii8cV6YrmTVpnP9DnS6cz4k0Rh5vBBr1V/PNxHh2mrIc59cmqqwPSJrsyenK9mUrh//P9JlHV8qyrV3vR8X1w7spZ7n1bKdrt9OzF+1418s2g+yLFqyELkgGw5gBUgB5u296/UicvvdCJDqzD1bt51GA0vs+m4EZQtkwz8G6McM6h++GvV9GfZ5akrJu/feIqsjJOS2wFOn7OzA4cY8AGJHF2ZUD3/WISGl694VUko1rEHKV9vaOqc1SMqjzaiOX69WuX+lhxjeoJFTP39vppiwjv2E0t80gR//8Pu/dHsOqDT93lMvhedC903Zfgfswm0H3V035wzTuhoE+Wd2asgd9Pyq+ixkYVqEmQOxDJAMPRi7H1+yfWiKsYc87DlPl2siQ3fALLVblGk9JpWMr+TDiI6N4rpG9RMB2llFgFFyOjKQipxyNyoLa33+uzxDTkLnuwWWBhGk+BArRnjqx647IlcFMIInFeZpoePZ948GIu6dHaCg0kb6HQNa5jQ2WMHrXPIq8LMvlOG68XnVGnoiSEgw1XQT8kzjv6pRd6jUmxgNjX70mr2gAMQMS/ZWBPPzrLyfVBeWoaDP8fjj02gQaBv443yGY3uuzZEzBlIMxPM7VtX8616Zd5G+DZ7aJd/ZTKdOV9x7JXTt6qHevW9SAxpDXwRSBkfDE+JhSp+BDn+oXOEeGQYvZJyH216czR0/on8sI9UFxRjnu/U6HEOTIFpHBZCVIxmGmGaZiCWoyjIwhZRbAlfXs4G5DFKqcKtJU3oCrPaFqRpMdDsL2A2Dpd1lelt3+D1CotNLUo2svxRLmQEc23/s+zz2Ihhfd1H7gbTQyMyjwO0GV5Wfdsz699Q11B9nTsGcdx5JOrqJKFtrY6YVDPxD9p6enY8aBNek8J3z5pjEg4TDyaJWdtho4RkdL0uESMwZxB6II6tENQkDeKeLO3flYztsgbSI8PuuoGsSzlTir25gZuX+/OcMith7vQa0GitpVgKcAahvRk+gRg+/cuVXNzm4K2EJcLEem/EePWFdSLiHPfjLuxAet0Maf9vt+4gb/jOtZP793P927dz8cj5CmwBUMtvQVDknhECXBBrtNiPM48NBfQDwYcB76agZAv9CfXCFA0j7Sg1UBFn2tFnMnLAjO6X4/qbxEf+zqHMRPnzYMeSwkwUTsUoVwnNVI8iROqXvpIw2dX4c1bRHFXMRGBXO+vg7WxyFmKKzREVZBKL2fboObFZSXSZ/yf5fXrumgYhMZ6bqVhP7SasAGY+INyGFgU06QfxQXHcFtMC3DjzflfX5DWhCh903k0ITIsW7+IoY/3TPlFMF9EeW4XkIIsFEIFmFYX/WYal1/ngOJ6npHO5RPL11muVT0b8E56kVaE2Ob0Jf7XLfTxT6ta6++7h/1h255ck3juQYxreX3wP1cpzMjCAah9NhciAMPfaUJDL9iFRlPb6r8MWceHEEp6j7vuxJH99Rw8Khv3ImuIwk3hAJ8/w+QrlJ/sV+3sgAAAABJRU5ErkJggg==" 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<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">Regular
readers of New Zealand economic blogs don't have to go very far to be
convinced of the attraction between Economists and beer<span style="font-size: small;">, as <span style="font-size: small;">t</span></span>he number of
post on Eric Crampton and Seamus Hogan's blog <a href="http://offsettingbehaviour.blogspot.co.nz/search/label/beer">Offsetting Behaviour</a> website can attest.</span></span></div>
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<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">Besides the obvious, what makes beer so interesting is the extraordinary proliferation of new and diverse craft beers that has occurred in recent years. Despite the beer market being what economists would describe as "mature" and a "low volume growth" market, recent years have seen a plethora of new entrants trying their hand at commercial success making and selling beer. In fact just down the road from me in Silverstream, Upper Hutt, is <a href="http://www.kererubrewing.co.nz/">Kerer</a><a href="http://www.kererubrewing.co.nz/">u Brewing</a> <span style="font-size: x-small;">(big ups to Chris! Like your beer mate!)</span> who has just moved to <a href="http://www.stuff.co.nz/business/small-business/8248705/Brewing-business-ready-to-leave-home">bigger prem</a><a href="http://www.stuff.co.nz/business/small-business/8248705/Brewing-business-ready-to-leave-home">is</a><a href="http://www.stuff.co.nz/business/small-business/8248705/Brewing-business-ready-to-leave-home">es</a>.</span></span></div>
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<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">Kereru isn't alone in its journey from being a "S<span style="font-size: xx-small;">(sss)</span>" to becoming more a "SM<span style="font-size: xx-small;">(aaa)</span>", part of the long journey to <a href="http://en.wikipedia.org/wiki/Small_and_medium_enterprises">"SME<span style="font-size: xx-small;">(eee)</span>".</a> In recent years, along that road has travelled:</span></span><br />
<ul>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://www.emersons.co.nz/">Emersons</a></span></span></li>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://www.yeastieboys.co.nz/">Yeastie Boys</a></span></span></li>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://garageproject.co.nz/">Garage Project</a> </span></span></li>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://www.threeboysbrewery.co.nz/">Three Boys</a></span></span></li>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://www.moabeer.com/">Moa</a> <span style="font-size: xx-small;">(ok, with <a href="https://www.nzx.com/markets/NZSX/securities/MOA">floating on the sharemarket</a>, Moa makes full-blow SME..)</span></span></span></li>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://www.tuatarabrewing.co.nz/">Tuatara</a></span></span></li>
<li><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><a href="http://www.renaissancebrewing.co.nz/default.aspx">Renaissance</a> </span></span></li>
</ul>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">And that's just off the top of my head in less than <span style="font-size: small;">1</span>0 seconds. In 2006, the Brewers Guild of New Zealand was founded. Here's the members, and it reads like a <a href="http://brewersguild.org.nz/breweries">who's-who of craft brewing</a>. </span></span><br />
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<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">Sadly, I'm old enough to remember a New Zealand who's drinking pallets were dominated by the limited offerings of New Zealand's largest breweries: Lion Nathan and Dominion Breweries. Together, those giants sewed up New Zealand's bars and pubs with agreements which ensured only their mediocre beers would be sold: the practice of "buying taps". </span></span><br />
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" 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SWRskIV0CPOKrO0OvvEVZshHd2n3Wj8T7uotd8h9LWDBIZZTG/S2h7gKwPiv/0rv5aeOf9kevv7P0x4kqlFhGF/azfNTM0A6ufSxReeT1/47Oftc/rmN76JHTyeJscbqbnXSusPNyME1m2R9ODaRkQO6IOpVYkaqdUYACkGsVTbvvPnPh0+v8e7Y4x0kM+C1yBQhIK4VjHwJVRrBU1mEsP3AZosgxBKKPn57ntf2uvQ0obQBnyPjKY3Ezqhut2y7em+kL4BjmLLoJF+3is0AbtMKbcwo/b39wl1IlC4jin1Guag8Xnb08Ok6rDVxk3ncp/ItHFpwFIwht9zGlzmy+0pQ6/or/QCB8axB5h2bZz4VosUPn5H+ET0yX4G7diMWBn/lv6ea1rdNHRk/Lh39NUQrdqX99gKLQBzVqrcNGKxEsKxMNSFBGs3W2FPDEgJhymgk4Q50CdrZYYqPEFNAwfLs/Uicz+jIQ64Ay17SFvVgPE+c81k98mUEU4jW+Z372+jhjR4e30rTU3PkmiYAj4Vah6wv7db3BiHiJqCL3/hS+mJEyfTxoP1NA0YSxKACMfKyWPp5qXLaf7YETuVPnbh6VT76VL64K330p9/9zuJGEmanpsl1qxa0NHssPXT4sJy2PH7aJxZ7jtoj1SxbD3SBpx6+CqkcLEjJM9IMn/0t8fPKz4XUixECa/DbFBEZ0aMEpT86Cvvc4wKIIUUVBTwniWimkwQ52OytMzAe/yc4vjYN2q/7crhr3z8X94X+5oBm5lT0D4u3Y3SGHcfRV1G70adcm/t76hfApIvgRV+t9WP9zqbj3kswmGMH8UJ5iRgLH/8mXNvetGS6psfOtysjAqvEnwdA7S9Xit14FaLSAxLNXexEc2CsA0AbjgnSqiiQwI2PFKjDZoL/mZclMZB1IGp3SHXGuoM+hlJqx0HnA2XlMKGQbqS0OhR6KIq0VN1qyLpX3/l1fTai6+mB7fvpPbufpqbmEklIxkwnI5iq4kkR7IM+H76+Mn01Nnz2MHPpwaRiKsAe5aY770799LsDMxRn0xbGxtcm5Cazh3JDTVGOBcjSet7wYRBfukEJ8q8esHBkFIgHFUHIUsgyRyD77/HRmSIhM6gyACTOTL4PU5WzwzDx+yYePUAl1fkvty7AKF78vlKfAGEDQidAlQjpGSzSCBlSZ8l1yMtUGTPwo4WPlEcY1uKRns/fmNs3Nyv1Fe7es/ivsED/FlHYsRJydzzPRwz7AIlN79b65EpZp9ExwgfahJNE44VJ5F8MjNHu/sIN6/XQSvLFF3GtqKTZRbDiEJZY7+DeMcR260gGXtctGJQHwmJSu7j8aPhVVCytL2LxtJ6PuaB6Ks6+Rh0G3VU8yDogN1oZKKfAO0BsWBAa6eCCzXqcfz6XteO6vSAR9OaHaU0QB5QFbY0u4hU3kjjEK2F6t9Cli7Nzqe1O/fTwvI8jEcKGvW3evNOwsBIF06fSR979rn0uU9+Or364ivpvffeSz985+20Dejv3b5L07HDp7IEXp5fwHnT+BrZcAGYAjR5MPP3vF/uV3r5nge0kCt2/i9/6dT5iqykknIEitgJDQVF/j3TUwQ+DlSdtfz7Y1IVmuXr5vt7fE6OcH1o633+KokbwxJghGVG2rG4v/uL8wrgSq8wMuNl//OnGDYwZBJIoHUBWZdUuxEJgerLtuTUMV+8J9cJRlL4RUNkTCUqqIAuYiEiOEjYfqR9c2WaqWaAS2RAICLifS9BmKG2Ceqc+6J2Ff2gHXvWUFWPJH5wjp0q7BH2hGZln7JVoyFwTGPscBAusiCAD2BpKgywO/wsqHPHOIF/Pe5TrtThaCuNtM06qUrHFlHjK0dPpqW5+fTOD95KM+MTxJ6n0+X330vDU0+g5mfSO99/K5155jyhsqk0hYSdrTWQvt20D9MdWzySfvnnfylVf/lX0ub2FvcZpP/5d34n/e7v/i7M2CahMZM6mAsHpiRDajIso9BGVot5gArgFmB9HMh5oPNxf9X/DkQGw0iKSbsQAvkMr1u8HgEWWjvqvPRvC5r63XvGC/oaZfAV9Jaq/KYuK4D76Hr5lL/s/zgG0NjnACMNe/w8r+VL59YB8/aHY8z9u0pIfBUlbZ/N+9tCC7NExlAchMQ2B2AUAsTwHuHQAivRZp1mI1lcT8kb5QVm3TLDU5agw6Anx0AB3hqEEzAdsmYC13SvUrHLQHcje6Wo9+CRaKf9uZIrK4AAbfRm1CEakz10iWxHhKqDZzHiyFHxcBo6RmeUOAb2LfyJggq0gepIzdAYr0cE4ejKkTQAbMeWV1KbOK72+IvPXUR996L9glwHp9tq81s7nJAHW3uphV1bq4+nhw8fpjPnLqS//x/9xyGN//f/8/9I77//fjp26lTq7FFYZMhPtQVBHcD8ylLB2LT9+Chgi+95sEen/BVvGWyPpHkGbqAkGL+I4/r9EDQjyWsc9RFQpG22OUNiFtKZRuRgfije0TXy9eO40VaAvriekiwGbnTfQ6aIPfmVGc82CiAcH15xvtGCAlgxymIqM2eYE2AieFIAK+T40wUWuBycJTdOc7AcII7waBAzTso0CfMtb+VPffyZN9kbQX7FM1fjq9VBAAtxLwEsIexjR4ZjZqEz2bKII9po2cmCHG+pmaCtpwogBBWDjIMVLyWCZBzjmlF1ppNWEIoBUEXSo709ZD1mgRefoJKpQcFylEbqNGLzHllYSCuo9K21tbRP1MHOr91/kKYbE2lhnigIwByvVdKt27fTd7715+nDSx+GKdQCwOMA+Affeys998xz6e6dO+nDDy6ln/zyT6TPffaz2L130vff+iEx6wn6mO3FIHAQPKvSw4GW0KNBsqEZCEpoafMI7HG8/6TR6OU1dYIM60S5ZBFxwMv3u1GFOG3EMAVDxFDzg+dl7/oRAKMyLMCIO2usPIRGBk2EmAIAGZD1hpV/OcIRzhj3ygkVPX/orkQ0ba/e5H75WkrAfL2IBMT1s2QXsH2wY/rd860UFAdReM5f0C+KyAEpfY16ZoCsxK0odd1shO2llUYgbK+fo7bFT6pvaWgf43yu9fpLz0c4LMS6jhk/6rUNkXriOAqj2XDAUa9S1JkGmYMMVWhIH0RQThWCc8BMh7EhoMXCzFwgh2lr0WEKjK2IH/I+sNhYiRvn54HKHipGv4NPW9XUFX48vnwkvfHKJ9PPfuUn0+mjJ0K1zzQmic225EUkMVk+6iwa4+Npbm4GO/ad9Kd//CfpvXffoRhnBwbsp+2trQD2J19+Jf3pn36D0BjZNgbwz/7tn6VjR46kX/zFX0g723vpw6vXI45YmALxrnYRSDI/AyFBIx0NQ7gzA8o+G1qCJp4jycP2D7Lk77wbpipmAxh2ioo1tBq4jYJ1Z6NkwI8Gy/O9MQQRTIItM9AjiX0oRQG1qVpfWYqOqvegURYwlHZOYIbZBjKJhuqMt/YRVF1AZ+GUdctxr2Cc6DDMpATkI2q5D3BFbfwFc2T1bShVk7JChGZgxZ/7R6CzfTFjQxMhzDCi/EViyvtwy4w1xJlCiz7b/sjOjUAcNBbwOoT8VSziJQIUm4ju45xNUVlVnxiPai/DtuadrKMy3dugHlbPrk/jxqilrFifCq16PcoSkcolaxcSsdyox2QA+U27Rk5WdbQ6xG0HzXDMypxfZcZDBaBo1HdJt44NJgi7jVFlNpnmJ6bTBPbuwuRsmh2fSkfnltM0UrNKJGHt/v20ND+fWrs7pKnr9JTpPgz+h+/+MP3ZH/+bdBuJa53ue2/9gHjv99IJ7GCdzwHRkbOnTqb7Dx4yjaiazpx4gmPeJUpxP/1n/+AfpvevXU5vI4nLTNGpI32liTUQVZhDDaJ0idK/Up2YJzW0EjiYNhO7FzYYFWpBfSUkOgew1YiWIAyRKO2IUyqBZGgHByOMazLQ0LrGeBRZpTAZkAlh/0UGMcaY89BnYoqXiaHDVxynwMkq12tXlNBKPInDZ4vjoyjKSyNwbDk+O/XROdoz2NtPU0hlo0YHOMwz0wu0m2gNKf8a4dEe8dmQqI43rQkmEpDQ0mLxA1P58hn9sA47BB+vKF5iGydObBltlcRUlNMCkCFt6iPlNSTTgKlbdgm6lsBMSFeZZ8SQRZay/PILz71peEGCmwlZmJ5Ms3PTAGcqDu6pCujdkNbEzAedJhoeyQpVvfuCnHTCQuHhlDPLgrg5gIxkomFKXDkx4sKaFoJZic099axD4nOjiSqMARf1cMoOUBtK1nMnn0hPHDuB9AXoQOLWjevpzvWbDNpB2lp/iM26GhLNLNnXv/4vkJzb6Yeo/Vu3bhDKa9Of2SDECx9/IW0heY8sL6f9vT2SEetUm61GUH5/Zzdd57o/99d+Mf3Rn/5x2Nc7FOo4AIvLi8R5AS9M00f6KPmkrrZ+OKnCVEEV7B0fYnNQA6QAJqY3CTYkWkhZmR4gl5zpwb6YNaBy46A4R3t/dJ7cn7+j7SLhIOmUvFLdNozu5fdATcA7pKk/hnmhpI4DNeosMFIqOh6MIozWw/7vkQwqMVYzk9PE8OvMxUMSky6PjCKSUqaQ8eI8ruF1gmVtSPSZ+9kHrhnmSbQ19ERsVhJWYfiQtqM+6ZgZ4gsGhXnbbbQo17GpMY2Ma5vU8Nw4H+ZQKFSsr1WCZnVXTvMrCxRfU33FtfqwdRPv3/htHcJbHR8qQTEM2L1hHy5S5dli6xK086JWYSQJwl4JcZ//nMYRlVqaDnqKZt5UK8ZF4fJ9YsbkdNIKjtcJTITFqdm0jIq3qGd7YzOcsbBvMQHu0+59Ur46bd12B3v2Slpd5TdKM1vGgIlpWik2R9nmNGWba5z33vuXYuJjDyZR1nWY8TE9PU0bgjsD1P/+r/+d9F/9l/9tOnvmXLq/tk7YbT8kpk5jUUBS9C9wKkAFCl/yZ0cz78+f8v/SoYpkEqilsG+zh63pZc2BdqTx4HBMjG5w7ZifZUTBlCZDBo5GFxMsmYmk7CG9GadM8/x7kW3y9xjwuK8Sn/shPALA0MLwYs2abIRKc3cPf2CK2uU5HPRyTBxtExKNGQ/QXBNPwB+GMrly2MaCTOVKw4t0b9CHFqsZvH/RzqCTv0HzmIHh+IfplV/RXoXfaIvjR5t0qhjY7RMxUBpUnDVaB1RmXZG0ljaOT6HK5W6cJM0KMSu4tvecCSv3cWOIme1ThTrNC2lAc8MwkgOzXSihInqh9GFgjEka6hAwtIV9JST+LPZLNR2ZX4zkwSwSdx4JcOrYccyGavrut74dEyCXFxfCpu2QilY6OtP24fpauoYk3gO4u9i/DarbpkgDj1O6OT7RSPcxL2YIe61znCr/1OnTRE9a6eHq/XhfIarwh7/3r9MXcdj+r3/2L0hH99M8YbaHm5tpceloFKnnYchv2Q5zWOykNMjE9kvxW5ChYF7eZVz+hcSN9yiOQMXqsEKnrMCUbuyWl2DYME0EMgDuWHMpjbmfr0MgcDBwDHyHfeq4uI/vMfj+yvuQ6qwawqXudblGm/CjPkBItZiiNUybrVz/gcXN7Gel5xi0bHA3Z1mThg/I2g6biMloZEC1zl9MHA2O4/76KuwzyRASNt7towyX6SLdihBXEeMu+mW7Hzme4mpEaw6o5EwH9mEdGwXgdixdpLEOUpPMVm1yDPBOxiwJgWstwQaq+GA1N9/YrhViMSUGU6E0qn21I45CCAtapzQSnJJTQoSKoO+mCGOKD9emBSRABmlqYhZbthGAXUJaThKTHUfVDQiFTfA57FrAOEuZYmt3Ot2/SyKBznQZ7bXNDaTrDPch2rC5lS6cPZfuYc+ubWylJ554IqqbPnjv/TAZOtiuOgzm1fd2mRJ0h/bBDG/9xffS3/2N30z/yT/8T9PZ8xciYtHHbJlk8JrEhUch1Rg4hyAGir5KVvtRADf2++0x4Aq6or4gA92oi5yvGaDpBKUAqrUCYY7QvogMKEmFAaDLRmRc+nAwY0qUQMFWzPKCowVsAFlVj83JdaoIINlkDAAjeGPcqsLQTCXm2T6xdQHYwG8dO1IOAAAgAElEQVSIvjFyLiegtN3c2Qgp7T5vkulgfx9JSgSxrWIXZytN+WbbFGmh+r3qiOl0vqVFnsYjjn5U4uYe5vYX0rZIrJSfOnfqTYO7xjobU0y7KZMpI6vVJNXbZSZEmZkPU3OTaYKtPlFLU9iR3CISA26aEao14wllIgrjmBNyPAzGHe2iJrcgz56m9pRq2TirnK60t5OGcRrYP8dmjqY3Xv1U+vhzz6XTSNmGRENVGUm4f+sWIbJa2tlYTw8fPMBGXYtr2Bm369dvpW3SvfvO0uCyStUWJsTq6iqSF5udgZODxwHniLw4YOMUEy1hIqwEkY2r37hxK33lyz8ZdvJdSiiV3LZRO9HwTx7QTNCQkHY1cMMvfnhMMnjRoEe8CyaBrong92KgoOFoMI1IlXBoYkBDGgl8mDxMBQubuAYXy1oNQQKhI9Us3AC15wh24RSbkhQmcEJm1fZlwiBxy2GCnT95Kp1D0xzHRFpASMzjD+zt7eADNInUTDJ5FOEAgz/cXMfs2onZMFb1FTUWmiKR/lWT2A77ZqMDtLZrZJ96DG2Ion7fR2FSmSzGj7Hq6ViC/OD9oOmIuHwumD/WoOD4Sg8gRToN+I9hqx4465LwjIHutpkyFulwm6xNIOXw6HUsLHJnEHSorBAzVhvOA1IjCOofN5XWjodeovawkteMlTOARYgzGwhPRPeq1Ag0qCb79Kuvpy999oth03b2m2HPbgE8nbIBBNzG/moice9Rq7CJCl9eXImCd2dFaApoj10GwFUGS9v1AaWM8/PYa0uLaRMpOz3DzGBaUifWu4aJsLWxlm7eKsfctVVs6CUcwRo28wfU937lS19O//i/++/je3V8khDaHva8KvMRUQN6AmmEQcYkiJxT4FqfBdF5B/xdinyMpsSiIUrSqMTyKGtDALVaCOmWwToCL+RygLMpIVEzLAPAnFoMsHSOfSP6O+wZOhojQEhGIFI0M92IEOD5J06nUyeOp/nZ6QBdByyMNSrpT779TcpC/wKttIn5gBCD+e3P0vICwgyJLKDUDnFvzUIZSMbRFMn3NKTpp4iBB6Pld6Wsm5ewfXERgK7Dl+mmlJce7pahc9q36KMWQti4kUoTUhHeAoSsHlOFq8wfVwCshQ2GQoia4qDUwZtOGZKStJpBZ+OZUWDjbE64riBc3HnUgMLLtEFWg8W07FARNN7PSJgKG/Nxma2wnu5eu4kk7RKuwtjGZFm9e4dqsIeoMhy3uBdX1pDnGg+UvOvr6cSJU2kZZ24TaXv61IkAscH28+fn0uLiYm4O/8utt5DcXqfB79NEUbYxfWo6jYIOzi81SumKiQv2TTEF3nivxJJoU0wTkiGtMaXp0d+C4A6GfS6IfHjT0YcYBK4fA8PNolA6bEIO0LlhsNVEOgIR0hKs9DGKyXkPqY8Ec8Qjv5+HnpOzY6SVaRM0BTxIOhl50Q+3iMo+P/Pcs+koTHyKKrpZivLL7G9tbcstsRDLdH0h/fQXv5SOLB1PX/+9P0x30GoNTMUy47uDxK1PKJwEol1V9fPnmLBV6JOWb4TxaHsc5+dojVv2fXKMOHYfvoKJwaEXLmjqj4WkLQ5U4rqPUhoKxpE+XaIH+8wnW8CWnZqrI1UhEFN21jbX4LhW2kC6tXBW9ve6aXO9hU3YDNA6u6E6Ru0tNbcSVQlgEFqq6bnvtJhd0d/LYSCn/Iez4RJL1shOUEdLBGC3lSaQhOfPnItCmGOLy6RqkW4M7BVSsc6xOb6ynFZwyDbx8jcAqo7HcnUZabqYPvzww5CmPTrtbIgpBvqZZ55Js7Oz2KUTAdBdpLQgV23uYs9eJNV77dq1dPUqFWMcd/z48TSJF33p2vU0t7KSWtPddPrc+WCK6YX5kOReR5NK4Apk/QDB7GucoH4sVxWGFMzMIEpgP+eB9h2y0P8asWszTAOklwmJcVbJcf7b/g5rWqB1Njd26Nc896qmu8SXazDLFHUZqw9WkZQng/kUwZMwlbn8LjFV14zYa+4zlQkmJHsow9WQ5lPY5U+dO5uePHs2TRB3PkP559AKLsb0Ib7BMeh6Gw1lxGWDiablGRIUAPUrP/2z6fbd++nBv/mj6AtGSjiUxoH1xmOVI8Y6pmfJJDIZP1WsToMKsQ8trGkWkYyRqVAnzCZzOoVHh7rrRnv8HuWKHBuhQe55SEMl8mgrgEwCgkSADgFANejeg5idkIhMzdFTNJoA8TuGzXZaEHUv7W3hzFCZ1aEYe4yZEBabC1orf2yoUtVeWM873yAUhe3bRmp32eQ2Z0U0TFDohEyW0nx9DoI+ga11NkoXuxSR17GFDriOKm4F4Cxhjw0odB7j3XlkdQZncXGJ9mynlz7xcrp65Wb67lvfT5//qa+kOw/upQvnLsRgfOMb30hLS0vp7Nkz6Tns5ls3r6cF0sYSU8AaZVhdXyXb9kG6+OJLIUUFq/aQacvF5aUwiQTsJCq1g42ZC4ykkSWghq1+lNAxcIpvXiq+eB95JDnrpgTF7tcuCCmTp9a7vNTt1QfpxLHTqOmdiOwsYQp5SFfHFMaRoY0ACIzWznZov/Pnz6aLzz9PZVsz3bxzNy3DeKexWxdmZyJbeObkiTQFvbaJplyiOm6H/ungbmIm7RDHfnD3Hufupl002lSJ0CNjZHp9EhNJsR/tpI0R9gRU/MxLTZElrlpT5ixr6ugg8rkAnvQRtDk6AKaix5km+SpeiS1EstEnGIRrBNOrcvxt9Plx542QKY1CUJSZruMaG0rgzgBPUzUGV41TL9CFQ4wedNr7BOy36XSf2lW4hEoxfLfIzKjqw57icztmAQuuappjbli5MUMIbQdVQ4OQUhF6waFzvlsdDj15/AR1tq+nVy++lEq72LGYCx3ixTvbG+nBndsR+J5pIFEYqDt37oSU0TG8fv1GxGVPnj6DhL2Y/vaLvx7F6K5cI227hOtOnzyJCUHCAdvY846sHAtON8pgYsXc+PLK0ZgL9f/80R+nOnUQsGOqE/c17Oe8u20SERNk76JeWEAqOvkX86+MZ0LgkEqh5nyX4KOM0WiQJL7SWBmsgxcuq06J0gf11+m2Yt7fNOHAOlpvD+mranWi4RpF81J3cX6J8FQrQnQDMo0fe/5i+iqp6ieeOIXEJyaDRLXeZJJoS5nvTarg9tEuxtbWMLfefeeddPWDD8L06pIhdXHDVdrrZ9uvDWz9RxWzxHT6DI6Zzq9tOGCFISMSfdP2goxXIWmFLyIrzAUtGu3evDBfrr9QKwtc6ZOLcex/NrV0aPOmqcDniAPmV2EyFNK2oLO/VmpMPTc1K2jLNe6qg6YEVq05vYOZCE6PaWOg62kSbMhTvAG3tpNpu8g/22BtXoyPSN8SVnPi4RTStk7oqlafTY1p1jfgmtZGNDebaROQ6twdcF6PDNcOztHBZous2HVSi22coRxP7HWb4enaTiWDgKlh3qhWnvvYxfTWD9/DaWumT3/mM7R/LKIOUwy+jtjq/Wzgq3oFvS+nlPhyHYktEhkL1cUYi6YxbVToJMfCXcE8BtyFG8MXJlOd1DMihD5n2xbRHQAM7zoGA/AGiEcDxb5CYoRtxiCaEi4yYAqVqMYzS0VIagG7897dB1HQPk4/dzGlGgiPGp+zc9UJDfQF+vr6a59guhILnHC9SUC1i6q3ZHMd88NQ1CaRgE0K5Q3l7RImvAWjb60/SPfv3WG6Uo/ULqYadBW0k3zuwYSuomi8vI9gqGPCKGlj1R365UzpWJcti9yQsEVcNi+WqKkIbUbmQS7myVEEz/cVU/qDfdn0Kdh9gLAxhq/sjcUJR5K2MBUK88D34jqVqYVGDEsFx+yAFWLGXUaTwTCkElcOEc53ANYnizJeI32K2VBmGyJda6j9moMUKWAOpc7A+WNKkP4YcdJtnR3SiEjeaexPq7yUfpoROlEnF06mcyfOEo45EYPVL3XSsaUVbFbCL0jcaQZm/eFOep/CGSMdW1sbUT2m/awZM4cUMg+vI3acGoR/+80/Sc89+zR27xXqER6kZRyR7Z2ttMW1TmDfrSLNBewGTDIDQE8/cRb1ejvduXkrnTh3jjaTncIUuYcKfeKpp1hTgmiKkkI1CDg1H2TYUI2aCU5pl9AQXEc6EjIyvd50mAuPVJ7HmTkTuMKc03lpv+VgvvUd7VGYcYaieDN2OjdLOJdrqzin1At/4Y1Pp//w7/5WOnFkBZv3buoT6dijfzfJIJq6th5WqWtqtIck3Vt7QOhwNRzQbeLabY5vwqwdfmvt78Y+oy/a7yERGR/H0+pA+1ShHxbMlAwlGVGSDhwXkQJBytKgRpTKzPgOJxum0TRQuAjcojDevgcDC84RcNVgAdwgGNeTrpFSV3PlTQoVYC3e3VeZmsdLRozKRFYpVSiC8ACLeF03FsEHAawK4kID4rhI4Bq315mLdcdGxR+iVuO6xz5tXE2FFlIk7fRQuxRrLEwS1GbGLS3dWd9MOzhT1amFINo4AHRg7mxcS3XG0EKaXVTWBo7Y8iKFNjhYLTxa7cwV7Dc7aw2FBefvf3AZc2QhHcOOs91OwXEhtjEk5Qo1BjprJhtcwukHP/gBQHcfThbz1cZxYHxNkl2bREVvYlcO8JrX79+O+PTTqOIKtmEb27GJ2TENsxnKi4yQjXjsFQMjDRgUB7UoQvcQByybBbSZ4zRZTJlWcWIF95DCpApCQ5wbLqwTP83noRXosza3tcVf+uzn0m/8nV+PqMGdG9cIFQJKQnoTaB8LYN79waVor/dy8T7p1QHQQ4TIJNKyATN8uLUW91FSShdND2Pc0tguCehpvmvntslKCkBncwssI1C5osyv9BPbtgxYY9NUoB/jJI4OHbLgTJcAyGZRjzEp1tn9KGhtVLC5Jgv3Lkwv6VAAtrBx/V6ZQH13XUsAQqLFwvbSwHbfLqq8uYf676E6OgbFUVdWRTF4SmUXZI7qJOw0S+JCcih8DJepdty4nt9jBUABDUe3IY4H6vnO4C0LLr3t6UUWaCYztU2h9ybTcxzge/fucS6RjI3VdPToCstFMVMBR+XmzRtph2iEjPLk088Tpmmkd5kN8eD+3fT8c0+mkyeOpQ3jkMwnM957+cqNmL187frtdA4ve+UIti6MZZq4ghPyNFGGm5x7HVW6Gss4AWAkmdLrIaZHiZnCta7tRCPBrNp3hQrLoBXQ9HYkQVwoMFTdSOIWg5cXgc5TlipEAgqTwsGuInE3ma08zWInmmYCT89dRvvy5z6ffunnfiEcQm39h3dukabepfB9J91+cCeANAENWrubYTMP29QbkFwxvLcwOxmAsr3GwKehu+25ceMGNKYOBfrLLDu7WyF5rVEwPGg20bQ6cQtAbV0KGtkqOUEb8jGbBa4u4wIsahGvNWYUgf7Yf+8TCSfooJMbsxxGkldHWGbxXcYwjBYRCK/NuR+VtMHkI8ldqWLXahRrWzg71ppcdZ5Tt510uLdD3BZJWz4g8O7iE9ogcgEUdZklwzreVzs10oHk3o3xHrDyotkz16u1MQb4+qz6bSJhjsKZoxNH0pkjpyKdu08Ip4S3PgnIjNtevfIB0roZQN3eBMRIQlX17NxCuofXvYIz1aC08fa9h+mNz3whJOZt7EJrEE6eOp3WPJ52bgPstfXb2MWsvgODNZkxvIjpMI7k/+DKVdLc4+nc+SejBvYa5sIGgJDQC0wPmmPTQZX7e4BIJ9PyxCHHWiWnKfUjwIVhFUwyqgmZbJBKq0c2rskeZi1FaWdIV/wEhZKD6iA5MIJ1eWGR4hYYXSanau1Tb3wq/Xt/629BpzWmJ71NIoZ4NkJByXv/zk2iO3s4bnNhxzrLw0KoFjRXWqq2lagULkYY0EzhxFHT5XMBsjDPGHOnPqW7kJ9O1BEmB5g0TcwWBVTJhAjtU8NmlmUUlbZK2ciY8udgM0Y6cPajcMa0ta28jjXXvI6STUL5rpkEeELD+665APaCKbhGMD4HWA4rm+RFsG0LfXdOmaWGeu5VOjJgcCMtCfh6rHvgoKWh3GqWDF7QkUIaj2HTGJiPOUFIQAnuZMXt/nqaRFoNdhhwbTkAPmAxvM4O4RWWIG1hpz11/CnCZDPYZ2RkmCJ0HJtWu3kd6bp64yZF3/dDWly+9HY4iAsM5Asvvxx22jjhtT/75nfTA8yIn/v5X4wVyi9dvobzthcVYO9evpmerOCV8/3WrfuhMvcg+MKxkzGJUomyR9zwKAU2sQo50YoW098HRkPocw1APvXk0ywCOJOmkC5f++rPpf/6v/nH2PgdnL52OnLsRDg0VZhIe3VrizpVpJMSaxWbepEQVKhObD+IxsDQf2ik1nHwNvcwkVDrRgH6mFsdlv5n5MLhMzmhjG7jAyi9N9ceplc+9rH0j/7B30+X3vlhuvzuu2kPZ6tkxAZHdf3BfcBkpGQJu3U7GFC54iyFfZzV6DuLF2oG9DCVjJceo/1qkZ3tzUhAGOnqI4B2ceqsqa3TrzJ+w12EyYGzSVgrWQFwYIUggqXU1qZ0IUHXziBlhLk27hJbMEg46qboAXCRitffcQUkZ4xH2DXAm0Nq4WxqHyj68KNyUgo2Fn8wQpR4OkYeH1FDJTfMpE39+s+eftPwkTMyFQNGCMouDgwwe4TABti2sYwSnKXnpw0mgbkWDcw1BzolhmBmFrF/Z3JFGSdwHtkpAO1zE0w2zALWFgM9H4Xh1HxyIsYBjRqm1du3SbO+TYdZlZzBvofnu0x258tf/koUcX+PiZDaMts7+2l+aZmKr0mKZ1bTVRIGDpiJCMN3d0kP9yGcNvAkUuTb3/kuoRPikQBynxTyA2zpWHGSDqi6TCLIfJoaxnedzzaPqjx+7Fh66cUX0xwziD/72c+k//vr/zLs8ZjGhERTxctc5vKNIhhnjVW3lUkS3LEITZZz8DHFGpOnixpXS1ViaXnDRg6c5DTHj7ML7TtMX7KM8jiA/Hu/8RtR/H6P+LNFMoa4ttAs68SqLe3UsDYZU6xZXELK7tFPTZIdfo9nUwBYyyXtZ5Mw1xamk0KgyXGaJJaUytAzOIGTCJEp6Ks22kN6G9vtaZPTZ8fehaFjwRdGzmLwcUxH6w/G2WLRZsY0ayLDfmpfzAP6HrN9C9AGdMOiFZL5+JCp7OFeOUUsDQUv+5S6Uoj+O/NXWpU//XMX3oxCYhsH99XKxF0JYVnppUPmKtLOMdO+dS4WdOfC2Dl61AEQFAEXn8L7n5ptpJXjFGosTGGnTUbWZo71C9yW4eLjxFBnqfiaRjqNqxYBv7VRfYhn3FBb6M6t2wTUz6ezePj7OA73Aect6hLodzTekJG1A3rfd5DQZuAMtxkrfICEeoApIUNp75lrn6IdevhdvExXa3H/zMw04Z8G6hH1D3hmOMapP3PsN3vnjF/t7wn2Wxtx9IimyVT61p9/O8wUnRen87syjEVCsWIL7Tcio5TVdPK/zBw4uEgdF5p2yrZ0RrjCg0gSw2qqR1DO8MWg91nSalkNxPUtevmVr/11HDOylJgOa/dXuecesfSHFNPf4JqZWXJ5KQwFk0izDSIF2oJqHeHQxrFT7fpdL18gq+hV6x7n+dJvAhPh2OmzrDpOJMWQGu2Ld9oYS4Q6XjCnws31G9Q0rkkxjm3uml5eo5haLi5iTQT6q6Mea2cwLjlUKIUywJXOmVyaCQLX1LemgsgI+ch9de6sZYBBkdxq8UoVtWqHK0oSQNllaf28hD2ELdEBwyoaqNpgfG6Qx5frtJ9sVKu1H50/0DzFiHeRPFcBn6UGoDvvqtscj8SeoVTxKBxdX8YZRKJQ3QPgSDUzz+sh+fAuJoQBb7Nc69hqd0lH3mLdgxeRepYnBkiQojOYA/cIaQmWY8dPUqNAXQJS9O79ewCDlWm4xxZOlVyv1D569HgQTum4TJTh5s3b/IYUREIK1Fmkq7a0TornGPFYJtSkPevSTiX6+hbRiC9+/gsB3GtXr1JssgyTLmTnCamgSh7AQNqkj4htJCFLZ+kkWNQMSACSJDA95osxZ/2JqGBUIfJu+53mMg5z/uZv/lYw6+//wR8S6WChP7TXmOYXALEu2pVgu0i0feLLqn/t0H1AasJEvyLGhWO0N6PumnZo12ZHEGeT6zVdQAVaattHdhBHsD2ScK7so6nmzA9Dj1VtaASGmtmlqrSP1RCC2OVc5cgO/RSk3isWBOG+gs5+ZOCOVAyECobNuA26Fc5Y0JCx8FVkGo0lR38iog61Pv/Vi29mvWbpHNzYguu7VvsbxsA0cNklJ0m6YiKcZc58DptzEYDNLsykacocZ+d5nyPVQPq2XCWnX9e7pFN0NlK7cJfGxjidO8DpqzPYU3i5Y5gcG0iRW0xQvI0qvE/q0WC8bV5BZT+B9FO1TeHMnTp5GkmynW7cuhUOg5LvCGWPa4SKPrxyDVAP06uvvpJWCRHdunkXiTLAVj0fs3knmSDoVB1TnE89+STVUebxq5TwIVkZqDmXHwV0qjbDadOYGBPsV+IqaR2Efdrx137pl9I71PLuwUSaJTo98cgq2jPJ5wjXgJSonuKfjoeTEEPasjmQoeb4XTvXKfcWpoRpAY205rTYtmCe0ziZX/vqV9M//d/+Sfqf/of/EZt0Kyq6lOxzpKojTqxnx3teZNuMJUkigNsEiLtoCofess4JBEIVbVCDea25aHKMyw04+8XP0m6B+pATpN3LVMHJDDq3AlwpqkDYJ8XvWOiEuS5cjZqDvD6cc800E+xHmSSOc9dcF8wnI2XTyIhSYT7EajUhvdXmABFhFLMfFOduMK0uXy6b9DjbAiNAmCglMBzJxtQdemfAGInZQx01mYKunREzILU6nGbDm45YDbvSwZrFAVHdOtHREj1VnjG+AcU0w75JA2N51BrYCEyNXpPB9Ek5ENR1bivYuC6+cY/ZCqtI1agEs0iks4dd1kovf+IT6Tvf+YtwFlaWjxLueip9i6nmuwDmPMCzwOcOdbJXcOQM2h/DHpXISo433nhDgRChnkuXLgXXul+gTDPx79qVyyNOZzYBYLZWwXJJJd0i0nwG58RloGbw0pUgAl6CtrAHtQP/nb/xN6ma+lckMgiZcSMlilIrqroYEEGs5IiFLyB4fBau/BzHSFIGLabj8DWC+Nm4CHqbDj8Jk37m059Of/LH30hf/5e/F+efP38hzJNdkhJHiGWvoElWCd+ZYVSC7yPpBEJe7CTXrE5ilkWygzZoDijdrU223T5+wP4oab2vNIoy0ck5GMLIAO3FCe/pvVmfQXtd+Hq67lzEHPqKupNgt8ylMX+QNnjNQstoGikls3Tld79Dp1hUO+zfHOeVPtL5MQEc18p+FE6nzMB6c7E4IUKp/PJPnH8zHtyhOmFxO0OsOmRygNkS1ZcNdOqLkw6n8UQb03iS1G3WKFRozNSQthjoDe9MmhDDtU4Sg5YFN7liuN5oA7UyAzcvEIZx9sn22maUKirSF3GAjuIQLC3NE099Pj0kYqA99uprnwxJpI1lFf4WSQnnuGmmLAC0u0YhMBNcZVAnyRkcbUJFLuAs6E3RXsQr3yZ2GdkkQLVALYJgNVYZi2bQzg6DWuf63iMrKCQiGsPXLmlu47jj2OX/7J//85AqdzBLrIybQfJNAQ6B4CuKX7QLaa+SUJXm1CTtvVDVOifcU7s2VkuE5rFKoQAQDBBbKWafP/HSS+lP/+QbsbaZoHvI2hE3b90Iu3ye+7qQyzqx7jaA9V46WppyFhY5+dV5ddn2x2SgUzphaixVuZK3QSIp91d1LY1hQmg7h+T1tzopYEOk8UQmNUhISGivWaCE5V5VaGG7cyBW3GEvq1nop/a3mwCOOYUiUnwLRjfupVMoMweA0Vz8QM9zOEzaZcls7FeJywKJ2LdWqFkLUmnGdBgIZloXTshjII9LfJDNn+GJmP0wTQyQhEXZENrYPuWKSJU+psABM0KZct7sbOHWoXIBfocFlMeY/DjWgEuZudswsgAxrBZb333ApQ/SKaSG88d8RJW1CmM4fYZpzBR9DMApSXUirMB/ivSrEYJFHJfLly9HxEDpdvbs2fjdc97/4D0GpZQufvxi2L7+9jaFJQ6Wtp0S1AiFYDFPLy2VHTo+lteZYlUoTrDdxmtX/ePjRsjM0knLIu8QLy6Rw3e6kvecgRG1cR1Ip3U/RKIpSoVtiFdBjKSTrfMLWPI9Kqp8Z4s/DlASG09dIkKyAiPfpw0WIC0D1HeZZj+JSeYKk3swU4Oifs0XY6OWRVpyWsNJNZmiBtAj34JhJ/iuDWw5odk/QV9H2mrPCiadtRqOqRETIyva6ZpRDekDYLN0ptaE8/VtbuN7hHBk3JTVMr5OqN+VrSInAFcAlHc6G8JHE9D9+Xc1kE5XfkegQgs0NO3xZeLF6kTtYgKwGfyED9H97AeXr//Ms2/GerV0So4x5FWnszXnoFEb4HqpUxSrzM3jiTP71wU9OjyRp9PZxTxoIkWaTEwkvLJLmIm0rDbeJs6WVUANJOw4q4BPEwabqVMSSCbuynuXmNGwEXPHBi6JpPSBgBOAY32dZAMB9xWcJQkXoSMG9cjRI2F3yoVycRGCEpDa3PcgphLs6WeeDO50NRudPKXIPDW8SmfP87ufBbrzzAK0UGwRKWwqWTvQOgWn6q9wT4G+gZRfRYrpEF2/fQvHcSsA7VKoOi0tGC6yPUhArxXFMKNlknTGOrGcKddE6tq2iPnSvgab0kuP3FCW0tZVe3Sm/sYv/3VKEGFg7usTjk4cPYom81gcQaIdrtVgoZLz0iLchq2qoNkmvpxVJIyA86RtagjLJJDvDRhM08p+2n/74Vpt2sBOKiUbBXgn2Jyyk59tF7Mb6NsU9Hd6k/11SVYlpZEENUleW7eDmYIWxRbfw+xoobrtfyxjoBkZIM1OquCVWXWAI/4LWHO0whkU2QkrJtIiIkE0fYCmJsjKbGK7/OIXz77ZIbffIp+tpx1VOqDrONsAACAASURBVFHI6wFIBcFLzLEGV/su+rvUNrQ7lDe2d3kn7dghXujTeuDsmGqMTSRoZ6gIq1cgBMXRJQLyXaRwA1XoItKGxGYhUJ1rNvGCrbWVu1Rjese7BNQ3UIWWuS0hZR1onQMBqZPTQfUJbh0qQiPYPjwPAgkzt7QQJo3nzC0gDQFYwwoqiKxJIRDl4XFqFXhWlqEQ1C2VaazeuI6Nd58YqWuIbXJ/J17OIv2+R53vuywS8tQzT6d1ZgsoS2PBEKS4aVojFkYBArwAjWGK+KX2nSEw1WXOSI5F2C0cP9puuHAPRl3Atnbx6n3a8LWvfi0dJWrh4wCGgH4GILVDI7UitjwFgythVbOOmwD2JUh0tFQj2uUuqCyo6ob5sNuzecA4CBIYbYcsmlJ5CknrcQLZ5/O6ak+2e5F+AD6HwzSBNA3H8UHQtEh0j7d/2sYuzB1Ao997RjiUxgJWE0AJG7LZ18gQU5Jz77xrFMflJ81Ta0qMTeucKaiiRDTwyO5i+U7UU/n5z554swX4WjhGHewTvcNipZVYAYXBiKUg2TRnnHNmXUKbMJig7Qp4Np/qKIgaNR/QZ1G5cQTDN/6PtLDGgT+dsjI6ahq1aj2ohRzWF6yt3Qv7rI5UkJDaoxJ4iuosZzFYrWQGyAUjdhhsiadmUDVr0yrpzNR1kT7anovEXq1PXcOuawOeBaIUsbAzndBu32S/JY0xE4PzzXxN4nSqcj+4ejmrdhy6S1euhAr8+CdeCXDs0X6oGVPeHRjjjkoMgWibIusDA8ZDtSOWmQtMFKVGG+pIaZMDMp4ArgNY1+u9cPZ8+i/+0X8ejvGeyQGA5bw7zY9tyhONzpw9cyYmM2rfqiGbzHiQiQWrmTnv63Pd2gggByvClwgHN8NKtruElK+oKWiDSYAZbP01BEQHcymqxKBxJFgQWg3ap1YRoGo33/dgLk2QHUpOm2Bgj8L2XbYmseY9GCxsW/ocMVyzhap6gBh2AneMOgRtZs0oXppMea1hYAozGm/3WI2ObGI8Am6cAogjjltkzVxgWaPHZZWiQER0I6JjPVsGwUFrdyoh8QwZWXzhui3+7nEHFt5gr8UsVCISzhRoYUxXtYdhLtcHGIeQc6xvOz7NPgh/9+4t0qhkupDgqk8rj9Ye3kOS9+M+UwDJWaP37t4Ou22JOWWWN0pwpZVLWVZVyxAILZrmSXTsQ9wZ7mFdg1kx10TocY1JnI56dT49ybtrKDxgpsAO0lNAmLK+jxOkPVonBLZ0HNWME2oW6gQTCjdRwWs4aB8CYlf0OXH6VHrhhZcjM7VJdCFHFVhIicGt8hjWwyKSGCztSGxrTQgA52tGB4u2XrtyNb3w3PPpP/itv5d+4gtfSG+/9cN08/rViOu6BFUJO9a06CKJCAvup1HfOyRVnKpj2ahMbHzb+uesstFE9MV7Gf3J+X4zhkhJJKP3V/pmgUA0BfrpBNsPoyqOcTx+FK3r1H0rxWR+cRY1w+zzXGuhtX8FpuG+JqUBwYxKWSSpfkLEbpWc0CBW64QGEWIDO3mf+ASgI1tYZ1fgqp0sGMoPzQaPApV7xQqa+vzQz6hGPD3dErwaADAjYlLADtpYb95hLpAlfmOsLaWj1GC2r5wQUxsBpRJaYFuPq0uySeFzrYyUhFMPIGAdD7VcZW4UQO5AqBvvf5hWGIgJ45gco5rt9ZC6SE7jo6dOn4UD9yLMs7edJ/jp4bfMGNHofWwoSxMrqMxtEgRPXThPhdc6KoY24DzMY6tpo/nMXu2tdaSXBN0jz/+AjJOD5SAZRTDy4IRIOzsLI1hsfp848MrJ4wHCNoNlMcqdK5fS7TsUd6N2m0wruoAUfAmvX8LfZ07Yt7/9behjFReuqYFyyCt4/d2X+XYIHZ8t4QybDtvub2LL/uSXvhzO4R8xt8t1fS+cOccxMDm0WSXk56oy5uqtuX1w52aEsPoA1bCSAzyA9poGSsMAKvfytpHZ5H6CCDTyO63is/FTzSLDYUowM4OaUbPY+QLcWGkZ800HU1OkMVQKo0WxmXvU77o818z+THpATHxI5aAVgv45c8a66A4hNHMrIWnDlg3yxiuiE8VrRI9w8jQpOCk0WEhbLhDk0jnjI8coabNA8LpIXNd69QHSZQilvabdaF2l8TUBmeNxslCWxBZgK3E1lq2UkvvleKs1VMMDTARXlhmgRmpDQM5KOKYWy1zTGs/XX3uD+Okui8xdRwqgavZ5ThkqTxvm9BMnY8BOUZIoZ5sB0v6dx6abR/ruISlPnzwRU4NUKU0I+ewzLJMPiA0pYcilTQp65EjDWB9evZaukykz+9OkjQJZh2QH6aPXasGQxS563gb14SSWOBqk9z68FMkHK61+QMLB9zPnXViElXBQ1UpfJ1o6JegM6vvSBx+QuMlmFr5OEP/Qe2asBJSBfAfOxwP8u7/6a+mTr74aWTqTC9quxzFtHnL/I0szmE9oOJ0gAGk1nQmTPYDZR+PZZ9O+FsZbb2BNret5GRGYmprnHtr6PMwFEPqaJnlj+E/AK5AUFP5mBEPTwDbJyEdxAO9RmL7CQ2sstI+HVXN8rMAImKPWGmEwjSaoInG1aZsuYMi9O2BAW75KRAcIcteRGcC1hWoRnXCMMyAzjQKagDCDF5CCm1ynEE0f0VEu4De4LqxlcaapEA4Y+qhGUbMS0A6aQdPbdFWZwquM2bxIiQ5PvulrGqAGXHfLp7kIXkxfDGCC/AuoYiRck9nAlHuk3gqxP1ODfKtpStA4pZnqyeWTzK3reetYiaapSesM1Nqch+o2KO7xSkOfRbGMt2/tgiTRy4ZL+MSkRn4/YM2DPhKRUSTWjNR9++2wSetk99rcdxE7V7t2D+YLuxQbDg70WSZMI0LqY0s6IXCKSZHW4m4CjMYEhe4w6Q5tVSOcPs1i0pg5b731VjDXa594Lb7rlEXdBn0QuPr5br4CuDCTwDl6ciX99m//drr24eX0qddeTy+/8HHs4ymm0zDj4tRxaIWq5bRV2mIxPbZY+AFmADvQymyb0RdDcfuAuI1N6cswn3eMjBaazhCcgIniGYAroN0vYBVg0lRzrAGtpK2bWVDrRISIgIrQKsf74MO2jzIANJoMXke/YK43n+o9yiLXGW8ArKnhMzCMcGTpmu1ZoyDhKwFcwVm8QiONJGowOpvH+orpYyOJG0/zNBYsXQO4xPVV+kAAoFgVRmKBKEAU1+kgMQhMQYqFQoo0X4RCAIu2lIb6Lkb6AK9SyVWGeKkOp2Pjao/b2Cm4t846DUNmQjjhche70tht2FZILperXIBoLj8p42jHrq8BGmpqJaaVXRJZdebvgsQ5VKZ7naXrde4B5Khf1dSZp86AwdcGtuBZ71T1vYotPXswjyTVwcOWNQiPhFY7uMSlHjMGG/btMQC7Qb+YTQsI9LQNgc1MV8honYqUqzHWaa5/+dKVdJ1nClteOINkc4qPY6Gtb61yPBbWOG0hdRk5C+N9vfDCCzE96S72+zbTkZ48h8nz8AEg3YAJp0MqOtlThtAZM/ZcxYE0dWxIy4X8FplaLo11nBx4VbVhSJdHjaeCjoArgxkec5/SUKmr4DhCCtmKOOPQdaIsZxefQCNNhG2raaEtq5Pv/LMaNNKBtaB8gfDo6RNHkdSzME47XYV2jlGTLZaRCkeUW7HRhGBcgwhKU6sHNEQiahD08V1mysB1+pEmQo6EC12ZKDNQLDIuU3CB8sXPnX+zjXodmkgYw0wY0Ih9OGjHyZHZxg2zgRN6iOsNBlXV2SX95gUsz3O5fRtiaaTT3Mfh8j3X5iK/fYKw1DKOSElGQL1U2O7epLYAaT3DjIQ6DohOmRVf2TYiN06HZrBjjQio9s2/K+0WAcxdF64j0yYxdIrM4UscK8HuU/dw/PipqOwyBNaFwW6i/kqkpl0xxtCeRDU+LWG1pQQ52Ipj+zBqG/BSWRPp7ShmobbCCY6ytxNcXb/MdXuNiixZ8EPaeptMn2rfKq4G500SCpSRlCYTACIPjo6kc7EqEQlZBaQXsM8d8AUmPzYJJ2oSaMu7doSZsA/fv0T9xv1Ic8oQxnqdsJpXAcfuRYhsU6Tk+z4myB6zhM1kBS0ZKyMEswDcaesu5vw04byjlIoeIU6+xLT7GcyvUziaK0dwXNE+49BpHunsYicTgNs4OzejnsNYK/sQQD3GbWmBcOPiEu8U29MnZ0DU0MbOUjbq4QxkQ6YqRMsC1M66VTy3AcfbWgadMMtjASY/KdXzMk7WyGhyMgSOkddGMxqi0yF3Zo5RlLBxLV/sYTtZezs0+F5yPr8lckhb3jXoNb7jQXaswaCj4cuBV3zrLcbaqZgPTnQTBaqxA67XLrXTDUC6iEN3dJL5ZRS76On7wBTCElyD6TvYZddvXCbJMR2B6zVm+Wpf6TRoJigtipVoXArI8FWoQkmBClEVhhmBV9tgIY2bV6+k5VP99MyJI/xGzBTmeEBg3FBZJEWUsqptUcWmTWbc2DSs7136XaZd2vHZf8j9ExBKvRlUq6E6q9kkTixuwrnWKLsWgals+JTColFRESDQlo61wEiHbxF6On/hbITFlpB2mgFKWhMw1z58Pz1EIrsGgmsoDFyEBBDuotlMljhNXJPNRx20UN2hvm0DUjfCmLRf6aRElXlNvqgdTAJYEy0dY4Fp6K+mMUWusyjtHHOn9/i4WSMWqmxtWiV6DYk8gYByuYExJhU4fjJwGXr6kJgjC0uhqRtI5BtoEH83sRT05Rrayc5i4C1AKek1d/2s0AmzwvyBOOM8ae3o6PDqFEaGcfTn4jNKfVxqwxRWzXNxwNnl+WPh6IjyuAAGNxcwgG6+X6Joxzn0Zfdx6IAbhwFuCSXntLGDZ6su8Ex6jvqHKQo3XC9gjAVELJDJzgr2MI6Sxn14kmw6C+vr96M9mgRe0/0C1WknOiOeK2B1GnPxDJELvHkBvku5pA6dxxYOQXj62GCaGUElAeT9gjSPXmFv8bNVSL503uJdevKDK3tbyaVtl21FbEAHhXZIFxnDZMlYBz+Aga9xX2OUSgiPcVPSNyz7RLq99uor6X/9X34HoN5NFwmJaavXuIdOouaVWaVJC364d9CC9thfbVzf3eeY5ZBXAVrGB4muI6v5pbRdWsRho92qac1HIxJ9NKzZOtWyUlVTQzz1utM5NmwYjPvYZgEssKWnDiDxsWDcKZi4TLTJrJ3jWKf4xgXxLl27chgdiEcNeG82s3KOgRk8Sf2XvbxH3gwEjGxiGzYCrYA2P2BHKk7BCRBygPl2C0SiKILDC7BqbyjOw9kwGSFIGSwODimr4W9VA4KKlxXyeKBIXIG9MLdIvv1Uqjr5kqecc2A4C3s7uer+JuWMExSqGNQ+fuwkv+WlnQSSHbUjPiVHm8/zBLcD5u85bJcJq8rVTtL2k1ASXWkscLXh2sYnaV1MRcq0OGSYgnGkqCFAw36WHgb43QQtg2VRii/XczATFa+9XN1kKZ/Hel9XQY97Y/ObgTQ5sGUExf5D2W1oZ+bQ56pVuaflittk6Zyub4ZsnPu5ULV9VTJu0HeFie2UefdQ/YJX90Xb3JUYJb3tVfsszDPDhFS4Dq79NbxlcdIqtQ8+G85ogDUo0648j2OondrHJNpgSr4cYrQonHTo6VoW0jakLxJ6DhNB4VXC/m8IfNqodrZ+QmaYhOlcfV6H2bRvXggarcMxXs9XTLDl/iFIeAWOjfXylhnx0TuwC6C7Np3v2vsKzkqL1WQYKzgcJ0objPCANoqqKLIliNsoY1OcQlDVreIo5sJz1VjAzBJIzAWlbY3i8wPisg+pRzgGaJd5vphVYj6XV/Vo2GUXe1Sxqne8RRbsCE9s37m/g2TmGIDmU80FjwSTmTQ9HBRn5fpwbH/T0ZijmFtihLaAIQy6tyifBGFxvOGqnI4dxwbO9alKUn8rwHoIWgkIZbSBNSDopNSM/tnVvE7CiKkj9Ef0TJWOBLadkeLFPutSvxGPpWKQG2b9UPUurKH960rp4+5Hbb9LsuHnf+pnwtTw6T8DVPseNNoHmK5vJmCtaygkrWaKTCFolbYFcLXZ7KPZxXFsSCWsjilDFSn4Ha+DH+EYGPXYxBbX4ZmyrJHCqSaAamK3dnDAioiBNnWuGR7Z9khOa35Dy43vp+0y44eD6FprPp2TGCGiHEEF7S6cOct0H8af1Pl9TCDLLJ3W1GYuo23Vln5c2zkWQeDRmDwCbgbvI+CKbvMLjIHAVa17QXPHLspsXNewsQZ0LOqGaNcLi4xaZMQADicrAcSsUtZKKR04wdNWjTP9xEexP/v0xfQcTzpvYh74jN7ThKNcPcoqLCMD1swqRcNLBoQu9KGjuMA0H71dPV8BqrQTVJoAglhwK1mMKri/kMA1bGkB1ZUQvCJYD7EFlpvpy0PASr4AavB7/sw++xbr2MYGoyoJJBaX9NpKHUGqk6Han3ZyJFJAbWQa2WiFqWuv63JUxo2PHF0mUkAams1wi79ZpjiF4+aExWPQZdequIdr4dR6nranABe4hgxNsGiHFqaOY1Z8VjOtENrSRJh1ARPULKojwO8DZySHYDRCEXO6sEGdeOi6FbHoCN+dsq4pVDfmznskSqB7WEqAW2fT/mujh90LYDuVPUBpeMrloWbZdyGE2nTXeXi0m1SwUZ9IMCgO6Lf9KdYXG5E+gyjonsVFBi+Y5LoZuGr4LHltTvTHlWhUfYa77LCVPkX1eyzu4FquDqzEoDVhyEM0nZcYZH4MFaDtiKRs4iB195nuzFSdi4B2ZelIunv5moYw3jJOEmpPtb++lrNYAtciEh2Hjh4lpWsORGG/RkiNwfe+dsR7Sohcupfn4RcAFJyT03kFGG0kC9yd7FjjXoZ7tEXtjG8x8KGclKIjokg4QGO0JNvxahZIHn2kbYycc8XyIsQwAnUYPhdNySqAbVfMu0Ky5cQKWUT6UqOiqYinxiqU0PEIoawNaokxOtMzT1O8A9jN+n0H5ywmFZIIuoek0saV+VyURFqEJOaa0k1bWya2xnjJWSkUFeEmc30bnLOhEbg3Zc/3mJWAT+Ekxz5xzl3j6DjBLuw3RTpZOuoUeg83Ez0ycNyXcwW858cz58pIYMy74QFmDFplyeo6hIlOocVLtncNR3ab9jluXCSY2ylSkl6aZoGgGWrkN49GgDasiGyqWQ4pvoBu0EIai9zKJCWHAtcT5DTDGGZMzGDhMHJRrRWD0REOjkxN6CEHWSAVwPV6gHNvm9w5TliDnL2RiM01CjiIfVrbcPfmLTxR5/CzZhXgtZTQRpnRcuFlQyIrK4RvsMM+IBultJVoxcuBUtJGh+lsdIjPYV4IZu5rPFqQO7jjMxMRUH/AAh97EDwyX6Y6eT0ubYvru08aR1KG9whjBbn1AnROsRUxE8K2hrp0PVKtsraF9guc/JD5cF7HCq5uV0ZHXRMHNnXr+r4XL16MwTWlfUCQVBX8/e9/PySis2yfvHABTYPUhcCRfMFGVfJZFDNBPzWtfP6FtrwaRzNBOskYAWTGxTSwjOdcvw4FUV5DptbEcPwikwbYbIc10i6xqnBQm1mtpgZrt605JnZLLNffpKf3MGHj9bfXeGA3wmASwVAH0Mact9Z349EHTX5vO2OEe7ickw/PUoMrMJSco0RwJvtIo+V1gvnRAaDvBXClcXyOvzxuimFKHHU4HCUGAbEfGTNB6B0AaMz0dIsRFfFeipfmAY0J7nMz/qmXC8n3cDRef+Gl9NorrxJJICVIB66wRsIR4n9wRhAxnB0q6UW+lfrXrt5IZwGZ5obZnXPnLoRUDbsKVek5x46xUIZqR6cPU8KBvc3UHz8LXombpcYU887upHMvPh+hJLncSZPGBVt8lxACI1SRjOk91RgWctC9YGpBq1jgcyxXj41vVCA8eUhWwrzhh8NskgAWwpswyRz99DjtKJ2bFqtcumKPyYsrZMwMFxmekpkN8kcse0Kn9yAmh+ok2W/7U5g6guoGU/Gfee6ZsD/nYGD7HKsBAUQlrMVCbQePDqmideQ0t3z2hRI0ph8xFharazMvLLOGwkgw3EaoZLDkskdNGcdoSLJB+uZltYigIHmrQ1LkXMPMmlPlZQir5bbI5M0xpd6pUF3S+M7nM4LSol11Q5zUlhTiNowHyPu4AIlnRhC18GW/47eQzll8iDzHP2LxA2zYmCgICJ1yoQHMF/wtgDoaVFcqD29TKcuAe6EoIoEY8ShMQKuU4+ERkS0ypKPqEhx3qcIaA6zPPvNUenj7Nh19GKpMQnQxLVTBSq8ZOFXTZJvHQV2+fDVMByVyrG8FYeR6pYvE9HuWarlg3AEW5F2Ybo7CdY/1OM8VnL6vs4aWpoL8HIAcSe1Cekus6Fe0B+kaccXM0FYqSeio+QfZOqbSIuxeiXn4OU/nMRXuVJR4dkRcM08BLzGIBhjVUl7dV9B9FCVRYsyThDCaYPuNhoSa5SUQpYcA9Ryn1/tuiEh6GMloEuFowFyGxOyX5xfXl0YC3ZeDrzAQ2P5eMEjEiIOLqRtGMxmqFEA+7HAGW3werejaDjp5lrX6JCbrpKcxlWJlH718zjf9ryRXEo9zzQnMKTNemqKag+puZ5LHOPAq3gWubQvJOtqvzvPle/4UQ0dUAbWsMhRInlTT1kHCBONCYYO9PjEybL2w99jH5rGGP5TSqgnXOxgDuGOdsfTx5y+SFpxO1y9/mM6Qmj1A0tx4790ID+kM6DXL6RLFAbHGQdA6LUWJbmjFZfEl3jpesBJZrvcc1WEx5z4Pvxk0Y5qYIHi5Tms/fu58XHuDUsUCBA7uLBMglbhBCEEcErcgh8TK08k1DcLQUj0xiFEzyroScSxaRzocLtQcZyHtuJ7b8SdOROnhPRjWYpwhTOu0+ynVuQkYfQQEgRrM/vjkRa9rew1D3ereivdIzzKQ1iB4nIVCTuDUYdOxdQlSwWfxfyzVJOPSji609elAAt8qOVPWMvU0tFFZSm9rlv3daJEzgzUDreHt91nYmdCkZoxa1jqIKhMABLjaZnY4G2MUU9a5v6vWDKCPWDAD6bMkXCFSE8hoilJdQRcmKMkUTUdX1AmGF528CoDKzbGeAkwci4ro9fv76LiMRcjvmKnJrLTXGSlsitIwr0Auvp3L7jJBrizonxLHKqHipfqJ9W3lEsU8P7isZx+CPnn+XGSGeoRk8MOxBQ2JENhGdRorrlLq6CRGZxo47d1qrPura9SeLlLIcjovxowd7OAofVWHqr3gSFhOAGg++BKU7jNzUy4T9gIIErbLu8AtalM9TgkTUpbz/OzLAL0vv8cM5wBs7ELAZpNCtS8FArABXokvZK2IklZ6zTxSieiAoakjx44GYOJB2QDPe7uInDOJlXDFEkVFMiNMILOKmG5gJPopyPo7RAaQYgJbyWwVmUmNQlPEuNH+YGja4SruQQ++hV0K03sd373mQ2jcZzFvndVgRDoiiGs4NJ5TmCbWRPQBtXbtBAznK4QMDO0ax943yBa0zDRVwt/XzEHyGm81Sxdrh8EUCiOnTMXKNgVopaOX8Dp8kLSaHwVwo48cq4TNGs4iHOw0DiQcBrDIJ7sKXyz8YDKNo53WrNZwlmc8mQcVGmtdkRUKp4yTNQWUehLMgm6LS/Q6zz//BNNPmE0L528geTbJDlksfoCjYFW/7XRaSBAJia0G1jO1gGeSMEsRfzWspHmgihPAEl5iO4CC2MESlAEKiGp4bYjHrJSexlOuoj1cC8wp7quaCxaLSxgJIf70WCVYpn8QUW7OdZ/20ewh+zR82XK0ITsOh+BVvQF4LVwl7i6ZuxoZpElsw0VoEI8RhWkHVMs5gAdIMfvUak3l4hb6Fs6eAERArK8TAsTmrcCYsR96eV377WdnHJtqjso2mZCmxUxhjlUVW55qlMai7wb3K2MzKlL0y31X8poN07a3nkEgKjld82JyuhSLXwtka0Pi2b2AcJE4uy/pPsmEWbOLuz7REzvXuhFTx7bRNSasczD+7NQmK/Y0Ge4R5rPvmk+allphmfHyYGT6Z/crBJMMxdjkaTsjlEuf2EKkmllkvSo4yCB5DVtkDI7vqxppaBBMohsPdEEGJIpPt5bTPC+mtXMx1Z4AcF+fQotPvPxiWmcpJMQdpGIw1pheo2MEqJXYFliUILqEsPbAjqj+ZQjBqo1cSFajCH5WXQnSrF6FWC7N0xwwvuu1esyHqhElcU7bCtJucQXzgn7LCLOr9+IBJ7HuGS9pEzYi97TqyPeQxo9rH9vFXyyVxIUcUEEfQNZAENi+K205V81k2tNp8dYGWzYoyO7fuoN2YAVwVPc2DOc0IwPyMpwSLbJf7HPS6A5ZwikknPcqmawIT97MWM4kGiEIzcA9XSQu4umYHsEUnDNOcdGB/oal3QIJhredMrb1zAoAJ00Wa/76UGknVW5AdxdasVBcmstcDR5EHuYZQk1zxOozSxfjca5BRZncSkHNpBw318TRlDAhdQIz8dad+9Q3Xw0GyzRWY8M4Si8/BRj9TUEqQ8lij37zRwVMFh4cowDhgIrrZJXxbF0ww7UVsDbjAgK3RDGHMlp717lVAlebxXtG7ttb8GOsQuJNKVzwuVkffvBePCXnSSqP3v8+y3ly7Vnsn1tXL8cSnjEnialCgs2BcU6YA2GWDJQexmgdTAewiC5IRAfNdzcHQcmrySCoVW8RGqKyzFBR3teMQTD8poQXsd7LMN+hjTsCccRug1C8MzLBoPZTaUY73JQEIW2V1tAhQ1jHLZsLDqyTB10958TxE5F+NQZ69+adaKsOrYxYPHVGkEuDiIpAJ8NcjQil5Tle0qjLVCaP8/6qY2OzIdUkOw01wVowesRJERKNSRgBLeYCeNq2q4YlTR7xeQGbW5a0Hy4aYnZr39LFepaA9mkSH8Voh7Z5UcsgnGxXPWihRsqFOE6cNEw2SZjTpIw1EB1MyKUlFlgBXrDRSQAAIABJREFUXzGzQntAZpPWokh0smWTgw/Sm//i2XcW1cRvAjULjkLrhcpkq0zMwiFxTdEJeCCEdZKVkqEtBpEbaXP4m/aKYFJcF+aCIAiJAzG1dQ3JWGF0htigRLfhNc777ne/E9OsTSIqcR04z6uqNgGcx1onsCiwIY5mi30TtB5nGEfpYuG6xz6ya7HBGEzb5UqNE/M8VoqCaOOqAmIWm9qHfdQxIY7wmyu5ZNspq8+gXvRUVarTFCIXgiFd3ZBWY6jRMRI0Do4OjYQNB46NHkf7IlXMuzMOwtHC6TIM5DVmF5fCDNLe1fuX+YaA26qpqJwy4eCGpFrDPmsg4aSBzDFje3jFyje8wq6Hnt7DtjgODqDJAYvgdbbUhEY0rKdw5rJ2YTAN7TNC0ET6CyYdPR+6J2PqYxgftnbayEIdZ1kHcI5lqnaJK3sf7+nsCE0Uz3cZqohcCFTa1cGOVYMaPnT2zDxjFoJH25h7qetyCj1LWemnHHBc/XNcoBy7AR33M5rjwwsPWBLBbgbJNXj4vfzqly++WdJhYq6Zsbgx1ms1gdDhgSHO2lV6tJ3lgCSxptN4pVN1wrHhhq6aEp4ygzmFfbp5dx1Jeyb94s/8fLp761aA2dSi4bEHPjQPguwRWQhgcj0XUYv5/YBZ8JnnV7JPEmJZI+Nl5MLAu/Ox9rEfLT9skvFZYWE6n+0wjSTXaVJrLMMsD5nYuOhkRwbC6qiTJ06SRmWqC3bvVGOatriSoSAgaI5UUE0qkVRQqmZxLE+78ESZBQF9WMkEWUDfK3zXstesUWI7WVGb1vSvIyBztTAB5mdZV40C83hOLjQ11KcqXcOsCRpC1yaLXGvcVxmY7Q0q2iiwnyBpo+TrM4CmUVXtAtJRU9XPkyFrAg7Njh1sTPcZI/bJ5tavKrWUdnvEUzcpTr/LAiZb2ywfwBgYflol5hoPVEQiCyinpsd0cDocsw/o+wQ4sPbWBJRVX/o6SnPB7bQup2EtUsY4p63MNawvbhOzdTlZQ58DakWaRKpMIi2yDsOFp55iaa0uy2VdJ3zmI8gUCtCa9xAXmj0yISaoyRhp40NUDpnaxUCM4gR4rUYjFMox5Y9//tk3DTWI8nh6Dk8u71PJ5TyiWP4ewBq3MxXqIiF6jHJuoJ+bCyy5TXPB4MeJeZ7F+4nX6dw8y2I+iPCXIZJtHs8k50ksb6c0kRl0EiS2q7KY2fJh2HK10sB1XF1hxlmxqkcfzCfXy/2W2LlgiF6qU0v0oH3+gTU2DpKrlFuP64zjecoDBdIOAXAfmRQLnyhNjVUrQWmQWNaOtU7AajAjHUqPGoxmhsgpMbZT51VJ4EDLxPbf8y1DdJG/Mj6CU3GcvyeYLeq2sF5gqc1MBjgLQzPMKf1RvghgJ+i3rw0YYYjEsnhdoWCYTynqjBPVsNPapb/XkgmM41oX7TF7xFaVlgI34uz85oRPz1XO2NeyEhFJaeG9K7jHQ1EMe0HTRVS7obQ5NJbF7cZoY5kkw2ejEJimmPfXryhWp4wFqbm2YTr7Li72mCYvTSfQdl1ufptU9s27OH7QSOEQGAqOUZNnJ9PPEaEBi0rVMNcYD8sOlLhcll+V2/T/+U89+WaWnvqcSBlmQOiASYgeT9KOAmyQXmOtsAmkoKWOMQhGB7iaA6f6soDCAskqOfA3XnlN5o85Uj2kkTOITXnmlQkBhlIH0LmqYCzvyZ9EfYiDsIC60jww1OZAqcKjcJsBCwfGEA9AMJlQQ6W64IVerQR10V9z8q66IlgtQ1Saxsoz5vaRypsMmP3QPt5Darksu9LdlWJMz9YBkWByrVvtzkkkZgPgmvnRqVJS2NycfMlLA0lUozIxHYi61AnOkcou5iyNlEqqRFWh6wYvE/E4Qpza35zRoASyT3kREWkhcH0MVaatwDI7aRhMGjjwtsGIj5EBBYdxWNdA81jp6ki7roJrhllR5nFKSFfCUbKtIiSccGoxzRzx4VjwBRtbR91kg/6BL+1i71f4G67XFg4VY+iTjsxeuql1XRSljtY1Pa3E1XeZx0yaRuPEIoXXrjH2zknTtMqmYgB4tClZxZHE0iGj+UGjCATYZ14hZ/hSfuqVM296svn5sgU3BNrblA/6nAKlq7FKJZCPgZ/iIRhO1TFNqYQLIsolSD1tFxe2mx+fSZ986ZUoeFakb+Al+0h5Y5SIg+BKXxHjJALhom1WP02PKr10c7SflGjFLFSJqATRDnPtXD14HYoIFfHZgTMC4uRG18VytUNnUWh3OlDOelV6+/yHl19+ifgxy5UyM0N7zpkHPghQ+1aJI7EMD7pOrKEcF4JusEXthlKUdsjogiqm5SNtfcSpTBYrrzOtx+ksRhhi7hYD76DuIUmdx2ZRywxTJGyjayfo2Bh21AnxGRVTLsbHPaISLBCanUOBKs3miAPHyoXQMRw4AC09lHhew3Y5upozSq8O4cYQQjqFnGcBlQC3Pc6Onge0Ljao9I6ZC9YmEEbUobUdXlM7tqgb0XZ2vGWOeOQsv+lQhl2v1gUDO/TTOWs+v0yJO4Gjtwb9XXjbaVjSOuz8cOzDrQ2JakZSU0Is6vzJ8CY2QgsCZMGrwPRVfva1c2+GJMODVFoMYFaB67JE4Xhgg8VA4jE6R2nKtWXpsKp63AUrdOb4k1O1cZ8783Q6feR4SFynlq9jLjh9Y9a6VbInukAS3NpaZ/cq540ZShA5dctFOpBYrlLjStouK3SUJ+QoXVwL16Xw1SGuvBLz0fCatykMiXgzgzjJE2u8lsa+PbVc06U5twG6K/Vot7lEqq5Zs+WKOKwYA5Hm6JtPznSdtKhvRZo4KJOoPp+u6RJJMT9NZg7QZmmrNjAj6DmaChF5AHORVeR+xlN1KF3ySJvUZIJmlfaimb5pNMFUePmErACmiQBVb+6fwkfg5in+GUjZz4jVXxTOqn8Hl2OsiBMG1t9qLhmJcNEUmd6SUR/ioqYJBLDfMfOj2kImcj6amkdbXckoA5ioiLXa0ELa1jrW+ig7MKAOuVEL9zkOml/Wayv99QFciGUMJp4hEaU2vMeKRQ8BL83OpowOLZ9DG4FcQ5EhbWEeny/tMzZ8z49i9RjAq5kmgF/4zLNv2nBje5MAd5dnNKhe8jMhNPaJ47FQswXTU1RbRU0BhDFU4mDpQSq6lUgznP/x8xeZig5BaJGxRcR2eOpGJJS+s0gMud0OaqPq+TYZXOe3OdNBSa4ZYYci0gBHSl0l7SqdVg6FB4skU5L4m4PjoIbkRXpJTB0IM1i3CKibkraw+969O+mdt99Ox52hSiGMae7mvs9PM1xHCR6SVzU+DmMqqTUpZKKYpyVhGUg1htLFc903DmFdhSdUKYNrJjGkMb97XHZm82cB5HFKQqWyC/bNIn1zBCAv8a/alZYyd0x9YXCVcLnWgIQOlWZ+1wyIxZphlgjN0W/DgRK+itoXTDvQIcAWYDJMl1PJVq4ZxXBGr2FKV2r3cQKzMLRZTYVLZLigfRHy0gnNazhgl4MXY+MyqcwYdSq8fFLRDs6gMVw1YV5A8IAsIstfwaTvf3gJP+YBVx/9IXFlnND2MJ8mnx6ijrZmlwwoLQRurOL4/3L1XzGXp/lh33mq6q2cQ1dX6u7qOJETOBwOh6SGlJYiKdGWlhQka1fWre4MWIAhGxAgEDDsyyVgwFhjsQtZWPtqL9bA7sVSXpgKJGdIDjmhJ3X3dKru6lg55/L38/u/Z2bsf/Xpc95z/uF5fs8vpwez5XbtHy1iKHf8tFluC8vPM9gdLcS2dlDfiOOuVQNi+/4DtUpLg4itlf7YB1eizt6qKDjdd/adSVtY7jB9sM6/9WZiMos/y9ji8jHeyspuWHELOayLfsOQkW/gOTKqEId+ueMLpNOFDIIOrFztM5VYo8CHcatb9sKt+BPiXis5myi0xan+A3o/eP7dDJi/+PqfJjF2rb78xc+tTp04svr//c9/WFXzlUrEz9b2KLdbC7M3ZPRsZfc42brsmu4du9jkhOnCm9zWXAFyOHLzG8KKYHCfxQZIx4zD4azKx3GkmzGILbsjapZ6oVyhbvfmHtJwhAvLfd0n98GMh4vNvhxTkRLTKCU4Yk4NQDDZJFv0Iwj52A5TUYt7h7RceKQNRDVOLbDAWEXKk3lotHnV20Lwg6clnrcQWYRjvw1MZK3bUll8dn8qBGKEwG+99VZzaw8RbrnGSTIzznmVTp2VAnB0QsGcAYuCwNDidw5Zu4Z3i6dBsr6gh2COnInHlQKBO8VpmCGDXmYXF+6Wys1XucJQM33RDZeN1hYdC6Jw7yi/EcfJIdF7IrvW+XqvPujmO6vApD/t2LI7JNJfIcMnqgRwpcjPPvv8lF9DPrtMsky3pT7wBtAjJdIQZZBeyiOOykW3PWDuDnmuljLI2W4vLs3abqhpipvwfjhfpbC+t6qF33zjjSG2kyHEu1mz59rHdtSbkOdGpSXX2sju9Jknppz6xeefDTkKk8aFVABMYV8IC2mFU+leiBv3N7YR2X0HJhbNu2MdgaPfQlZz4S0Z32vI5FzBhQmRBgM6r80/XM8m0AZJvwWLgzghrGtcj3AhjHO57rgNVaj421ggOPcn16UPCG2NtNeuhfRJlXX+M/WDxW+tZ4y5EPnfNSORKMMTw1icdMnGPYTTwTduDJCYwXsrQ809jHHq40Kb223/5XwekcNx5YsR34eddzpvijalEFdDmehrxjsH40vKgFd/0m8hMtVMbsvAHmvuAe242+yD/dlPP/37S/kvpE1PvEM0LeLODVGUDifjeA5kRLzEHEj8KFcNvVV1sCwz+zs8c+xMiMswW8K6eIys/0m2iAvtj4tqF8oldSXEpTtZ3D0ZNRfrMKP/KuOFLnui1kTb0y810bic7muxfU+0AgzDxh4HrFvxdnoW7rA/BN6TqMcFjmTVvvbjmjLnQ6ZK8AHTSxeLf1Uh56nuez8f5LshcX0CkgSu3b/3QEQj6JFEIbKbNzjRXV1PP4TUA+lRbAJ4XFD0kOGklwFkow5BqnGpJdoly9NH95UQZJ7UMzq0Xrlj5bdYXFFnijoiZp4ErihqhnAxlxz1ChHRCyE/ees5DAseHMaoveGoYFcq0Hzu+afHKwK57iWBEB+d9kjBhWMZZzwddkaiWp2sU9ATSSvwZNCxOcADsVh70gfsoY/X1Z6v3wVvwNiTvaSp4sbXgwEJqvuQBoJ3c//9adKONHK+3mSqJewWCkH1wpjWpn1HOjG+l4LdmGn4pBHNuCQD+8b9W+mgcYjMsIVlE90gYEXooS32xu1EZQ+ii2jDdKsGzfejLIgEccdBnWjZW83XcIDOHWux190AapPihYvWKDlOgvPJSUAo0yO2Sb6Zg5roupS/V7TK+WLt9+t0rj0S/Qql4xBEOVeVGDyDbmdGx756lOESOM1k38d5TZKo8r0tlh7lt9SwePddHVnaW622RwcD2hNHj64+8cKLdXasOiD/L9ENOSXZkzr0QU5+Bqtj4XBUiP4IuJP4MRw5XTJCovOJDC7cGTcUtGDpLxlbuPkYxCEweFHJ2AS2O529wvrD/HRVZ7njcu+8885c73y66u02zbOw467KDqG63WrHpEMHdpWE36Yv4BKCv/TSE7OGXlDNuzD0k6l09Fophzw+20Na6ZeI3bqOLt664rrakqro9b2MPmvos7GRaggUlwV7TRFFXmfNe557kCATMQzhzflOyVYx8lENlEJ5NzhcFgyXsiswA+twAXCRDutNMKLnbNytwVpLNAkeTpgN+hL7kBeiaIlvAbbfCaCuS7+4WlHg1CWlV1EXRvfpZpJFduYO0RgDok+BXTrfbhyje2zNYh4C6HwFkkQX5zQg3S84QDejLug1dr0QqQYgEFWX8mshIGBZjPtN7lHAkEeKQ04L+USu3zmub+Yp2He/AERICgmeTxWQOXYxzwICuJGrjw4lzc5W9i996hOrF55rN8mMv+vddyPu6Dn0QsbNktkUUgnQcA9CoBCam8axzmW2czmLezwm6ZXUI8CevmuNj2dieuKGlCx3FRA4rIw5uq1jEkp6Bg505GhtlnJVmdfufebZBi8h1vUiVePj7cVLgfNKbNnZmE6dPF2Q4+nV66+/Wc5G4r5ukx8kbSQuWU9BHM98EIeVjVaQMoOzeYwOSdJSeSReledQkWtot7ot6hhTYUtwecmP5gHhetzWPYdIeREap/q6terC1z65wiH1reDCxQfelWnEMrnOwIZhBoupChG5Cu/hmzED6sGA2HcIH6xD3H7feFRdVDMpYtZN6qg42K4uvkWDmCjUg0fviNp1Fr9+OapswKgJok4CcAj8aJfO2gE3t9LO7nMjsb2HWG5CxOMQQEjKQ6AP1YHUj1fTRYm9g4nHy5fywwawu5vRIs09LNS01G/UrFnJHzipY5T4PhMrkB5RHA3xAXV6GYSk9MaTh05N7dn177083GJLFv92xsM9YcqPZpFe+MQLq0+3mfWrlcdMyDUAabY21J2UeRSAycLAPMhFtK8L+R63+hKsGZ0c7023F34TcjduXGkMvTj5uNgS29xtdhqSD6CqQMI+U6WYe9cuiTiTtI1Imt+RCiGpVZM9B67UpTjlpZCKde8ZRxL7n4pIISTioBqA6WGJOz3vnfR8xjEftWJXOrzqBe2WZF9Art2pcu5nvAxtHhBGov4IcOHcuXM/6Sy0loCGTW+HD6MPd29rMQ2iifiIX/dJejyOO4QOVyH5ICj9Qjai4H1HknhtR0z+88DFL7gxfzXdN26b4F3tzqDaUdmLiIbN1+h2dFcVDnIHJnoR8tLq9YiSCD1PaRENbBD3sHj3kjEEkKPwB7B77eTt79txiikxSbTbOVzTOwba3RZKczvuLvemC45TvdFNe3ikNiKb56E5tNgW3L28Lt+7MtWpLPyXf/DyVNyqqMDtjp9oF/WQlVi7mqvGa1fbWUkr3AExAuRrr71Ztn9crY2tT+aDvoKrNS6EtiNPSYyhBSiIUP4G7imLbsSW8eB6cRx5xYufM7hLTMBpcdPGORs/c6sFg/181ERvCz2lLRZCYIBB3MtC8W9TD+jrOA0kspA40+HceDuCH44keiUiiKE4R4k6HVUyz+jowbhug313eraWEn18qgR3LryJACJE0qu508lx8CeDvRD6uXR+RObe897p3gUXuE4hqWONsM7DlS9fKHGei67p0E83WluMC5Lvzkc+Kh5CxXQxs+4LzlCJytIQ5rv1MdK8FxSgT3HDDsfVi2nHvFr4NhO+/8heupwhfLEhoQLKlOph6Ymvm4/itlHedNhr8AZBnQA4SeCQHZHQ81AuChn3Vwt4KbFPXKxT3T6Ie8gH8Ez5tiavYcSksjVOCRc3A+Lk/RIrDMKojoh3f4EN4UvaG6Ppzp06KjJqcsNcKI3vSl6IK1Uk8GB88ed/YZLV/+C/+W/bc22dAxDnDdkh6aWMkGuJxi9++RfGIDxSn4fbEeSNdMnZTTFoHUrs+s7Bb2ph6PCLXiuKRWwHuZDNQkM0yCr6NipCCDPqQQurw/g00+aVhLAQoYV73Hc8HDdY+nFtiCHCRG2CzLr+qAWDZDYWRKBLM2f5uiVINQacFpLhfvytCOWtN95MspQl1jy5vHbTNdMvbyA+vvqeO+U6qVF70vPdQ0QM0Y96klFrjeVaQFrINqmYjd85uDI/7nhC4i48MxB2o3Otke/3pfrosAMXppl4Rtgj2V8QppdNY6gci+vxp1x30e1D3oC6/ryxNUfgiHqpizh278QhEcddYYAGoDbKRXfjVDgfuXa/PFFmnS4o+8ugOtFuj/Q7i6X680jcwLWuc/O76b5Hjy2NPnS2gfRChwA/Bh7qVrc0z0t09iKe9kTJ084okUnn1aaIju2ughvTJG3zXEEGRX2s2dP1KzMWFbIvv/xy3OJWY6yfgShayGsjlettCMjHy2Euk+pKuvaZZ86uzp4927VL2TtusbMkGLmr9x6I0i0BBQ5//srFVyvhRgSxxO8IHJegXrnuJ4iLA4cwxkxUgzQRLTGGLaBags0BeVQZQELJTmCosxBYINrxVsi73Zr6EGyFgBHyne6/5UDMpjWgDuCkJATxDm78uJjJVBj34prCGmX2URt0XJejAckgohRIdXPmz/Y4c+bMhOj9TnW4UtmV3wRNBI/CnlmHtY6Lmxu7sT3aprVWxaAlqU9eSaJ/Z4nq99hTIfJUnnRPODDbu8YYJ88b902qkzxL5Kz3kL3ceRdA0OU1xsTmv0FiEoxUIFpCcjVNBveo1vg4L2SHRIrjjh89tnqUa4vyz+30TOmFly5+PMCa1pPF9uXO/uiVVyZufSQkOvfj11fHEueQVyn5x3eWdkuK9gDSIktrhIA479U4KV0J9SNUkSz67NYQlVtnS3nEuiMaNP2Jnrs3Kgc8e6e98tqr7cn7zdEnpx1qHF2OwK6SiB5HiN/8i+/mOtNf4Gbc5ez4K3ccDoG7pZ2JRifr87pDN2SyeAsX4vaSR7yEUpekFZx18QnvtN1R1LY9J6aOkLw52hZxHcoUg8BX79SyaNhBXLb9Na43DogidMptJjVSRh140H2pPEPMktd7No72xquvDcwhiD4Pr73yo9Fz+ajpwTi/gcjLlYYpFnUZUYVA75avbC2eeuqpCU78wnPPzjNFH0W9IDROi5lMhLX58+Bw7akN/ODDSosYUt0jjBvG5xyJ5HI79hah3LW3pKkQdkd7Pg+z5BVxtv9tMlCcEco50NdUoSTBVGAjjG1nzj71+xuoL8STRLLBsutkOqxcTRa1ykyGGoMMEj9MfYi2Rxd+EEJIiTudo/9AVvzhoh0fvncuAKY2tBiCFXJ6P/qoLowt0rl3U+6L1OxgLKRHiXK9fe78+HKfOvvMuMoOVD5C/7GQKjQeB2A7rGeIptLoT5ZVzHMRNkHqvp7JWJwtxBPLt/nojyVDbDHYi6vnT96fcfLdl787QRbc67YATNfzTEj/U4lqx8eP6rUL6U+kE/IzLlyu+QQcSCL/4GZRuGWXmHThFn1nqtLj1C4NoaUu8lnbVV4UjrW9PWTdEkz2hTiHS1ra0/u2uOK9Inv36bTp0JfuV0B6P108z8iNdF1G4Tb1ZY1J5puq2tmaoHnJLMOdcR2lV7wT2gNYo2uN/f32RuZFGF98on9Pur015BWAH8T5wZBtR3B62MS256+VGPOFEpF4EKgHdNoPyiSTtPPMs2cL/BwsF7rm2x9nN4SsmntPjkbrJcnpcV6DD2NWEuc9x41Is4Pp5jv37VxdunVxdfFm3ptH7ZO3LYaTRNpWU295Jtjrg2CrvwUk1Zpfr7XtRW/1tNsWpxWeN8GNseiaBKscS8ZNsZdFgaYrhOX02WHJ9tC6thgLyKPzcMRjIcOBKFA49XEZZBoU0+MkWjOicESiRKsiLN8mIvIL9pe30BAqujvUot0P0B/UyufYZFs92EJvznvg+Yy0kCoTqALMRXd73He8DOO2CmmVUrO49wb4/SELUagMfnyovA7Niy4LcbUc+jguoiW7Zs2jN/NHJzl4QS7V54zb5oUXXtiMCEW0iDAucnsKEUmPdOyRPgsHWItHSKuB4PbUBXrjZPcnGvhoEfEB0iPYP6Sn4twRD2mk0QbX09Vb11ZXbcc147Ek+rkRnTK/5HeolAg5ZZ3pbdAS2Uzb3gwH8tRYpwnLd19uMNIA4q4rdXVu5I2wbVc9iSb65vw9GXN82nebl8w7cLVeJNqUE8VVEbJ824u10iJhqAF0bMiLq+5Id76RAU6KpW0Hexw1GLdNw+5rBYn2NXHbMCjPt1/EjuaVhGRw86lM6D9EH1iGpNNosLlTNenEvh8k7FWK7KKPrb8w8Z8gbaeMWtB3BukYERX144aUbmJmFpLIjHupsNUEmJIt5s1I2FI7H4OjI37rW98Z/9yJIlaLlXqniM2+1RNP1mkxYEvAcX8US9wBHMc4vdr5AGo8uMVuDvTO2S5hPKSUi6DwEsLzbz5qTMyfaZUZR7sdN7sR53Y99YD1SsoQ78qnHcQlgnzy+Mm2hXpmFuZ6yCoPwiJPhn7IMKmC6aDgOP5IBm1EIilESctuua103Ah1uw1iuve2YKlpc8Ac8S6n1yZ8vAh3Cl9fz0i9dLn0x9Fv6fl8nPzeLXhqGsSVG8w7wJvCQsQgGHHccDaL3nt4zyCt+0MuksDLMbZK/zASxqy1nYy15rOElG8Ulj06iei8MNbhWlsarDm286gJDGm7rTvWxazwSBnWjbp/jscllu583F9S/GIX8O+HoMFlDMnmRq+dDqCNyzq1sgviQt7BzU0XWGs1CI2XJnnCjeVEg7CgjAWHk9YvEwQE75CIzqUAEDJxcTEC5ARMX6+4kO1LIbJkElY35Z2MpStx31yKct96+52+E3rtLeDbCQdApmizcwEekOQ+AGKDmddMBpBaDKFe+tR0w447XA4Yt9r0Q6jzsTyIOO3WeghsmxTNokas9MSuwMcHuD53X+MjBRx8nXKD9av9/Be/MMbI2mjkCbHTJB0PnCAweIxx2Hgs8ryINGI4bqEr987+3tlCqg7ZaDFjJKPr82t6Nk5urrKvLuX/vppOeyv3I0Nv2j5tl4/QgjLeGj/jb8p7MtYEdjjk6cGMvYNxTWvwcZIL/CUgiQAar9xgiMtoxnzMdXTVVDN/mwNj0pwcfnP+IPvm+rvGGhnvE08cmFA8o42kdoCN/ULAQR+5wRmIG9nCJVy1Yc5z9BSzNx5f9UitgSHiDu9iNtx1C/4tnNbyO2Y/tIZYtNFJ/uBLtN/BQi0/WQiD8NDOBgADBxS+R3qu703a5EdsV6qsr5aOMRKxdXWx082hJshKlTD+ZH5F9VQagFwOwa5nuYp8qVG6cnlJbYQoAHUr7jUcOLWDCFJMKcGEY2zL3UUNOFAO7r42aLZR9sfpRzKfcMmNkuJnn8HOnxj4Zrz+heeenxj8e5XQ34jzjtM8xEI4SlorAAAgAElEQVQMzz719DQz+cxnPjPGof3XMv+CjXAuH/RSvAmI5j3I1WrMFlpgF1w4yLWZsnNmwjLEhbx4fwZe89VoY8R1YlnI9loc7qM2MrkU97uFo4N1y4wAJPGPcMTcE3ofBTPqAalwKbWCISqEa+PD0yfOZF+0o3zVBtQi8EM8qlButAbGP3VdXiHf3dbs9o0lKLInnftRCHW5mi7+cPYNxLMO5nmxULzPIoLaKE3D5pCp1R/pKoopcLTuE5x1OfYCxN1WHRuXH583pE3LCxbNLyrWjn+pErdQMZng1IfBOcfMdeDR535ap1u2B8SiGsxJnTzUQoTal8xiR7HLd8uNiBbfz8Z8iXG/LZlB1RWFmGcyvCYBhjHVtdOqsmGqDCA+XH+xVqT2H+NGOnH6TJxTiXRGSZyZy0ayxzwtYHgWgsB1EY6MMNzuTgWdugKKpHXnKXTckyvt6MOKKCsUJDpFZ+RNjPreWBh+ns8Xamd2mPGgk/wmX1RuwCdfeH64vkVHKPQ6RABgInlDtAFozWUX5F24jL0gpvAUHJNpPAY4SDZI84nQYgw3cezelUQZ/7Uk1oXrV+Z1JXXkcWI1iQ9jsZUQtGtD0unRFve7U/BBuFhikL7D+uFqVzVl5uVa3G1+xm5dnG+84GbM3G2j/8bpGaDWZ8C8iQPjoel5Kg/oxw5r6z5UCYc9kCE0wqD7rlU3CUx8zlOfGG6wmxw+U9341r3b5IQE2RLCUgOoQhMvmDGQiwuerTn/7IG8PhBvuMWvvSG6Vf344jAfxLUocZFal/8s4gKECTqWhYvbGmCUMwCNmk2O6BANuhXwJjFmJrRzdsQhFpaeq1tGXIuKce6j2jEQQtjdqo3jjLdbIO2M1puI6PsFCHywnNosXnqsnM0d7eoeD4gJJYqKrOhgszUdhD8YyWoZNC65rsMx7XzO1SM5/uChjMHE4uk4LeKwc6W54GzXQ1zchdiWKWX69E7AxT/ptZKOvJY8BpW+GYWxhp2QuJlt6frZ3TxEZW1puRrvmSLGK6kGH7fd1qUM3ms98y4/W1j7MAL3GLoczptiMvYDJARvtgBVTe7CgSQQsW5uEo64JR88jriDhfZXOhWZD++DCKfGzBiTPSJ2jR4r79rDJJuLaAqAtEl1+SHW39xH5HfKBCKSpP5+r/WUP7zsll4VSr+ht+15LoZb9h9OSuSTxsZoV3tN8KANPRtyT1VJ59K5ZX+NkTIwBuslCOEzn7BDQGw0A9Tnw2B/yOlFAd6WMfCTv3vSom9kcAW80V9DhmnAFgBNyIGLzSJnjDg4/rWjRJkfJMJG4e866oYImUz5jwKkvIUjNfGAZHsS96jYa9E/S5qJIACRb1N7zYmbR3X3QoZ95dPurrhPIONWbZ4eZZHrNDkRKAnUZXjtbvyc2ndDWm4vLqFmNPMk5vmjxenVg/E1mreUybXhAo5LiuCVQZY1x11zW+/zXffUPsm7vdz0Ap6iynTs8XmLjPm7f4y76yHVZL5FIHcaH6PufgkodLiRkb2kjjKpGHDgvngglqZyRLfF5U05ksSwCcqOYGPnIS1FqWrmB2ktPMaAm0ILayGpHDOaLDXn9fnihRKojqRLh2yMYW3wwcGmLbisoMzhXGhXMtrAiWGuFpAr8bJE/RtLvoLcF8+U5+GcWcuIcmwqvnBIGUm6h6gk/KPHb0nSA8Aaadecd424a517A3zoFVPtwJAIYXBhVOVlQdac19/rxfKdCYloAQiF3U19fyeRCmmJLG6wJ4qWGYDPzsVdP8wPSDf65Cc/ORErGf/q2T6IEHCAtUjeEfAlMBuX8K8EnWOpI8+99PwQJ5fYzRZG2mFmfEuyRKF4Z7nIqAI7HzBEGCGpBDXscFg4COm+kBFHGCKWwkgnbG6ex485IeaQDiycvwYqeFh48ONPZlXjshjYqBJEXwB2Hj3TjjfKwt3rasGMqyH0dZtJk1jdR6Tw0e0IABNheHGDtZh8zsLuEyzqO75OXRkvlwx/peqCM/maBTsggsZ6Ah4HcgkOUkVIhyJsngieC/M6Ub4tWPh9dlZKvF+P6+PSEmvME4fnSRnvSWPAHknMjVxbck2st3YChIS9lqdNAASPGEZ9iE5x+LlXcAXTPRsKPRdkBR9MwsGrA2/ujnchphvYJBoNkiJ+6t6mCjGNZ/q7xKRN7G5wU1nq1eGBa47rb+etVQXvbjoP6bPfICnOelvf/8pgpnMK3YjfNyARWc5VjsMgefKYBm6XBpntu3slhERx+k3ZrK6ht/iVt8Rtx9uQb5eOqocvDrQvnYnSz+iyHaeiR8B5HFJApN35JLemU925rjy7du9xFfkHCOJYmwbSaY2Z+wni0p3W88HR124v81zPe7jD5gE+yyYfDLSF40owmhL8gJxiNWdCxkE8xgmu3/0YYJp03AvWHns/4nqQeuA5w3G6z7IuLO4goQdDUjGoT7hzO2MnONwLuQ5G2Pvjhowfm8I8VmcWHMwTPGbscT7haQgE/kQ1xNM+gN6JmSBkyLN0W1z2j3Ot77zPa3Pu1g98MAfJUPRqTIKO65m4qqT6qaChq68PXpVgKG3VfbdTJcBr4LdwXdxkjZPry8DaP4fPiGiMMyHbwewob71QwzHWqkOf3Qzn8N24cVIJHL53mDj3C/3zVkYWd49dX4hfUZ29IZp2P9rKc4NNaXZc4FoIbe8CGfg4MR35wxrU0Y+NYbp1904vnH4McbER130eDkVlaGGB8WGLSj0QEmbA7JWg0k7st9LXZD/Z9XFffRMWXXE149V+HzBwH4GK2ZhQjkD3EU6dnr0AHOJz2YihK5pcAM5w/amOu+QyL0hMtI3uBmkjhLvBWc+0ay0w/fZmz7gV4t3J6LKzEU8CxzKZMRlb1qXvHxQhmT10SZLehWtVvqoRUye4r+DN/gOpVQ9uViVSLkCJ3OuO59ZVlcHo/i08Trxf6TlfPCIL8UgaiEYlABdr62VfOmvLT76zYAGPAeQahtX9dGZ8sAknkgluSFjiQZKyOTtOcoss6DHwgjsbdu1M3WDkIVjHVgn7rfDWVExraqyL9eTyBfEHeSFt3DjLITUvBJzw7s+8fpbD/O+9CijFIGZSDWTNmSEujkv3ZcXLNNKOnltIlGd3CHi8nFuWLcf8unmw/QRsEnc8dcIBgbjGAJQhNbsqcvAPUi15u0KXfNx3u9fNwqQQgdqgxc+2iORegLWvGG8ABGd8ASz1xbhVE7yXB8QCGTM90O8WzvOXkqBcX1QE3KX7gf963sCN24LNNJ/7GQIfhB7uwPfKZ5vRFFu9mdi80f2vhXDXe8bNEOV2z5fsc59BxnbbFJW45wQJ+tI7TksCcU9sbcfsXcX4d8R1d2eU6nXRELoPz4cd3BfVDvzoqesqi8VAEmhZdlaXQugcXgO/mT+9eC15wMn84ILzcGhrvTSKaWKtr/J3SKu9AFVhmJj1xlC6Dk65L4OWwQ9hO2Gk38J1lTKxGfh5+cML3kiu6fo1Q1wj7MIoFvejzzHIsJxfLup/sJGI3Fg4EMHgYheawLB2SLtJQWPV4kItqYkTN10wu8fY5VyEqOr+6EVeQ+KQ6GqCJ0qz2xOw3j6XTzdXjpzT6wFsT+dzwQzl9pxjR/M6hLh6KWhOsqtMokPHjk6ggc5ra7VYWFxoEcGSkMe3yMUVImgi/YiTfmsJ23ECPbBuZoDh5MqDJi+huR05+uTCRQKcWrhbjX1yYTfF7XAYxt4mLMzRMcD7Gbgs4jFCThxK5LaQfLW6ucg5uJ5+qccCjqurDGS+Xf7HfeH06tSGMKy7he8z7jpcV1Vhcx3rP2LZUVXw9vIedrRh+B4VFXVlfFjETa3b7t2Hhhgfjyek9+CBe899+58xHyrk3d3HWFzyUZbsM9LWHMwTgnGNQdg7ehZnMI++zJbxd9yUpBGW9j0YwQGZY9YOYxzJ3fxmB6CBF8TUmyFcYzMPl4XU9PiwqMplsEWoEN1lXgMX3Lp/0+ZJyLh/G8QJZBn/2EyYBokjL997KI5iEo4HbZBncFwtAEk7pyuatLxMjX2pBdu3HGrvLtw8o8midy0DcFdIqwiRAbY/o2EpbWn/24wJyGu/LcaLe2rIPGl7jYUBcDIjZF/O9p2Ju9s5yu/dDDHsKkN09YAtidB7IR+PAgSWs7o1o2ZnBEb/2rmz1MUQ16LQm2/86Eerp59ZImeMQJz7Rm42HHcMO4QAUXt5Byf+a8cgbgsxCDsicImgsRGmjL5F40rDWbnVSIBJ6mFsxVnv8s1SCYi+HoFP49RCoGFb3/U+ySbm1cLlpiJR2AuMaH7Rg4Wjt7cBuIwp2W37IuoSbEnTGe963YboNjnO0Tbwg1S3YyKz7hEHIoXwYKykCuyHofUyuDHieh/dv/NcI8kfsxv1KS4vfD7I3drQqZdrW/PGvObcVC9RPi5QapNxYjKQg/1nypDWswbuHT/huD9Rz5bfhuNOzHwTgU3KJbZFWnaqXqxAlqLFut8CmdjdcY4H4CazRuoPyrI/nVW5ERLeC8A3SuSGsMSXEnSl4SZ+7aqMMhUWdOa4R+L9cm6xdbri7SjXYcJUELVIkBBwcFw6LiCgPcDULZ2/0/iQu89UC26a7UXPptQjFr19XwGVXHAJy1EbGHbb0wnpoRJ5jqkeKHDB8JjSGylUADiG0yLKGX5ML1XOuM68cvksjamXECzkA0ccaFp6hrx6KNzExSF1L+noEkoWjY4nAZdZpBy2sSTvhLsRIJ12o115AkcwjPc0rD3p8Dt6Nq6FE2oHKnByv+iTCBUmhNvqtTacdFSPh9NmFUIjP1xSaPpe8KH/cp/dLfPH99QmkkeGFyJ3D3MaHGgNxzDtPuPtmcrhcGZ08+W5tFScm0tt7pf/1QaGGg/Kartbco3UxoFzc593nBe8uw9SDvA/RdyeO2opQmELYL36FNzvtT3A7ejC6R8QUqpwQF3E16Lb8iLYLHkTEE2AcqlhiLAoV9XeyCYbfSbm2tHTuu8sZDonpVzwQKM5VqfgxI5cVQIOcgMo7KdaCEbaG1X+Xr9Zy/yuAXgpkPtb/C17lqRn7ZK23d060afxud4qObkwLbXEwk9Ao2TxLbVwRJyc3SdPnGnLpjdq7/7R7O9FDeFEV2FwuJbxt9vAAzFAZmJ6BPcmBxQQgGjjdxzRi/NCLnBeIkFgN2X+Q1BZ86Mu0HPptJvERh1wT5l5JEULghwIMMko9sK1mFuKV08frfTaHXFd3FXqIqNKYaSlFYHSfNkWUD6rcL6pakNxYmuJyXineix+YC5LY48KWhNGofC79VEhYp3HiOr+KnoPTOch/c5K7QxB/QZx5XdokSRYNNyYawvChRKBbiQQpN5ZkSf8uFWzkpttEn4zqSMIda+5xa+7jp0UMt6P+M1nOETzhofh0QCogxsQ05mTMKZDp4/9/kYD3toATGbqzWaxcJjcNg1S0RsAimHTX3Zkme/OQHJjOmFLNAbQ8cTQfojSgzWXcPDzQlx5oaIy6sEgAD/dsaz6t9853/dLyyD67my+HFK/pVw97j1Wb2JR/6lLNavjzTxUWuLdxvTe++8OYtnFkeeCz5PvcXuAkMeJW7KWR8QH6NktpvP2xZ1OnglpO//8h++FrHcnR3hrraYu37xaMCDXEVLMW6Gb47yaIz15lzaoGUbSCKk6e4MDnyiFDMJbeBKA4aLnweUiY9dTE/iZSTEbM4dGC0KGiNVOJVGoBZ7Vqkvn8x3kClk3dBIq4QG3FUY+UOogpBXmOFDP3rNPPrU6fexUxFmSS/tH3Ak5JONQd0ZyNCYIKN9Zy9PdMQlSi9H77vmaPIN3Us0OPSJ8e/MmTPumxs5nOkZy9gJOK6kJLmiNdLPfNX35oEQbhMMrtTOj+t6NB6tTT5zOjRmC5szdEkwPPJn/Ng1C9tvbH75bolukFxI+Thqu6opU3Kj86pD4dpCp2+fj+xJ0LB+Co1Ag6oWRSOaHbxu7mgR/Jx1RqTgXzs8eE2NvUaZsIuBtlPSLyyx6TmK+kKu0QuJ8HPoZTvvaiPpe3BWFrxV3WUtoyGD4YzfSAVmqMzhcnaHXgssxvX1T07kSdgIcq/dmPshdIcrJXWdW7354fvXG62+unv/U88O933337Sp5D5TY/PGSSDNinDAnhps8SjN2oiZiog/T43QQPBky7wn5PH9vHGtvCP3+lfo9bIpstVAMhBFR3W96XG16ECYLrBdYMJ4QEAZ6R0CBxyDJMF4J+nLfeZcVRvvAFCRLD1cdxa4XpO0Gup87Z7pxzzMgbQjcM9gF01knNYCxQl2ALPdLJXxQo2g7oI+hvan2ge36ZQ4O0mXH7aVLkCiiKhCurnsZXeDgu/Xh7+GuJEITtZYTMu+zv/2OvfK/49C7a3y9tTYGmsowwjRu2VnyzsPmcOt+/TFiMDdzz832unbpxFzb83l1P+iOdyuW2VisG3Qd+Et9FHSJ2akaWe+tvKHcIqYfGOhLy+RcasJ8asSZBdsSEDXA29iwrbs0Of1qJdjkG02nnVY5IbkOhTuiYFyQXgqZiZVJO8y/uyNAqAKl26q4NWGA0TjuYe4e24Y2g8Xj0AJoeXnvxgI8vt5XX381LnFz9eSpJ6ci98N29LmnLWoUfvCgpPJ0r3FmQ1xewF50XHm3veioU6zYAh1sx5gjIdkYJ/Qz+7kFTRJiveAQdjpod4+Ju5covjOpogxfrwR5CiPCOsBFZQRrG1EuOa7lAXP2DwcsPziYLQbHgh7L554BsSByhEENyehuzMF8XlxJSoBw3ZCm+UFaOinCUgB590Z+6DSMB8FCHzFI5kBojvV81mPy+6L+LfszG6NzubsgpfMHUTe5rfHpRLT29Q58O8cxCI+gG+PGDk2m2QnVF+47Ojqu369Wn/bx5TbZTr9VZcF3mxXdbwpdeVaCe4hMzTMpppueYUzzYUTUiQh8Da+NfRkw9ijRiVyuqAucPIs3F/dlRKEvruz5SYoYSqbLQYaMoNmtZ0kcH70oLjzZQv3Gv3qvHdGJLLFuQQaLiMr9LVOLkqil0SN6U77e4WQ9h6iTPklflh65q8+K+lDtaz96bfWLX/3F1Wc++XOr73//5XYirwt4PsExtLAsD+78LQEHIovkQDR7oaks5kdcFmiJIgmM0JXHnxqyrkOLWKqxyCBzD30fxqjpXmPk4OTNfaRGzxW80AdiOGwwWEudtYfip4gKT3Hc/60Bgnt3Y/8NcWMOjNopZmSVSRavCuHI3nzmERCCvVUr/vtx3NAm4lu8AWs9VM6EZ1vGiXYxxqOR6YsRrCCvlXaYp3GbH6Tl0oPQY9xFvON56Pw1so5ejNA2kXh0aBK05+i4KHMPfKaKOo/TFbZEhP0YPFV20LOxlrgu9ZH17R5rxB0dH+N0fwwJEwk3PG/DvmT8aLYeah7Jet7XBYEnzOhCIit9i9Nb1aoLW56QO11XiUwTu9eKTzlL545xAxgNkL67tAGNW6Vf7SnkyKKfUpkAA0jT7LeHmrC90RiAtozHqTVxo6/eu5orCTfXODjj7tJHF1fvnzu/Olud2scfXpiati0BYNwzI2dmEr0gBitazqzFpx3yaDBMIG1GQ2KStStJJNEx7qxx53QgJmb8OhMM515zWuJ6IZIA2+m8CYgaEnuNx2OAGlI0Lhxgjbjh5HxeRJLvF4nVh4E5YnbNUlkhOrcEO7YmESSMH4zgH6Yi2KLgzrVbuf1cn+Uftx1uGSzNc8YAWRvPtGHtb56GbenQS7t9BLLZ7LDztoSc0093DNzFFWb+CABMMB7vOqRDsjXXZshfu1HJk/4cMTjEpRk4denC1QuTlEOyzVYAqT5TmtM8p1piuntStRbiCGkiFAuYRwvY+p+NEjH4dQh540q5q7jSjriVTB6i2QVsvkAfAJ3df6kC23dxcehajSIh3rKhCcVchv3dkHgn9xVrs0ErJpzeVlEr15MEDhNdh03HkGnyOjhOZlST3Fk9kgW9VZL0zqotbnePg3trx56q8WEuMwDSYG9fRt63/+o7GQb7V88//ezqSkk7GnLMHsRmEPLr8YAgzWXK7zu4XbYmUyPVQSqch1tuqLj5C8EKEExf3g7ogBNsU57PBRaCLXH1UVR7DjH8U3fiQi8hzkikxSsDAdx/zZ0W5N1E3L5fIzPPwuwy3lDXon0ReBQ5dQQ13ciI2lcVhAS8m+1Uf7ONWVRDlFMX0eKoIycX4gnukJZffNxjcW5/I5rpBhSsNNCbXIoI2Xn7IxYq3uQcxMQg57YMKNwVZ54187lx4sBrV+gayTda963a0hbVI63sHMrbhNPORoU9H0gnD5z3pIMnYcp3gtO0PsA6YenYGIv66v9rOAXJ9m/LHaTBBDcM4+BhRsPiIgsILLkgZAO4rdu9cN48BUVrVBtsjwujnLsP9PnKqEq3UZ1AvSAmuMhwVhURs7VR7x9WLs2fuehtSzMOgMCQgFwWlYTr6ZYNVE0UgDSmwyXVWk0la/ro9Us3Vm+88mYLUfXE4ePDnSDr9Ir1Eg30HlAWeETRLbKNt6GklzRMyDyiHrcLiccN6Ltej7t2YLiJeK5ZelDEAQAfkm8+i5owIhY3b8zrzyOeuwmE+gnwfxZh3ZsY9PzNiNkkPEH43lRxbE0qbjTv00+c7O/yZS9WBXw1j44cgghrStzN3bI33vW7BG2J/XzjOltuz0tAokj26e5znrxoTfLYBzqZO8/f8jOm03sw8ULsemMIY/s8wiTEgnSa3MlVQBAb9tHo/U5BItsWyBMBi2kpFVUubQ8gpYGCs7EvvufNOEk33iTszXfSZ9QyXLQjm4P7pQfzE+YxWNw/C5fidnhM45+wI8Rtmr1vy42j4fPiScChUhNqXEEhv3DpQhZkIp3Ib2D8mES+JGf+23PvvDs6z1BNA2Gl4kSylqawspHT6/gNLSRuxifJJ8uJDUkYJdcTPQdz3Vyqz8LF1IbTlQPtTtee3AtrbhEhoBcEQ82QBxLNxBexPRlbSQUchp950Kvvpohv84WkBuF+BqpzvxBmrRZ4d2+vySzrNU3pehHP09J+qOdnFgRBzDc/PWaso3JAyEViQFrEui2r+/jhJ0fPvXYx12D67ST28OxujsXc+jhzNFOSY5LKEX1rYdcj30MmTIbxRfWa7vB5h1znvHV71DXMzAsM+HIhoc8OvxszRsTglbGn7gzTE32kKqwJV8RypJURjx2yqKiQ12u4cSPAUtZw8RwZd2uC90z32Hj+pWfjTDmua6PEh/p4a8hDhEh+6D5Ck/fyaz7MD3gzH9szTz1VAnQdTGL7WzrBxKkp+3MlceHs2r87I6c6srwKh9uSFDK+X4dxRYgyxU6dOjORGH5OyGKHl/0lgxNJR3vfmw4NgR5tRlFwrp01kLh+9cbq2bNnV9/+3vdDoBC7rKiJVrVwWp3qzcVw2rWLDzWdOeSbzeKIGiI9roCD0N0s5jRGDrBSKkmKZb/iAJsaxCdsT7PRMXtpYSSkKsxKjPHH2ofrbv7GB+mWFs6ijAGagUcsrnMdLCzCXOc7Iwb35drCaUbsEuONV2Njeb0CQgwxxtdWCNs6HNvf5twl6l+oSd+VDys+jYB35eG5VwQRpxeJHC7bkiMS/SSmr1f3Ju12pXaJJIrg4ZjR9QQeSBC2x/0W8eNUMe42DbJlx92IEz8iKfVNyIvBcOP/xUTMb9kgZkuNQJ4YjxHX6t3md/RQBbXB9vVzbwajpZP6/WoRGca3tLMqRL1sJ7sg76g3m1KP52q62oBHS6evxEM2WGu4tGbqcz9sPKakxxU0XxDF0pyBNdt4XZUIWtJkxm8ZJV27aadC7DrAN4DZ4zcgMlha8dWR2mLeqEMgcXA4fVed1uzQUhaW8C1DCjKuKZWOhAZxWDVbs/l1BEifWhs0o2d1DUvengwWBMKxtPkhZzO4SljU96/b/tvgbhCqhQs7Vnd3yvLKzaaGKm4msIIL2eti5tC5D6lFESkfshxX10vWuV9Hmcf1SpBiWZR14ENiDdfZ5DygTB8bKWEeWIbP8/ZTPdbnUQv6YRF8ndhYfdZMb2vPNneRQjLf1qrHDz+xOlJBqKqUG3XKvBkR38swcx+uN4WN1oSE2xuczcu/BOMQHmMsgI9+i4DWklBXIbnKNlAheRyebYzjgcgf67N1GOkVPKyFiNjMc5Pb+t7zx9tSElCN7Re1AMHSibv3/N4sH6R2LvNdOC84dfdei5QbgPV5sUgW2C0MBDPpfubSr6VHwhIUKlkk/6SaoE5QxDa3pn+EhFsj+0n0EAYN6jgid4Uo0oPUjTEOUxm+/8qPVvez0k+fPLM6sbvM/JB5ulF3nwvvfzgGEF13ES9L5rvP0iEBRy8Gr9l6tJuawnCGDJIdEnC4mbqXMCRD4fCuIj3p6IDpoIZMq3Zj70Xkrre7OlQ3FTqwfguK+u4mNe5GKPpY0cuoK0qmDx1tK9W4jvFcv4KbmnsLKNIVYc8O8JvIO+7CFnACHL0PAm8u9hphEfn6M9fe8vtiJbeiM9btmEUwwDFmN/vtqU5xuRNH2hOtsqbtrfCNImP0XA2nEQ79cgPscz1ZXKoJJgFRPMf77Fi++TdjDPJSHagCe1vnGyUd7Y5IfT8GKSJD9M3l9uQqaKCdHrwpIXFasPY9aTF5LjEH3iVRxC2H4sZFzEgxhj3f7sPgPeK96e1k7yQdrA0EbCjD/XkNuNKWFFIe+OU7500VdWstp2U4f/crnkBBD4gjPqKmHfrPhsQc4OHORqpCcx8xuzVEFXDgQhIW1fKce8rGwffz1TLQJDLuy7LExT6qx4FFeqLCSPVGfKXjudjYV3PopVkwpA1Ow4UlPQ+XHE+AfwvXlAK4EWfZVRdBolB7IdR+F3A6XAOhiRmVrwgPIc5vgUC4F7DVTX1Y/6vpQBNQc6b0e5Dr8/5DhXB7bcuBvi91R9I5xN0ZfO7UU4w76lHddaaZcerJBCSGMCBuYowd0GHJw8sAACAASURBVDfTEag5DwJA8EGCn3KucaZD1uY8eN59Auwkz4CnTLBJmimSd6T5eulBcDdpcqccBK2oHiV2x3AMmcew7HGhz4jnuyXGu35bnNvYGMLgI2dhdzC5XXwVrOm5uKdr+GrBCYJPSmFjhCh+9xlCy6oTvFgic0ukbHTXfnN/z9RP7GEq1cXW+WruzPGpd71xeDHoJkdiILXEA9D90D49d1xinbvpCls3WtRyavIeFBX0mbFZt6CwPw4lxq1iYfeuCvAo0AGXzhrsu5/JwN6QQD+nrNrZT9UT03vpVBpb8E7InOertW0QMfbMCW0/S7LIbXOg3R7vpUur/7q6ujz6L1eYNMdxSwUAfcoetBLmMemKTQQ3kGnlOaqD5QAcKsw7bpzOgZiXqgimJtDj1mHBhRjjCulQfMz6GPAwb41r0h8fx0Vv1LtX5SiDYv+Rtm86nJGRuKO/6SazfWcdJeugCDv4EDVsk+YyCcGNUR5s/xuJA18h6vr1E45LT8SRIe3m70sYve+CM/1Uor08Cj22tKA6tPfgtFTiMbqRf/lBSUj21rjT3mxoDdLyIA236nocSvRPyqSXDfKGCfSZj9gaTtJ639/jVWnA1C2m0KhdIYZzKC1KiqR50m8hnN7B1yKcSbZpbZ03Obs4GlbSvZTHI44r5SNcz8a5GRPD9SHqOgAyri7ICb+6hyrgiVQK82KcqUe4u3EPrs2947gRHN1/Z8RhzvH/VoDOYbJ5D+7G4u1zYDLi+vI8UY1AxOPCawyIa9WToUbbLUmhs3+D/gMmMbkAWaQMHeL+QIWJR0r+ppdp37mmvHUExuIt1ijFf9lh5qbugU32Hk4Qsi4LkxrRs5ddeISckwQSfhBMz2PNutfJ9tO6eLOS+AD/k34RFPkmTmTxgtho0DjpyTvu7qg7YohwR6GgcYccu2ssEnLupOvncrtXx/Y0/wlc2IhaMGRLuiZV6VGSBhy16ez/jXvhtKOb93neIyp+ygWZ+66F8BmqTWg3ZGQQLeK3iF5IKJx7KESgKtwKdjdKB7wfwe9JHLMnLL4ws3Uh1kkYuSbEOxFu4SGZg965/o4BtdgnC3KMrzbYkFbWxmeIwuOgvAdjWTeA8fusO5sEsfV5kRzLZxzXs25cqzk3T0Lr5XfMZdodBAdMZnK4B1o/Pdx7kLXXBJDApjk6wMqz1uoJNVEQaIN6oBiPpUe3Yv1rsAZ5tnKsy5QKoeNZo/9pW8QJbhO77tjgKhch+tKztgfMUzWn2Cd5I6t8T7mu0w4pYOCUfK8fpefy1SqZWTuw6UrEjsnirtvjhiY5HouAMXpSI1hcVjwGS3t3LUCXxs/1CSh7jPEHqWfn7Tg4UT5bfeapmJB1us/OCA4HGAt+x97V4ftHCiFLAYwjJUYfPN7RmNt0Lqc7rsb1t0+N1HZei3S4ooUijSnGXQPYoNvfg8ELoNecdv2+5rb+/gk37tqu6tJlYSy6xblXIEcQCGcer0OqAR+n+dxsc3AVtqNbNjtuq7sl0lPpfAPWh6qCGFshLgkZwA6h6pnL4zEit9c0N+l6cIUYfgNDY4SskqKcB+YOSOw7ROZYIy5EXCM0AhomFucEbyJ+DPfUwxFSj/PRjxHr8+JKvI8pRjDDjfthAjBrYPackVKbhGI8EjK8i+SNz1NCNFF7Q7M5VJxpmPRsXUrHUxoS4gaRzknE9q3IlGSZPXEwCRMPcqmhkjt1LN8TsPZn4DxMN/zowvu1j2/bz0T4xfcuDnJdDqgaUrz/wfmIwDb1cTz6Wa9HPBlNTq4A/UsKnwbE3T3ul37XRO3Bi6PYnORqFrZmd0fyKvAhHg6Zt9xsHJuiknOeu2XcO4k7vsppKBfWGPvB9Nqbd/ZPcozcwIeP5LJm4EXLWvof3J9LL0JV5MeQ2BCkKZsJ0j5Ir50eAcNoF8xN62ykXDm46WLgCr46xlxsIYju/jeiclYxbjRFlyRDSBnalu2lA3kuxKqQwVVvW4alrovUKDDamnEpqiU7T7CHRLKew+Eyrqlui+N/iViNKhYBcHfRX40b8tpL7nbqgjEYz2SABUdbAODGy14R+zaruJd9zmY7AeoRqkkv35KEehgsED/9RgosI3Y4+TBB5e1LgQBojKoTPJEvu0hQZZjufR1zuMt41MGKd6n3STaKa/er6O22Zz5/6vd3bqvDX3rc/t0Hs6KvtIgQyUQ4nbPiu9ldXbIblNIPDZwBnfEhYnLy9FNxOpvGtfnF/h60QxqiJJSlXTq96GHc9kpxdcgsjo1J2VdM3oItnLo8HSwiaTIXOm8MgSZNp7lSTqu+rJcLT797vi1OQ2icS04o4N5rkfXDfbpuNBpFbO2iq/kkR29PxB498kRegsO53CrW7H52aWeh8pwwvuixx47lQ96fYXGxHF95uEERIh0utLwnxGDEq57VThU3XMS/72RucfvQX8tZzsi6poSp+ciUEy3SP5Y6CDEetYD0O/my5sAVBYG0ZBUrPFOt3cm66zxsTlSED2tgJ8x8M44ogMMII35tELM3H7g+uu998P5Ev+z18OYbbw2BqKJ+zwZ6Sc0rcVDS5loErlsMjwo7A6NYqphVPWimp/FK253WdwEWcQWerJTflgVP1ElInjNvy+3Gyo+v78Puehmfef7sKhIpJfSDql+oK/aDWHachCcqhem/U+SZ92Znkdf9R6qMKPqq1ev+8GB/jIzEvXbzQnDSnDBJGVPbOdekGvQ3ib8ze2n/odJi9+TEFpV5FELdqtkuGsCacVT5B6NzwKaMsWkLn44zydMR56Ouk09JLBATVI2H27JQJUZXm7bfdvKPG3BZZGqLLNSx2lheqr/q+++8n+g5OHsUQKBrxbStIFHoQNG7Nl0n8oVRHteW9Em9XUnoUS9y/DtGn4qiJXhfuPDxAJuLhuuFxaoU3vmCHZevXZgciPuPa6t56sjqRA3j3PuDj2v5lGowuQd0s21q6ahNiS/Ohwjxcp4SDvEtGWUK/rgIp1WSUC2Ejydsa/4y+HeH8HJS7UFxKeOUCHbgO9IjeWhIDb1xqSBE4LFDRyPEetcWGtepkisIpxwdMzjwuBgH15coFhGupk3w4GhIZh2oT4vrcmlGyHMy4rV1OorpdC8qgPfRQXvZfJpuTVRzlXFhIdy131bwiDpjDcGR5NFB6IA9keO0t2I6PCL8ztui0lZviHR7KiNV0TzuFfl7mIGMU0st3X5fkYEgTlCz+Uu/2QxyT4WxAlnsEJ6f2Q+NuoDZSAUIFzbut4BJ+XoPFM3amiWYLrc1zoDLaiy3Nf2EXktUM07UV6HoYd+96+M/IqaDGAQg3gaIsW8j11pUqiR9d+KWJ+D8uXdz2dydvcf0NXj1tR/GXROHTYxqoNRZt/JRyvMBs4IBA7CIPfrUuHM2FXquHADFlTwzh2cL2j4NcQCtgna2GDL/d0Spew9GRFHx3oBy+VoZaoVMn9hyuE6SemgJrnwUQRRazs0GWeTACrzgnDKYlmqAG3HT1Bd+5RCBX5IKQRtY8kU3VsfPpM9H1FczSBkTXGgI7YbsqaJ514vf05lJGkQlB+N4RuwLZ85E6Fun2vlCLqUxrAqdm7tcAYsHvjgTGNwpTfBgPl4RqRs33hv34KI+Zcw9XErXIQIvy4ECL6o6eC2oAoxRa7ds98qbIGtMWuPS+9e4hN7ZAzZeUb09Rp6IHy20tZ4+GD2f90HAYjoC7Qu5I+odFROocti9a5Ga+jjcnkxE9grCFpUVqV08HQxqXx45VLDl6IEI4vCoULeaUxZQ9y7bjKcDsdGh72ZRL1Yylw9HfKHUEBEQiJHt+TUn4sKyy0jh4pIAfi9DQU38E8eWnMvRn7ibop6HIe74GXsgPetxO1PuafFwmGsh5emTp/NJ3mwviB8OsqOsS0XbFk6/WJbTxKLnKiPflqtIKQmAc/0shtxiieIIa04wSBw17z3QM7adSIU5s+hSdKUodXIxKpHZGfJuwEXelGqh7oaYh1Nnjp8oUeeiOD19S2dv1QBLeZJimY0MStxgPAGidulxmrh1alS7+KNv1XDu2H4qSQuVunXpo7Z5DZbCwDcqC5rOlolZ/nIqiO1ixTJ0ddct8u3v/2iCKOYINrO7fPNeE66sODnPfruZ6hCLXQpI43ZghFPpNbEjcbynDWWmfWiwPBDTIHYd95OSu0JscLuza+kNNtsD5BrcYu3Te3dHkLjx9BoLgWZD68Y0m+i1XuMrDyeGuXQejwQxnism6bH4s6kImFuD7T14J+qnR1nw0Ff51t1cppPjkpTrGXpE2EZhX3Vu++s6RELsjunNdmVx2105BJz/+G4cd3epivTPcKMFXBKLH0jha+Acz5oh47b2zBK1UOj2UGeYxDUOfPL008NxGXYedKfJ6/WPwm2k8ehWomB08gUIzz13dvXO2+9OkoXJvh93kQfAYv3haz8e488xCxUiyi5D5Rq7MT7URlk0+04ocQ5DFivVWCOSQ8X0Xzj+/Ixpb877i4lQuQs4x72HN+MalbfvCei3hQ3r6pJBdzOEOnCwZm5xowcPah2VmHPgjmAjd4JqRGQdOGxvC1YrwyHekSHCkyH5aEtJSIeOt4lz47Mx3q3uZSFHr5NzmlV9pQpnwYWjqVH0Yb7Jw4dOTcj6QvsUS7jmZ0XExPnDiIRvG6xIHG5HzAOXlUfCFjiQ+sPovVSy/TMvnF3t37J/9q2gRsiJoPJttM663iDuh3mSiFsEx/l0v4LTezhtuReaRUvrxCxk4rmHKmXGH/huCW4H24gRwTCswJWhiBtKvLp+P2M5/V1vYH3G2By2FxABm93R2SAR9dbUQ3ABqzsqT3r2RsGs3bvCmUHuInshq+0WFDAgHhxZj+NIFtEEdYvfl6x2ovhBN1IAaAHvtZFG9xkxAXhLimAGQkC8nyuMs9y67U7RfvyoLd+7/64eJPcAsqI4iTR5KKfn7tuvtLFJQGYay8/kgnmzZAwUz2V2MS8Bih/9C4Uzwloc+qHBy9v93+haqLrJj4uo++9IiT968mjcsihbA5OLsLtKvfFxxn0O5EW4m267/UZlR43rcHtvXU1tIDr3NpcDidZwZoIW5nqnRV5cVVx/TSmddyQK1TrEndKTEeUtbi/cnr/03Pm32mS7dkQR8PHj+bKv3MxwQnDbVy9kzByLo1xr022Zbi899+yswQ+/+70xiMzdMT3TQlzzm2hY1EN/BZe96c0Hg8ed9Hliele/X43A1N/tO1qRaedam0GYkISVDlF2xLXE/K9vvT4R0Eetv+ShgWFjAHtrBiEnEpdEY39M/kOvToxz5+5MevKljwE9apVQbkQQkWkdoAf8rjjpzlyOOwV0GsujJLSOO7xCG4W09wXrx3mRJPHfqMebvTN2xCyoV7O5dtxdbeCBpAwOz81pnF4bwt42i9uyLV2oLjYQGZfbbTeUTrZrOY+HxJPFab449B/2+1gsidp7KcnbKvY7ZJd1Omi65pTb1Edq1+M9dQc8tXpwXQj30exNe+7N8+PQp6dZHMipRanMJQBjISMUOtbeXDV2nHTujvy761g5f6KMrN2dx6k/Rlo7Y+4qgZlInO02AypE3h93AliVyZD/4Zb0vFSkw0fifHlJbt+JKFBfB32u4UzW1aP819O/4Miix/Mg3Aix8Cn6oKQfUaD7cYtxLwWPq1cvpitfSz0outMYdvZ8MD2QGHyibLn9hZJfevHZ2bD7g/BzX8/bGffSxVGPs/sxj2UPZBULstVwKaI36GdrTL1ZapfnschZOlcuUx22japxun18WeN3E8VUNT3UeCwUofJnC1drgWVfiOshzN0YFNhc7R6XU9/u5hnCma9mjHHDXSgied3O9Y2FAYrzbr2eGzQC4ekhlUQ/lULNLvNUuealhoxLblfwpvvS563FlaupftSMUIdUoXZxyU2u8IS7S2wvtD0++zrOcxKsG22nF4x7TpCmLREKFFRFwPq7cztMv0o1CEmamJ1R+CXplTu7KZnMDSSPwd8azHGY8/3qk7trfwkZibLZxG9PyJTqsZHIoTJoW3+5HNLzb7wXcueZSORzVks4l8Y33V0aFAQVeRG6pfvKKvu4DHouIxNVTj1RmgYxlmbjxKFwPQTAS8HoGFVjQpuL7jm1W6khiAfHnwWK49pKdVSdFl4exZbgwNpSTi4ypv/Djjj19L8KyIyWdbTPHheuJX6NW04yePJcHBLeDrkksu/O1QTGZNiH5z9eHS5n4skjx1fHKsFRI3Yj4v3w/HuTB8C1R/KpkzM3c3Vv3M5iHi7pBizeee/8RMt8fy2kNKdnn3tudfrMqdny9eKFj0ZFOLKZMnop+EMgLWS1EpBjMjpua3dje22nyrAbZIkI97XJ37W6bAo0XY/53EIErSviniyydPATvdHXp/lgRqJx0GG35+9GXEs0kTomTzeYNNf7+WrvFdx5pJFf8HVNWNV7umT3lXU3/t/GcS+pD2mdZ9MXdXfW+2au0QfhR2mnUhlxo/2rI0/sX73yvdfrgfBBE+Evy0Ff0417VTjMNqgcOS3qw7hsuJbf8HgIrOdWVZyVdT9+dGB1LGS4v02VgYhMrUcTiTdrUiE/lBVvEc4+/ezq3NtV53ZPgQSsXwCCLko88TaYFK/Avip76Vn8gLizPIhRZwQRcNSAf7hz7MempMdq2poVMulpAPjT3TEATZupuKLeCKeqJOC+o+M9+9SzAzyBkCONX7bZlgIRe0K4wwUgGKM2ZLmVJDp2uK0CEoe2ltpX3ik1hs4WfQ+SHWnM9HHEipDokbjcrVoP0Wv3RhjHzSspwBX5QXD4qKbXImSzlxsjJwJ7PX2fgSj3Q2baumhx8gVCRtz+VgirSvv+xY9Xv/zLv7J64vTx1ac//enVm++8NffZu/fI+J7B7xd//ouzrwVjEhzf+vGb7bD+ekRzffXuO+8FnC2rH7z6zhK2b37Gbn30dcO+aEY0Jcxod1zU+uDy1DuqylQPl+B06tmlTdaNK+Ukxzj27szWiYMfEdXcWsJQmPrx5Q+zW4J3Rud1pWMh+/FyesH3fri2J1Vib8xHDw5EfDuv0/ZcgMN4WtcD/bZx8tRTq+9/75V2D2+SLfCZMydrFnwhI6HW97eK/yfmt2zhytIGtH2sWlyZQk+deWa4msZm9h57NffN0QNH8j3GNbL6tiSyidYHZTLpvP3Bex+OdQxJ33rz3CCf3rj4u8+aBEs4sXUUdWHZMfzIGGOAaCEWA8TOPLqeKMOJo3kFxHEVhcSAxJC8mdjrRqNH0bdl+d9If1bA9/F7Hwe0G6vPfvbTA6jb18rBjbMenGSgpbnIk0fODFFdvaC0KQs/9WNv95f7i4MwNLZkxHppsvH4QIvZuLdmhKmDk3RiXFQOY9+6OzkWp9lHj0vNwX1JVr3OPq4t/YPgBsE/LiDDX24+69RBxO4epNBH/LtxIsj7o9dfWz0b9/yVX/mV1ee/8IXVgfR13O75Z19YXT+Sv7xqFOFjO2p+9lOfmp3TJRQ6nj75dMZ1nLnqkeef+0TdK9/Pvri+evlHb8y6THPpxqBHA9dnw53ole/o/tYSfE7275kCP5jNoYI4B08eXL357tvtSh9yNj/7olmv6fxTQOtuKpIKjqtVJiPMwwePhZByqvWCu57Nc2yegSFZNx6W7TGoO9kL0kqOhcwY3MaRwyfL5Pp2i16oNEtfKPaTn3i+VpwtUta2RTh6tHb1dI90kb3HinplBO2vPNpxKI4Egfflekm49fcTJUBcz5H+ZAZJjvGPrqw+94mfW9279nD14++/sXrm9NnVubfemTj8rZDnyRrZ4ZwGezXkOnbi1HgPDNq2nHSmRd+V2LM7fffSIARVwXU4kb1pBUaEd28HgGefT2Q+WfVvC4BKiTRGh+sutbvND77zw9Wf/dnXC4K8t3qOeD19avVMhMgFKNz73vl3xnfYn6PvPXXyyFjxonxPVvApz8JhUbfrBonYDiRlct3gZtvymtvQ+1btnHYlkvk7bXV6Jf33mTNnp+397Yjo7dffTt9/K3Uh7pU+ud5udMpjQo7Jb6W/YxBpPbcL3EgwSeGd706eOrV6qk2h/+bf/M3VJ0NMmQdcYYjz0EufmgZ07BK5DhcLrlwOduDs35W8HtqbHiz48uzZ52IYP1599p0PklL3Vq+88vokxSiVGoSlyrEXG+POpBS4Uwcv1Q399qnTq6ertP5UzzvzzKk2Gr803og8uo0Zoi9+93GLZuiePdnulNktKjq46Q5HTErVrxSgOXUszEwNHTdYujlGdSeJI/I6AZSIFywZv3lJ9q6eOvXc6niIdp/iW2I5MXo0N4Qokf1xd7eP2K5E05Usv6tRxYnjZ+I+eyeMKiL11uvvrp44eDKRfSxjJpeSRsAFwHbuaMsnVny5uu8kEofC28DPwl+NQ584dXIQ782334qDJE5SWS62D9e2BklNOHXmdDqVzfxOxg3qth3ARKOWncizUJWWhDyTixtXpqNV0hHS0KmSEI2F0cdT8Pbbb6/eePPN1f/n//X/Xf0w/zHRtu3ejtUXP/XzOeXrsoOz9O+lT75YDGPpoYWrEFc2OrGId24WnoiD7MgInLh7C3MsVxYVAfex4/mB3d1l75L/e3m19OM9eezJ1dHdbRaSSHyykO7d8gLefP2tekPU3ORyiS8hN+v9TqrUvgxG83FYLHPGmXhCr0VUuqmr33s3Hffv/N7vtn3pz6+++qu/Oov89rvvDAwuflC4u0LK00lP6afvvX9+7nGi1lUIC4HwHMnZkEMQXo8b6hd/8auTyEN1QDBLPeCSbwCDnTcWfQjk0MQOEp0OxkLskxuxtYhb8zxY+sDl8izu3JTG2va0eSGE0h/mEnz+qZdWz0bAw4BybzXEbr9jomavvvlK91/0e4a3zVYgMa5NUh0J0feUorCxpdS+Tz332dWe7SUBh/nbW8B7IeiTT5wqmnNyuOJY9FtLuigFcnciSu187tqc9qkQdSs59SQVewnLXfjo2ur5sy/Mfr+3qvd/7tkXQ6C9q9f2vr469ekz01BZyPeNt96ccnULA+jCfReyXlnPzz/77OpTcRAIcydutD5vOGihQoCj86K+RwGaWBlx1CK889b7q1MnnypcsEx2y92ynT6+sXr9h2+tvvOd767ef+vD1a7G/0wuqXvX24b1zY9yQ/04nXPP6rd/+7fjShdXLz7zmdXZs2drNPL9trU6lzyvAw89ucZsJ4+eHvXm6oO6x5QvsDWAb6kH1sHgcDTiPxqHEBkDs6P7jqQDPlGU8PlUpXdX34qobuY5+P53vrd667W3Q/xVGx6mxlxp1/a2YWW0Xkh0iyjt1qYqQobMooekxoG8CxCTUfv8iy+tfuu3fnv1a3/918dlJFS+bx/DJe6dUXk9BP3uhy8HX83/Kv9JF91T9Ckto5VKdWmtieE3ym24ffeVqW07k0/+xRc+sTp25BujDrLDpg1SyMoWoDE0+aRd+QMhkbncTHfP2TDc9+Y7b6+ePFOeQ9z6Vi1gr19g2LW9VWvFJbqjAJB+D9si7h2cAZVEkcSidfaw2OARygtl5yJuQjvAP7zezZM+MgszW1fvXX1/iHDjUY3G9m7LmEmsHwgRibsDUcveEPl6xs3O9Nsnnlj0xMf3zq+++IUvrd5669z4ERUsHj9+YvX5T31lunyL8nzu5z43DeuuXrjS7i1xkSZ2/eMPR2S8/vqbM2GUrDMjiqPbsnKvplvy6V4OGBb6U5/59HDCXaXjTYv+kNV1PHCQAjBNTGGVxBeqAx/p9771/dryZ7A0L9dcSlVx3fd/8P12ozm3OpJq837JJ69+/8eDDH/rN35ndfr4U6u//Mu/XP3f/tv/+wD5uYIkH717afWd731nuMrzLz4XAb4Qch8q6eXy6rOf+8zqF774SxPBssv662+8Mc+Q2LLlVoTUHA/E8R+n/1/+6Orqe9e+l7H1yuqv/uqvJs/iXDq+3r674jaT9J4IVjafS3PRZVtgYwcfhD06fRLFvN8rYHP6qTOrf/JP/snouZD4XNyXK3H0z565M453r8bPN0o6t4aXStr/+P2PxoagGo3NwP+eTr09A/F+7sxdPeNGatax1mD86alFDvqs0LZ8DSFw43HMeNgXucnYFtQ1qsSdDDSJ55IMDts4USJ+sLl1tTB6NoQc74/yrJgLdUcGHiLKl5S+/36EWppBDGhH95Jnt/VBrrfOof7g3MLhNjvZOLL36NS+U5Dlzz7MdymZepKLq2448WR1/E34UZM7dijRHgUc3n886nymiefIvtQeV/yd2w/HKZ/vukerf/9vvx6FPFj98i9+JSvw8erb3/9uCnYlPLmq7PNlQRCICY2bKmOEWJyMsCYDcJAV5XI50XVnv4bOf//80rUc4roGlx2RmqVzK6TYl/74blz3w6phTfTZ554ZIF94/+IATBbbmVPPJE3ujVHzhc98aTj6c0+9ODrx577w+bFkr7ZhIOBbJ8bJ/iJu3GOnzzyVwXqmeTxcvf7quVk8LaYO7DucoXFo9c6P3+j3XHL7d64uvHdh9ed//ufptvlok1x38gK8/+75IT5+XD2/lJ7PXmkhjoDM7sLM0jP1QxMhE0AwD/Mdd1ii8td//a+vvvrVr65e/uH3V3/5zW+Niwp3Vm50NC+Oiu09if5TZYt57sV6dskXsaO7Z1ERbuUq295O7y+88MmFWFKBhsuGlJ948cXVWxHjneBNRZhexhlmxLr7QDrH6LqNCecVDXwig1BZ+qGYyO64u8jqvfDBnmk6f/Jpv//BuQz8sgRbZ/PaXSDicNlwu4OvHGzdInco3I2otgru6OAY7ti7eU8M9rnTz08QZOPZ0y+kL72zOpUrBQumM14u7Hg7TnL6+HM5y19aff3rXx8K/Gu/+murH/zgR010x+rNV74RMp0cXY/e+kxGwtVLN1d//Kf/fvWrf+2X43h3V2+8di6F+/hM4kobyom7IAAAIABJREFU3nHmv/324lEweVb41az/V17PaOt6QQEi+hOf+MTqqdNnpgNKUnJcb/RZSAJJ1/saTNuikEBGk7IjYcujpeTxOCj0m3ng0p2EUqe5R//M17i/9s/+Wvr68dVHH5ZA0tiee+a5vCfH8oG203vG2Nd+9dfzBuxevfLd72bo7M36fnHcRXersD13rshY3XO+/OUvV1zJBfZxLqbXM96eWH0vVeC73/326tsvf3sc/0fSLW0jIP/42JEnxqF/f5eKEm7m5G/5zpBWNt07H51fPZmxaJERMtG6IOWyv9jXfv3XV/+nf/SPxlDFCGx88sJLL05puHl8HLHsyqvCjjgURw7nJsGcIonLEsvq7i5kqIkm7mNYtubHU8u0G919YU+RvZdW3zjw56PX34uB8XbQa2a8EdpSTp/hxa7IXQa2OC6329HGdDAftvzlC+EFPzCiY/TvzjNjA0aM0sKlfMSxF7cafXZH6yirTZRNNhm7w7MR8OMHEX7vakcY79v+43/0f/79PVHqnVsPWrgXE6Vhf763o4faUmnv4SoWLq5+7jNfXH0qz8C11ImvfPmrcZYy5dOTWJbHMzyQ6fH24X3y2Iko+BMh1p7V2XyjTxw+PlGye+k5AEVEysllAQPg1XQsxobyaZzt2eeen3JpYc+PAu775Zl+FFBkfYmCXQ2RRebof4Fw/Icerpna9Hft74vtC8w7YE8veaMffPh+FJ4Ff+7tSXRBMCfqPP7f/Xf/1xBDpfDG6pt/+c3OyVebIXYulefHr78+gQR+ztsZXQw7iE7F+JN//8er8/WJuNWCXW4uyuXff/e91b/7o3+7+lb3+as/+8bqfO6gb33rr9LrCnfGKVynecm1uDipoHIDV5dfq1QeYtka4FEuI3mpKqJFkvg5wegLP/+l1W/81m+tvvLLX1198Utfboury6t34tzbI7YTWfV0d2sg4qmubGtItL3xnw9+V4qA+fxu7kgMYlduutudoz5Na1VGsPtcKPyshdWufNdf/tJXVn/+jW+u7D231OvZ8LqeCY3pydaZBOPrIub1P2Zgn3326dUTIf/OCF7uggzA83WoN8/LdaafzLm4tv4WNp0BtyczugUmPs5t93EBEv0qdmdLvJ/qw0Cz0yVO/V73wY25Nr/+Z3+2Opjbb4OfUWdux4FcXBfzE16ptRFq59w+WePgt0M+VOO8/+X//29WX/va11Y//wWOeNz2Ysh7fMQ/fVAIcF8AuVZs/lJdv3Exbqdz595pkPtWn/rsz62+8effHDHzYpz1xz/+8eSS2trzR6+8OjVqf/EXf7H6kz/5UzJ69F66KDEmpu05J06dGdWBXkp9QOF6VBGlDLoJZkQAzuVWoy96eebnP//51d/7e39v1BELgFtAZNd9XLTpcobSU231yfKW+COYMH7g/nYNaeBebyRKf+e3/9Yg97/4F/9i9V7IfLdcgf0FdJ44fnjOcS2mQNV65524bYsuif7Djz8YSSLwowGyQIgEk/M17ttTjsXhUgVlY0lA+qf/9J+u/uE//IcjVYR0ccFXXnll9V/+1//VeAh+8Ze+OmuD8x+tbGpHqtWTIbNjwsS9tifiP53tAT72W2bsrQsqRT15RCCfPZR/6ctfWv3Pf/hvM44/k05vx84bq5deeqE1/2ur//5f/j9W/+bf/JuY1NHE/NIUxB7Mu7ONqJokwEcZ3reTrtQAz2PLxOInUcZ4J6G8MSrLupJnxd+jQsbZJRhJIWV0M7jhoIqVr/7qr8xn8Dx6Is9VlSvb/ul/+p/8voXxwx/+4R+OyKR/2PGRVU3kEN8WChL963/9rweRcBGD8zAKv0HdyF3DQ3D6qXSrOMXVkM01duH5iyjlXGrCD1/5UQkT9LklEfpS5wiRqiol/uTOEufbUkckjhBnivek0EFYnOiTAfUzn/nscJprcZQnQuIrudfoZ9czmJy/3hHRdT969ZVBhK/9+q+tfiXX0TPPnp1klWuNUXXA6YDrWtwYckH4V199dZDagiIQeyc4EDOd2/eMrT/4gz8YxP693/u91W/8xv9hdaa5/7//p/8prNmyOhtc3q+CQdI3Q3aCC+rXmufB3I0SVOQZSMbZyHilckziS9+Dq71yv/KVXxp325MR17e//e3gtHv1/R/+YPUv/+W/Gj38Qu5DxD+LHeyyfkKipb29cVoPyIrJrJHE+iEs64zwrT0xfzZ17f/yB//NuEB/7+/93upv/+2/vfpqXP7X/vqvrX7pa19NzTm6+n/+j//DVJ58eOnjUc+Myx69EuYl/xi//Al67dmzz/YMHpEDzedy8yiM39qfirCOpVLRtaWtSimgrlxvLf1+pOfsy3frNY0MWxz3o9+fOHEy+JeR+F/85//Z79NhLRKfpxwCyIaT4EI425/+6Z8OtkNWYUNA+M53vjMGBXGCYr+bHjhh1sQ5VwyRqCvNdwM2kWzbJxR4MvHw5V/KaAtVpDDSrQ5wQkdh/8Hf+TurDz/4cFNEFAvP2DncJLYnkiRSy434Z//sP1/9zn/4H65eivP9SeP64Y9qQJL4OZNO/Hd/9++u/qN/8B8VKfrscNcvfelLq//+X/2r1W/95m8O0n32s58dyoaY5rzmyKSG6FLSc7g+hGGoWWgLa84QlvvoK1/5ynz3uV/4hYlG/eAHP1j9zu/8zuof/IN/kN/51Oo3fuc/WP3t3/pbq7/81rdWr2Wo6TUgTfFg3Buna6gj0l8N2XCtv/u7v9cCPxcy/qhQ7Xu5hZaYPO7+z//5P29dyjEINjKw3nqr7QVCAuO+UT+1iS6FmH//7//9ef75Qsff+MafD8xweVIKMbILrBnPD4Jwve8QnHlBetJHoOKZp58ZbwXfuo0Tnz77VM9+uPrOt79TNt3+1f/xd3939TdywT2dZ0NxABXr5e99b55Hgn75l36pdb47xL5WrzwLjMGTIbwO4ZMUcIc0cw7ubH28vvnNbw7BkTLgTl2zRsbr+i0/fPnbj52Ie+Iqp1MH3Iy4phq8mIXppi5G2c/mY52k8QACEXAmAzyXvxOSA/Af/8m/H2f+5/vdFqdPNaCbiXmIj9KJBs87FoLcCpD02h/8aEkq/8LnPjcJInpUSUTGbRyesfTEkji95LwSz9O6NA7DHWa8t9KnjP943OZGwCIpPNO4ITMuA1Amb44OXMkcPetY4vaCpJ7OpSq4FyAiaoTpeRYaIBmUvoNQvv/lVKgffPuv5lrzI7FILkQOCf/xP/7HgyzGwEB66aWXBunA84//+I9HaskJwVl/8zd/a855qmwvRKSejJpiHwtSkIj+s6TYm2+8Pe7Dz5eL8Nprr41xqesMRIQYkAXsBArMx+F7XNY4IYJ5+9v+GXzK7r8//fy5OKaomfG+8ebrGd8XB8anT9WhKN9wFDD7cPzRH/1RQazTq6/9zd9Y/cWf/lmRr4pMgynYYVYvv/zywBcMvRC+MVgX47KO67EYN9j+jb/xN0ayYaBrBuMzRjHJPd/8xp9UHbwxXwDqmTDcQuAsAArrTf7f/bt/N4vgxs6zeB4OYddUZFDXo0CULblloiqxdltBERMGD2EsEHHiHpBEJpXUxUu9PvOpT3Tffk7U4sqALvFGm3t2qHswlSGMPlISal574/XxWJAUjzLM9qRnGvMaQREZiQJgdNw1B0CMXuYEGJNSyQUV93A+4H3jG98YhBnC2XQDGb85OxCj70mfUYuSCiJ9jDJeEbVaqmqFLakndseZosfEpL/fLyvMu42hz8SxS8vpJYk9Jz+jNVhYn6+HELwT4GfM0g7B72w2BASn47MP3q2WT+qm8VhHBGTdXGM9jNv8wc931hDSmJ/j1Mkzg8yQ92LqgKgVxBbu/5OISxXLsWNFr7qvejzP+fGPXx0Pg8R9edDu5RprgJnBIc+GxO7tM6ReM0BE4xpwNy6wN09j/1yMzJj97nv4hihC3K8/dtJapOhUCGDnz5+fFyr9QgkcJoi7mqzzsXUPAjS/USWoBJ/5zKfmehPyEAEK7hOizcNfeOmTA1BdyHFeovSjlPl3zr+7evaZs0XiEs82oc5hoEwFkahG5b/9IMuT+nK5ZBDIo6XSieMRS0DY331Q5pNZnDfyMpgPwJk8jkFEQizPhGx+W+t4FgxnNlfJOObkd0aow7gBer3IxB69nii2CBDIO5FvawBcUU6tshZz18NAiTdr+1jI9Wb5CfY6putqoapzJF/plM8kDU6cPD7wxAh2ZuWDMz35hz/8YQixL53++OoHlfhABEEa8zZGiMvbg2CMyRyMC8GOq3PTwPOOqI3fvEhcCPXCCy+U58EXL7Vyab8kivVeVj64C7V/lGE5+yv3pDtVfjsXozL+KQDIvXey0iw4QiKBsXuBr8/O91xrsM7NoBZNz4ZwxvpgJOZsjb27DswRmIiqY8uH5999DMEssIW5lrMcsriJB8B2368pCHU4398QwcQBDoBEViRmN4eZAKp9vwYgx3LIX8wd5hkCjiY428on0p5+OmTtvHfPv5/FXPZ/SHon1QFwnT+GXBOHiAr0eC6MZ0dWrAm51gJR5G+GIPsKZtwJ+QAIp7JouOkscpQKoAhrrYJ4DkLyLgrl3s53jmc6z3U4gXEALNgQ0z9r4DhPrjAH+lPN6ckW42rIocxdxTL90SbcYwXGRc1/msuNGH5zfM5gt+Vhz+h9zVmlhfI+OA+siWHz/qP/5d+uDoeo68U17kvBhn7qAcZjHYld1yG0tUoIFg7zMkdI5T5cY3TK4xlc/ObmR0WAVGriwElo1vMPtpUXbrq/oAZO6Ny7BU2mR27zhWSQExwxO2vks+esDULnwS9rCLaYC2lA9XEu1dV35oE43Gethm359jf/4jEMt3AuFhkxiDWmz3f95jsLBqAW0eA9ZLjBJmIFuyapbkup8VJ+A1F5EHBcrhdWJ2BJ+zvGWd3ON7hD85xmdrdSNVRcrLm2TCjPs82RgU+7pcbr2SbM6PF5ntmC3K6SVrm3v03SgnqtD4aXeVhEuiNCNDf3cD7AXkiXWwMbp/EcY3YuYnWexYcQa/j4jV6+c0+1XiE+3Z5EENCRoqn38Pl2CBJdozoIooh4ceojYL9r77RdRW7BhAMFIyCfsVmfbhIom0dpWrjxR3kTzBEH5gcHI2PgmfG+Xs+14WPc7kOKrjmsuZmLayHTxaowzEfyPmT1/Y1gPnAOUc337TfeHO4s2ul3gQL3xmRcK8Di/vBjzdlxS7+BMWRfM0OSbVnTImibEhCzhA+uxQypGc5nT3k+qe/32qUuFLTmKPIwLawfDcYNLJKJefgaSU14jRhrCoMgtgOyu6Nk6wtRiwGJprR+OaQ/TNy9Mvc80VZPnPxPlC0loWKe34Q/ytkMwGuuyOfnvu7jOZI2jgU4k3Eel5aFNFY9FSymQAOOoU6JeNPinU5J5WBgzk7siXK6JleCPFdzgRiDVJ1v4YzTs80ZTNZIaxwWweEch+dvy4d9r1RB30FGuuYaoZzjOmPY1lzvdN/1fcyDfv1wds5JnCZxEKp7WocR+3uXvFaELHrnt2EevRube0Fyz7ReXhAYEi0Sqc0Eg88aodZ6LmQAa3M7dPTIwFJ9mXE7Rx7CGvbOc18cVlmQeSJAz4Hc7u93COc5JBfi8916TXFP9/YduK7h63yfGX/m4nf3t57WwhjgoHU39xB3Ka/2vruitumB0EkGMlTaTYTtUAe2jX17ICBZbOd6gJcHXo+zqgq2S6TKB77KA7mBAFRrIJObAbeQ+mHZ9YcZNrvtpK/xCkwb0K6zNb1NrwFsd7q3vIbh/LFkC+I+KBTghH+VfRyJ46tQ3tjR9T1Dn13OfmNi9gCkMdk+VJRHJI6ezdhwvoTnPXFKgPQMAKT3+tth/BYUsiyO9+Wzc/dfC+G0TAoOYGEhcOpJzA45cXtI6LB4fjMfL4shOni/tDvtoO5Vm+V7gRmbWe8tC87fIsTGpNp39nLY5G7UA88UPVTyIsVQxFG92a1bkOt6v7PkGVTLVlmLjrt4WJTi8+Jg7hJzbt1cgj9g79p7tRgwB14ncPes4ZKNbUR/yTXCs29cfHvWxHUbPQfyqtQ9kGSlmnjxIlzJTnE/wRH3s5eFawRGhvE0LyFh13ox5v39THbEcHonoDpANGgxZ58NZh7eZHx2DrZOv7WIP4uwBmCRhmt1cxUPEUqGSvpWXMxWQfYJO9Gk6YjuN31y8zRIurmRiJLetzfEO51+NSHQBuc5eg64v3Hs7Blnnzo7uqixUDs8d809rhSSPih9bnPc5qE96aMWGqDnFcLp0gJJnScHARdYc9ALF9VqLb5E81k/21gAGII53Avyus59HHd31HCjhTHX9e/gNBx1U3VxvfuvObF5rMe7t3O7aRBMSni3IB2LNFrK4J07nKgFXo8JDDjxNTXhhXAtAnWee5jH2kjztzG5j3eH86hIo26F+LMhS5J3EKp5MzTBH9FSL5znepISEWFmg2g9Z/2b313vvu6xluDrOa2ltfs6fG/Mrlmv/TKvJSvOfTwDvL1vQKL1TYRK6WQ360eFu66B50QAhrxeDguz5kJr7qIOSob87VxCHso10odpLCEx58CBfLK4QfrcbFIcgLfEOewmeSU31GweEuDv6VOWpe2wc7hS60EAIrJ6JL1474TR2s2TEBI2dqpWjSNrLm08s2Ddy2vaQwVIkybCzcfYIZE8W6qNRTFf1bvEpXmuidez/b5e8LVoNj73sXjDdeL8auK0VzL/Qd5eEnlwobsRo9wL11xJnEKmNXEYi0SUfZX5U29wWs9xrvGqivCZ6xDnmX7FHetNUcxXFpsxeq2JCsJAJsdP4BKCeS7k8r5mXP4+EDKSbozHNfGpjnV/LZngBy57vVQBqavGtkZWnHx//dfc01g17XMYD4koSuY7UTIRMudILjfW9bjBzW+OUfsGrqVFdp3xvPNOPTkaxwbs/qn46ux0LTd2wZpLuMl6ohRzn11D9xifWg/zHXb+KB1Ppv8gdYDkEppNmjcHolLB4f8K+YbbcAWFzDKpiFkUz91CF/X7LkiZLhX0yn9tT4kWcYBF7Gn103M8H+doCPN5AB1A1tzUfUwc5Zq48UHkNQGu/z6e8YDyIRLEwgGcP+PsHbwcnrV+9/16kV2rVHt9zXocEN8iu+f6uRbLPEYyhPwS0POGTjDF9c7zm9djvcl6pnC2wxzn2uYxsF6+ne+pVK4x9gURFnVkzdGcihH53XPNyW/cUtN9sntcT+3xm2rv2QutZ/mbH3rgUO3d5Qh1zgk2w0lbtzWhIGJj8Jt5gg+cYiyuua7f11LBmHw2ljXDWBMtuJkH/XYN91owdfHD+mH1YHXze+M+uI6FM9j1jYcbbXIA3/kd4no3gOFidMlYnME6cDuimZuM3uV+c4+qgDVak7Z2X9bQWMtlxg+l8gYQcSEugmhR6Glr8bF3j70ZaoDRPXkwcHVA8fwlm2rxt67FzFDnIMKCePRsecS0XnqixB1VvBZOlj5Vw/wsgLEas/sDvrkSi+7p8NvC6Ra/o++X/FzFl+nCmqp0L5LgQI77q8HgUNY5hHz4sHb5fXbNGnnBTXcb0mFB1ogxnPSCTF4QYvlMmAWfQOcwZjVcFn1nHBM8vNx/zVjWxO1890HEDnNwDkSxE+jMr3XhnpQOeaffwQocnjyybLIon1iQxbq4r+vlWNBp15syai/ge3r3/VyV5uncjdaWFFzsnmUO0xEnKavzJOQGb+MyJrAwJozsYMn8My83WlMcg0ziMQ6pZ+q6TU9g6bvEat9DgIfljuIqo9CnqxqQ/gEGaD+IZtiD42Y9aJA648Yg6LD+BgBl0ix6g8RtiX2cdLZPJd5xzM4HHJzbM2RGbd++uEv4MEWjdocgDgDykhtM/JsolUSytskDBOSUMsl7MdckJCw4txRkmrbvzcNmhcbpmQ73grSufz4nfdD/CfcYNaF7SjxhcCAKgMXpEfZUCYBPL0g1CfIdrjNeBAIefh8Cycbg2NcN5nYJ4WtkM845J/j7jjFmXJBjmM78LsF7mQt8dh7xvqwPQzijqnNHOvQ9jwFEW3P+WyGz/gXsHBGz29t+uu0V2JjPTwyvxmF9FUWuOT7DUa6K9cIsZmPxCEG3eTq4nYxIc4xJh0u/L/PASKzFIjmkQk7ub+qg1AEdgniBJusv438bI13bnKGWdCbdyO2HhTvemQdIHu7S7vswvVXgYH/d+Gb/sAYu95MHgO6i256b36pgUC7lg1tlQYUMo2s1aRSs+cUGLtGAtPuZPbj6fTrw1YjN5LaGvI4hqJ5p8RgMgNPajLi41fO2ZPDh7gc2+2xBNI1ELKJrp9tg91P2QSQ+Toe+1f0s2oGCF6JbDrkVVA0W9Yi37jH7/HY/By643U6J6e/bejkkdzOORi/pda9cWrBAcJiAa7Tq/DDuDIE8E9KfLEEcARjPzsa4JjYwErIe7kQ1iRnsyU86yMhN1tw3Wuw9exa91DOW/rp6uq2rJ6gTS1Gle1h4vYOpXFSP4ao8K43zVpXAdqtUEOscDfwetUaeo/RHfwSfVUts0aKp6J182LXqNExl87nmNjDf5Pw2vjEPhxRFe7Ct369dW/zOU38WI1RcSuLdjSHxanWbGpjUKyyclP5p11ONS/QM47WYKo40AhvjjB93zepRyoiccR3JFDBV/++cxsIowDWGY9bgzftC6Ys7zH20biLbHjXoO1HKvQa0cIZFx7RruvOsO07gb0gy3Dpkmz0NPLfJ7wTs3hc7fmCx3Cskcw9GxU9FJ/dXY20B+BZ18J7zuxcdZhoRNy7chE6ta6Dch1ksidWbkqCJLRyqsZkb7uk3RD2ifHzUP/VnG7d5eLYDQfCzgo2X8VvktaoxCIR4waBnO3zWscuh6/h64YcAe63PWY/HfXFqcF1z25kH4o4rud738yxqmCMYzJ26H27r5ffZk4GO11zVvmlnZS+0+b3PCNvzGNikBFjM+OHD5sudN4c5ujOGBVbLeBefrc+u46a7dq0rHi8Fpe7N4ETQnvdRvv5T8luyBV54bgk/8xufqPkMbr8l+959spUWPQKA3NzAloEsQINE/2tfd5oiRAxEARhE8BzzV73/0RxURnzfS97YiBho0kuS2iuVpbufyZxilT1MmmDKMCsMYYDPFPESrKVey4tvFfiZgnkqrnq2JII7IWEamNomcMKRu4YrJYG4OpR2g8iWS2jh9ZN+wj677SuvyEXP4Us18BHC8NT9B0GE4f7Zu3uU6DVwhDD91FASmJT3Q2AVJ8uvF98qR5R0oUSVKAskw9X16Bgt6kpT3OXeLasCx/usnpxyHD6dXsc5IdtDsBicQtmow6AoLnzwXP2lyRdX5i2rgJFbDe/SFOYV5zqbHByJnOJSSKtg6j2Nq/RcmoRMtLj/sEib5uq9lwa+dt/S1vfLA3gY3AurJk9jAz2KaVPPumMxy9AUGd3oR1f+AZGYLhdTnJ+8bi3oWLoPJo8QFfbzihG6+u32E0pw811YyCEm9bznYQ4GmC8oLJaO2HS17hcZ94QnYUyvKWOIa3d9lbfCTXsUlqAwXRqOunn3A7jG5J2oEwKcOUnnVaL7xqqdZxQXftJr6lRx4jmH15QLLZSEMmkDI+EG9mYAfJb1Kdg2mjQ8PXNeY097K6tvc85Ipuzy914QPVdWDX3SZvl5cWr4ENwMet0bP6qc1ymB2V+zXnzh9fPXnzhaWXUdk//y3f8XbW2fTO9BPuhYWXi655gBT7aTK9zwxayVtQJlKav9DvZZ6LG2munZR4WfXmyxCiRKSITYc5xiiemCXY/5/VDbVSCKa9OFuM+upuhGPVcJ8sZmukF/Y5fAwUAjbkJXHjFefykjLvMmcPcmUIgTlGf15urnoGyERwm/pb5lXwscZWLw5wWsAvaDxPGc6BM/d0QbnCisqR9wJviOflNOsuIGrme7196BwQXAW+pjcBUyXlua15uiujd+aQPN7VpN93mWWZ4azsUBn1wLP8YT9RnujFs7LUNJA3cK9K+8QP6TpkBg4fMR+9mdtgHlFFIzYEjDbfRvRmOeH98c1aXg6ZgDwgOH8MdeZCu2YH35+rneGK2eeWnh5eWlzzqrMODNr5AgM4aMkXJlIElpakUGZteaTJ3YgOxzoLOs964uAzNM6coMmBG29udRN5Dj71vuGoPzMZMwwcUAMNXHGJ4P4a49176BonK2D/K8PI054hlCma4bjmjU89IfXMxU9NkVCMMbDu6Bi368gKN85zy3QVx/eXQ995O36qnTNuAUnKV6nzuAMsovfy58vV9hHNvpudT/NIQ3cMY7BfDnR0KGGdZk1QpJq6vePKLpusl5MPEIrvgnxoWfUAHuBpnKLw3XKS5ctN1eITTM2Uxf4EC5lZtcTctNke1VGI+99iSuVR6dlsyne8HpCFzFEpxlwyVA9h9Vo9cxROV6YF4lP7GuAsVjFPl4Vt9tNUgy86AOArp3IM8/PRRx7XSJMbHmNvhMAeExhjyZpU0M1C4c5ZigjBmR4p3FCfOZuk5bCnlFsx2jl6AJxeDTfWUZAAZ1MHdH87YT9h9cN3UB5QquG3fyVyKweYXOaiTGZ5za0BY8a1iXD1NcNMNbGULdj+sODX8UvDvIAm8DvtGLB9IUB10EbEVf+SlpeexaG/eYoymfrgNxruzahRNcyyP1n7wL3Kc8hoNcmm5wHnalaBP/DYyFmmY5nINByfWMjEQYZw+vEMFiiPgWb/HPrrZ9qMSg/F1xIQ4ABAv8Ev9U3HkIBP4KAq55PAivazTFMYXSDsFoewdLwzgIz7LkEiQF52Pw3/lw1AbY8xzzshMWOoQ0cHtLTgCMTHtTeOFBOBe8j7AWctRD5x4PI5cqYEad+nB1zXvL0Tp6yvysKFFc/KBIcNSOUbo0I+tgNmlKZHB2BHlmLLSlS4RnBZ+4C82jcbDVqdF2E9MZCA/OFMm1Jdfy88JUr/KmTIzb0y0gAAAAO0lEQVQ1SXmzLUurX37eccYM4e8yyjrQJQcLDDS0/kNXnnJXdnijw1YDYYFld4MzcrGnmMy7YT24avs31woLdWUr8nQAAAAASUVORK5CYII=" /></a><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">The anti-competitive issues with those arrangements (which are coming back unfortunately) are not the subject of this blog (although they will be soon). Instead, what I find interesting, from an economics perspective, is why, in what can only be characterised as a mature low/no growth market, there has been this prodigious growth of craft beers. <br />
<br />
Unlike the market for smart phones, or even social networking connectivity, beer brewing in New Zealand is as <a href="http://nzetc.victoria.ac.nz/tm/scholarly/tei-ShoSout-t1-back-d1-d6.html">old as New Zealand itself</a>. The rapid customer uptake of new i-phones, computer tablets, or the rush of new sign up's to Facebook, are what typifies "growth" markets that attract a rush of new markets like some modern day gold rush. Each and every one of the recent craft beer makers has put their money where their mouth is and banked on making a dollar from a market dominated by large players in a product hardly considered new.</span></span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><span style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"><br /></span> </span></span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">From the outside of the market looking in, the history of New Zealand's brewing demand doesn't looks like something which <i>should</i> attract these beer entrepreneurs into it.</span></span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"></span></span><br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><img alt="" height="393" 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" style="margin-left: auto; margin-right: auto;" width="640" /></span></span></td></tr>
<tr><td class="tr-caption" style="text-align: center;"><span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><span style="font-family: Times,"Times New Roman",serif;">Figure 1: Total Beer Available for Consumption: 1984 - 2012</span></span></span></td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"> <span style="font-size: small;">New Zealand's demand for beer is characterised by long run falling beer volumes. Beer volumes
have been declined an average 1.1% per year over the duration of Statistics New Zealand's information. Per capita rates of beer available for consumption
have approxim<span style="font-size: small;">ately halved </span> over the same time.</span></span></span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><br /></span></span>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">However, <span style="font-size: small;">here<span style="font-size: small;">'s </span></span>something that collectiv<span style="font-size: small;">ely</span> entrepreneurs may have sniffed out... Beer prices, over the long run have been steadily sneeking up. From a low comparative price level base in 1983, consumer beer prices have been increasing fastest than general rates of consumer price inflation (Figure 2). Beer price to general price "relativities" having been increasing in beer's favour. </span></span><br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="393" 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" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 2: Consumer Price Index - All Group Consumer Prices and CPI Level 3 (Beer) Prices</td></tr>
</tbody></table>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"> <span style="font-size: small;">So, from figure 2, beer prices have over a long period of time been increasing, relative to the price of all over household expenditure commodities. And in response, the volume of beer consumed has been </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><span style="font-family: Verdana,sans-serif;">falling (figure 1). That's the <a href="http://en.wikipedia.org/wiki/Law_of_demand">Law of Demand</a>: as relative price increases, demand declines. If the large breweries set the market price for beer, then increasing it faster than the rate of general inflation has had the effect of dampening down the demand for their beer. From figure 3, the decrease has occurred in the lower alcohol level beers. As the price of beer in general is becoming more expensive, consumers are shifting to the comparably higher quality/alcohol beers.</span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><br /></span></span>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">But why have craft breweries entered such a market of falling quantities and increasing relative prices now? Given the 30 year history, what's been the trigger point? What's the smoking gun? What's the reason why dozens of entreprenuers have taken the punt?</span></span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><br /></span></span>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">Well - and this is me out in a limb here - but did you seen the Kereru equipment in the background <a href="http://www.stuff.co.nz/business/small-business/8248705/Brewing-business-ready-to-leave-home">here</a>? And the Garage Project equipment in the foreground <a href="http://garageproject.co.nz/">here</a>? Well, it looks a lot like one of <a href="http://www.farra.co.nz/productdetails.php?project=20">th</a><a href="http://www.farra.co.nz/productdetails.php?project=20">ese</a>. And from and economics point of view, THAT looks a LOT like technical progress lowering the fixed costs of micro brewing production. </span></span><br />
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;"><br /></span></span>
<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">If profit is the
difference between total beer revenue and total cost of production, then
on the total cost of production side of the profit equation, Farra
Engineer's <span style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;">equipment
has lowered the total cost of production through lowering the fixed set
up costs of entry. On the total beer revenue side of the profit
equation, the dominant brewers have been sneeking up beer prices over
time increasing the revenue of beer production. That's provided the pricing margins for micro-brewers to test the waters with different types of beers despite the higher per unit costs of production associated with their lower volume throughput.</span></span></span><br />
<div style="clear: left; float: left; margin-bottom: 1em; margin-right: 1em;">
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" 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<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">The trigger point probably may have been in 2009, where from figure 2, relative beer to general consumer prices took off <i><b>AND</b></i> sometime around then, Farra Enginneering's equipment lowered entry costs (I'm guessing about the time they released 50SBB personal brewer)?</span></span><br />
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<span style="font-size: small;"><span style="font-family: Verdana,sans-serif;">Given most craft beers exceed 5.0% alcohol, I'm really looking forward to see how this graph changes over the next few years:</span></span><br />
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<tr><td style="text-align: center;"><img alt="" height="393" 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" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Figure 3: Beer Available for Consumption by Alcohol Strength<br />
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<span style="font-family: Verdana,sans-serif;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">B</span>eca<span style="font-size: small;">u</span>se, despite the fact beer is an "old" market, <span style="font-size: small;">as<span style="font-size: small;"> a consum<span style="font-size: small;">er I <span style="font-size: small;">want cho<span style="font-size: small;"><span style="font-size: small;">ic</span>e and variety<span style="font-size: small;"> in what is availab<span style="font-size: small;">le <span style="font-size: small;">to drink. If lowering the cost of beer<span style="font-size: small;"> production has generated a whiff of profit in the noses of <span style="font-size: small;">micro-br<span style="font-size: small;">ew<span style="font-size: small;">ers <span style="font-size: small;">and <span style="font-size: small;">crea<span style="font-size: small;">ted the opportu<span style="font-size: small;">nity for the<span style="font-size: small;">m to experi<span style="font-size: small;">ment with the demand for non-la<span style="font-size: small;">gers <span style="font-size: small;">or non-<span style="font-size: small;">India<span style="font-size: small;"> Pale Ales, then <span style="font-size: small;">I'm as every bit inter<span style="font-size: small;">ested in giving them a go as I am in downloading the last app of <span style="font-size: small;">Grumpy Birds <span style="font-size: small;">for my smart phone.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></div>
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<span style="font-family: Verdana,sans-serif;"><br /></span></div>
<div style="text-align: justify;">
<span style="font-family: Verdana,sans-serif;"><span style="font-size: small;">And THAT untapped consumer market for non-traditional beers which retail for comparable prices as stock-standard run-of-the-mill lagers is what drives the growth in craft beer, and makes Jamesie a very happy Economist.</span></span></div>
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</td></tr>
</tbody></table>
James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-28438852757273784362013-01-25T15:16:00.000+13:002013-01-25T15:17:27.237+13:00Networked Societies and Growth in CitiesI am currently training for the <a href="http://www.graperide.co.nz/tose/graperide">Graperide </a>so have started putting in some hours on my bike. To pass the time in the saddle, I've been listening to BBC's <a href="http://www.bbc.co.uk/podcasts/series/analysis">"Analysis"</a> podcasts, today's listenings including Professor Manuel Castells' interview on <a href="http://downloads.bbc.co.uk/podcasts/radio4/analysis/analysis_20121015-2100b.mp3">Alternative Economic Cultures</a>.<br />
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Professor Castell identifies the internet as the vehicle for new(ish) global and collective collaborations between individuals who now share knowledge in networked groups. Previously, economics saw a similar knowledge sharing function as being <b><i>the</i></b> reason for the growth of city structures. Information spillovers occurring between different groups of business and individuals cross-pollinated the thinking and ideas of other business and individuals within a tight geographic area, leading to the rise of cities.<br />
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These two ideas seem at odds and imply different "futures" for city structures, and - inevitably - the value of geographic-tied property rights. Or alternatively, the continued growth of cities suggest internet-based networks have little eroded information spillovers associated with cities. What Professor Castell describes may have little actual impact on how businesses and commerce transacts. Or is what he describes something we should be looking out for in the near future.<br />
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One of the reasons people cluster is to share ideas and thinking.
Bouncing ideas between each other, discussing related issues, sharing
experience and knowledge has an "externality" effect: collective
information sharing confers collective benefits on all participants. <a href="http://www.google.co.nz/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&cad=rja&ved=0CDwQFjAB&url=http%3A%2F%2Fwww.economics.harvard.edu%2Ffiles%2Ffaculty%2F56_GrowthInCities.pdf&ei=aOoBUbTwBOWViAfYrYGwCA&usg=AFQjCNE0EZmFFi8EIIxUCRYsxLSEM3qPFw&sig2=6hbS3laZFk_WM54HbDQ4oA">In fact, economics has long identified these collective effects as reasons for the rise of cities.</a><br />
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However, Professor Castell, back in the 1990's, was one of the first commentators to view the impact of the rise of the internet as something cultural-shifting. In his podcast, he describes the internet as leading to a "networked society", as opposed to a "hierarchical society". The difference relates to how people cluster to interact, with hierarchical processes relating to being a member of a social organisation. Prior to the internet, people socially interacted through membership of clubs and organisations; for example, their local Cosmopolitan Club, church, sports clubs, toastmaster's group etc. Social interaction and engagement happened "within" a structure.<br />
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The internet uncoupled social engagement from specific organisational structures, offering individuals alternative channels to exchange ideas and socially engage. Twitter, YouTube, Blog, etc have all lead to people engaging and interacting with a network of people rather than having to find physical structures with like-minded values. People are now free to engage, converse and transact without geographic boundaries.<br />
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I have no idea who is "right", but aren't these ideas fascinating?!?<br />
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Welcome to 2013!James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-34002338892378654712012-12-15T13:58:00.002+13:002013-01-02T12:41:23.519+13:00Productivity - at what cost?I attended the <a href="https://www.gen.org.nz/tiki-index.php">Government Economics Network</a> Annual Conference yesterday. Top marks to all the speakers who presented some facinating talks on recent changes to the UK welfare system (Trevor Huddleston), new approaches to modelling household behaviour (Martin Weale), and a rolicking-good discussion of the persistent costs for individuals of unemployment spells (Tim Maloney). I strongly encourage other economists to get involved in these events, I myself have taken away new thinking about how I'm going to approach some of the modelling work I do thanks to Prof Weale.<br />
<br />
But the thing which really got me thinking on the day was the panel discussion on "The Productivity Paradox". The cut and thrust is (and I'll go back and pull some OECD stats if they're not posted), New Zealand has been in the bottom third of the OECD countries for productivity for the last approximate 40 years. Prior to the late 1970's we were actually up in the top 25%, then within the space of a decade, we plunged to bottom third, and we've been there ever since.<br />
<br />
Pretty horrible performance and the panel came up with some reasons why our comparative preformances compared to other OECD countries may be so bad. Lack of competition was touted, significant investment in low growth sectors another reason, wrong investment (ie not in high margin industries) a third. All very good reasons.<br />
<br />
But for me, the relevant questions now - 40 years after the horse has bolted the pen - is what would it cost to improve productivity? Starting out from a low productivity base, being so far behind the eight-ball vis-a-vis other countries, what costs are imposed, and who pays, for even trying to get back into the top 25%? Lots of great ideas about shifting investment to high tech industries and etc, but within that picture, is that shift "costless"? And who "pays"?<br />
<br />
I suspect rural areas, and workers pay. And that move is not costless.<br />
<br />
more later as I build some evidence...<br />
<br />
<i><b>Addendum:</b></i><br />
Statistics New Zealand publish <a href="http://www.stats.govt.nz/browse_for_stats/businesses/business_growth_and_innovation/innovation-in-new-zealand-2011.aspx">"Innovation in New Zealand"</a> an interesting little read... Lots of interesting content, including this <a href="http://www.stats.govt.nz/browse_for_stats/businesses/business_growth_and_innovation/innovation-in-new-zealand-2011/summary-of-innovation-results.aspx">summary:</a> which included that in 2012, there was no link between innovators and non-innovators for performance measure perceptions such as productivity. While innovators aggregate profitability was twice that of non-innovators, however, innovations tended to occur in industries with small GDP contributions... Thats pretty much what Roger Procter was saying...<br />
<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-51599399404117502522012-12-11T18:03:00.001+13:002012-12-11T18:04:04.851+13:00It's not you, it's me!<p>Dear Blog,</p>
<p>It's not you, it's me. This time apart, this lack of posting is nothing you've done. I still love you!</p>
<p>But over this last week and a bit, I feel a gap has grown between us. I'm spending more time with my wife - my job, that I have not given you, my blog mistress, the time care and attention you so richly deserve.</p>
<p>But fear not sweet sweet blog mistress, Christmas break is coming. And I shall lavish sweet and tender affection upon you. I will share with you my inner economic thoughts. And I will once again upload graphs into your ample domain.</p>
<p>Until Christmas... Xxx<br></p>
<p>Yours, your overworked stress out civil servant,<br>
James<br>
</p>
James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-59066857668697946402012-12-01T12:31:00.003+13:002012-12-01T13:49:28.071+13:00Real Markets and Money MarketsLast year, well before the US presidential election, I was in a bar having a heated conversation with some guy who had been listening to too much <a href="http://www.teaparty.org/34-signs-that-america-is-in-decline-16590/">Tea Party rhetoric</a>, although he wasn't aware of its origins at the time. From points 20, 21, 31, 32 cited in that link, part of the issues the Tea Party have is with the size of debt - there's too much of it, its all owned by the banks, and its growth is unsustainable.<br />
<br />
Where this guy was coming from was that banks take yours and my money, then lend it out 5, 10, 15 whatever times, and every single time they're charging somebody interest on that debt! So mine or his deposited $100 gets lent out 5, 10, 15 whatever times and balloons out to $1500 worth of debt! And on that $1500, if it all gets paid back in a year, and the banks were able to charge 9%, then that's $135 worth of new debt that collectively the country owes purely because of how banks abuse yours and my deposits! Which means someone has to work harder, or work longer, or suffer under growing debt to pay $135 more debt than what existed 1 year ago!<br />
<br />
He was getting quite heated about this - this was an outrage! Abusive bank practices perpetuate the proliferation of debt and were the road to madness. Then he went on to talk about how the US banking system is privately owned by US Central Banks - and this all added to the conspiracy of shadowy figures somewhere who's deep dark plan was to royally root America for some nefarious purpose, of which he could only speculate. But maybe Zionists were involved in there somewhere.... His thinking was American centric, obviously because he read something from someone over there.<br />
<br />
In economics, we like to think of the world in models, our favour being market models. In these models, economic activity occurs in separate and discrete markets which are all, however, <b>deeply</b> inter-related. Stylised models of the economy talk about the:<br />
<ul>
<li>Labour Market: where workers sell their labour efforts to producers and receive a wage which they use to consume or invest.</li>
<li>Goods Market: where producers use financial capital (paying interest) to employ workers (paying wages) to produce goods and services which are sold for profit (receiving prices) to either domestic or overseas consumers.<br /> </li>
<li>Money Market: where financial capital is supplied by lenders and financially intermediated to borrowers in return for interest.</li>
<li>The Rest of the World: where quantities of goods and money comes from or goes to. Changes in the rest of the world demand for New Zealand goods or financial assets effects New Zealand's exchange rate.</li>
</ul>
There's a little more to it than this, but this is a very basic stylised model of the economy.<br />
<br />
Within this picture all the markets quantities are deeply integrated, with changes in one market effecting others all other markets. There's disagreement about the pace of change, and whether changes propagate simultaneously or with lag. But just assume for the moment, that changes ultimately occur. Each individual market have both quantity and price dimensions, where changes in quantities demanded and supplied affect the market's prices. And its normally the prices generated within each market which connect the different markets together (a bit of a simplification, but run with this for a bit). <br />
<br />
Decreases in the quantity of labour for hire in the Labour Market increases wage prices, and adds to the cost of producing goods and services in the Goods Market. Increased wage prices also increase the financial capital needed for production in the Goods Market, increasing the demand for money in the Money Market, putting pressure in interest rates. Increased costs of production leads to increased costs of New Zealand goods and services, which relative to the Rest of the Work, decreases the overseas demand for our goods and services. Decreases in demand lead business to reduce the amount of goods and services they produce, decreasing thier demand for labour. Decreasing in the demand for labour puts downward pressure on wages back in the Labour market, and the initial "shock" to the system which started in the Labour Market is returns back to the Labour Market through the interaction the shock has had throughout the system. <br />
<br />
That's only one potential "channel" for the transmission of shocks and responses around the model. Potentially, the increase in interest rates can attract overseas capital as one response, and that itself has implications within the system.<br />
<br />
But the important point is that everything is connected, everything is inter-related, and no market is an "island" where changes can occur in isolation. Economists create careers perturbing models like this and getting a sense about how changes oscillate through and around "the system".<br />
<br />
Getting back to the this bar-fly's point: bank's can't make money and debt in isolation - the demand for finance is tied to the demand for goods and services, which is itself tied to production. They match dollar-for-dollar. Increase in debt is match by a corresponding increases in amounts spent on goods and services, which matches dollar for dollar to an increase in the returns to the incomes of the factor's for production. Interest payments are achievable because production processes generate "value added" - an excess of income over the costs of production. In fact, that's the engine of economic growth and why the Gross Domestic Production of economies normally increases over time :)<br />
<br />
Thinking about markets and models of the economy is how economists avoid fuzzy thinking, especially from unbalanced political rhetoric.James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-26387753013290332612012-11-17T12:12:00.002+13:002012-11-17T12:55:27.127+13:00Price Elasticity and New Zealand Retail Sales<div>
<a href="https://www.blogger.com/blogger.g?blogID=5159638315738616265" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"></a>Statistics New Zealand, with their recent <a href="http://www.stats.govt.nz/browse_for_stats/industry_sectors/RetailTrade/RetailTradeSurvey_MRSep12qtr.aspx">Retail Statistics</a>
released a bit of a bombshell: not only was an decline in retail trade
unexpected, but things which (used to) NEVER fall - like supermarket
and grocery store sales - declined.<br />
<br />
The
thing about supermarket and groceries is that, since everyone needs to
eat, they are considered "inelastic" goods - changes in the demand for
"groceries" is relatively insensitive to changes in their price. If the
price of groceries or supermarket items increase, people can't easily
substitute away into consuming other alternative commodities, like
things sold from "motor vehicle and parts" retailing store The same
thing with petrol: in the short term, the quantity of petrol the country
consumes is insensitive to variations in petrol costs. <br />
<br />
Prices
and quantities always move in opposite ways: price falls stimulate
increased quantities sold, and on the flip side price increases reduce
the quantities of good sold. Couple this with the notion of price
elasticity. If the price of an inelastic good goes up then, becuase the
quantity sold is relatively insensitive to price, the quantity sold
falls by <i>less</i> then the price increase. A price increase, coupled with a smaller quantity decrease means that the <i>value</i> of total sales should actually increase. <br />
<br />
Similarly, if the
price of an inelastic goods falls, then inelasticity means the quantity
sold will increase by <i>less</i> then the price decrease<i>. </i>A price decrease coupled with a smaller quantity increase means the total <i>value</i> of sales should decline.<br />
<br />
Compare that against "elastic" goods, normally
associated with discretionary purchases. Yes everybody needs food,
but not everybody needs a new ball, or other recreational good. Small
changes in the price of recreational goods can lead to comparatively larger changes in
the quantities sold. A small price drop will lead to a large quantity increase, and the value of total sales should increase. A small price increase will lead to a large quantity fall and the value of total sales should fall.<br />
<br />
Here's the quarterly changes in Retail Sales of
recreational goods (elastic) side-by-side with supermarket goods
(inelastic) from Stats NZ's data. <br />
<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
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" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Quarterly Change in Seasonally Adjusted Total Retail Sales: Recreational Goods</td></tr>
</tbody></table>
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<tr><td style="text-align: center;"><img alt="" height="392" 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++v6/PHL/+3cLJ8juYGTkpzr5TWhayRGawR9kgHq3BOo10QaXdUv557urnHPx2e3h41d8pJ7ofmBk5Lc68xfGE+27rvIHnDBtkjOcdGkFU4rdH2j7Q7ajf36/ns2R///Xl8bUnaSe6H5gZOS3Ovobmraj1Yc6YRZBVO65TN/fsxyslknmru5w1fPkP5PMk9+bnKkQsAg46sdPs+jJqbspI3bJA9kjONIKtwWqPtH2p31P+uwMkz3bPnuV88T3IPLzNZfdL7EuM9DcDenOde4y27j55QX5znPnwVTuuU57n/TPX03PXcoztev76Ht535POYkzQ2clOZeQ3NXpbkjrMU5nau5V53Dnvnektdb/Ps0peYGWCm5uU/1tKm568nZqkF2R+Y0gqzFOc01d4DdUeM8978vH3k8Zi8IGVzBPfx+7sEYf/dybQnAegkvMGFek/ajuevp4MIMzd2u940fZndU/z2UC1/V/e/3UE5dejL82eLnMadpbuCkNPdH78F9qtWvTXMHWYtzOl9zH09zAyeluT8KfMVnDzR3kLU4J829P80NnJTm/khzV6W5/ePJgTT3/jQ3cFKa+yPNXZXmLjICCSbf7YTZF5oboC+a+6O55j7PFqhKcxcZgQSTmz3MvtDcAH3R3B8FPhPWA81dZAQSaO5DaG7gpDT3R5q7nsx/NAiyIzR3ozT3ITQ3cFKae1nsKz6bl7klI+yIItcauWDpEJr7EJobOKO0V/pT9cHyq/IZtkBVPTV3kHFYT3MfQnMDZ5T86hLmZam6uTU9zxaoSnMXH4f1NPchNDdwRpr7I81dleYuPg7rae5DaG7gjDT3R5q7Ks1dfBzW09yH0NzAGWnujz429xk2Qj2a+30cR9RuNPchNDdwRpr7o4U1Pc9GWJZfzJq7+FB8NHf4hdkLmhugI5p72XIUnmQjLMvZCPkbMMK5Yc3dqPCXjWluoAIPwKNo7mXLq3mSjbDs2OYuNUiQCRy+LqeiuY+iueEwYZ7gzkhzL1vZ3N1vhwU5G0Fz1xuKjzT3UTQ3HCbME9wZae5lH1fzJNthgebW3I3S3EfR3HCYME9wS4JPL5nmXqa5P9LcNZr7zEfUbjT3UTQ3PO3/WIj/MhN8ejnya6nLzfJHc3+kuctO4PDVOQ/NfRTNDY/HEc81wxfssA/D+DNMlrNevW6TofXN3fd2mDN6/G7aCKU23eHbX3M3SnMfRXPD46G5Z8SfYTLNvWDlfu9+Oywo0tyl5nCI4k8OZz6cdqa5j6K54fE4Ii6ba+6wk0yjuResXMHut8MCzV186Wc+nHamuY+iueGYsoyfszlVEZ/mXqC5P9Lc9Zr7nEfUnjT3UTQ3aO5p71URc55pNPeCrc3d8aaYo7lrLP20h9OeFg7aMNtfc0O/DinL+Dk7nFjYSSbT3AvWr2D3m2JOzjtSzb3nmIwsbOQw219zQ78096TJ5g44zzSae4Hm/ijnHanm3nNMRjT3gTQ3aO5po4mFnWeCzM3e06aYpLk/0tyau1FrmvvoXaC5oVPv7bvDM87+S0ww19wBp7pV5op0sx0mbdrRPR0VmyQ3d8Et1nFzn+1w2tPyFo6x/TU3dOqQs7k5J8l28z6xsFPdqlRzd7Ap3h111nZu5JgmH8Kb3qWUncP+Ki2940dWEJr7QJr78XgcfnhxJM09Z6G5A852k/y16GM7TDq8uYeHWdiNnPy8obkPGZY/mvtAmjvIEcZh4jR3qINwblYBp5pAcy84sLnfazvmRn6fm+YOPix/NPeBNHeQI4zDzL12Vj0kDgn9TeamFHCqCTT3guTmLrI922ruhZ+sv2/BaexJczdKcx9Icwc5wjhMzstnqYWWfRku4mNzN/2Q0dwLElYteWssR3bYg23hSePjVDX3ymGj7fRuaO4Dae4gRxjHmHx+b7e593k57+Aho7kX7NPcy7WdM/IOJmelueOPzENzH0pze1d9asuvnfUOiT6au92HjOaek7ZzN91lZW0njLyb5OYu+9jR3GzVyCNOc3dqzZM+HTvq7FqN5t7z5bz1h4zmnpO2XiuPvfWpnTmf2vKbu9409lH1dTPmTu/Dx20bY+Nr7k5p7pM7pLnfD7kiB+Ehzd3oo0Zzz0ler/UHzKZFxNzOy829W9Ac+DDc5xmS4jT3sTR38/VAjo/NvdtZnLLNnTnt/ethZ5p7TtnmnkztTYPH3M7J79WLr47mZpNGntg1d6c095kt73rNvTxI0w+cslu7J6WaO7+2M+dTlebep7mj7fcOaO5jaW4P7/Na3u+a++Mg7T5w9txKbcmP41K1/T5sHJq79nID7vQ+aO5jae6gz+nsoKfmLpU4mybT7mNHc0/K3KEFU3ty2Dg0t+ZulOY+VlZzH71XCtDcZ7ayuYsfGN0096ZbhqK5J5U9CIPMqriFdfy4+t1sHM3dKM19rPTmjrFjcmnuMzvq2We5udMWd3hzt/Xw0dyT8tdot8fLgZKruqc3JJq7UZr7WAWa++h9k6VsqdCWUM2dubijmnvrjYPQ3JNirlG0WeU3926TqWe35o6z3/tw7ua+3y5/bvePN7p+fb/9dPizx/02P8w0zX1Ycze93TqwZqdXPS9Vu7lz5pzW3K0c0oe8M2lCzDWKNivNvc9yo+33Dmx61TtUjea+3walfb+N8vnp++v6+/Pvr+vf7e+3n/8d/HVKcWvuo5q7g03XupW7oF5zF1zW6ADOnHPCw6Gt47nUbNta6zVirlG015qVzV32TXXaZOrR3C1as0ljbPYKzT2q7Jd6frnRv47++9P31/X545f/m4r2DxKb+6hULet9LTT3eXTZ3JnjJN+9reNZc88Ju0ahJvZxMpq7lUWczambe2Syucc/HJ7eHjV3yknuh+b+m/yeK9LBpuvA1uYutac09+E096TIT0qhJqa591luqJ3eB839Z/raktfT3IM/j68tSTvJ/dDcmvu01m///Zt767LiNHcTx7PmnhR5dULNTXPvs9y2nlWaoLl/fH9dp6/mnmru5+1ePkP5PMk9+bnKkUsJE81dZNx9DWe+51q0vt36sH77l91Ty6OlLWt0r8wJF5lDZKWm2tmjOPK6hJrbx8lMHhiVjpZDtsxuR36o/Z7v8BVZsz2DbPOKzf39db3MfWvJ7Hnu8QjPc91/J8FXn/S+pL2bGb4TivGuKMVRazHKbva3afuX3VnLQyUs6H16mbNNu3tDx/Nue7Mtkdcl1NzWTOb9NpVW4ZAts9tCQ+33TBHWJe3QPUKt5r7fLkunpeeu5x6Ncf36Ht52+uOY0zT38c3d4qZr3dYt30Rzv/8k/9Fd+16H0NyTIq9LqGdLza25twryin/y5h5++d+Mme8teb3Fv09THtvcR++kzQ5Zi/fgbm67deCo5v6404s0d9o4mfdt6GDW3JOCr0uc6Wluzb1VkFf8Uzf3ujIeXME9lejDz07udm3J+6ETYydtdshaTIY+Ozu8uQsuqGxzJ78wNHQwa+5JwdclyPRWPkB2e5U8SXMfvt9zjIJbc69Qvrl/LuMe+fvy7anfOPl+jvvfVwa+jrnhK0yymnvhJ03Q3HsKtZrJzZ25FuubO/P9QH5z73bH/WnudxGCYFmQ6a2fhuZublmVvDf3Uatz5uYOonBzH72fttHcuwm1pmmH6z7NvXVBc+tyYHMH2csLNPe7+CsSZIaae+eFBtnvyUZPjAeuzsqn6BjP5Jr75T4lX+OP8n5gHdjcDW23NKFWM20ywZs7Z5Aid8y8754097v4KxJkhpp754UG2e/JDsmMNTMpcstqNPfLfbpq7oWf1FtohEfgbqK9tchs7py10NwRaO538VckyAwTwmX031HzaXShQfZ7moVX/P3XSHNHUL65W3lsHNvcey70cFVfcnLms9sdN41QtrmT31okOOrlP+Eumnsk/ooEeQ5Je3jWm/khm+WQ5o58cM5ZjqUIk8m8ZTWa++U+H17mm6C5d6O5N42waVst3PIMzb3/Os4NFeHAztHEWkSYZLTm3jqlFpcYYb8nmNvvRz1paO4INjf3wuESYD9tsJC/9VbhkIUerr/mTl6LlXffejPNvcO99hntKE2sRYRJau79lxhhvyco/uRcbz7Jt6xGc/+7w+fDqInHxvIb0J4Weqx9XnXS5pNz96qLLnKzhKkeuHHSaO4i4jw8l0WYpObef4kR9vtWyztdc3+iuf/dofDL/FH2z9+5B2FDGy1B2Obe/+7Fn/LqNXeanfdy8nGluUdaWYUI89Tc+y8xwn7fauWTc8y9FmCDa+5/d9DcJZdYe6GH09wJ9220uYuMkLCsTUssfigGObBztLIKEeaZc7z10dz7P5lH2O+brNlEmnuR5v53h3Dv3tIEbO74Gy3Be3O39ZI5d/eEETR3WZnNXXwa7WplFQ5/Dsl8j9dZc++mlePzz5oJR96MATa45v53h3Dv3tLEae7ayz3Q6MUmwmoemJUJT3lrHmiaW3NnamgVMqeauY45j6l6m1dzR7Opufd/tlx/4+No7n930Nwll7jDcg80Wq/DV7PI09wOzb3mxvlRnjnDSiMkLEtzZ2poFXKmesjhrblbXGKO9Xv8kGfL4jeuQ3M/b13llX5/c5OsN/PlzRJ/i6UJ29yHDLJzc29dYsLta4yQsCzNnamhVWiuuYss99jxj13cIUvMsX62mnue5n7eOty7tzRzM9yhuRP+tlHvPXT4amrugjOsNELCsjR3joRteKD8R5/mbmtxhywx2abDbM+HnuYOQnNP/7z45Fc2d+SNttX7Gh2+jmWbO+2xE7a5y0ZJ7b08Cu4DX05af/C2NfkizZ28sjlLr+c8zR3/KN06T809Q3M/b72tucM+Qhamd0hz11vugRaa+6jVLLX0nOYucvuVW/KQ59mdm3vrEmtMr+kHb1uTb7S5q+q+uY9a6FYJB9hur4mHP0lupLmft167JwLssyWaeweTa6S5t94+5yjV3Mt3rDGZ5rQ1+bRGGQW35m5ocQcudKu0SWruKZr7eWvNnbW48zT33CofuJr5r7jvQx11F82tuUtpbvKae0RzR5B8dGnuKZr7eevNzR3zQXJUc6+5TcwtttXcukRo7kOGOra5Nz1mM2nuCJp6fd1Gc49o7giSZ7jPS//hT5Ibae7tR0aA3TYrYHNXWnSOnJmcpLkTHj4JS8kZTXMv3LHGZCI45L3WbjT3iOY+XOahpbnfaO6MC1ID0twfVXpx6qO5E0Yr2NyVikpzF5lMBOv7Mj9D95f80CsVRtG2leY+XPz3coc/SW6kufOe6aLZs7nXb4c4myvz9Wnhvpo7fxE1nj0LPlp3eOCPFrFpid0396bEDDXzlXIeekWe1qLR3MfKf8ar/Zy5dfwAW1tzl/7H8QMtH3/1mjtzYrtZ/4L9cYTlwfdUfLlpT2FpD5/Rvao2dxG7NXfCEs/T3I8VB16oma+UGRCau63FHbjQlYrMbZ/mjjCZdTR3j829/LfHxtlR3oM7YT4BX+aLL3TTxin7Mq+5NfeCucScnF6oma+XsLs1d9lltf4EXkqpDVJ1w2ruOHZq7lAPlY9T0tyZr09naO5NY2russI2d4QnuoWNk3ksxZGzuzV3K8uKsNyPCk5Mcw9o7jr5dQjN/XHpOc39sT80d84itubdyttr7uJTOspyW5cK0GNp7iHNfZStz8YrRytOc8extrmTj62yB2URezZ3pUKqYfklueDDVXPnLCJhKM39frNem3thBSezO8i0t9LcQ3u+ahz+8hRH8c0e59kpwNbW3Bn7IMD+e3FIc1e9S741L9Vbh0q+QQ2au5vmnjxWV75c1ZtYkGe59Y++yQRvxcppLx8qlRZ6CM29v2NfU6oOG2Bra+4SzR3kAdNrc+fMeWGhW3ffplf9fVRa4vph81/m/+7bVnPvWbeae+U0Wg/uR95brOQVj7y5NPfOar+mlKW549ijufPvXlaXzZ3zFPDxvutHznktrOfw0sqZwA7NXeP1Q3MfYusBGWHOaXJ2t+aOv6Agy51TO46PTfkATw6au4jLLq4AACAASURBVFBzR3jM9Nfco1fQ5Pvm3GZ0yyI3K+Xw0irV3Jm7uMb09hxzeWTNvWkaoZ6TE+Q8a2nu+AuaW26E7V91MjUG36dDitLc2Tvg6F24YSalplovgudun1Deh8T0qZo78zl0srnLTlJz15vVntIe+43KOap3eFreWffNfeyid55Jwuv4ygGr3qUozV2uuQ9/zKx/ss6cavIgOdG86eGacMs9b1ZKkObOX0Rmc8/dUXPXm9WeIsxhN0c1d0yae/9pVJ1JwexOG+forX3u5j5235e1cg6tNPfk6qx8uG7aHWUH7K+50177Ny0iZyjNfdSs9hRhDrvR3EOae+c57LmpC76C1L5XOZq70NY/ekfuGoV7NvfCXyX8bdqsyhZ8KbWXtVtz56xIN829sBHWbB/N3Y2Vh7TmbnRBoRZ94BxqP/mXvVc5mrt0cx+1L9tq7uX7frzZwmM151WnSLp18yKxQ+c13dx7pnyE5j6wCQ6fwJ5yqjphZwXftt08ncZc9GgCO88h8/lfc4eyd3MXH63S0st2Us7dM8effKxWevRq7koTyAzuj3OotIlO1dy1B1+/9LBdWFxyc6+5Qebtd9bN02nMRUeYQEJ571/q5WjuCs0d+XFbsJMq3T35gZez/Rfuu3XYbl4kWm/ueo9Hzb2no18jD6C5/+wzvSZeu2sv/dhjYO61YOFVXnOHckBz1xiw+KKDN3fCAyk/uJcnFvY1bLfmTg7BTYuo19zFae49Hf0aeYCPz0Wau8WlWPrKmWz6L3kpB9HcdZp7/z3aXHOnvaJsHTNhkJU/3zpOWfscaWuKNkhz5++4hIXuNqbmjtAEu8k5pGM+XyXT3PssOs4BUCm138c/iObe97Wznq3NnR/NyWpEUv42n9wyCZvr8BreZylFJlDkabSD5v64ETR3nCbYgeb+c/gT3Q4iNHcopfJ6efCDnLi5K+3UfZJrYbkFb7lw3+LNfdR2m5zDwk/Sxinu8JeiUhOodDgVGfnjEksNvj6pk6O86vTqifC0sL/JtV65KbZuseCb9/Anuh0ctfSTP7gOorlbOA1WdqFFmjvHcnMf6P05KGZz7/ZcubCgMzd38cE3tdQO89lz8LCLPtZCcyfct9SN96e5ay807K6v5Oi11twtnAYru8SAzR3n8R+8uYcbap9tpbk3LbTeaJr7VPZp7jhPvHM0d08LjeDoFdfcXbxKbVpcnOb+GSfU8/4oauM0d+aU8pe78udpi8i8u+ZuaGVbWfSxdm7usPY5sM/W3Iev8oGOXvGqzX2/Xa5f30t//TS81e9PX+55v11u903LjtLc++zatpp7NM7Rj4Gx/Cfi4mt04GvDIUW7yeRMam+rUM2928ruv7vjHGY7G634pl2guVeOGSG4H4c29wkdve4Vm/t+G5fz0PfX9fcvv7+ul9+kvt9+/nfw1ynFfXhzP/Z9odqnuQuuUainvJGCzV1jQ+2s9ebec6FVR1vT3PUcsrsDPjnsZq65E+5b5JZHKTjDudQ+fAvsP40Ia32Uo9e9UnP/ncKea+7fth796fvr+vzxy/8tnS2fcXxz77OIhAXlp2S+UE95I0Xmlr9eQTbR5AQOn9XQ8gxrL7TgUJo7wkKDGB0Vmjt/hGipPaS5d3P0utdp7p8T0y/nql+N/2p4envU3CknuR8fm3ufR91uj23NXdbhzR1q++xftFsd2Nz5i1g5zsISNXeXkhtx/e3jb+HiT6Qx11dz7+boda95PfdCc7+e5h78eXxtSdpJ7sf65q7t48tkkeeCSs/IOUupN40d7LxHFpYeYeNo7pULrT2O5j6VnFeH/po7YZLxU/vPnjNsYoPUc/S6B2ru501fPkP5PMk9+bnKkcsWf9u9ttm2nv8vZymVbp9zr31GKy5zesl3zzwSanifjxkWXMT6ceZu2dDKJiwxzmG2s5yXhpV3aWIL5z+XxrfnVBvaLDUcvvqBmvv9CpLnSe7hZSarT3pflt/HHPW2cs1/OYuodPtHnTfH+2z/ZDnTS9tWNTZyvvcpRZvkITMstYj148zdsqGVjbzEaHJeGlbepYmNnDzJJtbuxyFBck5Hr/5BzT13PfeL++369T287cKAbwI192MmuwtOac/mZo2qr5Q7e1+XaPPU3K2sbOQlRqO5f2judpcV0NGrf1Bzz31vyest/n2asvXmXiPtuXV030q3T7vLyfW0kdtq7pyHUvJCdxhHc59KcnA/NHfeHfenuXdz9Oof1dzDK7iH3889uO/fXVu/tmS9zKfXes29T8R0pqeN3Epz/0xpn+kVWcqmnT53Y83dpdrNHfkJZ0hzt7usgI5e/T2be+qCkh/jc9z/vjLw358vl+XPUI4sNXfY55qqpzRy7hJzcwXX00YO3tyP1ynt3Nw5CypykOzZ3AnPTnsurjP5zb3mdTC4elsgDs29m6NXv+rvfj/SquaORnP3pKeNPHwBi/litn9zF1lQK82dtpTkiQU8wA6Rsx00dxNr92P/p6xWtkxxR6++5o4kZnN7lKbpbCNHDu6H5o7d3H0HUz2a+6G521xQWEdvAc0dSdpLVO3XwrCbK7jONrLmXl7oPiM01Nw5R0vMY+wQyRtBczexdj8aespq3dEvYZo7mH2ae9O9Im+u4HrayJp7eaH7jNBuc+/wnMaQ5m5i7X409JTVAc1dg+Yuc6+wjdWEnjZyK8295wwzF5Qw1TM0d9hjrC2au4m1+9HKU1YfNHcNmrvMvSJvq/h62sjNNfeeC93t7pMrGLC5J98Cbb0vOT5u9la2s+ZucUGRae4aZps7bDT8CNXcwbdVfJ1t5MjN/ThiepmLK/XIjdzc+fclmeaOv3Y/dnviamuzVKK5a/jc3DHFbG7SdLaRNffCQne771zOhnq1zplk2AOsOZo7/tr92WHCkZ+996S5a2i+ube+tmnugDrbyJp7YaG73XcuZ2vLae7HlmeqsAdYczR3/LX7s2dzn5zmrqHV5n7s9e+wH+8Yua5a8XEbtrWRg89Wc1eVEM2jW256CxrzGGvLwpZsaDtr7oYW0QTNXYPmXnvHdjdUE3rayMFfpzV3bVube+7na97qk29Nc8eXMNXgz1STNPduNHcNmjv3vvE3VBM628iRJ9xWcydPtd3mXjNC5AOsOZq7IZp7N5q7Bs2ddd8WzxPE1NlGjjzhRps7+Y4/943W3Mu74OMOinyANWdhaze0nTV3Q4toQv52yLjvyZq7icrZNMnazU2m/jZy5Anvv0mTn1JKPXLDNnfaDRp9UISluVuhuXeTuR3y7n7W5g7u2OZu4p1JK/pr7sgO2aSae9NtFp5ePPMUp7lbUXvOHlx/NHcNmjv9vq1spSbMPdN5BqxBc1dVpLkXbuMRUVwHmzrhqbKhtfuzW3OjuWvQ3On3bWUrtWK5uSlIc1f1cVkr8+jjG1FK6eNJXnPHH78hmrsGzZ1434STCiyTF3vaf5Mm7MrMR1n85k4byoOiOM3dCs29G81dg+ZOvG8rm6gh75vUG5ue5DR35hJ3PpBqNPfk44JSNHcrNPduCj79bqe5Q1q5U0udLfOyV5WN3Lf9m/sxld07WF7c1smMbuyNaA1zW7WtTa2544/fEM1dw0Rzt/Wcvqm5Sy2lrU3UChu5bwk7tNHmfizOPHkjXHa/SOZUNHcTNPduNHcNS83dhGObm4K0Rfc09/JffRzNG9F63jdsc1t702ybW7sfVefc6DapRHPXoLlTltLWJmqI5u6b5k6eieaubaG5W5HW3G2p+hBodJtUkrM1sp+sNHdU+ze3l716nM/r29bd2nFzJw/ocVGJ5m6F5t6H5q6hn+ZemHCl5qY4YdG99Tu3yGHQTXM/CryMsURzt0Jz70Nz1zD7vSUN2bO5veZVZSOfwcr9W+QY6LW5KU5zt0Jz70Nz1zDd3G05pLmpwXY+iTV7udQxEKe586fhcVHP+95pbmtr7rAjt0hz16C5ty3CY7IqG/k8Pu7rGs29m+XmzhyZSjR3EzT3Pgo29/ZBNHdgmrsnNvJ5LD+mNDc709xN0Nz70Nw19N/cpV5xteA+bOezmXtq7qy5Hdjxae4mVJq5R+iI5q6hq+aeXJemX7lPyEY+ocln56YfufVWh3pa32WaO+Cw7dLcNfTQ3I/Fg6PpV+5zsoVP6P05uvVHbusBd0Kt7zLNHXDYduU8c2ruOZq7wCKAIooH90Nzs1qld327WT/hFtfuj+bejeYuTnNvWwpQVY3cOby5m06cU2k3uB9Jzd0izb0bzV2c5gZi6bi5CU5zx6e5d6O5i9PcQDhlH7Oam5U0d3yaezeau7jemvt9dTyQgP2fAd5fdTwLxdf0LtPc+WM2uk0q0dzFddLcj/mDwwMJ2F/T9XZaTe81zR1qzA4UbO6Ng2ju8DQ3EEfT9XZaTe+19dNuce3+1Ng7TW+QevKbO3UQzR2e5gbiaLreTqv1vXaG5n5UmH/rG6QSzV1c583d7lMn0LTW6+20mt5rmjvIgH1I2yyjh4/mHuqwuYdr5IEEHKXddDszzR2f5t5HZnNnDKK5W6C5gTjaTbcz09zxae59aO7iNDdAFe2m25lp7vjKzr/d3V2b5i5OcwNU4fmnRU0X2JqZN72CPyo1NyP9Nff9dnm6fn1vus3vT1/ud79dbvdNE9DcAFV4/mlR00m6qbnbpbn30Vlzf39df5P5++t6mczlmdvcbz//O/jrlOLW3AD1ePJpjuaOT3Pvo6/m/u3mqT99uM331/X545f/mz9XPqvP5s7b2QCcV7svHJr78NF6Ura5t4xToblfTlE/pqN77jYTzZ1ykvvRWXM/yrzBAuC82n3h0NyHj9aTIs2dNE6F5h439lRzz95mfG1J2knuh+YGgKF2Xzg09+Gj9aT75h5388JtXj5D+TzJPfm5ypFL1/527fD/O19nAIpq9FVjzUteBy+LBVdBJyxI2zLv90oYJ9p57hfPk9zDy0xWn/S+rHvnsfJmxQfcvNzh26mpt1YHT89ye1xu8OlZbt/LDT49y931ZuXOc4feLFvOm34YcHiertT0ttwy9FG6eju/jLZ4njttRY6+nvvF/Xb9+h7ednyvJX0cZ4/3Z5zhf3GmZ7k9Ljf49Cy37+UGn57l7nozzb11QM29eKOOmjvne0teb/Hv05Sa+zGV3aGmZ7ndLTf49Cy37+UGn57l7nozzb11QM29eKOemnt4dfbs93N/uM3ws5OuLfn9P81tuQFvZrmWe+DNLLfv5WruxAE19+KNumrux/B3TP6L6akLSsa3+XfL4c++v66Xy2X5M5QjfRxnL7fU3JYb8maWa7kH3sxy+17u2uaeeWWsPb3CA65ei88Dau7FG/XW3Idbv4easdjcANCn9c3dulIr0s0GqSFt4yw09+qhqvzu9wg0NwD0QHMfNU6XSjX39qE0dzs0NwAnpLnTBulgg9SQsHHmNqnm/tFhcz/eshsAuqe59x+kYznNnTeU5m6K5gbgbD6+8HXzsqi5d5DQUZp7meYGgE5o7p0H6ZvmLqv/5gaAk9DcOw/SN81d1kxzb/lVlm/+faH46BvFp3/XZoJP0/vU3JVnmLX1Tj+9R/OHX8vTezj8ut6/waf3OPvhV3B6l+np5VZmmMNvekU2Tu9tkHb2717T23LALB5+l7vmfjwel8tlsJUmbduRg1+c+dzQn36//efxUqY3f6AUnWHq9JZHPMv0ys/Q9CLt3+DTKz9D04u0f886vd/XvunpbUio2IdfkXR53Rpt7N+dp7f6gPl0+Gnux+Pxc577fruMf3dl8rux9z0/ODTS3oqlTW/2QCk9w5Jb73zTKzxD08uZXoUZBp9e4RmaXs70KszwnNP799o3Nb1N57kjH36/YZc+vfG/hzeyf3ee3toD5uPhp7kfj8e/a0t+fm383z4r+Lj6Hfx2T3xaT5vehubOn2GprXfO6RWcoenlTK/SDINPr+AMTS9nepVmeL7pvbz2vU4v5ZNOUQ+/3xVJn954UzSyf3eeXnpzj6Z3uW859rpv7sfjZfOnHxkv//zx+uO0f09Jn97CxdwVZlhk6512eqVmaHox92/w6ZWaoenF3L/nmt5USj6nl3oxd8TDb7AuidObvJg7/v7deXqp15ZMTE9zPyY+Q/nz7w23W+7nJN7vPXpHlTN21vRqztD0jt+/phd1/wafXpkZml7U/Xue6V2+xmXzO72sD1AGO/wm227T9Ka2Rgv7d9/pbf8MZZHD7zzN/Xj8bricI6Mq08sRfHqP8DM0vRzBp/cIP0PTy3GK6S2UTe6XlkTagLPFnNXcVQXaelOmp7d1KxU6/M7V3ABAe2o2dyD569LT1qhHc5f1r7l/Tv8P/Lzdud+S3paVHS3+gKYXakDTCzVg8OkVH9D0Qg14tuldLrMDplVmzPUdfB40ccC5rRFzfY+a3vbmLnL4dd7cExcJ/dsTmy8SKjta/AFNL9SAphdqwODTKz6g6YUa8JTTe72gdjjg9uYOvb6Xy/1yuVwuKQPOfIVL6PU9ZHqZ13OnHn5dN/d95ltm0q7LLzta/AFNL9SAphdqwODTKz6g6YUa8JzTey+bvwG3Nnfw9b1cLj/fQJcw4OSmCL6+h0xv/TFT9PDrublnvrzm9+3Jtn+umPsqnLTR4g9oeqEGNL1QAwafXvEBTS/UgGed3rhsBgNua+7w63v5vVwhYcCJTRF+fQ+Z3tpjpvDh13NzT7/Z+f66Xm73uXdCs2bukDha/AFNL9SAphdqwODTKz6g6YUa8KzTG5XNcMBtzd3C+r6vzsoBJzZFC+u7//TWHjOFD7/zNfePUjsycbT4A5peqAFNL9SAwadXfEDTCzXgWae3cNVEkeZOnGGd9Z1bnYLNnTjDXg6/Tc09c5X8+PBbcQT23Nwz/8TwePy+Rdky3tw/WKSNFn9A0ws1oOmFGjD49IoPaHqhBjzr9Kay5ucf+Ddezx1+faevLVk34IZrS9Jm2Mvht+nakpkb/xtQc18WPkOZ9F6s8GjxBzS9UAOaXqgBg0+v+ICmF2rAc05v7gzu9i8tib6+c5+hXDPgps9QBlnfQ6a37TOUl/vEjQcDau7LZem7Ajdf5f94FB8t/oCmF2pA0ws1YPDpFR/Q9EINeMrpTXxZ29z5751nWHh9578r8MOA86f8Q6/vIdPbctg8d8fbl5b8G1BzX/6t/M+j9U/K27CBsqPFH9D0Qg1oeqEGDD694gOaXqgBTza9y2V6wKTmrjDDcqP9rtHmAT9siqjre8j0Nh02H3eH5r6kPAIBgHjmsia9uaNKXqP+NkU925t76caaW3MDQCc0d707npDmLutyGX1X4Ms/NCT9o8Xw+p2fT0s/pV7DVHbAiUuYMpQd7ce/dbzdX3dIyv4oO9poyIGcjVB0wMnBiq9uzoDBDY6R11VM/qBOudEGe+P69f2ya7KPl1IDToxf9BkiecB76af64gM+Sj/bn/i143J5jJ6tUkKz9MtH2deOy+VxuaQMOL8pyj7b9/Dasf167olV/Huq0NyXl+a+316P1vGfV7jfXp7jhndPe5EtPeD9drncvn4eCvlPeGVHe474O9DPM9y/NUxY37KjPd72wb/xv7+uyQ1VbsD7be4Jbf5v9h0wuMHD7W0Vtx8xZUd7udP3+EGX8GRVesDRlZH5L7VlB7yXfaqvMGDhZ/vzvnb8XlP78mjb3txlXz7Kv3ZcLpfL5ft3jTYMuPQBymLP9p28dqw+bH4Okecvm5x7ttfcw+aeOH+y+YE1uMP7cCnPczUHHL2JT1F2tNGAb+uXszsKjDZ1n+E3eaa8zJYdcHGViqxv1oDBm+wxtUqD5868wy97tPF9Jirv8AEnzl3mnecuOeDr+4vcp/q6A5Z4tj/xa8fvF3q8/uXk97itnGHhF6PHo9Brx/gbWtYNOF1+5Z/ti78YlXu2Xz3a2koe7I7njaee7ee/MWbkFM09cZhuPjIWj/qU46z4gNP3GRyABR5XqaONB2ykuYenQo4dMHhzPx7p53T2GXBylX6XUGZ3JI82HnD8ayBCDPj47aeXUfNOY5Ya8F70qb7GgGWf7U/82tFMc2e/doybe8WAs9kXvLkfj9IvH6tGS2/ux/SzveYevN25Xq9Fzhw9D/zXF4f7Le2f0AoPmHqw7zHac8TI15aMNvr4WS5tf5QbcP4ug/fchw64OGaiggPODPVXAttWuOxo8wP+/lXJ/Zv12B5kcpnruUsMeC/8VF9+wNLP9qd97bhEvLak/GvH5XL5u5hh/YDz26Hss32N147FYeuMlnZtyfjHm0+c99zcz//7+9etfycukg+LyU8O5Dy9FBww+vNm/M9QTn0WKeuL/gsPOPOPZum7qfiAsQ1CZWh0tvWY0R6TLxLpg1UZcDjw5Xq7FfsMZaEBSz7V1xiw7MvHWV87Rp+hXP1v+rMDlnj5KP/aMVzDlQMub4eyz/YdvHZs/wzl1/jGr8+nmvvoKQD06ec1t+C/ahQfkA69Z02v346XsF69bopKNr1bW3NLzX30FACAQjR32bucnOYu6NncZb81M/b3N5cf0PQiDRj8+7mDT6/4gMGnV3xA0ws1oOk9B0wNzejrOznc8oCaeyvNXdDlcin7rZnBv7+5+ICmF2rA+StJMz5DWW7A4NMrPmDw6RUf0PRCDXje6Y2z5nlZ8dbQbGF9J7+MZXFAzb2V5i7o5x3wy8FZ9guSY31/c/EBTS/UgIsfS0r5zFLZAYNPr/iAwadXfEDTCzXgiac3dW3JM08Pm2Gd9Z0LuLkBl65OnvnAY+Lp+LKjHTq9VZW8ekDNPRU95b4gOdb3Nxcf0PRCDXjiV9mIAwafXvEBTS/UgCeenub+2NwzDvgC7OMGXDvayvPcl8v3msNMc99vFb8gOdr3Nxcf0PRCDTh/l/st4cxC6QGDT6/4gMGnV3xA0ws14HmnV/DakuDrO/GF0IsDrgi+tBeyfUYrPuCq0VY39+PnlzGt/MLvxQF7bu5H6W/NjP79zSdb3+DTKz/gzL9xpZ8cKDtg8OkVHzD49IoPaHqhBjS9nwGTL2IOvr6Twy0M6GLuBFuau9Rl3503NwDQA98VWOr2PDR3UZobAPqhuZdv3N92qEpzF/Rsbl8I3fH6Bp9e6QF9I2+oAYNPr/iAphdqQNN7DpjamtHXd3K4uQFXbITo63vI9DZ+hrLIgFWb+778jWj/roAa3ur3py/3vN+2bvuL7+fuen2DT6/4gPOfncn5mE6xAYNPr/iAwadXfEDTCzXgeac3aprLJf0zlNHXd8v3c39KvRbW94jprWvu++V3d5QYsGJz32/jch4aFMmwQe63n/99CZbtxe37uXMHNL1QA76Ntvovdxkw+PSKDxh8esUHNL1QA554em/N/fyuwOQBC8ywzvpu+q7AD6nXwvoeMr1VzT3YHSUGrNTcvyerZ8vidaZ/f/rXJS//l/Cv8TPN7QuhTa/FATt6muthwODTKz6g6YUa8MTT09yau+Bo/TT3/Xa53cf/uD40/qvfiU809z3hJPfD93P3vr7Bp1d8wPm73G/J/5wX/BtqAw8YfHrFBzS9UAOed3pz15YkD1hihlXW9+/7uV/WbmrAFR+gbGB9D5nelmtLvuNfW7LU3OO3In9/Hsb39es78ST3w/dzn2B9g0+v/IA/z8RvUt6S1hgw+PSKDxh8esUHNL1QA5rez4DJX9bR6Pq+D7jyg4DdrG/B0bZ8b8m2AefHDNTcz5v+bqzr1/ffSe6Xn82Y2SYAQPOGTXN5/f/+rFy7vjdCVTW28McbB2ru9zc0z5Pcw8tMVp8gvKS99wUAYhqeR0z9osA2bDkL2+1GqKrGFt7hPPfwH9Bfkjjheu4X99v163t424UB32huOjP457LXx0rKx1bKDxh8esUHDD694gOaXqgBTzy9wZfoJX6GsvwM667v8oArL0puZn13nN7q5r5fVk8v6LUlo5lObdb772cnNTe8fC5k9MmN5GelcgMGn17xAYNPr/iAphdqwFNP7yd88pq7jfUdXKWwNOCKcGxjffefXsJnKD9OL2pzD7fL1O8IGX52MvXaksEbxUmbduS96GjxBzS9UAO+P7IHD/2Up7myAwafXvEBg0+v+ICmF2rAc0/vcnl+XcntXu67AkOu7796mx9wxYf2mlnf/aeX+F2Bi9OL1NxTF5RM58fw14f8/vly2fR1D5d/31uy+V3XnLKjxR/Q9MIMOPnE8zt8mae5nAGDT6/4gMGnV3xA0ws14Lmn99s0P1FQqLlzZlhtfV/qbWbA9dUYf333n15icy9O78jmPtTld53vt/TventXdrT4A5pekAFnxvl737q57MsOGHx6xQcMPr3iA5peqAFPPb3Bmd2/s3Z9ru+43qYGXH8xd/z13X96CdeWfJye5oY+3G+XqeeSn38ESjmbXnbA4NMrPmDw6RUf0PRCDXje6b1+Y+BXUuQVn2Gd9b18TZ5e3V6NxWfYyeG3ZutdLn+foVw1Pc0NAPTgtbl7/o681UXY80aoqsYW1twAQA809/sNOt4IVVVt7pm7aG4AoAWae/0NWFbpXxI0NwDQPM29/gYs09wFaW4A6IrmXn8DlmnugjQ3AHRFc6+/AcvWHEWaeyXNDQBdOWFzT67jGbbADjR3KZobALpynuZ+LNbbGVZ/B5q7FM0NAF3R3B//ivU0dymaGwC6ork//hXrae5SNDcAdOU8wf3Q3PVp7lI0NwB0RXM/HifaArVVbe6pe2luAKAFmnvh52xVo7kX76W5AYAWaO6Fn7OV5i5FcwNAVzT3ws/ZSnOXorkBoCuae+HnbKW5S9HcANAbzX2S1d+B5i5FcwNAb07e3OdZ/R0sb8nkTa25AYDmnSc6l5ubfCubu9ywmhsAaITmPsO670Nzl6K5AaA3mvsM676P2s39dl/NDQA04jzRqblrq9Tc8/fV3ABAI84Tne+nS89zjn8fmrsUzQ0AvTlVdM41N0Vo7lI0NwD05lTdWfzo8wAAB7NJREFUqbmr0tylaG4A6M2pulNzV6W5S9HcANCbU3Wn5q6qXnP/3P2N5gYA2nGe1/dh9vkAZXFVm3uK5gYAiGeyuSlFc5eiuQGAhmnuqjR3KZobAGiY5q5Kc5eiuQGAhmnuqjR3KZobAGiY5q5Kc5eiuQGAhg2/q0RzF6e5S9HcAEDDBHdVyxtWc6+nuQGAhmnu2jR3EZobAGiY5q5tbsPW2eaaGwAgHs1d28fmLkpzAwDEo7lr09xFaG4AoG2CuyrNXYTmBgDaprmr0txFaG4AoG2auyrNXYTmBgDaprmr6qK577fLn9v9442uX99vPx3+7HG/zQ8zTXMDAG3T3FW139z326C077dRPj99f11/f/79df27/f3287+Dv04pbs0NALROcFfVfHOPKvulnl9u9K+j//70/XV9/vjl/6ai/QPNDQC0TXNX1Xxzj0w29/iHw9Pbo+ZOOcn90NwAQOs0d1WdNff0tSWvp7kHfx5fW5J2kvuhuQGADuiZenpq7u+v6/TV3FPN/bzdy2conye5Jz9XOXIBAIB1/tp65c8zVWzu76/rZe5bS2bPc49HeJ7r/jsJvvqk98X7QgAA5jR3nvunrX8Mv2pk6bT03PXcL+6369f38LbTH8ecprkBAJjVXHO/G37534yZ7y15vcW/T1NqbgAACmq+udeV8eAK7qlEH3520rUlAACU1XpzDy81+fP35dtTv3Hy/Rz3v68MfB1zw1eYaG4AAGa13txBaG4AAGZNtvXge0vKLk1zAwBwPsvNXZrmBgDgfDR3EZobAIBZmrsIzQ0AwCzNXYTmBgBgluYuQnMDADBLcxehuQEAmKW5i9DcAADM0txFaG4AAGZN/vobzb2V5gYAYInmzqe5AQBYornzaW4AAJZo7nyaGwCAJZo7n+YGAGCJ5s6nuQEAWKK582luAACWaO58mhsAgCWaO5/mBgBgyaiwJ39LTiGaGwCAU5pr7go0NwAAp6S582luAACWaO58mhsAgCWaO5/mBgBgiebOp7kBAFiiufNpbgAAlmjufJobAIAlmjuf5gYAYInmzqe5AQBYornzaW4AAJZo7nyaGwCAJZo7n+YGAGCJ5s6nuQEAWKK582luAACWaO58mhsAgCWaO5/mBgBgiebOp7kBAFgyjOy//9fcm2huAACWTDZ3HZobAIBTGp7b1txpNDcAAB9o7kyaGwCADzR3Js0NAMAHmjuT5gYA4APNnUlzAwDwQePN/f11vfy4fn3P3eh+u0zc6PenL3e83y63+6YZaG4AAD5ournvt8tvIt9vM9n9/XX9/Yvvr+vL7W/3l79OKW7NDQDARw0390suj/70Z5Dlwz99f12fP375v4WT5XM0NwAAHzTc3K+mm3v80+Hp7VFzp5zkfmhuAAA+6qW5X89nz/7478/ja0vSTnI/NDcAAB+139y/H6OcTOap5n7e8OUzlM+T3JOfqxy5AADAFu/NXUn97wqcPNM9e577xfMk9/Ayk9UnvS/OcwMAsKyh89z/vhdw+kT0VE/PXc89uuP163t425nPY07S3AAAfNBQc4+tOoc9870lr7f492lKzQ0AQHENN/fgy0cej9kLQgZXcA+/n3swxt+9XFsCAEANLTf34+V6k/mv6v73eyinLj0Z/mzx85jTNDcAAB803tzH09wAAHywS3A/NDcAAOeluTNpbgAAPtDcmTQ3AAAfaO5MmhsAgA80dybNDQDAB5o7k+YGAOADzZ1JcwMA8IHmzqS5AQD4QHNn0twAAHyguTNpbgAAPtDcmTQ3AAAfaO5MmhsAgA80dybNDQDAZ5o7h+YGAOAzzZ1DcwMA8JnmzqG5AQD4THPn0NwAAHymuXNobgAAPqsf3A/NDQDAqWnuHJobAIDPNHcOzQ0AwGeaO4fmBgDgM82dQ3MDAPCZ5s6huQEA+Exz59DcAAB8prlzaG4AAD7T3Dk0NwAAq9TvRs0NAAB1aW4AAKhLcwMAQF2aGwAA6tLcAABQl+YGAIC6NDcAANSluQEAoC7NDQAAdWluAACoS3MDAEBdmhsAAOrS3AAAUJfmBgCAujQ3AADUpbkBAKAuzQ0AAHVVbu7vr+vl+vU9/Zf32+VpeJPfn77c7X673O6blqy5AQAIompzf39dx/H88nfPv/n+ul5+k/p++/nfl1jfXtyaGwCAMCo29/fX9XK9zpzn/m3r0Z++v67PH7/83+yp8nmaGwCAIKo1908zz11bMv758PT2qLlTTnI/NDcAAGFUau7fYp5r7tfT3IM/j68tSTvJ/dDcAACEUaW5X89Wr23u5+1ePkP5PMk9+bnKkcur/wAAIIzSzf2vuBPOc49Hep7r/jsJnnbSGwAAwkhp7p9vJ/k7ET38459xT89dz/3ifrt+fQ9vu/jNgwAA0ITdvp975ntLXm8xvj5FcwMA0L79fifO4Aru4fdzD+74dz/XlgAA0JGqzT11Qcn8pSfDn/1er6K4AQBonu/XAwCAujQ3AADUpbkBAKAuzQ0AAHVpbgAAqEtzAwBAXZobAADq0twAAFCX5gYAgLo0NwAA1KW5AQCgLs0NAAB1aW4AAKhLcwMAQF2aGwAA6tLcAABQl+YGAIC6NDcAANSluQEAoC7NDQAAdWluAACo63+iZUJrnBjyvQAAAABJRU5ErkJggg==" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Quarterly Change in Seasonally Adjusted Retail Sales: Supermarkets and Grocery Stores</td></tr>
</tbody></table>
While
the graphs are similar(ish), Recreational goods has spent more time in
negative growth than supermarkets. Most of the period around the Global
Financial Crisis (2008 - 2010) recreation good retail sales were spent
in decline, compared to approximately 3 quarters for Supermarkets. When consumer incomes where most uncertain, it was recreational goods whose sales declined comparatively the most.<br />
<br />
We can go further than this and look at the comparative elasticities of retails sales for Supermarkets and Recreational Goods. Statistics
New Zealand also estimates and releases Retail trade sales deflators, which allow the
separate price and quantity effects which comprise total retail sales
to be disentangled from each other. I've separated changes in price with changes in quantities for Supermarket and Grocery retail sales,and Recreational Goods retail sales and scatter plot each below.<br />
<table align="center" cellpadding="0" cellspacing="0" class="tr-caption-container" style="margin-left: auto; margin-right: auto; text-align: center;"><tbody>
<tr><td style="text-align: center;"><img alt="" height="393" 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pFOfsRDgEVpbnKWfZWK711s0dy1O1s7vvufP3sf6BAgM5qbnJ0qRvX3ZgLNvcHM799vtfucGQp92Q0wl+aG3IjvtU1t7vU6ddEgjjW37AaYRXNDzvT3GiY19zadulIWC26ApWluOAXxvaDvzb1LrS5byYIbYFGaG04nnf5OYRlm+NLcuw8SL3XvghtgOZobzmv3+M6wucdnQm9frj8uhuAGWIjmBqpqp/7OsLmrBMa5Q0s15Rtn3yMAL5obaNgyvvNs7ir5ydAbLF6CjxpgV5obGLR2f2fb3NVBJkOvNB5/iMcOsC3NDXw3FN8/VnLOzV0daqx3wfhOfIwfYCeaG4hZML4zb+7qmHOaf+nvNOeyAyRAcwPz/djfB23usxRktJ5Hglt2A6enuYEFzIvvQzb3NgWZWqFOzOijBHdqywOcgOYGFja9v4/X3Nt0ZJqd+vA1qRMJ7inj8QAb0tzAWnY/587CtqnJ3Wt1uq+TSXYM7qG73n3ZgLPS3MAWlurv3Qp+m6ZMpFmj0gzu7gIksoTAKWluYFOH3O1ym6HcpMp1tn2Xf+Te81i9wGFpbmA3M/o723HuBGdo/Gj7B/J1Hea0esnerf0kvTW/fr8+L7/e91nAX1wvVVFUxaWavezvh9/9uH3/7gUWYAbNDezvGLtdrt1quRbhNg9KcJORcuCperl+rqO5R17TX9eJ5tbcwJf+3nmPzLVbLfsiXLV6v1Z19quXLDxzcOCjfI3iHrq5fzfe3BvH9ESaG0jUUHzvfBSUtVvtJEW4Unx/vc2TrF4Oq56S9Zj+hPirJuvNfSuHh3jv1WV4DHjqjVTtr77/exu4TlGOPczWMPP0xegueWsmSdn83s8t3z7r4XofGOduzucpO5NUpj/AXpobOIBUgvu5NOufEOdURbhsf3+9kbOtXg7l3dbdScnXS6PzJk1o7kwKb7XsyI30F//r49JZzt75MENTq4eae3wx6oaauzX833PLl+reN7ek0dPvh1mbzBN6gL00N3Awu/d3sUGunbMIl4rvr994ztXLEZSTx1A/Ndkp13cpPsvyfWuvMe/3FepJehu4kU+4v26nnqe35iWtBK83a91Icw8uxsDDHxrnbt1Oa0i73dy39t2Vvz3AXpobOKq94nuL5ubH+LaNOKJOE49d91WT9SkQIyHYGPEth2/kPRelU9j1um0lafd+h5r4Yai5RxZj7OF0P0ZuuW8Buo/x8Y0jhT3+AHtpbiAHW/Z3ms2dysSbxS01+A3pm9Xc9dkX3WHy/j0yO809ciO9U58bkdqZMl7/6J0cMjKfe+Sx9D788Tsd2tO0tQBfDmMSf4C9NDeQlQ3iW3PvQ3xzAjPmlnzP5dpAb+sKU26kd5EazT0wa3yf5m52c6y5h1Z7/AH20txAtr7297xOPVVzJ5ry+ptMzdiHcrBT+0bNZzT39HHu7oE+vjzMJZp7/D6XHeee/gB7aW4gfxMPO6i5N7vZZYwMPcExzTtW4FujU1+js91J0t19KEdid/p87umHz0utuXse463xXdEH2EtzA+eiuVO42QV081p/k4VfzonTO87dHs0NjnOHjlvyXryyb6ZH+zEm09zdx/heV49HFH2AvTQ3cFKzs1tz72+8qsU3Bzd07vfY3JKRfA819w/H5x6a65xccw8cn7t+76EH2EtzA2dVzJxqkmZzryTF5g71tP7moDr77Y2f/OVhPJev93aqTo/d1th274STRpqPDgAn2NxV1V7n3aPHTH+AvTQ3cEpFMaW5e0NTc++6QEMDgN8WTHzDcp7NHe/OM9PcwPmMdFutwwYTXKjtZdqGm3k7QJ/3kPZn3PfbCWvopbmBU4p024/7XLKk34N7yq0Bb8NHpw7NZkZzA3m7Xy9FURRFUTte1vui2k+PS1HcJsSW+N7fspW8yMA55K69B6FZJXGaG8jZrXzG9vuTqrqVxeV6f1xU3IuiKorbo7+nec8t0d+72Sa49TewHM0NZOyV19VjcLu8dT95DXJPH7PpzucW3ztYNbjHrwAQp7mBfL3zuqpq/V0b5378W593MsH4PpSxww7K9F+sOsI98foA02huIF/9zd2c4n2/Xi6xHYEmHrdk0mEHNfeO5k0jEd/ALAk1d0F2bFR4+jP5gw311vNm3w6cSlrNvcbNMs8Cm8Pwz3K8OmYaGOf+uJVFeft8qXH9Qb9sjnlnvmTEr6+ORYarlxv8PvpTwptVUmyOpMzbHJo7f0n8GOPFq2Ouvn0oP17TSj5f6uvyjqU2x8GyO9UnYVoDBD/H92GeDwO8WSXF5kiK5qbfT5vDZMeleXXM1neswNrXWkcPXH+cu31TRxnzTviFvMzmWOOhzervpJ8GE3izSorNkRTNTb/5m2PebkmM8ur4wa18TqXrFndtSPt1rSkHMFl1c6TY32m/kA/w6oi8Jaa16eMOsDnOxOZISkLN7bglORgJ7iR/WsMM2/wYSyW+vZCX9e29cf8tDqwjoX0oNXcmBDe5237oaLf+9nJez8CK1dyQK83NCvyEJms7/rl208nf/my1GasXTkBzsw4/PMhXIlMkt4hvwb0xaxvypblZjZ8WZCqR5q5bsb8l4C7EN2RHc7MmPyHIUYLN/bZKfMu+felvyILmBohJubnrluxvnTdumzUjvuHINDdAzFGa+22Z+D7ao97OLu2rv+FoNDdAzOGauy6Vw35nY/fkFd9wEPs19/vccK9Twf358+d+vbRPBTftVMz86r3qayvf5thZc23bHHsYWOtZbIijxndSr4vUYnfL/vZTIymdpqpsjt0t9Gb18wv4fr28nxa38rEAf/78/TwVc+2UzLfSs2MDr23w/PSx9m82x64e76Dv9W1z7OD9wmi+Qi5FUWS2IY7T3ym9LlI+kOLqC+anRkr6msrm2N2tbL9Z/fXPnxmbY9k3lOf9//nnr2fvv8P/fr18fmFjNbVnwGft17eCzbGtx2/Dl7L8/AZsc+yg9sJorv+iKHLdECnHd1qvi5HgTiS739ZYPD810vXaNjbHvm5lcbm03qz+/vNnxuZY8t3k/etZd5zbL2R7qA/t2Rz7uN9u96r1VyebY3O9678zzp3xhkitv5N7XRwiuOvWWtrOT43XBIeMXx3Jqg15+6mxo/v1Ut46b1b1ce7pm2OhN5Tn3JaB+dx+IdtD/S9UNsfORqaCnXhzbJeA/c19xg2RVnwn9bo4UHDXLRrf/T81Hn8LOsGrIyHNpqp2f3Wc2HNlL/Rmteh7ymc+d313zteSvnYL8MvZBu7Xy8Catjn2MLh3xak3x+7NXX2OW3LGDbF/f6f2ujhccLf81t/tnxq1W7gWp3t1JKE2077mjG9W+7mVjx8XnTerV+jGNsect5XPLs7t237N564393PMvTMtiYV0N8f9eqn/ftxgc6ys/9UxtJ7PvTkSam4bYpf+TvB1cdzgfps1T6b9U6P5jUVRVEVxzlfHrhpvVp/LTvxmtbHPpJGh5g5ujnX2ofw092vM/bMcfc8hljM8wl3ZHLvpfx2efXNsWHh9+1A+lqEobIi6TeM7zddFTsHdvaSvv0dGuB+D3NeiqIriUhQnf3Vsrruq9351nMvnqI1v79fJnz9/ZmyOJXZ5ro+vPveh/PP5au2wXH4nW119Ol6XzbGX3vV8+s2x5ahq37ECq+rR3KffEENW72+vi2WNt/VQfLd+anSuULw+KR/xbXOsqq+pGl/16thF7zh3fHMs8O75+WP6655ezd3sfXOP1tf9pay2tm2O/fS8Dm2OTZu79uJorOPi/Rfz5rVOtSG+Wiu+vS4WFJpSUvvqrTuSV/tq+Rrkfve3zbG2blO9eHXsp6e5/56xOZz7HRKSygElTqM49ESCPey/5yVdI8E9PpP76zceeqdSWM1+537v0Nwwj5TZmOaeTXyn5cdWFtwQobnh8BTMxjT3IvR3EpZqZdntrZhvNDccXjZv9Ed5IJp7WeJ7Z8tW8kHje4kl9BxmnOaGw8vmjf4oD0Rzr0d/72OlMj5Kfy+0YJ63jNPccHjZvNEf5YFo7g2I762t+qxOOb6XWyRPV8ZpbiAVR/mJNaW5j/JYDmGb/rbJNpJUfy+6JJ5CjNPcQCqO8hNLc+9lKL4HV2+kn2yyre0e30sfccVTiHGaG0jFUX5iae4UfI/vYD/ZZHvaPr5HgjudeS/kRXMDxGju1Az2d6SfbLIkbFnAgpttaW6AGM2drLH4jn/vBgvMoG1qWHCzIc0NEKO5k/Yqp+ielzZZulbtb8HNVjQ3QMyU5mYffWUWjW/StVJ8C242obkBYpZtbi24sNFJuvo7H8v2t+BmfZobIEZzp25CionvfNgPkoPQ3AAxCza37FtLJL/0dz7ENwnT3AAxmvsY4sklvvNh8Jv0aG6AGM19GD9sKf2dCfFNMjQ3QIzmPhXxnQ/9za40N0DMqs291C2zBv2dCfHNHjQ3QIzmZii+bcHj0d9sRXMDxDgnDnXiOxPim5VpboAYzc0Q/Z0J/c0KNDdAjObmK/GdCfHNcjQ3QIzmJkR/Z0J88xvNDRCjuZlHfGfC4DezaG6AGM3N7/R3DsQ3EZobIEZz7yDfdS6+qzwOmqm/+UZzA8Ro7q2dJl9O299ZPWTxzQDNDRCjuTd1ynA5W3xn+0jH+/s0z2ceNDdAjObejvHCc/R33o+uqobj+3zP5zPT3AAxmnsjMqUp4/jO8kEN8nw+K80NEKO5tzAS3DIlu/7O5oFM4vl8VpobIEZzb0RwTzAU35ln63F5Vp+Y5gaI0dzbkSYR4jt1/npzbpobIEZzb0qUzKK/EyW4T0xzA8Ro7q2Jkh+I7+QI7rPS3AAxmnsH1vkS9HcqBPcpaW6AGM3N0Ynv/Qnu89HcADGam5zo7914JzkZzQ1k7X69FE/lrX3Z+5Lqfr3U/jdux+YWRqxHfMOqNDeQsVv5DutbWRSX6/3x2eV6//z7uGhqcWtuTkB/w+I0N5CvWlV/hrLfQ9r1Tz5X+05zcx7iG5aiuYGTeI95t8e5Q4PclebmrPQ3/EJzA6dwv17eY96N+dzBQe5Kc3N64htmSKu5CwBG/Ol8wL7+DHwATWk19xo3C5zK5zglr/ki9+ulKAaGsp/TSl6zTKYdvaRwhC/oGIxv499QVVVq49xr3CxwZvfrpRjM6Ne0kk9qN3a6HKK5WVCWhSq+oUtzA/mqT+Lu+uw7aZyb3WQfpvobHjQ3kK1b2Z5OVwvq5pD266pTDmCiuVnQeWJUfHNymhsgRnOzoHM2qP7mhDQ3QIzmnsNKG3Dy7hTfnIfmBojR3GFF8fygQ26+6W/yprkBYjR3zDu4ZTfTiG+ypLkBYjR3QCu4ZTdB+ptsaG6AGM09VW9wy25mEd8cneYGiNHck4wEt+zmN/qbI9LcADGaeyrBzcqccJ4D0dwAMZo7QHCzFfFN4jQ3QIzmjhHcbE5/kyDNDRCjucMENzsR36RDcwPEaO45rDT2pr/Zl+YGiNHccGjim11oboAYzQ3Z0N9sRnMDxGhuyI/4Zm2aGyBGc0Pe9Ddr0NwAMZobTkJ8syDNDRCjueGE9Dc/0twAMZobzkx8M4/mBojR3MCD/mY6zQ0Qo7mBFs3NV5obIEZzAxCluQFiNDcAUZobWNIZ5jVqbgCiNDewJM0NAF2aG1iS5gaALs0NLElzA0CX5gaWpLkBoEtzA0vS3ADQpbkBYjQ3AFGaGyBGcwMQpbkBYjQ3AFGaGyBGcwMQpbkBYjQ3AFGaGyBGcwMQpbkBYjQ3mfBMhg1pboAYzU0OiuL5AWxCcwPEaO5dnOF0S9t5B7fshq1oboAYzb0Lzb2YVnDLbtiE5gaI0dy70NzL6A1u2Q3r09wAMZp7F5p7ASPBLbthZZobIEZz70JzL0Nww040N0CM5t6F5l6M4IY9aG6AGM3N4Qlu2JzmBojR3ORAcMO2NDdAjOYmE57JsCHNDRCjuQGI0twAMZobgCjNDRCjuQGI0twAMZobgCjNDRCjuQGI0twAMZobgCjNDRCjuQGI0twAMZp7Vc7xDobcPycAABEpSURBVGRJcwPEaO5VaW4gS5obIEZzr0pzA1nS3AAxmntVmhvIkuYGiNHcq9LcQJY0N3AC9+ulKG/1/xVFUbQu+vxvnOZeleYGsqS5gfzdynpg38ricr1//n1cNLW4NTcAcZobyN2tLC6XzzD2e0i7/skrvqfQ3ABEaW4gb/frpbw1po60x7lDg9yV5gYgTnMDOXsOYY/M5w4Ocldzm7ssqqKoIm0PQD7Sau4CIE9lUVS1j8veywPAptJq7jVuFjiV9xh2Ud4+k0aGDkvyvMZrlsm0o5cUP4xztz5iA+wAHJbmBjL0PMxcRzOoX9NKPqldO5TJyI3/MJ/7eukp76KcfXsAHIPmBjLUPsbzP0XPAPZnGHyLce6W3mHv0K6cAByI5gYyNKG5m0Pat7JvIHzgxhc8bsm9unTKW3gD5EdzAxla9VyG641zm2oCkCvNDWQo2eYen899Kw11A+RJcwMZSrC5Jx63xGG8AbKkuQFifm/uy/XL1TQ3QGY0N0DML80tpgHOSXMDxCzb3PdrVRRVcamcHgcgY5obIGbhce7X4QINgQNkTHMDxASau+/w20MfmhsgY5obICY0zv0+/N+XD3NLALKmuQFiYnNLpg11G+QGyJvmBohx3BIAojQ3QMwi535vKeU4QNY0N0DMzObum2TyODnO83CBshsgX5obIGZGc18v36d0j5ycEoCj09wAMdHmnhLcjlsCkDfNDRATa+7bJ6zLztyR95EEDXID5E1zA8SEmvs9yD1yBkrj3ADZ09wAMaHmLoeHsR+D3JeRKAcgF5obIGZGc3dnlVTVc9rJ7aa5AfKnuQFilhrnfngeKNDcEoCsaW6AmMXmc1dV9Yryolxk0QBIlOYGiFnsuCWjhzQBICeaGyBm+eNzm1gCkDvNDRCz8HkoBTfACWhugJgZzV1VzaNxvz6uchvgHDQ3QMzM5gbgxDQ3QIzmZmuecnB8mhsgRnOzqfdUJODINDdAjOZmO609AIDD0twAMZqbjfQe6QY4Js0NEKO52cLIEd2BA9LcADGam9V9OYuSZyAcj+YGiJnd3PfrWEQ5+zsNghvyorkBYuY193hwa256CG7IiOYGiJnX3GOnf9fcDBHckAvNDRAzr7nLoiqK6nJdfHHIneCGLGhugJhfxrkNZjOH4Ibj09wAMfOa+1ZWRVFd74svDgAHoLkBYmYft6Q0bxvgrDQ3QMwv87ntQwlwTpobIEZzAxCluQFiNDcAUZobIMa53wGI0twAMZobgCjNDRATau73qXDMLQE4M80NEKO5AYjS3AAxmhvW8jh31OfjUmV+Gql7dSmqy3XvxfjZ/VoVRVV+fRu7td/4vn/L9tbaKJobIMZ8bljF0C+mKWbZUn7Lu+ulKspFl2euKc09OPCQ2m9WmhsgDZoblvcY4W6FzqPkcv4z0G95VxaHae5y4C96z8vTeBQr09wAMZoblne99I93PmLumtZA6HLO0dzP350GFvV6yfrXqg/NDRCjuWF5k8KrW6jNS94N+pnG0O28e3WpTWxo1Py9uhRVeXsuzON3gPJx+7Xven5L7ZJWa7ZmpX/uonv7rUd06yzz0NI2L38vQGP+xrccH1/Oy/Xzd4aeX3tujXsfb+4vG/dWW9S+TdB9vD2/pdxGH3hoow88zQZXxdTVrrkBYjQ3LK+ed4NTFKY1d3vecG34vH4vPXf3uLVLI+zKvp2gb80Iq3fY9dJzF/VMb9x+fflvkaXta+6eCdPDU6W/LufgV/sW7PGg+jdcaCy/bxP0rod62vZcYfyr4xu9ucBfvj2w2jU3QIzmhlV8jZtJzd0snrKvU+vjlI8r3KovV+gW2PuSxkz07kD1rfbV7u2/l//xpXqrfV3a1tySW3t1PRasf1rOtOV839r1MrYa3+ukv7k7CzZm+FF3M3doeRrD6jM2ev1J9fXbA6tdcwPEHL25iz9F62PvJYKmwYHqKc3dGmJ8NFNZVUNzjl9TC1pXbixMN4U70z96xnFro8WNgOv73u6Sf1/avuYupo8oh5azVuS9C/YIzUBzdw4aOOWu28tcDt/++4ozNnptg37/9sBq19wAMT81d2cKaLn5vkOam+O4NV4t0+dz1733zuyfotAJvlY8tW/z2zL03svg7Q9PFP6+tJ1l604XGRldnrGc9Qztnd4dmFsy2tz1Kw/tRNvarEN72c7Z6J0HO74VJq92zQ0QM7u5W+/M5a3/75Zr09yk6H4dK7ZnWa7W3IO3H23uWko+X9WdORs9zX2p7tMmczeWtvfxDrVsNXi16cs5s7l7//5Q15nLsU1zT3lSTdkK74f/bbVrboCYec3dfesub7U36g2P96W5SU93evFbp7lHJh5MmVsy9gvuz839mGLRKM/JLduanjHlIIlfjhXY6fjPV35YzvDckte3DM6+GG3uReaWxDb6118wxg2uds0NEDOvuZ+D3N2fEa/s3myGieYmRd3dH6uqZ2e+sj40+/pqex/Ksn2zrZ3t6i+2Riwu1Nyf/mtN9h0fI28t3telbf6O0ZPC3f0yB24ntpytrfB1H8rat3Tf6dr7pA5tggn7UN6atzl/o49slM63R1a75gaImdfcI3u6l5obho5P1xrjbB1S+lL27EPZvp1vh40b20fzh7kl0WkM78Ubnxpej7n3fLXBYwWO7tf443I27mV0nPuzJr/O05g2+bu1HnpW1NdZOpN3zP26FSavds0N5O1+vRQPl9eozPui2hFar5di/MfFx7Lj3M+EGJnrCOfRSureX0avw4dSfvZx90Acdc24H4mtxm2OXKd1ya29/J/R6K/f2xlCHlvaqjM+3dlrZOxN7bflbO0P/vXc770Pp/UbUf8d9X1jzx1Fzokz5aGN7OraXbxpq11zAzm7la/Wvl8vz89u5eOT17+Pi6YW93LzuYvR93AgLJ1zoUOH5gYyVsvqt/eQdv2TzrVGLHXckt6/UgLzaW4SprmBfPXPGGmPc4cGuasfj8/dmZcYumtgjOYmYZobyNetLC7XW2f2dmM+d3CQuzr+eSghW5qbhKXV3AUAAGQnreZe42aBU/kcpqS8Nadz9000eU4reV1v2tFLilnj3GOHyTKxGyB3mhvIV6Ohu0H9mlby+UrfPpcdKzZ36yhhAORCcwM5+0T0rSxayf3ZdzKZce6hY8sCcHCaG8hbY7JJTXNI+1b2XaffvOaues832TxJ8PMY3maYAGRHcwPEzGvux/n1euaNPLL7Nba98XngAdiG5gaI+WVuSU9Mv04qfBu/GgBHprkBYn6cz30bubzZ3wBkQ3MDxPwyt2Rsv8lXcNuHEiA/mhsgZvY+lNfLYHPXB7mdDR4gP5obIGZ2c1dVVd3atf0p7FtVFNXlusQiwuH8ryz+FL0fl/870IF87tf/FMV/NjjI/sQ7upWt9fnfTX6n/3/Xy2b3dRyaGyDmp+YGeg0393alOMv9/y7Fn9q5t5Jp7tt/h9bn5fr/Vl46zd1HcwPEaG5Y3v/K4k9R/q/7hcdI7fqZONftv0WtuTfzpbnfwd1apa/LV15gzd1HcwPEzG7u5ylvRqZ0w2kNNvfolxKQYnM/kndgqe7/d1l9fWruPpobIGZec48Ht+bm7GLNfb/+Z3zCd30ecz0979f/FMV/b4/urA2ff7vB5tSX1xUa31X899aXws3rdL/0n+v9mch9d91/v9V4c3+r6lvZzvGRhZx4hdoK/++t29zNiS4n3VFccwPEzGvukYOWaG4YbO5nj9bmltQKtX/Cd88VWvOtL5d6O367wVegd/fs/NbcvbfcWpjhfUaH77cabe7gnPIvCznrCo81/FqHfTPL050stB7NDRAzr7kf575xWBLoN7oPZXt8tzke/Ei6V6+3r9Ac9O1++9cbfIzg1odmb2VtrLc5t6TRu8/W7A73Pi95NffrCs/Ifv53/H5HwvpWRuZ1fFvIqY/iswLfCV5/IPXl+V858NeJzGlugJhfxrkNZkO/4eZuDH73TxR+zhipqupbcT4CsTNGO3aD3W9vzK8Ybu5GmvctQGdh+r+l936jzd05aODUhfx2hd4V+NiajV8etjmcS9I0N0DMvOZ+nIfy7D9zYEh7bknP8HNVDc1zaE8UGR5D7aTq1xscus7X5h5Ykvv/XV4zKwYmf0+63+jckoHm/rqQM6/Q6P6eSTKn3L1ScwPEzGvu6jW95Iw/auCr4R0lGz03ksi1Yddlmrs+0NuY4jJtbsmvzT1+v2OTtm//HZ8wHVnIJZr7c0nvrzSnobkBYn6Zz20fSujXvw9l5+DcX5K6mjS3pNPcYzfYs2AT53NPm1sy1Nxf7nfCsQIHoza0kL/PLelK/ZjrK9HcADGaG5Y3dNySR719mu85+N24ZqPwOldoROHgsfwGb7Cdj+3Zyc1B5fg+lKPNPXy/M8+J8xnXn7qQU68wuA9lT5Q/1rnmnkRzA+eluWF5w8fnHky6xsf4wQT7m3jaDXYmRTRmntQmK/ccn7v3e0cWpn9uSd/9/nLu96Jnx82R9fn1Cp0VePlv+e1YgWec0q25AWLmNTcwZuxkk92pCJFTtHTPiRM+50sjOsv/tca26yPQ386J0x3uHdmHcux+Jx6Eu3sI8N7z0YwsZPwKfefEae1GmexZRVeluQFi1mju68U4N0DONDdAzOzmfhwu0NwSgBPS3AAx85r7fjWfG+C8NDdAzLzmfpyHUnADnJPmBoj55bglj92XyqIqytcXblVR/y8AOdLcADG/NPdjPPsx5l077m5VXKqznZIN4FQ0N0DM7839mNt9ufZ8CYAsaW6AmF/mcz87+9aZ0m2cGyBrmhsgZuaxAl+d/TiJRWuXyveYNwBZ0twAMfPPiXOvLrU5JJ+zwduBEiB3mhsgxrnfAYjS3AAxmhuAKM0NEDO/ubu7TjotDsA5aG6AGOd+ByBKcwPErHHud80NkDfNDRDzyzlxHBMQ4Jw0N0DM7+ehBOBsNDdAzLzmvpWfE+IAcDaaGyBm9nFLSud4BzgrzQ0QE2rucnS/SftQApyE5gaI0dwARGlugBjNDUCU5gaIce53AKI0N0CM5gYgSnMDxMxp7nt1KaqyOX3kcTZ4U0oAzkBzA8REm/vR1t2TUL7PBl/qboDcaW6AmFhz32o7Spa1y+/VpbYDpXPlAORNcwPEhJr7cfrJ7iD3w3uou5HjAGRHcwPEzDlW4HBSP6Pc+SkBsqa5AWJmNPfYjO2b43MD5E9zA8TMaO7eiSUP7z0sNTdAxjQ3QEyouZ8ztoenjny9AgAZ0NwAMbOPW9I9OMn7zPAjA+EAZEBzA8REj8/9OTjJ0IdBboDcaW6AmBnnoRzLbsENcAKaGyBmzrnfq6qqzSRxKhyAs9HcADGzmxuA09LcADGaG4AozQ0Qo7kBiNLcQNbu10vxcHlPnn5f9jk95P16KcZOFlmnuQGI0txAxm7lK6zv18vr01v56O/Xv4+Lpha35gYgTnMD+WqMXr8S+31h/ZNL4AgimhuAKM0NZKwW3Z9R7fY4d2iQu9LcAMRpbiBvr8nbtZHsxnzu4CB3pbkBiEuruQEW9fe/i+Jff/3z58+ff/76V1H8++/2Ff7561/Fv/9+XLEo+q7xUNSsu8gAZGpGHhvjARL1OU5Jeeufz133nFbSmeoNAAnQ3MARfGnu17SSz9X6uhwAdqK5gUO4Xy/PiK4dK/Dls++kcW4AUqS5gYPoOydOVVXtIe1b2T5LDgDsTXMDAMC6NDcAAKxLcwMAwLo0NwAArEtzAwDAujQ3AACsS3MDAMC6NDcAAKxLcwMAwLo0NwAArEtzAwDAujQ3AACsS3MDAMC6NDcAAKxLcwMAwLo0NwAArEtzAwDAujQ3AACsS3MDAMC6NDcAAKxLcwMAwLr+P6UFLUIBxAIgAAAAAElFTkSuQmCC" style="margin-left: auto; margin-right: auto;" width="640" /></td></tr>
<tr><td class="tr-caption" style="text-align: center;">Changes in Prices and Quantities: New Zealand Supermarket and Recreational Good Retail Trade Data</td></tr>
</tbody></table>
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<a href="https://www.blogger.com/blogger.g?blogID=5159638315738616265#editor/target=post;postID=2638775301329033261" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"> </a><a href="https://www.blogger.com/blogger.g?blogID=5159638315738616265#editor/target=post;postID=2638775301329033261" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"> </a>Based on the above data, supermarkets can afford to increase their prices by approximately 1.3% each quarter (where the red line above cross the x-axis) before they will start to notice a decline in the volume of stock sold. In contrast, Recreational Good stores will notice a drop off in quantity sold if they attempt to increase prices by more than 0.16% each quarter (where the green line intercepts the x-axis).<br />
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If Recreational Stores don't change prices, they can expect the quantity of goods sold to naturally increase by 0.17% each quarter (where the green line intercepts the y-axis). However, if supermarkets don't change prices, they can expect the quantity of goods sold to increase 1.5% each quarter (where the red line intercepts the y-axis). Not only in the natural increase in quantity sold significantly higher for supermarkets (this is the notion that people need to eat), but the effects price has in dampening demand is so much weaker.<br />
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<a href="https://www.blogger.com/blogger.g?blogID=5159638315738616265" imageanchor="1" style="clear: right; float: right; margin-bottom: 1em; margin-left: 1em;"></a>In contrast, the natural increase in recreational goods sold is almost non-existant, and the effects of prices increases for recreational goods are dramatic and immediate. Any attempt to increase prices even just a little bit will lead to a decline in the quantity of recreational goods sold.<br />
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<a href="https://www.blogger.com/blogger.g?blogID=5159638315738616265" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"></a></div>
Coming back to the reason why the decline in retail sales was a bombshell, was that for the Sept 2012 quarter, the Supermarket Retail Sales deflator increased 0.78%. Based on estimated price elasticity, the quantity of goods sold should have increased by 0.62% (Supermarkets can lift prices by 1.3% before quantity declines). But, in fact, the quantity of supermarket goods sold fell 2.34% for the September 2012 quarter, based on Stats NZ's data. And the difference between -2.34% actual and a 0.62% estimated is so large that it tells us, the Economists, that something else just might be at play. Something else that lead to a shock increase in <a href="http://www.stats.govt.nz/browse_for_stats/income-and-work/employment_and_unemployment/HouseholdLabourForceSurvey_HOTPSep12qtr.aspx">unemployment</a>; that's lead to a decline in <a href="http://www.stats.govt.nz/browse_for_stats/industry_sectors/imports_and_exports/OverseasMerchandiseTrade_HOTPSep12.aspx">import demand</a>; and that's lead to very little <a href="http://www.stats.govt.nz/browse_for_stats/economic_indicators/CPI_inflation/ConsumersPriceIndex_HOTPSep12qtr.aspx">consumer price inflation</a>.<br />
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All of these point to an issue with what's happening to wealth growth and total incomes within the New Zealand's <a href="http://www.stats.govt.nz/browse_for_stats/economic_indicators/NationalAccounts/InstitutionalSectorAccounts_HOTP99-08.aspx">Household insitutional sector</a>.</div>
James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com1tag:blogger.com,1999:blog-5159638315738616265.post-84526534657934247112012-11-12T17:52:00.001+13:002012-11-18T23:22:32.980+13:00Quantum theory and train passengers<div>
I read some where that quantum theory wasn't a theory about the behaviour of the very small, it was a theory about the behaviour of the isolated. The argument goes that even you, if separated from other particles to interact with would start displaying quantum theory properties. It just so happens that the level of separation and disconnection needed to generate quantum theory effects only really occurs at sub atomic particle level where the comparative space between particles is very large.<br />
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That and at the train station passenger level.<br />
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Cueing up waiting for the Central Wellington - Melling train, there's a whole cluster of people non-interacting, with heads in smart phones, earphones in ears actively non-interacting with each other.<br />
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Standing back and observing them, I'm waiting to witness something equivalent to <a href="http://en.wikipedia.org/wiki/Quantum_entanglement">Schrodinger Quantum Entanglement Principal</a> as the passengers, wrapped in their music and web surfing, unconsciously but simultaneously start rotating in unison but in opposite directions with each other...</div>
James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com1tag:blogger.com,1999:blog-5159638315738616265.post-10948927932954041732012-11-10T14:15:00.002+13:002012-11-10T17:45:46.395+13:00Unemployment and the Business CycleThere's been a lot of recent discussion about Statistics New Zealand's latest Household Labour Force Statistics (HLFS) which are used to define 'the' unemployment rate. Quite correctly, there has been an outcry over how the unemployment rate is the highest its been in 13 years, mainly from a decrease in the number of people who are no longer in employment. <br />
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Over the business cycle, profitability and employment are counter-cyclical. Business profits are the first variable to decline in a recession, followed next by business investment. Employment growth declines next, and then unemployment increases. As unemployment increases, business profitability improves and you get the funny situation New Zealand is currently in where unemployment is increasing despite business profits being high. Growth in business profits lead to growth in business invesment. Growth in business investment leads to increases in labour employment and decreases in unemployment.<br />
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And so "is" the economic business cycle.<br />
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So where's New Zealand in this profit-employment loop-de-loop? We're almost at the turn around stage where business profits have recovered and are growing, but before the business investment stage, where profits are used to expand productive capital and employment. Expect <a href="http://www.stats.govt.nz/browse_for_stats/economic_indicators/GDP/GrossDomesticProduct_HOTPJun12qtr.aspx">Statistics New Zealand's Gross Fixed Capital Investment</a> statistics rate of growth to increase either this or next quarter.<br />
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The HLFS stats themselves were also interesting, not only for the significant 13 year peek in unemployment, but for how employment has decreased for some age groups,but increased for others. Here's the latest HLFS graphically. Older workers are doing ok - its the young and the middle aged workforces that have bourne the brunt of the recession.<br />
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And they've been wearing it for quite a few years...!<br />
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<a href="http://3.bp.blogspot.com/-NmMUqdTiugE/UJ3bpwtJnrI/AAAAAAAAADA/o7VcvzUU5MM/s1600/plot_Gender-Sept2012.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="227" src="http://3.bp.blogspot.com/-NmMUqdTiugE/UJ3bpwtJnrI/AAAAAAAAADA/o7VcvzUU5MM/s320/plot_Gender-Sept2012.png" width="320" /></a></div>
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<a href="http://1.bp.blogspot.com/-L1zsK8MorDg/UJ2mnOQH8wI/AAAAAAAAACw/uL-vRxTfVgE/s1600/plot_Gender-Sept2012.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><br /></a></div>
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<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-25459850704007110652012-10-24T17:21:00.001+13:002012-10-25T09:25:03.900+13:00Capital Markets and Economic Regulation<span style="font-size: small;">Tim Brown's, head of Infratil's "Capital Markets and Economic Regulation" area, thought provoking article in the Dominion Post's 24 October 2012 got me thinking about economic investment. Tim's thesis was New Zealand companies reinvest too little of their current profit, to the detriment of theirs - and ultimately New Zealand's - long term success and opportunities. The legacy of low New Zealand investment was low company capital growth, manifesting in low average returns from the New Zealand share market measured over an 18 year period. <br /><br />Lets:</span><br />
<ul>
<li><span style="font-size: small;">Accept Tim's statistics and metrics and forget about which is "the correct" start and end points to measure international and inter-temporal average return rates;</span></li>
<li><span style="font-size: small;">Accept Tim's analysis that low investment "caused" lower average returns to the New Zealand share market;</span></li>
<li><span style="font-size: small;">Extend Tim's analysis, what <span style="font-size: small;">else might be occurring</span>?</span><span style="font-size: small;"><span style="color: #3d85c6;"><span style="font-size: small;"><span style="font-size: small;"> </span></span></span></span></li>
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<span style="font-size: small;"><span style="color: #3d85c6;"><span style="font-size: small;"><span style="font-size: small;">In<span style="font-size: small;">vestment / D<span style="font-size: small;">i<span style="font-size: small;">v<span style="font-size: small;">i<span style="font-size: small;">den<span style="font-size: small;">d<span style="font-size: small;"> Decision Mak<span style="font-size: small;">ing <span style="font-size: small;">in Choice<span style="font-size: small;"> </span></span></span></span></span></span></span></span></span></span></span></span></span></span><span style="color: #3d85c6;"><span style="font-size: small;">Economi<span style="font-size: small;">cs</span></span></span></h2>
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<span style="font-size: small;">At a micro-economic level - the individual's decision-maker's perspective - existing companies choose to reinvest or return profit to their shareholders according to the options they face and the consequences of their choice. But the value of the reinvested profit generates only a <i>likelihood</i> or a <i>probability</i> that it increased profitability will result. No current investment is certain of generating a future profit. The expected, probable, "could be" or "may be likely" future profit <i>increase</i> (not the profit level) from reinvestment is the only benefit that could support a business reinvesting its now, known and certain current profit <i>level</i>. </span><br />
<br />
<span style="font-size: small;">Against that "benefit", is the <i>opportunity cost</i> of reinvestment - the cost of not doing the next valuable alternative use of the profit, which is - in this instance - returning the profit to the shareholders. On the New Zealand share market, a market traded internationally, where the company competes with others for the attention of financial investors, the cost of not paying a dividend is high. The share price falls, the credibility of management is undermined, and investor attention shifts to alternative investment opportunities, all of which generate current and future issues for the company.</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">So Tim is absolutely right. From the companies perspective it probably does make sense for it to return current profit to existing shareholders and reduce the current and future impact on its share price. as opposed to reinvest the same money for a potential, maybe / could be increase in future profits. </span><br />
<span style="font-size: small;"></span><br />
<h2>
<span style="font-size: small;"><span style="color: #3d85c6;">An Alter<span style="font-size: small;">native Th<span style="font-size: small;">esis: Shar<span style="font-size: small;">ema<span style="font-size: small;">rk<span style="font-size: small;">et Trading P<span style="font-size: small;">everse Incentives</span></span></span></span></span></span></span></span> </h2>
<span style="font-size: small;">But let me suggest an alternative thesis: the low investment behaviour is the result of the public dog-eat-dog short term nature of the share market itself. Where companies DON'T trade on the share market, then the need to return a dividend as high as your neighbouring stock exchange company isn't so great. The expected net benefit from the could-be/may-be <i>marginal profit</i> from the reinvested returns less the opportuni<span style="font-size: small;">ty cost of not payi<span style="font-size: small;">ng a dividen<span style="font-size: small;">d </span></span></span>is much more comparatively large. </span><br />
<br />
<span style="font-size: small;">Consequently, with less downside to reinvestment, and a higher relative upside to reinvestment, then economic theory would suggest companies which DON'T trade on the share market might have a higher rate of reinvestment. And if they did, than all of Tim's points follow: they have higher average rates of return, and they generate more economic value for their shareholders and New Zealand over time.</span><br />
<span style="font-size: small;"><br /></span>
<span style="font-size: small;">To illustrate my point, I've used Statistics New Zealand's Institutional Sector Accounts (ISA) from <a href="http://www.stats.govt.nz/browse_for_stats/economic_indicators/NationalAccounts/InstitutionalSectorAccounts_HOTP99-09.aspx">here</a>. The ISA distinguish between "Private non-corporate producer enterprises" which I've labelled as "Small" and assume are not regularly traded on the stock exchange, and "Private corporate producer enterprises and producer boards" which are "Big" companies who either are, or are similar to traded share market companies.</span><br />
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<h4>
Graph 1: Returns to Factors of Production - Large/Small Companies</h4>
<img alt="" height="392" src="data:image/png;base64,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" width="640" /><br />
From Graph 1, large companies pay more of their productive surplus to their employees than they retain in profits. Over time, they have been paying comparatively more to employees, and comparatively less to business owners. From Graph 2 below, large business have also not fundamentally changed their Total Income to Value Added rates. If they were reinvesting, then they would be increasing the amount of income they receive from all of their investment relative to their value added. And from Graph 2, they have not significantly altered the level of their total income to value added between 1999 - 2009.<br />
<br />
All of this is entirely consistent with Tim's analysis.<br />
<h4>
Graph 2:Total Income - including Investment Income to Value Added - Large/Small Companies</h4>
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<img alt="" height="392" 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" width="640" /><br />
The bit that differs from Tim's analysis is the comparative behaviour and investment outcomes of the Private non-corporate producers. From Graph 1, a significantly higher proportion of economic surplus is returned to owners than is paid to employed labour. From Graph 2, significantly more of that retained surplus has been reinvested, and led to high and increasing rates of total income to value added.<br />
<br />
Small companies tend to perceive higher relative benefits of reinvesting and face lower opportunity costs of reinvestment compared to larger companies. And, from Graph 2, they are generating exactly the investment/wealth behaviour Tim wished for stock market traded companies.<br />
<br />
Maybe share markets are not great investment-enhancing economic vehicles?James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-86749944939089355262012-10-18T15:54:00.001+13:002012-10-18T16:10:32.134+13:00Television and Duopoly Economics<span style="font-size: small;">I <span style="font-size: small;"><span style="font-size: small;">love</span> <span style="font-size: small;">duopolies<span style="font-size: small;">:<span style="font-size: small;"> </span></span></span></span><span style="font-size: small;"><span style="font-size: small;">two or more companies fighting it out in an economic aren<span style="font-size: small;">a. <span style="font-size: small;">There's a couple of different models out there to de<span style="font-size: small;">scri<span style="font-size: small;">be <span style="font-size: small;">the out<span style="font-size: small;">come <span style="font-size: small;">of du<span style="font-size: small;">op<span style="font-size: small;">oly behav<span style="font-size: small;">i<span style="font-size: small;">our<span style="font-size: small;">. </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">One the<span style="font-size: small;">ory (<a href="http://en.wikipedia.org/wiki/Cournot_model">Cournot</a> du<span style="font-size: small;">opolies) </span>s<span style="font-size: small;">ays that the comp<span style="font-size: small;">anies wi<span style="font-size: small;">ll fight i<span style="font-size: small;">t out, ma<span style="font-size: small;">tching business models and competing until both <span style="font-size: small;">or all are "the same"<span style="font-size: small;">. A<span style="font-size: small;"><span style="font-size: small;">t the end of the day, each competitor<span style="font-size: small;"> </span>wind</span></span><span style="font-size: small;">s <span style="font-size: small;">up with about e<span style="font-size: small;">qual market share. So if there's two companies, <span style="font-size: small;">each wi<span style="font-size: small;">ll<span style="font-size: small;"> fig<span style="font-size: small;">h<span style="font-size: small;">t with each <span style="font-size: small;">the other and wind up with hal<span style="font-size: small;">f. <span style="font-size: small;">For example, <span style="font-size: small;"><a href="http://www.sharechat.co.nz/article/4e73f5b4/vodafone-sheds-customers-as-2degrees-increases-market-share.html">Voda</a><span style="font-size: small;"><a href="http://www.sharechat.co.nz/article/4e73f5b4/vodafone-sheds-customers-as-2degrees-increases-market-share.html">phone</a> <span style="font-size: small;">and <span style="font-size: small;"><a href="http://www.nzherald.co.nz/business/news/article.cfm?c_id=3&objectid=10829203">Telecom</a>, before 2 Degrees, <span style="font-size: small;">h<span style="font-size: small;">ad</span> simliar-<span style="font-size: small;">ish</span> market shares in the mobi<span style="font-size: small;">le phone ma<span style="font-size: small;">rket (~2.0 - 2.4 mill users), but <span style="font-size: small;">have<span style="font-size: small;"> lost <span style="font-size: small;">s<span style="font-size: small;">ome <span style="font-size: small;">market share </span>to ne<span style="font-size: small;">w entrant 2 Degre<span style="font-size: small;">es. <span style="font-size: small;">They both share a similar business model, they are both "the same". And<span style="font-size: small;">, for 2 Degrees, mi<span style="font-size: small;">mi<span style="font-size: small;">cking b<span style="font-size: small;">oth<span style="font-size: small;"> Telecom and Vodaph<span style="font-size: small;">one <span style="font-size: small;">will be a successful strateg<span style="font-size: small;">y - if nothing else changes it could reason<span style="font-size: small;">a<span style="font-size: small;">bly be expected to secure <span style="font-size: small;">33% of the mob<span style="font-size: small;">ile t<span style="font-size: small;">elecommunication ma<span style="font-size: small;">rket. Not too ba<span style="font-size: small;">d a<span style="font-size: small;">s a business proposition..</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> </span><br />
<br />
<span style="font-size: small;">But<span style="font-size: small;"> then there's a<span style="font-size: small;">nother theor<span style="font-size: small;">y (<a href="http://en.wikipedia.org/wiki/Stackelberg_competition">Sta</a><span style="font-size: small;"><a href="http://en.wikipedia.org/wiki/Stackelberg_competition">ckleb</a><span style="font-size: small;"><a href="http://en.wikipedia.org/wiki/Stackelberg_competition">erg</a> du<span style="font-size: small;">op<span style="font-size: small;">olies) </span></span></span></span>that says one compa<span style="font-size: small;">ny wi<span style="font-size: small;">ll be<span style="font-size: small;">come domina<span style="font-size: small;">nt over the other. Its does this through moving quickly and decisi<span style="font-size: small;">vely into a dominatel<span style="font-size: small;">y market position which <span style="font-size: small;"><span style="font-size: small;">seizes</span> the lions share of a <span style="font-size: small;">in<span style="font-size: small;">dust<span style="font-size: small;">r<span style="font-size: small;">y<span style="font-size: small;"> sales</span>. Faced with such a dominate<span style="font-size: small;"> com<span style="font-size: small;">pet<span style="font-size: small;">i<span style="font-size: small;">tor, any other firm looking to enter t<span style="font-size: small;">he ma<span style="font-size: small;">rket is<span style="font-size: small;"> dissuade<span style="font-size: small;">d from activ<span style="font-size: small;">ely<span style="font-size: small;"> and aggressively comp<span style="font-size: small;">eti<span style="font-size: small;">ng to steal market share. </span></span></span></span></span></span></span></span>Instead<span style="font-size: small;">, they </span>choo<span style="font-size: small;">ses <span style="font-size: small;">to operate a<span style="font-size: small;">t a significantly lower level of s<span style="font-size: small;">ize of operati<span style="font-size: small;">on<span style="font-size: small;">, happy in <span style="font-size: small;">niche areas, not <span style="font-size: small;">competing for the others<span style="font-size: small;"> business. </span></span></span></span></span>Its just easier that way: the domina<span style="font-size: small;">nt</span><span style="font-size: small;"> firm is so much bigger</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>, and <span style="font-size: small;">the compe<span style="font-size: small;">ti<span style="font-size: small;">tive figh<span style="font-size: small;">t to steal their business is <span style="font-size: small;">MUCH harder. </span></span></span></span></span></span></span><br />
<span style="font-size: small;"><br /></span>
<b><span style="font-size: small;">Telev<span style="font-size: small;">ision <span style="font-size: small;">Ind<span style="font-size: small;">ustry</span></span></span></span></b><br />
<span style="font-size: small;">Take Sky TV for example. Ever seen its <a href="http://www.skytv.co.nz/Portals/0/Assets/AboutUs/Reports/Annual%20Report%202012.pdf">balance sheet</a>? Compare and contrast it with <a href="http://images.tvnz.co.nz/tvnz_images/tvnz/About%20TVNZ/tvnz-annual-report-fy-2012.pdf">TVNZ</a>. I've reproduced the salient numbers below, together with inter-year comparisons, which I'll use to ta<span style="font-size: small;">lk abou<span style="font-size: small;">t the interesting bi<span style="font-size: small;">ts below</span></span></span>:</span><br />
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<td align="CENTER" colspan="3"><b>Sky TV</b></td>
<td align="LEFT"><br /></td>
<td align="CENTER" colspan="3"><b>TVNZ</b></td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="RIGHT"><b>2012</b></td>
<td align="RIGHT"><b>2011</b></td>
<td align="LEFT"><b>Growth</b></td>
<td align="LEFT"><b><br /></b></td>
<td align="RIGHT"><b>2012</b></td>
<td align="RIGHT"><b>2011</b></td>
<td align="LEFT"><b>Growth</b></td>
</tr>
<tr>
<td align="LEFT" height="16">Residential satellite subscriptions</td>
<td align="RIGHT">682,348</td>
<td align="RIGHT">641,337</td>
<td align="RIGHT">6.4%</td>
<td align="LEFT"><br /></td>
<td align="CENTER">- </td>
<td align="CENTER">- </td>
<td align="CENTER"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16">Television advertising revenue</td>
<td align="RIGHT">67,235</td>
<td align="RIGHT">62,691</td>
<td align="RIGHT">7.2%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">313,687</td>
<td align="RIGHT">304,666</td>
<td align="RIGHT">3.0%</td>
</tr>
<tr>
<td align="LEFT" height="16">Other Revenue</td>
<td align="RIGHT">93,491</td>
<td align="RIGHT">92,920</td>
<td align="RIGHT">0.6%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">33,079</td>
<td align="RIGHT">35,750</td>
<td align="RIGHT">-7.5%</td>
</tr>
<tr>
<td align="LEFT" height="16"><b>Total Revenue</b></td>
<td align="RIGHT"><b>843,074</b></td>
<td align="RIGHT"><b>796,948</b></td>
<td align="RIGHT"><b>5.8%</b></td>
<td align="LEFT"><b><br /></b></td>
<td align="RIGHT"><b>346,766</b></td>
<td align="RIGHT"><b>340,416</b></td>
<td align="RIGHT"><b>1.9%</b></td>
</tr>
<tr>
<td align="LEFT" height="16">Subscribers</td>
<td align="RIGHT">846,931</td>
<td align="RIGHT">829,421</td>
<td align="RIGHT">2.1%</td>
<td align="LEFT"><b><br /></b></td>
<td align="LEFT"><b><br /></b></td>
<td align="LEFT"><b><br /></b></td>
<td align="LEFT"><b><br /></b></td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16">Programme rights</td>
<td align="RIGHT">216,131</td>
<td align="RIGHT">209,008</td>
<td align="RIGHT">3.4%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">199,596</td>
<td align="RIGHT">193,440</td>
<td align="RIGHT">3.2%</td>
</tr>
<tr>
<td align="LEFT" height="16">Depreciation and amortisation</td>
<td align="RIGHT">134,119</td>
<td align="RIGHT">124,954</td>
<td align="RIGHT">7.3%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">22,964</td>
<td align="RIGHT">21,277</td>
<td align="RIGHT">7.9%</td>
</tr>
<tr>
<td align="LEFT" height="16">Other Expenses</td>
<td align="RIGHT">290,921</td>
<td align="RIGHT">266,265</td>
<td align="RIGHT">9.3%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">131,353</td>
<td align="RIGHT">131,368</td>
<td align="RIGHT">0.0%</td>
</tr>
<tr>
<td align="LEFT" height="16"><b>Total Expenses</b></td>
<td align="RIGHT"><b>641,171</b></td>
<td align="RIGHT"><b>600,227</b></td>
<td align="RIGHT"><b>6.8%</b></td>
<td align="LEFT"><b><br /></b></td>
<td align="RIGHT"><b>353,913</b></td>
<td align="RIGHT"><b>346,085</b></td>
<td align="RIGHT"><b>2.3%</b></td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16">Tax</td>
<td align="RIGHT">48,847</td>
<td align="RIGHT">51,706</td>
<td align="RIGHT">-5.5%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">5,242</td>
<td align="RIGHT">8,898</td>
<td align="RIGHT">-41.1%</td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16">Profit after tax</td>
<td align="RIGHT">122,787</td>
<td align="RIGHT">120,326</td>
<td align="RIGHT">2.0%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">14,207</td>
<td align="RIGHT">2,080</td>
<td align="RIGHT">583.0%</td>
</tr>
<tr>
<td align="LEFT" height="16">Profit as a Percentage of Revenue</td>
<td align="RIGHT">14.6%</td>
<td align="RIGHT">15.1%</td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="RIGHT">4.1%</td>
<td align="RIGHT">0.6%</td>
<td align="LEFT"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="CENTER" colspan="3"><b>Sky TV</b></td>
<td align="LEFT"><br /></td>
<td align="CENTER" colspan="3"><b>TVNZ</b></td>
</tr>
<tr>
<td align="LEFT" height="16"><b>Balance Sheet</b></td>
<td align="RIGHT"><b>2012</b></td>
<td align="RIGHT"><b>2011</b></td>
<td align="LEFT"><b>Growth</b></td>
<td align="LEFT"><br /></td>
<td align="RIGHT"><b>2012</b></td>
<td align="RIGHT"><b>2011</b></td>
<td align="LEFT"><b>Growth</b></td>
</tr>
<tr>
<td align="LEFT" height="16">Property, plant and equipment </td>
<td align="RIGHT">364,335</td>
<td align="RIGHT">364,335</td>
<td align="RIGHT">0.0%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">83,484</td>
<td align="RIGHT">100,383</td>
<td align="RIGHT">-16.8%</td>
</tr>
<tr>
<td align="LEFT" height="16">Goodwill</td>
<td align="RIGHT">1,424,494</td>
<td align="RIGHT">1,424,494</td>
<td align="RIGHT">0.0%</td>
<td align="LEFT"><br /></td>
<td align="CENTER">- </td>
<td align="CENTER">- </td>
<td align="CENTER"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16">Other Assets</td>
<td align="RIGHT">173,638</td>
<td align="RIGHT">151,731</td>
<td align="RIGHT">14.4%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">159,897</td>
<td align="RIGHT">128,307</td>
<td align="RIGHT">24.6%</td>
</tr>
<tr>
<td align="LEFT" height="16">Total assets </td>
<td align="RIGHT">1,962,467</td>
<td align="RIGHT">1,940,560</td>
<td align="RIGHT">1.1%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">243,381</td>
<td align="RIGHT">228,690</td>
<td align="RIGHT">6.4%</td>
</tr>
<tr>
<td align="LEFT" height="16"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
<td align="LEFT"><br /></td>
</tr>
<tr>
<td align="LEFT" height="16">Total Equity</td>
<td align="RIGHT">1,253,864</td>
<td align="RIGHT">1,297,544</td>
<td align="RIGHT">-3.4%</td>
<td align="LEFT"><br /></td>
<td align="RIGHT">154,635</td>
<td align="RIGHT">154,281</td>
<td align="RIGHT">0.2%</td>
</tr>
</tbody></table>
<br />
<br />
<b><span style="font-size: small;">Points to Note: </span></b><br />
<ol>
<li><span style="font-size: small;">Although not imm<span style="font-size: small;">ediately apparent<span style="font-size: small;">, draw your eye to the <b><span style="font-size: x-large;">$1.4</span></b></span></span><b><span style="font-size: x-large;"> billion Good</span></b><span style="font-size: small;"><b><span style="font-size: x-large;">will </span></b>figure in Sky's <span style="font-size: small;">balance s<span style="font-size: small;">heet. Its main<span style="font-size: small;"> asset is goodwill w<span style="font-size: small;">hich is approxim<span style="font-size: small;">ately<span style="font-size: small;"> 3 time<span style="font-size: small;">s</span> la<span style="font-size: small;">rger than it<span style="font-size: small;">s</span> investment in physical property, plan<span style="font-size: small;">t a<span style="font-size: small;">nd equip<span style="font-size: small;">ment. <br /> </span></span></span></span></span></span></span></span></span></span></span></span></li>
<li><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">Mull that number o<span style="font-size: small;">ver for a bit: this is <span style="font-size: small;">evidence of a super-normal profit</span></span>. Good<span style="font-size: small;">will is an int<span style="font-size: small;">angible figure<span style="font-size: small;">... it represents the difference between <span style="font-size: small;">physical assets and market value.<br /> </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></li>
<li><span style="font-size: small;">The next<span style="font-size: small;"> immediate differen<span style="font-size: small;">ce is in <span style="font-size: small;">rev<span style="font-size: small;">e<span style="font-size: small;">nue size - Sky is more than twi<span style="font-size: small;">ce t<span style="font-size: small;">h<span style="font-size: small;">e rev<span style="font-size: small;">enue size of TVNZ and growing. That's where the super-<span style="font-size: small;">normal profi<span style="font-size: small;">t com<span style="font-size: small;">es from. </span></span></span>Both co<span style="font-size: small;">mpanies increa<span style="font-size: small;">sed the<span style="font-size: small;">i<span style="font-size: small;">r rev<span style="font-size: small;">e<span style="font-size: small;">nue, but in <span style="font-size: small;">comparison <span style="font-size: small;">with TVNZ<span style="font-size: small;">, <span style="font-size: small;">Sky is in a completely different leagu<span style="font-size: small;">e. Its reve<span style="font-size: small;">nue gr<span style="font-size: small;">ew <span style="font-size: small;">5.8% <span style="font-size: small;">compare<span style="font-size: small;">d to T<span style="font-size: small;">VNZ's pa<span style="font-size: small;">ltry 1.9%<br /></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></li>
<li><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">I haven't replicated TV3 revenue, owned by Canwest<span style="font-size: small;"> - a private compan<span style="font-size: small;">y, bec<span style="font-size: small;">a<span style="font-size: small;">use its ann<span style="font-size: small;">ual report w<span style="font-size: small;">asn't on its website<span style="font-size: small;">. The only numbers I found were <a href="http://www.interest.co.nz/news/49284/tv3-owner-mediaworks-records-nz3144-mln-annual-loss">old</a>. So we can't see the full te<span style="font-size: small;">levi<span style="font-size: small;">sion in<span style="font-size: small;">d<span style="font-size: small;">us<span style="font-size: small;">try's Total </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>Rev<span style="font-size: small;">enue <span style="font-size: small;">f<span style="font-size: small;">or 2012 and <span style="font-size: small;">2<span style="font-size: small;">01<span style="font-size: small;">1. But even on the numbe<span style="font-size: small;">rs we can see ab<span style="font-size: small;">ove, TVNZ has only 30% of the combined rev<span style="font-size: small;">e<span style="font-size: small;">n<span style="font-size: small;">ue, much lower than hal<span style="font-size: small;">f and </span><span style="font-size: small;">suggesting Stackleb<span style="font-size: small;">erg<span style="font-size: small;"> du<span style="font-size: small;">opoly behaviour.</span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br /></span></span></span></span></span></span></span></span></span></span></li>
<li><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">Sky <span style="font-size: small;">m</span></span></span></span></span></span></span></span></span></span><span style="font-size: small;">an<span style="font-size: small;">aged to increase its sub<span style="font-size: small;">scri<span style="font-size: small;">bers <span style="font-size: small;">by 2.1%, and its subs<span style="font-size: small;">cription revenue by 6.4% <span style="font-size: small;">- <span style="font-size: small;">Sky viewers are paying Sky 4.3% more </span></span></span></span></span></span></span></span>to view Sky TV <span style="font-size: small;">in 2012 t<span style="font-size: small;">han i<span style="font-size: small;">n the <span style="font-size: small;">previ<span style="font-size: small;">ous ye<span style="font-size: small;">ar.<br /></span></span></span></span></span></span></span></li>
<li><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">Sky <span style="font-size: small;">more than doubled TVNZ's <span style="font-size: small;">rate of growth in Ad<span style="font-size: small;">vertising rev<span style="font-size: small;">enu<span style="font-size: small;">e. So not only are<span style="font-size: small;"> c<span style="font-size: small;">onsumers <span style="font-size: small;">paying m<span style="font-size: small;">ore to view <span style="font-size: small;">Sky, a<span style="font-size: small;">dvertise<span style="font-size: small;">rs <span style="font-size: small;">al<span style="font-size: small;">so <span style="font-size: small;">perceive the viewer benefit. Advertisers back winners.<br /></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></li>
<li><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">TVNZ and Sky pa<span style="font-size: small;">id similar programm<span style="font-size: small;">e </span>licens<span style="font-size: small;">ing </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>c<span style="font-size: small;">osts, but Sky's b<span style="font-size: small;">usiness model allow<span style="font-size: small;">ed it to capture mo<span style="font-size: small;">re of the view<span style="font-size: small;">er's "consumers surpl<span style="font-size: small;">us" <span style="font-size: small;">- they were able to charge viewers a p<span style="font-size: small;">rice related to the benefits the viewer received from the show<span style="font-size: small;">s. TVNZ, in contra<span style="font-size: small;">st - with a<span style="font-size: small;">n adv<span style="font-size: small;">er<span style="font-size: small;">tising only business model - couldn't capture any of the view<span style="font-size: small;">er's <span style="font-size: small;">benef<span style="font-size: small;">it f<span style="font-size: small;">rom view<span style="font-size: small;">ing. TVNZ makes money by<span style="font-size: small;"> <span style="font-size: small;"><span style="font-size: small;">an</span> i<span style="font-size: small;">ndirect<span style="font-size: small;"> advertising related </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span>method<span style="font-size: small;">, compare<span style="font-size: small;">d to <span style="font-size: small;">Sky's charging.<br /><br /> </span></span></span></span></li>
<li><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">In comparison to T<span style="font-size: small;">VNZ, th<span style="font-size: small;">e <span style="font-size: small;">average amount of rev<span style="font-size: small;">enue it retains as profit is massive<span style="font-size: small;">. App<span style="font-size: small;">roximately 15% of revenue earn<span style="font-size: small;">t <span style="font-size: small;">goes <span style="font-size: small;">direc<span style="font-size: small;">t<span style="font-size: small;">ly into net profit for Sky. That's massive! In contra<span style="font-size: small;">st, TVNZ <span style="font-size: small;">can only expe<span style="font-size: small;">ct to <span style="font-size: small;">pocke<span style="font-size: small;">t 4% of its re<span style="font-size: small;">ve<span style="font-size: small;">nue. And last year, it couldn't even expe<span style="font-size: small;">ct <span style="font-size: small;">to pocket<span style="font-size: small;"> 1%. <span style="font-size: small;">This differen<span style="font-size: small;">ce directly reflects t<span style="font-size: small;">he busines<span style="font-size: small;">s mode<span style="font-size: small;">ls <span style="font-size: small;">of the two companies, and Sky's ab<span style="font-size: small;">le to capture co<span style="font-size: small;">nsumer<span style="font-size: small;"> (viewer) surpl<span style="font-size: small;">us in its subs<span style="font-size: small;">cription model. </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> </span></span></span></span></li>
</ol>
<br />
<span style="font-size: small;">So<span style="font-size: small;">, <span style="font-size: small;">if TVNZ is "losing"<span style="font-size: small;"> ag<span style="font-size: small;">ainst Sk<span style="font-size: small;">y, wh<span style="font-size: small;">y d<span style="font-size: small;">oesn't i<span style="font-size: small;">t change it<span style="font-size: small;">s business model, and <span style="font-size: small;">seek to secure consumer surplu<span style="font-size: small;">s through subs<span style="font-size: small;">criptions like<span style="font-size: small;"> Sky has <span style="font-size: small;">achieved</span>?<span style="font-size: small;"> In part, the above results are the leg<span style="font-size: small;">acy of the <span style="font-size: small;">TVNZ's Public Charter, which o<span style="font-size: small;">bliged <span style="font-size: small;">it to focus on </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">public service objectives and expectations, both of which are the antithe<span style="font-size: small;">sis of pay-for-view subs<span style="font-size: small;">cri<span style="font-size: small;">ption. </span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span><br />
<br />
<span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;"><span style="font-size: small;">But also in</span></span></span> part, com<span style="font-size: small;">es the uphill battle associated with taking on <span style="font-size: small;">the <span style="font-size: small;">lar<span style="font-size: small;">ge market incumbent inherent in the thinking underlying the Stackleber<span style="font-size: small;">g <span style="font-size: small;">duopoly the<span style="font-size: small;">o<span style="font-size: small;">ry<span style="font-size: small;">. How else <span style="font-size: small;">do you explain <a href="http://www.igloo.co.nz/pages/home.php">Igloo</a></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span></span> and <span style="font-size: small;"><a href="http://tvnz.co.nz/tvnz-heartland/3494065">Hea</a><span style="font-size: small;"><a href="http://tvnz.co.nz/tvnz-heartland/3494065">rtland</a><span style="font-size: small;"><a href="http://tvnz.co.nz/tvnz-heartland/3494065"> Television</a> which are <span style="font-size: small;">examples of TVNZ co<span style="font-size: small;">-operating with Sk<span style="font-size: small;">y within <span style="font-size: small;">a commercial en<span style="font-size: small;">vironment</span></span></span></span></span>?</span></span></span></span> <br />
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<br />James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0tag:blogger.com,1999:blog-5159638315738616265.post-30856317755804015492012-10-18T09:17:00.001+13:002012-10-18T16:05:08.253+13:00The Off Work Economist<span style="font-size: small;">Good Morning World!</span><br />
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<span style="font-size: small;">My name's James Hogan, and I'm a practising Economist in a New Zealand Government department. Importantly, I'm on holiday. So, in between building websites, cleaning the house, and landscaping the section, I've got some time to read and keep abreast of the News of the Day. And like all bloggers, I've got my two cents to add..</span><br />
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<span style="font-size: small;">My background is in applied economics and economics statistics. For me the "oh wow!" moment in economics occurred at Statistics New Zealand when I was looking at Retail Trade statistics. </span><br />
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<span style="font-size: small;">I was looking at sales statistics from around the country within different cities and commodities. Hundreds of thousands of people were out there buying what ever it was that they wanted. They weren't talking with each other, they weren't communicating or on the phone about the latest and greatest offering from retailer Y selling brand X. But what they were all doing was acting "the same". Sales of durables increased and decreased in unison between the cities. Changes in petrol sales were moving similarly between the different geographical areas. </span><br />
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<span style="font-size: small;">No one was co-ordinating the decision making of the hundreds of thousands of customers, telling them what to buy, and them all abiding by that common decision. These separate, independent peoples were unconsciously acting in unison, to coin an oft-used phrase, as if all were being moved by an invisible hand...</span><br />
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<span style="font-size: small;">Economics is real. People act (or not act) in economic ways. They respond to their economic opportunities in a way that both shapes their decision making and which, in turn, shakes the economic environment. They are not aware (normally) of the impact their relatively minor impact has on aggregate change. Seeing that actual aggregate economic behaviour was a powerful message for me.</span><br />
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<span style="font-size: small;">In this blog, I hope to start pulling out real life examples of where these forces of change are occurring and what they mean using real life examples of what I'm seeing in publicly available statistics, the media and as implications from economic theory. In between cleaning, and landscaping, and probably - if my partner has her way - painting the house.</span><br />
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<span style="font-size: small;">I am employed by the New Zealand Government, so these represent my personal views only, and nothing which I reflect can be attributed in any way to the views of my employer.</span><br />
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<span style="font-size: small;">Thanks for reading :)</span><br />
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<span style="font-size: small;">James Hogan</span><br />
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<span style="font-size: small;"><br /></span>James Hoganhttp://www.blogger.com/profile/05832675898178869721noreply@blogger.com0