tag:blogger.com,1999:blog-69406553176590209062024-03-13T03:24:23.691-07:00DataAdenturesWithRJayEnAarhttp://www.blogger.com/profile/08127753607029493743noreply@blogger.comBlogger2125tag:blogger.com,1999:blog-6940655317659020906.post-51213218474436506842015-10-19T14:32:00.000-07:002015-10-19T14:32:26.860-07:00Hourly ebb and flow of cases in England's hospital emergency departments<div dir="ltr" style="text-align: left;" trbidi="on">
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<h1 class="title" style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 36px; font-weight: 500; line-height: 1.1; margin: 20px 0px 10px;">
NHS ED attenders by hour and day of week</h1>
<h4 class="author" style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 18px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 10px;">
<em style="box-sizing: border-box; color: inherit; font-family: inherit; line-height: 1.1;">19 October 2015</em></h4>
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<div class="section level2" id="introduction" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
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Introduction</h2>
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This is a report on NHS Emergency Department attendances.<br />
The question is this: How does the hourly attendance figures vary by hour and day of week?</div>
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<div class="section level2" id="data-sources" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
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Data sources</h2>
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The health and Social care Information centre publishes lots of data in various formats. Data on ED attendance by hour and day of week (aggregate for all hospitals with an A&E Unit in England) for the years 2011-12 and 2012-13 were downloaded from <a href="http://www.hscic.gov.uk/catalogue/PUB13464/acci-emer-atte-eng-2012-13-data.xls" style="background-color: transparent; box-sizing: border-box; color: #337ab7; text-decoration: none;">the HSCIC website</a>.</div>
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<div class="section level2" id="the-weekly-pattern" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
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The weekly pattern</h2>
<div class="section level4" id="using-rs-base-plotting-2011-12-data" style="box-sizing: border-box;">
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Using R’s base plotting 2011-12 data</h4>
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" 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<div class="section level4" id="using-ggplot2-with-faceting" style="box-sizing: border-box;">
<h4 style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 18px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 10px;">
Using GGplot2 with faceting</h4>
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<img alt="" 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" style="border: 0px; box-sizing: border-box; height: auto; max-width: 100%; vertical-align: middle;" title="" width="672" /></div>
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<div class="section level2" id="conclusion" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
<h2 style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 30px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 20px;">
Conclusion</h2>
<div style="box-sizing: border-box; margin-bottom: 10px;">
There is a clear ebb and flow pattern in the hourly number of cases that are seen in Accident and Emergency Departments in England. regardless of week day or weekend the peak hourly attendance occurs at around 10 or 11 am, with the trough in the early hours of the morning between 4 and 6 am.</div>
<div style="box-sizing: border-box; margin-bottom: 10px;">
Whether or not this fluctuating pattern is justified by clinical need is another question.</div>
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</div>
JayEnAarhttp://www.blogger.com/profile/08127753607029493743noreply@blogger.com0tag:blogger.com,1999:blog-6940655317659020906.post-19201956313233591112015-10-15T12:51:00.001-07:002015-10-15T12:52:40.977-07:00Indian Rupee / Chinese Yuan - the long view<div dir="ltr" style="text-align: left;" trbidi="on">
<h1 style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 36px; font-weight: 500; line-height: 1.1; margin: 20px 0px 10px;">
INR/CNY currency movements - The long view</h1>
<div class="section level3" id="oct-2015" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
<h3 style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 24px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 20px;">
15 Oct 2015</h3>
</div>
<div class="section level3" id="introduction" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
<h3 style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 24px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 20px;">
Introduction</h3>
<div style="box-sizing: border-box; margin-bottom: 10px;">
There’s always been interest in how the world’s 2 largest emerging economies - India and China - are faring, both in absolute terms and relative to each other. One simple measure is exhange rate movements.</div>
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<div class="section level3" id="detail" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
<h3 style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 24px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 20px;">
Detail</h3>
<div style="box-sizing: border-box; margin-bottom: 10px;">
The <a href="file:///C:/Users/Gorway%20Global/Google%20Drive/R%20files/DataReports/currency/www.bankofengland.co.uk" style="background-color: transparent; box-sizing: border-box; color: #337ab7; text-decoration: none;">Bank of England</a> publishes <a href="http://www.bankofengland.co.uk/boeapps/iadb/index.asp?Travel=NIxIRx&levels=2&XNotes=Y&A3790XNode3790.x=5&A3790XNode3790.y=3&Nodes=&SectionRequired=I&HideNums=-1&ExtraInfo=true#BM" style="background-color: transparent; box-sizing: border-box; color: #337ab7; text-decoration: none;">daily spot prices</a> of all the world’s currencies against each of the 3 major reserve currencies, the US Dollar, Sterling and the Euro.</div>
<div style="box-sizing: border-box; margin-bottom: 10px;">
R provides the means to download these data directly from the Bank’s website and process them further. This report is produced in RMarkdown with R code using the packages ‘GGplot2’ and ‘gridExtra’</div>
<div style="box-sizing: border-box; margin-bottom: 10px;">
It extracts daily spot prices of the Indian Rupee and the Chinese RMB against Sterling and the US Dollar from 1st Jan 2006 to the latest date and presents the data as 4 time series plots.</div>
</div>
<div class="section level3" id="summary" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
<h3 style="box-sizing: border-box; color: inherit; font-family: inherit; font-size: 24px; font-weight: 500; line-height: 1.1; margin-bottom: 10px; margin-top: 20px;">
Summary</h3>
<div style="box-sizing: border-box; margin-bottom: 10px;">
On <span style="box-sizing: border-box; font-weight: 700;">14 Oct 2015</span> the Indian Rupee traded at <span style="box-sizing: border-box; font-weight: 700;">64.87</span> to the US dollar, and <span style="box-sizing: border-box; font-weight: 700;">100.14</span> to the GB Pound</div>
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On 14 Oct 2015 the Chinese Yuan traded at <span style="box-sizing: border-box; font-weight: 700;">6.35</span> to the US dollar, and <span style="box-sizing: border-box; font-weight: 700;">9.8</span> to the GB Pound.</div>
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<div class="section level3" id="the-chart" style="background-color: white; box-sizing: border-box; color: #333333; font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 14px; line-height: 20px;">
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The chart</h3>
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<img alt="" 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UuXxGggf2s0zT9da21z+aYAA+QiZ2+NJJmFuNmljw0COw/vCmt8Qnw7308/b7J+BZ5+oTmbHOzF/sqqS/LsLtsz0dDut2kRvqMIAOQiZ2+NRPgd2HxJm1362CCw8/A1WddFb6cL890cS70ztGe3pqcQmL3L3txryB5EUEXO3hqJcCSO+ZIQ2CoI7Dx8TWYdT9DfZGtbOtNPNTeazDbOYYGxBxFUkbO3RiIcC3G+JAS2CgI7D1+TWY6YOm5smZVPaS3mca7Xmsz+2dbs1y7+veuzzTbzVBDMQQQ95OytEf/cQWdJG0ej9yxphO/A5iCw81hoMussJ26TWZ8iuz0Q1se48ULA6VRG/cwbIWQSh3n+IvkpKQASkrW3Bizt7D4f2GxJIwhsDgI7D1+TmfvinqcvkqdParfKmoTUrNbmdMDx8VuzKoyTK3taJ2Aa/cv0LTdfgYEysvaW8YQxzsjsLmkEgc1BYOextJ++a6IXcybUpJj2DtN5Hd4Nf7wd7tf31trnuddx+cMBaVz9LLRG+11220ntg1bODQaQk7y91WNrZ2w48yAC3iu3ljSAwOYgsPMwT97Q0h98bXbd0HHjCRxGxhacfaXrPMKjF/NR7gdKqzWMx9uRx4UKzn8LcAKZe+t1uJ9zCN556/iunC8UgYWCwM7D22Tmby3fjl8r99N43zkPM3fn9QzrufGIpSabHjXrgiWBmT+lsT9cMocDFJG7t4aH+k7tbD/EcyUC2w8COw9/kw3t0aywxq454+BtwwPN3X4v5hKcRyw32cvsQT2LAht/72n1EwIDXeTvrVdfW9xmC/ddicD2g8AAAKBIEBgAABQJAgMAgCJBYAAAUCQIDAAAigSBAQBAkSAwAAAoEgQGAABFkkdg9Tqbd9jk09EFHI9ABj0ZUkTI0ji7EJcm5OCrSwACeBIErtwILFUEMujJgMBEpQkpffQkQPYACMxBwaBJBj0ZEJioNCGlj54EyB4AgTkoGDTJoCcDAhOVJqT00ZMA2QMgMAcFgyYZ9GRAYKLShJQ+ehIgewAE5qBg0CSDngwITFSakNJHTwJkD4DAHBQMmmTQkwGBiUoTUvroSYDsARCYg4JBkwx6MiAwUWlCSh89CZA9AAJzUDBokkFPBgQmKk1I6aMnAbIHQGAOCgZNMujJgMBEpQkpffQkQPYACMxBwaBJBj0ZEJioNCGlj54EyB4AgTkoGDTJoCcDAhOVJqT00ZMA2QMgMAcFgyYZ9GRAYKLShJQ+ehIgewAE5qBg0CSDngwITFSakNJHTwJkD4DAHBQMmmTQkwGBiUoTUvroSYDsARCYg4JBkwx6MiAwUWlCSh89CZA9AAJzUDBokkFPBgQmKk1I6aMnAbIHQGAOCgZNMujJgMBEpQkpffQkQPYACMxBwaBJBj0ZHltgn1bZuj05BCCAJ0Hgyo3AUkUgg54Mjy0wcWlCSv/4T4DsAdgCc1AwaJJBTwYEJipNSOmjJwGyB0BgDgoGTTLoyYDARKUJKX30JED2AAjMQcGgSQY9GRCYqDQhpY+eBMgeAIE5KBg0yaAnAwITlSak9NGTANkDIDAHBYMmGfRkQGCi0oSUPnoSIHsABOagYNAkg54MCExUmpDSR08CZA+AwBzkr2dVVe1/xwjNn+PFczI4XEMeGjIgMFFpQkofPZcChHf/VV+B0wIgMIedAquqYaV9bf+sjhhMwcBNhnQRsjTOLsSlCSl99FwWWGj3X/UVOC0AAnMQv56DrzqP9X9VCOwaGRCYqDQhpY+eCCx7AATmsEtgd2/VhroQ2GUyIDBRaUJKHz0RWPYACMxhn8AqU2CD1M7L4HINeWjIgMBEpQkpffREYNkDIDCHnQKrJ4G99lefmMHlGvLQkAGBiUoTUvroicCyB0BgDjsEVk8Cu//nFYFdKAMCE5UmpPTRE4FlD6BGYB+fvu3/+vx059uFu4mrkSJ8PY0ph/3OQwR2pQwITFSakNJHTwSWPYAWgX15Pzjrw1PL13/13k9cjZSDApsiHDCYgoGbDOkiRG2cpIhLE1L66InAsgdQIrDffhw2uj4+PX3X+uybn313FFcjJaLAdhtMwcBNhnQRYjZOWsSlCSl99ERg2QMoEdjHYa/hr983/moN9oPvjuJqpOwXWI3ArpcBgYlKE1L66InAsgfQIbBfv//6v3YC+zzsO/zg/xpMXI0UucCa//YXrAjj5ETx7kQFAzcZ0kWI2DiJEZcmpPTRE4FlD6BDYB+efuiF9WHYdfjR/y2YuBopYoEtRphm1yOwYjMgMFFpQkofPRFY9gAqBPb5Lq9OYL/9OGx4fX766ifPXcXVSEkhMOneRAUDNxnSRYjXOKkRlyak9NFzIYCg4S/6CpwXQIPAfv3+7qpRYN91V355PwrsySDak0aiWn4Z2h81vw6/bgYoDunQIaX00ROBZQ+gQWAfGml1AhvmcFxMYGt3A9CKdOiQUvroicCyB1AgsM/t115zgXmnIYqrkRJ3F+KwKst2IirYdUaGdBFiNU56xKUJ0TB6HjniwIrAApeq4RUoOkB+gf32Y7uptbIFZiKuRkrI62msnSsCqw2BydpEwcBNhnQRIjXOCYhLE6Jh9EwlsLDFangFig6QX2Afh+mHi9+BmYirkbL4evqttSawGoEVnwGBiUoTomH0RGBFB8gusC/vu+ny81mIyqbROwedH69diYDAis+AwESlCdEwesYU2NjsCOysANkF9tGYofHNz+bvwLzHkhJXIyVUYIteQmBXyoDARKUJ0TB6RhRYZQksaLkaXoGiA2gTmN4jcfgE5ltLzQgIrPQMCExUmhAFo+eBI74tCaxCYOcFyC6wgQ/Kj4U4rJNVNa2f3rXUijDeAYGVmQGBiUoTomD0RGBlB9AmMLVHo5+k1V6qwwRWI7CyMyAwUWlCFIyekQVm7qMJWbKCV6DsAOoEpvV8YO5a2QssNAICKzMDAhOVJkTB6JlUYNuLVvAKlB1An8AUnpHZ3n04XIfAHiADAhOVJkTB6BlbYJXpLwSWPIAagQUirkaKQGD+NXRJYII+UTBwkyFdhCyNswtxaUIUjJ5pBBY8EVHBK1B2AATmsC6w2hFYeAQEVmQGBCYqTYiC0TOawAZr1eZcr4AAh7jEWxA7QeDK/WgCqxHYA2ZAYKLShCgYPVMIrEZgpwVAYA5rAqstgS2soAjsShkQmKg0IQpGTwRWdgAE5rAqsNqcF7+wfiKwK2VAYKLShCgYPSMKrDIEFno4KQWvQNkBEJjDlsDWrluLgMCKzIDARKUJUTB6RhdYhcDODIDAHBAYGRJHyNI4uxCXJkTB6InAyg6AwBwEAqsR2OUzIDBRaUIUjJ4IrOwACMxBIjBJBARWZAYEJipNiILRE4GVHQCBOSAwMiSOkKVxdiEuTYiC0TOywGoEdm4ABObgF1g9312IwB4hAwITlSZEwegZS2CDrxDYuQEQmMOSwIJBYFfKgMBEpQlRMHomENh0GYElD4DAHBAYGRJHyNI4uxCXJkTB6BlfYMZlBJY8AAJzQGBkSBwhS+PsQlyaEAWjJwIrOwACc0BgZEgcIUvj7EJcmhAFo2c6gQUtWsErUHYABOaQTmDhC1EwcJMhXYQsjbMLcWlCFIyesQU2XQ4YN6pKwStQdgAE5uB5PWXrOAK7UgYEJipNiILRM7PADjy5E2AnCt6C2AkCV+5HEphkAQjsShkQmKg0IQpGz2o8/O6xAAgsTwAE5pBKYJKlKBi4yZAuQpbG2YW4NCGZR89mD17gZIvNAAgsTwAE5jB/PYVrGQK7UgYEJipNSHaBVREFNu/wreUeeOZ5gJ0gsHMRVyMFgZEhcYQsjdPx249PI9/83Fzzufnz24W7i0sTci2BeZa/+fwIDIGtVyMFgZEhcYQsjdMxE9iH7u+v/+q9u7g0IZcX2PqCEdjxAAjMAYGRIXGELI3j8PHpq5/af56+e3398r7fHHMRlyZEjcB2egSBZQ+AwBx8AhMtAIFdKcNFBXZX1l1cr79+3/7TXPzBdzdxaUIQGAJDYOvVSDlNYCuLVTBwkyFdhCyNY/Oh2+T6POw7/OD/GkxcmpCLC2zrizEEdjwAAnM4R2DrPz5RMHCTIV2ELI1j8fmp2+L6MOw6/Oj/FkxcmpDHFFhl/InAENh6NVLOEtjauqtg4CZDughZGsfktx87cd3/7Te8PndfibmISxPy2AI7Mn1kHmAnCOxcxNVIOVFgi8tVMHCTIV2ELI1jMmyA3QX2XXfNl/ejwJ4MMuU7i3sLvvYCi7CswCunJ4vzxLATBCaLgMBKzHBJgQ17Doc5HAgMgT0eCEwWAYGVmOGKAhvnHJoC805DFJcmhF2I7EJkF+J6NVISCsyYuIHACslwRYGNMza8W2Am4tKEZB09uxbsHSZucyeA/9HzmceVLbD9xxF2A+wFgZ2LuBopyQRmfeBCYIVkuKDApqkb3u/ATMSlCXlAgQ19X41Pf4TC34IIARCYAwIjQ+IIWRpn4r7d1e8uNGchPt40+lMEZl/vE9ghgxX+FkQIgMAcThPYynIVDNxkSBchS+NMGLIyfgfmPZaUuDQhCAyBIbD1aqQkFljvLQRWSIYLCsyQ1UMfiUOBwA6fEazwtyBCAATmkFpgFQIrKcMFBWbI6qGPhTi2IwIrOAACc5i9ntI1bDnCJLCNjlEwcJMhXYQsjTMyzdx4feyj0asQ2Ketp12/vfC3IEIABObgvJ7yT0jbAhu3wgIzyLmGPDRkuJ7ApjkcDQ98PrDRXekE5g4fCCx6AATmcKbAlhatYOAmQ7oIWRpnxBbYA5+ROYvAxrsisDgBEJgDAiND4ghZGmcX4tKEPJjAzL4PFNjG+FP4WxAhAAJzSCiwdi2vagRWUAYEJipNyCMIrLIu1QgsbgAE5pBSYOMih70IYRnkXEMeGjIgMFFpQvQIbN8xMXYJzHxSBIbANqqRgsDIkDhClsbZhbg0IYoEJm/0GoEpCIDAHBAYGRJHyNI4uxCXJuShBGZNQERgkQIgMIeZwKQLCBLY+rIVDNxkSBchS+PsQlyakMsIbOnRUoHNFoPA5AkCV24EtjcCAisnAwITlSbk8gKrZQKbLWYrV+FvQYQACMzBfj13rNbhERCY/gwITFSakOsLrPYIrEZg8QIgMIdTBbawcAUDNxnSRcjSOLsQlyZEl8DkBjMEtvws09MZAqv6A9EjMAS2Xo0UBEaGxBGyNM4uxKUJyTl6Vt2Pv9ILrBr/cP5sLq0KbDtY2W9BjAAIzAGBkSFxhCyNswtxaUIeQGC1aa3pqYe/LYG5GcZ02wF2g8DORVyNFFdg4gUgsCtlQGCi0oToENj+L8EQWPYACMwBgZEhcYQsjbMLcWlC1Ahs88umjQAygdUrApv98BmBSRMErtwI7HCEpVVTwcBNhnQRsjTOLsSlCXkggVUILEkABOaAwMiQOELMfvjlT9UCbyIsXVyaEASGwBDYejVSEBgZEkeI2Q/LAquq3/3L0aWLSxOSafRs226wQ51XYO4PxcwYQ04EJkoQuHIjsOMREJj2DCULrKreHVy6uDQhGQU2bHudJ7B6SWDG3A5bV6PAFpde7FsQLcDVBLZjLbQZXs+qmv4rAoFdKUPZAjtqMHFpQq4isLXHTptRCCxBgOsJ7KDButdzWGmSC8y7/GwDtxFHgTw0ZNAusNfXl2Zd/cPf+ku35lL79dc//mhevw9xaUKUCaz/PkweYHXUGZ9NKrBxDEJgogSBK7dagR1zWPt6jktBYKdnMFCQQb3AGn+9da/oJnA8H94EE5cmJJvAKktgdX1MYOsjjmcmhldg1YLA1hZf7FsQLQACcxg/9OxdUsECq1YE5ku6+vogsKUIMfuh2YXoSOplmL7xzz8fnYsoLk2IOoEJT8ycVGCVcctGgAMgsHPZqmYSzz6NmY9HYAu3rV13NIMJAtvk2eOo23Ddy9F9iOLShBQvsHEn3+qzze+BwGIFuKrA9uqnX4n6P/c4sFSBTYV7MyCwaBEitkOzkTXbS/iPP/beuv/x+78cWby4NCEXENg4I3/t2ZaHkk/TMFM5sRDYzgSBK7degdWen1SEYj5q3zacToFt9ebQPYsZEFi0CBHb4Zc/eX7tNXoLgfnxCGzUzD6BbTzbpsCqcR7k5C4EtjNB4MqtVWD1YYFNf4sfXisW2OrLMdto9QjM3Quyvo2KwJYiRGwHBLaHdYEJuj6GwIwv3IeFuUkQmChB4MqtVmANhQhs4Sm0CsxawtYrjMCWIkRsB+88jefhq69nvgPzgsCsAEfIHuCiAqvF62I9ny50IYFt2cZqIW8GdwlDk4VnkIPANml+9+V8Cdb8AKyVWjNDkVmIHiILbOsha633qTY+bS8LbNnTYi0AACAASURBVOnhxb4F0QKkFtg//3xsJ4bLVjXWbuPwjbBhPayqT/UubRkRChZYvSiw2SYtAtsdIWY/tD9jnv0OrN2t2B6kg9+BefAJzPoMFyoxBJY9QGqBNe0UU2Fb1UxvevsfocDu/5w7aPrz5RFYvS6w5iVFYDEixOuG1/7QG9OG1nix2bl4uPXEpQnRJDBzL/ryam3fEi6wpduWBWY8CoGJEgSu3EECa9vo6CFFTTaqcd5qicCqawts/bWo2rkvywLrH+t+B4bA9kSI2A6DqGyaL766gyRyLEQfpsDsq1MJbPE2n8AmNhdQ7FsQLUBigTVtFHUf4kY1zju9PsRadxxWmZMHTT0Cc+KsCGzss9V9LQhsKULEdmi4uf6aDoX4duuxG4hLE3IVgW0/3RIIDIGZzN9pgcDa/Y6XFdjqS2EKzHffUWBTi9UIbGeEiO3QYh+Rvm+3w0fhaBCXJgSBGQKrZwJbeFYzQKlvQbQAqb8D88ySOsRGNX6BrW58dHca73FpgW325bhHxC+w4bZquhyeQQ4CC6Xd3qoi9xoC8z3UChBNYPW2wHxLKfYtiBYgtcCazjp+ZtiJjWq8ArNXBu+jLi6wcftp6WVYE5i1H3b6itl6XECGHSCwzIhLE5JPYOMuhdnV8QW2dodeYMa+j/FDorsABBaYIHDlDvwdWDvPN57CNqrxCcz5NON/1CMIbOWjoExgNQI7EiFWL6RHXJqQ7AL75BPY2hfnyQTW3bGuEdjhBIErd+gPmb3njN39vZi4mq01srvPdAcEZhvfefnGj6gIbHeEnat+BsSlCckvsPnV5wvMuR2BHUwQuHKHCWzhlOe7BfZpnfkd2qe7/3ftUZt3kLCZ0X3qBLgZ+mepFp9tuKH5d3yThsdUxuOGC5tLFL4OaVCQwRNh56qfAenQIUWpwFZ22OwS2AqeV8AjMGsfkRWg1LcgWoDSBCauJmQLrGYLzN0CM6dtmA3d3uQ8ICzDDtgCy4y4NCEaBbb+lTkCUxbg8gJb3vy27oLAxn99AjPuaC8Egckj7Fz1F3mO2F824tKEaBPYKA+JwI74y/sK9HMRfdFcin0LogVI/x1YXMTVdKytZPanqCsKbNLTtsDcI7G5e1TmnRWWYQ8ILACPvhDYOssCqzcEVp0hsDGMdQmBhSYIXLkRmCzC0pN7rjxdYNMNo7yqfsvVFdi8s8Iy7AGBbeP1FwJbJarAVjbXAkBgCGy9mo61tawfqvtLpwvMkyxyhsoQmP9lsGcZugJbuq+17I0Mu0Bgm4y/YEZg4SwIrJYKzPPxTopIYPMnKvYtiBYAgTk3XURgtpJiCsw53QwCE0eI2Q/tBtixk36tIC5NiDKBtbchMAnZAzyIwFZ2dTm3XFlgix73C6zyC2zpobMMssweENgW0c/2YCMuTYhCgfW3Lz9ytpw0AnOfF4EFJwhcuY8I7PnEWYgdDyawyi+wpZfBnmbY/v+TsR22BgITRzjQOC7HT7q8irg0IXoFtvllcT35C4FlDHCCwHy76fUIzF0triYwu8UWG9MM1N7rUx3WnQhMHGHnqu+jEVi6DTAE5rnFXQwCyxogucB8J9zLIrCQVbK+kMC833t1f8+/1rIFVosEtnAPBLYUYeeqv9RdCExKsQKbPVOxb0G0AMkFNjvdXh6BrXz9c3mBWU83/de91r4/AksWYeeqv9ReCEwKAhMHWCJ7gNQC80/z3T/LV1zNwMKqNrvuegKzn25+3ZrA6u3mXOpgBLYUYe+67+OF78DkTENBOQLzP1Oxb0G0AKkF1kzzbU6m8sufunOqtIeWOtBy4moGvCuA56qzB03lAtsGgUkj7F/7Pdyinm7PQVyaEASGwHQLrNlH321u3arqbXtVs022f6+HuJoB7xpwYYENVkJg6iLsXvl93Dss0q+WPYgPtH8uewO0I8HG7Yu3mBdeq9UTMsRjEJh7fbFvQcoEgSt3sMA6bz2PG14vVfWHv+1ppwb5cNHj/biURB5qBOaR1bbA6umzKQIrQGDtR8NUChOXJqT0LbAmwFlbYN5nKvYtiBYg8RbYsOew3fAa2uzIF8/iagYqn8EQWD27bLY2AtMusNhne7ARlyakRIGZE3bbAAgsZ4DTBDb9deiLZ3E1A8Mq4NtdZpJBYLMQsQQ2//GIUGAhIDBphL3rvg8EJsf4HFuUwDzPVOpbEC/AmQIbtrvuf+7ehyiuZmAusNkOxZZCBTYupP0jUGCV++A9GfwvIwJbjrBz1feCwORsCmx5t6BPYEH7KZZAYLoFNv3Qcvo2rGm6TL8Du7LA+jVcILDxxkMCW/q8isCWIuxc9b0gMDnT/vXFAEvbYF6BHQGB6RbYNPmw+avfcZhFYLVXYPO7XUpgM0f393IE5vsMKciAwGQRdq76GRCXJkS1wHwrtXF18ycCyx7ghN+B9fsQn8fPhcZ8DjHiakasEb67wreK5hBYhKn8wxreLc0UmHO3eurCSFtgC98CILClCDtX/QyISxOCwBCYcoG1R+Jov/F6qYa9ibcD8+jF1ThYAvPdoWSBVfsEdljkCEwUYeeqnwFxaUIQGAJTLrD+WIjv+r31b/trzp+FOHJJgVVzgfVLdgVmfDGGwPJE2Lvun4+4NCGlCcy8+lSB1UOjOqlKfQviBUgusPZo9O1exOfxW5kDR78RVzPDGunnXEJg0yXf/UyBVUvn/EJgySLsXffPR1yakPIEVmcS2OzpO0p9C+IFSC6w6WhSxolV9h8MUVzNjGnvmvfmcgVm7DWcvhDz3G+8wbzzDASWLMLulf90xKUJKUxg1sc9BKYiQHqBNebq5myMBstxMN+RaTvQe/P5ApuP/3EE5tu0Mu+GwDJF2L/2T7Q75N8xjX4PCGxvgDnZA5whsIl2Sseho2eLq5mxZq/6GgKrVgVmaG7ltUBgySIcWP1HENj+AMUKrJ6lKvUtiBfgXIEdR1zNjFV9lSuwcddo11ndlQhMY4QYfYDA9gdAYLsDzMge4PEEtjBpYaB0gdUhArNEFmEyi28RCGwpQow+QGD7AwQIbK6K/spxXa8QmIoACMyhcIHVhsA8XnEENnwN5gGBJYuQpXF2IS5NCAJDYAhsvZo5ugRWuwK7X1rOsBB9cNFwYUNgwx/1QqM2ILBkEbI0zi7EpQnJJrD6iMCm36AgsOwBEJhDhkFTJDBv9mHP4XDpFYFFyoDAtktb7adVMo2eVf//YwK7LwKBZQ+QSmAL++YP76MXVyPlAgJby+AKbFHnCCxZhJ2rfgbCSjOGdSH5tsC2AoQI7Pz1C4GFJAhcuRFYrAjhAlvaXpILzNxg894RgSWLsHPVz0BYaVkF5vsOeR3z7gUKzIqVfQXPHgCBOTyKwLaGHASWLMLOVT8DYaXlE1i3NiOw0wLMyB4AgTnkGDStlRKB7cvgQ+fqsHPVP6W/bIJKqx5IYNMtCExHgAecxLGOeoH5ulUiMGNZa5kQWLIIMfpAmcCWPlltUK7AqkwCqxHYZoLAlRuBRYsQRWCmkcIEtpoJgSWLEKMPEFidUWCVLoHtnwaKwM5GXI2UbAKbJsGfI7CFyRsDCCxZhBh9gMDqpALz7qDILrDZj0YHge03GAI7F3E1UjIKbPhuav0IbYsCM4wUJLB1hAKbLxaBLUXI0ji7CCptENiOQTSKwITPXMUQWNWdKTbD+oXANhMErtwILFqEfQIzN6acFRiBxcqAwDZLe1CBtQFyCMzMNQpst8MQ2LmIq5GCwDoQWLIIMfthONdeGoJKGwUmH0MRGAJTKjCm0Qs4UWAb33xNILBkEXau+l5e4n3h5WGrtGH26x6RNJQoMLMLc6xfCGwrQeDKjcCiRTAFVm0KrDIfNftzbwYXBJYsws5V30d7kvN3ERdos1VaJ7DJYdIX5+Cru+t5ryewnS/+3gAW+TsMgdloF1itUWC+PZMIbCnCzlV/qc0S7kPcKi27wHaM3gjsYACL/B2GwGxKEtj8r/0ZXBBYsgg7V/2lNlMkMOkoisAQmFKBpUJcjRTlAqv9AjuewQWBJYsQsx9ulY5diPtG0bIEVqkU2N4PD7sDWOTvMARmo0Bg1bLA6n7AqGsEFoDO1SFmP/zjj1X1u3+JuUSTrdKGD1QXFJhnlUZgc/J3GAKz0SCwpVVxEljfueb1BzO4ILBkEaI2RDMNMZnCtkoz9wg8ksCGaxBY/g5DYDYFCmz+AAQWK4N6gfm/bT7pUFLWwHk5gbkLRWBz8ncYArPJLLDVVRGBCdG5OsTsh4XJUghs5UGHBTZeg8Dyd9g5AnseXuS3O9rIRFyNlDwCq8IFNgwU4/08D0BgsTIgsJXS7IHzbIFVAR3jf1hQgMqaMWU8UqXA9rz6OwNY5O+wEwRmN9mx/fXiaqSoENjCqjgT2Hj5eAYXBJYswpH13yWnwIZx07icQWC165mle08PCwpQDbs6rGv6J+xRJLAdr/7OABb5Oyy9wJ7d7nqzs50axNVIKURgxt2qanZ8KAQWK4N2gaVlozQdAqvPFtgEAsvfYckFdpt/PjxgMHE1UrILbGVnwKLAImRwQWDJIuxf+89mozRHYJ4RfgMEtuMVMF/yXmDu1WkDmOTvsNQCa6f5Vn/4W3epPXbbkZ9eiquRUpDAagS2gc7VYffKfzobpbkCCxGJBQJDYMoF1u6jt7a4mi2y/bvoxdVIQWAdCCxZhL3r/vlslJZbYGNAczfm4r3HP8IEVmsW2BCkFViNwJxrgggTWPMF2Nv5Vbs3wcTVSClHYNb0+8MZXBBYsgh71/3z2ShNkcA2t8WuLLDx6nMCmOTvsMQCu027Dwea3Yi7vwUTVyMly6DpE5hndfQJzLveIrBYGQoRWDtRqtmv8Y9/F/PQvhullSWwyr3vVgD3k6RKgVUIbH5NEEECa2Q129p6mUstGHE1UvQLrDYE5o4gBzI4ILBkEXau+osMU+kbgb1EPTr9RmnjXuyBXAKrvXZy7n1xgcmn0OwNYJK/w9IK7N5b8999/eOPnE7FZi6wyu2e4W79H8PeQ//+RgQWK0MBAht/ptI0VXMh3pERN0pTJ7CVrZAjAhuX7t4DgeXvMARmo0pg1fxu/R8ILASdq8POVX+B6WcqTVO1l6IZLKA0BHaICAIzrj8ngEn+DmMXoo0GgX2SCSxOBodIAtvVVPsyeNC5Ouxc9f0898YaPhW2l3e3l4O0tMwCW2qH/jbnj80A4+K0CaxeEtiOZkNg6zCJI4Tpy6xggfX/+FfaXAIz0yCwpQh7130f7fdfzUfEcbfGeE0EpKUhMCkITLnAFqbR7z6mr7gaKXkGTVNg9wx96yCwg+hcHfau+z7G36RM++Ubgx05WpuBuDTh2x1XYIs7JLp7HBKYf1oVAsvfYfyQ2aYkgc3mSR3KYIPAkkXYu+77uA3dZXyx/BxtH6K4tAsKrOtDXzsiMA0dllhg/kNJ7T+pirgaKVkF1q+DmwKbqyxCBhupwPrACGw7wu6Vf07z+bDbXWgI7MgkKRtxaWoFNt0gF1iFwBbJ32GpBcbBfEPwCWw+HHgFFi2DzR6BWeMHAluKsH/tnzHN8g0X2OenO9/6LzmIS4sjsLClIDBbYAsfZuMHMMnfYckFNjcYp1OZ4RFYvSaw2QlUImSwiSewXX21I4MHnavDgdXfRS6w3358avnqp/bih+7S13/d0W0JBRawmMorMG+CcQf9bOGXEtiuT4sIbJt7QxlwQksPjsBqn8AEuwgQmJnhCMoFNv1MJfQ7sI9PT9+9vn55//TNz7NLwm5TJLB+kkV0gY1bdf6NOwSWv8NOENircbSA/d9+dYirkaJDYN0mVvkCc69MmcGDztXhYAtYeCZxrP5M5dfvG2O1zvrBvSTtNqUCmz/2WgKrawS2miCwdUQCi4a4Gim5BGYK4NN4rXuflBlsEFiyCDH7oZkj5Uyjv1UrvwP78r7bd/jbj426Pg/7Dj/4vwYTl3ZVgS2sxQgsf4chMBsE1oHAkkWI2Q/tz1Sa3RqDwNp5vstfgdkC+zDsOvzo/xZMXFpqgRmTl7wC8z8WgcUOMJK/wxCYTaZBM0xgaTNYRBTY7qmICGyb7mcq73qB9QemXz4Qh7XT8G6xfsPr8zCpQ9JtKQW2/FXWdJd6JrB6SWDGEsMFVlc1Atsgf4chMBsE1iEWWO2cihOBLUWI2xHP1Yy1ab7dtI27x+7bXt1mWMOwYXbnyUAcpooyKlT99tV84ePV7h2m27wPNBboW/JmFvOpFdBE6eOYqRQlLIDgF2vqsAhHaJMPF0LyCWz6oviTcaV9l6QZLOQCq+cCqxBYcoH122AG6xOlPnduaja9hs2xmAKLMYb6BeZqaFFgm4/cEUajwGa+VpSwAIIP5itorm3kw4WQzAKryxTYsPumngmsRmDzq+LSH96mZ+MgHObvwEyBeachiksTrKMNa7sQZ0uyrm3/MgOMt3kiWJ+irNuD3t7hU5imXYh9HnYhpt2F6Nm9Md8MG1pq+EL5wLEBFLyej7kFtiKwel9j7cgwR+fqENhgEsafWm59QLw7q1FX03M/+LfATMSlnSOw4cMeAkNgKQVmfzIccX9keW8jU2BHjg2g4PU8ILBxqtRcYEvzq6JmsNjzOiCwoAiBDZaEj9PE+W9+9n4HZiIuDYEJQWB6BdbPiJq+Uh6ucAz25b15GIBDxwZQ8HomE5inpSNnsEBgySIENlgKbGWZsxBjTaPPLjDP2vYoAtvTaAhsiW77y9kj3+3qsGdJfTb3Fx47NoCC1zOVwHwtHTmDBQJLFiGwwVIw7TS8//WD+Tsw7+dFcWmxBOb7uDZpaElg46MXH+lGRGAIbImXuaoa2lkd1vdgH4eeajh2bAAFr2dMgdW2wDaO4Hs4gwUCSxYhsMH288uflo6FOG1ztTsNExyJI5nAKldgdajAKlNg9nLD3t6hOWc3ZFu/FgUm7jQEtkC7Aeb7QcqzuxPxg7n7/dixARS8nnsjhAgsdQaTSALrr9+nMAS2yS9/mk87vK0czNf4Duz+R/RjIQqHUP+r6/eFK7B6r8C2A3giITA/+TsslcBe5l92dTRmM49I/+v3X/8/3w/zDg8eG0DB63kkwqLAZDsQEZiZ4RiFCmxxLn0/C7GZKtWoK/bR6IVb20sC8y3I2JE3dINAYPUxgdWPILA9TZq/w1IJ7NndUzjSqM2Y7XvvnmneYfxjA5RE02nOFeP17k1Kmf28tPunjPAF4hFYM1dq7WCIfSd1fRb5fGAaBOZ9JALbDrDnY+Z1Bbb8MbBpMGPf4ud+/ny78zD+sQFK4hICq6xLw5VFhC8J308sJ5bPB9ZudRnGintG5ogCqx0hTQIb90c8ssAqBLaUILCD1oekZkfhQhc5Nw175e8bXz8cPTaAgtfzUIR+noa7C7EqZBdiwxiTXYhLEQIbbJ3hNyl+jh7wpkdc2nGBTWu6+QVwPe6fRmANCGwlQeDKvS4wZzPLYmHjrJkJdfDYAApez6jyuJDA9hhMwXuhVmDzQyAabBxOKhhxaekFNjTD6QLzVZZv/VoUmLTPEJifHQL7ePzYAApezzQCE66aSgRWIbB0Als4zk3D2tHoRYhLiyuw6Y9agcA8aBSYsNEQmJ/9AjtybAAFr2d0gVUVAtuLztUhsMGC8M1CjIe4tNgCG779qhGYTf8aIDBlAjt4bAAFrycCmzIMfyMw56p4IDDjcQsRriywCoFlFti00/BD88ejHonDn+EiAts7i0PBe4HARKWlEtgkoEMCq6rrCWx27e4ACMwgfAts2NT69XvzFEWPdizEhQzDnCvhwKBNYML4RzOM6FwdAhtMAeLS4ghs+ksksKUIjyOwHZ8UjQ/LCMwgXGB3VTXbWsO3Xw96NPqFDJPA8mWQgcA2IwQ2mALEpcUU2PBnhcDmILDlBIErd7TvwPpznA+7DB/zfGALGcQ7DxNkkIHANiMENpiY9jjZaz9hFiMu7TyBzQKsCaxGYJsBEJiFZBJHd0rmcY/hQ56ReSEDAjuEztUhsMFCeJ4OKzoemiPaJHq9AqulAqsvKjB3bEBgdb5ZiEGIq5GiYNC8psB2dIeC90K1wJpNrkFgxqGl4m2EiUs7LDBzGEVgy0zv9uzqnQEQmMX6kW4QWGCGSwlMXIaC90KxwPpfMndHzO7OFBt7G0xcWlSB1b24bIHVOwXW2+v6ApO1GQLzg8CiZChRYNWYAYGlFNitmgTWyeyd8UcUxKVFEZh1ab6zDIHViwKr3QLDA/iWtk3+DkNgNgoGzaIFViOwrQg7V32Hl0lf/YXu79kJYw8gLk2JwNzNkuGf6wtM/G2zKbAd31Tn7zAEZqNg0ERgRzMM6Fwddq76NvYZz2/TBfeEsUcQlxZZYPUosMr2k0dgdZDAKgS2EACBnYK4GikKBk0EdjTDgM7VIUojNF96jRtazcfFUVrOCWOPIC4tvsDmI/WSwMwH+SJdSmC18e2gcwMCCwOBpYpgCWzXyI/AxgwHUSsw64znM5tFmsYhLi2FwGpHPAisB4H5EwSu3AgsVQQEdjTDgM7VIUojWL9FeTZ3J66cS1aKuLQkAvPMTURgNQJbShC4ckcQ2P2Do3Rfh7gaKQoGzdIF1gVGYEsRjjeOa6mbuTl26HeWNuLSzhLYSoB5hlFg82ZCYI7ArOkyAeTvMARmo2DQdAVWX0Vg0joUvBdaBWbtJ7S+AitdYO7lqv9nt8CGSwhsNQACk4PAtjLs2nBBYAM6V4fjjeMIzPoKLLPARAOoQGC+SYYIDIEhMAcFg+YVBbarEgXvRRECe6msaRvXFJh71WIABLYrAAKTg8C2MlxHYHt+DqDgvShCYM1XYFMj5Z3EoUNgzm/JhmsR2HIABCYHgW1lKFpg7gdhBDZcdRzTUs5Pl5sdivmm0UcW2DgDw7xqPQAC2xUAgclBYFsZLiSw+fTmdBkGdK4Oxxvntd3qGqTlfAX2XOX8IXNsga3NYEJgkQVWIzARCGwrAwI7hM7V4XjjvFrH27B+BeZOSTyEuLQ6vsDEAR5GYP7RYafA+kUhMAkIbCvDpQQm/p2kgvdCrcAmT7WHHbV+BZbzYL4ITMSxAN7RQdZlk8BqBCYFgW1l2OcvHQKbR0dg/VUxaM+m8q4/E5j9m+acp1PRIDB39tDw7+UE5pXNboH1/yCwYBDYVoZSBVYhsOUIxxunwTrfw2Cs7rzM0U7JLC6tPigw2eq+KrBxSVcWmC8AAgsDgaWK8KgCm92s4L3QK7D+hGAtfRf1p7iM9COwVwS2O0AwOgRWVQhsDwhsKwMCO4TO1eF444ztY/mrF1g8fxUsMKNxENhmAAS2DwS2laFsgc1v2nhkrAwDOleH440z8GLvMGwFFuknYC3i0mqZgxCYNoENX2GHLiT7K4DAHBQMmrbAsmcQgsC2IhxvnAVu0X4A1iMurUGXwCZlIbDFAD6BhS0l+yuAwBwUDJpmhl3+QmA9OleH441zFuLSGhCYAJ0Cm71OogAyENh6NVIUDJplZ1gR2EZvITBtiEtrmO27WyatwKrhT+tKBDYPUM1fJQQWAAK7YAYEthXheOMEsqO/bMSlNRhD4daLg8DOFpi3xyoEtg8EdsEMuwU27xkFrwMCE5XWgMAEIDAEtl6NFAWDZtkZENhWhOONEwgCQ2BbNyKwAyCwC2ZAYFsRjjdOIA8ssBqBeQkQWI3AQkFgF8xQ9VOaENhShOONE0iJAtt6SEAAy1UIbP1GBHYABHbBDFXfAghsKcLxxgkkq8BCxkD71TUmc4eBwHYIzLl1FNj0aAQWCgK7YoZVga20BQKLTU6BeQdB9xpXYLI9iAgMgSEwFwWDZvkZVgS23BcILDYIzHzKqt83sBxATPb1K4nA6ir8rcj+CmQV2A7E1UhRMGiWn2GvwDzNdQidq8NpzYLAENjsxg2BLd4xPICMMgT2PKxSR4/VJq5GioJBs/wMSwJbbQsEFptcAqusiezzm8bLOQRm3fERBTZ/BbyvOwIbsU69158HfS/iaqQoGDTLz7AosLW2QGCxyS+wynvTeHkusLAXdT3ANJGotj4ydc9u3fGaAlv/ohmBdQQL7LlyOHLCB3E1UhQMmuVnQGBrEQ6s/jLyCszzhrobQTOBhb2mGwGMCHOB2SAwBLbFzfXXIYOJq5GiYNAsP8NugUX9fKx1ddi/9gvRKrDxagSGwLQLrDvx+XDSvX/+ub34blc7NYirkaJg0Cw/g3f/UX/L+oPiZWjQuTrsXvmlPLbAagTmvXHWY/5eRWAt7fdf1hZXs0W2/6zn4mqkKBg0y8+AwNYi7F33xWQW2HwoXRPY0hojD+AIzLnWAoF9WnoAAmtpvgB7O79q9yaYuBopCgbN8jMs+mtdYJHniGldHfau+2JyC2w2NJ4nsPG/Dy4w70cIJwACW+E27T4caHYj7v4WTFyNFAWDZvkZ9gisQmCxOSywT6ss3d69+/1fnlvca43b1p8wNMCn4dk/WcsUL39/gLPwBjDLdEv2vchL78fuAKcyTxC4cgcJrJHVbGvrZS61YOTDhRAFg2b5GTwyGm9ZfszsVgWvw2MLTFxai/HxxbMFZn62Sb0FZi/zQbbAzO3PwC0w36LZAmv45U+e333d+2r3l2DiaqQoGDTLz9B0yetCWyz1xZLApKOaic7VYeeqL0ebwIYdiB6BLX9ruiNA/2uvxxVYZfx3dpt91aellkRgDQjsITO0AvNmEAtMPKqZ6Fwddq76cvQJzN67bMtF/k5vBJxJEYHNv2hGYKuwC/EhM8QV2H6D6Vwddq76cvQLrPI8JpytgAgsTGDeRSOwFiZxPGIGBLYWYe+6LwaB2ctEYPMmQ2DrLEyj391X4mqkFC8PDRl2CKxCYNEpTWCS13UtwNJCERgCm+CHzKkilJ9hWWCLfYHA4qNMYNOQOt46TLZAYDEDILAQjhxKan9biauRUrw8NGTYLzCnuRDYETIJrJYJrBreegQWKYD1ss5usV8TBLYFB/N9vAwHnfwFbQAAIABJREFUBGY3FwLLiri0HrnAdr3NCCxAYLNXIFhgIW9I9lcgvcDmBuN0KpfPsCawlQ98CGwn0U4YayMurcf4lst37Vxg7cAqeFW3AoxPs7HyXFVg1XGBhW2CZX8FThBYsyfDgBNaPnQGocB2fTeylUFACQKLecJYG3FpPbsEJgeBIbAzBPYa8ROiuBopV5aHhgwygc0HN9FQp3N1ONgCLlFPGGsjLq1nLrB+N2FtXY3AEFghAouGuBopV5aHigxbAjNuHgTm/xh/IEM4+gUW9ztmG3FpPQgslFQCG/fLIrAlEFiqCNfOsDrpaUFgxpUIzCbyCWNtxKX1KBFYjcAQ2CIILFWEa2dYn7WLwGTE/p2ljbi0Hi0C2xyFH0Rg1guPwDoOCOyXP3EsxIfNIBaY+SlSONbpXB32N86c2CeMtRGX1mMIzPjDL7D5XuJgENgegc17zL9sBNZw/4Q4+zjoOT5iMOJqpFxaHhoyILCdq76X2McatRGX1mN6a3pfXYGNQ6xsszokgJFk9WYEhsDWWRAYp1N52AzrAquXBDaNeYLBTufqsHPV9xH9bA824tJ6vAIz3jhDYBUCix/AFlhVzz85GAEQ2BoegTW77RHYw2YIElj330/G3EQE5iP6+fZsxKX1SAUWNlgKAhhJVm++qMBqW2BV5XYXAtsU2OzXKRbsQnzYDJsCq2q/wHZ84a9zddi56vsoVmDDm5laYBtcXGCVI7AKgU1sCMw+PIALp1N52AwhAhtHNUtgFQJz0b4LcfzLeePc93Uf2d9etQEQ2DZbuxBfVvzF6VQeN4M7FW127Uxg7i59BDahfBKHOTkHgZ0XYLDXosDGFx2BLdH/ptIHR6N/4AwHBDa25dEM4WgXWOwTxtqIS+tZEJh5h+P6UvD2qg1gCMx87Wd7dhHYFr5ZiEcQVyPl0vJQkcE33zBcYKLvS3SuDhHbQfsPmRFYpgAIbBMElirCxTMECqyyGm/80h+B2UQ+YayNuLQB21X1osBqBJYmwLbAKmuilHcRRwIEg8DWq5FybXloyBAqsMpsPAS2hMaD+ZoMAqsR2IkBggRW1QjsEDtOeS6uRsq15aEhw7rAagQmJOoJY23EpXkYBeZc2byZnxBYogDmLozpcwICM0BgqSJcPMOmwKplgc0etzNDMAUILOoJY23EpXkYB1H7SgSWNMAosBqBLYDAUkW4eIYNgVlf8E8NVyOwFaKdMNZGXJqHYVehcyUCSxrAFFg9foCwPiYisMMgsEfMcFxgwWOeztXheOOchbg0DwsCqxBYygCWwGoE5gGBpYpw8QxBAqtNf9kCE2yC6VwdjjfOWYhL84DAcgSohq+Sx8vTf/vbe4EtvgMIbBME9ogZhuFMIDC7/8IHPZ2rw/HGOQtxaR4QWJYAGwIb+2tZYEEGy/4KIDCHa8tDQ4YwgdUegfkv7ckQTJECO3DCWBtxaR4QWJYAjsCGy8btCOwwOwT2aZ3NO6RHQQTdGaqq+d+n7j/GldOfVXNpuJt/CQcznIcnwvHGmYh9wlgb6dDhw/4207yyHbwO+Cv/6Kk4wFxgFQKzYAssVYSLZ5i2wIz51W5rNf8e+3p5NUMw2rfAYp8w1kZcmodFgdVX9kf2AK7A6gWBzd4aexH7A4SCwNarkXJteWjIYAqsWhHYcgchsJHYJ4y1EZfmAYFlCSAQ2Noi9gcIBYGtVyPl2vLQkGHcwqqM3RpmsyCwABKdMNZGXJqHJYE1/1zXH9kD+AVm3o7ADoPAHjHDpsA258sjsGQnjLURl+YBgWULECCwlT2ICGwTBPaIGWYCc3ZuTAJbyoDAXlOdMNZGXJoHz/uLwM4JgMDWQGCpIlw8Q2X0DgLbTZoTxtqIS/PgFVi9/gYHkv3tVR7AttP8EgI7CAJ7xAyWwKa/7XusZkBgI7FPV2QjLs1D//56b7u2P7IH2BBYjcAOgsAeMYNHYBUC2wkCO8TFAwQJbOXRhwMEgMDWq5FybXloyOAXmHOP1QwIbKQIgS3ednF/ZA+wKbC1DTAEtgkCe8QM/u9tnHusZkBgYezoLxtxaR4QWL4ACGwFBJYqwsUzbAusRmBRQGBbXDwAAlsBgaWKcPEMc3UhsDQgsC0uHgCBrYDAUkW4eAbPttdCGyGwY6gQ2Nq7dXF/ZA+AwFZAYKkiXDxDNfXO0D9CgQUbTOfqcLxxAkFgW1w8QIjA1h59OEAACGy9GinXloeGDAjsLBDYFlcPsC2wlQAIbAsE9ogZxu+9DHEhsBToENgKV/eHrgD2x0QEdqg1WhDYQ2Yw3LXeIwjsGAiMACauwJr/I7BzEVcj5eLyUJEBgZ0DAiOAyUxg6wEQ2ER79qLmkAH/+HfHjhsgrkbK1eWhIQMCOwcERoADARBYz3DqokZgLwfP9SCuRsrV5aEiAwI7Bb/APjw9PX391+HS5/ulp28XFiAuTYjm4ZsAAR2a/xU4QWDjuWMbczUXfvcvoQ+dI65GyuXloSTD6gTerQwhDw7IEMDlBPbl/dOT4awP3aVJaBbi0oRoHr4JsPYTzVMCBJFcYLfKFFh76YDBxNVIeQR5aMhwSGChm2A6V4fdK78Uj8B+/f7p6Yd2u+u75uLH9t+71L752bcAcWlCNA/fBEBgDc+9se7N1O47bC//4W+BTyJsKQWvZwny0JABgaXHI7CPT1/91Pz7ud3ouuus9djdYD/4FiAuTYjm4ZsACOy1//7rXddM3Zdf4zW7EFcj5RHkoSEDAkvPXGC//djvO7z/8cOgsddmT6L3azBxaUI0D98EGAS21mvZX4HUAnsebDUKrDXY7pOei6uR8gjy0JABgaVnLrBhk6tX1odh1+FH/7dg4tKEaB6+CYDAXtvvvN4MzTRMP3w+sA9RXI2UR5CHhgwILD1egfX7Cht3jdtj902xbs+ig7g0IZqHbwIgsG5r693QTIPAjD/FiKuR8gjy0JABgaXHuwvxu+GPVmD99tiX96PAngxOSwoKqar2P1WeQ1YkJ1Rg/ZRDBEYGk6MCCzKYztVh56ovxzuJo9tX+PnpLrBphyICgxkIDIGRYYljAgvcBNO5Ouxc9eV4BPblfbuzsPn5si0w7zREcWlCNO9AIwC7EF9f//lnzy5EvgMjAwI7Ad8PmT9321bf/P9LW2Am4tKEaB6+CTAcdPuRBeabxNFIjVmIj54BgaXHeyip5qfMd299XPoOzERcmhDNwzcBAs55mf8VSC2wl/k0+hu/AyMDAjuBtYP5NtPozVmITKMngIN1ztkcAYI444fMb18ngTXbXweO5yuuRsojyENDBgSWnhWBdRtfxu/AvMeSEpcmRPPwTYAqwGDZX4HUAms3wZotrk5g/YHpd2+AIbCrZEBg6fHOQuy2ubp9hhyJgwDLNyGwludqxu5vwBDYZTIgsCwMyuq2vTgWIgGWb0JgHS+uv46cZE9cjZRHkIeGDAgsJsEnjL0r626u33586ozF0egJsAgC62m/9ho5dD5LBHaZDMcEFmYwnavDkfXfh+iEscP5wMYjSnE+MAL4GeT18AJ7bffGH9/6ahBXI+Uh5HGBDAhsQHjC2Gbry9jg4ozMBFgAgSVAXI0U7QM3GToQWE/cE8baiEsTonn4JsAksOVey/4KIDAH7QM3GToQWEfkE8baiEsTonn4JgACS4C4GinaB24ydCCwltgnjLURlyZE8/BNAASWAHE1UrQP3GToQGAtsU8YayMuTYjm4ZsANQIbCZ7mu4W4GinaB24ydCCwltgnjLURlyZE9fBNgDqHwAJP9beSIHDlDheYaJrvBuJqpGgfuMnQEfI7MqWrw4HV3yX6CWNtxKUJ0T18EyCPwGQGSy8w4TTfdcTVSNE+cJOhA4E1RD/fno24NCG6h28CILDX2NN8xdVI0T5wk6EDgTUgMAIkDIDAok/zFVcjRfvATYYOBNYQ/YSxNuLShOgevgmAwKJP8xVXI0X7wE2GDgTWEvuEsTbi0oToHr4JgMCiT/MVVyNF+8BNhg4E1hL7hLE24tKE6B6+CYDAok/zFVcjRfvATYYOBNYS+4SxNuLShOgevgmAwKJP8xVXI0X7wE2GDgTWEfmEsTbi0oToHr4J0AlsrdceQGBxZ0mJq5GifeAmQwcC64l7wlgbcWlCdA/fBEBgCIwMaTIgsIGoJ4y1EZcmRPfwTYC+yR5YYNGn+YqrkaJ94CZDBwIbiXnCWBtxaUJ0D98EOFtgwzosefz5kzgOTfMVVyNF+8BNhg4EZhLthLE24tKE6B6+CVAjsNjTfMXVSNE+cJOhA4GdgLg0IcqHbwIgsNjTfMXVSNE+cJOhA4GdgLg0IcqHbwL0TfbAAos9zVdcjRTtAzcZOhDYCYhLE6J8+CbAOQIbF69RYJGn+YqrkaJ94CZDDwJLj7g0IcqHbwIgsNfI03zF1UhRP3CToeOIwMJ7pBCBRTthrI24NCHKh28CILCGmNN8xdVIUT9wk6EDgQ3EPGGsjbg0IcqHbwKcJbBqeDqVAnuNOM1XXI0U9QM3GToOCiywSQoQWNQTxtqISxOifPgmwGkCG55Hq8CiIa5GivqBmwwdCKwj7gljbcSlCVE+fBMAgcVGXI0U9QM3GToQWEvkE8baiEsTonz4JgACi424GinqB24ydCCwhtgnjLURlyZE+fBNgAwCC+vstQSBKzcCSxWBDCEZEFhD7BPG2ohLE6J8+CbAuQKr9Aps+KL58N55cTVS1A/cZOhAYA2xTxhrIy5NiPLhmwD1yQKrVQrM/iHYsd4SVyNF/cBNhg4E9prghLE24tKEaB++CdDx0AKzfwV2dCq9uBop6gduMnQMezf2ZLiSwOKeb89GXJqQMoZvApwnsFqdwIZfWZpwKCkyHM6weaDslQwILAxxaULKGL4JcKLAVp8tLEHgyh0osJu10dVvju3fBhNXI0X9wE2GDgT2muCEsTbi0oSUMXwTIK3AKs0Ca7//sib1PlecToUMxzMcE1iow5QLLPoJY23EpQkpY/gmwAML7DafefhyZBNMXI0U9QM3GToQ2NBMMU8YayMuTUgZwzcBHldg0y4Og9uBXRziaqSoH7jJ0NH/ZOTBBRb7hLE24tKElDF8E+BxBXbvr3kzHTlitrgaKeoHbjJ0HBRY4BHptQss9gljbcSlCSlj+CZAaoHVZQnsyCwpcTVS1A/cZOgY57TuyNA+6BoCi3zCWBtxaULKGL4J8LgC++efPQffuAuMXYhkOJgBgfVEPWGsjbg0IWUM3wRIKrBKs8Caz4ezfnp2PyN+ef/09PTtcOnzk3lJ1FL516jHkIeGDFWAwRYyVJcSWNQTxtqISxNSxvBNgAcWWHMmS2eP/DhxauDDU8vXf/VckrVU/jXqMeShIsMRgU3/PRQhgBME9hrxhLE24tKElDF8EyCxwMZdIgoF1urqzeoVH56++qndCvvm5/ulj09P302XhC2Vf416EHloyIDAkiMuTUgZwzcBzhWYzGCpBdbtoh+/87pZlxrurvqh+fdz67Ffv2/8NV0ra6n8a9SDyENDhggC256JiMBEpQkpY/gmwHKfXF5gvkMh2nvsP/bbWr/92Kjr87Qn0fs1mLgaKfoHbjJ09PY6KLCNXkFgotKElDF8EwCBLQvs//6x2+Tq+TDsOvzo/xZMXI0U/QM3GToQWHLEpQkpY/gmQEqBVYUL7P/63txXeN8M6ze8uj2KwpbKv0Y9iDw0ZEBgE9FOGGsjLk1IGcM3ARDYssD+z/df/XTXVj9x/rdxe+zL+1FgTwbCDoTr0q1A938kj7D+aReRKN2JxDxhrI106JBSxvBNgLQCG/6rUmCbfH76+l/ft24y53AgMNgiksBKV1jcE8baSIcOKWUM3wQ4S2DWVYHkF1inrvu219d/tQTmnYYorkaK/l1nZOjo9iBKdiH2ewyr8UD2PbsjBJB6F2LkE8baiEsTUsbwTYDlJkFgn4ffLLfu8m6BhbdU/jXqQeShIcM+gU2P6L9BWzeYeoFFPmGsjbg0IWUM3wRAYMt8fhqU1cyn934HZiKuRor+gZsMHXsFZuxqL19gsU8YayMuTUgZwzcBENgy067CXmDjLESm0ZNhjT0Cm458XRsnZClYYLFPGGvzaZWt25NDgLMC3FepVAG6JTf/HZ9j6ckCEwSu3JEE9uv3psDM34F5jyUlHy6E6B+4ydCxU2CGr8avwoZbpRECSCuw6CeMtRGXJqSM7Q8CLHfZ5bfAFqbRT/s4pm2u9tgbHImDDIEZjgtsXEz/rzhCAGkFFv2EsTbi0oSUMnwT4ASBVWUKbPzFcrcpxrEQyRCYYZfAfLvzryawIyeMtRGXJqSU4ZsACGxRYN38+eYfjkZPBkEGscCWRLX2VZhygUU/YayNuDQhpQzfBEgvsKpUgTUbXZwPjAziDAjsNfCEsbsRlyaklOGbAA8rMJfmW+fZx8P2HMzfWZc4IzMZENg2ISeM3Y+4NCGlDN8EOEVgW08WmCBw5d47C9G72z4YcTVS9A/cZOiIKbCqVIEFnDD2AOLShJQyfBMgtcDqcgR2bBe9uBop+gduMnSMAlte3f0Cmy9oOKyUNEIAqQW2ecLYI4hLE1LK8E0ABGZwO7CLQ1yNFP0DNxl65mv+eoZlgQ0mnC9Iu8C2Txh7ZOni0oSUMnwTAIEZvBzYxyGuRkoBAzcZTBAYAiNA6gAIzODlwE4OcTVSihm4ydARKrDhfn6BLS0IgYlKE1LK8E0ABGZw5EgB4mqkFDNwk6EjmsD6g/vuiLAGAluhlOGbAAjM4IbAyBAtw5LAmmuvL7C0iEsTUsrwTQAENtH8dIVdiGSIlCGqwGYLQ2Ci0oSUMnwTILnA6mp+VRCnC6yd6Lv7dA/iaqQUM3CTocd0jrEN5QhsctOiwHw/Z0ZgotKElDJ8EyC9wAKeLDBB4Mp95FBS8+O3xWmp/GvUg8lDQwa/wKpFgfkWYArMuhsCE5UmpJThmwAnC0ygsCwC23++PXE1UsoZuMnQYwmskgtsUuCwfoojLIPAVihl+CbAksEeU2AHzhcrrkZKQQM3GToCBba8Z8I4iigCMxGXJqSY4ZsAZwps9eg62wkCV+7dAjt0oDZxNVIKGrjJ0PHIAgs428MBxKUJKWb4JkACgVX9zy+XbgkjwzT6I4irkVLQwE2GjlCBbS9gMoAZQfSdsgsCW6GY4ZsAsQVWVQgsqBopBQ3cZOhw/TP8vVdgNQLrEZcmpJjhmwAZBBbWdwjMpqCBmwwdo288AjPctLaAaUlVf1jEKYLk4+AcBLZCMcM3ASILrEJggdVIKWjgJkPPqsAq+z4bC6qc3tEuMBfvCWN3Iy5NSDHDNwHiC8xtNfvW5afcTBC4ch8R2DOHkiJDvAzRBFYXL7CjJ4y1EZcmpJjhmwAIbOJIi4mrkVLSwE2GDt/PuNp/YwmsvSo8t8n50+gPnTDWRlyakGKGbwI8psCe25TO2StvR/bRi6uRUtLATYYO+0hQk8CqahRY4GbU1FXVGGFY6j6DZfgd2JETxtqISxNSzPBNgEcU2PPwidg8clRzKF8ERoaYGUxlRRNY94ASBXbkhLE24tKEFDN8E+ABBXabJkVNnwj7KxEYGeJlMJXl6MzxUcCSRuG1j/jkmVovIo/AIu1DFJcmpJjhmwDnCyywZ5MJ7Lky6LfBus2vIx8QxdVIKWngJkOHoazhkrHuGZMLA5dU2wIb5vzuMlgegTGNngBxAzycwLofqDRHPXwZlfU836MYt6Xyr1EPJw8NGYxpG7UrsF5AUv2MAqvKE9iRE8baiEsTUszwTYCFH1SKAhgPHTvK21WmwLbaLpXAXiZTNS5rOup2dPNrs6Xyr1EPJw8NGRIIrHYEtmMJHVlmIbILkQCRA5j7JvYGmB5ZSQS23nepBHarpqPONzJ71/vr4GfDjZco+xr1cPLQkGFJYLUhMOlzmwKrSxLYsRPG2ohLE1LM8E2ARxNYc0SA0VXNJtibdk/i4c7aeImyr1EPJw8NGbwCq48LrGoFNl4KnxllkFhgsU8YayMuTUgxwzcB4gusu6xZYNN+jPunwv/hj8c3v14RGBk8+AVW10cEVi8JTLikLAKLtAGGwAgwEE9g5kxhvQJrN7rGS/3sjQi/Ttl4ibKvUQ8nDw0ZkgisW8an2YKEi8ohsFj+QmAEGEBgcfpq4yXKvkY9nDw0ZJgLrDK9s09fjsDqYgQW6UfMDeLShBQzfBPgsQX2Eu1z4cZLlH2Nejh5aMgwE9jwZ5Ph2gJLi7g0IcUM3wQ4VWC1RoHFmdm78RJlX6MeTh4aMrgCGy0TTWD1OBVROo0Dga1QzPBNgJgCs/eVLN1Tm8Di7JjfeImyr1EPJw8NGWyB1XOB7Xt6U2D11HiyxSGwFYoZvgmAwOIcIHvjJcq+Rj2cPDRkQGCJEJcmpJjhmwCmwIwOEAts+KZ2uAKBbVQjpaSBmwwdWwLb+fTlCmz/CWNtxKUJKWb4JoAtsLEF0gmsQmC7KGngJkPHNOWwv5hEYHUpAot3TmZxaUKKGb4JIBWYr0sMgY1XILCNaqSUNHCToWNDYHufXr/A4p8w1kZcmpBihm8CyAU27xOPwBb0VFWj3BCYjJIGbjJ0eAQ2ZbiuwFKcMNZGXJqQYoZvAkQQWHtVmMCG+9YITEpJAzcZOpwVPaXAaj0CS3LCWBtxaUKKGb4JkFlgy02HwGxKGrjJ0HGewMZnCyaZwNKcMNZGXJqQYoZvAtjSeQyBrbD7E+LiC7zxegZT0sBNho5HFFiiE8baiEsTUszwTYChpywBLQfwqemAwJbu5k0QuHIjsFQRyCDMkExgdoOpEliiE8baiEsTUszwTYBcAhuVMd1i3xOB2ZQ0cJOhYy4wI0M8gdVjCwsWkkpgiU4YayMuTUgxwzcBogrMXKg/AALbS0kDNxk6VgVWxxPYdHX4QhIJLNUJY23EpQkpZvgmwKMJLBUbL3P2Nerh5KEhw7rAdrMgMNkmWEKBpThhrI24NCHFDN8E2COwan5d+/Mua6GrAqt8ArMXi8BsShq4ydBR2d/zniqwLZklEliqE8baiEsTUszwTQBHYFsd1uvHXYTTTxsCq6v5aWRnLYnAbEoauMnQU9n9ElVg/mfzX/BwosDi7j5sWH99sjcbAU4WmLFFtBHAN3Vwr8AsaSGwDYoauMnQsbSbPJnAPDMeFzhFYNsnjP389N30551v/Zcc1l+f7M1GgNMF5u7ROyqwpQAIbC9FDdxk6HA64wyBmXtU1hZymsBWTxj76/ejwD48tXz9V88lWbdlbzYCZBLYdodFFZj5MRGBbVDUwE2GDmetPk1g85accZrA1jbA7v4aBPax/evL+6dvfp5dEnZb9mYjQA6B1aECc78fjiSwGoGtUdTATYaOcwVWuwJbM9hpAls5VNtdUIPAhk2x+1U/uJek3Za92QhQmMDcPe6rAqsR2B6KGrjJ0JFFYEM/qhfYh6en//RfeoF9nvYdfuteknZb9mYjgDaBGbvWawTmY+Nlzr5GPZ48NGRII7DmByt+N1kCW59Jn19g982r7377sRfYh2Fn4cfGXfYlabdlbzYCIDAE5lDUwE2GjkQCW4zgCmxlI0yBwP7zz6+DwO7/9ptan5+++sm+JO627M1GgNIEViOwdbKvUY8nDw0Z8gnM8+w2+QXWYAisn8zx5X0rMONSf9cngxhJ4RLc17D2P/d/uv8t3au7qf2vc69+Cc41K083Lq6aHrby5EIQWKoIZJBmWFJIYoFVxQlsmk7fKMu+1N8VgYEHQ2CvCGw/G+MNAnvIDAhsh8CefrAvibste7MRIMsuxHrYx1F5dyFOd4iwC3Fqsekh7EJco6iBmwwdGQRW5xfYCu5RfQVbYOHdlr3ZCJBVYM3fM4HVSwKrqrnA6lCB1abAbBCYTVEDNxk6cghs+mq5IIEFfAcW3m3Zm40A5wrM/MxW7xPYXEBLHTY8BoHJKGrgJkMHAgsX2Djv8Ou/2pfE3Za92QjwcAKbdxoCsylq4CZDx9kCM7u0tmb5hkSI0Qc7BWb+8uv+h31J2m3Zm40A+QTWXTxBYOZlBLZNUQM3GToyC8zTVmsRMrTNKDCOxEGAXQGCBFZtCywwwNKew/kyEJhNUQM3GToyCWw6TkcxAuNYiATYF8ArsLsEzHW/m6Yx/DUTmCAAAttLUQM3GTpOF5h7iKliBMbR6AmwL0C4wEZ3zabMhwfwCWzSowkCsylq4CZDx/kCmwVYukWbwDgfGAF2BZj/ckQksMUOWdrHYT8KgYVS1MBNho7sAlvuT3UC44zMBNgTIFRg7n/Mm8QBEJiYogZuMnQgsDSs15y92QigVWDzGYcIrGPjVc6+Rj2ePDRkQGBpWK85e7MRAIEhMIeiBm4y9CCwJKzXnL3ZCJBdYBUCk7HxKmdfox5QHhoyILAkrNecvdkIkEtghsEQmIj1Fzn/GvWA8tCQQZPA7CAIbIVyhm8CrAhsOkpGbIHVtsDcI9E3IDCbsgZuMnQoEpiTBIGtUM7wTYCqPxWzQGCzjbMDAfonQmBblDVwk6EDgSVhvebszUaA0wVWG7JaFdjwmPHRCKxlo8zsa9QDykNDBgSWhPWaszcbAc4X2HhpUWDGPaMKzP3CrQeB2ZQ1cJOhA4ElYb3m7M1GAKUCqxyBVQv9KQhwFYF9WmfzDulREOHxMjQrd9YM09M7STwRsjTOLtbHlEcavgmAwKKwUWb2NeoBt340ZGALLAnrNWdvNgKcKjBrzRYL7GCA8elcEJhNWQM3GTr0CMxNgsBWKGf4JoCrj1FeCEzCRpnZ16gHlIeGDAoEVjl/LEfI0ji7WK85e7MRILfArMmBk7Ycga3tQURgG9VIKWvgJkOHJoFtRsjSOLtYrzl7sxFAicAqBBbKRpnZ16gHlIeGDAsNgsCOsV5z9mYjQEaB1WsCG+/if+iOAAgskLIGbjJ0ILAkrNecvdkIoEBgk1nme9EnsyGwno0ys69RDyiNrY8nAAAgAElEQVQPDRkQWBLWa87ebAR4LIF52xyB2ZQ1cJOhI7vAagS2g3KGbwL4BfYaILCFTSdZAAQWSFkDNxk61AhsFgSBrVDO8E2AhR14xpdgfoEt7vuTBUBggZQ1cJOhQ5HAtiNkaZxdrJecvdkIoFxgdTyB1QgsjLIGbjJ0ILAkrJecvdkIkF9grzUCk7BRZfY16gHloSGDFoHNcyCwFcoZvgngl9CGwGoE5rBRZfY16gHloSGDEoF5GhWBrVDO8E2AcIGZ5yRHYA4bVWZfox5QHhoyILAkrJecvdkIoFNgzqPiCcz3FAjMpqyBmwwdCCwJ6yVnbzYClCOwwwEQWBhlDdxk6EBgSVgvOXuzEUC9wJaPoCENsLQMBGZT1sBNhg4NAqsQmJRyhm8C7BTY1u+YEdhGNVLKGrjJ0IHAkrBecvZmI4AKgdXrAqtXbhIEQGBhlDVwk6Ejv8CW9pUgsBXKGb4JsCWw1c0sBDawUWX2NeoB5aEhAwJLwnrF2ZuNAAgMgTmUNXCToUOPwAIiZGmcXaxXnL3ZCIDAEJhDWQM3GToQWBLWK87ebATQIrD1M6YgsImNKrOvUQ8oDw0ZEFgS1ivO3mwEQGAIzKGsgZsMHWoEFhIhS+PsYr3i7M1GgFIEVh8X2JIEEZhNWQM3GTq0CCwoQpbG2cV6xdmbjQDFCCxKAO/VCMymrIGbDB0ILAnrFWdvNgJoEtjKVlakAN6rEZhNWQM3GToQWBLWK87ebARQJbDkAbxXIzCbsgZuMnQoEVhYhCyNs4v1irM3GwHUCGxtmka0AN6rEZhNWQM3GToQWBLWK87ebARAYAjMoayBmwwdKgTm/RIAga1QzvBNgA2B7fwGDIFtVSOlrIGbDB06BBYYIUvj7GK94uzNRgBFAjshgPdqBGZT1sBNhg4FAlsAga1QzvBNAAQWhY0is69RDygPDRkQWBLEpQkpZ/gmAAKLwkaR2deoB5SHhgwILAni0oSUM3wTAIFFYaPI7GvUA8pDQwYElgRxaULKGb4JgMCisFFk9jXqAeWhIQMCS4K4NCHlDN8EQGBR2Cgy+xr1gPLQkAGBJUFcmpByhm8CrB1oBoEFs1Fk9jXqAeWhIQMCS4K4NCHlDN8ECD5SWroA3qsRmE1ZAzcZOhBYEsSlCSln+CYAAovCRpHZ16gHlIeGDAgsCeLShJQzfBMg+Ehp6QJ4r0ZgNmUN3GToQGBJEJcmpJzhmwAILAobRWZfox5QHhoyILAkiEsTUs7wTQAEFoWNIrOvUQ8oDw0ZEFgSxKUJKWf4JgACi8JGkdnXqAeUh4YMCCwJ4tKElDN8EyB7hyGwIMoauMnQgcCSIC5NSDnDNwG0dhgCsylr4CZDBwJLgrg0IeUM3wTQ2mEIzKasgZsMHeEn40oWYQEEtkI5wzcBEFgUxNVIKWvgJkMHAkuCuDQh5QzfBEBgURBXI6WsgZsMHQgsCeLShJQzfBMAgUVBXI2UsgZuMnQgsCSISxNSzvBNAAQWBXE1UsoauMnQgcCSIC5NSDnDNwEQWBTE1Ugpa+AmQwcCS4K4NCHlDN8EQGBREFcjpayBmwwdCCwJ4tKElDN8EwCBRUFcjZSyBm4ydCCwJIhLE1LO8E0ABBYFcTVSyhq4ydCBwJIgLk1IOcM3ARBYFMTVSClr4CZDBwJLgrg0IeUM3wRAYFEQVyOlrIGbDB0ILAni0oSUM3wTAIFFQVyNlLIGbjJ0ILAkiEsTUs7wTQAEFgVxNVLKGrjJ0IHAkiAuTUg5wzcBEFgUxNVIKWvgJkMHAkuCuDQh5QzfBEBgURBXI6WsgZsMHQgsCeLShJQzfBMAgUVBXI2UsgZuMnQgsCSISxNSzvBNAAQWBXE1UsoauMnQgcCSIC5NSDnDNwEQWBTE1Ugpa+AmQwcCS4K4NCHlDN8EQGBREFcjpayBmwwdCCwJ4tKElDN8EwCBRUFcjZSyBm4y9CCwFIhLE1LO8E0Af4tlfwUQmENhAzcZ0mZAYKLShBQ0fBNAZwAE5qBg0CSDngwITFSakNJHTwJkD4DAHBQMmmTQkwGBiUoTUvroSYDsARCYg4JBkwx6MiAwUWlCSh89CZA9AAJzUDBokkFPBgQmKk1I6aMnAbIHQGAOCgZNMujJgMBEpQkpffQkQPYACMxBwaBJBj0ZEJioNCGlj54EyB4AgTkoGDTJoCcDAhOVJqT00ZMA2QMgMAcFgyYZ9GRAYKLShJQ+ehIgewAE5qBg0CSDngwITFSakNJHTwJkD4DAHBQMmmTQkwGBiUoTUvroSYDsAbIL7Lcfn0a++bm55nPz57e7WkrB63mRgZsM6SLEaZwzEJcmpPTRkwDZA+gT2Ifu76//uqOlFLyeFxm4yZAuQpzGOQNxaUJKHz0JkD1AdoGNfHz66qf2n6fvXl+/vO83x1zE1UhRMGiSQU8GBCYqTUjpoycBsgdQI7C7su7iev31+/af5uIPvruJq5GiYNAkg54MCExUmpDSR08CZA+gRmAfuk2uz8O+ww/+r8HE1UhRMGiSQU8GBCYqTUjpoycBsgfQIrDPT90W14dh1+FH/7dg4mqkKBg0yaAnAwITlSak9NGTANkDKBHYbz924rr/2294fe6+EnMRVyNFwaBJBj0ZEJioNCGlj54EyB5AicCGDbC7wL7rrvnyfhTYk0HMJwWANaRDh5TSR08CZA+gRGDDnsNhDgcCA8iOdOiQUvroSYDsAXQIbJxzaArMOw1RXI0UBbutyKAnA7sQRaUJKX30JED2ADoENs7Y8G6BmYirkaJg0CSDngwITFSakNJHTwJkD6BCYNPUDe93YCbiaqQoGDTJoCcDAhOVJqT00ZMA2QOoENh9u6vfXWjOQmQaPRmyZ0BgotKElD56EiB7ABUCM2Rl/A7MfyypdRTM8lAQgQx6MiiIkIrspRGAAPsTRBSYIautI3FskP/11BCBDHoyKIiQiuylEYAAKgRmyGrrWIgb5H89NUQgg54MCiKkIntpBCCABoFNMzdeN49Gv0H+11NDBDLoyaAgQiqyl0YAAmgQ2DSHo2H9fGAb5H89NUQgg54MCiKkIntpBCCAPoGtn5F5g/yvp4YIZNCTQUGEVGQvjQAE0CCwiOR/PTVEIIOeDAoipCJ7aQQgAAK7YAQy6MmgIEIqspdGAAIgsAtGIIOeDAoipCJ7aQQgAAK7YAQy6MmgIEIqspdGAAIgsAtGIIOeDAoipCJ7aQQgAAK7YAQy6MmgIEIqspdGAAJcTGAAAABbIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECR5BXYR+ukYZ9XLn15v//0YpEiHDnD2f4M7RXfLd6WIcNHBRm6eycIER4h2RqZiuzNlr3VsvdZ9ibL32GxGyynwH79vjtt81c/tRftkzivXcoR4bcfrXuelaG7fXhTU70MggzOPbNkaLmv39HbS8NbkYjszZa91bK/udmbLH+HxX8PMgrsvp42ddxfpm9+fm3V/N3SpQ/WPbNEsC+dleG1e8/7N1VBBueeWTIMd4/eXoIIqdbIVGRvtuytlr3PsjdZ/g5L0GAZBfa59/A95A+Te32Xuv9Oj8gQwb50VobXfkO6e1M1ZLDvmSdDS7MrIrbAwiMkWyNTkb3Zsrda9j7L3mT5OyxBg2UU2Idernctf9skHfcmzC59nO753dLSEkf48r57IaNHWM3Qbkj/p/8yrtf2bTky2PfMk6Hh1++//q/RBRYeIdkamYrszZa91bL3WfYmy99hCRosq8C+Nf4YartHv5dlXUo3SgRHSCqw5QzNB5Hvxqd0bsuU4VvnIedn6O70Q/QE4RGK8dZI9mbL3mrZ+yx7k+XvsAQNpmAafbslOX3YaDYa7Uv3O0TeXSWOkHD33UqG+9P9559fjTfVui1HBvue+TJ8vt8cX2DBEdKvkanI3mzZWy17n2VvsvwdFrHBFAisjT+9ds0HMPtSf03CScubEYYvHO8vbKpv7T0Zur/mn0qm287OYN8zW4Zfv79fmU5gmxHSr5GpyN5s2Vste59lb7L8HRaxwfILrFtRpw8bTXb70uenr//1faK524ERXvufLKQbsnwZur+MTyWJBbadwb5ntgwfmr9Sfj7ciJB8jUxF9mbL3mrZ+yx7k+XvsJgNll1g9zKaHaBmNU8/2Jc+93Xcq0vys5uACCl/B7acofvL11ipdq5sZbDvmSvD57axE7bXVoTUa2Qqsjdb9lbL3mfZmyx/h0VtsNwCu1fRrqfrHwr7KtLsEw6JMNyp6a1E7vBk6P46awssJIN9z0wZfvuxvSpde21GSLxGpiJ7s2Vvtex9lr3J8ndY3AbLLLB7vm4tXdsr/tn4hWH8beqgCNOEpA8pNusXMnR/nbRvPiiDfc9MGT4Os24Ttdd2hLRrZCqyN1v2VsveZ9mbLH+HRW6wvAK7bzv20c0pKe1cXuPStIWZYLgIi5BWHksZXofrvlu67ewM9j3zZPjyvrsmSXuFRki4RqYie7Nlb7XsfZa9yfJ3WOwGyyow810yfhRw/8O6NM2pjD9chEfo163wCZ4RMrSM67XnttMznOOv1QwfnybOWx2sCCnXyFRkb7bsrZa9z7I3Wf4Oi95gOQV2L2b6hLPy2/xJ1dE/EsgjxN8CW8nQMq7X6Y7EEZ7BvmeWDGnbKyhCwjUyFdmbLXurZe+z7E2Wv8PiN1hGgdmzbIYPXr7DZA2/h4i+9RMewdgxH/8Y1YsZWsb12nNbjgxp5x8GZOiJ747wCMnWyFRkb7bsrZa9z7I3Wf4OS9BgGQX20d5KXjkidT+Z8v5P5E/c4RGGqTMfnuz3OHGGhmm1SnY0+vAMH1PtP5S8Dh3xBRYeIdkamYrszZa91bL3WfYmy99hCRosn8B+/X7aTh2O5WicAMa6NNw3/sZPcIQv7/s7RvbXRoZX5+eFKV4GQYbZPTNkGEjx+TA4QqI1MhXZmy17q2Xvs+xNlr/DUjRYPoGNq+n4Nm2eozWyO4QRPkZfp0My2KtVmjPFhmeY3/P8DAMpvhCVvhWx18hUZG+27K2Wvc+yN1n+DkvRYLl/yAwAALALBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJAgMAACKBIFl4h9/rH73L6F3/uU/Shcf8Ihf/lTdWQzR3fz7vxhX3TNP/OFv0kwAp5O9zzx9ZHNr2+mN9JmhBYFlQtJYN/Hqvf2Irq8We+uff/bc/FIhMCiLzH3m7SN7CQNvhc8NDQgsE4LGuok/n20/wtyY8rTWpDdzG+0ZgUFh5O0zs4+qd/4ljLARtgMElgkFjdU0VPsJcX7f22Com6mqm78JAdSStc+67a+mZ178e+ufzdtprh0gsEzkFdht2u66eTrrZdqj8TI11t164V8nAGgga589Tx//mo+Ms50WzZV9H3pvh00QWCayNlazA3H4uNd0jrv7/TY1U/Mh8s34qJXvogEUkrPPmt4ZO8YXxOzDl5UJVbAIAstE7k+G06e92+yjn+W06b4vfEaE0sjZZ42fxj4yPgmOvNiCYx+iHASWicXGGr73nTZ77LkU3RXWptDzyiNePPvWm14K7pXJb8/MlILSyNln9kbV8/zzn3kHBLYLBJaJhcYyZ6q/6e9nNpZn9rsxN7BtkO3GknyZ1ciu1xZzOKA4cvbZs/sjFHcPPLsQD4PAMuFvLGuiettZdpt4Zr/P5rZvN1b/ZdaL+YFziefxLq32unlV7EmEQsjZZzOBuUmML8mYxLEPBJYJb2O1PdG1wfMkl2lPe/u58M1w8/g50PjQ+M55hJf2y6wXsxmXMJbZJv73IQ8CUEPmPrN3IXpncYzGZANsBwgsE97GMma3G7sXpja52bvom117xqe86WvijcZq9sb/t9lHzBkv0+fL6eLWgwA0kbPP7K+1bp5tNHNTD3/tAYFlwtdY1uy/6cunsU18swM9Xw2HCKwausn6pfLy3V6NH12uPghAEzn7zNotaGz1ucsY92OCGASWic3pvZ7Gsr4G7mdiNFqZzQ0MEdjQWb6d9+NSzI0t82Pr8oMANJGzz9oHmXslvfOBra/iQAgCy8RWY7X2cBrL+sVWPxe+2wfhLCpAYOMjmuWsbE29+HcXzn88BqCQnH3WWavtnhd7b4ax7O729p50lBwElonN36f4G8vmrXmloZkAgU23e6b3OkE9C9t4EIAOcvaZ/RXX/zb/8crN2KzzbuLBFggsEwuNdZs1ztQm1v6G6Xb39ymvQQKbPgtufUZ99rlKdJolgFzk7LNXQ5O//8v815fNjdPjb3wm3AECy4S3sYxPhW/n++bnjdWv/dP8wNmEYC/2N1hbLlqaiIzAQD85+2x6UHP/+aFE7Wn2HIpjDwgsE77G6jrn7XRhvmtjqV+GluxaBIEBtOTsM5v5PEZ734bvqNqwBQLLxNLBqdem927MnJgm6gZM751aZZ7Evqa/ZF/JgW+gCHL2mc38zgjsOAgsE77GslboqcvGNd/7bZTB2AIBp3mYOnT+ydBupX6+hn2l92cxANrI3Wfjng7PHsLZnhB2IYpBYJlYaCzrLCduY1mfHJsuemcea9f4MBny+5ShV3yneTA/gg62s6xnPS2AWrL2mXm7Z46GPYnDd6gp2AKBZcLXWOZ+uefpy+NJJ8bRaIbjgDo/L+4ev/UrLeNMsN6+Mc7IPMnOuZIZU1AAWfvM2MRa+iH0eOVLJdkfCT0ILBNL++YnWVTGHo3+ru0dpnM5vBv+eDvcr++nzQ9z7fKbh7ffZ8+3pW6VOSOrizH9aR7iF0AzWfusbZTmQW3vzF03/dC5vQMbYHIQWCbMEza09Adcm11nHVTXOqDu2HYTfQs4j/C4xnyU56BS1kzi4Xbzp5/sQIQiyNtnntOyWHe10/GZUA4Cy4S3sczfV74dd9P14njnPMzc9+D0iPGIpaMWTo96Y1413vU2ex5La/QaFEHmPpuWYx36Zryr8aGQffJ7QGCZ8DfWsEI3K7MxK8k4YNvwQHML6MVcgvOI5cPuvrgPsu/a28re0jJ7HEA/2fts1mb+PkNf+0BgAABQJAgMAACKBIEBAECRIDAAACgSBAYAAEWCwAAAoEgQGAAAFAkCAwCAIkFgAABQJFkFVq+ydfs2n44uIH+EKyRQECFBgpyNs4W8GiEKOosMejKkiBC4qiMw3RGukEBBBAS2UY0QBZ1FBj0ZEFhgUUIu8NZeIYGCCAhsoxohCjqLDHoyILDAooRc4K29QgIFERDYRjVCFHQWGfRkQGCBRQm5wFt7hQQKIiCwjWqEKOgsMujJgMACixJygbf2CgkUREBgG9UIUdBZZNCTAYEFFiXkAm/tFRIoiIDANqoRoqCzyKAnAwILLErIBd7aKyRQEAGBbVQjREFnkUFPhmsI7Mv7p6enb50rPz95rhwQFyXkAm/tFRIoiIDANqoRoqCzyKAnwyUE9uGp5eu/bl45Ii5KyAXe2iskUBABgW1UI0RBZ5FBT4YrCOzD01c/tVth3/w8Xfnx6em72ZUT4qKEXOCtvUICBREQ2EY1QhR0Fhn0ZLiAwO6S+qH593PrsZ5fv2/8Nd3oIi5KyAXe2iskUBABgW1UI0RBZ5FBT4YLCOxjv5H124+ds1o+D/sOP/i/BhMXJeQCb+0VEiiIgMA2qhGioLPIoCdD+QKzvDXyYdh1+NH/LZi4KCEXeGuvkEBBBAS2UY0QBZ1FBj0ZyhfYr997dhLerdZveFk7FifERQm5wFt7hQQKIiCwjWqEKOgsMujJUL7Avrz/6qe7r+wZ89NmWXNzf+WTQZznBgAL+XAhRMGgSQY9GcoX2Oenr//1fSslzxwOBAZwJvLhQoiCQZMMejJcQWCduu4bXdO3XabAvNMQxUUJucBbe4UECiKwC3GjGiEKOosMejJcQmCduCZpLWyBmYiLEnKBt/YKCRREQGAb1QhR0Flk0JPhEgLrXfVx+tGy9zswE3FRQi7w1l4hgYIIDyawT+ts3iE9CiKQQU8GT4TAVT3aJI5hH6EtsHEWItPoHzeBgggPJjB5NUIUdBYZ9GQofwtsmkZvCMz8HZj3WFLiooRc4K29QgIFERDYRjVCFHQWGfRkKF9g08aWedANjsRxzbG7vAgIbKMaIQo6iwx6MpQvsPGnytYvmjkW4jXH7vIiILCNaoQo6Cwy6MlwAYH18+fv/3A0+pgRrpBAQQQEtlGNEAWdRQY9GS4gsGZrazr11+gxzgdGAg0RENhGNUIUdBYZ9GSYR/j74QiBq3rEMzK3J1/u5s1PG2KckZkEESL8XdgQ8RN4rtKLvBohCjqLDKEZtponwerwd2HDqhCYHHFRQhSsXvn1kT9BHIEdUhgC26hGiILOIkNoBgSWCnFRQhSsXvn1kT/B4Qh/78iYAIHZKOgsMgRm2OycyKtD83QIzF+UEAWrV3595E+AwM5GXo0QBZ1FhsAMCCwZ4qKEKFi98usjf4IIAqs7i2VLgMBsFHQWGQIzILBkiIsSomD1yq+P/AmOR2i74YjBENhGNUIUdBYZAjMgsGSIixKiYPXKr4/8CY5FMPce7jYYAtuoRoiCziJDYAYElgxxUUIUrF759ZE/waEIrb9exwsZEjQgMBsFnUWGwAznC0z+jTUC86Jg9cqvj/wJDgrMiIDAwpBXI0RBZ5FhK0PfLQgsGeKihChYvfLrI3+CXRHMvYYITIi8GiEKOosMWxkQWGrERQlRsHrl10f+BHsi/N3sPgQmRF6NEAWdRYaNDH9HYKkRFyVEweqVXx/5E+wUWD95vkZgYuTVCFHQWWTYyJBJYH9HYMtFCVGweuXXR/4EuwU2NAICEyKvRoiCziLDPIPVH5kFJmpVBOZFweqVXx/5ExwSmB1hr8EQ2EY1QhR0FhnmGSxtZBSYeB49AvOiYPXKr4/8CXZEsD/DITAh8mqEKOgsMswzuAILOwBACoEJOxWBeVGweuXXR/4EuwRmtgAC++/tnX9z5Ma1nmnHKSlJRcqPpWVLf8Vrra9YqUrdFe81k/JsaUFqtV5+/++Twe9uoIE+B92NfrvnfV3WksPhzHOAPngIoAdQRl+NMgCdRYY1w7bA9hontsDMf4ShwJwBGF759ZGf4KDAXAgUmCj6apQB6CwyrBkosHOjLkoZgOGVXx/5CTIJzHwuBeapRhmAziLDmsElsCaPwHQGo8CcARhe+fWRn0CKYAz5CAKzDv1TYJ5qlAHoLDKsGRqrhSiw1FEXpQzA8Mqvj/wEQoTGihtBPrnJfh0KzFONMgCdRYYlg903FFj6qItSBmB45ddHfgLvxW7Gb0QCk/XFOJeXApNVowxAZ7UMQTc5rV5g0330PG0TzmAakgLbKUoZgOGVXx/5CfYE1tiN5kOQCaxv2Yuxw0aBeapRBqCzeoGFGOxWBOZrmxgCm9+BAtspShmA4ZVfH/kJNhDmna1mMo4PQSCw4Q/OcQLWHoE8FJgdgM6iwJYM9sHCsadGgUna62goMGFRygAMr/z6yE/gE5jrqOEGgkhgjm6iwDzVKAPQWRTYkqFZDf1zBWbPn6fAqmiz/PrIT7AjsOt/vftfS4HtN8ayi5sdAnkoMDsAnWUK7JjHKhSY8aEvCix91EUpAzC88usjP8GuwKb5FiIEj8DWe3PDlxSYpxplADrLFtgRg9UnsAuUwBQrhQJzBmB45ddHfoJtgVn/ihAEArOfQ4GJqlEGoLMosCXDpKrpmIYxQSqxwOw/R4cvRo/6Q4E5AzC88usjP4FHYP4xbiHsPLvvXPs5FJioGmUAOosCWzIsBHYxprfvfhAsisAuFJigKGUAhld+feQncCMoNjoqgTnfhgLzVKMMQGdRYEuGHYHttk1KgQnXDAXmDMDwyq+P/AROhMNHyLd/z/2SFJikGmUAOosCWzLMRwudAtucKhVZYNNj0zk5fygwZwCGV3595CfYENhBhD2BbT5KgXmqUQagsyiwJcO8MBznviiwBFEXpQzA8Mqvj/wELgTVJocCU0ZfjTIAnUWBLRncApt+mFhgFwrMX5QyAMMrvz7yE7gFdhRh8zc3rkRFgUmqUQagsyiwJYNPYFsyiSYwa9IGBVZFm+XXR34CB4JuiyMS2FarUGCSapQB6CwKbMFgzp6YpgDOCya5wKaZ+/MbUmBhARhe+fWRnyC2wNy/uv24k0AXCswOQGdRYAsGl6vMBZNTYL71Q4E5AzC88usjP0FcgW01AwU2R1+NMgCdtRDYAYNVK7B5geQWWEOBhQRgeOXXR36CNYJyeyMUmPuXu/eiwDzVKAPQWRTYggFTYBcK7HgAhld+feQncAksAEEpsEsvsEMHmTYIhodwo69GGYDOosAWDAuBWf8OX7sX02EGYxLtqT4AACAASURBVI7+9M+WwPbXDwXmDMDwyq+P/ASnCGy7RVwCa5QMFJgdgM4yBLa5b3EGQ1jOFZh70IcIzDpCuBJYQ4EFBWB45ddHfoIlgnpzsxSY6/e3X7J99sf1n6LTOea0s6SyRF+NMgCdRYEtGKxFMM9INB5LL7BmqVEKLCQAwyu/PvITOAQWgrA+FLI9Q9j4sUNgpsc0BMNDuFEtzyMB6CwKbMHgWgTnCmz5DoPApgbbXkkUmDMAwyu/PvITYAvM+lZGMDyEG9XyPBKAzqLAFgzORbB4MLnAmk2BmT9brS4KzBmA4ZVfH/kJFgj6jc2uwCYNbf760k6mu6zvt8koMDsAnVWLwMJmF108AlskqsDmlqHAXKmizfLrIz+BdQbqyMZGIrCdbAts/UwRwfAQbvYXJ8CgosAmhpIFNpzObkyBWU8Yp3UYHec8ZE+BOQPQZvn1kZ+gE9g831nfsD6BuS+CuPgFe36veyYJBSYMQGdRYDaDaBGkENj2rtWewGwSCswZgDbLr4+cBMMo/TgP3kPtuhKY2SmCrddwKGNBRYEdD0BnUWA2g+x1XM86XWDr4x8UmDMAbXbDApuH6TiMD5z+ciDMG62L9cUeycfLWmDOJ4oIhodw41ke+QdVbIEJN98pGMLSCizQYD2D8GUSCWx+yCmwZimwJS4F5gxAm928wIyBe2wzs0YwZl5chHt1FJinGmUAOmsQWGP8JwtDWCIKTPRk69j7xHDofXs7dUt+Xgyr2cGGsSgwbQDa7MYFZu2GHTyA6EaYzCgV2NywFFj2QUWBTQw5BGYvsBCBXRYCWz5jEtj8HQUmDkCb3azADL00H+eHoiGYu3cU2CKepZF/UFFgfQL+qlswgArsMgtsnoBIgQkD0Ga3KjDzwKFqnpQUwfCj4BU+GkgUWP5BFVFgDQXWv5L0DUeJhAts+pcCc6WKNqPADIQ0ApO8AgXmqUYZgM6iwEwG8as4dlkPLIemsZrFI7BmLbBLFQL7uBvfz09IfoQyCbrDCsNXiRD6t5jfSAbV7DNt/sRBkLNxfPFsfiiwfQb5S6UUmJQCXWCXegW2v5CqaLPb3AMz2sncA4uKYByi9GfYAxvPJm89jXtgwgB01g0ITIYxHl2QvqOx1PocE1hzWGANBSYMQJvdvMCSIUxdIXmF4a/UVeetXlNOkLNxfPEsjfyDCl1g0teKILDNQZdKYHOGh04Q2PRbFJgmAG12qwI7AUGzxTIEttfrFJgwAJ01r81iBLa2VU6BTW+sXhfNEntrMYw7XrPAGncDUmDOALQZBZYJwc5EsN/pFJgwAJ1lCuzYRzR2BSY/NC3PYtu98IiLov/Xy7D7V5mDoWnMe5IfElgjEdj09PGL6RTcIhSYMwBtBrTtPo9gOUKRFsJuo1NgwgB0VkUCc7/V+OS4ArOWWf9IeoHNX1BgmgC0GdK2+zSC5QBFWggUGMKgSiIwrcFABLb1VmkFdpn/zjxZYC5jU2DOALQZ0rb7NAJkge1O+qDAhAHorEoE9rovMAHJR8+JXRfELLDr/08T2GVaV8unUGDOALQZ1Lb7JILVAC1mIVBgwgB0VuECGyc0vE6VuJ69Xdf8qF5g42+fJLALBXYwAG1WzLY7HsG6mYpZCBSYMACdlVZgwlcLEVizEpj9nrPAXDDzYx+Fsp1/83IZ7+jQvUx/TzLhi4ywGoEZv0yBaQLQZsVsu+MRUGDJ8nL/4/zlNd9vPM9TZv5BFUVgDQXWMxwQ2PjVJDDp4nMaiAJzpYo2K2bbvU0wT+YdDjx4fmE9PItZCOAC+/xuEtjjfZfv/u58oqfM/IOKAnMIrFkLrJkrXL/WxECBZcp+tVW0WTHb7s004/HyoY+8I50CS5Srv0aBfei++vT2/s+/uJ7pKTP/oKLALIE1497WCuIUgTnsufvbq6fqBOb4E5gCcwagzYrZdm9m0ta8pdjtGEcnFLMQoAV21dUosHFX7PrQT66nesrMP6jiCMzYvDfecSlnaOQX9ggW2OurVYn95IvzB8uX0grsshDYZE/Rq8QQ2DoUmDMAbVbMtnsz5n7Xbk9NT6fAUuTx/v5PfxsE9jIeO3x0nwbzlJl/UN2wwBrjy15g7p6yBbbEMYr9KN152uDxdfTqjSmwMfvVVtFmxWy7NzP9gXZZCMw9FF2PF7MQgAV23dn68cv7QWCP46HDD+6zYJ4y8w+qaAKbdkXiC0zyWmECu6wE1ljPvRgl2m67NPNBv49H/XVQYI5nUmDCopQBaLNitt2bMYe3OdY3BRYfgQK7Cuyvv7yOArv+O+x4vdz/8WfHkz1l5h9UUQU2fVucwAYGkcAWP7MqV1FYQBf/MZXNGuZQYMKilAFos2K23ZuxRrchL/dQdI7QYhYCsMDaGAIbJnN8ejsJ7N5IBrbT04/K9p/p2+mb0FfuXzzCSy1feHpd6w0MgV2/mSBeh3pWpY3PnF7qOJD17uIajr9f9KVKgWEj5Cew/h41/4Rybu2rEZhdB5bA5un0FFhlAjN+PqBsCGz6J5i0GetNL7BIK8gMBYaNkJ9gmnrYf2MKzOEqp9WKWQgFCsw5DdFTZv5BFYZgHM62DiE2ziGpZkh8CHE+ZTcxNKuTy1NZxo+t15n+URbtonp1HxjcrmH5oHgxbL0JDyE6Q4FFILCbxByAFNjJ2d0DM+MpM/+gChVYYwhsekxrsA2GZpwjIXiJowKbSGeGpcDsX7Q/vjX8chyBXTQCcz9RvhgoME0osAgE1h+EFJjx0OnZPQdmxlNm/kGFLrBLeoFd1gK7zCWs3938I9IWmIrBkVcK7GD2ay29zaIgZCfYGdfuk2DxESiwIa5ZiLc4jf4EgQnFcFxgKwazKKHAdiZTadILTPZC7kVMgQmLUoYCO0wwt0izSbDXZBEQ5lBgfVyfA3NeS8pTZv5hHS6w0QXTesIXmHHEzyGw8Vj9xSewpnF9GZDuaiDCgt2io8CERSlDgR0mMI5SbBOsRuNGNxWzEDZnqIAJ7MavxOEU2CW6wAQvpRfYYkbGksEvMKvMaAJzvqUjoQ1OgWlCgR0iME8ND9cK2H6i1ek1CcxHkKFfJoHd+LUQixXY+LrbAruIBGY9WJTA9hHsh0ShwLARMgnMOBYvF9hmMxWzEEoR2E1fjb4xU57ALvsCu2wJbFBbQ4FZocCwEeAFZh+Qj4Vg51SBTcd5PAQZ+mUW2O3eD8xU11pgqikN2QRmdIpCYMZZMpOVAssXdVHKUGCHCGZ5tZEJbPev32IWwnTwdFkKnMBu9o7M2wK7uFbcAYb8AtuaUTEKzHouBZYv6qKUocAOEZhH2z0Cmw7b7HZSMQthVjGkwMTxlJl/WMcSmL1F3dzyqxjmIwr+l0ghsO0y1gLbOewhzyQwwUtRYGbURSlDgR0iEAts2oY4N/ohCHYoMGU8ZeYf1pEEdkkrMP9raZZDk0Jg7aMKBmdGBgpMG3VRylBgRwim/vILbD5jtNvtxSyEzYOhFJidGgVmzEWa3skLI34z6/V9Att6a2v+x5h464ICU0ZdlDIUmI7A0Nbw1fUhAYHHX+UsBApMmDoF1lj/CvZIDgnsEiIwx0/OFNgGFwUmLEoZCkxFMJ5YMAUmI/D8sVrMQhi2gBSYL7UJzDw4pxKYwmBigW23k9NsMQXmKWcLjAITFqUMBaYgaJabhsvycqP7vxwBYSsnCqxxbwUpMDs4ArskFZjn1eoT2G5Bmz+nwIRFKUOBKQgMgekJ9hu5mIWw2aEUmB0ggVk/Oy6wedWfIjAHg+BlnUAR18X2wcvhxxs/oMCERSlDgckJZn8dEVgUhM1QYMp4ysw/rLEFZj7oQxG/m/W6LgbrhbffcfUgBZYt6qKUocDkBP3IpcAoMEkwBSa+pvqKgQKbXn+nJgpsEXVRylBgcoJmvELNLQts8+wDBWYHVGCXOgS2WURegW3/hAITFqUMBSYn2BycNyWwrSalwOzchMB8k2uPCuziFZjgNeZQYNmiLkoZCkxOQIF1ySOw376928hXCRoLYFinFJjYKWcIzHqxfQZRKLBFKDBsBAosCoLiw3BSgpiNsC2wu7vf/SV2YwEM63QCU+yCeQW2b8P980WrVxD/ZaTNiQI7AcF4SBQKDBuBAouCkIAgZiPsCezu7k3kxgJYnuUIbG9OnsBgZQns4p7HNf6QAltEXZQyFJicgAJTEsRshH2B6Q2mr0aZigVm/r5PYP4DloUJrA0FJo66KGUoMDkBBaYkiNsKz62o/vCP4buH6fTXr1+bj8dpLIDlGSKwy3kC2xVU+7OP/pNkFJgeoX9IFAoMG4ECi4KALrDWX98sH+gncDwd2AXTV6PMzQtseP8aBba9YCmwRdRFKUOByQkoMCVBzEZoDyEuJPU8Tt/45w/6uYj6apS5IYFt7o20PxEKrNn8hDVAd8kFdh7ChQJrQ4FJCXYO9gO0GORqiNkITw5HPYyPPeuPIeqrUQZBYBvyCBRYIxVYIxVYM+2v7TMcDQWWLeqilKHAhAR7J6sBWgxyNUTsg3Yna3WU8NevB29dv/j9v+peUF+NMvUJ7DK55uYFpv+IOAUmLEoZCkxIsNeGAC0GuRoi9sFv396tP+01eYsCM5NEYE0zHe/bEtjiZbUC23oeQHdRYIejLkoZCkxGsDsZGKDFIFdDxD6gwOQxBOb+0PnuYN5gEAls+bhEYJd6BLa3XCkwYVHKUGAygt0uBGgxyNUQsQ+c8zSexlNfTzwHZsQU2OYztAybAruYAlt8QGwQ2O5Ee+O1fQyHk2BduAV2KgIFdqHApAQU2AGCmI3wsJ4q334ArJNaO0ORsxCnJBSY86PJpsDmSR6WwLberyleYAb37o4tvMD++YP2IIYo6qKUocAEBL7LCQC0GORqiNkI3ceYV58D6w4rdhfp4OfApqQUmP3BLfvVbkpgF6NI9znA9AjCoS4TWNtOCRSmLkoZCsxL0Dh6NjYB/EI4RBC1Ex7sS89P37YHFw+0nr4aZSoUWP/vqheG76c2OSCwvRYD6C63wJqaBNa1kfevwE9v7+/vv7ce+vL+vs+ff3H9hrooZSgwLwEFdpRA1F7S9KKy05746i+SyGshzukEdoER2N4nUAoW2KUugbVt5P0r8LFX1Xd/Nx77/I4CgyZoXIf9YxOgL4RjBMIGk+Zh6a/5Uojf+H5X2VgAy7M0gTUygdlnjAoXmA1evcAe7//4c7cXZrrq01u3uYaoi1KGAvMQDAN0t+MBWgxyNUgaRxP7ivRDux24CkcbfTXK3JjAjG05BXYSgnCoy86BOWZJLXI110/tvy+dx8a8LA4pLqIuShkKbJfAf/gwDgH0QjhMIGocXbr9rWN3ALOjr0aZSgXmOCC4JbCLQ2Dm5r5Z7LwVJrAJez6EejKCcKjLBNZ21v6dYT8Me15f3t//aD7649YvtFEXpQwFtktAgYUQiBonU/TVKJNVYP1tFyMKrAkQmLnXZgvM2PYXKrDLZOHSBdbP891RmO2tKY/m7tg66qKUocB2CWSdDtBikKtB1jh5oq9GmbwCu+QQ2LxPcnEKbLG/UoXALubyPhlBONSlH2R23jN2Pi/2+V1/BNHO53ff/fu71dREaZ+V3GbREJIQzFORTyHAXAihBMLGyRJ9NcrcksBcZ7MMgU0nkrcEtttrAN11CwLbuOX5LLBPb//4czdn3nJVN7F+MTXx3oiQkYmcsRNzczCJot9cKJNdYDsMcQV2cQmsWQnM3D2rRWDmv7UL7OX+u3/rbWXP4ejPjD0aUxMpsPyhwCqPfnOhTG0Cm3/Z8XKLg4Sj0JqLS2DWIUfzRTwMx5NoXVjzUW5AYL26rnthxt7Wh+Gb66OOA4w8hJiLYGgvWaMDtBjkahA2mDhPe/2ljL4aZaoVmOvlNgQ2MqwFZu+O9a/iYziexOuiCoF58zIeJvz8zjWb49F9GkxdlDIUmJvAbsLkBJgLIZQgTuOMceiLAluln0PvYUgmsIthKINBJDAvw/GkF5i3lioENnjrg+uqG84HKbBcBFJ3RSLAXAihBHEaZ4jTXxTYMtaW9FSB2V/foMBORxAO9UgCGz/HTIFFRqDAoiCAC2z6BDMFtptsAjO/lgtMw3A8qdfFTQhsnkZPgUVFoMCiIIALrNsB0970ayf6apSpSWCezbNDYI1MYAqGkCRfF7cgsC/vx7Ncxumu+dPNj+4rcqiLUoYCcxNQYBEI4jROF9ndHhTRV6MMBWYwmB9yHn9emcAyIAiHeojAnoxDHOM1EK1PNI87Xp/fua/IoS5KGQrMTUCBRSAIaJxljtx0eTf6apS5UYENs0gWArvM+1yLXTExQ0jSr4sqBOY6TG8IbJg/f/3HOFj46W23Ozbvnqn6rNg2i4mQgkDlL4QWg1wN0sYRpBVYzB2wWxeYcHj3DD7XrH7sZHAITMEQlAq2cukF5rrhniWw6dZf3Wz60WMvwyeWN64lpS5KmQpWbQICnb8QWgxyNQgbTNpdFJggIoGJd8EiC8w8lLj9wS8nQ1Aq2MqlF9jqdnuOWVKdrfpzXdOOWH9LZuenmL19hrlcT0aITyD+4zAaAeBCiEAgbDBpe1FgguAK7GIJTPb+M0NQKtjKJReYe5rv4Vm+Y9RFKVPBqo1OoPUXQotBrobAsW/lmefARIEXmGTOuYMhKBVs5ZILrJ3m295M5bdvu3/6S0uFt5y6KGUqWLUJBHY6Ad5CiEEQPPrNPNzt325PGX01ylQlMP/nwJYPTF8bDMPLUGCREIRDXSSw9hh9v7v1cHf3TfdQu08WfNRDXZQyFazaWAT2pTnPJYBZCFEJQge/lWuHBR/PMKKvRpm6BLZ7wkoqsMvwMhRYHAThUBcLrPfW07Tj9Xx394d/HGkuI+qilKlg1UYiaMYrclJgsQgCx/4yDxEOyU/RV6NMZQLzvefygelrFwMFFgVBONRFAhuPHHY7XmObRTjxrC5KmQpWLQUWBQFcYN67PURtLIDlGSAwP8PmEF8MfgosFkM5Apu/inHiWV2UMhWs2sgCU0/hgGgxyNUQOPatUGCy5BDYSkgU2CkIwqGuF9i433X9MvQYorooZSpYtfEEpp7hG40AZSHEJQgb+nYoMFkoMEcq2MqdcQ7szfRVfzasbbrQg/bqopSpYNVSYFEQKDBPNcpQYNsMFFgUBOFQl02jnyYftl8NBw4psDMQKLAoCOACix19NcrcksCWz/AyFHahNtDhIBzq4s+BDccQn6a/C435HEejLkqZClZtFILD8opDgLEQYhOEDf200VejzE0JbOdVALYwCAzwAuuuxNGd8Xq+G48mPoTPo1cXpUwFqzYGQZC/EFoMcjWEDf200VejTIkCW/XAQYFdKLAzEIRDXXUtxDfD0fpvhkc4CzE5QjhBwNHDSAQAC4EC81SjzE0LzAjAFgaBAV9g3dXou6OIT/M55uCr36iLUqaCVRtM0LctBRadIHDsJ42+GmUoMA+DNADdBTochENdej+w6WpSxo1Vgi+GqC5KmQpWbUSB5SIAWAgUmK8aZQoU2PIoxPgtBYY5HIRDXX5H5n/+0M/ZmAzGi/megBBNYKq5UVEJABYCqsC6A/JvOI1eGpnA3E6iwNIxFCGwOd2UjhhXz1YXpUwFqzaewLIRACwECsxXjTK1CKyhwFCHg3CoHxFYtKiLUqaCVRtJYDkJABYCBearRhl0gTlGPAWWjoECExalTAWrNorA8hIALAQKzFeNMvACW4/55ZWsm+BjE7sMwgB0F+hwEA51CgwbgQKLggAqsFTRV6MMBeZjEAagu0CHg3CoU2DYCBRYFAQKzFONMhSYj0EYgO4CHQ7CoU6BYSNQYFEQKDBPNcpQYD4GYQC6C3Q4CIf6vsA2js0HH6MX9Rnmcj0Z4SjB2JfBczgQWgxyNYQN/bTRV6NMEQKzB/5qwgYFFo2BAhMWpUwFq5YCi4JwYwL7uB/vE9LnGEI7mOVPs5/cfmM+0O+BfRS9YLoArAoEBgeCcKhTYNgIxwXWDP9+pMBuTmD6apQpZA/M3uGy9sDG66txDwx0OAiHOgWGjRAgsKb/9+Pha3CEERihwE7uL301ylQhsFcKLBIDrMASR12UMhWs2gMEw8czxybObw8KbCsUmC6RBfZKgcVhoMCERSlTwao9LrDLcI46vz0osK1QYLpYupELbJrSQYGlYaDAhEUpU8GqpcCiIFBgnmqUocB8DMIAdBfocBAOdQoMG+GYwAZ39fOszidYJj8CqMBSRV+NMsULrJkEdoRDwCAMQHeBDgfhUKfAsBEosCgIFJinGmVKE1hDgaVkoMCERSlTwaoNFhiAPQAQwAU23msvVvTVKEOB+RiEAegu0OEgHOqcRo+NcEhgFwosPUHY0LfzHKGZzOirUYYC8zEIA9BdoMNBONQpMGwEPcHorsul79j89gBAwBZYd5PzNxFfUF+NMuUJrKHA0jFQYMKilKlg1YYIrPsOwB4ACNgCa9ss6jFEfTXK4AusMWYYbgrsQoFFYaDAhEUpU8GqPSIw+wOf+e0BgECBeapRphSBNeZ3Zl9QYDEZYAWWOOqilKlg1R4WWEaCVfIjYAvs9YGHECWxbUOBwTBQYMKilKlg1aoJGgrsHIKYjfDr13d3v/tLvNfTV6NMoQKbDTYILPA6oQhbGAQGCkxYlDIVrFotwdSo2QgcyY8ALrBuGmJEhemrUaYagQUGYAuDwECBCYtSpoJVqxdYbgJH8iOgC8x9tpmXkrITR2DToUSAkV0JAwUmLEqZClYtBRYFAVxgG5OlKDA7WoGZn4dsmuknFFhshlIE9jR21jcHmsoRdVHKVLBqKbAoCBSYpxplsAV2ocDOZShCYHaTRTlery5KmQpWrZLAMasqvz0AECgwTzXKUGBeBlnqYChBYE/L7vrqYHMZURelTAWrVi2w3ASu5EcAF1js6KtRBl9g83RcCiw5QwECe1j/fRhuMHVRylSwaimwKAgUmKcaZcoWWEOBxWXAF1g3zffuD//ov+uu3Rbho5fqopSpYNVSYFEQKDBPNcoUJLD5WOLFFNhRBjsAWxgEBniBdcforT2uh5BD9GPURSlTwaqlwKIgUGCeapQpQGAXYw69LbCGAovMAC+wp/XMw6cIu2DqopSpYNXqCBxzOADsAYBAgXmqUQZeYN1/L9NJrwsFlpIBXmAP8+HDMe1hxNCzYOqilKlg1WoFlpvAmfwIZQjsaZx6+Ot/Cju4oa9GmSIE1n+1ENiFAovPgC6wVlarva3ntdS0URelTAWrlgKLglCAwMap9K3AngOPz+urUQZcYOavUGDpGdAFdu2t9ee+fv2at1NJj0CBRUHAF9j0MZW2qZ4CP2mpr0aZYgRmmKv/djotBjGyK2GgwIRFKVPBqqXAoiDAC2z+mErbVA+B1wrQV6NMsQK7UGAJGNAFxkOI2RAosCgI6AJ7Gow1/lX4ZH5qRR99NcqULrALBRaTAV1gqSZxfNyN7+cnJD+CjqBpchMkSX4EB0Hg2LfSnf9q/0ScDmtMjxyKfnOhTOECC2CwAyAPBAZ4gW1Mow+9pq+6KGUqWLXcA4uCAL4HNn0mZT4u3xrs8B+I+mqUocA0DDupgwFeYPwgcy4ECiwKArjAHsbuMk4sPwUcQ9RXo0xxArtQYAkZ4AXmvpRU8E1V1EUpU8GqVRJQYKcRhA5+I+3fh/3hQkNgIZOk9NUoU57AHI8AjOxKGPAFxov5ZkLgHlgUBHiBDVMOKbC9UGCgDAUIbG0w3k7lDAQBwfw5TZe/AOwBgECBeapRpmSBXSiw2AwlCKxtKCO8oeU5CF4C81qlFNiJBBHG/5j5Yyo8B7aXSAK7UGCRGYoQ2KtxtYDgs1991EUpU8GqFQmsocDOJ4jTAn0ckziCPqair0aZkgQWl8EOwBYGgaEUgcWOuihlKli1PoJhB+xCgZ1NELMRntfT6B/4ObBVKDBQBgpMWJQyFaxav8CMfymwEwliNkL3MZX2sMYosG6e7/GPqeirUYYC0zDspA4GCkxYlDIVrFq5wKbbpp9MIEh+BHCBDR9TeTMIbLgw/fHb7emrUYYC0zDspA4GCkxYlDIVrFoPQUOB5SKI2wpPd6sETPPVV6MMBaZh2EkdDCUIbO6w0Pswz1EXpUwFq1YnsAwEkuRHgBfYsA9mJGSilL4aZSgwDcNO6mCAF9jyQ2CchXgWgldg81cU2KkEcVpgznB5myFhl2nTV6MMBaZh2EkdDOACcxzeiLMbpi5KmQpWrVhgFwrsXIIYDbDI9FHLtFfJBlieFFhVDNACs/8ynBJ6L7A26qKUqWDVygW21av57QGAUIbAokVfjTIUmIZhJ3UwIAtsmBE1n1IeH4hgMHVRypyxas0GGT+PFRFBIzB38tsDAIEC81SjTDkCc13fOoTBDoA8EBiABdbvfy2OyPeHOngx3zaNdRRPJLCtg30HCCiwbATBoz9h9NUoU5DAIjPYIUMyBOFQ9wns2a2qhyjnwdRFKXOSwIyJFJfx9nnjg1sC2xaP/ROToLmMn1Y239GX/PYAQChRYL99y2sh2qHAQBlwBdbtgLl2tZ5iHERUF6XMmQLrvDJdk3B+1P5n/MapsGYnjp+6dvgcyW8PAARwgf327Xra4QMv5mtn2TMAG24ypEMQDnWPwJ63PNWaLfiK9OqilDlRYKZjdgTWjJKzVOf007bLbLH5kt8eAAhlCoy3UzFDgcEy4ArsafNI4XPy2b6Yy3URl376XSPjWOKoGls6DjVtEzh+SoFlJQgc+1YcAmvnSlFgZigwWAZcgW3/Gdg2WOg0DnVRypwlsGYlo+F8mHMHyvrd+cujBL7ktwcAAqrAXB+xjPBRFX01ylBgZEiMIBzq+wJrDxRudNHOj8RRF6XMOQJbuGq6O/KssslxKQh8yW8PAARUgY2fSXHn8BEOfTXKUGBkSIwgHOr7AtvbzQo5Rj9EXZQypwhssbNlTNWYdri273USgcCX/PYAQEAV2PoS4d/7OQAAIABJREFUiEZ4OxUrFBgsAwUmLEqZ0wRmmssWWI9wyF1CAl/y2wMAAVZgG9e5Cfycpb4aZSgwMiRGEA51CiwEwThGaD46/aipc9tdHgKswPq4ZiGGRF+NMhQYGRIjCIc6BRaC0MznuzZ+VOW2uzwECsxTjTIUGBkSIwiHOgUWgNBQYIUgUGCeapShwMiQGEE41CmwAISmuYynvSgwaARwgcWOvhplKDAyJEYQDnUKLADBugri6mcUGA4CBeapRhkKjAyJEYRDnQILQKDASkEoSGAPEe5VpK9GGQqMDIkRhEOdAjuOsPvJZAoMCQFbYE9302VFnyJMoqfAkjEsQ4ZkCMKhToEdR/AJLAZC/oUA0GKQCyFs6Btpd7lGgRmXlgrZCdNXo0wmgWVnWIYMyRCEQ90vsCSXCpD0GeZyNbJ/bQ0KDAgBV2DDJ5n7K2b3d4rlB5mdocBgGSgwYVHKZBVYHIT8CwGgxSAXQtjQn/JwNwusl9kb44skjQWwPCmwqhgoMGFRyiSfxJEeIf9CAGgxyIUQNvTHPBv7X/03/ddhN4zVV6MMBUaGxAjCoU6BHUfgHlgxCKgCs+94/jB/E3bDWH01ylBgZEiMIBzqnvuBpY26KGXSrlrR5eWr3HaXh4AqsPak17Sj1f65OEkr6Iax+mqUocDIkBhBONQpsMMIFFg5CKgCs+54vrLZ4Wkc+mqUocDIkBhBONQpsMMIFFg5CKgCsz6L8mQeTnTeMPbl/sfxyw/313x/qLEAlicFVhVD2QK7/uF48FiHuihlKDAIAgAEUIHZlnqwZh46Pmf5+d0osOtXXf7484HGAlieFFhVDBSYsChlKDAIAgAEUIFZxwmtU2AugbXW6gX25X2nrk9v7//8i76xAJYnBVYVAwUmLEqZpKt29zoc0RDyLwSAFoNcCOGNsxCYdQrMIbCrrkaBvQy7XteHftI3FsDypMCqYqDAhEUpk3LVyvxV57a7PIQSBPZsX31jKbDH+/s//W0Q2OOw53XdE3OeBtNXowwFRobECMIWosAOIlBgJSGUILAHa+L8chLHdWfrx6uvRoEN3nqkwE5lWIYMyRCELUSBHUSgwEpCABWYaanFR5fbA4rmNPpPf/3ldRLYmHlWh6axAJYnBVYVAwUmLEoZCgyCAAABVGDtXtcorcUpsCfHB5lXAnsxpiHeG4nCBpSmGf/DMFYosEMIzfLmRKkQ8i8ECsxNEN44r9b1NqxPgS2nJPZZCuy6AzbPQqTAmBsMBXYIgQIrCwFVYLOnusuOWp8CW3+OeSGwq7+++/uBxgJYnkqErteWDQdw6IwM6RCEHUSBHUKQ+qvObXd5CKgC6++m8ma4E5j9meb17VRsgV39tfE55ioFtuo4gA03GdIhCBuIAjuEINRXpdvu8hBgBWbd72E0Vn9f5vXdVCyBtR9rdn4IzNtYAMuTAquKgQITFqUMBQZBAIAAK7DhhmBdhi562LxXkSmwT283978osBQMzpAhGYKwfyiwQwgUWFkIuALrDx4a/hoE5rrXniGwXX9RYAkYnCFDMgRh+1BghxAosLIQgAU27IQtzn8576QyC+zqr435G4LGAlieFFhVDOUL7NpaU6zri74cv+sD5nLtQ4GVhQAtsEUeNu9kOQlse/5hH301ypy70WwoMGyGegX22D90aLYv5nLtIp2DWOm2uzyEkgS2nUlgH/aOH75SYAkY3CFDMgRhT8Q+hGi31ofu8tkH7/qAuVy7iP1V57a7PIS6BDbeDWzz6Ia+GmUoMDIkRhD2RGSBtZccnX8yXqrt2F0fMJfrcDz+LIT8CwGgxSAXQnjjCDP31yiw7sYqFNipDO6QIRmCsDsiC+zR2td6GY8dHrpoNuZy7T7CTIEVhlCHwMTRV6NMFoFlZXCHDMkQhEM9rsBe7M9WTjr74D4Lpi5KmVQCk58Cq3PbXR4CBeapRpnTBeb4oxFgw02GdAjCoR5VYF/eWztg8+32XtwnndVFKZNguTYUWIkIFJinGmUoMDIkRhAO9agCW+yAmR9bmQRW+EWzR4Hl5mBuJhQYBQbOUIvA7DNgxu32qhFYQ4ExJ4cCcx/0ANhwkyEdgnCoxxTYcrKhKTDnNER1UcrEX64NDyEWicBDiJ5qlDl1o7nRcgAbbjKkQxAO9ZgCW07VcO6BmVEXpUz05aq0VwSE/AsBoMUgF0J44whDgTXO2xcBbLjJkA5BONQjCGzMPGdjfqAugfVtpPFXndvu8hAoME81ylBgZEiMIBzqKoE9LW78YOe6w2UfJzRnIVYxjV659xUDIf9CAGgxyIWgaZygUGAUGDhDEQKzbr033AfdytpSxufAnNeSUhelTAKBnY2QfyEAtBjkQhA3TmgoMAoMnKEEgT3dLbK64cPaUrVdiUPvrzq33eUhUGCeapShwMiQGEE41KUCe1j6a22wtaVquxYiBVYqAgXmqUYZCowMiRGEQ10osP7G5+NN9/75Q/ftG+sp5v3Ox1R2NXoKrFQECsxTjTIUGBkSIwiHukxg3fkva4/rYXXXc3MOx3RNqbruB0aBlYpAgXmqUYYCI0NiBOFQlwnsaT3z8Gm5C+YUWF13ZKbASkWgwDzVKEOBkSExgnCoywT2MB8+HNMeRlzN41BGXZQyFBgEAQACBeapRhkKjAyJEYRDXSSwVlZvlg8+r6WmjbooZSgwCAIABArMU40yFBgZEiMIh7pIYL996/jc17Wv7JNg+qiLUibycj3wMbA6t93lIVBgnmqUocDIkBhBONQpMDnCAX/Vue0uD4EC81SjDAVGhsQIwqHOQ4hyBAqsWAQKzFONMhQYGRIjCIc6J3HIESiwYhEoME81ylBgZEiMIBzqQdPotX21jLooZSgwCAIABArMU40yFBgZEiMIh3q8DzIfiLooZSgwCAIABArMU40yFBgZEiMIh3rIpaRCd8AoMC3BkeQnAECgwDzVKEOBkSExgnCoR7yYrz7qopSJu1yPzKKvc9tdHkLJAjsQfTXKnC0wV/MBbLjJkA5BONTFt1NZGSzcX8UJLANC/oUA0GKQCyF8+K+yf8NYRfTVKEOBkSExgnCoy29o+evXnhta6qMuShkKDIIAAKEAgXlvGKuIvhplKDAyJEYQDnW5wF4j/oU4RF2UMhQYBAEAAr7A/DeMVURfjTIUGBkSIwiHukpgsaMuShkKDIIAAAFeYHHPMeurUYYCI0NiBOFQp8DECBRYuQjoAhPcMFYTfTXKUGBkSIwgHOoUmBDBNZH3BIT8CwGgxSAXQsxGiP05S301ylBgZEiMIBzqAQL77dtbuhbiMX/Vue0uDwFcYJIbxmqir0YZCowMiRGEQ118JY7Vn4OO6yNqoy5KmYjL9eAOWJ3b7vIQwAUW+1qj+mqUocDIkBhBONSDBHZDt1M5pq9Kt93lIWALLPrdHvTVKHPmRrNrPQoMmaFEgbWH7Smw5Aj5FwJAi0EuhLChbyX6/fb01ShDgZEhMYJwqHsEtvp0ipWbOoSYByH/QgBoMciFEDb0rVBge6HA4BlwBWZfHmCZG7qdCgVWNAK2wHgIcS8UGDwDrsCGD6i4c0u3U6HAikbAFhgnceyFAoNnABbY8JlKV27qavQUWNEI4AKLfcNYfTXKUGBkSIwgHOrHZyFGiLooZeIt14OT6CvddpeHAC4wfpB5J33rUWDADBSYsChlKDAIAgAEcIHFvmGsvhplzhdYXoatkCEZgnCoU2AiBAqsbAR0gfFivtuhwOAZ4AW2mwO3PB+iLkqZaMv16HU4Kt12l4cAL7C4N4zVV6MMBUaGxAjCoU6BSRAosMIR8AUW9Yax+mqUOXGjudl5ABtuMqRDEA51CkyCcFRflW67y0MoQGCvEW8Yq69GGQqMDIkRhEOdApMgUGCFI5QhsGjRV6MMBUaGxAjCoU6BSRAosMIRKDBPNcpQYGRIjCAc6hSYBIECKxyBAvNUowwFRobECMKhToFJECiwwhFKFFjADWP11ShDgZEhMYJwqFNgEgQKrHAEcIHFvmGsvhplKDAyJEYQDnUKzIvQHJ9EX+m2uzyEMgXG26nsXUIAYMNNhnQIwqFOgXkRKLDyEcoTWNANY/XVKEOBkSExgnCoU2BeBAqsfARUgSW6Yay+GmUoMDIkRhAOdQrMi0CBlY+AKrBEN4zVV6MMBUaGxAjCoU6B+RDaDjrsrzq33eUhoAos0Q1j9dUoQ4GRITGCcKhTYD6E43tfMRDyLwSAFoNcCOGN0ybNDWP11ShzpsDyM2yHDMkQhEOdAvMhUGChBAAIsALrE/t2RfpqlKHAyJAYQTjUKTAfAgUWSgCAQIF5qlGGAiNDYgThUKfAfAgUWCgBAAIF5qlGGQqMDIkRhEOdAvMhUGChBAAI4ALbzYH+0lejDAVGhsQIwqFOgfkQKLBQAgAECsxTjTIUGBkSIwiHOgXmQ6DAQgkAECgwTzXKUGBkSIwgHOoUmA+BAgslAECgwDzVKEOBkSExgnCoU2D7CCFX4YiBkH8hALQY5EIIbxxhKLDcDNshQzIE4VCnwPYRKDCAFoNcCOGNIwwFlpthO2RIhiAc6hTYPkKgv+rcdpeHQIF5qlGGAiNDYgThUKfA9hEoMIAWg1wI4Y0jDAWWm2E7ZEiGIBzqEQR2PB934/v5CekElpkg69tDEAAgOAhO65IDAtNXc3bECAn7D2AxkGETQTjUswpMbWVlouyB5UXIvxAA/kaEXAindQn3wHIzbIcMyRCEQ10uMMe990Ivf6MuShkKDIIAAIEC81SjDAVGhsQIwqEuFZjz1rH1Cyz0FFid2+7yECgwTzXKUGBkSIwgHOpCgblvfX4LAsuMkH8hALQY5EIIG/qKUGC5GbZDhmQIwqEuE9i1hyiwLAj5FwJAi0EuhLChrwgFlpthO2RIhiAc6jKBPQXeIXYj6qKUCV6uwUcQ69x2l4dAgXmqUYYCI0NiBOFQFwmsu+/5G2UTCaIuSpkIAsuNkH8hALQY5EKI3w4bocByM2yHDMkQhENdJLDfvk2x/0WBCZJ/IQC0GORCSNAP7lBguRm2Q4ZkCMKhLhZYgh0wCsyf/AsBoMUgF0KCfnCHAsvNsB0yJEMQDnXxIUQKLAtC/oUA0GKQCyFBP7hz0wLbOQsNsOEmQzoE4VCXTeJ4oMAyIeRfCAAtBrkQEvSDOzcusPwMOyFDMgThUJcJ7JnnwDIh5F8IAC0GuRAS9IM7FFhmhp2QIRmCcKgLP8j8cPe7vyibSBB1UcpQYBAEAAgUmKcaZSgwMiRGEA51ocD++UPwp5YdURelTOhyDf8YWJ3b7vIQKDBPNcpQYGRIjCAc6uKL+T6EX3hjFXVRyoQLLDtC/oUA0GKQCyFyL2yHAsvMsBMyJEMQDnWZwNp59Dd4KSkKLAoBAAIF5qlGGQqMDIkRhEOdAtsJBRaFAAChZIEdiL4aZSgwMiRGEA51CmwnFFgUAgAECsxTjTIUGBkSIwiHOgW2EwosCgEAQgECi3nDWH01ylBgZEiMIBzq8jsyJ4i6KGUoMAgCAAR4gcW9Yay+GmUoMDIkRhAOdQpsJxRYFAIABHSBRb5hrL4aZSgwMiRGEA51CmwnFFgUAgAEcIHFvmGsvhplKDAyJEYQDnUKbCcUWBQCAARwgcW+Yay+GmUoMDIkRhAOdQpsJxRYFAIABGyBRb9hrL4aZSgwMiRGEA71EIE9VT4L8eqv3Aj5FwJCi0EuhLChbyX6DWP11ShDgZEhMYJwqIsF5jpMT4GlRsi/EBBaDHIhhA19K9FvGKuvRhkKjAyJEYRDXX4x39v7HBgFFocAAAFbYNFvGKuvRhkKjAyJEYRDXXw7FQosB0L+hYDQYpALIWzo24l9w1h9NcpQYGRIjCAc6jKBuaf5Bl+dXl2UMkHLtWkosDgEAAjgAot9w1h9NcpQYGRIjCAc6jKBtdN82zta/vZtf2PL7tJS4S2nLkoZCgyCAAABXGCxbxirr0YZCowMiRGEQ10ksPYYfb+79XA33Nqh3ScLPuqhLkoZCgyCAAABXWCRbxirr0aZszaae7eUBdhwkyEdgnCoiwXWe+tp2vF6vrv7wz+ONJcRdVHKhAosN8Il+0KIQgCAgC6wyDeM1VejTOKN5qStvVuiA2y4yZAOQTjURQIbjxx2O15jm0U48awuSpmA5druf1FgcQgAEMAFFvtuD/pqlKHAyJAYQTjUlQKbv4px4lldlDIUGAQBAAIF5qlGGQqMDIkRhENdL7Bxv+v6ZegxRHVRyhxfrr2/AFZtDQQACBSYpxplkgusGb/IxiAKGZIhCIe6+BzYm+mr/mxY23T1fg6MAotIAIBAgXmqUSa9wJrhi2wMopAhGYJwqMum0U+TD9uvhgOHFFhahD41EAAggAssdvTVKEOBkSExgnCoiz8HNhxDfJr+LjTmcxyNuihlKDAIAgAECsxTjTIUGBkSIwiHuuJKHN0Zr+e78WjiQ/g8enVRyoQJLDNCnxoIABAoME81ypwksL2PgSFsuMmQDkE41FXXQnwzHK3/Znik0lmITdNQYBEJABAoME81yqTdaDZjB1JgZTDgC6y7Gn13FPFpPsccfPUbdVHKhAjsQoHFIgBAoMA81ShzmsCyMchChmQIwqEuvR/YdDUp48YqwRdDVBelTIDAMiNMqYEAAKFIgR2/Yay+GmXOEdjuDhjChpsM6RCEQ11+R+Z//tD302Swai/mS4HFJQBAwBdY1BvG6qtRJulGs6HACmMoQmBzul6LcfVsdVHKUGAQBAAI6AKLfMNYfTXKUGBkSIwgHOpHBBYt6qKUOS6w3AhTaiAAQEAXWOQbxuqrUSbdRrOfukGBFcVAgQmLUoYCgyAAQAAXWOwbxuqrUSbZRtOYf0iBFcNAgQmLUuawwLIjTKmBAAABXGCxbxirr0YZCowMiRGEQ50CW4cCi0sAgIAtsOg3jNVXo8xZAsvCoAgZkiEIhzoFtg4FFpcAAAFfYFFvGKuvRplUG82GAiuRAV5gsa+WPURdlDIUGAQBAAK2wKLfMFZfjTJnCGz/Y8wQG24ypEMQDnUKbJWGAotLAIBQisAi3TBWX40yyQV2ocAKYqDAhEUpc1Rg2RHm1EAAgFCQwGLcMFZfjTLpBXbZvxR9QgZNyJAMQTjUKbBVKLDIBAAI2AKLfsNYfTXKnCKwCwVWCAO8wJZp+yz0XiqvFJggNRAAIGALLPoNY/XVKJNYYFkZNCFDMgThUD86C3HRXl/e30/58y/rh43HxH1GgVVCAIAALrDYN4zVV6NMWoHlZdCEDMkQhEP98DT6a38Z+2AbAvv8rjyBNRRYZAIABHCBxb5hrL4aZVJssaapGxRYaQwlCmxjmu+H+z/+PH/36a3bXEPURSlzUGDZEYzUQACAAC6w2DeM1VejDAVGhsQIwqF+XGDOab6f3t7/aHz7cv/93kuoi1KGAoMgAEBAF1jkG8bqq1GGAiNDYgThUA8S2PoQx6N9sPCDpbNV1EUpQ4FBEAAgoAss8g1j9dUok1BgvtnzSRm0IUMyBOFQDxLY6iTzy/39T+b3j+bxxHXURSlDgUEQACDACyzuDWP11SiTYIulmYCYikEdMiRDEA71oHNgS4F9eW/vgH1+992/t9M4to4jqotS5shybSiw2AQACAUIbE74DWP11ShDgZEhMYJwqIfMQlwdQlzugH16O0xC/O7v02P3Ro6+d8o0TW4ChgmMfnOhDAVGhsQIwqF+VGDdtKlvFg8uzoC1QuseMB+HFlhDgTEVRL+5UIYCI0NiBOFQD7mU1PIox3WHy9oBe/0w7Hp9eb/4gajPzl6ujnvo5V+1NRAAIBR1CDE8+mqUSSawvAzqkCEZgnCohwhsuQP2wTxUaOXRfRpMXZQyquXaUGCJCAAQKDBPNcpQYGRIjCAc6gECW/rrup+1NVvjg/tSHOqilDkksIwIjtRAAIBAgXmqUSb+Fkt9BBFhw02GdAjCoX5YYOtJvp/fuQ8UvlJgx1MDAQACuMBi3+1BX40y8bZY05XnKbByGeAFJsrL5hHEEgQ2dA8FFp8AAIEC81SjDAVGhsQIwqEeUWArS315P16I49F9RQ51UcpQYBAEAAgU2FY1KmdMocDIkBhBONQjCmw9U2NU2ud37ityqItSRicw858sCK7UQACAUInAXuw/BD9snXQWVqO9eNMcCowMiRGErRNPYPP+1pRPb7sO25zdoS5KmQMCy4ngSg0EAAjgAltm44axn99ZLTa0lyPCarSXz51DgZEhMYKwVfYF9tv/EL7Mqz2HY7ym1MvwieVDfUaBVUIAgFCYwNz3Y27vrmcIrL0HXwyBKb3RhQIjQ2IEYaN4BPat/JJsLoENN7rcmpyoLkoZCgyCAAChOIEtbhjbprswmyGwD0f/MnQITGuw6AJzzQE+jeF4yJAMQdgnPoEFXRTbF3VRyiiWq7t38q/aGggAEMoT2OqGsY/393/6myGwz++++5dwgbk+vi9IrC3W9M4UWMkM0AILuy72btRFKSNfrhu9k3/V1kAAgFCgwBY3jG1vFWudZn68/2njAjelCuzS/u98hpCQIRmCsE0EAku3E6YuShkKDIIAAKFMgZnHED/99RdrnlR7s/NwgTUgAst7GPN4yJAMQdgmnlmIw931Eu2EqYtSRrJcxwbKiLCXGggAEMoUmON+e6PAuk+mWAI7cJsHU2AxkPUZ3zofAVN2vNPou7vrJdoJU280lJEJbOeTMJBbzuIIABAKFJj7hrGjwLpLAwQKrIESWB4ApvAIPgf2kGwnTL3RUMa/2RqPn1BgCQkAEMoTmOuGsbPAXrpZvmGHEC1/ZTyE2F8AR39BEIBDZ2RIhyDsE8kHmZOdCVMXpYxYYFv9k3/V1kAAgFCcwJw3jJ0E9uV9d2mbowIzzjthCOzAGTCIDTcZ0iEIG0V2JY6nNDth6qKUkQhs9wRy/lVbAwEAArjAZDeMnQU2XEOKAovBEBIyJEMQto7wUlJpdsLURSkjE9hO++RftTUQACAUKbDlDtgksE9v+/s+hArs+DRECowMiRGErSO+FuJzgp0wdVHKeJdrQ4GdQACAUKLAVv6aBPbBmK9x4D5FK4FdNk8Cb4UCI0NiBGHrKC7m+xDvdg9D1EUpIxDY8A8FlpAAAKE8gbkOdkQX2Hwp3xwCmwxKgRXOUIbA1m1GgYUjeFIDAQACuMCEWd7wIfgQ4vxdVoEd8hfChpsM6RCEPaEQ2PChZgosKoInNRAAIFBgZhwf3s8tsAMvAbDhJkM6BGFPyAX2tD5KX7rAGgrsDAIABArMDJTADl1GKhpDYMiQDEHYE1KBDYcP65rEQYGdQgCAQIGZgRFYQ4FVwYAvsKftM8sBUReljPQQ4uZFsPOv2hoIABBABaa5YawmnmowBNZQYLUwoAssye7Xa36Befsm/6qtgQAAAVVgihvGauKphgIbGUJDhmQIwqEuEdhDkt2v1+wC87dN/lVbAwEAAqzA0lwm21ONY+Y8BXYoZEiGIBzqfoENl6Ov8GK+FNg5BAAIwAJL0VmeapAEduxeYLEYQkOGZAjCoe4VWLLdr9fcAhO0Tf5VWwMBAAKywBI0l6+aYc/HeIgCOxQyJEMQDnWPwBLufr1mFpikbfKv2hoIABBABZbqhrG+atYfvsolsP69KbCyGWAFluxGKn3URSnjE5j3BfKv2hoIABBQBZbohrG+ahAE1lBg1TBgCyzR7tcrBSZIDQQACLgCS3LDWF81FFjPEPoKZEiHIBzqfoGl2v16zSowWdPkX7U1EAAgIAsswXEOXzUUWM8Q+gpkSIcgHOo+gaXb/XqlwASpgQAAAVpg8W8Y66uGAusZQl+BDOkQhEPdI7BEVwoYoi5KGQoMggAAAVxgsXfCfNW4BKZyCAVGhsQIwqGuuZ1K9KiLUmZ7uQp7Jv+qrYEAAAFdYJFvGOurhgLrGUJfgQzpEIRD/TYFJv3oSf5VWwMBAAK+wKLeMFZQDYbAxvemwIpmoMCERSmzIzDZQf/8q7YGAgCEEgQW8YaxgmoQBDa/NwVWNAMFJixKGQoMggAAoQSBRbxhrKCapTUyCkxrz3gMoa9AhnQIwqF+kwJbXUjnfARpaiAAQChAYDFvGCuoZiUNlUTCt1jm+1NghTNQYMKilNkW2GX7HmDnIEhTAwEAArzA4t6xSFDNyhkUGBmQEIRD/XYFJkn+VVsDAQACusAi3zBWUE1+gZlvTYEVzUCBCYtSZmO5yvsl/6qtgQAAAVtg0W8YK6iGAkMY2ZUwUGDCopShwCAIABCgBRb/jkWCarAEduQlADbcZEiHIBzqFFgWBHFqIABAABZYijsWSaoBEpjofHQChvwjuxIGCkxYlDKbApO+QP5VWwMBAAKuwJLcMFZfTV6BHQrAhpsM6RCEQ50Cy4IgTg0EAAioAkt0w1h9NWcLLNxfCBtuMqRDEA71GxSY4pRx/lVbAwEAAqjAUt0wVl8NBUYGLAThUL9JgYlfIP+qrYEAAAFZYAnuWKSvhgIjAxaCcKhTYDkQ5KmBAAABWGApbhirr4YCIwMWgnCo357ANB86yb9qayAAQIAVWJobxuqrocDIgIUgHOq3KDD5C+RftTUQACCgCizRDWP11Vh94W8RCowMiRGEQ50Cy4CgSA0EAAigAksVfTUUGBmwEIRD/dYEprv3UP5VWwMBAAIF5qmGAiMDFoJwqN+YwJT3zsu/amsgAECgwDzVUGBkwEIQDvUbElgzRPEC+VdtDQQACBSYpxpTKYLb5YUuz2OX743LgDCyK2GgwIRFKeMUmOYF8q/aGggAECgwTzUUGBmwEIRD/XYEdmAHDGDV1kAAgECBeao5XWD5RxXCyK6EgQITFqXMvFz17oqOcCw1EAAgUGCeaigwMmAhCIf6LQlM/wL5V20NBAAIFJinmnMF1lBgVTFQYMKilOmXa9eOxw6651+1NRAAIFBgnmrWAtvtFwqMDIkRhEM9q8A+7saqDbxcAAAZr0lEQVT3c2mGc19HfjUWwvGQAALBQZCzcXzRby7OFlgdG24ypEMQDvX698CO7n1FRAhIDQQACNwD81SzEJivZygwMiRGEA51CuwEhIDUQACAQIF5qqHAyICFIBzqtyCw4y+Qf9XWQACAQIF5qvEIbPk9BUaGxAjCoU6BnYAQkBoIABAoME81FBgZsBCEQ712gQUcP4yFEJQaCAAQKDBPNRQYGbAQhEO9coGFnACLhBCWGggAECgwTzUUGBmwEIRD/QYEFvAC+VdtDQQACBSYpxpDYK5rrlFgZDgZQTjUqxdY0AvkX7U1EAAgUGCeamaBNRQYGQAQhEOdAkuNEJYaCAAQKDBPNZfRYE3jMhgFRoaTEYRDnQJLjRCWGggAECgwTzUXCowMUAjCoV63wEJvO5R/1dZAAIBAgXmquewJbH1IkQIjQ2IE4VCnwBIjBP5+DQQACBSYp5qLKbDL4mKIFBgZTkcQDvWqBRbqL4BVWwMBAAIF5qnmYgnscnEIzOwlCowMiRGEQ71mgQXOoY+BUOe2uzwECsxTzYUCIwMUgnCoVyywwA8xx0CodNtdHgIF5qnmMgts/G76ggIjw/kIwqFer8D8l9T2J/+qrYEAAIEC81RzocDIAIUgHOp1CyzoBcIRLpVuu8tDoMA81VyWAru4BDb9kAIjQ2IE4VCvVWAx9r8QVm0NBAAIFJinmgsFRgYoBOFQr1RgfcNVsGprIABAoMA81VxWAhu/GgR2ocDIcCaCcKhXLLAqVm0NBAAIFJinmkt/1ss8bJFOYA0FVhcDBSYsSpy+DytYtTUQACBQYJ5q2mwJrKHAyHA6gnCoVyuw9r8VrNoaCAAQKDBPNW32BDb+ePjZR+u3tKHAKmOgwIRFSdNQYEAEAAgUmKeaNhKBDT8NFRjCqCJDNAYKTFiUNENTVbBqayAAQKDAPNW0cQqsMQTWUGBkOAtBONQpsEQIQ6rcdpeHQIF5qmmzIzD7q4XA1AajwCpjoMCERUlDgSERACBQYJ5q2lBgZMBBEA51CiwRwpAqt93lIVBgnmraLK4YRYGRISOCcKjXKLCpzypYtTUQACBQYJ5q2qwFNl2FY/5x/zNbYFqDUWCVMVBgwqJEaSgwLAIABArMU02bkwTW/QLAqCJDNAYKTFiUKM42O5b8q7YGAgAECsxTTZtYAlsLrbF/TIFVxkCBCYuSxN1mx5J/1dZAAIBAgXmqabMhsOks12GB2c+gwKpjoMCERQli9lMFq7YGAgAECsxTTRufwNzHNigwMlBgwqIEMXulglVbAwEAAgXmqaaNS2CNKTDrHivmby1fZ/E1BVY5AwUmLEoQCgyOAACBAvNU02ZLYBeXwBrzWcuXWXxNgVXOQIEJixKEAoMjAECgwDzVtFkJzP5+eHD82fCdLbjx94yvLxRY9QwUmLCo/QxNNT9QwaqtgQAAgQLzVNMmhsBWV/OgwG6AgQITFrWfvpcoMDQCAAQKzFNNG7XAxp8vzoj5BQYxqsgQjYECExa1n1W/VbBqayAAQKDAPNW0ocDIgIMgHOoVCWzdbhWs2hoIABAoME81XewGosDIkBFBONSrEtiFAkMkAECgwDzV9GnMM8hHBLb8nfl51utCjCoyRGOgwIRF7WY9obeCVVsDAQACBeapxhGXvw4IrFkLTIywG4DuJkM6BOFQr0dgfatYD1WwamsgAECgwDzVONKbSCawxvwdCuzWGCgwYVF7Wf2xWMWqrYEAAIEC81TjiGP/a1tgxsWmXBNBVp97BhhVZIjGQIEJi9rLutlqWLU1EAAgUGCeahxx6CuGwBoKrDoGCkxY1F4oMFQCAAQKzFONI3KBXSiw22agwIRF7YUCQyUAQKDAPNU4simwYbrvcI7MFNgoq5XQKLCqGSgwYVGbWc9AbFPBqq2BAACBAvNU44hEYIunThOpZoFdLqPm5p02McJuALqbDOkQhEO9GoG52q2CVVsDAQACBeapxhWHvzYENhqsMcU1P72Z/qXAqmSgwIRFbYYCAyYAQKDAPNVI4xOY8bT56Y3xLwVWIQMFJixqM05/1bBqayAAQKDAPNVIc0BgFwqsdgYKTFjUdlz+qmHV1kAAgECBeaqRZpKQfcxjLbDxpNj0fUOBVctAgQmL2ozTXzWs2hoIABAoME814jSNS2DTvHrr29VsRAqsTgYKTFjUVtz+qmHV1kAAgECBeaoRx+2v+WDh/Czz+wsFVjMDBSYsyhHrc5SLVLBqayAAQKDAPNWIsyOw5UmxxfeTwEIRhgB0NxnSIQiHekSBvdxf873kwTHqotZx9dKUClZtDQQACBSYpxpxpobbF5hDaJbTAEYVGaIx1CCwL+/vu/zxZ/PRx/7B7/7u/B11UetQYPgEAAgUmKcacUYRKQV2WVgPYFSRIRpDDQL7cH//4+vrp7f3f/7F8+AcdVHrUGD4BAAIFJinGnGOCuxCgdXLUIHAPr9rVdXJ6qf9B42oi1rFcSzDSAWrtgYCAAQKzFONOL2VNgS2/H7xiPGnJsCoIkM0hgoE9ultf+zwy/veWV1exmOHj+7TYOqiFnEejDdSwaqtgQAAgQLzVCPOcYFZ18sBGFVkiMZQq8Aex0OHH9xnwdRFLbKarLtIBau2BgIABArMU404WwJb6cpxaJ8Cq5ShAoG5jhZeZTbseL0s5nYMURdlZeoQCgybAACBAvNUI87UcgcFFgFhCEB3kyEdgnCoR57EcfXYPF9j3hsb98+uuTdy8K2a/r99uq+OYzNMfdFvLsShwMhwCoJwqMf7HNhLLyXjZNe4VxZZYKO12n8pMIZZRb+5EKd30Mf11QMosNtlqEFgjs+BmQJzTkNUFjX+8Wd+on83FazaGggAEHgI0VONOJPAlrcLcwnsQoHdBEMFArvKqlVXq7GfjMfWe2BmlEVN5nJMcHKmglVbAwEAAgXmqUacWWDOH1jfL1uUAquUoQKBfZhnzE8nwZznwMwoi2qmUGAlEQAgUGCeasShwMhwCoJwqEcSmNNV5izECNPopw9CWp+I3EsFq7YGAgAECsxTjTh931FgZEiMIBzqkQQ2Hy28fjUdQzQ+B+a8lpSqqPmYutRfNazaGggAECgwTzXi7Ahs+f2qRSmwShnKF9i8s2UeLYx6JQ6jIWT6qmLV1kAAgECBeaqRhwIjwxkIwqGe4BzYfLQw5rUQrX6gwEoiAECgwDzVKCNZno4mpcDqZKhAYMMsxPb+KfOlpOJdjX5xobXlFN6NVLBqayAAQKDAPNUoQ4GRITGCcKhH+xzY1VJ9Wn99eT8oK9L9wKQnvRapYNXWQACAQIF5qlGGAiNDYgThUI94R+YPs6omgcW5I/NBf9WwamsgAECgwDzVKEOBkSExgnCoRxSYPrKixLPmV6lg1dZAAIBAgXmqUYYCI0NiBOFQxxdYQ4EVTgCAQIF5qlFGtDwpsFthoMB2iho/vHxgsVSwamsgAECgwDzVKHNweVJgdTJQYHtFHXJXlwpWbQ0EAAgUmKcaZSgwMiRGEA51aIFJrzq/lQpWbQ0EAAgUmKcaZSgwMiRGEA51ZIEdP/k1pIJVWwMBAAIF5qlGGQqMDIkRhEMdWWCv4mtGbaSCVVsDAQACBeapRpmjy5MCq5KBAhMWpUwFq7YGAgAECsxTjTIAnUUGHAYKTFiUMhWs2hoIABAoME81ygB0FhlwGCgwYVHKVLBqayAAQKDAPNUoA9BZZMBhoMCERSlTwaqtgQAAgQLzVKMMQGeRAYeBAhMWpUwFq7YGAgAECsxTjTIAnUUGHAYKTFiUMhWs2hoIABAoME81ygB0FhlwGCgwYVHKVLBqayAAQKDAPNUoA9BZZMBhoMCERSlTwaqtgQAAgQLzVKMMQGeRAYeBAhMWpUwFq7YGAgAECsxTjTIAnUUGHAYKTFiUMhWs2hoIABAoME81ygB0FhlwGCgwYVHKVLBqayAAQKDAP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JayEnAarhttp://www.blogger.com/profile/08127753607029493743noreply@blogger.com0