R client for opensensemap.org
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.

osem-intro.html 403KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587
  1. <!DOCTYPE html>
  2. <html>
  3. <head>
  4. <meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
  5. <title>Analyzing environmental sensor data from openSenseMap.org in R</title>
  6. <script type="text/javascript">
  7. window.onload = function() {
  8. var imgs = document.getElementsByTagName('img'), i, img;
  9. for (i = 0; i < imgs.length; i++) {
  10. img = imgs[i];
  11. // center an image if it is the only element of its parent
  12. if (img.parentElement.childElementCount === 1)
  13. img.parentElement.style.textAlign = 'center';
  14. }
  15. };
  16. </script>
  17. <!-- Styles for R syntax highlighter -->
  18. <style type="text/css">
  19. pre .operator,
  20. pre .paren {
  21. color: rgb(104, 118, 135)
  22. }
  23. pre .literal {
  24. color: #990073
  25. }
  26. pre .number {
  27. color: #099;
  28. }
  29. pre .comment {
  30. color: #998;
  31. font-style: italic
  32. }
  33. pre .keyword {
  34. color: #900;
  35. font-weight: bold
  36. }
  37. pre .identifier {
  38. color: rgb(0, 0, 0);
  39. }
  40. pre .string {
  41. color: #d14;
  42. }
  43. </style>
  44. <!-- R syntax highlighter -->
  45. <script type="text/javascript">
  46. var hljs=new function(){function m(p){return p.replace(/&/gm,"&amp;").replace(/</gm,"&lt;")}function f(r,q,p){return RegExp(q,"m"+(r.cI?"i":"")+(p?"g":""))}function b(r){for(var p=0;p<r.childNodes.length;p++){var q=r.childNodes[p];if(q.nodeName=="CODE"){return q}if(!(q.nodeType==3&&q.nodeValue.match(/\s+/))){break}}}function h(t,s){var p="";for(var r=0;r<t.childNodes.length;r++){if(t.childNodes[r].nodeType==3){var q=t.childNodes[r].nodeValue;if(s){q=q.replace(/\n/g,"")}p+=q}else{if(t.childNodes[r].nodeName=="BR"){p+="\n"}else{p+=h(t.childNodes[r])}}}if(/MSIE [678]/.test(navigator.userAgent)){p=p.replace(/\r/g,"\n")}return p}function a(s){var r=s.className.split(/\s+/);r=r.concat(s.parentNode.className.split(/\s+/));for(var q=0;q<r.length;q++){var p=r[q].replace(/^language-/,"");if(e[p]){return p}}}function c(q){var p=[];(function(s,t){for(var r=0;r<s.childNodes.length;r++){if(s.childNodes[r].nodeType==3){t+=s.childNodes[r].nodeValue.length}else{if(s.childNodes[r].nodeName=="BR"){t+=1}else{if(s.childNodes[r].nodeType==1){p.push({event:"start",offset:t,node:s.childNodes[r]});t=arguments.callee(s.childNodes[r],t);p.push({event:"stop",offset:t,node:s.childNodes[r]})}}}}return t})(q,0);return p}function k(y,w,x){var q=0;var z="";var s=[];function u(){if(y.length&&w.length){if(y[0].offset!=w[0].offset){return(y[0].offset<w[0].offset)?y:w}else{return w[0].event=="start"?y:w}}else{return y.length?y:w}}function t(D){var A="<"+D.nodeName.toLowerCase();for(var B=0;B<D.attributes.length;B++){var C=D.attributes[B];A+=" "+C.nodeName.toLowerCase();if(C.value!==undefined&&C.value!==false&&C.value!==null){A+='="'+m(C.value)+'"'}}return A+">"}while(y.length||w.length){var v=u().splice(0,1)[0];z+=m(x.substr(q,v.offset-q));q=v.offset;if(v.event=="start"){z+=t(v.node);s.push(v.node)}else{if(v.event=="stop"){var p,r=s.length;do{r--;p=s[r];z+=("</"+p.nodeName.toLowerCase()+">")}while(p!=v.node);s.splice(r,1);while(r<s.length){z+=t(s[r]);r++}}}}return z+m(x.substr(q))}function j(){function q(x,y,v){if(x.compiled){return}var u;var s=[];if(x.k){x.lR=f(y,x.l||hljs.IR,true);for(var w in x.k){if(!x.k.hasOwnProperty(w)){continue}if(x.k[w] instanceof Object){u=x.k[w]}else{u=x.k;w="keyword"}for(var r in u){if(!u.hasOwnProperty(r)){continue}x.k[r]=[w,u[r]];s.push(r)}}}if(!v){if(x.bWK){x.b="\\b("+s.join("|")+")\\s"}x.bR=f(y,x.b?x.b:"\\B|\\b");if(!x.e&&!x.eW){x.e="\\B|\\b"}if(x.e){x.eR=f(y,x.e)}}if(x.i){x.iR=f(y,x.i)}if(x.r===undefined){x.r=1}if(!x.c){x.c=[]}x.compiled=true;for(var t=0;t<x.c.length;t++){if(x.c[t]=="self"){x.c[t]=x}q(x.c[t],y,false)}if(x.starts){q(x.starts,y,false)}}for(var p in e){if(!e.hasOwnProperty(p)){continue}q(e[p].dM,e[p],true)}}function d(B,C){if(!j.called){j();j.called=true}function q(r,M){for(var L=0;L<M.c.length;L++){if((M.c[L].bR.exec(r)||[null])[0]==r){return M.c[L]}}}function v(L,r){if(D[L].e&&D[L].eR.test(r)){return 1}if(D[L].eW){var M=v(L-1,r);return M?M+1:0}return 0}function w(r,L){return L.i&&L.iR.test(r)}function K(N,O){var M=[];for(var L=0;L<N.c.length;L++){M.push(N.c[L].b)}var r=D.length-1;do{if(D[r].e){M.push(D[r].e)}r--}while(D[r+1].eW);if(N.i){M.push(N.i)}return f(O,M.join("|"),true)}function p(M,L){var N=D[D.length-1];if(!N.t){N.t=K(N,E)}N.t.lastIndex=L;var r=N.t.exec(M);return r?[M.substr(L,r.index-L),r[0],false]:[M.substr(L),"",true]}function z(N,r){var L=E.cI?r[0].toLowerCase():r[0];var M=N.k[L];if(M&&M instanceof Array){return M}return false}function F(L,P){L=m(L);if(!P.k){return L}var r="";var O=0;P.lR.lastIndex=0;var M=P.lR.exec(L);while(M){r+=L.substr(O,M.index-O);var N=z(P,M);if(N){x+=N[1];r+='<span class="'+N[0]+'">'+M[0]+"</span>"}else{r+=M[0]}O=P.lR.lastIndex;M=P.lR.exec(L)}return r+L.substr(O,L.length-O)}function J(L,M){if(M.sL&&e[M.sL]){var r=d(M.sL,L);x+=r.keyword_count;return r.value}else{return F(L,M)}}function I(M,r){var L=M.cN?'<span class="'+M.cN+'">':"";if(M.rB){y+=L;M.buffer=""}else{if(M.eB){y+=m(r)+L;M.buffer=""}else{y+=L;M.buffer=r}}D.push(M);A+=M.r}function G(N,M,Q){var R=D[D.length-1];if(Q){y+=J(R.buffer+N,R);return false}var P=q(M,R);if(P){y+=J(R.buffer+N,R);I(P,M);return P.rB}var L=v(D.length-1,M);if(L){var O=R.cN?"</span>":"";if(R.rE){y+=J(R.buffer+N,R)+O}else{if(R.eE){y+=J(R.buffer+N,R)+O+m(M)}else{y+=J(R.buffer+N+M,R)+O}}while(L>1){O=D[D.length-2].cN?"</span>":"";y+=O;L--;D.length--}var r=D[D.length-1];D.length--;D[D.length-1].buffer="";if(r.starts){I(r.starts,"")}return R.rE}if(w(M,R)){throw"Illegal"}}var E=e[B];var D=[E.dM];var A=0;var x=0;var y="";try{var s,u=0;E.dM.buffer="";do{s=p(C,u);var t=G(s[0],s[1],s[2]);u+=s[0].length;if(!t){u+=s[1].length}}while(!s[2]);if(D.length>1){throw"Illegal"}return{r:A,keyword_count:x,value:y}}catch(H){if(H=="Illegal"){return{r:0,keyword_count:0,value:m(C)}}else{throw H}}}function g(t){var p={keyword_count:0,r:0,value:m(t)};var r=p;for(var q in e){if(!e.hasOwnProperty(q)){continue}var s=d(q,t);s.language=q;if(s.keyword_count+s.r>r.keyword_count+r.r){r=s}if(s.keyword_count+s.r>p.keyword_count+p.r){r=p;p=s}}if(r.language){p.second_best=r}return p}function i(r,q,p){if(q){r=r.replace(/^((<[^>]+>|\t)+)/gm,function(t,w,v,u){return w.replace(/\t/g,q)})}if(p){r=r.replace(/\n/g,"<br>")}return r}function n(t,w,r){var x=h(t,r);var v=a(t);var y,s;if(v){y=d(v,x)}else{return}var q=c(t);if(q.length){s=document.createElement("pre");s.innerHTML=y.value;y.value=k(q,c(s),x)}y.value=i(y.value,w,r);var u=t.className;if(!u.match("(\\s|^)(language-)?"+v+"(\\s|$)")){u=u?(u+" "+v):v}if(/MSIE [678]/.test(navigator.userAgent)&&t.tagName=="CODE"&&t.parentNode.tagName=="PRE"){s=t.parentNode;var p=document.createElement("div");p.innerHTML="<pre><code>"+y.value+"</code></pre>";t=p.firstChild.firstChild;p.firstChild.cN=s.cN;s.parentNode.replaceChild(p.firstChild,s)}else{t.innerHTML=y.value}t.className=u;t.result={language:v,kw:y.keyword_count,re:y.r};if(y.second_best){t.second_best={language:y.second_best.language,kw:y.second_best.keyword_count,re:y.second_best.r}}}function o(){if(o.called){return}o.called=true;var r=document.getElementsByTagName("pre");for(var p=0;p<r.length;p++){var q=b(r[p]);if(q){n(q,hljs.tabReplace)}}}function l(){if(window.addEventListener){window.addEventListener("DOMContentLoaded",o,false);window.addEventListener("load",o,false)}else{if(window.attachEvent){window.attachEvent("onload",o)}else{window.onload=o}}}var e={};this.LANGUAGES=e;this.highlight=d;this.highlightAuto=g;this.fixMarkup=i;this.highlightBlock=n;this.initHighlighting=o;this.initHighlightingOnLoad=l;this.IR="[a-zA-Z][a-zA-Z0-9_]*";this.UIR="[a-zA-Z_][a-zA-Z0-9_]*";this.NR="\\b\\d+(\\.\\d+)?";this.CNR="\\b(0[xX][a-fA-F0-9]+|(\\d+(\\.\\d*)?|\\.\\d+)([eE][-+]?\\d+)?)";this.BNR="\\b(0b[01]+)";this.RSR="!|!=|!==|%|%=|&|&&|&=|\\*|\\*=|\\+|\\+=|,|\\.|-|-=|/|/=|:|;|<|<<|<<=|<=|=|==|===|>|>=|>>|>>=|>>>|>>>=|\\?|\\[|\\{|\\(|\\^|\\^=|\\||\\|=|\\|\\||~";this.ER="(?![\\s\\S])";this.BE={b:"\\\\.",r:0};this.ASM={cN:"string",b:"'",e:"'",i:"\\n",c:[this.BE],r:0};this.QSM={cN:"string",b:'"',e:'"',i:"\\n",c:[this.BE],r:0};this.CLCM={cN:"comment",b:"//",e:"$"};this.CBLCLM={cN:"comment",b:"/\\*",e:"\\*/"};this.HCM={cN:"comment",b:"#",e:"$"};this.NM={cN:"number",b:this.NR,r:0};this.CNM={cN:"number",b:this.CNR,r:0};this.BNM={cN:"number",b:this.BNR,r:0};this.inherit=function(r,s){var p={};for(var q in r){p[q]=r[q]}if(s){for(var q in s){p[q]=s[q]}}return p}}();hljs.LANGUAGES.cpp=function(){var a={keyword:{"false":1,"int":1,"float":1,"while":1,"private":1,"char":1,"catch":1,"export":1,virtual:1,operator:2,sizeof:2,dynamic_cast:2,typedef:2,const_cast:2,"const":1,struct:1,"for":1,static_cast:2,union:1,namespace:1,unsigned:1,"long":1,"throw":1,"volatile":2,"static":1,"protected":1,bool:1,template:1,mutable:1,"if":1,"public":1,friend:2,"do":1,"return":1,"goto":1,auto:1,"void":2,"enum":1,"else":1,"break":1,"new":1,extern:1,using:1,"true":1,"class":1,asm:1,"case":1,typeid:1,"short":1,reinterpret_cast:2,"default":1,"double":1,register:1,explicit:1,signed:1,typename:1,"try":1,"this":1,"switch":1,"continue":1,wchar_t:1,inline:1,"delete":1,alignof:1,char16_t:1,char32_t:1,constexpr:1,decltype:1,noexcept:1,nullptr:1,static_assert:1,thread_local:1,restrict:1,_Bool:1,complex:1},built_in:{std:1,string:1,cin:1,cout:1,cerr:1,clog:1,stringstream:1,istringstream:1,ostringstream:1,auto_ptr:1,deque:1,list:1,queue:1,stack:1,vector:1,map:1,set:1,bitset:1,multiset:1,multimap:1,unordered_set:1,unordered_map:1,unordered_multiset:1,unordered_multimap:1,array:1,shared_ptr:1}};return{dM:{k:a,i:"</",c:[hljs.CLCM,hljs.CBLCLM,hljs.QSM,{cN:"string",b:"'\\\\?.",e:"'",i:"."},{cN:"number",b:"\\b(\\d+(\\.\\d*)?|\\.\\d+)(u|U|l|L|ul|UL|f|F)"},hljs.CNM,{cN:"preprocessor",b:"#",e:"$"},{cN:"stl_container",b:"\\b(deque|list|queue|stack|vector|map|set|bitset|multiset|multimap|unordered_map|unordered_set|unordered_multiset|unordered_multimap|array)\\s*<",e:">",k:a,r:10,c:["self"]}]}}}();hljs.LANGUAGES.r={dM:{c:[hljs.HCM,{cN:"number",b:"\\b0[xX][0-9a-fA-F]+[Li]?\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\b\\d+(?:[eE][+\\-]?\\d*)?L\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\b\\d+\\.(?!\\d)(?:i\\b)?",e:hljs.IMMEDIATE_RE,r:1},{cN:"number",b:"\\b\\d+(?:\\.\\d*)?(?:[eE][+\\-]?\\d*)?i?\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\.\\d+(?:[eE][+\\-]?\\d*)?i?\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"keyword",b:"(?:tryCatch|library|setGeneric|setGroupGeneric)\\b",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\.\\.\\.",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\.\\.\\d+(?![\\w.])",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\b(?:function)",e:hljs.IMMEDIATE_RE,r:2},{cN:"keyword",b:"(?:if|in|break|next|repeat|else|for|return|switch|while|try|stop|warning|require|attach|detach|source|setMethod|setClass)\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"literal",b:"(?:NA|NA_integer_|NA_real_|NA_character_|NA_complex_)\\b",e:hljs.IMMEDIATE_RE,r:10},{cN:"literal",b:"(?:NULL|TRUE|FALSE|T|F|Inf|NaN)\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"identifier",b:"[a-zA-Z.][a-zA-Z0-9._]*\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"operator",b:"<\\-(?!\\s*\\d)",e:hljs.IMMEDIATE_RE,r:2},{cN:"operator",b:"\\->|<\\-",e:hljs.IMMEDIATE_RE,r:1},{cN:"operator",b:"%%|~",e:hljs.IMMEDIATE_RE},{cN:"operator",b:">=|<=|==|!=|\\|\\||&&|=|\\+|\\-|\\*|/|\\^|>|<|!|&|\\||\\$|:",e:hljs.IMMEDIATE_RE,r:0},{cN:"operator",b:"%",e:"%",i:"\\n",r:1},{cN:"identifier",b:"`",e:"`",r:0},{cN:"string",b:'"',e:'"',c:[hljs.BE],r:0},{cN:"string",b:"'",e:"'",c:[hljs.BE],r:0},{cN:"paren",b:"[[({\\])}]",e:hljs.IMMEDIATE_RE,r:0}]}};
  47. hljs.initHighlightingOnLoad();
  48. </script>
  49. <style type="text/css">
  50. body, td {
  51. font-family: sans-serif;
  52. background-color: white;
  53. font-size: 13px;
  54. }
  55. body {
  56. max-width: 800px;
  57. margin: auto;
  58. padding: 1em;
  59. line-height: 20px;
  60. }
  61. tt, code, pre {
  62. font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace;
  63. }
  64. h1 {
  65. font-size:2.2em;
  66. }
  67. h2 {
  68. font-size:1.8em;
  69. }
  70. h3 {
  71. font-size:1.4em;
  72. }
  73. h4 {
  74. font-size:1.0em;
  75. }
  76. h5 {
  77. font-size:0.9em;
  78. }
  79. h6 {
  80. font-size:0.8em;
  81. }
  82. a:visited {
  83. color: rgb(50%, 0%, 50%);
  84. }
  85. pre, img {
  86. max-width: 100%;
  87. }
  88. pre {
  89. overflow-x: auto;
  90. }
  91. pre code {
  92. display: block; padding: 0.5em;
  93. }
  94. code {
  95. font-size: 92%;
  96. border: 1px solid #ccc;
  97. }
  98. code[class] {
  99. background-color: #F8F8F8;
  100. }
  101. table, td, th {
  102. border: none;
  103. }
  104. blockquote {
  105. color:#666666;
  106. margin:0;
  107. padding-left: 1em;
  108. border-left: 0.5em #EEE solid;
  109. }
  110. hr {
  111. height: 0px;
  112. border-bottom: none;
  113. border-top-width: thin;
  114. border-top-style: dotted;
  115. border-top-color: #999999;
  116. }
  117. @media print {
  118. * {
  119. background: transparent !important;
  120. color: black !important;
  121. filter:none !important;
  122. -ms-filter: none !important;
  123. }
  124. body {
  125. font-size:12pt;
  126. max-width:100%;
  127. }
  128. a, a:visited {
  129. text-decoration: underline;
  130. }
  131. hr {
  132. visibility: hidden;
  133. page-break-before: always;
  134. }
  135. pre, blockquote {
  136. padding-right: 1em;
  137. page-break-inside: avoid;
  138. }
  139. tr, img {
  140. page-break-inside: avoid;
  141. }
  142. img {
  143. max-width: 100% !important;
  144. }
  145. @page :left {
  146. margin: 15mm 20mm 15mm 10mm;
  147. }
  148. @page :right {
  149. margin: 15mm 10mm 15mm 20mm;
  150. }
  151. p, h2, h3 {
  152. orphans: 3; widows: 3;
  153. }
  154. h2, h3 {
  155. page-break-after: avoid;
  156. }
  157. }
  158. </style>
  159. </head>
  160. <body>
  161. <h2>Analyzing environmental sensor data from openSenseMap.org in R</h2>
  162. <p>This package provides data ingestion functions for almost any data stored on the
  163. open data platform for environemental sensordata <a href="https://opensensemap.org">https://opensensemap.org</a>.
  164. Its main goals are to provide means for:</p>
  165. <ul>
  166. <li>big data analysis of the measurements stored on the platform</li>
  167. <li>sensor metadata analysis (sensor counts, spatial distribution, temporal trends)</li>
  168. </ul>
  169. <h3>Exploring the dataset</h3>
  170. <p>Before we look at actual observations, lets get a grasp of the openSenseMap
  171. datasets&#39; structure.</p>
  172. <pre><code class="r">library(magrittr)
  173. library(opensensmapr)
  174. all_sensors = osem_boxes()
  175. </code></pre>
  176. <pre><code class="r">summary(all_sensors)
  177. </code></pre>
  178. <pre><code>## boxes total: 1779
  179. ##
  180. ## boxes by exposure:
  181. ## indoor mobile outdoor unknown
  182. ## 288 55 1416 20
  183. ##
  184. ## boxes by model:
  185. ## custom homeEthernet homeEthernetFeinstaub
  186. ## 335 92 49
  187. ## homeWifi homeWifiFeinstaub luftdaten_pms1003
  188. ## 192 144 1
  189. ## luftdaten_pms1003_bme280 luftdaten_pms5003_bme280 luftdaten_pms7003_bme280
  190. ## 1 5 2
  191. ## luftdaten_sds011 luftdaten_sds011_bme280 luftdaten_sds011_bmp180
  192. ## 57 197 19
  193. ## luftdaten_sds011_dht11 luftdaten_sds011_dht22
  194. ## 46 639
  195. ##
  196. ## $last_measurement_within
  197. ## 1h 1d 30d 365d never
  198. ## 921 960 1089 1427 235
  199. ##
  200. ## oldest box: 2014-05-28 15:36:14 (CALIMERO)
  201. ## newest box: 2018-05-24 20:29:50 (Stadthalle)
  202. ##
  203. ## sensors per box:
  204. ## Min. 1st Qu. Median Mean 3rd Qu. Max.
  205. ## 1.000 4.000 4.000 4.601 5.000 33.000
  206. </code></pre>
  207. <p>This gives a good overview already: As of writing this, there are more than 700
  208. sensor stations, of which ~50% are currently running. Most of them are placed
  209. outdoors and have around 5 sensors each.
  210. The oldest station is from May 2014, while the latest station was registered a
  211. couple of minutes ago.</p>
  212. <p>Another feature of interest is the spatial distribution of the boxes: <code>plot()</code>
  213. can help us out here. This function requires a bunch of optional dependencies though.</p>
  214. <pre><code class="r">if (!require(&#39;maps&#39;)) install.packages(&#39;maps&#39;)
  215. if (!require(&#39;maptools&#39;)) install.packages(&#39;maptools&#39;)
  216. if (!require(&#39;rgeos&#39;)) install.packages(&#39;rgeos&#39;)
  217. plot(all_sensors)
  218. </code></pre>
  219. <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAIAAAApSmgoAAAACXBIWXMAAAsSAAALEgHS3X78AAAgAElEQVR4nOzdd0BT1/sw8JtBQhIIgRD23rJkOHACDrYLxUHVat1V6yxat4jUbdU661514AbBBYggG9lTIKyQQBKyEzLfP+77Q0VrrYJovufzFyQ3NyeBPDn3nOc8B6FSqSAAAABAfSH7ugEAAABA7wKBHgAAQM2BQA8AAKDmQKAHAABQcyDQAwAAqDkQ6AEAANQcCPQAAABqDgR6AAAANQcCPQAAgJoDgR4AAEDNobt+Gjt27D8d9OTJk6/SGAAAAKDnvQn0y5Yt63ZfWVlZbGysvb39120SAAAA0JMQHyxqJhaLY2Jijh8/vmnTphUrVqBQqK/fMgAAAKBHoN+/KSkpaenSpW5ubkVFRebm5p9x0t9+++3+/fs4HO6LmwcAAAB8AJPJpFKpn3jwO4G+tbV11apVL1++PHLkyIQJEz67BUKh8Nq1a25ubp99BgAAAOAj/P39P/3gN1k3x44dc3NzMzU1raio+JIoDwAAAHxT3gT6pUuXcjicU6dOGRkZab+rD9sHAAAAfKE3Qzd0Or0P2wEAAAD0kjeB3tDQEIIgOp2uUqmMjY37rkkAAABAT3pnMvbEiROJiYlIJDI4OHjhwoV91SYAAACgB70T6OPi4h4/fgxBUGBgIAj0AAAA6uGdQO/t7R0dHQ1BkJeXVx+1BwAAAOhh7wT6Xbt2PXz4EIFABAcH91WDAAAAgJ71TqBHIBChoaEQBPH5fC0tLQQC0UetAgAAAHrMmzx6sVgcGxvr6OioqalJJBIxGIyDg0N0dLRUKu3D9gEAAABf6J0FU7m5uWfPnm1tbZXJZG1tbRcuXCgvL//555/7sH0AAADAF3ozdPPgwYPGxsauSmS6urpDhgwZNGiQjY3NRx5/5MiR0tLSbjcmJSUFBgaCWjcAAADfgjeB3tzc/NGjRxMnTnz77rS0NH19/Y88PjIyksvldrvxxYsXnZ2dPdhKAAAA4LO9CfTHjx+PiIjYsmWLs7Oztra2QCCorKxkMpn37t37yOPJZDKZTO52IwaD6ZXGAgAAAP/dm0A/ePDg+vr6lJSUhoYGFoulq6u7YMECX19fsOsIAADAd+2d9EoUCjVmzBj4ZzabjcViQZQHAAD43r3Juhk3bpxEIoEgqLa2dvDgwRQKRVdXNyQkhMFg9F3zAAAAgC/1JtDHx8crFAoIghYtWuTv7y8QCAQCwYABA97fNBwAAAD4jnxgz9j8/PykpCQ0Gg1B0NatW01MTL56qwAAAIAeg3z7F3iUxsbGprGxEb6lpqZGR0enD9oFAAAA9JA3gX7kyJG+vr7a2tp1dXXLly+HICg9Pd3X1xf+GQAAAPhOvRm6ef78OQRBEomESqXyeDwIgjAYzN9//z1q1Kg+ax0AAADwxbqP0Wtqajo5OcE/Dxo06Ku3BwAAAOhhyH8/BAAAAPievenR02g0Pp//wYMcHR2/VnsAAACAHvYm0F+8eHHTpk0IBOL9Kmatra1ft1UAAABAj3kT6NevX29nZ7d9+/aSkpI+bBAAAADQs94Zow8ODvbw8OirpgAAAAC94Z1ATyAQLl261FdNAQAAAHoDyLoBAABQcyDQAwAAqDkQ6AEAANQcCPQAAABqDgR6AAAANQcCPQAAgJoDgR4AAEDNgUAPAACg5kCgBwAAUHMg0AMAAKg5EOgBAADUHAj0AAAAag4EegAAADUHAj0AAICaA4EeAABAzYFADwAAoOZAoAcAAFBzINADAACoORDoAQAA1BwI9AAAAGoOBHoAAAA1BwI9AACAmgOBHgAAQM2BQA8AAKDmQKAHAABQcyDQAwAAqDkQ6AEAANQcCPQAAABqDgR6AAAANQcCPQAAgJoDgR4AAEDNgUAPAACg5kCgBwAAUHMg0AMAAKg5EOgBAADUHAj0AAAAag4EegAAADUHAj0AAICaA4EeAABAzYFADwAAoOZAoAcAAFBzINADAACoORDoAQAA1BwI9AAAAGoOBHoAAAA1BwI9AACAmgOBHgAAQM2BQA8AAKDm0F0/jR079p8OevLkyVdpDAAAANDz3gT6ZcuWdbuvrKwsNjbW3t7+6zYJAAAA6ElvAv2ECRO6fhaLxTExMcePH4+Ojl6xYkVfNAwAAADoGej3b0pKSlq6dKmbm1tRUZG5ufnXbxMAAADQg94J9K2tratWrXr58uWRI0fe7uADAAAA3683WTfHjh1zc3MzNTWtqKgAUR4AAEBtvAn0S5cu5XA4p06dMjIy0n5XH7YPAAAA+EJvhm7odHoftgMAAADoJW8CvaGhIQRBdDpdpVIZGxv3XZMAAACAnvTOZOyJEycSExORSGRwcPDChQv7qk0AAABAD3on0MfFxT1+/BiCoMDAQBDoAQAA1MM7gd7b2zs6OhqCIC8vrz5qDwAAANDD3gn0u3btevjwIQKBCA4O7qsGAQAAAD3rnUCPQCBCQ0MhCOLz+VpaWggEoo9aBQAAAPSYN3n0YrE4NjbW0dFRU1OTSCRiMBgHB4fo6GipVNqH7QMAAAC+0DsLpnJzc8+ePdva2iqTydra2i5cuFBeXv7zzz/3YfsAAACAL/Rm6ObBgweNjY04HA7+VVdXd8iQIYMGDbKxsfnI47dt25aRkdHtxrq6OoFA0ONtBQAAAD7Dm0Bvbm7+6NGjiRMnvn13Wlqavr7+Rx6/bdu292/08PDQ0tLqoRYCAAAAX+RNoD9+/HhERMSWLVucnZ21tbUFAkFlZSWTybx3714ftg8AAAD4Qm8C/eDBg+vr61NSUhoaGlgslq6u7oIFC3x9fVEoVB+2DwAAAPhC76RXolCoMWPGQCC9EgAAQI2A9EoAAAA1B9IrAQAA1NyXplcCAAAA37g3PXo4vbLb3f+aXgkAAAB840B6JQAAgJoD6ZUAAABq7sPplQAAAIDaQP77IQAAAMD37E2Pnkaj8fn8Dx7k6Oj4tdoDAAAA9LA3gf7ixYubNm1CIBDvp9m0trZ+3VYBAAAAPeZNoF+/fr2dnd327dtLSkr6sEEAAABAz3pnjD44ONjDw6OvmgIAAAD0hncCPYFAuHTpUl81BQAAAOgNIOsGAABAzYFADwAAoOZAoAcAAFBzINADAACoORDoAQAA1BwI9AAAAGoOBHoAAAA1BwI9AACAmgOBHgAAQM2h//0QQK2JRKLOzk4sFovH4+Ff6XS6pqYmBoPh8Xhisbhfv35I5FfqEIhEIrlc3t7ezmQy6XQ6g8HQ0NCwtbVVqVRpaWmampqWlpbx8fEMBkMqlcrlck1NTQiCmpubCQSCQqFAoVAikYjD4YjFYoVCoaenp6+vb2FhoaGhQSKRKBSKo6Ojq6urp6fn13k5APCNAIFePclkMplMBsdupVJ5//59KpVaUVFRXl5eW1urra1tZmamUqnS09NlMhkCgejfvz8EQWKxuLq62szMzN7evrKy0s7OjkAgtLW1tbS08Pl8JBKJw+E8PDyQSKRUKiWRSCQSaeHChWg0Go6nCATiE5unUqmoVKpKpdLV1dXR0UEikWVlZXfu3Nm/fz+Hw3n/eG9v74iICLlc/vz589bWVgqFsmDBgg+e+fr16y9evLC2ttbV1YXb09HRoVKpGAxGc3NzRUXF9evXuVwuHo/H4XBaWlqWlpazZ88GhbgB9QYC/XdMLBY3NTXx+XwGg1FZWSkQCExMTJKTk6uqqoqLix0cHLBYLIlEksvlL168gCCIRCINHDhw/Pjx9vb2cLxua2vLz88XCASTJk1Co9EKhYJGo+HxeDKZ/PYTNTU11dXVaWho6OvrUygULBaLRqP5fP6jR4/GjRsnEAjEYvHRo0c9PT0RCMSrV6/q6+tZLBafz4eDrEwmY7PZBgYGNjY2eXl5Pj4+enp6sbGxEASZm5uTyWQCgYBAIOrr6yUSCfyMRkZG+/btEwgEEATx+XwrK6tuTfon06ZNmzZtGgRBLBbrypUrQqFQpVLB7xV8NqFQiEQiWSxWU1MTfAuTyTx+/DiLxTp8+HBoaKiPj0/X2bhcrlKp1NDQ0NLS6om/GPD/CYXCzs5OCIL09PT6ui3/E0Cg/56UlZU1NzejUCgLC4vdu3efO3cOjmIQBJFIJBwO5+fnZ2dnh8FgjIyMpk+fbmZm1tnZWV1dPXfuXHhMhs1mt7S0TJ48uampqaWlhcfjBQUFdfXEUSiUubn5+88LBzsGg/H8+XM2m81gMCQSiZubm6mp6YIFC5ycnKysrGbMmDFs2DCVStXW1lZUVARBkJeXV3BwsJeXF3z+/Pz8o0ePbtiwAYlEVldXT506VaVSWVtbBwUFQRDE4/EYDEZ9fX1lZWVLS0tAQICJicmXvFcYDMbAwEBTU5NAIGAwGPhGoVAoFovz8/NFIlFQUJCzs3NLS8uNGzcGDhz47NmzrKysBw8eREZGamtrP336tKamRkdHB4FAiEQihUIBQRASifTy8tq+ffsXtu1/U35+fkdHR2ZmZm1tbXJyslQq9fDwSEpKgu/966+/duzYoaGhERERsW3bNnhQ7isTCAQymYxIJHbbKLu5uVkul1tZWX39JvUURFek6EEeHh5btmwJDw/v8TP/b6qtrb169WpCQkJlZSUOh3N1dcVgMBwOB46V27dv7xruoFAoEokE3ilMX18fjUZ3dnauXbtWR0fHxMSExWK1tLQ8f/48OztbJBJBEGRgYHDp0iUNDY2PN2DDhg0FBQVSqRSLxXp5eVEoFIVCIRQKJRJJXV2dmZmZVCoNCwsLCAjoegiHwyktLcXhcN7e3r32xnyRuLi4W7du8fl8V1dXV1dXPz8/bW1tBoPBZrMFAoGTkxMKhZJIJA0NDYmJiTKZjEAgODs7Dx48eNq0aaCDL5PJampq2Gw2l8utrq7GYDB6enpaWlrp6emPHj0ik8n79u2D50La2tpWr14N/8tJpVIMBsNisdBoNIVCCQkJKS8vLy8vl8vl06dPNzQ0LCoqEgqFjx8/xuFwGRkZn101ncFgrF+/XigUjh49etGiRZ/yEDqd7ufn197eTqFQcnNzjx8//vDhQwQCweFwSCQSAoEQi8W+vr5ubm4//PDD57WqZ/n7+6ekpHziwSDQf3Nyc3PZbLaDg4O1tTUEQXl5eePGjWMymQgEAolE/v777/B/v1AoTE5OTk1NVSgUEolEqVRKJBI/P7+srKzXr18jkUgdHR2BQKCvrw9vEIZCoeCPooODg4mJib6+Ph6P19HR6d+/f7exdYVCkZeX19HRcf78eVtbWy6XO2zYsOHDh/P5/L1796JQKEtLS2dnZ1dXVysrKx6PR6FQ+uSN+kLZ2dkWFhZGRkbwyy8tLS0uLoYH7qVSaVxcXENDQ2RkpLu7e//+/eHLjm9BZ2cnm802NjZOSUnZuHGju7t7bm4uhULx8fExMDBgs9l37twZMGCAUqkkEokmJiZmZmYoFMrX17fbn4nJZGZlZbFYLBaL5eXl5efn95+a8fTp0127djU3N3M4HIVCIZfL4eseLBZraGior68fHh4uEAhyc3OFQmFRUVFAQACdTm9ra+Pz+UKhUFNTE4/HC4VChULR2dlJJpOHDh06atQoKpVKIBDg79RRo0b9axfknwiFwsTERBwO5+TkZGtr++kPVCqVO3fu/Ouvv+h0+uzZs8eOHQsP8XV2drJYrL/++iskJOT8+fNCodDCwuKrJSl80H8K9GDo5pvzyy+/lJSUODk55eXlQRCUkpLS1tamVCohCBo0aJCLi0tLSwsGg9HU1AwLCxs3bhwEQa9evaqpqRGJRLdu3bKwsLCxsdHV1fX39zc0NGxoaCgsLMzLyzMxMfH09CQSibNmzep6roaGhuLiYj09PRaLdfDgQTQaraenRyQSU1JSNDU1Fy1atGrVKlNTUzQaDUFQcXFxc3Mzn89vaGi4e/cuAoFwdHT8TqM8BEGDBw/u+pnD4axZs4ZEIrW3t0MQZG9vf/DgQVdXV3t7+75q3k8//dTU1IRAIFQqFZPJpFAoOBxu1KhRjx8/ZjKZYrFYKpXSaLTMzEw44ygrK8vBwaGuri4yMpLD4VhaWkokkqampt27d7PZ7N27d69Zs+bt8zc3N6enp5NIJB0dnU+c/3jbmDFjxowZA0FQVVVVRkZGfX09kUh0dXWNi4vLzMxUKpX9+/dXKpUWFhZEInHSpEmVlZUFBQVVVVVyuVxLS8vU1JTL5d64cWPmzJm//PJLj7xjZ8+ehb8Cx48fr62tPWXKlM84SVZW1u7du4VCIQRBZ86cuX37tqamppGREYFAwGKxgYGBycnJo0aNMjExKSoqmjNnzq5du6RSKZPJ1NHRIRAIPfJCegPo0fcuuLODxWK73X7hwoWlS5dKpVI0Gm1paTls2DBtbW1zc/OAgAAbGxs0Gi0UCgUCARqNNjQ0bGlpWbFiRWtra0tLS3Nzs0qlMjU1JZFI06ZNGz58OHxCHo+XmprK4/Gys7PLy8tRKBSRSDQ1NR05cqSxsTGbzUaj0Xg8Xl9f39nZuamp6d69e1gs9uXLlw0NDfAZLCwsFixY4OLi4uTkhEQirayssFgsk8lsaGhIS0uj0+k0Gg2eQKuurl6zZo2ZmdnXfCd7VUdHR15e3r59+/7444/Q0ND/lEHUGxQKxZw5c549eyYQCCIiIrBYbElJybJly5KSki5durRmzZqgoKCDBw9qaGgUFRVRKBQul0sikUxMTJBIZGZmpp6enkKhMDAw0NbWjoyMHDZsmJmZWXp6emVlpYmJiZub2wdnYr53aWlpcNLBjz/++IX/nDU1NY2NjQ8fPmxvby8uLrazsyMSiXg83tLSEk5GiI6OptPpt2/fvnnz5qNHj9rb28Vi8YQJE/r37x8YGNi/f//3P/I9Dgzd9LHCwsLz58/X1ta2trbC05Kurq4XL150c3PrOobBYCxduvTWrVsQBLm4uOBwOE9Pz9bWVrFYXFdX98svv8BThdbW1lgs1tTU1NDQcPjw4Y6Ojjt37iwoKDAzMxsyZMjYsWPT09MLCwtHjhx57tw5oVCIw+F0dXV5PJ6dnV1hYeHQoUM7OztxOByJRAoKCjI2NoafvbOzs7CwkMPhEInEQ4cOtbW1QRAUGhoaHx8vFAo3btxYWloqk8ngA8hkcr9+/SwsLLS1tYlEolQq/YwO4Lfs6NGjLBbLx8fH1tbW3t7e19e3r1sECQSCIUOG8Hg8gUDg6ekZHh7e2dkZExMjFovt7Oxqa2vDw8N/+uknCIKSkpJu3LgBJz6Zm5tHRERMmDDB3t6eSCTCp8rJyZk+ffr9+/cvXryooaGhVCqnTJnyzU6cfIMYDAbcx5JKpcXFxTQaTSgUEggEpVKZnJwM/3VSU1Plcrm1tfXTp09zc3MXLVoUEREhFAqdnJx67zsVBPqvTSAQ4HA4KpU6efJkBALh6ur66tUrmUzG5/PhT6CxsXFeXp6BgQF8fEdHx+3bt21sbPLz88Vi8ZMnT6RSqUQiUSgUSqXSwMAgNTX1/PnzSqVyxYoVJBLJxsampKRET09v7dq1CATCysqqsrKyqqqqtrYWgUBYWFgoFAofH59nz55du3YNgiA4Z6B///4BAQEGBga3bt3asGEDDod7u80pKSlJSUlYLJZKpRoZGUVHRwcHB0MQVFRUFBkZqaOjY2dnh0QibWxsRowYwWKxiEQim81ubW11cnLqk4yIXpKZmblr166wsDBHR8f09PQhQ4bo6em5uLiMHTu2bxsmlUozMjKePn06YMCA+Pj4s2fPwrdraGjIZLKAgID169dv375dX1//3LlzWVlZq1evNjU1NTIyevXqFZfLDQgIcHV17alREaCby5cvz54928zMzNXVFQ7l8DyZhoaGtbX17Nmzf/3118LCQjwef+HCBXiRSo8Dgb53wd/kcXFxdXV1YrEYgqDMzEwsFrtixYrQ0NDKykokEnnq1Cn4Dw/ngN++fZtEInWdgclkTpw48eXLlxMnTrx9+zYEQfn5+SkpKUQicciQISwWS0tLq3///hoaGnK5/PHjx7t376bRaFgsVkNDA4FAbN68edKkSQqFgkQiCQQCPT29hoaGpKSkWbNm6evrjxs3rqWlpaCgoKWlhUgk2tnZRURElJeXX7t2zdHREU5bFggE7e3tCQkJ8BBQt2GKqVOnPn36dOzYsfn5+fDqKj6fD+eZCASCH374Yd68eV/1He9NlZWVTU1N6enpL168QKFQc+fOVSqVK1eufPvy61swbty4+Pj4YcOG+fn5EYlEKpUKz9Jv3rwZPgC+emOxWCKRSFtbOzQ0dNiwYfCSgu9aW1sbg8EwNDTs6if1hpKSktjY2MOHD39wzqmysrKwsJDP57+/TK+8vPyvv/7Kzs4mEAhGRka1tbWvXr2SSCQhISFbtmzZtm3bwYMHnZyceqPNIND3irq6uqamplu3bmVlZdnY2AwdOjQnJyc3N3f58uXPnz+/ffv2iRMnDh48WFVVFRIS8uDBg64HFhYWnjp1qqCgYPTo0Tt37oRvlMvlycnJ586dMzExGThw4MSJE1NSUk6dOlVeXu7o6Dh8+PDKykoHB4fJkyePHz++pqbGwsLC1dWVwWDQaDQ/Pz8jI6PW1lYsFvv48WN4sg6CoFGjRkkkEltbWy8vLwsLCy6X+/z5c3t7+9ra2oqKCkNDQxsbGy0traampjNnzigUioyMjCFDhnzwxXI4nLi4uO3bt3d2dorFYicnp+HDh48fP76zsxOBQMBp6SqVSiqVdv36PYqNjWUymUqlUldXF41G19XV8Xi8AwcOzJ49u6+b1p1UKk1NTU1KSnr06JG9vX1ZWVlOTo6urm63w0QikVAo/H5nyOF/5tbW1pKSkszMzNTUVDKZrKOjU1ZWBo9P9tLz8ni8oqKi4cOHf3Bu5tSpU4WFhe7u7ggEws7Oztvb+8mTJ3BrZ82aNWXKlHnz5sEPTE9P53A4AoHg1atXubm5ZDLZ398fzn5GIBAKhYJIJGpqaurr6//xxx/dsvX/KxDoe97JkyeXLFmiUqksLS09PT1FIlFubq6TkxOXy1UoFDY2Nrm5uUwm08zMzNbWlsPhKJXKQYMGzZo1y9fXd8aMGQ8ePNi3b19UVNTMmTO9vLzy8vIMDQ1XrVoVERGRlpYGlxPgcrkQBMF/DhcXl4iICDab/fr165s3bz5+/PjWrVsFBQUoFIpMJsND5wMHDjx06JBcLocgqH///mFhYSKRCI1GY7FYPp//+vVrDAZjaGiIx+NlMhkOh0OhUKdPn3ZxcaHRaJqamvv37x89evS/TjnCXfiUlBR7e3symVxTU0MgEFQqFRKJRCAQcG6iTCbr6OjQ0NCwsLCwtbXt169fV6LON661tTUjIwOewdPU1Pztt9+mT5/OZrO/5fQJlUqVm5trZGRkYWHR1235fDKZLDc3t7q6uqCgoLKysra2lkgkqlQqBAKBw+GUSiVcbUlXV7exsRGDwZiZma1YsWLQoEFfoW3wor/k5OQHDx5wuVyxWFxbW0uj0XA4XL9+/SgUCpPJrKqq4nA4S5cuRSKRGAwmNDS020na2tpyc3MhCII/DlgsFq4oxeVyExMT7969q1Aotm/fvnTp0s9uJwj0PU+pVD59+pRMJu/du3fYsGFKpXL37t3t7e0hISF0Oj0nJweBQOjp6c2bN4/JZCKRSH9//9TU1NTUVB0dHRQKlZ2dra+vv3Pnzvz8fCaT6eXlFRcXt2PHjtTU1MbGRh0dnevXr6tUKm1tbRaLhUKhrK2td+zYcf/+/WvXrnl5eb1+/drW1rapqQmLxW7atGn27NkODg5r1qxxdHRkMBhnz559+fIlmUzW1dWVyWTu7u4sFgvuicNpGGg0mkAgMJlMeELJwsJi7dq1cG7cp7/85ubmtrY2mUz2TxcBIpEITqF7/vz5o0ePjh49qq+v30Nvf29RqVQKhUIgEJSWllZUVNBotBEjRkAQtHTpUiMjo75unbrp7Oysqal5+fJlZWXlgwcPPD09bW1tzczMdHV1S0tLX79+TaVSJRIJhUKBU4Tt7e1tbGwcHBzeHvb8DFQqdePGjeHh4ZMnT+52V3Nzs1AorK+vT0tLq6mpaW9v53A4CAQCzkHQ0dExMDAYNWqUXC7PyMiAV6KYmJgYGBjQ6fSMjIzw8PDPy846duzYgwcPnJ2dCwoKPvt1gUDfK0QiUVtbm7a29ts5J21tbXv27OFyuRUVFUwmE4PBlJSUQBBEoVCQSKREInF2dtbT0+vo6GAymSgUCovFyuVyPT29gIAAPz+/9evXY7HYc+fOdU3Nnzx58tixY3p6ejKZDIIgX19fHA4XGxs7atQoOzs7LS2tM2fO5Ofnb968mc1m6+rq2tvbGxsbv3jxoqOjY/r06RgMprGxUaFQaGlpEQgEsVh88eLFCRMmWFtbSySS5ubm3377DY1Gd3R0dJub7UFKpfLq1atnzpyRy+WTJk3y8PDo21TFj6irq1u/fr1cLodXPwYGBlZXV3O5XDs7u0ePHvV16z4JPH7d1634JLGxsZs3bx4/fvyIESPc3d2FQmF2dnZ2dnZLS8uyZcsGDBjg7u4Ol+HrWXw+/++//w4MDLS0tIQgSCqVymSy0tLSefPmVVZWWlpa+vn5ubu7W1hYwBUverwBXTgcTllZWVVVVWlpqYWFxebNmwcMGPDZZwOBvsdkZGT8+OOPeDwejtG6urpwdQG40wEn1VAolKCgoKCgIA0NDTabvWXLloKCAjgvxcrKys3NLTAw0MzMrCvd7V81Njai0ejCwsKcnJzU1NR79+7RaLSoqCgikcjhcDAYjKenp6ura35+Plx4ksvlOjk5VVVVNTc3I5FIDQ0NDAaDxWKVSiUKhbK3t29qaqLRaPA6SSsrq8jIyE9vzJeIjIz8+++/9+zZ8yX/zb3q+fPnMTExPj4+zc3NeDy+rq6uV78Ce1x9fb2/v39aWto3PoxDo9H++OOPBw8eDBgw4KeffuLxePfv34+Pj4bleOkAACAASURBVF+wYIGPj09AQEBvT/OoVKqtW7cqFIqRI0cmJiaam5sbGxvDlQwOHz7s6uraq8/OZDLz8vLi4uLEYrGOjk5DQ4NYLMZgMHV1daampp9+HolEIhQKuzqaIND3JF9fXzweHxUV9faNVCq1oaHB0tKSTCYzGIwXL14kJyfPmjUrMjLyI+kBIpGoqanp1atXhw4dQqPRSCQyJCRk3bp18L0CgWD16tXnz5+H69V0dnai0Wgul7tz584NGzYMHjw4Nzd35cqVVlZWUqm0urpaqVSmpKSg0eiqqiqJRHL27Nl79+7BGfGNjY1CoXDt2rW6urp5eXkMBgOFQhEIBDgv29DQEIfDCYVCW1vbwMDA4ODgXlrJ/eLFi7q6uk2bNm3duvU/LUPvcZ2dnaWlpaampllZWbdv37awsNDU1Bw7diwSibx161ZFRQWfz797925AQMB3FOW/F1u2bNm9ezdcI4hAIDAYjG3bti1btmzVqlX/tTacWCyOi4tjMpnBwcHdUlnOnTv39OnTwMDAbhPpx44dy87O5vF4NTU1CoUCj8cTCAS4I9XR0QFB0JAhQ7pSJHoQj8erqKh4+vRpR0cHh8PBYrEVFRUIBMLd3V2hUIhEIiaTuWjRIi6XC6+egSDIwMBAS0sLgUB4eXktXLjw7bOpVKrFixfDE4GhoaHW1tZGRkbbtm07f/78yJEjP6U9INB/zMaNG1NSUjZv3vx+5rhMJquoqCguLi4tLa2rq4Mjqbu7e3Z29s6dO3NyciwtLfv3749CoW7dutWvX7/Jkyfv27cvLS1NLBYzmUwTExMymTxw4MA9e/ZAELRu3bqioiL4n0MqlV64cIHNZm/durWtrU1XVzcjIyMiIuLAgQOtra0MBgONRmtqap46dSogIGDz5s0ymSwoKGjQoEGBgYF4PP78+fP5+fllZWV4PD4sLCwsLAxeJVhaWnro0CGFQvHTTz8JBAIajVZXV1deXm5tbZ2YmNhLl/9cLnf8+PFlZWVRUVEDBw7sjaf4FBcuXLh+/XpXDWQDAwM/P7+8vLy6ujpXV9elS5fq6OhMmzatb0uXqJ+GhoYNGzZkZmai0WgdHZ3GxkYmkzlz5swNGzZ8xgYAJSUlW7ZsuXv3Llyc9dChQ3B22dy5c3NzcwMDAx0cHPB4PFzh4/Llyzdv3oRn1N5OlsXhcHCaQFpa2tWrV4cOHTpr1qyeHa7h8/nw7BqFQuns7KRQKNbW1hYWFgYGBv379+8qhxcVFaVSqVatWkUkErW0tBQKBYfDkUqliYmJ8B47YrE4IiJCIpEYGRnV1dUlJCQcOXKEQqFUVFQ0NzfDK1q0tbU/cToXBPp/dPTo0ePHj2/ZsqVbshqPx0tPT09MTNTS0mptbf3hhx+8vLzg66mMjIzbt2/b2tqOGzcuIyPj1KlTenp6/fr18/Pzi4+Ph6s8/vbbbxAEFRQUxMXFZWRkIJFIpVI5c+bMrKys1tZWc3PztWvX2tvbSySSjo6Oqqqqffv27dq1q6SkxNTUtLGx8fz58xs2bOByueHh4XAhKm9v7xkzZnStdVy9erW3t/fNmzeRSOS2bdvc3d3h28vLy/fs2SMWi01NTXV0dOAaKcOHD29paZFIJKNHj96wYUOPz0BmZ2fPmzevrKxs+vTpRkZGnp6efbX4vr29/fTp0yYmJteuXevs7PTw8HBxcUEikRwO5/79+33SJPVWXV29f//+wsLCqKgoPT09Lpe7Zs2amJiYGTNmfMbZ2tra/P39IyMjEQgECoVSKBQtLS25ubk5OTn19fVRUVF3796FS4AsWrSIRqP169dPpVJNmjSpurq6oaHB0dHR398fHqPvbY2NjTk5OV5eXjY2Nh857MyZM3g8/p/eDbgsKLyCksViYTAYW1vbbpPSYrE4OTl53759n9IqEOg/rKOjIyAgQCwW29jY+Pv7wwUj4UovR44cGTlyJAqFio6ODgkJgbfs4HA4cH2YrjPAFW5NTEy0tbUhCJLJZKtWrWIymXPmzIFLId64cUOhUJw8eRLuULS0tOTl5WVmZiYkJEybNk1fX//p06empqZ///339evXT548mZCQgMVip06dun///q4Rhvr6+jFjxpw4caIrnfHFixc7duwgEAja2trLli3rykij0+kbN24cOXKkq6vruXPnPD09SSTSpEmT4EGempoaCIIWLlwYFBQkFAqNjY2HDBnSIzNje/fuvXPnTlRUVExMDIPBmDx5slKp9Pf3/8JUiv8qPT1dpVLBNbyUSmVBQUFhYWFpaem0adNOnDjxNVvyvyAnJ2fy5MkODg7jx4+3sLAgkUitra0xMTH5+fmfMThWW1u7YsWK0aNHd1Utlkgkp06d8vHxodPp+fn5crn81atXnp6eVVVVKpVKIBBs3brVwsKisrKyvLwczkYtKyuztraeOXPmP6WNfY/odPonfnH2ZaDncrkaGhpSqbSwsPDQoUMlJSWDBw92dXUNCgrC4/E8Hk9fX9/S0rIPL6gVCkV5eXl0dLRMJmtvb0cikdra2j4+Plu2bOFyufv379+xYwcEQfr6+vr6+g4ODitWrPjIZWB7ezuVSvXy8upaKDFv3ryEhIR+/fq9fRiPx1u3bl1qaurw4cNHjx6to6OzfPlyDAZz4MABPp+fmpqan5+fnp4OR3aVSjV+/PhXr15RKBRtbe1Bgwbp6OhcvHgRzsj866+/PuU1stns6OhoMpmMw+Hg3tCDBw+0tbWPHj06duxYHR2dL3kPMzMzY2Ji+Hw+TURDaCFev3iNw+LGjRs3adKkr5Mukp2d3dnZCa9klkqlzs7Ourq6q1ev1tbWjo6OplKpf//999u7Sn06KpV69epVCwuLmTNn9nizP5tKpers7BSJRC9evHj06JGDg0NwcHBOTg6Xy/Xz8zM3N//CP+inkEgk0dHRR44cUalUBAJh7ty5gYGBL1++TExMXLNmDTzG+Cnnef78+Zo1a3R0dCZMmPD2WuWqqqro6Ojw8PC7d+/GxMRYWFjMnz9foVDAycpEIjEkJGTAgAHwzJBEIikpKdm0aZNMJvvll18mTpzYWy+7L/j7+3/KYV870NPpdD6fX1ZWdunSpXv37tnb21MoFDMzs6CgIB6PFx8f7+LiAn/tE4nEjIwMd3f34OBgFouFRCI7OzsdHBzglZ+9kYYFQdChQ4ckEsmiRYve7m8qlcqsrCy4qW8fnJ2dvXz5ch6Pp6WlpampiUAgBAIBj8fT0NAwMzOzsbEZPHjwxy/fsrKyrl69ampq6unpGRYWNmDAgCVLlkyYMGHChAldx9y4cWPZsmVRUVFdgzMnTpzgcrkxMTFwNkt7e7uPj49CoYD3k9LQ0AgODjYyMpLL5R9ce52bm5uZmRkeHg7X4et2r1Kp/P333+vr6+vq6oyMjCwtLWtrax0cHDZs2BAUFPR5a/kESoHDVYdWRitSiERaIZEHkLJi2ZQpU5YsWfIZZ/t0KpXq2rVrly5d6uzs7Po/X7Fihb29PdwfvH//vpGR0ZIlS7rNfX2i6OhoFAoVGhr62ftjfDk+ny+RSEgkkkqlysnJmTt3LoPBgJOvXF1dU1NTtbS0JBKJhYVFa2srmUw2NDSUy+UjRoxYvXo1vOFB71EoFCdOnHj69Glra6tAIEAike3t7XQ6nUwmV1dXP3jwwNjY+O3Nat5na2srkUh27dr1fjXKtra2y5cvHz58eNSoUbGxsUZGRlKplMvlymSysrIyKpU6YMCArl3gq6qqVq1apVKp+vXrd+DAgd56wX3hmwv0Uql0+/btt27dMjMzs7a2hvuPI0aM+EgXWC6XFxUVicViOKxramq+fv2aRqNRqVS4/C+BQCCRSEKhkMfjaWtre3p6+vn5WVpawiV2+Xz++33G9vZ2DAZDJBKLiorq6+tTUlISEhK4XK6JiYmvry+8joPBYNy8eZNIJEZGRioUirt37z5+/JhGo2loaNjZ2Q0ePPjtbLDffvvt8uXLlpaWOjo6WlpaKpVKLBaLxWINDQ1nZ+ewsLCPv1cqlerVq1eFhYW3bt1SqVT79u2bPn06mUxWKBSnT5+GNwhcs2bN7NmznZycSCQSGo1ubm5etGiRoaHhixcv4A+AQCB49uxZSkrKpUuX4L1+UCgUEomEN4wlkUhkMvnZs2fwphBcLreqqsrPz6+xsTEsLMzd3f39scvk5OT8/PxVq1YtWLBAoVA0NzdraGg4OTk9f/78/WX3/yoiJyLu1zhHhiOfz1foKNgb2Iq5CiSEhDt3//Vs/0l+fn5nZye8dN7c3NzExASFQjEYjIyMDLjm+Pr169esWfPtr+3qBq4/ERcXt2zZMgQCoa2tra2tXVZW5uXlhUajxWLxr7/+mp2d/fr162HDhv355582NjZVVVWampoikQiFQnE4nHXr1mlra6PR6JCQEBcXl6/TbJFIpFKp4FJ6AwYMEAqF5ubm4eHhNjY2FApFS0uLQqE4OjrCo50QBL169SokJOTw4cPv/4FSU1ORSKSWllZOTs6iRYs+PqEqFotv376dlpY2Z84cdRq6gb61QM9kMtevX49EIqdPn96zc9wikQiHw8H7M5SXlxcXFz969Mja2losFldXV//444/Tpk3z9vbGYDCXL18+f/48XNLd1NS0qqoKgiC4ZsC4cePg0gUBAQHa2to1NTWnTp1is9l2dnbZ2dlOTk5aWlojRoyQSqVUKrWoqKh///5GRkbOzs5jxozp6OhYvnw5gUCA52OxWOyQIUP+acOKzs7O+/fv5+XlhYaGGhgYODo6dnR0/Pzzz/DEi76+/q+//urn5wfvZZOcnBwYGFhYWKipqVlUVBQUFFRUVKRQKMaPHw8X3nn9+jWBQLh3715GRsaUKVMcHBzg3aYEAoGzs/OPP/4okUja29uzsrL09PTGjh3LYrGqqqp0dXU7Ojrq6urmzJlz5swZeEvCadOmwdn377d57969iYmJ8M8zZ868dOnSf/0bDSocpL1GOysra9iwYeXl5dI10qGNQx+deBQVFfVfNzb6PPDaegiCRCLRnTt30tLSrKyspkyZEhoa+p8Smfsck8k8ffp0UFDQ/PnzCwsL0Wg0XNSoq/zGzJkzra2t5XI5PLJXVVW1bt26lStXmpiYKBSKnTt30mg0BALRr18/R0dHLBb74sULoVAYFhZGoVDgPWd8fHy8vb3/66Ubj8ebNWtWTU2No6PjL7/88nb0gRdpvz8l09DQkJOTc/ToUSqVOmPGDHgXp46ODrjmwahRo0aOHEmhUPz8/CwsLEaNGgXvsdOloKCAz+fL5fKqqqohQ4ZQqVSlUmljY9OvXz91qq76rz4x0PdiQZKsrKzly5eTSCQmk6mpqRkYGNgblb67xnAQCISLi4uLi0tubu7WrVuh/7sgOHjwYF1dXWdnZ2Njo4ODw+HDh6lU6q5du/T09FatWuXp6dne3t6tS2tvb793716RSKSpqdnZ2alUKrsVP2GxWHC9ixs3brS3t6tUqpqaGnjZdGBg4P79+5ctW9bZ2SkQCOCN0wQCAZVKpdPpcCkPJpN57NgxIyOjrm9ZCwsLHo/35MmT5cuXnz59mkAgwNXNFArF7Nmz4+PjSSTS+PHjHz58SCaTx48fj8PhVCpVSkrKvXv3NmzY4Ofnt3DhwoEDB+7du5dAIMDd2NbWVnhEIjIyctOmTfv376+urra3t4+Jiblx48b58+ednZ1VKtWePXsePXqUnJxsbW3t6ur6/twOnJsPQdDo0aM/b8clbYL2k2dPykvLS0pKUlNTc+1zxa/E+vr6XfXxexCPx3t7OZhcLodz0ZqamuCvxp9//nnfvn1feSr4y3V0dAQHBxcUFMhksnPnzikUCg8PDy0tLXt7eyQS+ddff+FwuJcvX6alpcF1Vzo6OszMzPLy8hYtWgR/mxYXF7NYrKVLlwYGBnYl+S1cuPDOnTu2trZwGRY2m71nz57KykovL6/FixcPHTr0/Zbs27dPX18fg8EoFAp47R70f1sE6+vrc7nc9vZ2oVCYn5+fnZ2dlJSUn59va2t78uTJ4uLi9vZ2XV1dKpX69OlTDofj7u7u7OwM/6u//Rns7OwsKCg4f/58eXm5l5fXtGnTEhMTp0yZcuXKla6+CJFIvH79+siRI/X09KKiogwMDIyMjK5fvy6VSiMjI6dOndrLf5DvTG/16NetW3fy5EkGg+Hj4+Pv7/81k+pWr179wWE4pVLZ1tYGZxDCBYZ69nmTkpKuXLmCQCDOnj377NkzXV1dqVRKIBBaWlrgHKkbN27AeTtkMnn06NHwanu4bsHkyZOpVKq/vz/cMbGwsJgzZ869e/eIRCJcmnj+/Pkikejhw4chISFhYWFwf00ul2/dutXb2zs8PPz06dMZGRnnzp2bMWOGnZ3dvHnzzMzM4MOSk5NjY2NPnjw5Z84cNBpdUlISFhbW0NAglUqXLVuWnp4ul8sFAoG9vT2DwUAgELGxsd3iIJfLzczMfP369b179/z8/ODLslmzZn3igsZDbYeYcuYG8gYzEzOuDVfxowK9Cn3kyJHPSKb+uMbGxvnz53t6emKx2Pb2dlNTUyQS6eDgYG5u7uTk5Ojo2G3e+7tQVla2ePHipqYmOp2Ox+MRCASPx5PL5TgczsPDAy6C5OXlFRYWVlBQUFBQUFRUxGazd+zY8fLly5CQkK6FlCwWa926dQMGDJgxY8a/zsc2NjbeunWrtrbWxcXF19f3p59+6sqWSUhIWL9+vYeHB5lMTk5OHj169IEDBxAIRGVlZX19fWZmZkpKilQqtbGxaWhocHBwePz4MYVC4fF44eHhxsbGHA5HV1fXw8ODRqOdPn3a0dFxwoQJH5ly4/F4jx49ys3NhS/N374rMzMzOTl5/fr1O3bs2LZtGwRBHA5n8eLFpqam+/fv/5L3/DvyTQzdwCnnV69eramp2bhxY9fQW6/6p0Df227dulVdXd3e3o5CoaRSKbyECq4I/+rVq+rqal1dXRqNdvjw4a6d6qhUKlxHITk5GZ5wNjAwQKPRbDZboVCgUKiqqqrp06fHxcWJRKJ169YNGjTon6pC5ubmPnz4MDw8fPv27b/99lu3j0R8fHxmZuaDBw/eLtSTlJT0+++/R0ZGtrW1wSWWRCLRyJEjT5069fvvv7//2YOvITo6OgoKCuAdk1evXh0ZGUmhUD5eU0EFqQ4wDhwtPUqto5KEJOIFopgmRqPR58+f78Eil2fOnGltbZ03b15ISEhjY6OLi8sXloH9RsA1MKZOnbps2bJr164ZGxszGIyNGzfi8XgPD48PTqcHBAS8XUCpi0Qi2b17d0ZGxuPHj6H/Sxf+eI+nqakpJycnMTExLi4Ontvk8XhjxoyJiIg4fPjwiBEjjIyM9u7dC69asre3Hz58uKen51eoXfrs2bOnT5/++eefcXFxL168iImJgSBILpevXr26pqaGTCavX7++t2sbfAu+iUAP/8rhcG7cuHHq1KmOjg6BQODr6+vr6wsv2+nxp4b6LtB/XHNz8y+//MLhcEJDQ7tt0/xxLBYrMjJSLpf/+eefH++Q0mi0mzdvBgUF2drapqSk3L17NzQ0NDg4mE6nX7t2jc1mP3ny5O0sZrlcvm/fPg6HQyaTJ02aZGdnJ5PJ9u/ff+nSpfXr17+f5yAWiyUSCTwZW1pa+uLFizt37mAwGAMDg5CQkJ07d358PGTBggV5eXlkMhmutj9t2rSeGj8Ri8WXL182NjZW137c3bt3N27cSKFQCARCcXGxvb19134jH7R3716lUtlVXaNLeXn5rl27duzYAY+TnD179saNGx4eHn5+fqamplZWVv/UFUtISKDRaAcOHMjKyhoyZMjMmTMpFIpIJIKXnjU1NbW1tcErAXvPo0ePGhsbTUxMSCTSzZs3PTw8pkyZcuvWLXixd68+9besjwM9/I+4fft2LBaLRCKrq6unTp3q7u5++PDh6upqNBrt7u7+iWu6/qtvM9BDECQQCM6cOUMmk/9r2nVtbS2LxepWjBvOf4ereHfNPkkkkoiICBQKBaeXlJWVwR/gLVu2fDyPDYKgP//888qVK25ubhEREd16ZJcvXy4qKiorKzMwMBgzZoy5uTmVSnVxcdHT02MymVu3btXQ0IBzYT9y/lu3bs2ZMweBQDg4OEyYMKFrW/P/qq6ubu/evY6OjvPmzbt+/TqdTm9paVm+fPl/Ku396tWrmJiY7Ozs8PDwlStX6urqVlVVicXi169fIxAIEomUmJgYHx8/YsSItra2I0eO9NJucP+KzWZv2LDh1KlTpqamw4cPf/z4cWBg4Lx58z6+uOTYsWNMJnPLli3dbpfL5XPnzo2IiBg/fjx8S3Nz86FDh169eoXH44cNG0an0+Gdge3t7Y2MjGQyWWNjY3FxsYaGxpgxY65evYpCoYyMjHR0dJydnceOHUuj0VgsFoVCMTQ07O0apUlJSXfu3KmtrVUqlTo6Ovb29vAWPT0+APh96ctA369fPzqdPmLECEdHR3d3dzMzs6qqqoKCAiQSKZfL7e3tLSwseq/e9zcb6HtWaWnp0aNH4Y+ilZXViBEjAgMDWSzW8ePHZTIZi8VSqVRCodDBweHWrVt2dnbvn6G9vb2mpsba2ppCobBYrLVr12ZkZBw8ePD9cZjMzMw9e/bAC0/S0tJiY2NtbW3nzZsHV4PS0dG5dOnS26uCP6i9vd3X19fFxQWLxRYUFKxcufI/Te22trampqaKxeLHjx+3tbVpaWnp6emNHDly6dKl8KD8p5/q9OnTa9as4fF4CATC29u7vb3dysqKTqdraGgMHz48Pj5+5MiRjo6OHh4edDp9z5498Iv9+vN7LS0tCxYsqKqqCg4O9vb2XrJkye+//96/f/9uIbUV2UpH0i2UFswK5vHjxyUSCVw/w87Obs6cOd32RKyvr58/f/7du3e7Ou8KhaK9vf3EiRNz5syZO3cuh8Npa2vLy8trbm7W1NTkcDgJCQl4PN7b23vMmDFYLLauri4vL2/y5Ml9ODImEonEYrGabVL/efoy0Lu6upLJZDhrtVsxOZFIVFVVhcVinZ2de/x5Yf8jgb4Lm82+fv06XPu0oqLi2LFjCQkJbm5ucMkEEon066+/DhkypNvSczjDx9bWFk6QwOPx/fr18/b2Hjly5AcH3KlU6p07dyAI+uGHH4yMjKKioqqqqnA43Llz58aOHfuJn/mqqqq9e/dWVlbOnDnz3r17S5Ys+cRpm0uXLuXl5TU1NZ0+fdrJyQmJRDY2Nnp5eX3ennl3795duXIlEolsbm6Wy+WjRo3y9fUdPHiwhobG+wdLpVK4L0mlUj/juT5bQkJCcnLy9evXhULhoUOH4uPj4SXTbx+jglSHcId4CJ61wjpXnNuY0Hgn7M6oUaMgCGpsbBw/fjwej+9WmvHEiRP19fW7d+/u9nQxMTFz5sw5cuTI7t27N2/ebG5uPmvWLHd395ycnB07dsTGxv5P5Sx+R/p+jL66uvrSpUva2tpyuRxetEYkEkkkUmVlJYlEOnXqVI8/L0y9A71IJHp7mlSlUrW3t+vp6SkUij/++MPDw0NHR0cqlXYVL4X74OXl5SdPnnx7qVdkZKRMJnNzc2MwGPfv32cwGPA1u5ub28qVK//pMjwhIeH169cJCQl379719fUtKSn5r8tPZDKZjY0Nj8fj8Xh6eno3b97810v++vr6hw8fxsfHP3z4EI5iX0gsFq9du1ZbW7uuru7OnTvLly/vlqMNEwqFRUVF5eXlJSUlhw8f/jop/7CKigq4h/TLL78YGhoWFBRs27bt4sWL3b7YUjVSG1ANP0p+hCDo4sWLmYGZF8ZdGEwY3NzcPHfuXCMjIy8vL3cP90MvD2VlZaEwqJAxIT5onyVLluzYsaNb1YeWlpbff/89LCzMzs7ujz/+0NXVJRKJ8GY1FhYWP/30U2/kwgJfru/z6NevX79+/XqBQABBkJaWFpxLbmxszGQye3s9pBpbtGgRHo93dnYmkUjOzs65ubkpKSkkEsnS0nLhwoVcLnfdunXDhg0bMGAACoWKj4+Hd0rC4/EhISEYDGbTpk2rVq2CIGjWrFm//vormUweMWLEr7/+Ctec4HK5p0+f/vnnn4cMGRIUFAQX1ufz+YmJiUQicdCgQaGhoXAplWnTpiUkJHzGwggNDY3ffvtt3bp1o0eP/qe9mLtRqVQsFgu+2vjvb9gH4HC4o0ePstlsU1NTuVx+48aNpqYmPz8/Ozs7DAZTXl6elZXV3NysVCpDQkKmTp165syZr9OfTUpKun//vouLS2xsrJmZGY1Ga21tXbp0KbwO6P3LphJUSag0tKWlJSMjo4JT4eriurl+s/V96xeXX/y49scr+lceyh7yTvJ0xDp7I/eKpKKYczGMsQwXF5cHDx50C/Smpqbr16+vr68/duwYBoOpqKiYOnUqyEZXG72eBaWlpRUXF3f79m0fH5+cnJzi4mIcDjdlypTefl51dfLkSbjgtYaGxuHDhz08PIqKirqWd547d27jxo2tra27du1is9nz5s1LS0tjMpl37tyB9zeAe8Q1NTXjx483MjIqLCwMCwvrGl7H4XCbNm0KDw8fPnx4YWHhr7/+amxsjEKhioqKMjMz9fT03N3dR4wYMWLEiKSkpNra2s9bAbd48eL09HQ8Hm9kZATv4feRgwsLC+vr65ubm/fu3duzSXt6enpwzU48Hp+WlgaPz6hUKl1d3aVLl9rb27+fd9R7mpqajhw5cvLkSTKZ3NjYqKenp6mpuW3btpUrV+7bt8/BweH9h8jl8vbq9h0Pd7gKXSVrJEWEouL2YplKVjmkcu6IuYc6Djk/dV47aO2S4iX4efjbnbdXW64++9vZqRunRvpEXr169dChQ4sXL357bsPMzMzMzGzEiBGdnZ1SqfTrJEMDX0evB/r4+PgZM2bAZQKHDx8+b9682WVh2wAAIABJREFU3n5G9aapqUmlUtPT01Eo1LBhwzZs2PD2Iv65c+dCEKRQKDIyMtzc3F6+fOnv7y+VSmk0Gp1OJ5FILS0tL168GD58eEZGxpUrV/T19RUKBbxKa+bMmYMGDYqKinJ2dq6pqQkODp4zZ46Li4upqeny5csnTJgQHx+flZVlZmZWWFhoYmLywQneT4FEIi9fvhwdHb158+Y//vjjI4H+2rVrDx48MDQ0vHHjRleBqh7UFconTpz4JUUN4bzhz1sVWFZWduPGDXiu29LSMiIiIigoSAEpWpGtOiodLBbbtYr1bVQqdc+ePRQPiskWk0BK4IqmFSqECiJBkApiKpgXlRc7azo3TtpYx6zTttQ+5Xg468LU4U9eQAiEHSSZvTFo4sSJU6dO9fPz+2A2ERaL7fHlhEDf6t1A//vvvyckJBw6dOh7XJH4bbpx48aVK1cWLFiwcePGfyrFhUKh4FGO1tZWHR0dJyenLVu2wPF02LBhCATiwoULZ8+eJRKJOBwuKSlp+/btGAwGzmQICwtzdnbesWNHdnb2q1evHB0dU1NTr1y50tzczOVyLS0tb968ee/evStXrujp6X32q0AikVFRUSwWa/ny5cOGDVu9evUHD5s6dWpOTs6hQ4d6I8r3FBqN5uzsjMFg6uvru5XK+FeLFy8+c+YMgUCIjIwcOnSotbU1AoHIR+efx563UlkxEUzVJhW1ifr+lnsFBQU+Pj5//fVXuazcs9xThVBZsC18EnzSQ9PbiTRCPYNLVvzBWmJqOorfzHffsPH+QEXOuXNVzAqttVutFy1yFgqXLl/eVzmj3zsul3v37l06nW5nZxcWFvZdfCn2YqBnsVjbt2+fNGnSF07jMBiMzMxMGo3G5/OjoqJev36tr68Pl6n6jEqK37WsrKz8/PyDBw8uWLDgU46fP3/+/Pnz375l1qxZbDZ7+PDhmpqaU6ZMOXfunLe399tDsSEhITdv3nR1dT1+/HhwcLCGhkZAQABcPgUuG8dgMA4cOJCUlHT06NEveS14PP7IkSPa2trZ2dkMBgOuM8pisaRSadc/DLzL7mdfOnwdJiYmsbGxt2/f/q9RXqVSJSYm2tra4nA4gUDw/PlzGxsbPoJ/RvOMqdK0GdGMhJAEbcKhxkOOLMeuVEIxQqwBaSQUJ7jtd5vSOGWm7kwlQqmp0sz2zvZf7n9m9P6Fshl0IzEHB2ULa3UZr5GRyImxFWWO2OLs/fkJ+WbWZFU1797Wrcp3l2UAn4jD4WzatOmHH34ICgoqLi7euHHjrl27vsJK4C/UuytjS0tLJ06cCC+psLW1Xbt2LZw48YnV5Hk83sGDB58/f25iYoJEIlEolJWVFbznvVAoNDQ0/Pnnn1ks1sCBA9/+UlXXrBsWi7V169bExEQLC4svPFV6evqKFSvYbPbZs2c/eACVSoUrMxcXF4eFhV28eDEzM3PIkCFdc6e5ublv76DyJa5fvz579mxzc3MikVhbWxseHu7k5GRtbQ2XpKZQKHCJum/cP1VPOnv2bHx8/O3bt9+/SygUOjk5tbe3+/v7V1VVjR49OjIyMged8wfuj22ibQ4KBykkXdS0qBXfepdwV1NTk4akHcYdRkCIGmQNG8mGT4KAECpIZYg0NBeaiw6LnAK5SY4tIhy0KGPRFaMrCH2JWbPSrEDFa/Km0ptUjaqVS1au/PPPmuXLWYMH9+47oqauXLlibW3dVe7t2rVrZmZmn73678v1ZdaNUqncuXPnihUrxGIxPLZrbW09YsSIvXv3VldXwxvp/avr168/evTIw8MD3qadz+cnJyenp6dramqSSCRDQ0OpVHry5EkajTZ48GBbW1uBQIDD4TAYDJ1OHzdunFKpNDU1jY6O7r2VWV/Z1atXo6OjvzDKczgcLS2tfv36Xbt2bcyYMU1NTR8cWbayslq4cOGzZ8+EQuHEiRPj4+N//PHH0tJSeAyhpaUlMDBwzJgxN27c+JLGwKZNmzZo0CC40HROTs7Zs2evXLliZ2dHp9ONjY2zs7O//Cm+gg9G+aampvnz53dbStKFQCAIBAItLa309HRHR0e4bigbydZV6TooHCAIwkCYgPqACyMvaEKaEATtwe/xlfqyIXY2LhuvwJsXmcv/lDedaZIipG2KNiwS2zynuZGgVKAhLYEWsYk4NGForedzIhOFdJcuLsA/MBxWw6tp/ftvCYfDtLbu3WWs6otOp7+dg2Bpadnc3NyH7flEvRLokUhkSEgInU5nMpnz5s3bv3//2rVrs7Ozhw0bRiAQSktLP74jj0gkOn78eF5e3smTJw8cOFBQUBAbG1teXj5r1qwpU6bU1dUZGhpu2bIFXt6SmJj45MmTwYMHk8lkgUBQUVHh5uYmFouzs7PZbPZPP/00bty4xYsXx8TEZGVlyeXyPXv2fKdDk1wu94NlYz+dTCZzd3d/+PChq6srnCXZ0NDwkSlEqVSKxWJra2ujoqLYbHbX7YGBgS4uLnBQ7pEyI11bHVlbW4eHh2dkZNy/f5/NZk+fPv2DU5HfPg6HU1VV5ebmduHChZCQkH86bOrUqadOncLj8Zs3b4avlvSV+mwEO7U5NetylsVQi2uW1wywBlAnlIfOq0PWdWA7WAgWBEHuSnd2P7a+rf7/Y+88A5rYtja8J5WE3kXpTZAmXQFBsGKBo6gIVlARFQvY67EjiiLFrlhAFEEEFRWVJkgNSpFepPeWBJKQMvP9mHs5fKgcVFQ89zy/CJns2RPIyp6113pfscdi2fbZCITUEmuBNFAuB3140CMgTKfT5eXkMeJ8nXKgTQS/5N07QzYbxuHUuNzbEydKYrH/NpV+GyoqKnl5ef3b+Hl5eSa/QxLsZ1sJenh45Obmjhs3rqWlBW1xTEhIsLe3T0pK2rFjB7q7mJ2d7evre+7cOQcHBy8vr+7ubjs7u6G1TD+FQqHcvXv38ePHHz9+REuSJ0yY8OHDB1lZWW1tbU9Pz9GfVhuEh4fHtm3bJCUldXV1h3Yo/Fu6urrs7OymTZtmaWk5RCV7X1/fqVOn3r59u3Pnzu3bt4uLizc2Nvr7+wcGBvr7+7979+7atWvnzp3bsmXL90zmHwaCIDweT1FRsa+vLzExcWgBxStXrmzYsEFAQCAqKgrNg3X0dbiwXEA9YOux2QQ2HsJjcJiZ7Jk1mJpqbPX1nut+fH7p+HQcDwfzYHwiftyccVW8qt3Su1uaW14yX4rncYX52j6oIhrFsjYtUq/Ui96pc9xL3LP3P12Ex8+3tW2bMYP7e353jhI4HM7+/ft1dHSUlZVzc3N7e3t37dr1C+czzNTNz/bdlpCQkJWVpVKpAQEBurq6ISEhkyZNio6OJhAIaJTv6empr69XUVHJzMw0MzOTk5O7d++ek5PT15rEGhkZ+fn5lZeX79u3j0qlopK/aF9oamqqk5MTi8X6IVf4wzh27NiBAwdev369atUqGIa/Zyg6nc7j8crKyuh0+hCH8Xg8ZWXlI0eO1NXVGRkZrVixYsGCBU+fPr1586aqqipan+fp6RkTE/M9k/kHkJSUNGvWrPDw8GXLlikoKIwfP76hoWHt2rV/K5O7fv16W1tbBQWFlJSU+vr6Fy9eHPI6tAlskpwqSRAk4PPx+rC+Llc3lhD7AfehF+rdx7+P1EMCAPAwPCGiUIh7SB1cBwBYIrrkpuFN7V7twuL24vtgbAW2fHx9oM37YhXsfuZ+h7EO5TSa8qlTTQsW/BvlvxM8Hn/q1Ck0tWhhYfFro/zw+WtFP2PGjC8d9OrVq68adIgV/af09vaamJh4eHiIi4s/efKksrJSQkKiuLi4urpaXFz8woULDg4OX3X2T2EymVOmTCkuLmYwGBAE4fF4DocjJSUVEhLye63r0faiGzdu/PHHH9/WdNbV1VVWVmZqagrD8PPnz3ft2uXt7T10a0xWVlZMTIyGhsa4ceMGKRBQKJSsrKyXL196enqizg//g3z8+NHe3p5Opy9cuBCtW920aRORSLSzs8PhcLt27fpbQ9qMjIx79+4xGAw9Pb0VK1bg8Xj9TH25PrlxFePiFOL4ifwQDqoWqSYDMgbBCCKCDaABwfx1Iz4XmrtScaWtkO2k1Em4LTg3N7e1a9eazzAvdytX91f/+PGjiYlJSkoK6i31g9+Mf/nZfPVmrIeHx6DnCgsLT548+W3uccMkNjZ2x44durq69fX1p0+fPn78uJGRkba2NpfLHTdunK6urrGx8fefhUQiZWRk6OjolJSUiIqK4nC4jo4OPB7v6up6586d7x//p4HWwk+aNGnPnj3R0dHV1dVCQkKzZs3S09ObNGnScNr0a2trS0tLTU1NMRjM3LlzWSxWTEzM0LLJJiYmX8pCGhkZqaqqFhUVXbt2zdXV9fvLgX5HcnJyOjo6SCRSQEDAtm3bBAQE3NzcpKWleTyej4+Pi4vL3wb6SZMmoYIE796927JlS2lpaZtHG9wIN+o0tnJbETEEQADAgAkzLWALfZ6+P+Qv1CZkIm6Ssivl1NJTHEcOGUN+kfuiLadt7+q9UVFRZWVlBC5hrMLY06dPV1VVlZWVFRUVNTQ0/JT3419GI3+lbuwHMHPmzKysLF9f36NHj1IolBE/K4IgFy9etLCw+PPPP/n4+NLS0jAYTFJS0rJly7hcrrKysp2dXXh4+NOnT0cqduBwuMjISGtrayKR2NrayuPxmpqa6uvrFy5ceP78+d7e3hE5y8+BQCCsXLly/vz5x44dc3d37+rqunHjhrW19eXLl//2tRkZGefPn1+zZk1jYyMAABU1+57J8Hi8np6e7u7u2tra7xnn92XSpEn37t0jk8kkEun69etsNtvCwqKlpeXGjRuHDh36qlZBl3Uud03uZvtk94zp+TjlYylSipfCi/iLYCGsAEeAC3HTcekX8RdhCBaUEfRV8Q08ETh93fRoarSlgOWFPRd4qrwHDx8gCBIfH09SI3V+7Ozo6FBWVp49e7aTkxPqJPzj3od/Gc18ZjP2xYsXmzZt0tHRCQwM/Lau7i+lbhAEuXXr1v3799vb2+vr6y0sLEpLS/X09G7evIlmz729vR0dHTkcjqqq6o9Qu25rawsICIiOjv7w4QOZTOZyuej3Co1GQxsUR/yMPw0ul3vr1q36+npTU1MrKytUOvzTw1atWnXnzh11dfX4+Hhpaem1a9fKyclNmzbte05Np9OPHDlSWVnp6+s7qD/rf4fDhw/7+vr29vaOHz9+8eLFfn5+qK2ut7f3MJ3Ualg1ih8UAQYAOgAwAEIAoNvkCCAgBBKPRGVTBVsFtfK0Wqxb9BT0knuS+SF+JsLcKrn1oMxBZWXlsWvHthq0alZr9mJ6P8h9sIy3rEqqqqurW7BgQVdXV1RUlLy8vISEhKam5tixY62trX+vvOW/fJZvkSluamry9PRMS0sLDAy0t7f/5nN/GugrKipycnLu3LmTmJgIwzCRSBQVFVVUVHz06NHA7tb8/HxNTc3PyoKPIL6+vvv27UONmTgcjry8PAzDampqv8u+yhBwudzi4uLc3FwKhTJ58uTu7m4ZGZlx48Y5Ozujkjh0Or26ulpWVvbly5dBQUFTpkwZYm/mqygvL9+yZcvKlSsNDQ3Xr18/ImOOft69excREZGcnCwqKtrQ0ID+U506daqjo0NUVDQrK+v9+/d/223wuuD1UcrRVOVURACBEgGiCIAAAAwAFAC+C3BQpQkEAj0IGUeeKDHxD5E/WrmtZ8adAQDAAHaodHDjuS02WCw1VYrfgZ+kQjLFms5mzyYDMgDg7t27N2/eXLdu3fz588lk8oMHDxAEiY6OXr58OdrwPPphsViRkZEUCkVAQEBOTk5ERMTR0fFXT2q08NU5+osXLx46dGjVqlXFxcUjuLal0WgzZ87MzMzE4XATJkywsrJ6/PhxVlZWWFhYZ2cnk8kcGOiH9qIbKbZs2cJisU6cOAFBkIGBQWNjY29v74YNG37CqX80OBxOR0dHR0dHRUVFSUkJj8fTaLT8/Pw9e/aEhISA/4rMNDc3Gxsbb9++fQRte0VFRXfs2BEbG9vW1nb27FlRUdHAwMDfosT424BhuKyszMrKisFgGBkZTZ8+3d/fX1dXl0KhrF27lkajoZrvsbGxZ8+e3bhx4yDjFxQewtsYsTEaf40pgCDFALwHiCMAiQAUAzAJAAnA5QMABgADABsB/EC8T/y16mv7JHvsI+zUD1NpNNqePXua8pqWtCyBFkDwPBgfjy+6X8Q9xlXmKU/kTXz16tXDhw+3bds2b9489Iyo3EVJSUlRUdHoDPQ8Hq+1tbWysjI7O5tGo3V2dtbU1KDSzW1tbZmZmREREZMmTRo3btygOxIYhqurqxUVFYf2Wfzf5K8VPQRBWCz2s/+OQxfhfcrEiROdnJyoVGpoaKiBgYGOjo65ubmqquqDBw9cXV1HQ6tqRETElStXJCUlFyxYEBsb+/jx4yVLlsjLy6M67796diNMTk5OZWXlpUuX0IcbNmxgs9lf61s7HLhcbkFBQX5+/vPnz2k0mru7++7du0fDn3vEOXHixMGDB5WUlISFhVErXX5+fhaL5ePjs2HDhvDw8MOHD8vrypNXkhvhxr68PloIjZL+114XDOCVuSvvhdxDmmGcOOA4A1AEwDkA9gJAB+AKACwAVgGgCIAYAAO2ciEYmuAxAbsW6yDhMEV4Sn5+/qtXrwqUCrgcbqd1p9QeKU4fR0BAoIvbRQ4iK/oo5ufnOzg4LFu2bND8ORzOsmXLbGxsVqxY8cszln19fbdu3SISiR0dHQ0NDRUVFcLCwmQyGa1VRX3MB7Jz586enp6uri4VFRU5ObmFCxf29PQ8fvz4xYsXbDY7Jibmf0pg+atTN0NsyqGCU8NHXl6ex+PR6fQVK1YEBgaOwi/Yly9fzp07l8vlUiiU0NDQyMhIBQWFt2/fTpw48cCBA9+jyzg62bNnz5kzZ3R0dCgUyrhx45YtW/Yj5IDWrFlTV1c3bdq0hQsXNjY2BgQEqKqqmpmZnT9/fsTP9Wu5fv36+vXrDx8+bGZmhv57x8TEEIlEHx+foKCg+vr6is6K+DnxOyR2yMPyIcUhb6A3N4VvOjk6oS+fE6z58nbJuCWgfgKA64BIAIByAYsMOHJAuRqUBQJwAQBpANYAoDC410UYET7Te+Y63/X9jP2CiGAzptmb7L2VufU+8f4+xj70mJ07d1burvTI9xjCkOvjx4/79u3DYDBBQUG/VhwwNzfXy8vL1NTUwcFBW1t7mB4vxcXFpaWlly5dGjduHJ1Ot7OzW7Zs2ZEjRzo6OpYtW/a1xmejEARBcnJyqqqqKisrmUxmd3e3mpqalZWVjIzMQKOxb7QSbG5uRhDkO/Um1dTUnJycdu3aNZr7152cnO7fv+/u7n7hwgU0bdXV1YXH44OCgtB10K+e4IhBpVJdXV27u7vl5eVDQ0M1NDQcHBy2bt064h/v9PR0bW3t/vUUl8vt7e09ePBgQUHByJ7ol8NgMBYtWvTixYtr166hXco1NTUvXry4EXZjwuYJ3RLdyExEkCcoQhIRRAT7oL5qZnXf4z4TisnylcvTdV7cLHqIUQc8IoCagVEZOHILkGGAEMDFOSDqMVCrBCVXALgBwF4A+AEgAoB+RtG9WR6AaiCEigAxICwvrMvVXcVapYQobSZvDugNwAAMACA0OjRqclSU9GeU1PpZunSpoKCglZXVkiVL+g0mfwlxcXHXr1/HYDA3btz42ojR3t4uIiIyMIfT2dnp5ua2bdu2Xyg09v2w2ewjR45UV1dPmzbNyMhIXFxcRkbm8ePHz58/b2trMzY23rNnD9rTPsxAjx3Y53L58mU/P79nz57RaDRDQ8NvnmVwcLCjo+Mol5RZtGjR2LFjfXx8VFVVXV1d58yZExsby2AwkpKSysrK5syZ86P3hH8afHx8ZDK5r69v//798+bNi4+Px+Fw7969G/EdETk5uYGlPhgMhkKhPHz4cMaMGd9WvjVqOXLkSGRkpLOzs7Kycnt7e2Rk5MOHD1duX7mxb6MER6JuQp2AsIAVZAUDmAkxF7IX6gCdVu1Wg4kG3kLe7/sKYCKAyABhACkI3NwFlk8DQevBg0xwMA00TgPFfIArBcAMAEQA6AUAA0AlAL0AoJ7t9QDgAZ6Fh7vgvt4+SBJy6XOBAARD8APiAxFE5HX562Dx4BXsFQI0gdraWh6P96nbe1NTU0ZGBgDg3bt34eHh4eHhWlpaX3vjPiKUl5cHBwfPnDnz2LFj3/B9QyaTByUMSCSSra3t9u3bDQwM/raD4dvo7e3NzMyUlJT8cSECQZDa2tqqqqrjx49LS0sLCQlBEKShoTF//nxHR8fIyMje3t4JEyaAATpRQ/P/djMiIyNfvnwJAJg1a5abm9uPuIBRhZubm4qKCionoKOjU1NTo62t3djYyGAwWlpahvkO/hbMnj1bXl7e19d33Lhx/v7+FArl4sWLP+50HR0d5eXlbW1tCQkJ+vr6t27d+gfcSg+kuLiYTqfTaLT9+/dPmTJl1apVhw4d8uf3FzojlJKfIm8tr6SsFCsRq0xSPoA5cJXvqgAiIP9E/rrhddAM8GMwPAwM6AB0g2nlIEQTtDwCYAZgngFHPoB1D0GqCQASAGQAIA+ABQAIAAoAFAMgBQAXAAEgyBKMUYg5TTr9IutFjWiNjbQNBmA0eBobWBuycFl4TbzIBpGQ8pBKs0oymYy6X9XW1oqIiPDz8xMIBBkZmYSEBNRHUE1NTU5OLj09/cCBAyMiZYEgSExMTHp6upKSUktLi6GhoYqKyhDNBM+fP6+qqtLU1GSz2SN1YyEoKHj+/PnNmzeHhIQICgqiCucjMjIAoLq6+syZM1wu98yZM6qqqgoKClpaWvr6+v2GASMCk8ksLCz8Uruot7f3okWL5syZM3xhmP8X6A0NDY8ePQoAMDAw+M6J/i4MKiF3dHQMCgqaO3duQUHB2LFjy8vLNTQ0KomV+bh8QUTQkmNJRr5OcmeUgMfj9fT0REREDhw4UFFRYWxsPDDNN4LweLzQ0NCqqqqZM2eWlpYKCgpmZGT88+wBQkNDk5OT8Xj8rVu3+rMNZeVlr86/WheyLpoSzbvPQ64inYTO0NzQXO1cpS4lOA5GNBHQAxBhAHAAaQBQAuCTBoVNAMYAUANAHyiVApSxAIwHQAcA3f/maiAASAAYAIAAUAuAHOBe4Ua6RCbhkwAEQDeQkZRpxjTXYGt8SD536HcAAO9x73UddVetWtU/4draWhqN1t3dTaVS0frm+fPn9z+rpaWlqqrq7u7u5OT0bT7AKK9fv3706BGBQFi+fHlFRYWOjk5OTk5YWNj48eMVFRUXL1786tWr9+/fCwkJNTU1TZ06ddasWRYWFlOnTg0ICIiPj7e1tf3mUw9CWVl58+bNJ06c6OjoQBBky5YtWCw2IyNDXFz8jz/+GHolDsNwaWlpb2/vZzcMLly44OTkhOaFYBh+/fp1ampqQkLCyZMnR2ryAICzZ8+ampp+qYqUTCabmprGxMSg0tbD4f/l6BEEefbsGQRBtra2Q4ga/i1fpXUzemCz2dra2uXl5VJSUjweDxXGWfh4YRVUNZcwtxN0Pic+P8g4KA3/gjvcESQtLU1HR+fbKhNqa2sLCgp6e3t5PB4EQUQikcVikUgkOTk5KpXa19cXFxe3du1aDw+PqKios2fPiomJycnJLV++3NzcfMQvZLSxpHSJwD2Bu5fuCl8VlvaW7vbobh/TDjVD6kx1x3bHQkxhGAhDtBAgBvAcwCEDqAOMLQYKB0HmcwBXAtJFoPcB1O4FDeMAmAhALwA0APo3y7gApAAgCwAZYF5iCIsIMBlmv2UDZbBQaiEFR+mEOpkQM44WB3PgvXv38vHxHTt27Kvmn5OTc+DAARUVFdQhff/+/Z+twfuUhISElpaWlpaWnJycCxcufJop2rFjR3t7e1dXl7q6+saNGykUyuzZs//888+ioiJBQUEsFquurn748OERr9q4cOGCgYFBTU1NcnIygiAzZszIy8vD4/Hu7u6fXejU1dUlJCRkZGSgn/2Ojg4ej7d169aZM2f2x8PIyMjk5OTAwMCBL7S3t7e1tTUwMKDRaEVFRU1NTbKyslJSUkN/qdTU1BQUFOjo6AyqLEpMTLx169bt27eHuDQul2tnZ3fnzp3FixcP5634vEwxnU4XEBAYTqw/fPjw27dvB/0yKysrMDDwS34Lo5mysjIfHx/UBktNTc3nqg/WGyuyX2Tz5s0mJiZVmKoHxAd7mHt+9TR/DampqSkpKU5OTlJSUpWVlceOHZORkdHQ0DAxMWlvb5eRkREREbG0tFRSUurp6Zk+ffrs2bOPHj2KxWL9/PyoVKq4uLi7u/uvvogfyM03N3d27/QielH5qHeF70IYiMAldLI63WXdG2mNIR9CAAFAVAhRQBBhBIIBggXgLjBuBwRLsD4SKH0ENzVAcD0A5wBAbxJKAZABQAgABIB0AOoAsAaADwAsADAAxQCIAqIiUYAnwORjEhACHaLfbL65bcU2R0dHOzu7b/AybWlpqa2txePx7969S0tLa2lpUVFRsbOzG6J6p7y83NPTU0tLq7q6ev78+T+ibHdk8ff3LygocHFxYbFYfHx85ubmNBqttbU1KioqIyPD1tZ21apV/Umkpqam7du3U6lUJSUlHA7Hz8///v17Nze3QVbyXC73yZMnqampZDJ52rRpurq6ycnJ6enpRUVFxsbGBw8eHPgdxuFwqqur79+/X1hYaGJikp6ePnbsWDabbWBgoKenl5SUlJKSsmzZsqVLlw59Ibt37zYxMQkKChrOVf8V6JlMpp+f3+3bt2tqavr6+nA4nJKS0vLly/fs2fO1ubPfdEXfz+3bt7dv366mptal2NUo38gfzd+8qxmviYcgCIKheYHzMPDPLhhtaGioq6u7cePGz2+SaW+XAAAgAElEQVRbRxAkMTExNjYWi8XOnj07Ly8PLeCZOXPm7du3MzMzGQzGjh07Tp8+3f8SJyen2trarVu31tTUxMbGZmRkyMrK9vb2njt3bvg3m78jH9kfr7Vfa+e2m+BMau/XxoTENHQ0iE0WY3Wy6pbUHdQ8SIuhhTWHddp28NRhAACIAoAfQOPBuFbQ0gw4qQA0AxD63+E6ATgEQCAASQDoACAMAB6ADgCqAJACQAQAfqAeql5jVsNWY0MsCMEj/NP4J06ciCZgvx8WixUSEvL06dMh0vfh4eEFBQXHjx8fkTP+HN6+ffvs2TM6nV5SUjJ79uxXr16Ji4sbGRlt3rx56Gx+bm4uagQ/9PgpKSkPHz7U1dVta2vLyspis9mqqqqoGhIqsSUlJTV16tT+/oaenh5HR8dFixYVFhZaWFgM+hb5EiwWKz4+3tfXdzgH/xU1Nm3a1NXVFRwcPGHCBEFBQfRd8Pf337hx4/Xr14cz1j+GVatWLV++/Pbt27t8dxFnEdvM2zC5GPED4nPd5t6bdY+ykuIQ/7OLL+Xk5GRlZe3t7fn5+WEYNjc3d3Z2FhYW7s8hZmVl6erqDrMGeTiUlJTU1dVpa2vfuXOHw+FgsdixY8eSyeQ1a9YICQlFR0dfvHgxIyOjra2tuLi4vx4XQRArK6vc3FxfX19JSUlJSUlDQ8O6ujo+Pj4nJ6egoCANDQ19ff2RmuRoQx4rX7urtrKyMoedA0EQgIEgVvCK+xUejzejeoYiT1FpjpJFh0VJScmhhkMmk0wyLTLBPoBcBfVkAGQBeA3AiQHDiYIxu0AzBIAlgDAAQW+wxQEkDgEeQLAIAKBsdRl6LEJCLF5bZLGzBlUG83i8goKC2tpaGRkZQ0PDr0qP8PHxdXZ2Dm3O/u7du99up93c3FxUVPTNmzednZ2VlZWampr79+8fzm7q0NZ4KHQ6/eHDh76+vuiaLCkpqbq6evXq1U1NTZ2dnePHj/90rRYcHLxo0SIXF5evugo+Pr7h9zb/dconT57U1tb2Z+VERUUnT55sYmLynWZGvylYLNbV1ZVEIrlWuyKaiOQLyTaFtrRZaee5572kvfobyn8y7u7uzc3NZDI5KirK29u7r6+PRCKVlZUhCGJhYXHnzh0sFuvu7v5ViolfQkhIqLm5OSAgQFpaGk1B4nC4CxcunDp1SkpKqqWlZevWrQAANJp3dXUhCAJBUHFxcVVVlYODA5lMZrFY3d3dHz9+VFZWplKpqExpRETEPzjQYzCYlJQUeXl5BwcHOTk5MTEx9FONxWIxGMzxU8dv7LohLi6e+CYRLAeLwCIxMbHnW5+D8wAsAKACgAMADOwjhkCzPCBwABv/n0p6UAegcRCCQcB/150QB0KwCIaDMW4ylkiXIBKJ58+fl5KSkpKSkpeX7+joyM3N7e7uRhBESEiIy+X+8ccfw5SxYrFYL168YDKZQ/cP/vHHH8eOHWtqalq0aNEP2uEfcWAY3rFjh7Oz87Vr1/j4+G7durVixQp9fX0zM7M5c+Z8z/YkAKC8vNzIyKg/mltYWMTGxgIAZGRkPtuf1NraGhMTY2pqeuLEiZqamvb29rlz565Zs+Z75vApfwV6OTm5uLi4QXcNb968+UG1qL8FDg4Ovot9y2eW01bReAzeOu46VZ4q+KW2yqiiwOrVq/t/A8MwBEGouXZGRkZoaGhFRcXSpUsXLFjwPSeSkJBoamrCYDCNjY1PnjxJSko6ceLEpk2bFi5ceOPGDSaTuWTJEhiGMRhMfHz8+vXrk5OTxcTEBAUFJ06ciMFgXr161dnZyWKx0tLSGAwG+n8vKyv79OnTka1PGFVAEJSZmZmamvr+/furV6+inYOonNwW0S3+dv7Tdk+DOBCyHFGWUU7GJ6fh0jC6EKKLIDAAKp+MhgAEBmzcgIfjAIJBAPKfghwIgcgQmQiIUjipA2IHwkhhWlpazs7O0tLSFRUVKSkp6urqR48elZCQ2Llz5+TJk42Njf/8809zc3P0Q52Tk/Oldpnq6urjx4+3tbVNmjRpaKvIyZMno3uta9asCQsLQ2uQysvLJSQkBAUFR5VAZkpKirKysqioKHpb07+d4OLismzZsqKiIj8/PwDAd0oACQoKUqnU/oe9vb1DF0FKSUl5eXmJiIh0d3dbWFjo6eldvXp17dq1Fy9eHMFGtr9y9JmZmYsXLxYREUFTNz09PSUlJe3t7TExMV9bbfm75+gHcujMoePWx43qjRR6FZpUm4QQIQqeEk4L/9XzGor6+vrIyMjs7GwXF5fp06d/7ctbWlpiY2NzcnIQBKmurt6zZw+ZTE5ISJgwYQJ6K/P27dubN292dHScPHnSxsbm48ePCgoKp0+fzs/Pf/fu3cChZs+eXVJSoqGhceLECUtLS2FhYU9Pz507d47YpY5iqFSqtrb23r17+2+wqrHVD4gPuqFuPa7eW/zb+c/ptlENMMRtkAL7VoOa8QDq74FFAAINaIhtBuA2AG0AbAVAHID/xg1+hF+HpzOFPWU6d3p5YXlgYODZs2c/G1Z6enr27Nnj6up6/fp1ISEhDw+P+Pj4+/fve3h49Mc1BoPx9u3bDx8+VFdXjxkzJiUlRU5ObsOGDcPJVwAAdu/eTafTZ8yYER8fb2FhUVtb29HRwWAwTp48ORrEZ+rr6zds2CAkJMRgMFgs1tSpU3fv3j3oGBqN5uzsfPny5X7v728AhuHdu3c7Ozvr6+v39vb6+vra2toOR92vq6srLS2tsrKSw+EUFhaamZkNR/T7WyQQeDxeYmJiTU0NKrKqoqJiZWX1Db0G/6RAb59k/yLmBVgKFDAKHIhTj6k/wThhzBkB36sfzePHjy9cuDB9+vThB1YYhv39/RMTE1E39idPnnC5XLR17vbt2/z8/P3+hZcuXUpNTe3o6GCz2QoKCujHg8FgnDlzZvPmzf0D8ng8BEHQZR2qo2lqavqPaTn+W/Ly8hwdHVesWGFmZjbw95dJl61SaCIxr15qOjxY/WR8FTPAD8zYC/o+WdQDAEAbALsA8AJAFeALAScJgE0AkMC8xnlLupbcvn07Ly+PyWRyOJxz586h3ZKfxdvbu7y8nJ+fn8PhMBiM5cuXnz9/HoPBGBsbW1paamtru7u7e3h4ODg4KCkphYWFbdu27caNG2PHjh3OlSIIcuzYsaysrICAgCVLlvRH9jlz5ri5uY2gSOo3c/bs2QkTJvxtqb6rq6unp6eOjs73nItKpd65c6eqqopIJP7xxx+ofdgQIAhy+PDh3NxcRUVFe3t7CIJqamoWLFgwnPftq2WKAQBYLLZ/AdjZ2UkkEn+E+8fvRZNAk32z/XLq8mxSNgki1WBqeAjvV09qWNjZ2U2cONHPz2/dunW+vr5/+08TExMTGBior68fHR0NAAgPD4+MjLx27Rr6rIyMzLVr1+zt7d+8edPe3p6QkMDj8QAAampqRCLx9u3bVCpVTU1t0PbAwP8fISGh31p+5BvQ09ObPHnykydPzMzMeqHeImwRFmC1uFp1UJ1iXL6HMZ+Lg7YWrqpIs+jNRIZxN0gdqGnz3x+hFwA/B+rTQQAAHCMAmgF4AdQnqOfuyk1npsMw7Ofn9/79+7CwsM+myBGAcCEuHsHX19f39PSoqKg0NDQ8fPjQxMTk6NGjW7duffDgwfTp04WEhNDMfkhIyJgxYx48eHDo0KFhKo9GRUXdv3/fycnp3r176EsaGhoiIiIoFAqFQhn4xQ8AKCoqevny5YcPHxAE8fDw+AkbNg0NDS0tLc+fPx/YQfZZYBjmcrnf72onLCw86Kq/RHp6el1dXUFBQV9f34h0Jn+JvwL9/PnzIyIi+Pj4KisrnZ2dKRQKGvdv3rz5S0QwRgkkJokgTxDEC9pwbQAAGXwZJshvo7EuLy/v5+d38+bN8PDwITQtkpKSgoKCuru7IQgqLS1duHAhj8czMjLy8fFB88tcLtfS0jI0NHT16tXa2tpv375VU1NramoyNjZWV1d///69lJTUzp07t23b9hMv7vdAUVExLi4usTPxkfyjyZzJXMAN4gtiQAw8iyOEVfAh+Tixnd7j3tPIQKgMwiviOOIc9IU4HsSDAYJHkE4AT0WwPICDAQeCEH6A/xNPFaD29PTAMMxisUpLS+3s7FDpOldXVx0dHbRO5jHh8Q3SDRiB5WC5JkwT4RqBkcBI8UlxX+OOZhLwePyCBQvodHpRUREejxcTEzt8+LCgoCCHw1FRUdHT0xtOiU5NTc3r16/fvXuHyhkFBgaGhYX19fWZm5traWlJSUmhEiMAgMLCwh07dpibm+vo6MybN6+vry8sLOzcuXOenp4/qBXfz88vNjZWWlqaSCSKi4tzudyhj8dgMGpqaitXruRyuerq6lgsdurUqTNnzhzBXHljY+OJEycIBIKhoSHaYmZjY2Nvb29kZDRSp/gsfwX6p0+fomu09evXW1tbJyUlYbHY48ePe3h4RERE/NBJjGYmf5wcPi3cBmMjhUil4FI6MZ1KvN9MA8fExOTChQuffYq/tDTMz6+YRLpw4cJnv87ZbHZSUtLp06dlZGQcHR3JZPKVK1e8vLzGjh17/PhxHA5nYmJy4MABdB3H4XCoVOr/8u79p9TV1e3du/ea3LUTvScEEUEAQAY+QwwWyzTmWL+rnThnaahIqCpTdu6bmhAxPD4WJzVJqsGjwTpBma3M5GttMioC6WzwLhFoKSgJ+0nlZn2EIEhOUw7tWoBh+I8//iCRSBAEOTk5SUhIPBp39q4YgrCAJA3UiAAuCYtACP5jyYIK4aRJHI4CjhxPPqn312b4jBkzREREUCXLc+fOoUkGGo0WFBS0ffv2SZMmOTs7D51qi4uL09HR6Rets7Oz27Ztm6SkJB8f36CURXNzs52d3UCHnxMnThQXF9+5cyc6Ovrbav99fHxSU1MxGAyJRNq3b98gnT4rK6u0tLS7d+8Of8CDBw/2/8xgMI4ePfr8+XNVVVUPD48RSTnGxsZOmDBhwYIFycnJEyZM2L59+/ePORw+syeek5Pz4sULNK/6559/DjNJ90+Fm89dylv6SPNRF9Sly9M9yDgI/dqym69HTU2toaGh/2FnZ+e5c+dYXV3n6uqKYNhUTe0QHt9KoTR9UmyQn59/8uTJGTNmPHr0aPr06WQyGYbhu3fvUigUFouVlZWFrvf7efbsWUZGhre398+4qlEAl8tNSkoKCAhQUlKSlpbu7u5WVFTU0tLq6enBYDAiIiIiIiIFBQXznecLA2E0ynMBl4yQeYDHJ7vLJPeYsFeIhRJWr7TRh59Mz8FM0NDontwNAMCWf/wzEnm63vX95HqKwkvzhYDWjDczt01+5S0gIFBaWrpv3z60R4lAIGRkZOhM0Xkl8OoR/mKbABAKB4xuUGUOMDMBD/BcHoNpWeCVCVXyA/TnY8j/tNqD3gcufH+VbBsbG1dWVg68LiEhoX379u3Zs+fOnTu7d++2tLSUlJQ0MDD4rCKCm5vb6dOn/f390XJbBQWFmpqaWbNmDVMzR1NT8/jx4+fPn1+/fv2YMWM6OjqIRGJfX5+goOCxY8eGLtq5ePFicXExmodIT0/fv39/eHj4wL1oXV1dSUlJBoMxfPGvgZDJ5FOnTjEYjIMHD967d+/7W/0RBFFRUbl+/fqmTZt+cufg/3sfW1palJWVlZWVa2tr0fL58vLy0bCR8qtAO5v9bPxmMmf+6rl8O2VlZQNX2ZWVlZ2dnSFqalRzc7axsbyqaj4Aunv2dJqa9g04rLe39969e+/fvx/4TY/BYHJzc9Hd2k/Lje3t7b/Havj3gsfj6erqysnJubi4tLe3s1gsOTm5pqamzMxMPj4+FovV29tbpFhU6VG5umN1H3/fk4on1SLVqUqp3ZhuQjehrLSKO+tgaVF6juGzvkI5K/3prW/8SSSSb6bvTrBTj4Dcmga6SiJypvYw+IDqdjWQVqWpqZmTk0Oj0ebOtmmor3J1deXj4xMRESmmFbt0u+Bj8F1TgVIzrnw3F0AARANSLRjLxNyeB9+bz8eCWBJvxFstx6++W5W9NdtF/O97czAYzOrVq9XV1VeuXFlZWUkkEjU0NFDFGGtraxaLJSIiguZ2lJSUBurbyMrKrl279tixY46Ojrq6uv37NGgFcP9hPT09aC0mFovdvn17SkoKAACNywiCVFRUODo67t2799OcBo/HS0tL4+fnT0xMVFVVXbhw4dixY83NzfF4vKenp5ycnLi4uLCw8JQpU6SkpJhMZmJi4vdUTJLJ5DNnztjb22tqasrIyPDz83+bkQOXyz137lxxcfEw0/cjy1+B3tLS0srKqru7G4fDbd68OTY2NjU11cHB4cCBAz9/WqMENpuNNi7/6ol8O62trcHBwc7OzgUFBUlJSQUFBQQCYebMmUoZGR82blQjElkQ6w3+TbsZUbAsgSCxpP+FGRkZIiIin+7vCQkJ/e9E8yHgQBzIGeoU6Qy6GdTb2svj8bS1tV1cXPoXoc8bn5dUlOyq2sWgMR60PDhvch7BIphqDBgHekV6Mzdleqh7FLQUbCIFrVi3Al1ytra23t92H/KHCADpGAe9nNSDAASH4KQF5HBCVQwGQ0KI27Nt4XNtEotBbYc63Crhte47/YX9eft56jrqNLG2RmkEQAALsLwZPJAKhAQQRi9EFewDABDViS76V1NX6UkJThn+ZZqZmVVUVGRkZGzcuNHb25tGo/n4+Dx48EBSUpJOpy9dutTa2trGxubMmTOzZs3qXxN4enoaGhoeOXKkpKSkpaUFgqCBfvH19fX79u3r6emZOXOmhYWFtrY2AGDKlP83K0NDw/r6+tzc3EGBHoZhR0dHbW1tMpnc3d1dX18fGxtbWFiYm5srKiqqpKRkaGhIo9HodDpq0f5V7aNfAoPBBAYG7t+/H4/Hs1gs9KsI7RBUUVERFBR0c3OTlZUduPSh0+nZ2dmNjY2oMhqLxUrLTlPdrDr50GQqj8rlcnHIT+0w+OtkycnJAAAWi1VdXU2j0QAABALh3r17Q+gZ/eMhk8liYmLt7e2/b945LS2tubk5ODhYSUnJ1NTUxsZmwoQJEARxSkoInZ0N4wiHSYenc6aPa4PCtd/R+djLWcsBACwWKzs7OzEx0draOjU19VdfxKijiFVkVmrGZ8RXsrsErAUSdInxL8aLiIgE3QpibmG2Ydo6rnUwPzLt9O0q6yuTMpLoU+mIGSLPkxcTF5N/J/+K9apgasHFtovuEu5TBP4KcDQaraerx2CHwYfNzWuvNiQYQ9hiPvOwSZogOW+h1cuXLyUD3ULF5TeeemA1Zcr7J76R1wLWRkYSTxCxzdh2sXZsJ5DtgEulAAEhsEuZHHUA10J9RBhdRXcUdDh3mM6TRvh4NC7CxUG4mpqagICArKwsVLG9sLDQx8fHysrqUyeGSZMmTZs2LTk5WVRU9MyZM+gvKRTK4cOHk5OT165d6+LiYmpqmpmZ2R/rLS0tGQzGw4cPpaWlyWTykiVLUEm7+/fvR0ZGourEubm53t7eV69e/axvrZqa2uPHj1euXInuhcIwfOXKlaioKAiC9PT0FixYgPYlQRCkra09duzY8PBwb29vKSkpAEBrayuXyw0PDx+kQ/7NKCoqfinXHx8fv3fv3u7ubnNzcxwOp66unp+fn5OTo6+vr66ubmJigsPhiILErhNd5hzz8ZzxpdjSPeQ93gxvPPKfpH8qLvUD7oMmT9OKM1yN6KtXr6LSsN9oJTgi/JPq6L29vWEYHlQH/RvB4/FSU1PHjRs3SLFEuKhI8c6d7QeETQTtzTN75CIi0g4edOd5aEVrdZV29fT0oG2xenp68fHxv2ryo5bxReN3SO0QeCWwa9euXYd37dTZyZvHO37o+LFbx/zP+mOqMMGhwSWnS7wYXgfdD/I+8qBJEHIaAb7AGBgLtQvt/nO3Lb9trGrsLKFZA4d99uzZjRs3Ojs7X79+fe6snmVoUbUsRr6ed9ecCOHWzZ83Q/DwyvPyszo6OtasWePo6JhnLsHwjXEuWc66yfJy8PozfA90AgjBgNcHqF1gTDdoNAN4DtCohtqlSApVfWfOw34T9bumirZKt1q/tk5PT3dyctLW1kbvQpqamtLS0hITE5WUlObNm2dmZlZXV9fd3a2kpBQREfH8+XMREREmk9nV1WVqakqlUsvLy3k8Xl1dHZFIRBe2QkJCcXFx/Qvba9euPXr06NatW9bW1pqamjExMZKSkhwOZ9WqVf2rbEdHR1QmTFdX99Ol9+XLlzMzM/n5+W1tba9evbpw4cKkpKSWlpa+vj51dfV9+/YdPHiQSqUKCAh0dXWtXr3a3Ny8vr6+trb21q1bCxcuXLRo0c/s1UI7SzIzM+fPnz9I/ycOH8fAMBb0/adZPZoYTYJJszizAABrBNewAEsD1ijHlAMAbtFvYf5rEwzDMJVKJRKJg/YYQkJCCgoKREVF1dTUvlRnMYh/A/3fsGDBgoULF35Pp9yoRfjDh87oQ4ZdSnQNjZqlS2PT0k63ngalYDKY7OHhgW4WMZnM3zpz9YMQzReNko7yS/TLOp51L/CeA8NBr0TPxtTmypYrIWdDXr58CcNwt333ve579BX0+8H3D/kdKjtXhjmKQdoQ+C2c2JM4vXw6TY/Gj/l/K1k1NTUlJSUCgeDm5mZnZwfD3MzKx8Yq82jdPWZmZngcfJncxPZ5XF9fv2vXLnFx8Vuk2ortV2Ioj1Nmp7SeayWRSCwODcsHONIAowXYJgAAgIHB3usYo0KkmyT4FKcS9SLXzMysb1+fVaXVHK3P6Lpwudz29vaCgoLi4mJxcXF+fn7UpFRPTw9NsgcEBNTX12tpad29e3fWrFny8vK2trZtbW3KysoPHz6sr6/38vKytLQEALS2tmpqaoqLi3d3d7u4uNjY2BAIhP7UPAoMwyUlJX19fUePHj1//vwgZfaenp6qqqqmpqZz586ZmprW1dW1tbWpqam5u7sHBgaWl5d7eXkZGhomJiZ2dXXp6OgcP35cW1tbSEhow4YNQ0v0/GRu8N2YxJ2kxdVCHxZhi97i365jrQslhr4lvL1Ev4T+3pPfczxvvDvLHQDAYrEOHjyIw+FYLNbp06fRmp9nz55du3bNyMjI09MTjf7f0jD1L59CJpM/fvz4jwz0VG3t0ybGK1grCM2EtPh4IpEobyP/5NwTHZG/2gL/jfKfhcqhTiubhhPAcfZwFjUu6pHqkeXI5mflS8pKAgAkJCTy8vLmcuZeZ10HV4Fvp2+9aD2Oh0MOIvBT2KnQKbwvXK5b7uTBkydODBSrBKtXr+7t7W1oaEDjLwaDm6y2EAAgJiZWVFSUnJzcvGPmh/uHc5qEly9f3vM+JJfaq6Wg+HbXW+YjpqGnoYqhSl19Xap4KsyGISEIi2D46vmQFCSEInHtAGt65HQRPtLly+5qamp3iXfHTBwDcT9TP4bD4caMGTNmzJgZM2Z8+iwEQWpqaq9fv8bhcBMnTnz58iVqPtrX1wcAUFRUzM/PT0tLQwN9Q0ODpKTk0qVLLS0t+79RBtl/YzAYtJvX09Pz0qVLR44cGSijLyAgoKurq6ury2az/fz8REVFEQTJy8vz8PBADZ8VFRVPnjxZW1uroaGRk5Ozbt26YWr8/mTkYLlSTKkW+E+gL8WVKsAKAID3+Pc27L9y47Yc20eERwiCREVFJSYmnj59mk6nnz17FoKgd+/excfHFxcXBwUFodVudDq9rKzsVwZ6Go12+fLluLi4HzH4T4ZEIvn7+6dmp7ZgWhCASCKS/W6CGAxmzZo1o0HH45v5o/uPzb2bmf5MQ3nDCoUKjbEaA6P8b0p0dDSTyfxx5WtWCVY4Ak5cSJzvGN8O5x0eLA/wAhQVFeGEcaSDJAQgurq6YWFhTalNfLV8zLdMKkLVJGnGToxVi1Oj29If0B6AGOA5xlNrqtagkXk8XnNzc3l5+afNmRgMxtrauvVJAeKgP62Hh6mOY2sq0D38Jk+eLCIi0tfSd0jlEB+LjyvCdVnrMmXVlLmWc00lTQt4BZvvbYYxsJGYkambqQ5PBwCAACQfl2/L/kbfvjlz5pSWlj579gyHw3G53F27dqG5FG1tbTwef+rUqf48p76+vqysbGho6HBKLS0tLfPy8ry8vNauXTuwXbawsPDkyZNCQkJTpkxBvwL7+vqam5v5+fnPnz+Pulbdv3//267lp2HDsdlL3gtB0Hje+BJMSTou3ZvhDQCQ4EnUYmr7DytgFOB6cXfC7khKSr57966urm7ChAlz5849ePCgubn53Llza2trT548iaZrvkoI9ocEejqdvmbNmqFlrH8jBrZ4DOTMmTNtbW2/b6Dv6em5efQmtYmqc0gnqzFrs/nmszZnf/WkRoCBS9GcnJzQ0FBDQ8Pi4uJBy+dvhsKhuAm4VTRXxB2M8yR58rP5GQTG5mmbFRQUnhCf7MDtmMCbQPIlfbz/USFDobisuHlWM7uOvXbHWvpNupCNUFdU13vCewMDg0/TJgwG49WrV66url+SrJEaq5Fo4JqcnCgtNSY+POE/86FQtm3bNnfu3Hv37rW2trbUtcSejWXns2sNa5cvX66goFBWVja1fOo13WvmHHNxWDwVn2rCNRFDvj2zweFwtm3bVllZ+fTpU9R1JCMjIzExUUVFZZCfdW9vr56eXlFR0RAiPP1s3ry5paVlx44dY8aMcXFxQV8iIiIiKioqJiZ25MgR9LDW1lYYhtGvw6dPn1IolISEhFFeM4JDcN693vH4+Le4twqwgnevNw7gAAAufS5rBdaq8lRnc2a/xr9+Tnju9MpJT09v06ZNBAIhOzubx+MpKipGRESg+ygLFizQ0tKi0+mCgoL6+voVFRXDnMAPydFLSkomJCR8pzDQ6GfLli16enq/r15/fn4+KlowceLExsbGlpaWXz2jkef+/fsnT55cvny5kZpFavMAACAASURBVJGRjY1NXV2dhITEd+ajRJ+Lqguri4qL1p2sU1FWibeJZ7WwQjmhaHtwD9SThct6xPdImifNAqy6xrq6XXWgGQAiUJim8OTAk6/6XMAwfPTo0YaGBlNT04aGhvT0dFR/IicnZ+D3hJaWVnd3N1rJh1bxY7HYo0eP2traGhsb9/X1rVmzZsnyJZm4TCqg6vB05OHvknOJiop69+7dQFcpNMOgpqY2yKSIRqOdOnVq7NixkpKSr1+/bm1tbWlpMTIysrW1HaKJKT8//9SpU5KSkpMmTVq0aFFdXZ2XlxcqwfTw4cPHjx/b29ujW4Ctra3JyckxMTF37twZccvZn0M5tvw06XQbpk0CliCeI1qJWOnq6qKLy66uLhiGBzqiLF26tKKiYuXKlVlZWY8ePdLT00tLSxvOWbCHDx8e8amfOXNm1apV/3iFnOfPn48ZM+bbuidGAyIiIjU1NbW1tc3Nzd7e3qampr96RiOPtrb2hg0bzM3N0ZJBR0fH9PT0+fPnf8+YLDorDBN2WvS0FkOrGCkuli8mcojLCMvQKkACIASSA/cw9sxlzzWjm5WklbSZtTEfM4/sObJt8bbhfCgKCwtZLBbaqNjY2Ojk5EQmk/F4vLCwcEpKyooVKy5cuDAo0y0tLf3y5UtNTc1jx449fPiQQCDIyMjEx8fX1NTIyMi0t7dDEDTDZoY8LK8Oqwsj39gC2dHRUVVVRaPRGhoa4uPjB5qaEolEAwODiIiItra2MWPG9McmIpEYGxtbU1Nz7NgxFRUVGRmZVatW3b1799KlS5mZmSwW67MmOdLS0lZWVk1NTQ8ePBg/fnxGRgYej5eSkrpx40ZUVNShQ4dCQkLs7e0bGhrS0tLGjBlTWVmJIIi6uvq3XdevRRwRt2PbLe1base2m2Mwh5+f39fXd+7cuc7Ozr6+vuXl5Xl5eRAEodvUqHx0eXn5hw8fgoODZ8+e/Wkt7Gf5dzP2f5eenh70h40bN/6Sbr2fz4sXL9asWYP6pXzzIAf0D1zOvrz442JEB0FYiOANQTAF7Lu0b/PazWpqalXdVTATrv9QX9pbmpCQ4OrqyjZlD1TxbGtrS0pKKi8vp9FosrKycnJywcHBXC63t7dXSUkpOztbSkoqPz9/+vTpS5YsQRVrw8LC7t+/r6qq2t7efvLkyU9zPosWLVq0aJGCgkJUVBQfH9+dO3devXr16tWr5OTkdevWTZgwISAgwNPTc968eSYmJoKCggkJCXQ6fcqUKf2lKUVFRTweD201EhMTIxAIeXl5+vr6MAynpKSgkbSgoEBSUlJQULC+vp7H4w3yLUGFE0pLS1euXLlhwwZra2smk5mZmUmhUOrq6k4cP27b2iqVlASysu5aWzefOcPh8TZu3Pju3bv169eLiYkNXODHxsZeuXIFlcy7ceNGTU0NFostLS3V09O7deuWuLg4kUgMCAiIiYmBIAgVTevu7tbV1f1+4clfCwRBSkpKZmZmCxYscHZ2Xr9+fVhY2MmTJ6lUKrq/bWFhkZycnJyc7Ojo+OHDh+HI3P9n5H9TN9/M7566AQDU1NSEhISQyeQnT5786rn8JDo6OobjDjo0lmWWL1RfkDFkAAALZk2vmL7gyYKcnJzOzk4WntXu0e5EcRIQEJCXl1+wYIF1ufUTmSfnzp17+fJlT0+PoKCgtrY22qlfXl6O+gqRSCQMBuPq6nr06NGJEydmZmb6+Pjk5OTk5eWhTmFUKvX27duioqIrVqz40qyys7NPnjyZn58fHBzc2trKz8+/d+/e2bNni4iIVFRUREdHOzk5vX371tzcPDMzc8uWLcHBwWhwzMvL6+npkZWVjYiI6Ozs5OfnHzt2rJGREYVCweFwVlZW1tbWS5cutbCw2L9/PwCgr68vLy/v7Nmz4eGfceBhMBhxcXElJSV4PF5DQ0NKSkpRUdH41Sscg1G9YgWAIPm7dwEG83H1agDAvXv3YmNjNTQ0+jvwm5qajh07duzYsf4/E4vF4nK5/TcxDQ0NLi4u+vr6dnZ2QkJCPB5v/Pjxb968QdupvvMvO3p4+fLltWvXDhw4YGJigtaM9j/l7+/v5+cXEBAgKCj4Kxum/ncCPZ8hn76i/hh4WLLdo5Dg4OD79+9DEJSdna2np/erp/Pb8JT6NKgtyFPKEwJQQFuAi7iLvYC9qakpjUYrKSlZVLNok8QmK5IVHo//s+TP6KRocAnY2tpOnz59aIMHBweHW7duCQoKtra2nj17NjIysn+JGhER4e3tPcjA67PExcX19fVxOBwTExNhYWEhIaGysrJLly61tbXdvn2bQqHU1NQYGBioqqqy2eyzZ8/29PQoKirSaLTNmzfPmDEjLy/v4sWLg9xNW1tbt2zZMqi45fr165GRkRs3brSzs/vbWelv3fr+/Hnw33sR/W3b3vv5oQ/pdPr27dtPnDghKirq4eHR3t6+du3a2bNnf2moT3cIAAA8Hs/Ly+vjx48ODg5iYmLfmZ375WRlZd25c+fy5cuDlCFQuFyugoJCcHAwgUD4t47+Z1COKc/myxaEBbextv12qpYAgCdPnhAIBCkpqVHl7Tn6mSc8T5WoGt0djQDEZ5yPFp8W6gmupqZmZmYGiUCLZy3mjuViIAxfEd+fY//UPD8su3YymdzZ2SkoKCglJWVkZBQdHd3v17p48eLFixcPZ5BZs2bNmzcvLi6Oy+ViMBhxcfG7d++amZmhLzc1Ne3fjGEwGLGxsW/fvgUAbNmyhUAgaGlpOTk5feph3dra+ultkKura0ZGxnDUbSEeDyEQwICME49EwrLZPCIRANDb21tbW+vm5iYpKampqXn58uWhR5s5c+aVK1f6H3K5XBwOh8Vi/f39vby8UPsOExOT33ePsLy8PC4u7u3btyIiIp89ICwsTEtLi8Vi/eI6+v8d5rHnKTOUbxNvJ+ITbTijusBrEDAMnzlzRkREhMvlFhQUDNrc+1+GyWRevnz5w4cPS5YsmTVr1pcO0+DT2DNmT//D06dPL1myRFZWtt+srrOz89q1a8LCwppThxXl09PT29vbUWH3zMzMrKwsPj6+b7sE1Fvi/v37BAJBUlLS0tLys3sSRCIRg8HIyMjY29ujmZO2trZTp04FBQUNFJ9hMBgJCQmfpijDw8NJJNJwHDMQLBaBIGJ7OyqPSujqwvw3ygMA0A5bT0/PYV7dpk2b+g+uqalZv349Ho/X0tIqKCgQEhI6ceJEY2Ojm5vbkSNHhul2O9pob29nMpnPnj1zdnb+7AEXLlwoLCx88+aNiorKMHfX/g3030VRUZGysvJU7tRoQvRvFOhTU1MjIiKmTp367Nmz37Qo7QdRVFRkYmKCxWKlpaVDQ0PV1NQKCgo+3fwcSEtLy6lTp4SEhAa1T4uJiVlYWMTGxg7z1CEhIcHBweifIywszMjIyNXV9ZsvBIvFLlu2bOhjSCTSmzdv+h82NzcnJibSaDQajYYGejab/fjx45s3b1paWn5qkVFXVzd8Z6gKd3etI0c6TUwQCBLPyir/b3jq6Oh4/fr17du3hzNIYGDg8+fPeTxef7U+av4XERHBZDIFBATQHV1NTc28vDwKhfKbBvrJkyfr6OicOHHC2NhYTU3t0wNu3Lhx+fLl7OzszMzMYY7574f8u6BQKNevX++CukSQz99kjULi4+MpFMrLly/9/f3/jfKDsLOzU1VVpVKpZWVlDQ0N1dXVPj4+XzqYyWSuXLnSzs5OXFx87dq1nx6ASp8O89QdHR319fXozxs3biwpKVm1alV6evrwJ4/qEHwzO3bs6O7u3rFjh4yMDIIgL1688PLyKisre/jw4e7duz9N7q1YsSItLe3jx4/DGbxXWTnP15eqpUXT1Mw7fZr+3/jFz8+PxWL7L3xoEARRUFCIi4vrzyONGzdOQkKCn59fSkpqYN2OnJxcVVXVcMYcnQgICDg6Op47d+6zz6anp1++fPmr/tyj9HOemZk5qMXuS1Cp1M96Iv8cduzYkdeWd4Z6pv1O+5kzZ3x9fRkMxq+azN9SWFjo5+dHoVCuXr06ZsyYoReqQ9Pd3T2CExslwDDc1ta2adOmgIAAExMTVN/8S0tyHo/n4OCgpqZ26tQpc3Pzzx6jpqZWX1+fnZ09nLOfPn36yJEjHR0dAIDx48cfP36cw+Hs2rVLT09PR0fHxsbmwoULg6yg+klKSpo/f76BgYGOjs6iRYuG/+3SD4vFevjwIY/H4/F4ubm5np6eCQkJqH/3lzJIMjIyDg4OZ8+eDQwM7DeGHQIekdhlYNBlaMgbMCCRSEQQZDh3Bi9fvqyvr9+9e/fAXxIIBCMjoxUrVtTW/iUkwGQyYRjOzc392zF/AghA3uDfBJGCQvlC2zFf8XeZOHHi69evy8rKPn1q4cKFqHrl8Ef72YG+srJy2bJl1tbWdnZ2Q6xWNDU1hym/+T185woIAHAUOorbjoPOQRr8GlZWVmVlZU5OTocOHXr16lV/lXo/dDq9qampqamps7PzO8/7DdDpdB8fn/nz56N2yd852vbt23t7e0dkYqMHDAaDx+MrKio2bdr05MkTLBbb1dU1yC6xn/T0dBwOZ2Fh8dln6+vrDx06tHfvXikpqWH2qSsoKHh4eKxYsSIxMbGlpeX8+fONjY1eXl7nz58PCAjYvXt3dXW1ra3tp0E8MTFx3759q1evDgoKCggIUFdXnzdvHpqk/vSf8Eu8fv2aRCKJioo+fvz4woULbm5ukydPbmpqcnZ23rlz55eqfWbPnn3q1Ck6nf7N/pEQBBkbGw+9+oZhODk5OS4ubv78+YqKioOe9fT0xOPxAzNLMAxfvXp1lDQAniOdq8RWzmHPUeepHyEdqcPUDedVbDb72rVroqKiNjY25eXlg54VFxf/bKPZEPzUQN/V1bVq1ap9+/YlJiZevXr10KFDHz58+OyR5eXlmzZtAgAUFhZaWFgsW7ZMSkpKSUmpXxvd399fTk5OSUlp4B595P+x9+WBVK3t22sPZhthiwwhRVHIUOa5FJF5SBFRHESmIvOQsZS5kaKESipDCWVKqcyizGSe2aY9fH+s8+53f6Y2qvec8zvXX3s/1nrWWtta93qe+7nu68rI4OXlRSKRhIOapY3V1dUKCgoXL15caSBGPG5vvf1J5RPjMKO4uLiQkNDg4CBI7M3PzzcxMfHw8Hj8+PHz/8Dd3d3JyenChQvHjx9/9erVBg+9VqSmprq5uVlaWq7O8CMSt27dWtYs4u+O48ePR0ZGpqWlUVFRGRgYDA4Oenl5Lbulu7v7SiaisbGxdnZ2srKyXl5eISEhxMurTU9P09HRvXjxwtbWtra2Nj09Hc+7ICUlPXz4sJaWlouLS15eHuEAtrq6WlFREV/6pKKiAtY55+Xlbd++XV5eXk9PLyYm5vv37+AGr169Onr0qIiIiKamZkVFRXd3d0lJybFjx8bGxhgYGGJjYxcWFmJiYoaGhi5evHj79m1dXd2MjAxzc/Nl31jU1NQ2NjaVlZVEXuNSUFBQeHt7Lztz6u/vj4qKUlNTKy0tJSEhWZax3dbWhkKhCF1BqKio5OTkiJlk/Gp8h36fgcycnD3JjeEWXxB3mXFJJksmZkcoFMrPz79ly5aenp47d+5s/Ex+a6B/+fLlsWPH+Pn5AQBgZmb29/e/d+/eD/cqLS2Vlpbu7+83NzcHBRuKioqCg4Pz8vJqa2vxob+lpcXKyio5Obm7u5uBgQG0Kl62EQCADx8+0NLSrikBuhKgUOjVq1fj4+PhcPjOnTu7uroOHDjAw8OTmZlpZWU1NDTU9R/s3r377t27iYmJaWlpKSkp0dHR8/PzGz8BEGg0ur6+fmRkBJy3Lt0gPz//5MkfO4X+H8fly5ft7e1PnTpFT0//5s2bFy9eLKvGhcViwbC4qB2Hw1VVVX38+FFRUVFZWRmBQBA/efr27VtDQ0NYWBg5OfmOHTv4+fmLiooWbaOqqrpr1660tLSTJ0/KycmlpaUBAMDOzt7e3r5oS25ubiwWe/XqVW9vbyMjo/b2dkNDw507d4qIiERFRSkpKfn6+jIxMTk7Ox8/ftzf35+WlpabmxtkxKupqZGRkR07dmzv3r1MTEz79u0LCgqytbW9du3a9evXl545BoOhoKDo6upa3xTZyckJLAFd1I7FYi0tLTdt2uTh4eHu7h4cHLws3bCkpISBgQHUn8DDxMSEiopKU1Pzf+uP9h36nRvzX7YSO5Z9EDZIzI5wOFxSUtLY2JiXl3fpJGYd+K2sm5GREcJng5GRkZgkBj09/ZkzZyAQiI6ODnhnP3r06PTp0+AT6O3tDSpQZ2Zmamtrg5l9f39/Dg6O5OTkZRsBACAlJXVycvpZS5Hy8vKXL1/u6uqCw+H9/f0ODg7S0tLgwpGVldXS7amoqBITE728vB49egQO90D/yR8eCIPBLIov0dHR/f394M/Y1tZGQUGBQCDgcLiVlRUPD8+nT59kZGRAgW92dvafMpb/ZwMCgYSFheHd8lbZjIyMbJEry/z8fHx8fFVV1dmzZ9dRfVZbWysvL49EIisqKpiYmKysrJ48eSIvL79oM1FRUZDRiEKhbt686e/vT0lJCRasEgKHw42NjYHrk5s2bTp8+PDhw4cxGMz09DS+xtLY2BhfJ2xsbDw4OAiSsgUFBZOSkpqamghVcPfu3cvPzx8ZGWllZXXt2jXCxH1WVhYpKemFCxcGBgaMjY2XNSNcBVNTUw8fPrS1tV3U3tHRISIiYmJissq+paWlWVlZSwtiubm5XV1dv379GhAQEBYWhkajjx49amlpSfxZ/RRwYDiekj7Ff/0G+8aKXT4TuBSXLl0qLS0VFhbu7e2dnp7e4AT6twZ6GRkZX19fPT09MKg9ePBg6X28FEgkEtweH6f6+vrw7N1t27bhG/FlhExMTBAIZGRkZNlGAABYWFh+LuHk1KlToaGhkpKSoF3ykSNHCgsLV5dOdXZ2vnDhgqSkJD09/fnz5yEQCDk5ubu7+7LOODgcztHRkZycHDRzQCAQ+BqTnJwcDg4OIyMjc3NzkIXd1NQkKytLTk5uamrq5+fn6+sLh8N3795dUFBw+PDhn3jV/2fx8eNHKBQKRvnBwcHHjx9//vy5t7d37969t2/fXl+fCARiYmICDodTUlKGh4cPDQ0RVr0vBSUlpb29/cLCAug9tAgQCAQOhy+KDjAYjLBPNBp94sSJhIQENja2w4cPv379GgKBuLu7YzCY8+fPL9U6JyMjc3Nzy8vL09fX9/X1BTfIyspqaWmZm5uDwWDPnj3r7OyMjIwMDg4mXiI0IiLiy5cvKSkpVVVVk5OTMBiss7Nzenq6r69v9Tlod3d3cHDwKssDJCQkNDQ0pqamYmJi0dHRBgYGvr6+23dsH4IPYQEsM5aZmCLHkZEROjq6zMxMZWXl1f8jS8GEY+LEcl6muCy7IDsEGXpO+twLtXwmcCns7Ow0NTXT0tJCQ0OVlZU3mGf+rYFeQEBAVlZWRUVl3759jY2NW7ZswQtcrIKlQ11mZmb8XBWfeWRmZv7y5Qv4eXh4GIvFbtq0adnG7u7unxXlX716BeYNNTQ06OnpXV1d5eXlr1y5Ym5uHhUVJSYmtopaPQ0NjZmZmbOzMw0Nzd69e//444+8vDxfX98rV64Qnh4KhYJCoQUFBT09PdnZ2eLi4igUqq6urrOzE3RT4+HhaWlpcXV1xT9avLy87e3t4Jtj165dFy9evHTpkqqqamRk5KFDhzZCtvm/gKqqKtBiCd/S2Nh46NChDx8+gPyu4uJiNzc3FxcXHA73/PnzGzdu6Ovr//HHHxvU/Ni3b5+Hh4eAgICqqurLly9ramrwZbGrYNkoD4KFhWV1IXg4HC4gIBAVFRUSEoLD4bBYrLe3Nycn55kzZ1aZ/B08eHDnzp2xsbHe3t4AAKBQKFpaWlpaWh8fH1C3YHp6Oj09faUFjKXw9fXV0tJSU1NDoVA8PDyzs7NKSko0NDScnJyrPKffv3+/fPmynZ2dgIAAYXsLrKUF1sKCZRFAC9y5c0dJSQkcb124cKG2tjYiOaLHskeGTwYGgfVB+lxmXFiwi8uA8RgbG/Py8kKhUFgsFoPBpKSkPHr0iMiLwsNi1qIWVlsDr6HD0YWiQvG2RT8ENTX1rl272tvb3dzcNr6a+LsLpuzs7ExMTBoaGmxsbFbiM/wQOjo6xsbGRkZG7Ozsfn5+YOTS0NAAM4n8/PxeXl5Hjx6FQqHLNv7EyyFU7xsYGIiOjraysjpz5kxdXd3Zs2e9vLwCAwNX0d0WExNLT0/v6ekBf4qDBw8WFRVlZWXh7dBmZmb8/Py+fPly9uzZzs5OsCtKSkpxcXFxcXFdXV3gP/niRQMo/FdDQ8MbN25gMJjNmzd3dnYWFBQoKSn9xF/gn4fk5GROTs7a2try8vJ79+4JCAi4u7urqKggkcjh4eGEhIScnBwnJyd6evr29vbExMSMjIxFCeL1AYFAuLq6JiUlNTQ0kJCQnD9/fpGB6lpBRkb2Q7Kvvr6+m5tbZWVlaWmpkpISkdGZg4MjODgY/IzD4T59+uTp6ent7W1qagoAgLW1taysLPFuw1Ao1MXFJSUlRVxcXENDY5VXFx5zc3OBgYE6OjqLJs2x5LETkAkhjFApSelD0oeiYqI34m50d3efOXMGnNSy7GMRyhQqdCrk4+PTOa0Tzh0egY1Ao9FjY2MoFKqiokJRUZGampqMjCwjIyM3N1ddXf3o0aMLCwtfv361tbU1NTWdnZ2Njo5eE6V7N2Y36O21VjQ1NY2Pj4OmERvE/6AydtOmTRt8QcnLyzs7OyspKcHhcDc3t+rqagAAtm/fHhcXp6+vPzo6Ki0tDaphLNv4E0GYZnn37l1MTExfX9/BgwcLCgpAq0yQMLesMhEehC+8CxcumJiYcHNz79mzBzRibmpqqqqqWiXpCYVCV/dB/vDhw6dPn8TFxRUVFW/fvv1voF8d09PTY2NjoEuasLBwbW0tOzu7ra2toqLi7OystLS0j48POFzo6Oigpqb+KVEeBBsbm4eHx8uXL79+/crHx/ezul0FIiIiJ0+e9PHx2bZtW2tra0VFxVpZiRAIREREJDs7+/r16wkJCadPnwYzkA4ODnJycvr6+sTIKElLS0tKShoYGCgqKq7yehseHnZ0dGRmZp6cnOTj41sU5evh9XOQufMzf+pSZJFmAdrAC/UXV69etbW1FRAQ0NLRmuSavCBzQXOX5qtXrxI8EkZ9R7U9tDHTmNnZWVJS0j179jx48GBycpKRkZGOji48PBxc/iUhIdm5c2dYWNiFCxeMjY2dnZ3j4uJWGcD9FExOTvr5+VlbW681X7Qs/lWvXD/s7e0tLS3xl4lGo21sbEpLSy9evDg5OXn9+vXc3Nz29nYLCwtHR0fiR2fd3d1hYWFXr15tbm4+d+5ccXEx8YXmy8LExISFheXw4cOTk5MnTpwYHR2FQCAoFGrRatu/AFFeXr5//35wmoifbEVERAwODh48eHBycvLx48dUVFQYDCYjI2NsbOzq1avE+OQRj6ioKDY2NlCdeCOIiIiQk5P7oRbN5OSkv79/Xl4eFAqVlJQMCQlZn/DR5OSkp6enq6srKL2AwWAuX7789OlTKysr/NJRdnY2MzOzoaHhsvnDP/74A4FA4OcKi4DD4ZycnFRUVBAIxLLlC0/InjBiGWUW/hxU9UJ7k8mSXWZcAADAYrG3bt3Ky8ubCJ+A28DPnz+/f/9+UlJSZypni88WAb4BAAA4OTmxsbHR0NDExsbm5ubm5OTg81fz8/POzs7Nzc0SEhLnz5/38PAAra/W8SsRCTQafefOHTk5udOnT6+0jYKCQmFhIZEd/kUrY/+OgMPh8fHxPj4+ly9fTktLk5WVlZaWFhYWvnXrVkBAAPFEYzY2toGBgbdv327fvp2Li2vjnrSBgYHXrl378uULAoEQEhLq7+9XUFBgY2MzNzcnZo3k/xokJCTwYQiM8unp6enp6eD40d/fv6enZ2xsrL+/39TUlJ6e/saNGx4eHrOzsz/rBObn5wcGBn5Wbz8EAoFgY2NraGigo6O7du1aZGTkuvsJDQ2NiYkB3QRhMJiLi0tUVFRyWrJxgbFmv6Yt3LZ+V/0CZmHZ6pm8vLyBgYFVqvBmZmYaGhpqampWKlJDYpG9kF781+/Q70jcnwkWKBRqaWmZkZFxlO+o3kO969evq6ur27ywGW8Yb25sHhoaIiUljY2NDQkJcXd37+3t1dbWxkf54eFhHR0dJSWl7Ozs06dPk5GRSUtLDw7+lyX5Dv7OncrdhcoliTxpFvJzbgNXV9fx8fFlOXt4gHVhRHb4b6D/mYBCoXp6eh8+fDAzM3vz5s3OnTsdHBxERUXt7e3z8/OJ78ff3//Bgwd2dnadnZ0RERs17N66desff/zx9OlTHA43MjJCT0+fnJzc3t5uZ2fX0dGxwc7/8SgoKIiJifHw8CAhIblx40Ztbe3g4GBTU1NXV1dubi49PX1ERISYmJienl5WVtZPOWJzczMxCu8/EXp6en5+fjgcTllZeZHS2ZpASkoqISHh7+8vIiJy69YtAACEhYW5Yrku2lys3l9dL1/fPtXer9r/8uXLgYEBwlxCY2PjkydPQDUFwg7RaDT+MyUl5Z07d969e0cYZAkhviBeRlJWRlKGgqDq4fWJZIlq82qLtrGcs4QgIcgnyJ3FOznkOYTyhb58+YJGo+fm5np6evT09C5fvhwWFnbmzBn8Ll++fJGSktLU1IRCoeASfV1dHThHAQCghKQknzT/AupCyHQIO5b9EsU6K4QJkZub29HRceXKldV5EzMzM3gqyg/xr3rlL4GJicmVK1ekpaWfPXs2MzMjKioaEhKSlJRkYGBAjPYsDw9PXFwcAABubm6r84iJREREhIuLS0REBAaDISUlZWVlLSwsFBcX7+/v19fXtjcseQAAIABJREFUT0xM/NUJx78vrl+/bmFhAWYz8vLy9u3bRzibZmRkhEKhR48eFRUVjY6OzsjIuHTp0rpZBiBkZWXv37+/VC3y14GFhYWRkfHp06dHjx7l5eW9evWqkJDQ+lLD+/fvz8zMpKamLi4utrCwmMfNt861JnAktLW1aWloMY0x9Z/sNztolpGR0dXVNTExAdY6TUxMbN26taKioqCgoLW1lZWVdWxsbGBgoK2tLT4+nomJCeycmZlZRUXFy8sLfDoWgRQgDUAFPCJ9lE2RzYJl8ZzxRGIXL5mS4EjMZs3+/EIFABYAAADk5OT5+fmKiooFBQVgzRcJCYm4uDi4uhAWFubv74/v4caNG/X19efOnQO/Pid97oPyIceRAwCgOK9YAa8YgA4wYZnW8dPhMTIyAoPBRkZGRkZGkpKSQF2ApZtRUVER7/j974j+V6GhoWF+fp6EhCQyMlJSUrKzs5OMjCwxMZFwkLI60Gg0BQXFShPVNaGrq6uioqK8vBysGZmdnbW0tLSzs5ORkRkaGvLz88NgMBs/yj8PU1NTHR0doP7wvXv3QM9uFgLgKSIWFhZtbW1zc3Pnz58npt57FRw7dqywsLCiooJ4pZqNw9DQ8PLlyzgcLiIiwsHBgUghtqVgZGRUVlaur68HT34aO00NoX758qW6uvquXbsmxidQKJSdnV16evq7d+8aGhqePHkSGBh46NAhWVlZOTk5bW3txMREkJ1cUlJy5cqVgIAAfMEtBAIxMzPDYrErsYmocdSmc6YBqIA/Zv8gMtrOzMw8e/ZMTk7uzJkzSCSytLS0uLg4KCgINDBBoVAzMzNgMT8AAN+/f8/KykpKSsIPjOYh82CUB0GPpR+Fjq7vpwMAYHBwMCIioq6urrKycu/evVpaWi9fvgQlELBY7Pv374eGhnR1ddeh7vDPCfQpKSlL7TTxKpig0/HvPB9PT8/U1NT6+vrAwEBDQ0MYDHb58mUIBBIbG0vkAnhHR8fPsvebn5/X1tZubW0FqVogi6Czs1NKSio5OXl4ePjmzZvr1qX6p2JoaEhTUxPMoty9e7e+vh6kDy4Lfn7+hw8fPnz4MCEhobe318zMbCPSddbW1qmpqfr6+g0NDevuZE1AIBD8/Pwgc9/KyiovLw+MdOuAnp7egQMHcnNztbS0ZARlskuzjzscd3FxGR8f36q4daB5oKysDD+wYGRk3L9/v5+f38WLFw0MDDQ1Nbdt23bgwIHt27dTUlKamZlpa2uDta+nTp2yt7e3t7fv6ur6iTo2pKSkGhoa1dXVCATC0tLS2dm5vb2di4tLW1s7MDDQzs7u9OnTeE42CoWan5+3srLCuypyYDiq4dXg5wXIQh2sjhPNub4zweFwt27damhoSEpK2rp1a0REhIiICA0NDRjBsrOzHR0dp6enr1+/vg6O+P8i0L95A1y9Cjx9Cvz6UeTvUcFcFu7u7tXV1RcuXODg4Pj27Vt3dzcVFVVqaqqIiAiRI77R0VHCsp2NgJaW1sbGBi8VAoPB7t27JyIigsFg2trawDmynJzcTznWPwZBQUF79+7dv39/ZGRkR0eHra3t9+/fV3rGqKmpe3t7AQCgpKR0dXW1srI6fvz4umOlmpralStXzMzMPD09AwIC8IItKBTqyZMnv0hpXVJSEnyvMDMzv3v3bnx8fH1iUDAYzNLSkpGREYvF+vv7nyc5z3iHMYs7q1C0EOOM8UH4hIeHCwoKamtrE6ONc+7cOSwWGxcXp6amFh4efvPmzezs7J9oiAaDwQ4ePAiOvUpLS318fDZt2tTX1/ft27fy8vIDBw4QuowxMTE5Ojqqq6uDlG4AACxmLe6S3Y0hj0kmS3aldDWeN+5t78ULcBGP7u5uc3NzJBL55cuXHTt2AACQlJSkrq7e2NgIygeoq6uXlpZu3bp1dS71Svjtgd7CAnj8GNi6FairA1RVgRW4CvX19Xv37lVWVmZgYJCSknr16pWEhAQtLS1elWxZocqpqSldXV0GBgZJScn6+nqAQAWTEG/evBESEmJhYdHX1+/qIko1dN2ws7NTUFBYWFjAs60vXrw4Pz+fl5f3w31RKBTxdeTL4uXLl3p6etzc3JycnDt37ty1a9fBgwcdHBympqbIycnT0tLgcLiUlFRwcPCzZ88qKyszMjI2crh/EmZnZ58/fw4+5O/evTtx4kRwcPDU1NRKRflMTEyEcrKSkpJgTb+Njc06MjBTU1MODg6VlZW+vr779+8vLy83NDR0dHTU0tJqaGhwd3cPCAj46bcuMzPz1NQUKFEJg8EiIiJSUlLWTb+Oi4srKiq6detWT0GPxguNuWdzQh1Ccbg4AaSAnZ1dVFTU9u3bXV1dfzg2p6WljY+Pz8rKKioqSklJsbKyItKlhHjw8PCA728UCtXf3//p0yc2Nrb8/HwMBmNgYEAoI0FDQ6OqqqqgoDA6OhoUFAQAAAKHCEeFU72lmiibYAphyvPICwgNSGtO0/DVcPd1X+Wgjx49Cg8Pr6qqevbs2c2bN93d3VNTU5OTk8FAMTMzQ05O/vXrV35+/p9S4/l7A/2bNwA1NXD1KnD0KODhAZiYACsbAX/+/NnW1ra7uxuHw5mbmz9//rykpOTatWsjIyMraVJmZmYaGxv39fWpqqoaGBgse48ODw+Dqq3d3d3bt29fmu356bhy5UpZWRnhcsqdO3fKy8snJydX33FiYoKRkXHdx01NTdXV1W1oaJCRkWFlZaWiotLS0gJnqaKiokgk0tfXF9xy586dFRUVPT098fHx+vr6T5482bhS/98d/v7+SkpKMBgMhUJNTEzQ0tIODAx4eHistETJyMi4SEKSjo7O29tbS0vLyMiooKCA+EPfv3/fwMDg8OHDISEhAgICysrKLi4uDg4OoBymh4dHamqqpKSko6NjaGhoX1/fSv2g0ei2trbqFXDjxo2CggLClvr6egkJCXl5+efPnwMAQE9PLywsTDyvYxHIyckfPnwoJycHgUA+lH1oz27veNUBwf2XRqKqqtrd3U0kwffw4cN0dHTPnj2TkJAAl0ySk5PT09PXd26E6OzsTElJQSAQ/v7+d+/ebW9vB83Zc3NzQUWHpWBgYODl5Z2enkaj0RgMRu2QWu7l3LbUNvIF8k1Cm+A34WIOYtIO0h/MPzTDlrENAQBgbGysurr61atXQUFBbGxshoaG1dXV+/fvx29AQUEhKyt78eLF8PDwjV8j8LtZNzU1AGF+QE4O+E+sWQpmZmZNTU0IBCIvL49CoRgYGBgYGNjZ2ScnJ1fSpNy3b5+2tjYAAO7u7pGRkcva8WRlZeEVgjw9Penp6YlUjlw3SElJCYsnBwcH79y5o6ysXFhYuDqLbtu2bVeuXNHT01udqAOmX/Ly8iYnJ3E4nImJCTs7e19fn4eHh7q6Oi8vb2hoaGVlZW1tbVtbW2pq6qZNm7Zu3UpCQpKQkEBBQeHk5ASDwaipqU+fPr1ly5aysrKioiJ7e/vS0lK8Htz/NfT399+8eVNWVjYpKamkpMTExAQKha7OlAdVJ5e2q6ioCAkJXb58OTs7OygoaPUy2m/fvnl6eoqKiqampi6qnwCjAN59QVFRUVFR8fnz59bW1goKCseOHVuqmdzY2Dg/P7/SwB8CgSzrwSQsLOzi4qKurg4AAAaD2chwkoyMDK+1CQCAjY0N4bMGkn2Jrws7duzYw4cPQZGGubk50PpcTExsIyq+X79+ffLkSW5uLgAAra2tXFxc9vb2UlJSHh4e5OTkamqL2Zl4KCsrp6amOjo6dnd3Y7FYFhYWUlJSR0dHdyp37xlvFiwLjgY3HD9sb2QvGCPY19cnISEhJCQECspmZmb29vaCKtN8fHwrlUBfunSJnJx8gwwuPH5voOfkBGpq/vu1oQFYubKfjo4OL1qJV5YAqxhW0qTEN8LhcA4Ojv7+/qUhsrOzE69EBgDAtm3bFokn/2qArjGbN2/W0NBYPdDz8fFNT08PDg7iSbtLERERcfv27a1btwoKClJTU1dWVj579qysrIyZmRl8z3358gWJRIKpGwAA3NzcqqqqCgoKioqKwsPDHz9+vHv37j179ty6dYubmzsgICAiIqKhocHPz++nX/jfCFlZWYODg+Dzj8PhMjMznz59ysPDs8ouSCRypSonJBIZFBSUlZVlYGDw5MmTZbfBYrEBAQHDw8MXL17EczyWQk5O7t69e/hpqLq6urq6enp6urm5+aFDhwwNDRcptp88eXKRZTkxuHjx4vv378XFxYWFhWtqalhYVpT9Ih7fv38fHx8nHFHFxsaqqKgQ6RgKAMDp06dxOFxwcPDJkycLCgq2bds2Pz+/Qa32+Pj469evR0REzM3N7dq1CxT0XlhYsLCwkJCQWOU/vnv3bk5OTnd3dzQaTUtL6+fn5+Tk9KXpSx93HzOcGYAAEAhkD9uej6MfhaSFzHTNQA04Wlpab2/v3Nzc3t5efn7+1WshqaioQkNDJycnZ2ZmlqVXrgm/N9CrqgLXrgGsrICCAlBfDwQEAJmZ6+hmWU1KAADwgxcMBtPT08POzr60tmLz5s3y8vLgpA+NRr9///53RnkAAOBwuKioqI+Pzw/TMhAI5Pjx476+vmCp4bJITEyMjo4GP6PR6CdPniyiYy4dMggJCe3Zs2d+fj48PJyHhycmJgYkgEpLS+vr66uoqGzcaPDvDmFhYRkZGXZ2dgsLCyJ3QSKRq9BsIBCIpqbmxMSEsbGxnZ2dhIQE4V9nZ2dPnTqlqKjo7u6+ujKMrq6uvb29kZER4WZ6enp6enpJSUnHjx/X0tLS19ff4FolOzs7yIqxtrY+cOAAMzPzxtlfJSUlsrKy4OeZmZkLFy58//792rVra+rkzJkzW7ZsSUtLO3LkyPXr1/Edrg+jo6Pgw7ionYSEJCAg4OrVq42NjSs59tXW1t66dauxsTEhIQFUStfQ0AgMCOzz70spTTE5ZtLd3Z2Tk8NhwBFjF0MCI9m8efP9+/f3798Pyu4TL4jy5s2bnJycjTNKfm+OnoQEyMoCJiYALy/gwwfg6VNgXW8qDQ2Nx48fV1dXo9FoQk3Kd+/ePXv2DIvFhoaG8vDwLJt5UFNTe/Pmzbt37+bn5319ff9XGgBsbGzEJEakpKRQKFRSUtKyf/3+/TthKqCiooKPj8/V1XWVDu/evfvixQsoFHr+/PmpqamioqJz5861tbVNTU01NTUtLCxYWVkJCgoaGRkdPnzYxsbm91se/hUAVj+B6/lEgpGR8YeLLsePH7ezs3v+/LmOjs7o6J9s67GxsWPHjpmYmJibm/9Q/4uVlXWldIqpqenTp0/n5+cNDQ0jIiLAYv311cFRUlKCC8gIBOLBgweVlZWERn1rRUdHx+3bt/Pz8w0MDMCWsrKyI0eOeHl5bdmyZa29aWhoJCcnGxgYjI+Pr3uhuLa29tKlS2fPnl1J78He3l5QUNDJyenNmzeL/pSZmXnx4sXg4GBJSUkWFpbi4mJwPVldXf3GjRtbu7feob7TM9TjH+Kv+1xXd5cuCYxkfHzczs5u+/btxcXFoHUS8Thw4ICzs/P6LpMQv70yloICIEJle3WspEkJErBOnjwpICCw1JkMBDs7++3bt83NzXt7e0VFRX+KH+M6cPLkyRcvXiQmJmpra69egmhkZBQQEKCrq7vIRGJhYSE8PFxZWRnf0tTUtGPHjpUeHisrK21tbQoKCvwLprKykpycnJSUFI1GQyAQGAw2NDTEy8s7Pj5eX1+vq6tLR0fn7OzMwsKSkJCwQcncvx0qKirWtBJOQkJCTNGZhISEhISEn59feHj49+/fx8bGODg43NzcxMXFiTkKaIKxUt4cCoWeOXPm1KlT3t7eeFL8OoBEIvHaGJycnPfu3dPU1Ozo6CD+HhgeHq6uru7p6amsrBweHj506FB0dDQ4KMFisZ2dnWpqavi4vz7Q0tK2tLSsw3ppfHw8Li7O1dVVT09vlalPamqqkZHR5cuXZWVlCTNON27ccHV13bVrFxKJpKCgePbsGRKJBLP5z58/H74/rBej50HmQRtLu51t+xnGMwAAaGlpHThwwMXFxc3NbU3eW01NTSdOnHj48OGaLnBZ/EUlEPj5+RsbG8HPhPXHbW1t4Ad9fX19fX3CXY4dOwbK5hFCREQErPETFBT8/Pkz2AhmNn/RmRNifn7eyMhoWbMCGAz26NGjJ0+ehISEWFlZrfIIUVNTKyoqioqKHjhw4NKlS2VlZU1NTU+fPi0vLxcTE8PPSDIzM1NTU8vKylbqJyYmhlDp+/Xr1w0NDXx8fMrKyuBA0sPDY3JysrS0dGZmhpSUdOvWrdTU1Nra2qDbSWZmJgkJybt376ioqGRkZB4+fFhVVZWeno7BYP6RDoXm5uZr9YrCm539EGpqaq2trePj47GxsWti0I6Njf1Q5A4Oh6urq79//574bhdBTEzs0qVLAgIC4AowBAJxcHCIiopa/c1RVFSUmJg4MjLCxcVFSUlJQUFRX19/8+ZNwhOenp4+f/68lJTUIreQdQAGg61j+QGDwYSGhsbHx/+waoSUlJSfn//Tp0/V1dVCQkJgY05ODhcXF37fI0eOtLW1ga+BoaEhHA63f9/+Kt+qLfRbbG1tj8n+GY7ANcVHjx7t3LmT+DWJwcHB0NDQ3bt3g1q2xKg9r4K/aKD/Z4CUlHQVSxooFKqjoyMsLGxnZzc0NLRjxw5DQ8Nl59oHDhw4cOBAdna2iIiIqKgoKyurra2tuLg4HR0dqD/V3NyckZGxadMmQiOURVjk5+Dv79/R0TEyMsLKyvr582cyMjIMBnPv3j1wnDIyMhIaGsrNzb19+3Z9ff137949fvx4dHQULAikoaGhp6cPCAh4/vy5ubl5T0/P7OzsxlU2/1KAQqGbN2+enJwk/rqoqKiGhoaWzgO+wL7Uw+oZcYxSaCk4Dg4AgIiIiKCgYEVFxVrrJMbGxpY1yP65YGBguHjx4vHjx8+cOQNK7igqKoaHh7e0tKz0Mjt//jwFBYWnpycXFxc44cBisfb29vi7DofDvXz58sOHD9bW1ktLW9YHAQGBsbEx4kf0w8PD/v7+zs7ORNYG+vn56enpubm54QM9Go1e9Pu3t7djMJjo6Gg4HK6goFBeXm5ubp6VlRUSErJlyxbQg/fq1au3bt0CRYSIv7r09HQKCgrQ2crHx2dNVidL8W+g/x+Dm5v7xYsXIyMjubm5rq6u5ubmwsLCy9I9QX9n/FcBAYHz58+DpKPPnz8fPXq0tbWVeDJcfn5+enr6wMAANzc3+DQGBwf7+/uDnwsLC9+9e3fhwgX89hgMZmJiAhzT7d69283NTUxMrLW1lZ6e/vnz569fv8avCf+VgcPhKisriRxVjY+PE6NAhwcjI+PXr18XBfob5DcmoBPiC+J90D4nSqcAVAAChwAAAAqFriPFPDY2tr7CyDVhdnb2zp07fX19GRkZeG21+Ph4IyMjQ0NDDw8PWlraubk5SkpKTk5OCgoKNjY2CgoKLy8vwvsWCoVKSUlFR0c7OzvjcLj379+DFq+rjEXWCnl5+aqqKiIJiOXl5SkpKffv31/TwjI/P39nZyf4ubW1lYaGpq6urqmpiZeXF2wcHR2VkpK6ffv2yMjIrl27du7c+eDBAyEhodLS0sDAwP3791NQUKioqKioqKz16urq6kRERLi5uT98+PBDp7Af4t9A/5cAPT29sbGxvLw8SJeUlZUVERFZPRUARgppaekjR45oaGiQkZGBOjZoNHpoaOiH2glwONzIyGhRI378paCgAA5G8IDBYJs2bQLZTQAAhIaGAgDAysrq7e2dkpLCzs7+q8sRfgp6enrU1dV9fHzk5OQaGxtZWFgkJSWX3bKxsbGvry8nJ6eqqoqfn19HR+eHnSORyLa2NkJGTSe0sw/a54nyBL9uxW5NJUu1nLUEAGBsbGwd1lR1dXVrSvKuD/b29tzc3FlZWRERETU1NXv27AEAoKWlZWFhwcfHR0lJSUNDg4GBYXBwsKOjo7e3t6ysbFGUB6GqqmpsbDw9Pb2wsEBOTh4XFwcW9/8siIiIECkNPTk5mZaWVl5evlZJzq9fv4L3/Ldv39LT00tKSlxcXBwdHV+8eAFeL36RD3ziVFRUYmNjHR0dR0ZGmpqa9PX109LS1lffDppeAQCwb9++169fm5ubr6MTPP45omb/AGzZsiUiIuLdu3cHDhx48eKFn5/f58+fZ2ZmMBhMcXGxtrY2aHMDblz8+Wbgzl6Nwsi+OD0G6tm6ujphYeHx8XFlZWUDA4PCwsIPHz4Qr5S5bhgZGTk5Od25c+dvQb1nY2NraWmho6MbHh6emJhYxSQgKSkJh8P19/dLSEjU1dWZmpqCUjarQFRU9NmzZ4QtbbC2Peg9+K+CC4It0D+L+F69esXNzb2mk3/48GFzc7Oenh4xG6+bkbKwsNDf33/+/HkAAPj4+CoqKkBeg4SExNmzZ2loaNTU1Dg5OREIBDc3t4KCgrGxcXR09FKiN8iIc3R0vHPnTmlp6evXr39ulAcAgIeHZ1E18lKMjY0FBASEhob6+PisQ3g5JyenpKQkJSUlOjqah4fH0tKypKQEiUSuJFcFg8F27NiRnJzs5OQ0Pj7e2toqJye3DhuZ2NjY9PR0SkrKxsbGvLy8jbtZ/Tui/8sBgUBoaWlpaWnV1dWlpaWFhIQMDQ3p6OjU1dV1dHR4enrKyMhMUtUbvnh1V1GCav8+2i0N95teqTVVm5ubYzAYDAbDx8d348aN0dHR79+/379/f5UCnJ+Cffv2ycvL09LS/tKj/CxQU1MbGRl1dXXhcLhVlgTr6+ttbGzADRQVFV+8eOHq6nrv3r2YmJht27ZhMJjp6elv374RZk6np6cXjd2YcczVsGr816rxKsww5mnJ046OjpcvX8bGxhJ/2uXl5ZmZmcTQHEFi5SKqPvEoLS3F3zD79u3z9fVta2uTlJTk5OTU09MLCgoi5v20sLCQmZm5d+/eXyqJSklJKSUllZ+fT8g9I0RtbW1iYqKKikpISMj6DiElJbVnz57q6uqgoCA1NbXp6Wlpaenx8fFV2Byenp5nz55VUlLy8fG5cuXKiRMnrK2t09PT11RjTEJCoqiouGnTJi8vr5cvX27cNvZ/E+hnsDMU0A3JdRFCTU3txYsXhC3j4+M8PDwrOdH8XSAgILAoErGysmZnZ5uYmOwieZItuddQMxAAAADQuCecf37/TnHD/5ptdnV1FRUV1dfX79mzp7S0lFBG46cDCoXq6+sv6w/314S1tXVLS8vY2Ni7d++W3SAuLg6FQuF/fBgMpqGh0dvbe+LEibm5uZKSkj179pCQkOzdu3cRF2JRhmcHesd19HWLPAtYGWyIbGjOYk6+QH5gaoCVlTUoKIh4hQkUChUQEHD37t0fBouOjg4YDLbWQiRCvHnzxsjI6M2bN1AoVEhISEZGBovFvn79+vjx4ygUCoVCrVJJjkKhiouLy8rKYDCYpqYmoU/TL4Ktra2pqamSktKyacPS0tLY2NiN3PxiYmJ4oUoAAKioqL5//75t27ZVlsRpaWmpqak3b97MwsKCQqE2b94MgUAKCgpWehstCwkJiYSEhIqKCgwGc/369ZV8dInH7w70ryZe+fX5IaCIMcyYGYOZFeNqpohE4uXLlxvvBI+5uTmwEvqvCTIyspSUlJsGFI0ADUhtTE9P78XB9kLm8dt0dXWBkh0gzW7j9dM/hKqq6tmzZ11dXX8DJ2TjMDU1BZMPK8XNuro6WlraRasOp0+f7ujo2Lt3L5Hz6NLS0ry8vJ7WHqlQqZrdNchhpDej9xajNZcIAQDw6NEjFRUVYkq4fX19jY2N13EIPCgoKLy9vaempvj5+ZOTk0lISLq6ugIDA1+8ePHo0aNTp07V1dUtZa1MTk4ODQ3Fx8ebmpomJiauNSu1bvDx8cnIyFRUVCwbzenp6dctyrYSFBQUHj161N3dXc9Tn0uSCwWglDhKyznLLy++FBcXk5KSzs3Nffv2zdXVdXJycnR0dMuWLUpKSqDEFvFH4efn37lzZ3BwMHh1Hh4ednZ2EAgEJF+s47R/a6DvnO8M7g/O3paNgCHQOPSpzlPcZNzKiOWvPyMjw8PDY2RkRE5OLj4+npGRsbS09Pz588XFxQAAVFRUODs7FxcXa2hooNHo3bt3f/z4MS4uLjw8HA6HEw4llvazbGN1dbWDg4OUlFRubi7xRt7/E5CSkk7L7uH/3BIUFPT9+/e2trZYVVxKXXtLjpm3t/e5c+dISUktLCzU1dUxGMzHjx9Xkcr5WaCnp8dgMD9RJfyX4odDvJiYGEFBwfv374+NjY2OjsrIyOzZs2fTpk2SkpKfPn36Yf9zc3Nv376NiYk5evQouHSBRqM1LTWHg4e37P4z0GOx2MDAwNraWhQKxcXF5evru4hOs7CwAIPBoFBoV1dXfn4+MSR9UExmg3IFIyMjnp6eCwsL+BqusbGxiIiIyspKExOTurq6LVu24AP9+Pj46OhocXHx169fubm57969u5JE16+DhYXF2bNnl/2f4nC4ddus9/f3z8zMLNXSkZeX//r1q3eB984dO01KTFg3swLswDncuYXChWiHaAAAvn37Njk52d/fHxgYaG1tjcPheHl57969u6aj43C41tZWKiqqlpaWb9++FRUVhYaGcnBwBAQELOVQEIPfuhj7evK1KYMpAoYAAAAOgTszOT8dW96ZYSUh4qXIysqCw+G1tbVlZWXBwcF5eXm1tbV44f9l+1mp8w8fPtDS0q7PbOE3w8qukG5i8BxtzQVdinQp3BScrHuSc2RkxMnJSVpaOjU1Fcwhjo6Obtu2bRGD/lcgKytLUlISDocbGBj8NlOkX4qenp5bt27V1dVBodC4uDgwvgsJCTU1NeF1lpZFQ0ODubn5vXv3QkNDzczMwEY4HH7x4kVPT0/7MT3bAAAgAElEQVT8GmlhYSEOh7tx48aTJ0+OHj1qamp65MgRNTW1uLi4nJwcDQ0NNzc3Z2dnV1fXS5cumZqaVlRU/HDmWl1dvWnTpo0QricmJpqamoSFhQkrdeno6Dw8PNjZ2UtLS3fs2AEuSg8PD4eGht68efPDhw+qqqqFhYVJSUm/P8oDALBz586VtJrZ2NiamprW162Njc2yRTAqKiqjo6Pdu7q5crmepD9xK3ezorYaAUbmoueceJ0QLAgZGZmoqKh79+5xcHAgEIixsbF1jMGhUKiysvLCwgIcDhcUFOTm5sZgMMzMzIqKiuu7nL/oYuxKQsSr4NGjR6dPn961axcAAN7e3kePHl2pn5U6JyUldXJy+iky/78atHA6/czpjBLf+a+fkPpOGntM7HG4169fGxgYGBsb42+sjo6OdSjLgzUaNDQ0mpqaZmZm1tbWDAwMCARiFcrmwMAAKKkYHR2Np2D+rUFDQwOyREpKSkDRRND9hp2dPT8/n5WVdXx8/NWrV6ampotumLKyMkFBwaWKQxISEnx8fCdOnBAVFVVUVIyOjg4MDARXsJWUlFhYWMCJV1ZW1pcvX+Li4kB6+MjICAkJCQKBaGlpCQkJ4eLi2r59+0rn/PHjx5qamjUVec3MzExNTYHvhunpaU9Pz2VXccnJyT08PFxdXfPy8pBIpI2NDScn54kTJ344uvz06ZOysjIbG1tmZuavy+eIiIi0trYu7X9iYmKVn2t1VFVVLXt1Hz58mJqagpHDKvIqlFWVw5XDOew5xoXGOeAc3Ibc7tTu16au4Y8+OTlJSkqKwWAaGhrWlBMeGho6duxYdnb2+Pj47Ozs0aNHb9++/e3bN2tra25u7rCwsLW+PH5roFdGKJt1mB2lPUoDo0Hj0GH9YaYMy5twriREjMdS9lhfXx9eiA4/z122n5U6Z2Fh+VtEeRBQAKov7Qv8R6oSAoEoKyvn5ORYWVkFBweDt1R7ezuRIip4TExMXLhwISMjY25u7uHDhxkZGUpKStnZ2aKioiuJK01PT6ekpBQWFgIAsMH6vb8Ozpw54+npyc3NbW9vPzU1lZaWpqOjU1JSMjEx8fr16+rqahISElpa2s+fPxNWAMXHx+fm5q6kNhocHPz27VtfX9+ioiJ2dnZwUAIC/3mRjAc+n3P06NGKioq8vLxVIpejo2NPT09VVZWMjAwx11hQUHDr1q25uTnQWezOnTsCAgKgffxSzM3Ntba2ghcLpk+XBQ6HCw0NbWhouHbtGi0traCgYGxsLCMj4y/N2tva2tra2gYGBi4Kf9nZ2auIgqyC2dnZvr6+np6epX96+fLl1NTUjqEdVdurtNW0haiFioqKGFMY27zbIjQjjtIcBQAAhUL5+PhMTk4aGRnR0tJOTEyIioquaeUvOTk5NDT03r171dXV9+/fp6KiWlhYQCKRtbW1nz59srGxWevv+VsDPTsp+wXmCxotGhRQignMhDmjuSJi+ZnISkLEeOMxvH0g4S54Ui1+BWbZfpZt7O7u/htF+ZUgLi7u7eNt/dia/jA9AzkDBAc5uOvgj3cDgC9fvhQWFpaUlLS0tAwMDIyMjJw7dy4hIYGWljYsLIydnZ1wiW98fByBQOTk5OzatYuLi4uKiqqwsDA7O3tsbGyDK4F/Hbi6uiYlJbW1tUVGRrKwsBgaGoqJiYGzwPn5eQwGQ0FBUVRUFBkZiadUo9Ho6urqzP8ob4O+H+Pj43A4/OXLlwoKCh8/fmxubpaXl9fQ0FhJkXQlFBUV9fb2/lDdRVZW9smTJ0QGegEBgR07doCjHBwOl5ubC3pLLYt3796xs7OXlZXR09MvmjQ8evRoaGiosLCwt7d3aGhIQkKiuroa5CPBYDBDQ0OirnDtSExMBJNjIiIiqqqqBQUFSkpK+L9OTEzQ0dGtj5hIRkZGS0trbW299E/KysrZ2dld0V0IO0QqZWrXXJdqi2rojtCgmaCsl1lQXSh4YpOTk76+vkxMTDMzM7GxsYQ17T8ECoVKS0tzcXFRUlKSkJAIDw+/ffu2qalpUVERaFfZ1NT0lw70AAAoI5SVEcqz2Fly6GrF5RoaGkFBQba2tvz8/HghYhoams+fP3d1dTExMS0ikM3Nzeno6BgbGxsZGbGzs/v5+YHv9mX7Wbbx1172b0SJaAn2K3YgdKCbvHvYcHjkxciRI0dW3+Xt27d2dnYTExNeXl4sLCylpaU8PDyFhYWnT5+2s7MDAKCoqOjChQvi4uJdXV2gfdWhQ4fs7Ox4eXlB2UsUCtXX17dU0/VvjUOHDnFycrq4uDg7OxPWIuArWnfv3j0wMFBVVcXBwZGUlMTMzDw2Ngb+6cuXL8HBwYKCghAIZG5urqKior29fWFhAU+Eb25unp2dJVJiobS0NCcnJyoqahVnAgAAsrOzr1+/Pj8/39vby8LCgsPhBgcHKSgoVsrkpKenz8/Pf/v2rampKTY2dvXZGC8vLxcXV0tLy/Hjxw0NDc+dO/fo0aO6urrZ2VlQEpyBgQEcyQIAUFFRMTs7u1ZdybWC8H1mY2Ojrq5OGOipqKjWLbeXn5+vrq6+bOkyEomcm5ubQc0E0gTa7LRhrWG1YLAw5zVvM227tvsaex27jqMOGxsbDocrLi6GQCC5ubnBwcHEVFbjkZ2d3djYKCwsDADAyMgIGo1GIpE3b96koqICLQbXUVP9v8nRrx7lgRWEiAUEBI4fPy4gIAAa5tXW1oIbq6ur8/DwtLS0ODs7KykpweFwNzc3kP26bD8rqRz/AzCOGa+frZevky/qKTIzNJPeIX2c4vibN29WV3Hy8fFxc3MDjYTCw8NNTU1v375NQUGBr7aXkpKanp4eGBjg5OR8+/ZtV1cXaLAuKSn5/PlzcJLLycm5EYfbvyBAu05ZWVldXV1TU1MREZHY2NiWlhZRUVFwIMnAwHDw4MHIyEgMBsPJyVlQUMDAwJCamjo/Pz8wMEBLS3vu3Dmwq127dqWmpk5OToJvyv7+fnp6euIf16ysLDk5uYSEhI8fPxYXFy87YG9qaoqKinr8+HFNTU1ERER4eHhCQkJbWxsWi7106RKe719TU3P16lVVVVVqaury8vLk5OTm5mYHBwdKSsrVreG5uLjc3Nzev3+/Y8cOTk7OW7duiYmJEZbpFhYW9vf3AwAwODgIgUA6Ojp+taUPIRMJiUSysrLitZRxOJyzs7OIiMj6ZOCEhYVXkvvm4uIiJSVFoVDa2to4FK5we6FOq47zd2fsMaxAj8Cc49wEbsLCwiImJubevXt6enqVlZVrqiVsb28/c+aMmJgY+DTR0tKePXs2KiqKmpp606ZNJCQk5eXlZGRkK0l3rIS/6GIssJwQMQQCSUhIWBqX8fZs586dwz9aeIbl0n6WbRQUFMS/Of6+6Jjv4CXndfJ3cnBwuH//fn9/P5MZk6KioqWlZWxsLAQCycnJCQgIYGFhkZeXP3XqFAUFRU1NTXNzM+gqhUKhvn79ysTExMjIuHnz5oGBAbCdhIQE75/Jy8uLRqPRaDQ4GuXj43v8+PHHjx/JyckHBgZ+A2f/N2PPnj1v374VERFhYWHZvHmzubn5gwcP3r59C9obIRAIISEhUGUIAIDh4eHo6GgWFhZmZmbCRDYtLS0dHd3BgweLi4uNjY3d3d1PnjxJ5Dyypqbm27dvra2tOjo6+vr6Swl/OByusbHRxcXlypUrFBQU+/btCw4OnpiYyMrKev78+ZUrVywtLRkZGSkoKJiYmPLz8/39/ZOTk2dmZsD5wY4dOxAIBJFa8yEhIZGRkV5eXktT+dPT0+AVdXV1HTlyZO/evcR0+BMhJSVVUlICXkhhYSESiSwuLpaWlgY/r6krRkbGlfzCyMjImJmZt23bZm1tLSkp6e3t3SLwp6wFbg9uXHL88OHDMBiso6PDw8PDy8trTccFlfpNTEwuX74M/pgIBGLHjh1oNBqLxUKhUBUVlY8fP+bk5KxiZ7Ys/jkpi38BAMB2su0fUR9Z2VkfP37c0dGBFEb2N/czMjI+ffr08OHDsrKyUVFR/f39nz9/fvv2LVjHYWlpGRAQAN5Vo6Oj9PT0b9++FRAQwGKxK0VtOByOzzlQUVGBxkmVlZUvXrwYHh7+fVf7u8DMzHz69One3l4HB4e9e/fq6eklJiaCo1cDA4O3b9/iqQEMDAze3t5WVlYmJiasrKx4P3EJCYn5+fn9+/fn5eWBxt/y8vLEHHphYSEjI8PNzc3Hx+fevXsUFBSEw2QUCnXw4EFNTc2QkJCwsDA8uxGBQCQmJvLy8kKhUCcnp5iYmLCwMBERERgMdv/+/d27d4eEhFy7dg3/Tzx27BiRoZCHh0dLS8vPzy8+Pn4Rc/H27dsHDx4EACAtLc3ExISY3n4uNDU1a2pqcDhcTk5OXV2dvLz89PT0oUOHViFnr4KsrKxlGWsoFIqGhsbIyGhwcFBVVZXwTxAIhI6ObmBgICkpKSMjY606ne3t7cLCwlxcXIGBgYSDAD09PWdnZz4+vri4uKKiora2NnFx8dLS0jV1/m+g/0eBAkphRm+m06qTMZZxc+TmK9lXm1I2zczM8PHxiYqK6urqtre3+/r6AgCQkZHx9etXTU1NPT09/GiOlZX1xo0bDx480NDQsLe3J57CVVJSIicnFxsby8XFtcqC3t8XMjIyaDQaTICQkZF1dnY6Ozu/fv06NDR0YWFhWRPBLVu2VFVVgZ9JSUl7e3uxWOz8/Hx3d7eqqiqRv21WVtbo6Ki4uDg/P//169ddXFxAoToMBtPU1JSfn49AILKyspKSkgg5PCdPnszOzt69ezdoegWaHGhqalpbWy81PPDw8Lhx4wbxA3AlJaVr165t3rw5JCTE1tb2zp07Hz9+9Pf3P3z4MDc3d3l5uaio6EpWqz8XDx48wGv8AQDAw8Ojr69/6dKlrKys69ev29vbU1FRHT58eHh4uKSkZK2da2pqGhoaLmXoo9HoxsZG0M8Z1HBdBEtLy/v37xNZyUyIc+fOqaqqPn78eNHaRnNz8+fPn+fn59XU1LZt25aUlLRv3z5iCvcI8ddN3fyL9eEU4ylpaumCyQIEDPFmzxuKVxTp6emgSRA/P//ExISmpqaSktL+/ftB48BFc3ZqamooFEqMKx4hTE1Na2pq3N3dfXx8QOv69dXv/WWhoKDAzs5+69YtCwuLxsZGfn5+LS2tO3fuDA4Onjx5cim1Y2ho6P3796AGJAg4HE5HR4fFYvHMsR8Ci8W+efPG29sb/MrKysrGxhYYGFhfX49EIhcWFpiZmZddnlVQUBATE/Pz80tJSTlx4sQqh0Cj0ePj43R0dMQ7HwEAAIVCQd29+fn5hw8fBgUFbd261dXVFYvFpqSk/LaSQx0dnUXrHM7OzuLi4jw8PEgkcnJyEvy/GBsbh4WFSUtLr9DN8uDh4QEAoK+vb1H5CBMTExsbW2Rk5JkzZ968ebNUndvNzQ38sFaNHTgcjjdcJISiomJ/fz8SieTk5LS1tYVAILt27Xrw4MHaOl/T1v/ibwE+cj4+8v/UKMKAY8eO1dXVhYaGZmZmWlpagjQMFxeX4ODguLi4pbvLyMi4ubmxsbHNzMwsFaZfCa2trTgcTlRUVEBAwMHBQVxcnHhrvb8FYmNjAwICTp8+PTs7e+vWrb6+Pm5ubjIysmXLQUtLS/ft20coeYbD4SYmJiAQCAKBwKd0lsXMzExaWtrIyAjooIRf4p6dncXhcGxsbMePH6empl59OYSamtrNze3MmTNzc3OnTp1aaQIBBpfc3FwbG5vbt2+vlc5BSkpKTU29detWPz8/MjKyzMxMMzOzjUstEn/0pY3g2gkAAAgEYmFhAQAADg6Otra2tfolQCAQBQUFCwuLjx8/ErYjkciqqiqPDI+LsIuYdAx7LnsoeaixwkZZxc3NzQ0NDZ8/f15U+9rc3Nzf33/q1CkZGZkrV67Mzs4+e/YsNzd3rXOmv33q5unTp1paWv/rs/irQ0BAwMzMLDMz08fHB4w+tra2MjIyNTU1SzcGi+81NDROnDgRGxv78uXLjx8/5uXlraJt0N3dnZCQAFrE9fT0UFBQaGpqFhQU/Lor+v0QFxfPysoKDg5mZmauqqpiY2Pz9PRsbW1dtnqotrZ2EaNu8+bNb9++nZiYqKmpycnJMTY2joyMXCqwOj8/HxAQ8O3bt56enhs3buCH8wAAXLhwQU1NzcLCgpubm5hFbwYGhvT09OLiYtA2eRWoqqqqqamtQ1L4xYsXb9688fX1BWWOXr9+jV+X/iuAiYlpenq6srISiUSuQ4fA0tISPzwnxLvpd1E8UdA0KOI0YuH9wgmSE/5X/JduRjwWFhZsbW3p6ekDAwMJJ9MgTQsGgwUGBhobG6NQKCwW29TUhEKhQN4z8fjdgR6FAi5fBk6cALy9gfXKDf2Ln4Nt27aBK4pLwcXFxc/Pz8PDEx0dnZmZmZyc/OLFi1XE0Kurqzk4OMCqEG5ubtCV0MDAYM+ePVxcXIKCgnv27FFRUcnPz/8NXii/FNra2pmZmTU1NUlJSVAo9P79+52dnUsnRgICAqC/LgAAOByurKyMh4cHrFdISEh49uxZQ0ODm5ubr69vfX094Y43b95kZmb29/cPDw9/8OABflY0MzPT09OD5z4Rj7Nnz/r6+lZUVKy+mZaW1ocPH8AhMJGoqKjIzc319fUFefrv379XVlb+DcJKxOPcuXNBQUH9/f1rTXSAoKCgALl5Bw8eJDRbd/vu5sXi9cr2FTOcechviLSe9FLvJbzV1FqBRqO9vb25uLg8PDw+fvwoLS2NH36Zm5unpaWBFAkAAKKiooKCgt68eXPhwgXCigFi8FsD/cICoKEBMDICgYGAhARw9CiwQpwBSktL8WThiooK8HN9fb20tPSxY8eYmJi4uLjwymUg6uvr2djYKioqVtosIyODl5cXiUTq6uqChbXCwsK5ubkAAISHh1NSUoJ3uZyc3IMHD1Y/1j8DKBTqhwzfzZs3x8bGXrlyhZycfBXfy4MHD9LS0trb2zc3N0MgEDIysqdPn7KwsFy9ejUwMDAyMvLQoUMtLS23bt1SVVVdSYLq74ItW7aALuoxMTG0tLSamppfv36dm5t7/fp1SEiIi4uLjY1NTk5OeXl5f39/Wlqag4PDxMREZGRkc3NzaGionJwcLy8vqIXp5uZGKOI0NDRUX1+P984mrPehoKCYnp5eWgH07NkzR0fHjo4OwkYsFvvkyZPExERNTc3Q0NAtW7akpKSsvu4yPT3NzMxsbm7+wzfxyMjI48ePs7Ky/Pz8QP9YcPe7d+96enoS8fv9Phw6dKisrCw8PHyDrN8vX744OjrKy8urqKjExMT0zfeJUYrx8fENDg46OjrKcMiIaYvdu3cvOzt7rT1PTU3Z29s/efJEV1eXlJQ0JSVl+/bt+/fv9/HxERcXT09PT0hIwLvZKCoqlpeXP3369OzZs2uVUv+tgT43F1BUBE6cANjZAVVVwNMTiI9fWw+lpaXS0tL9/f3m5uZgDR6I7u5udXX1hISEffv2LbvZsoqVSkpK4HL8u3fvSEhIqqqqFhYWKisrwTTZSsf6x2D79u3j4+NEbjwyMkJYfz8xMUH417q6uvn5+b6+PlDxZnR0tKioyNbWFgAAsA4L1NS2srJSUlJSUFAoKir6WVfxv0JYWJimpua5c+fASqigoCAkEunj45Oenv7+/fvAwEBvb+/ExEQJCYnS0tKQkBA+Pr6ljBddXd3x8fHc3FwzM7OLFy/+8ccf379/X8kFkI6ObtHwv7S0ND8/X0dHB6S3v3//vqKiwtra2t7evr+/n4SEJCIiIjY21tbWlpGR8dKlS2lpaVFRUUtVMIeHh0Ehe15eXg8Pj5s3by5aMQYVK2dnZ6Oionx8fEDBqKtXr+IXKu/cuRMUFPSrK6SWYvXVjp8FOzu7HTt2eHl5OTk5paenbxnfEj8Uz8DAYGpqysXF9QX5ZR96n42NzbIL46tMkjw9PdnY2OLi4pSVlaurq6uqqnp6erKyslxdXU+ePPnw4cNl9zpy5AgUCk1OTl6TXuFvXYxtbwcIF6527gTS0tbWAz09/ZkzZyAQiI6OTtp/dh4dHVVVVZWXl8dPbJdutqxipZKSEugx9vnz5xMnTpSVleFwuG3btm3evHloaGjZY/2T0NDQgC/Z/yHY2NhaW1tBKgIAAEFBQd3d3SIiInA4vKGhYXp6+uzZs8zMzKdOnTI1NS0uLhYQECCU3wJFH62srEAu+aFDh+rq6v7uq7XHjx/X19ePi4vbtGmTqen/J89HpLMrJSVlWlpacnLyyZMnhYSEBAUFz549a2tre+7cuaXiZefOnUtKSgoLCwMAYGBgYHZ2NjEx0cbGRlhYePv27eXl5aWlpV1dXQ4ODry8vIQ7MjAwCAoK3rlzp7Ozk56ePj4+fmZmZmJigoyMbH5+vqOjo7S0dNeuXYqKimJiYp8+fWpubtbV1fX09Ny9e/f79+9DQkI2b94MJhB2794dFha2aDgJsjw1NTXX8yNuDH5+fkFBQb/6KE5OTg4ODjdu3Dh+/LiNjU2AQ0BdfJ3orCiVGtV14DorjvXQwqEx2PJyxPv27fP29l7643R0dDx+/JiRkVFSUvL69ev8/PwzMzNNTU06OjqnT58Gh0fLorW1devWrRcvXiReoxRYGuj7+vpwONwqh9kIBAWBjAxAW/vPr0VFgND/Y+/MA6Ha3z9+xoxZDWbskjUt6iqtlpA2iRZSSiiVFl3RVVppQQtF+5W06GbJ1iLdRIudFtkp+84wlsEYZvv9cb6/ybVMk+yd11/jzOdzznMwz3zO83me9zPnx7N6LnA4myo9n2Hj4uIcHR3v3Llz7tw50PK+w/pVrNTR0dm8eXNxcbGEhMSyZcuCgoJYLBYn+NXvtSYSCgoKRUVFPA7etm3bnj17Vq5cCf7o5ORkYWExc+bMhw8f/v333+D/XElJiZKSEgqFMjIyWrdu3dSpUzkyOwYGBvv27du9ezeJRPr06dOePXsSEhLGu6MHAACFQv3i9iNYvgS+fvr06du3b+3t7b98+dLX0c+bN8/b2/vly5ePHj2SkZHh5+cnk8kdHR0AAEhISIC63FywtrYGX5ibm2/atAmsnxIVFZ0zZ46hoeGNGzcAAMDj8br/T1hY2MOHD2k0mo+Pj4CAwObNm69evdpXGCA9Pf3z58/PnvXfWGK46Vk9MHzAYLArV67cvn379OnTFy5cOGJ/xHuvt9xfcsRFxMZLjU4LnQBZgMFgcBwFhUJJTU1dsmQJEoncs2dPXwGyioqK7du3Hzp0SF5evri4OC8v7/Lly5cvX25oaAgICOCe+3Tjxo2lS5devnzZ29ub91v4j6P38fH5999/+fj4DAwMdu8egiZ/vdDRAR49Ag4cAJYsAXJzgcREgMu/R79Clf1+Z+rr61+6dKmpqenkyZN3797td1i/ipV8fHyqqqo3b95UV1fX0tKys7NjsVicZhGDa9k1LmAymadPn378+DHv/amvXbvWU16DSCSqqqricLieIeaEhARNTU0YDAaDwQIDA52cnAwMDEpKSshkcm1tLbjMDAsLs7S0nDNnzvv37zm/6glPZ2dnREREfX39okWLtLS0Bhqmq6ubkJDAx8c3UOm8n5/fli1bZGVlPTw82Gy2vb09l/7mA4FGoydNmrR27VpQNgtETU3txo0bYLQNAICpU6ceP36c866tra2Dg0NfL5+VlfXixYunT5+OVvdNVVXVEbhKR0eHqqrq/fv3t2zZEhgYuHXrVo8LHleuXNFl6EqJSPn7+x89elRQULCoqGjz5s3BwcH+/v51dXVaWlqgoz9+/LiQkBC40Ny2bdvXr18xGMzatWtBNQtvb2+wonjnzp05OTltbW3cI2AYDMbAwAAOh4PfzTzynxh9WFjYkydPwsPDQ0NDB/Hr4AVfX8DMDKiqAtTUgJcvgYHE+zhClV1dXT/sdAxuVri5uYWGhvbs5NuTtWvXRkREZGZmMhiMnoqVy5Ytu3Pnjrq6upiYGBaLffPmDScPdwLj5+cXHx/v7u7+w4cVNpvNYDC6urrWrVuXnJzcsxBRRUXFxcWFIw0NAMCiRYs4v384HN7R0XH69GlbW9uAgIC///67rKxsx44db968MTU1lZOTS01NffDgwdDf29iDTCavXLmyqalp2rRpjx49GkjWHwAAAoGgpqb2/v37V69erV+//sCBA3Z2dmvWrFm1apWZmdmmTZvc3d3RaDT4VZGens5isQbXpFdFReXOnTs9j2zevDk+Pn6g8a2trb06FILFBNHR0RERET8l2jW0jIyjx+Fw3t7e0dHRKSkpWVlZYA6Pra3t5cuXHz16xGQyDx8+XFNTY2JiAmpD2dnZubu7cwpcz507FxMTA2YbR0dHHzp0yMXFZc6cOQAAfP78ubq6GsztERYWXrJkyQ/1q62trcGPLYvF4j2k/J8V/bx588AWl8MqSKSlBQy8pvkfAwlVckFaWtrR0fHQoUNXrlzp++5AipXLli07c+YMuIW7ePHigoKCn4p8jUdYLJaDg8Phw4d5EZt0c3NLTU1ls9lgn6PExESw71J6enpSUtKpU6d6amxNnz69tLQ0PDy8uLj43bt3M2fOJJPJBgYGjo6O4LdFz9puUGMHbD80DHc5hvDw8HB2dgajXqBkVV5eXq+YA5lMPnLkCLibl5OTc+bMGRUVlVOnTnl5ebW3t9vb2y9evFhdXb2+vh6Hw4Herby8fHCBCxaLVVJS0nM5DwAAk8nkvRy6tLT08uXLzs7OZmZmE/jBtydr165du3atg4PDgQMHwsPD4+PjdXV1z58/HxsbGxkZSaPRHj582NzcXFRUdO7cuV4aBoWFhQ4ODiwWC9z/a2lp8fLykpWVlZCQ6NWk7I8//njx4sWGDRvAevWPHz+KiopyRGRZLNaOHTsIBAyT2+EAACAASURBVAIYtKmvr3/06FFfxcZ+gfWMgLPZ7JcvX8JgMAMDg1/5+4mJib19+/aPP/4Y9BnGBQcOHLCxsRmt2wxpDjlZc7KR2SjMJ3xA/MA+sX0o2I8fn8PCwry8vHA4XFJS0sKFC52dnblrKLq4uFRXV1+5cgWPxz99+tTHx8fY2LigoIBEIh05cqTveopKpbq5uYmJie3du5eTFtYvZDL51KlTMTExA+nBThiMjIxCQkI4KTc+Pj4EAsHMzGyg8fLy8iQSiZ+fX1lZGdx6PXLkCAKBkJaW5mReAgDg7u5ubGw8CF9vY2OzcOHCnuWyTCbTyclJW1t7oEC/hYXF5cuXweVqTk7O48ePAwMDOZtevw9gYntGRsauXbs4tWxUKnXdunUYDIafn7+jo+PgwYMXLlzoOcvT07O+vv7Zs2cIBIJCoTQ3N7u4uHz58oVMJuvp6fWMiD5+/PjVq1d8fHxFRUX79+9PSEjA4/FwOFxYWFhISKihoSE2NvbJkyfg1q6wsLC2tnZkZCQvlv9nRQ+DwcDElba2NgEBAV58fUNDQ19FJ97VPCAGh2WZZWhT6HT4dBwcR2VTj9Ycvd90/5niM3mkPPeJERERf/75p5SUFNj4xtTUlEajaWtr79+/v2/leldXV0pKCicKvH79+kWLFsXExCgpKQ20EYTFYnnJgmhra7t48WJxcfGzZ8/67eMzkVBQUMjJyeH0dMzOzubsi4I8efKkoKDg2LFjAABQqdTy8vKDBw/2bBdz8eJFY2PjtWvX9pzFYDC4f5X2S0tLCxaL7SUy/OLFCxQKxWU7Fwb734qwqKgoNDT0+fPnnB6HvxW3bt0CFadhMFh2dja4yMNisU5OTh4eHhgM5sKFC311pGEwGIvF8vX1LSoq4uStgVGEnjAYjKysrLCwMHFx8cePH9+7d2/BggUIBIKPj6++vj4jI4PBYJw5c4aTwPNTSSLfHX1nZ6e3t7e/vz/YURqBQCgoKFhYWBw9epTLLnBISEjfMvrOzk7eLYD4Wd63vS+kFWKLsHnMPNPXpjrndGKoMSXdJYerDocqcttcyc/Pz8nJ2bFjBwAAGAzG0dHRysqKTqc7ODhs27Zt4cKFoK/hAIPBEAjEn3/+yQlnSUlJcRfJ4gUWi+Xs7FxYWIhAIA4fPhwUFLR3794VK1YQicQJmeDk6Oi4ZcsWsPoxKiqqsbGR09wYRElJCewMDgBAfn6+srIy52mdg7CwcK+AwMePH3sKJPDIy5cv+8rn5uXlgb3ducBms2tra+/fvx8eHv57enkAANBotKenp4iISG5u7ubNm8XExMBKAnV1dV9fX3t7+7dv38bHx69YsQLUhABZu3atjY3NmjVrOF6+XxoaGqZOnQr+b1y8eHHLli0PHjxITU2FwWCKior19fVTp07luGIqlUqlUnm3/Luj379/f3Nz871791RUVPB4fFtbW0FBwdWrVwcqBODM6nswIiKCdwsgfpasziwkH1IGJZP9OTvzQ6ZUkNRnxc8wZVgjs3cf3V6cP39+/vz5PZ0pqEKuo6PDZDLLy8sfP37cM6SARCKdnJyuXr36w/3wnyI6OjorK0tERCQoKAiBQNy+fdvZ2fnChQvd3d3W1tY7d+7E4/GjlcUxHMjLy0dERPj6+j59+lRDQyMwMLDXAE4EjM1m6+vru7i49M2lsbW1DQ4OdnNzAwCAyWQ+evRocNWeFRUVysrKISEhPWvlvn37lpOTw0UnC4FA1NbWPnjwICQkZJhyr8cRO3bseP36ta+v7/bt28HUWDwej8ViJ0+eDIPBIiMje3p5AABkZWXz8vLev3/PpQkBmUx+8eIFGEel0+lv375lMBhfvnw5cuQIlUrNysoSFxevrKzkjEcikVgslsSzjMx3Rx8ZGVlRUcF5GCQQCBoaGgsXLhzW9u0Qg0AeJS/JL1mtWK0hozG9arrmVs1Ycqw8Wr6d2c59YmFhYb9xlYSEhPPnzxOJxPPnz7e1te3atYvzlpqaWr8Kl4Pm+vXrkZGRCxcuzM3NjY6Ojo+PLyoqWrFixd69ezs7O+Pj4zU0NOh0elpaGhgRnhhISUnxsvqGwWBOTk7Xr1/39fXlHCwrK5OXl5eQkODspoSGhmZnZ3PvH9svLBYrLS0tIyOjubl527ZtnK8KWVnZ1NTUbdu2nT17tt9WUwcPHjx79uzly5dHRmh+LINAICQlJQ8cOFBdXT1z5kzOvjocDvfy8rpx4waNRrOzs1NSUuIUWDx+/Hjv3r0hISFcHH1AQIC0tPT169cBAEhNTVVTU1u6dKmZmZmGhkZJSYmUlFRtbW1aWlpSUpKSkpKMjMy0adOEhYV5117+7ugnT54cHR3dK04XHx8/wRqBTgAMBA2uka4BMCAHkdPk2BRSE4LmQyujlfeI7uEyi8Fg1NfXp6WlsVgsDQ0N8CCLxTpy5IiOjg74dX7w4METJ06ATaZQKNQff/wxa9asod0stbCwWLVqlbKycmBgYFxcHLivBaqhYTAYfX19VVXV4ODgQ4cOXbp0qa6urldW34THxsbm8uXLra2tQkJCYJY6mPKbk5MDBmcrKioCAwPDwsIG0dE+ISFBTU1t3bp1V65ckZeX77kNqK+vn56efvnyZWFh4ePHj/fqWv78+fM5c+b0qv79bTlw4ACLxQJl7u3s7Dj74SgUatWqVfb29gUFBTgcbvfu3eAOvJaWlomJSWpqKoVCGUjD+e3bt5WVleDfNC8vT0JCQklJ6fr165aWlmfPnpWVlX3x4sXdu3fBnp3Z2dmxsbFEIpHHlBugp6P/+++/N27c6OLiAoZu2tvbCwoKGhsbR6vmDWIg+GH8kUqRtxtvRzRHlNJLJ6EnqaJVbURsVgqu5DILgUBs37799OnTGzZs0NDQoFAoly5d+vLli5mZ2datW8ExkpKS27dvBztPsdnsDx8+BAcHg154qCAQCAQCAQAAc3Pz9evXnzlzptc/q5SU1B9//HHu3LnMzEwpKSkmkzlr1iw5ObmKioqZM2du27ZtTOkjDjkEAuHmzZv29vY+Pj4+Pj6SkpLnzp0rLCwkEAhgWU1lZeWcOXN+VjgeJCYmprKy8vDhw3g8vm/l7dy5c2fPnv3s2TNTU1NLS0tOEO/MmTNqampeXl6/SSblD8FgMEePHrW0tHRwcBAUFPz48SOnbYuYmJi4uDh4cNasWQsWLIiLi0tLS8Pj8ZqamiEhIVOnTiUSiTNnziwsLAQzlQEA6OrqwmAw3d3dAABQqVRPT89Lly7FxsY+ffr0yJEjgYGBMTExPT+GFy9eFBMTw+FwvFdRfHf0ixYtKi0tfffuXXl5OZlMJhAINjY2urq6E3J/bLyD4cM4iDs4iP9c8b2JicnNmzd1dXVZLJalpaW1tXXftZu2tjZHNzQ9PR2DwfRKuB5CsFgsp/q/JwgE4sCBA+vWrYPBYBQKpbKyEmyGlZGR8eDBA29v759qhzTuMDU1hcPh586d4+fnRyAQixYt6pmh0dnZOegNDGdnZxMTE39/fysrq7a2tr59YuFwuImJydKlSw8cOLBx40Y+Pr66ujokEvlT1fa/AzAYzMvLS01NLTMzU0dHR1BQECz8FhcXP336NCgmOn36dAKBICsrC67it2zZEhoaymQyz5w5Iy8vX19fj0KhREREzp8/n5qaikAgwNgJAoFgMBgFBQXx8fEsFktCQgKPx2dlZfX8n4+JiQEztXx8fHj80/wnvRIOhy9fvnwIfx0QY4eSkhIdHZ2Ojg5lZeV///134cKF3NVRKBTKq1evUCjUz/Y4/nV6hjIFBQVnzpwJvp42bdqSJUv27dt3/PhxE45k0kTE2Nj406dPPj4+nHUcm82m0Wi1tbXh4eGD63YNAAD4DfHPP/9s2bKFy96bsLCwsbHxpk2brl+//u+//46pXiJjB3Fx8erqagAA3r59a2xs7OjoyJEuaGhoWLlypavrf7qRTJ8+HZRxnjdv3vz58yUlJbOyss6ePevk5MTHx8dJbEMikaBW3dSpU4WEhG7fvj137tyDBw/a2dlxnrFOnjx59uxZIpHYM/jGHdhAmqi/gpiY2JIlSyZ8DlZSUtLjx485bmiMAypxxsbGkkgkMPN3zgCScgUFBffv38/Ly1NSUmpubv5hTfYI09XVderUqU2bNtnb2/fs1TfxOHz4cFFRUVFRkby8fHp6OoFAKC0tdXd3/5V9i02bNs2cOfPYsWM/DP5kZmYeP3586tSpKSkpg0jY7wWVSvXw8JiQct8AAGRkZGzdunXv3r1gutSnT5+6u7tPnDjxw4mZmZlIJFJeXp5Go4EhTRBtbW0CgXD+/Pnt27fD4fCcnJydO3devXq151w9PT1QFZwXhuVzIiEhsXDhwl7NDyce+/btGxnxvCFh9uzZOTk5vr6+r1+/LikpGcjLv3379saNGx4eHtxzfkcRFAoF6hqBolFqampDm/05djh79qy8vDwWiwVVK/z9/T08PH7xX45Opzs6OvIS4p89e/aaNWsaGhoeP3786/JzWCx2oqpI0Wi0pKSk9+/f79y5s6amRltbG2wB/4ryKrYtVohPyFLEcqBKRs53ds+v0vr6ejabXVdXJyYmtnXr1mvXrjGZzMbGxpqamkFnRgyLo0cgEEpKSj/7yN/a2nrz5s2emnkQQ4iqqurt27dNTU05UsP9Ehsbe+7cuTHr5UEQCMSWLVu2bNkCAMC5c+e+ffvG2deaSGAwGFVV1dzcXCQSmZycrKqqmpSUlJSURCQSTUxMBrc1qqSklJWVxeMjf35+vra29qpVqwZxob5M1JUfAoFoa2sjEomhoaFGRkY3b94EAEDBQyH5U7I+XX+GxgyrMitvGe952O/+8Pjx4/b29gMlEGOxWCQS2dnZ+eHDBwsLi6ampvDw8A0bNrx48WLQosJjqDm4kJAQ5OWHDxERETQaHRUVxWVMa2trenr69J7dYcY88+fPj42NHW0rhgsrKyt+fv7p06fPnDlT4f8JDw//+vXr4E7Ix8fHe2eirq6up0+fctpIQfQLAoE4evQoHA5HoVDPnz9/8eKFwSaDGpEaiYcSCb4JB9UPro5ffbb2LAAAvr6+vr6+tbW1Tk5OXMpE8Hj827dvTU1Nm5ubRUVFz549m5uba2Ji8iv9GyZyiBOiJ9OnT4+Li3Nycnr69OlA27CnT58ed7nSs2fPfv78ua2t7WgbMiyYm5vfv39fTU2tZ4ZMdXV1UlIS+H3c1dXl5eVVUVFhZGSkrKysrKzMfaV/8ODBvXv3iouL87K3tH///jHbW+3r169iYmJjbSMQzJL8VPuJ9ZU1a9asefPmsVisc+fOpWHT5myYg0ajQYFoGo0Glrn++eefDAZDRkaG0wmAw6ZNm548edLzyM82BO/JGFrRQww3KBTKy8vrw4cP/a7pSCRSdnY2GA8ZRwgKCjY3Nw/f+dlsNu99uIYcOBxuZWUFdjbmsHHjxoiIiJaWFjKZnJqaWltba2JiEh0d7eDg0LNhQL9ISUm5u7sHBwfzeHU8Hh8XFzf4Gxg20tLSRvHvwoXly5dnPM9QMFB4HfP6xIkT/v7+KHmUCEIEbCdgaWnp4eGhqampqKioq6vLz89/4cKFvl4eAAA5OTkDA4O+x5lM5vHjx42Njb99+9arKTwXoBX97wUcDj927Njly5f7RsnExcU1NTVjY2PHV4ptS0vLsBZvt7e3R0VFDTqj8dfZtGmTp6fn+vXrOUt1LBa7a9cuCwsLLBbLx8dna2uro6OzYsUKW1tbBoPB5VSFhYVhYWHl5eWFhYVxcXG6urrcL43D4Ugk0tjUkf51cb3hAw/Hm8mY5dzO2Sq0NT47PgOb4dblVpxXbGdnJykpKSYmRiAQ4HC4nJzc9evX/fz8NmzYUFdXN3Xq1Hv37k2dOrWzs9PW1vbz588IBMLQ0BAOh+/evRuNRvPx8dFotOnTpzc0NMjJyWGxWDc3t14NZAZiWNIr58yZ4+LiMoqZzufPn29qavrrr78gAaZ+MTMzMzAw6KtqUlNTY2NjExAQMLi+RaNCSEiItra2ubn5aBsyXJSXlxsbG1+6dOmHu68uLi4rV64cSP+ExWJt27bNwMBg3rx5bDb7zp079fX1hw8f5pKsSSKRHj16xKPiOUQvUjtSY9tiheBCZgQzcYQ4AABsNrumpqaurq66ulpEROTp06cRERFgBVxNTY2wsHB7ezuVShUQEFBSUiopKUEikWQyGY/Hy8jITJ48WVlZubCwsKCgAIlEVlRUSElJlZSU8KiEMTFDN0Qicfr06ZWVlZBgcr8cOHCgV/gPRFpaWlJScteuXdXV1aWlpXv37u07prGxsbCwcPht5Ilv375lZ2dv2LBhtA0ZRmg0GpFI5CXHpqmpiUt/tNTUVDExMXNz82nTpk2fPv3SpUu2trYhISFbt269d+9eX7FxAADExcWrqqp66lxC8I46Tv2k5Ek7MTvQywMAAIPBJk2aNG/evLVr12ppaXl6ehYXF5eVlRUUFKSlpbm4uDx58oRMJu/du7e7u9vAwODVq1fFxcVNTU15eXleXl6JiYlJSUmtra2gTomCggLvekcTM3SzZ88eAAAUFRWjo6P7anpAaGlpkcnkrq6uvsX0d+/effXqlY2NDR8fX6/ecvn5+T4+PiQSiUwmBwYGjrraXVtb25UrV6KioiaSpnFfpk2bRqPRqFQqp0fVQGzZsuXx48cDrdBBrRXOjzAYTFNTU0NDw8XFJTU1NTw8PCIiou9vcvbs2adPn/bw8JjYEkNDS7+frIEAaxrmzJnDKW3R1dUFY2vNzc3R0dHd3d0IBMLe3l5SUhKDwTx69GgQ6TcTc0UPEh0d/fr169G2Yoyyb98+sMdxX1atWvXy5csXL17A4fDnz5+npaXV1dW5ubk5Ozvv2bMnKCgIiUQOJMI3YtTW1p44ceLGjRu/g4y2ra1tWFjYD4dpaWllZGR0dXXl5eW9fPmy17ssFqtvBB8Gg+no6HR1dUlLS/e7s6epqRkcHOzi4jJo439DXF1dCwoKBj3dyMjo6dOnd+7cAZuPu7q6Xrt27evXrxs2bHj58uXgkizH+oo+PDx83bp1g6t0B7PNhtykiYG5ubmrq+vatWu5JKgZGBhUVFRcu3YNj8dv3Ljx+PHj4KMiCoXq6OgYnIDikECn048fP/7y5ctxVJn8K6xbt65X+ftAIBCIzZs3YzCY+vr6e/fuKSgoeHp6tre3k8nkoqKifsvK0tPTzczM3rx5k5qaWl9fP2XKlO7u7pqamtjY2MbGRrDtEce5MJlMPz8/8IkZYiDA/jC/CNhLEuxW+Pz58/fv30/kPHplZWVIPnM4gMFg169fv3HjBhfJKrB9GJ1Ol5aW7tl5Sl1d3cfH5/Dhw6MlNZOenr5x48bfxMsDAEAikYSEhHgZ+fz5cwAAEhMTo6Ojd+7ceefOHWNjYwaDwWQyDx48WFlZCYbseibS0Ol0OTm5b9++NTU1ZWZmlpaWolAoOBy+d+9eFRUVIpEYGRnJkTjt6Og4evTo8uXL29vb+8aIYmNjwZTBIbrvsUVFRUVrayvoeUeYXu2CB8FYd/ScLmsQQ46enp63t/fXr19BhdWBMDc337NnT09H7+joeObMmT///FNeXn7VqlUDyeYMB11dXXFxcZGRkW/fvh2xi44uLS0tBw8e/KliGSqVKikpKS8v7+7u3tHR0dzc/O3bt6dPn9bV1W3ZsmXx4sWcUAyDwaiuro6LixMREXF1dZWRkel7NhwO19j4vy6VgoKCd+/e9fb2FhISampq0tPT4wx7/fq1tbW1jY3NRFUuKygoqKqqGhVHDwDA/fv3DQwMBl2lPNYdPcTwgUAgrl+/bmZm5uHhwSWpIy8vr1cEjI+P78yZM+3t7Z8+fXJzc5sxY8bBgwdxONwIbIqmpKRcvXo1PDx8cB1TxyPHjx+fOXPmwoULfzgyKirqxYsXAgICnZ2dHEUjHA6Hw+FkZGR0dHT++usvsNCGM6W+vp5MJtva2r59+3aghwY6nd7e/r1LpYmJiYmJSVFR0bVr1ziOvqys7M2bN6tXr3727Nm+ffsmUhtIDtxFooYba2vrX5k+kTdjIX6IkpKSgIAAhULhMqa1tbXfkhkBAYElS5aEhYUtWrRo586dGzZsGIGE6w8fPty8ebPfisEJSUNDw8ePH3ksYWtsbFyyZImnp+eNGzf6PuwjEIhjx44BANBTRTI+Ph5M5lm2bNnJkyd7OnQO4uLifXdxp0yZ0lM01NHR8fXr14aGhjo6Om/evOHt5iAGSWZm5vXr16uqqrjXx/UEcvS/O1JSUjU1NVwG0Ol0zpN7vxgZGT158uTx48eDyHFiwBh30XcdcA4HcQe9MF7tsB/0N8fhcGNcWXNoefv2rbq6+lCdTUpKasuWLeAyvLS01M/PLykpqa2tbf/+/VVVVZqampcvX+47S0hI6MOHD1xO293dnZmZ6eHhISQkpKiomJ+fP1QGQ/SipaVl9+7dy5Yte/LkybJly3iXj4ZCN787ly5d2rhxo6Wl5UCilXfu3ImIiPjheVpbWweRUnYfdV+MLXal4woAAB8RHy9jLp+inuIynslkjqOq3V8nOTl5yPec8/Lybt261dbWpq+vf+XKFSaTmZycHBkZqaOjExERUVdX1ysQLCoqymUpQCaT16xZA9b0AwAwadIkaEU/TLDZ7LCwsJCQEDs7O1DzmfdP3Phe0dfX149NYaNxxKRJk548efLo0aMXL170qpACAIDFYsHhcF6ya3A4HBwOBxsc804+In991/+kNBcwFnQD3VSAymW8qKhoVVXVT11ixGhvb2exWEN4QiqVmpaWxn2r/KdgMBje3t4XLlygUCj+/v7m5uYIBAKFQunq6tLpdDwez2az+zaTSkpK6lfOhEKhBAYGamlpEQiEc+fOwWAwMO01Nzd3qAyG6El0dPShQ4c2bNjAUfbv2/V3IMaxo2cymYcPH87JyQF/LC8vv379+uiaNE6RkJB49+6dhISEo6NjYmJiT/kjPj6+6dOn87KiFxISEhUV9fX1DQoKCg0NHZwlSABJh9G5DODn56dSuX0TjCJ+fn6Dlonvl7y8PAkJCd4bjOBwOO6/nKNHjwoICBw6dIhIJO7fv//QoUOg8kFXV1dRUdGDBw8oFAoOh+s5paCgIDU19ciRIz0P1tbWbty4UU1N7cWLFxs2bDh06BC4FEAgEC0tLYcPH/65+4T4EaWlpcHBwXfu3BEXF7ewsOAc53Sp/SFj3dG/f/9+IHE0OBzu4OCwfv16BoMxZ84cAQEBOzu7ETZvwoBEIp2cnKKjozs7Ow8cOMB5JGSz2UJCQjyu011dXSdNmgSDwV68eMHjdSVZkhnwDPB1DV9NO6xdiM0tYTwzM7Nn6/AxhYODw4wZM4bwhPz8/EwmMysr6/r16zQa7YfjV65cGRYW1q8SEYVCsbS05Ofn37p1q6qq6pUrV65fv75q1aqAgIAzZ85gMJijR48+f/78xo0bnKc3KpUaFRUVEBBw9+7dXvlUCQkJWCzWz8/Pxsam50ZxZ2cnPz//RO0kNVp8+/ZNT0/PysqKTCYPWilyrMfotbW1wdy+S5cuIRCIXtU9c+fOBQAAgUBkZGRwDra2tjKZzLHWkWBcICkpee7cOTs7Ozs7u+zs7I0bN0ZHR+fl5fGYGQ32PwIAIDQ0NDIyEizt486+zn0eGI8IWASSjWyCNTl2OnIf39bWxvsqZryTnp6em5vb3t6upKS0YcMGJBLZ82ELBoMJCAh4eHhwJFoFBQWvXr1qZ2e3Z8+epqYmNBptZGQEilUcOHBg+/btPZPx+fj4li9frqysfOrUKQAAdHV1a2pqwAzLzs5Of3//2tradevWvX79uq/GzrVr15ycnPoanJycvHz58t9qt3wEsLW1PXny5JEjR3R1dQe9yhnrjh4Oh0+aNAkAgBkzZty8edPc3PyHCdTW1ta7du1avXo150hRUZGioiLvSm+/OVJSUsHBwSYmJkFBQR8+fGhtbS0pKfkpSZl//vlny5YtGhoaPxQ+w7PxrlTXNlgbHaAT2T/4bs7Kypo8eTLvZox3lJSUFixYsG/fPgAANm7c2Pe5qrCw8OrVq52dnUwms6Kigk6nw+Hwrq6u4OBgNpvd1NT0zz//AADAz89vZGTUb8kVHA7nfHmAPWcYDMbx48ednZ25aIJSKJR+ZTIZDIaOjg70QRtamEwmHo+/cePGr1QnjHVHz8HQ0NDQ0JCXkUuXLu2lmvDhwwdvb+/Dhw/Ly8sPi3ETDgQC8fTp01WrVvHz82/bti0hIeGnHD0Wi0WhUHQ6t2h7T/DsAcV1exIVFeXj48O7GeOdxYsXnz59uqioaMqUKSgUqm892ty5c8GHWjabvXv3blFR0alTp86fP//ChQvr1683MDDYtWvXsWPHlJWVB1K+bGpq6rnT3tbW5unp6eTkxF35WU5Orrm5mUAg9Dr+5cuXHTt2DOZWIQbg9u3baDSaSCT+otzIuHH0vNO3L5e5ufkEbkwxTPDx8RkbG9fU1EyePPnQoUNr1qzhEg0jkUjv3r379OlTQ0MDBoPZs2cPkUgc8q4vdDq9b07IBIaPj+/hw4dr1qzx8vLiPhIGg+Hx+PPnz4M/BgQEgC/c3Nxu377t6ek50MT8/HxOpIVMJp86der48eM//LDo6Oikp6f3ekSgUqnd3d1DmCMEUVtbe+3atStXrvy6qBT0kAUxIHPmzCkqKlJWVu7s7ORSg/fhw4eTJ0/SaDRTU9Nz587t2rXLz89vyL18ZWUlk8nkPZ9sYiAjI7N8+fLk5OTBTZ8yZQqbzT5z5sxAOakzZswoKSkBAODVq1dHjhwJCgraunXrD0+rrq7eV9P48+fPPD5zv3z5cljb/I53Xr9+7e3tvWPHjlWrVh08eHBIpAMn4Iq+J/0+YELwCB8fH5vNZrPZLBaLy1L6g5u00QAAIABJREFU0qVLbm5uHAlcaWnplpYWUEZxCAkKCnJ3dx8tvcxR5NixY0uXLtXU1Bzc9EuXLr1+/frIkSOnT5/uq9r96dMnMCjHZrMdHBx41BAMDQ3tK10ZHx//999//3AujUZbt25dREQEL3v1vwP19fUMBoNGoyUlJVEolMePHxOJxPnz5+vp6VlaWg7VVUZtRV9fXz/cFXRsNvuHz7wQXEChUN3d3TAYzNDQ8NGjRwMNk5KS6iV0rqmpWVpaOoSWvHr1SlFRUVtbewjPOV4gEomLFi1KT08f9BlWrlypoqKSmZnZ6ziDwQgPDwdz5HV1dYODg3k5W0ZGRkpKyrx583oeZLFYXV1dXNo/JCQkoNHo7OxsNBpdUVEBeXkOiYmJp06d2rx58+fPnysrK52dnR0cHBYvXtyvkuigGTVHj8PhhjsDEgaDubq6DuslJjZCQkIdHR0AAFhYWLx//x4AAAaD8erVK7D+s7u7u7a2NiYmpq90Ko1G4yiY84gPyscIb2QmaFYD76faPjk5GcwC/D05d+7cvXv3BoqedXV11dbWcte32r9/v7+/v7Ozc8+SLj8/P1VVVTBJBovFYrFYXroB29nZHTx4sNfBnJwc7po8ampqJ0+eBHM9hzysN07JysoKCQm5desWi8W6ePHi+vXrwfSH4bjWqD0ICwgIqKmpjdbVIXghLy9PTk4OAAAxMTFRUdGWlpYLFy6Ul5f7+Ph0d3fLyclRqVQSidRvEYeYmJi9vT2JROLn57937x73kMsKoRVMgAkAABWgWghYGHYZOtL+l1DPZDLBFldc2l5PeERERA4dOvTw4cN+c1qio6Pv3bvHPS1KWFg4KCjo9OnT+/fvV1FRERUVpdFozc3NPYMtU6ZM8fHx6VfXjAO449rXU//7778eHh5cJgoICJw8eZLLgN8QKyur8vJyPz+/ESj6+e0inhC88+7dO05CqrKy8ubNm2fNmgV2mk1JSblx40ZAQACNRtu6dauWllZP7S0CgXDz5k0AANhs9rVr1168eLF+/fqBrnIbfZsJMK26rLbTtgMAsFJoZRQqinCb0FjfmJOTo6ioqKKiwkvwd2Jjamrq7e3d71ssFktfXx9Mtx+IhoaGXbt2mZqanj17FoFAVFVVPXz4sGczGQAA5s6dm5SUxN0MLBZLoVA6Ozt77dm0t7dDPYJ+Cjqd3tLS4uXlNTKlnVDWDcSAJCUlcSQt7e3tzczMOFtwGhoaYA4fGo329PQ8evRoZGRkz7pNEBgMNm3atNzcXC4iMFHIKAAAQC/f0tJikmICAEANX42pqWlUVNT9+/ehjRYAAFAo1EBNen8ohvP27dtt27adOHHC0tISi8UikUhwwyM2NrbnMAqFAhYncsfa2rqXanF5eXm/3WghuEChUEREREassgdy9P/h8+fPo23CGAKDwYABEwaD8ezZs5SUlI0bN/YdpqioGBERERMTs3btWi8vr166WrNnz66oqPD09OQkd/dChCUCAAANoPn7+1+9evUD6gMAAM/8nu3cuVNVVVVRUfG3yp0fCCQSyUVxqO9XLAcWi3X79u1bt2716lGlra395cuXnhPb2trALRnuoFCoXrWvcXFxRkZGP5wI0ZPg4GB9ff0Ruxzk6L/DZDLBnGIIEAaDAcbWb926lZKScunSpYG2WBEIxLVr1yIjI0VERJycnIKDg8lkMviWlJTU7du3tbS0BlqQXqZeBgBgteBqfj1++fvyZXPL+AA+AT6B4bmncYyMjEy/HWDq6uoG2kQtLi4GS2T7rhyRSOSCBQvA/Pq6urrAwMDo6GhHxx9oDQEAsHz58ujoaM6PXV1daWlp69at4/1GIAAAIBKJ3Pv5DC2Qo/8OHA7vd8X628LHxwcuz8lksqGhIZgywZ1t27Z5eHjU1tZaWlr2LIrJzs4eqNYpLjwOF4gDYIDfH37+zf58AF+bWttQ3cJEYsmSJf06dBKJVFxcnJKSAv64e/duMzMzMHf57t27Dg4O/fYhYrPZMBiMQqG4urqGhYWtWrUqLi6OFymhmTNnLlu2zN7ePjIy8tixY+7u7h4eHr1ERyC4Q6FQhIWF4+LiOjs7R+aK0GYsRP/Q6XQymQxqpAgKCvL+ScZisYaGhkVFRT21WXJzcwsKCtTU1Pp2oC4tLXVb5uYw14HJZsJhkL8YEElJyb658CDLly9/+PChhobG+/fvZWVlt27dGhoa+vz5c0lJycWLF/cdX19fv337dgaD0dHRsWbNGhcXl5+y5OzZsw4ODhEREX/++edPiSBBgJBIJGtr6/r6+ufPn/faEh8mIEcP0T9dXV0cJazW1tafmnv16lULCwvO9Pz8fCKRKCIiUlFR8ccff/QaTKFQZGVlAQCAvDx3tLW1b9++3W80vKGhoaOjw8vLq7i4+OTJk1JSUv3KCHPw9PR0dHQsKirKyMggkUiDMIZIJO7atWsQEyEAAJgyZYqOjk5UVNTQVkVxAXL0I8Hdu3cxGMz4ElaLi4sDnTKJRCovLy8uLtbS0uJlYkFBQUlJSVlZGRqNZrPZHz58iIqKAqve+9VZnTRpEu86l78zoNY/k8ns+3Q1a9YsBQUFOBxuY2PDS8GBtrb2ixcv2traMBgMFHUZFR48eLBixYq+655hAnL0I8G2bdvGnUjLmzdvwH5JwcHBq1atAsXKeUFRUdHGxqa+vt7f37+lpUVeXh6Hw9XV1fn4+PTbS4BOpycnJ4/MA+x4x8zMLCwszNjYODk5uWcPCgkJiZ9qSbFu3ToFBYXi4uKCggJ7e/shtxPih2CxWHNz80+fPo1MQ65x5n3GKePOywMAkJqa6ubmlpaWlpKSMlBmZL8gkUhOrWxjY6OFhYWDg8OqVav6HcxkMsvKyqBMeR7Zv3//5s2bd+zY0dbW1tjYaGpq2tTUlJ2draOj88O5zc3NhYWFnCRLVVXVKVOmfPz4EQqyjxbLly/fsmWLnp4e722BB834c0AQI0BcXByRSITBYNHR0fb29oPrGcRgMGxsbNzc3ObPn9/vADqd7uLismPHjt+qb9SvAIfDg4KCdHV1FyxY8Pnz54SEhLa2tl27dv0wqpaYmBgaGiorK5uQkADmUFZUVFy8ePH69esjYjhEP0ybNk1PTy8lJWXQ0qS8Azl6iH5QUVEBk3xTU1N/NiUDhMFg7Ny509LSciAvDwCAv7//vn37tm3bNnhDfz8QCMTDhw937tx59uxZHqcUFBSEhoaCWjR2dnZsNpvJZHp4eLx8+RLquTa6HDx40MrKCnL0EKNDYmKihIREe3u7sLAwi8UaxIreysqKRCK9fPnSyMiob6nU2bNn+fn5u7q6IC8/CJSUlBAIRFtbG49CbxISEgwG482bN1FRUZaWljAYLCgoyMHBAfLyow6RSGxvbx+BC0EFUxD98Pr16/Xr18fGxiooKAzCyzOZTCwWGx4ebmRkZGJiArao5sBisb5+/fru3TsHB4ehM/n3wtbWlkf5eAAACATC9u3bP3/+7O3tra2tXVZWVllZuXPnzmG1EIIXsFgsHo9vaWkZ7gtBjh6iHyZPnlxbWxsdHT24Xs/JyclTpkwREhIyMjKyt7cvKCiwsLCg0Wjgu0ePHq2trd29e7exsfGQWv0bYWxs3NbWlp+fz+P4BQsWODs7I5HI/Px8T0/PO3fuDG7fBWLI+euvv0BF2GEF+mND9ENNTc3169c7OjqOHz8eFhb2s9NjYmJA0VoEArFixQp3d3cbGxtHR8fc3Nz6+vrMzMzLly/fuHFjGAz/XYDBYDdv3gwNDf2pWbm5uY8fP46Pj4eCNmMHQ0PD2tpa3sezWKyUlJTExMR///23l/4oF6AYPURvMjMzMzMzly5dqqam5uvrW15e/uXLFx67xLABdhQyqtCoUFHgP0l7urq6kpKS9vb269at8/Pzs7KyGh7bfyPevn3LZDJ5Hx8TE5OamhoeHi4qKjp8VkH8LCwWi8dW6W1tbYmJiVFRUaampgQCISAgICYmhserQCv635GysjIu77558waLxaqrq0+fPr2kpERXV7eX/vhAdAAdpoKmz5HPmxBNz+c9P4Q71PNdBAIBh8MrKyuh2qghobi4uG+H7n6pq6tzdXWlUqnR0dGQlx9rfPjwgZf2gWw229nZWVZWNjU19cyZMw4ODlJSUrznJUMr+t8RDw8PLy+vgTSH0Wh0VVWVhIQEDoebNWsWAoHoKU/GhfO48+p09YNtB03Pmvr/428jbZPIn7iY/j9RLSqVKiIiEhISwuPZILjj4uKirKy8cOFCjl4Kk8mMiYmhUCg0Gg2UGk1PT+/u7paRkXF1deVRwQJiJKFSqUZGRidOnOh1PDExMS0tra6ujslkCgoKslis9vb23bt379+/f3AXghz978itW7e4vKumplZbW8vPz19eXv7169fg4ODdu3fzctoivqLztPNwOFxISMjOzg44BEQqRkrWSOLx+MbGRl9f35cvX0K1UUMFPz//4sWLL1y4oK+vX1BQUFlZKSAgYGJioqWlhUajyWRyXV3dxo0bNTQ0IDWbMQsGg9HV1Y2IiFBUVAS/m0tKSnx9feXl5a9cuSIjI4NGo0tLS0F9wH6longEcvQQvYmJiTE0NLxw4UJxcbGoqKipqSmPVfKCbMFv8G8KTIUjR448ePCAPI2MrEZ+/Pixra2NSCSGh4dPmzZtuI3/rXj06BGZTH706NGaNWv09PRG2xyInwYGg4WHh79588bT07OmpgYAAAUFhZCQEDk5Oc4YUMzuF4EcPcR/aG5uDgwMvHXrFgwGu3DhwrJly7iUtvZiJ22nG9YNy8bOVZkre142E5OZaZWJt+apqAdicIiIiECqZOOdZcuWLVu2bFgvAW3GQvyHwMBAIyMjGAyWnZ0dFxcnLS3N+9xFjEXHqMf80H4Wghb5uPyZ7jNfRbwaPlMhICB4BFrRQ3ynpKTk3r17oIjKw4cPr127NmnSpJ86gyZDU7Ptf8IdGSsyEhISoO6MEBCjDuToIb7j7Oy8dOlScOenq6tLSUlp0KdqaWnx8/Pr2UUaAgJitIBCNxDfmT17Nqf/n6ysbFJS0uDOU1paev78eW9v7xHrlAYBAcEFaEUP8R1paem0tDQAALq6uqqqqvj5+bW1tblPYbPZV65cUVFRYbPZdXV15eXlDQ0N6urq169fX7Ro0YhYDQEB8QMgRw/xnVWrVt24ccPExOTLly9UKpWXdA4YDPblyxc0Gr169WoDA4Pp06dLSkqOgKkQEBC8Azl6iO+4ubmBHSxjY2MNDAx4mcJkMiUkJG7fvk0gEIbZOggIiEECxegh/geLxYqNjV2xYgUAANXV1YsXLx5oZFtb29OnT0kkEvgahUJBXh4CYiwDregh/kdtba2goCCZTG5ra6usrBQTExto5MePH6uqqh4/flxaWiogIMCjQAIEBMRoATl6iP/R3NxcXFxsY2PT2dlJJBK5dBCcPHkyiUQ6ffo0AABSUlIjaiUEBMTP0/uTzGlg+PHjxwcPHpSXl4+4SRCjw6tXr+h0urW1dVdXF4VCYbFYA42UlpYOCgqSl5e3tLQcSQshICAGx3dHX1xcPGvWrO3btwMAkJCQoKGhcffu3fnz579582bUrIMYQfLy8mAwWENDg6amJne9Qzqd3t3dLSsru379+hEzDwICYtB8d/THjx/fsmVLSEgIAAAnTpzw8PBISEi4efMm+IQOMbEJDAyEwWArVqz4+vXroUOHiERiU1PTQIOfPXt2/vz5/Pz8P//8cySNhICAGBzfHf2HDx8OHz7Mx8fX0tLy4cMHsEn88uXLc3JyRs88iBHC3NxcUFAwMTGxpKSkuLgYj8dfu3ZtoME1NTVLly5FIKANHgiI8cH3zyqFQqFSqUgkMjY2du7cuUJCQgAAwOHwgfoQQUwkzM3No6OjqVQqg8FIT0/Pzs7utw9UXl5edHQ0jUb7448/Rt5ICAiIwfHd0c+fP//+/fu7du26du3amjVrwIOBgYHz5s0bJdsgRo4jR46EhIQgkUgikWhsbAwAQN8+sf7+/nQ6/dChQ/Ly8gMl5EBAQIxBvjv6y5cvGxoaOjo6zpw588CBAwAArF69OjU1FRQ/gZjAUKnUlStXotHojo6OO3fuiIqK5uTk2NjY9BxTU1PT0NAQFRU1WkZCjC+Sk5M1NTVH2wqI//F9XTZr1qzS0tLKysrs7GwcDgcAgJmZWX5+vrKy8uiZBzESGBkZNTY2KioqqqmpgXnx3d3dIiIiPceIiIhUVlYGBQVVV1ePkpkQI4evr29dXd2vnCE+Pr67u3uo7IH4Rf7zAM7HxweHw2tra8Eft23b9ivtaCHGC+fOnXv//j2ZTF67di0MBktNTSWRSL3E6FEolIeHR3R0tJGRUXBw8GiZCjEyiIqK/uJm+9GjR5FI5FDZA/GL/MfR+/j47Nmzx9bW1tfXd7QMghh5vn37pq+vX1NTc/bs2cLCQn9/fw8Pj77DUCiUhYVFWVkZtD8/4TExMREVFR1tKyCGjP84+rCwsCdPnoSHh4eGho6WQRAjzz///MNisYSEhJYtW8ZisUpKSmAwWN9hGRkZBw8ePHHixLp160beSIjfGTabffHiRU7dPsTP8p+ns3nz5oH9QufOnTtK9kCMAiQSCYlEMplMOp1+48YNAwMDRUXFXmOKi4ujoqLi4+MhoUqIkaewsPDo0aPnz5+Xl5e/d+8e5KB+lv84+gsXLrx8+RIGg/GoRQ4AQHJyct/dudbWVjqdPjQGQgw/CxYsyMrKEhQUjI+P19DQcHBw6PluS0vL/fv30Wi0jY0N5OUhRgUcDiclJSUgIIDBYKZPnz7a5ow//uPoYTCYoaEhAABtbW0CAgL9Pr/3or29vbm5uddBBoPBRRILYqwxadIkDAZDoVDweHxpaek///yzdetWTqZ8enp6Xl6etbU1pGwDMVpMmjSppqZmtK0Yx3x39J2dnd7e3v7+/uXl5V1dXQgEQkFBwcLCgvvu+cqVK/sevHXrVr91lRBjE11d3YCAgKqqKgEBAT09veTkZGlp6WXLloHvRkREREVFTZs27Yfn+fLly+TJk5ubm1kslry8PPQ/AAExRvi+Gbt///6PHz/eu3evtraWTqeTSCR/f/+8vDxbW9tRtA9iBJCVlW1sbJSQkCAQCNnZ2Y2NjTk5ObW1tbW1tQ0NDY2NjfHx8dzPwGAwzp49O2/ePElJST09vVmzZoGdqiAgIMYCMDabDb4SExOrqKjAYDA932YymYqKij+rSj9nzhwXFxcTE5MhMxNimFm9enVOTk5VVRUAAAQCgUgkSkpK8vHx5efngzKWiYmJ6urqA03v7u6eP39+XV0dnU6HwWDi4uJPnz6FYqkQEMOHnp7eu3fveBz8fUU/efLk6OjoXm/Hx8dD6bS/A66urrKyskJCQmw2u6mpqaioqLa2tri4uLOzU0VFhUAgkMlkLtORSGRWVhaJRCouLq6trS0oKIC8PMRw09LS8vfffzc0NIy2IeOA7zH6v//+e+PGjS4uLioqKng8vr29vaCgoLGx8dmzZ6NoH8TIMG/ePEdHRycnJyQS2dTUxGQysVgsHo+nUCgyMjJwONzT01NHRwePx3M/D5FIHBmDISBQKFRZWRn3/sYQIN8d/aJFi0pLS9+9e1deXk4mkwkEgo2Nja6uLvdmQxATBmNjYywWa2pqCoPBEAhEZWVlS0sLFoudMWNGVVWVvr6+vr7+nj17LC0tR1260sjIiEqlzp07d//+/QoKCqNrDMRogcFgLl68ONpWjA++x+h70dTUhEKhQHWznwWK0Y9fOjo6uru7582bV1payjlIJBJ1dHQEBATKy8srKyunTJmip6dXXl5uZWWlpaU18ka2tLS8fPnS29u7oKCguLhYXFx85G2AgBhdBhmjX7NmDY1GAwCguLh40aJFYmJiBAJh9erV9fX1w2ImxJgEh8MRCISMjIy//vpr2rRpoLRZU1PTv//+GxgY2NjYqKOjs27duoULFxobG49W+xFhYWFzc/PExMTg4GAoWAQB8UO+r+hhMFh7ezsOh1u+fPn8+fNPnToFh8Pd3Nzy8/N/VvoGWtFPGLq7u//999/29vbAwMDs7Ozi4mJ+fv7RNgoCAuLnVvT9KJF+/vz51atXoEjpqVOnpKWlh9I6iHEFEokEJcy2bt1Kp9MhLw8BMR75z64aGKVRVFSsqKgAjxQWFoLNYyEgIC8PATFO+e7odXR0dHV18Xh8SUmJnZ0dAACJiYm6urrgawgICAiIccr30E1cXBwAADQaraysjEKhAACARCKDgoKWLl06atZBQAwdp0+fdnJywmKxo20IBMRI0ztGj0ajOTWNCxcuHHF7ICCGC2NjY0hnDeL35JfaQkJAjCNmz5492iZAQIwOo1ziCAHREwaDUVdXN9pWQEBMNCBHDzG8MJnM9PT0xsZGXhp+JiYm6uvr37hxYwQMg4D4fYBCNxDDC5lMdnJy0tLSqq+v9/Hx4T54yZIlmZmZI2MYBMTvA+ToIYYSMpl87dq1mJgYOp0eHx+PwWDExcVjY2NH2y4IiN8ayNFD/BLd3d2FhYWTJ0/W1tZms9nS0tJdXV0WFhZr1qzBYDDt7e1oNBqssoaAgBgtoE8gxC8RFRX17du3I0eOHD16tLS01N7enkajffz40dPTs729/dmzZ0wmU11d/cmTJ72al0FAQIwYkKOH+CU0NTXLysrevn0bEBDAYDA+ffr04cOH+vp6DAYjICBgbW1dU1Ozc+dONBo92pZCQPy+QI4eYpBcunTpzJkzcnJyRUVFRkZGJSUlCASisbGxtbVVXV09Kyuru7t77969U6ZMGW1LISB+d6D0SohB8vnzZwAAmpqapk6d+uzZMyEhoVOnTkVHR3/79u3Nmzd1dXXv3r2DvDzEBIZCoYD9eTo7O48ePTqWS0CgFT3Ez7Fhw4ZZs2ZJSUl9+PBh79692trarq6umzdv3r17t7KysqSkJGfkaLUlgRgLtLS0lJWVkUikmpoaDAaDxWJVVFTAPjZjn5cvX37+/NnZ2bnnQQqFgsVie2YWTJkypbm5+c6dOxISEhUVFbdu3dq1a5esrOxAp2Wz2V+/fi0uLq6qquro6NDR0Zk/f/4w3kYPBmwl+CtAjUcmHi0tLRgMZvLkyRs3bnz27Jmqqqq6unpkZCQej09NTWUymTAY7MmTJwYGBqNtKcRowmKxLly4kJiYSCaT5eTksFismJgYi8Xq6Oj4+vWrgICAjo7O7t27R1f8PDc3V0FBAQ6H99U+IpPJRUVFRUVFKBRqypQpsrKyGRkZCAQCjUYvX77cyMho3759UVFRKioqAAD8/fffaDQaj8eLiYkJCAhUV1c3Nzc3NDSIi4urqKgoKCjIy8svXrwY7F3OYrFMTU1pNJqMjIyYmBgWiwUfeZctW2ZkZPTDVAUGg1FcXDx58uTg4OCSkpI5c+bcvHmT98YjkKOH+DGnTp26ePEiAoGYN28ejUbbvHnz69ev09LS9u3bBwDAggULZsyYISkpCbUu+A1pb2/HYDAkEmn69On6+vo6OjqHDh169OiRiIhIr5FtbW07d+5sbGzcsGGDiYmJhobGyDd2p9PpiYmJly9fjomJmTRp0pw5c1pbW7u7u/n4+OBwOIPBYDAYcnJyeDy+vr4eiUTW19fLycmxWCwKhYLBYAQFBTs7O4WEhPLy8iQlJadNm6aiotK3ZTGDwSgtLSWRSJWVlVlZWQgEQlBQsKmpSVVVdfPmzZxhra2tQUFB79+/X7hwoZWVVVNTk7CwMJvNxuFw2dnZjY2NK1asKC0tjYqK6ujooFAoEhISTU1NampqM2fOfP/+fUJCwsOHD1etWsXLjUOhG4gfcP78+Zs3byKRyLa2tqSkJD8/P3d3d01NzdLSUhwOB+XI/56QSKTExMQvX77cvXuXQqG4uroqKioWFxdPmjTJ1NS03/VpVVXVwoULVVVV8Xh8Wlqar69vd3c3Go1mMpnS0tKCgoLi4uIlJSUsFktOTk5aWlpMTIxIJCIQCHFxcQkJiebmZhqN9rPKdN3d3UVFRTk5OWVlZdXV1bGxsbNnz1ZSUpKRkZGUlJSQkJgyZcqQ/w8jEAhlZWVlZWUAAEDPTqVS++pjBwYGxsXFSUpKIhCI+Ph4AQGBrq4uNpudkpJCpVJBty4tLb1nzx48Ht9r7qxZs9avX19bW8urSb98UxATnK1btwoKCi5YsMDd3b29vZ1IJNbV1SGRSCwWW1hYiMVi5eTkRttGiGGHTCbn5OQ8fPiwpKQEjOPNnz9fWFjY29u7pqamuroagUC4ubkhkciBzjBjxowZM2Zwfly/fj34gs1mk8lkGo3W1NT0xx9/IBCImpqa5ubmsrKy9vZ2JpPZ1NTU2tqKQqHKyspSUlKEhYV/aO3Tp08DAgJqa2tpNJqUlJSioqKUlJSKioqRkdGoLE367YKwb98+8Jm4F2vXruXlnDIyMrwbADn6cUxdXd3du3dPnDgxtKdlMBhPnjz59u0biUQyNzdftGjR/v37AQCQlJSEwWB4PH7Dhg3v3r1TUlKqqqr666+/Ll26BADAjh07bG1tR2xzCWJIeP78+dWrV7u6uqytrXfu3Nl3QENDw4ULF758+dLd3a2goKClpWVhYdFrjLi4+Jw5cwwNDQdnAwwGExUVBXp4LgKB0HcYm822sbHJzMzU1dXlcjY2m+3j4/PgwYPDhw/3DR/9tkAx+nEMm80mkUgSEhK/fqqOjg4cDgcAABj4CwgIOHHiBB6Pv3jxoq+v7+fPn3Nzcz9+/Lh58+YVK1YAAMBkMltbW2NjY798+ZKRkeHr67tmzRosFgt19hhuOjs7GQxG32f5wWFvb49EIuvq6kpLS2VkZI4dO8ZgMBQVFREIBHiJ3bt3i4mJaWtrj+5fls1mnzt3rr29PTU1td8BLBbrwYMHMTExOTk5CxYsMDdaRhdIAAAd30lEQVQ3h8PhI2zkqKCnp8fLMGhFP46BwWC/7uXZbLaenl58fLypqWlISAgajWYwGEQisa2trb29/eTJk0eOHFFXV5eQkLh48SK48gIAAA6HE4nETZs2aWhoODs7p6enV1VVHT9+/JfvaYLQ1tZGo9HAdAuQzs5OV1dXKysrsIMbk8nMzs6eNWtWr0gC6HMXLVrEx/e/GperV6+KiYnp6+u3trYWFhauXr1aWloaTAupq6urqKjgdIKrqakhEAi94uMPHz7k4+PruQyvq6urr68nk8kVFRUNDQ0CAgI7duwAAOD9+/fOzs5YLLa4uJifn5+fn19QUJBAICxbtgwGgw3P7+nHNDU1PXz4sKioqKysrKioiHMQj8dfuXLlyZMn7e3tQkJCDAZjypQphoaGu3fvHi1TxzKQo//dKSws1NfXx2AwDAZj586dHh4e9+/ft7Gx+eeff2pqaohEorW1dXx8PBqNnjZtGsfRcwAftyMjI9XV1V1cXM6ePTsaNzHS0Gg0fn5+cM2Yn59fUlISGhqalJSUmpoqIiICpqAICQkFBQWpq6uDU2AwGJhR7u3tfeLECXd3dxcXl02bNmGxWAqFUl9fX1FRgUAgkEikgoJCVVXV7NmzZ8+enZKSUlpaqqCg4Ovri8FgmEymgYEBPz//ggUL+Pj46HR6TU1NQkICCoV69+7drVu3SCSSl5fXs2fPPn/+fO/evQULFty/f7+1tVVGRiY3Nzc3NzcjIwOFQhGJRCwWKyEhsXTpUk5u+5IlS5YsWcK5x6ampm/fvnHsHy2Kiorq6urQaDQKhaqpqZGSkgIAwMrKqrKykkAguLq6cr4RIbgAhW5+a6hUqqSkJB8fn5SUFIFAkJOT6+7uzszMFBcXb2lpERAQKC4uDggISEpKotFo6enpJ0+e7HuS7OzsgICA6upqa2trV1fXkb+LESMsLKyqqkpPT8/MzKyrq2v58uVXrlzR19cXFhbG4XAhISH79u2Tl5fH4/HOzs6tra1GRkZr1qwRERGZNWvWw4cPU1NTa2pqREREREREhISEJCUlJSUlsVisgIAAkUjk5+fnXIjNZpeVlZWWlkpKSoIp2wPx6tWrL1++IJFIIpFobm5eXFycn58/depUIpEYHBxcXV0NfhspKirOmDFDVlZWQUFhFJfng6Opqenx48dUKjU8PByFQnV0dCxcuHDPnj2zZs0ad/cy5PAYuoEc/ZigsbExMjKSTCY3NjbC4fDJkye/fftWXFxcWVm5rKwMh8NZWVlNnTp1mK7+7t275cuXcxIDWCzW1KlT5eXldXR05syZAwDA58+f6+vrv3z5oqenp6mp2Wt6RETErVu3ZGRkvn79OoHFy5KTkx89euTv70+lUt3d3TU0NJKSkgICAgQFBU+dOsXPz5+SksJisQAAYDKZdDpdQECARCLB4fDU1FQYDLZ+/XpVVVVoD+NnaW1tdXZ2dnd319bWfvPmTUtLS2Bg4Pz586HSPBDI0Y8bGhsbk5OT/fz8qFQqiUSqqKjo6OjQ0ND4+PEjmFcLAICcnNyff/45e/ZscC8UAIB3795lZ2dbWFgQicTS0lIqlTpjxozBPcZ2dnYGBgZmZmZ2d3dnZWWVlpY2Nzd3dXUBAGBoaIjD4erq6v75559nz57Fx8fb2tr2mh4bG5uYmBgfHx8YGLhly5Zf+2WMFXJzcxMSEvbu3QsAQE1NDRqNdnJy6ujooFKpOBzOxsZmtA38Xbh58+bmzZuvXbvW2dlJoVAWLly4fv16IpE42naNFSBHP0goFEpeXh6T+X/t3XlYFPf5APDZ2z3ZhQVWYJebLYfKJYIaBQVEDZHSROJj0hB9aNOmsenTh8SYqNUm1vjEpNqmUtMaMZWqj5gmPhovSh8RAijRsAssh9zLkuXY+2Cv+f0xzw8QiaIs7DK8n7/YYXZ8X8Z5d3a+lz0uLm7S3q/O8uabb4aGhr722muenp4oisbGxnp4eBAIBBqNZjabzWbzyMhIWFiYp6enQCAgkUjfffed3W632WwZGRkEAqG0tPT69evPPvtsR0cHi8Wqr6/fvn17VlZWUFDQ999/n5ycPGHYYX9//2effVZRUREZGbl9+/bFixdj2+vq6rKzsy0WC5fLff7553NycqqrqwcGBkwmk9FotNlsNBrN4XBIJBI/P7+CgoKHuyG3t7eXl5fX19crlcqioqLR/tFzWnt7+8cff7xgwQKDwVBcXCwWi0NCQuLj40NCQsbP5wNm1MWLF7/55puUlBS73b5u3Tpvb28YoDcBFPqn9Pbbbx86dIjL5dpstsLCQk9Pz40bNx49etRsNnt4eGD9EMRisUQiyc3NFQqFWPcJNpsdGhra1dXlcDimOLBbIpEoFIrMzMzS0tLnn39+/K+4XG5ubm5WVlZ7e3tvb+/Q0BCHwyEQCNh4JR6Ph40xGR4e9vX1zc7OJhAINTU1g4ODg4ODQ0NDwcHBd+/eJRKJdDo9JiaGy+WGhYX961//GhoawsZPnz592mw2W61WuVz+85///MqVK729vQiCCIVCIpFIoVC8vLz4fL6HhwedTvfy8goICAgMDPyxrwtKpfK1115Tq9XvvvtuQUHBnBs/dffu3b/85S9FRUXjB/t8+eWXmzdvfvXVV2k0Wmho6JMOyAROIZVKpVIpn89PTU2FEj8pKPSPYrPZTp061dPTw2QyMzIyRi/jkpKSrq4usVjc0tJy/fr1iooKq9W6adOmwcFBhUIREBAgk8mCgoJ4PN7w8HBaWlpgYOC+ffsMBkN+fn5aWtqePXvYbLbZbL5z505/f39BQQGTyVyzZs3DjzvGU6vVH330kUwmk0qly5Yt4/P5ycnJHh4e41vnno7JZOrt7dVqtVgbYFJS0virxW63l5WV0Wg0b29vPp+vVqu5XO7DE3c81v/+97/9+/cTicSGhgas7+BcgaLoihUrZDKZTqfr7Oz09/dHEMRqtRYVFXV0dPz1r3+1Wq1CoXDv3r0hISGuDhaAScz3Qq/RaLq7u7VarU6n8/DwuHv37tmzZ7VaLYvF4vF4drtdJpPZbDar1RoQELBo0SK9Xq9UKgcHB1EUJZPJowWRTqdTqVSr1arVak0mE4vFstlsCIL4+vomJiZSqVSVSuVwOFAUtVgsa9asOXHixI0bN1544QWlUtnR0REZGdnW1nb16lUKhcLn80f7OJvN5paWFqvV6nA4NBoNgiA8Hk8qlX722WfYQxixWBwREeHOnQq6urpKSkqkUqnBYFi6dGlubu62bdvmYmOsXq8/fvx4fn6+p6fnvXv3CgsLo6OjIyMjDQaDzWZLSEiADnzAbeG/0B8+fFiv1xcUFLS0tFRUVKhUKpPJtGTJkqampoaGBq1W6+/vz2QyGQyGRqNhsVhbtmzBupoZjUZk3OwTRqMRm0mDx+NNv7C2trY6HA4ej8fhcMrKyiQSidVqpVAodrtdq9VijaskEolCoSxcuJDBYBAIBBaLZTAYLBZLT08P9jiFSqXSaDTsCdI045kJBoOhq6vrrbfeMhqNZ8+ejYiIiI6Onv73j9lhNpt7e3s1Go1KpVKpVCQSyWw219fXq9VqGo1WXFycm5v78ssvuzpMAKYEb4XeaDRWVlbW1tb29PS0tLTweLxbt27Z7fbw8PCwsLBFixZxuVwajdbQ0NDX15eXl8disZz4r89bDoejtbW1u7u7t7e3v79frVabTCaRSBQVFZWcnLx06dJHLLPgcg6Ho7GxsaWlRS6Xt7a2NjQ0DA8PYy0QPB6PRqNxOByLxUKj0UJCQjgcjt1u9/LywppDXB07AFOCnykQuru7t2/fzuVya2pqTCYTdguGtSVGRkYeOHBg/M7uXHfcTUdHx0cffUSlUolEot1up1Ao2Kcj9gM2N/fw8PCKFSuioqIyMzNDQkJ8fHzc/+FMY2NjRUXFlStX7t+/HxQUJBKJfHx8YmJisrOzoUEPzE+u/3+/efNmqVRKIpEIBAKRSCSTyVarVSAQrF69mkQiaTSa0tJSlUrl5eU1ODhIoVBEIpG/vz+2FPVceVzgngICApYtW9bS0pKWliYSiUgkEolE8vLyioyMNBqNdrvd09PTz8/P/f/IRqOxqKiooqJieHhYrVYLhcLFixdv3boVJi8EAOPiQj80NHTlypUdO3YIhUJsC4VCYTAYDAajoaEBQRAul5uRkSGRSLRabVRUVFBQUFJSUnBwsMlkkkgkcP/+aI2Njf39/c888wyZTC4sLMSWKfD09KTT6Uwmk8Vicbnc6OjoxsbGyspKi8XS3NxsNptv3rwZHx8/OxHKZLLTp0/LZDJsQR+r1Uqj0SIiIhITEzdt2jTpdLXjKZXK3bt3SySSZ555Jj8/n8PhzE7YAMwts/SM3uFwVFZWKpXKgICAJUuWjP/639bWhvXjPnLkiNls5nA4IpHo4MGDMzpYaZ64du3awYMHBQJBWFhYUFAQhUIxm81yubytrU2pVDocjjNnzlAolO7u7qGhIQaDIRaL16xZM1ou1Wp1c3NzbW2tRCL5/vvvpVJpVFTU7du3nRKbTqcrKCiQy+U5OTkhISGjzc5KpfLEiRN1dXVJSUmXL19+xBG6u7tXrlz529/+dtY+lgBwN270jH5gYCAqKmrJkiXR0dH9/f0tLS1+fn5paWlYB/awsLDf/OY3CIKkpKRcunSpublZpVLt3buXxWJhi4olJyeHhobCJCFPYc2aNRaLpa6uTqFQdHZ2rly5srS0dMGCBTweTyQSRUdHoyhKpVJff/31CZN3X7t27YMPPrBarV5eXvfu3TMajUFBQc8995wTJ6fctWsXhUJ5+IBqtdrLyyszM7Ozs/PTTz/F1jyZ1OXLl9ls9p/+9Cc/Pz8Wi+Xj48NgMCwWi1artVgsAQEBk66kAcA8NBt39CMjI0ePHr19+/YPP/ygVqux8ZZNTU09PT07duw4cuTI6Bs//PBDi8USFhYWFxfn6+vrcDhu3rxZWVkpkUiGh4eHh4c5HE5ycvLmzZudHjPuSSSSCxcuLFq0SC6Xq9VqbPots9kslUr/85//pKenj9/5vffeO3/+PPZ/Y+fOnWQy+W9/+9udO3fYbLavr++vfvWrHTt2jN+/qqrq3Llz/f39y5Yt+93vfvdjMVgsFqPR2N/f//XXXx8/fvzll19etWrVj+0slUrff//93t7eH2skqK6ubmtrwzrLqlSqrKysr7/++vDhw0KhcOHChXK5HBsSQaVSLRYLlUqlUCg0Go1Go2GLNS9fvjwmJuZJ/oQAuB337V6JjTJVq9UMBsPHx2f06TyCIFKp9Lvvvmtra4uOjs7Lyxvd/stf/vL48eMsFis+Pj4tLe3Ra4mBR0BR9NSpU3K5fGBggEgkEolEm80WGxt77Nix8QtW6PX61tZWGo02fo5cg8GQmpqqUCgiIyOxkaIajQb7wDh//vyLL76IjZk6c+bMhg0bJvy7nZ2dBw4cqKysxBoGUlJSUlJSqFRqX1/fwMCAWq1WqVQajQbr3o6NILPZbDt37ty6deujM2pvb1coFNgbtVptd3e3TCZrbGzElmGy2WzYc0IqlYrNcECj0ahUqpeX19q1a59o1U0A3JB7FXqLxYLdYfH5/ElbzDo7O6uqqvR6/cjIiNFoRFFUrVYjCKLX661Wa0NDQ1VVFRZqRkbGO++84/SY57Nvv/329OnTFArFZrNh7Z92u93X11ev19tsNmyS+pSUlEWLFgkEAoVCgS1hodFoxGJxeXl5W1sbnU738PCwWCw5OTmTPt4pLi5+8803hUIhlUrlcDhms5nJZKIoKhAIQkNDvb29vb29fX19sckY+Hz++EdJFoulsrKyr6+vvr6+sbFRq9V6e3sLhUK5XN7X10ej0QQCAYvF4nA4DAaDzWbT6fSQkBD37wYKwPS5V6H/4x//+Oc//9loNJrNZhqNFh4efvDgwY0bN5aVlYWFhQUGBr711ltVVVVKpbK3t5dIJGZlZa1atYpGoxGJRCaTSSKR6HQ6hUKBq3eWWSwWlUqFoqhEIsEKK7bOHJ/PH20tF4lE//jHP2w2G4FAeKKO6haLxWAwYJ/ofn5+NBoNe8YyusMPP/xQXFx88uTJhIQEgUAQGBgYGBjIYrFUKtXg4KC3t7d7jhwGYNa4V6EfD5s0BhvI+vHHHxcXFxcUFGDtsQiCdHZ25ubm6vX6vLy81NRUmGbE3RQWFtbV1WFrxi5dulSpVPr4+ISGhg4ODubk5DzcfNLa2trb21tTUyOVSgcGBrCZltVqNYFAIJFILBYL+zgfGBjQaDRdXV0XL150OBz3799vaGiora199tlnU1JSoCkegEm5V6H/9ttvT548yWKxRCLR2rVrJzSC9fb2yuVynU43PDxcUVHR3Nzc2dkZGhr6xhtvTFjpGLic2Wxuamrq7++n0WgeHh719fUlJSWLFy/Oz8/ftm0bNrZWLpd/+eWX5eXlzc3NQqHQ19c3IiICm1t/Qvee8YaGhk6fPk0ikXg8nkAg8Pf3F4vFs5gZAHOPKwt9ZGQkg8HQ6/UIgthstvDwcA6Hc/fuXbPZ7OXlJRaLsRnbscm8FArFhQsXRCJRcnIyk8nEGvrcfzQmGKVUKt9++202m718+XKHw9HS0oKi6MqVKxMTEx874gkAMB2uLPQ/+clP1Go1k8nEnqrLZDKBQPD+++9jYy9RFMUe7+r1eqz/g5eX1/gns2CG2O12rDOi09lsNpVKhU3gDMsAATyx2Wwmk8nVUUyOz+fn5+dPZc8ZKfRisbivrw+bAtBqtZrN5se+hUKhLF26FPo1g6ljs9nwiQLmrX//+9+ffPLJFCcJnpHrhEKhvPTSS3FxcaO9JLH+FQiCGAyGkZERtVqt1+u1Wq1Wq1UqlUajUafT+fr6/v3vf5+JeAAAAGdqamqmPhX8jBR6MpmckZHhzksJAgDA/AGdFwEAAOeg0AMAAM5BoQcAAJyDQg8AADgHhR4AAHAOCj0AAODcxEKPzVuAIMjt27dPnjzZ1dU16yEBAABwprFCf//+/ZiYGGxAbUVFRUpKyj//+c/ExMSysjKXRQcAAGDaxgr9rl27tmzZcu7cOQRB3n333UOHDlVUVHz66ad/+MMfXBYdAACAaRsr9LW1tYWFhUQiUa1W19bWYgsrp6enS6VS14UHAABgusYKvVarxaY2vHHjRnx8vIeHB4IgJBIJFnUCAIA5bazQJyYmfv755zqd7ujRo9nZ2djGkpKShIQEF8UGAADACcYmNTt8+PDGjRt///vfR0dH79ixA0GQDRs2VFdX19TUuC48AAAA0zV2Rx8TE9PR0dHT0yORSJhMJoIgeXl5TU1N4eHhrgsPAADAdD3Qj55IJJJIJIVCgb185ZVXfH19XREVAAAAp3lgPvqioqJvvvmGSCSuX7/+F7/4hatiAgAA4EQPFPrz589fu3YNQZB169ZBoQcAAHx4oNAnJCTs378fQZD4+HgXxQMAAMDJHij0Bw8evHz5MoFAWL9+vasCAgAA4FwPFHoCgbBx40YEQXQ6HYvFIhAILooKAACA04z1ujGZTAcOHBCLxQsWLOBwOFQqNSIiYv/+/RaLxYXxAQAAmKaxQv/666/fvn37xIkTCoXCarUqlcri4uLGxsZf//rXLowPAADANI09url48WJ3dzedTsde8ni8lJSUpKSkkJCQR7y/uLi4qalpwkaFQmEymZweKwAAgKcwVuiFQuHVq1dzcnLG//rmzZt8Pv8R71+1alVMTMyEjTKZLCoqyolRAgAAeGpjhf7YsWMvvPDCnj17oqKi2Gy2Xq+XyWSDg4NfffXVI94fHBwcHBw8YaNIJCKTyZPuDwAAYJaNleNly5Z1dHSUl5d3dXUNDQ3xeLyCgoLVq1eTSCQXxgcAAGCaHrjvJpFI6enpCHSvBAAAHIHulQAAgHPQvRIAAHBuut0rAQAAuLmxO3qse+WEXz+2eyUAAAA3N93ulQAAANwcdK8EAACcm7x7JQAAANwgPn4XAAAAc9nYHX1fX59Op5t0J7FYPFvxAAAAcLKxQn/q1Kn33nuPQCA83M1GoVDMblQAAACcZqzQ79y5MywsbN++fRKJxIUBAQAAcK4HntGvX78+NjbWVaEAAACYCQ8UeiaT+cUXX7gqFAAAADMBet0AAADOQaEHAACcg0IPAAA4B4UeAABwDgo9AADgHBR6AADAOSj0AACAc1DoAQAA56DQAwAAzkGhBwAAnINCDwAAOAeFHgAAcA4KPQAA4BwUegAAwDko9AAAgHNQ6AEAAOeg0AMAAM5BoQcAAJyDQg8AADgHhR4AAHCOPEPHbWxstFgsTjygTCZDUdSJB3RbRqORwWC4OorZMK8ypdPpBALB1YHMOLPZTKVSiUT830HabLbQ0FAX/gfW6/VT33lGCn1mZubFixf/+9//OvGYZ86c8ff3d+IB3VZ3d7dIJHJ1FLOhp6cnICBgPpQ/hULB5/MpFIqrA5lxAwMDLBaLTqe7OpAZp1KpwsPDIyMjXRXA2rVrp74zYa7cJqelpZWXl7s6itkwfzLdsGFDaWnpfCgK27Zt2717d3BwsKsDmXG7du3Kzs5OSUlxdSAz7siRIyKR6Kc//amrA5kS/H/DAgCAeQ4KPQAA4BwUegAAwDko9AAAgHNQ6AEAAOdmqh+9061evdrVIcyS+ZPpihUr5kOPQwRB4uLiOByOq6OYDVFRUT4+Pq6OYjaEhYXNoUznTPdKAAAATwce3QAAAM5BoQcAAJyDQg8AADgHhR4AAHAOCj0AAOAcFHoAAMA5KPQAAIBzUOgBAADnXFnoP/zww76+vtGXq1evJvy/7OxsbGNtbW1CQoK3t/f27dtNJtPDB8nPzy8oKMB+1mq1FArl2LFj2Mvq6moqlWo0Gmc4j8ebkOmkSeEjUwyOT+XUPTbfOefpTiuCIN7e3mQymTJOV1fXLAb+ZJxytSLuljXqCgaDobS0lEQiYQsEYgICAu7fv6/X6/V6vclkQlHUZrMJhcILFy4YjcZNmzZ98MEHKIo6HI6dO3emp6cXFRWhKPr5559HRUVhR/jqq68YDEZOTg728pNPPlmxYsVs5/aghzOdNCkcZDoeLk/lE5lKvnPO051WFEX5fP69e/dcGfrUOPFqRd0sa9cU+pdeeikmJoZMJo/+QU0mE4vFmrDb9evXY2JisJ9v3boVERGBouilS5f27Nljt9ufe+45hULR0dFBIBBUKhWKom+88cY777zj4eFhtVpRFM3Ly9u1a9fsZTWZhzOdNCkcZDoKr6fyiUwlX5cG+MSe+rSiblbyHsGJVyvqZlm75tHNF198IZFI+Hz+6JbOzk4ymZyYmMjj8TIzM9vb2xEE6erqio6OxnaIiooa/eKDLT1MJBJRFA0KChKJRDU1NQiC3LhxY+vWrUFBQdjL6upql08Q9nCmkyaFg0xH4fVUPpGp5Ouy4J7KU59WVwX8FJx4tc5q3FPgLo2xWq12+fLlZ8+eVSqVsbGxW7ZsQRBkaGiIzWZjO7DZ7JGREZ1Ot379eoPBkJmZmZWVtXDhQgRBUlNTq6qq5HK5SqWKjo7OzMy8du2aQqGQy+XLly93ZVaTmTQpPGU6f07lI0wx3zlkOqcVQZCEhITRR9VcLtdlaTyh6VytiDtl7S7TFCclJV26dAn7ed++fSwWa3h4mMfj6fV6bKNOpyOTySwWi0AgHDp0aPx7U1NTS0pKQkJC0tPTEQTJzMzcvXt3bGxsQkICi8Wa5UQea9Kk8JTp/DmVjzDFfOeQ6ZxWBEHq6uqWLFkyqxE7w3SuVsSdsnaXO/ra2tpbt25hP5NIJBKJRKPRQkJCmpubsY0ymSw4OJhAIDz83tTU1JqamqtXr65duxZBkJUrV0ql0suXL7vnl/1Jk8JTpvPnVD7CFPOdQ6ZzWueu6Vyt7sWF7QMCgWC00aOsrMzHx6epqclut+/duzcrKwtFUZvN5u/vX15ebrPZXnzxxX379v3YoQIDA6lUand3N/Zy3bp1VCr10qVLs5DFVIzPdNKkcJMpivdTOUVTz3eumM5pdatmycdy1tXqVlm7S6FHUfTIkSPYoi0/+9nP+vv7sY137tyJi4sTiUSvvvrqyMjIjx3qlVdewdq+MYcPHyaRSBqNZuaCfyITMp00KXxkisHxqZy6KeY7hzz1aeXz+VQqdcE4586dm8XAn4yzrla3yhpWmAIAAJxzl2f0AAAAZggUegAAwLn/A9SX+CSGKiEDAAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-3"/></p>
  220. <p>It seems we have to reduce our area of interest to Germany.</p>
  221. <p>But what do these sensor stations actually measure? Lets find out.
  222. <code>osem_phenomena()</code> gives us a named list of of the counts of each observed
  223. phenomenon for the given set of sensor stations:</p>
  224. <pre><code class="r">phenoms = osem_phenomena(all_sensors)
  225. str(phenoms)
  226. </code></pre>
  227. <pre><code>## List of 432
  228. ## $ Temperatur : int 1607
  229. ## $ rel. Luftfeuchte : int 1421
  230. ## $ PM10 : int 1200
  231. ## $ PM2.5 : int 1198
  232. ## $ Luftdruck : int 824
  233. ## $ Beleuchtungsstärke : int 480
  234. ## $ UV-Intensität : int 471
  235. ## $ Luftfeuchtigkeit : int 84
  236. ## $ Temperature : int 49
  237. ## $ Humidity : int 42
  238. ## $ Helligkeit : int 25
  239. ## $ Lautstärke : int 21
  240. ## $ Schall : int 20
  241. ## $ UV : int 20
  242. ## $ Pressure : int 19
  243. ## $ Licht : int 18
  244. ## $ Luftfeuchte : int 14
  245. ## $ Umgebungslautstärke : int 14
  246. ## $ Lämpötila : int 13
  247. ## $ Ilmanpaine : int 12
  248. ## $ Signal : int 12
  249. ## $ Feinstaub PM10 : int 10
  250. ## $ Feinstaub PM2.5 : int 9
  251. ## $ Kosteus : int 8
  252. ## $ Valonmäärä : int 8
  253. ## $ temperature : int 8
  254. ## $ PM01 : int 7
  255. ## $ Temperatur DHT22 : int 7
  256. ## $ UV-säteily : int 7
  257. ## $ Niederschlag : int 6
  258. ## $ UV-Strahlung : int 6
  259. ## $ Wind speed : int 6
  260. ## $ Windgeschwindigkeit : int 6
  261. ## $ humidity : int 6
  262. ## $ Ilmankosteus : int 5
  263. ## $ Wassertemperatur : int 5
  264. ## $ Windrichtung : int 5
  265. ## $ rel. Luftfeuchtigkeit : int 5
  266. ## $ Druck : int 4
  267. ## $ Light : int 4
  268. ## $ Temperature 1 : int 4
  269. ## $ UV Index : int 4
  270. ## $ UV-Säteily : int 4
  271. ## $ lautstärke : int 4
  272. ## $ rel. Luftfeuchte 1 : int 4
  273. ## $ relative Luftfeuchtigkeit : int 4
  274. ## $ Air pressure : int 3
  275. ## $ Batterie : int 3
  276. ## $ Battery : int 3
  277. ## $ DS18B20_Probe01 : int 3
  278. ## $ DS18B20_Probe02 : int 3
  279. ## $ DS18B20_Probe03 : int 3
  280. ## $ DS18B20_Probe04 : int 3
  281. ## $ DS18B20_Probe05 : int 3
  282. ## $ Licht (digital) : int 3
  283. ## $ Luftdruck (BME280) : int 3
  284. ## $ PM 10 : int 3
  285. ## $ PM 2.5 : int 3
  286. ## $ Temp : int 3
  287. ## $ Temperatur (BME280) : int 3
  288. ## $ Temperatur HDC1008 : int 3
  289. ## $ Temperatura : int 3
  290. ## $ Temperature 2 : int 3
  291. ## $ UV-Index : int 3
  292. ## $ Valoisuus : int 3
  293. ## $ Wind Gust : int 3
  294. ## $ pressure : int 3
  295. ## $ rel. Luftfeuchte DHT22 : int 3
  296. ## $ 1 : int 2
  297. ## $ 10 : int 2
  298. ## $ 2 : int 2
  299. ## $ 3 : int 2
  300. ## $ 4 : int 2
  301. ## $ 5 : int 2
  302. ## $ 6 : int 2
  303. ## $ 7 : int 2
  304. ## $ 8 : int 2
  305. ## $ 9 : int 2
  306. ## $ Air Pressure : int 2
  307. ## $ Anderer : int 2
  308. ## $ Battery voltage : int 2
  309. ## $ CO2 : int 2
  310. ## $ Feuchte : int 2
  311. ## $ Illuminance : int 2
  312. ## $ Intensity : int 2
  313. ## $ Leitfähigkeit : int 2
  314. ## $ Lichtintensität : int 2
  315. ## $ Luftdruck BMP180 : int 2
  316. ## $ Luftfeuchte (BME280) : int 2
  317. ## $ Luftqualität : int 2
  318. ## $ Lufttemperatur : int 2
  319. ## $ PM25 : int 2
  320. ## $ Radioactivity : int 2
  321. ## $ Radioaktivität : int 2
  322. ## $ Regen : int 2
  323. ## $ Relative Humidity : int 2
  324. ## $ Sound : int 2
  325. ## $ Temperatur (DHT22) : int 2
  326. ## $ Temperatur BMP180 : int 2
  327. ## [list output truncated]
  328. </code></pre>
  329. <p>Thats quite some noise there, with many phenomena being measured by a single
  330. sensor only, or many duplicated phenomena due to slightly different spellings.
  331. We should clean that up, but for now let&#39;s just filter out the noise and find
  332. those phenomena with high sensor numbers:</p>
  333. <pre><code class="r">phenoms[phenoms &gt; 20]
  334. </code></pre>
  335. <pre><code>## $Temperatur
  336. ## [1] 1607
  337. ##
  338. ## $`rel. Luftfeuchte`
  339. ## [1] 1421
  340. ##
  341. ## $PM10
  342. ## [1] 1200
  343. ##
  344. ## $PM2.5
  345. ## [1] 1198
  346. ##
  347. ## $Luftdruck
  348. ## [1] 824
  349. ##
  350. ## $Beleuchtungsstärke
  351. ## [1] 480
  352. ##
  353. ## $`UV-Intensität`
  354. ## [1] 471
  355. ##
  356. ## $Luftfeuchtigkeit
  357. ## [1] 84
  358. ##
  359. ## $Temperature
  360. ## [1] 49
  361. ##
  362. ## $Humidity
  363. ## [1] 42
  364. ##
  365. ## $Helligkeit
  366. ## [1] 25
  367. ##
  368. ## $Lautstärke
  369. ## [1] 21
  370. </code></pre>
  371. <p>Alright, temperature it is! Fine particulate matter (PM2.5) seems to be more
  372. interesting to analyze though.
  373. We should check how many sensor stations provide useful data: We want only those
  374. boxes with a PM2.5 sensor, that are placed outdoors and are currently submitting
  375. measurements:</p>
  376. <pre><code class="r">pm25_sensors = osem_boxes(
  377. exposure = &#39;outdoor&#39;,
  378. date = Sys.time(), # ±4 hours
  379. phenomenon = &#39;PM2.5&#39;
  380. )
  381. </code></pre>
  382. <pre><code class="r">summary(pm25_sensors)
  383. </code></pre>
  384. <pre><code>## boxes total: 788
  385. ##
  386. ## boxes by exposure:
  387. ## outdoor
  388. ## 788
  389. ##
  390. ## boxes by model:
  391. ## custom homeEthernetFeinstaub homeWifi
  392. ## 28 37 6
  393. ## homeWifiFeinstaub luftdaten_pms1003_bme280 luftdaten_pms5003_bme280
  394. ## 57 1 2
  395. ## luftdaten_pms7003_bme280 luftdaten_sds011 luftdaten_sds011_bme280
  396. ## 2 33 135
  397. ## luftdaten_sds011_bmp180 luftdaten_sds011_dht11 luftdaten_sds011_dht22
  398. ## 14 31 442
  399. ##
  400. ## $last_measurement_within
  401. ## 1h 1d 30d 365d never
  402. ## 764 777 780 785 3
  403. ##
  404. ## oldest box: 2016-06-02 12:09:47 (BalkonBox Mindener Str.)
  405. ## newest box: 2018-05-24 20:29:50 (Stadthalle)
  406. ##
  407. ## sensors per box:
  408. ## Min. 1st Qu. Median Mean 3rd Qu. Max.
  409. ## 2.000 4.000 4.000 4.615 5.000 12.000
  410. </code></pre>
  411. <pre><code class="r">plot(pm25_sensors)
  412. </code></pre>
  413. <p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-7"/></p>
  414. <p>Thats still more than 200 measuring stations, we can work with that.</p>
  415. <h3>Analyzing sensor data</h3>
  416. <p>Having analyzed the available data sources, let&#39;s finally get some measurements.
  417. We could call <code>osem_measurements(pm25_sensors)</code> now, however we are focussing on
  418. a restricted area of interest, the city of Berlin.
  419. Luckily we can get the measurements filtered by a bounding box:</p>
  420. <pre><code class="r">library(sf)
  421. </code></pre>
  422. <pre><code>## Linking to GEOS 3.6.1, GDAL 2.1.4, proj.4 4.9.3
  423. </code></pre>
  424. <pre><code class="r">library(units)
  425. library(lubridate)
  426. </code></pre>
  427. <pre><code>##
  428. ## Attaching package: &#39;lubridate&#39;
  429. </code></pre>
  430. <pre><code>## The following object is masked from &#39;package:base&#39;:
  431. ##
  432. ## date
  433. </code></pre>
  434. <pre><code class="r">library(dplyr)
  435. </code></pre>
  436. <pre><code>##
  437. ## Attaching package: &#39;dplyr&#39;
  438. </code></pre>
  439. <pre><code>## The following objects are masked from &#39;package:lubridate&#39;:
  440. ##
  441. ## intersect, setdiff, union
  442. </code></pre>
  443. <pre><code>## The following objects are masked from &#39;package:rgeos&#39;:
  444. ##
  445. ## intersect, setdiff, union
  446. </code></pre>
  447. <pre><code>## The following objects are masked from &#39;package:stats&#39;:
  448. ##
  449. ## filter, lag
  450. </code></pre>
  451. <pre><code>## The following objects are masked from &#39;package:base&#39;:
  452. ##
  453. ## intersect, setdiff, setequal, union
  454. </code></pre>
  455. <pre><code class="r"># construct a bounding box: 12 kilometers around Berlin
  456. berlin = st_point(c(13.4034, 52.5120)) %&gt;%
  457. st_sfc(crs = 4326) %&gt;%
  458. st_transform(3857) %&gt;% # allow setting a buffer in meters
  459. st_buffer(set_units(12, km)) %&gt;%
  460. st_transform(4326) %&gt;% # the opensensemap expects WGS 84
  461. st_bbox()
  462. </code></pre>
  463. <pre><code class="r">pm25 = osem_measurements(
  464. berlin,
  465. phenomenon = &#39;PM2.5&#39;,
  466. from = now() - days(20), # defaults to 2 days
  467. to = now()
  468. )
  469. plot(pm25)
  470. </code></pre>
  471. <p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-9"/></p>
  472. <p>Now we can get started with actual spatiotemporal data analysis.
  473. First, lets mask the seemingly uncalibrated sensors:</p>
  474. <pre><code class="r">outliers = filter(pm25, value &gt; 100)$sensorId
  475. bad_sensors = outliers[, drop = T] %&gt;% levels()
  476. pm25 = mutate(pm25, invalid = sensorId %in% bad_sensors)
  477. </code></pre>
  478. <p>Then plot the measuring locations, flagging the outliers:</p>
  479. <pre><code class="r">st_as_sf(pm25) %&gt;% st_geometry() %&gt;% plot(col = factor(pm25$invalid), axes = T)
  480. </code></pre>
  481. <p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAMAAACR9g9NAAAC1lBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcIAAAICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycpKSkqKiosLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFDQ0NERERFRUVHR0dISEhJSUlKAABKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1daWlpcXFxeAwNfX19hYWFiAQFiYmJjY2NkZGRmZmZnZ2doAABpaWlra2tubm5vb29wcHBxcXFycnJzc3N1dXV2dnZ3d3d4eHh6enp7e3t9fX1+fn5/f3+AgICBgYGDg4OFhYWIiIiJiYmLi4uMAACNjY2Pj4+RkZGSkpKUBASUlJSVlZWWlpaXAACXl5eYmJiZmZmampqcBQWdnZ2hoaGjo6OkpKSmpqanp6epqamqqqqrq6usrKytra2vAQGvr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi6urq7u7u8AQG9vb2/v7/AwMDDw8PExMTFxcXGxsbIyMjJycnMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLTAwPT09PU1NTWAQHW1tbX19fY2Nja2trc3Nzd3d3gAADg4ODhAADh4eHi4uLj4+PkAQHk5OTl5eXm5ubn5+fo6OjpAADp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7/AAD/AQH/AgL/AwP/BAT/BQX/Bgb/Bwf/CAj/CQn/Cgr/DAz/Dg7/Dw//EhL/FRX/GRn/Hx//Kir/Pz//fn7////mL83TAAAACXBIWXMAAAsSAAALEgHS3X78AAARhklEQVR4nO2djbsUVR3Hz+zeC12uhFCCohYmal00jdQoRUUMkMyX1DIVK7FSSqAsKysp0dJ8yUISFE0jlbKyN1QyNRVSUdCLcsHLzC4vZpq8nf+gnbm8yC57d9hzzpxz5vv9PA/7LDP3+c157ufu7Oye35yvkAQSYXsAxA4UDwrFg0LxoFA8KBQPCsWDQvGgUDwoFA8KxYNC8aBQPCgUDwrFg0LxoFA8KBQPCsWDQvGgUDwoFA8KxYNC8aBQPCgUDwrFg0LxoFA8KBQPCsWDQvGgUDwoFA8KxYNC8aBQPCgUD0pj8SdtJ4PRkMxoLP62hG/tdWQGoyGZke5U/8rXB33vNcMjIZmSSvydB3/qCdMDIdmSQvwzZ7/vNvMDIdnSWPyM936l0/w4SMY0Fi+K/XvIYDQkMxqLX7KdDEZDMiPNxd3iZ4wPg2RNCvHXTDztWvMDIdmSQvyJ3d381i53pBB/2fTpl5kfCMmWFOLXzJm7xvxASLaknZ1banQUJHMai3/2/KOnPH9Uy2ELMxgNyYzG4ieceeupg6/pvmpMBqMhmdFY/IDl8om2Ltk5KIPRkMxoLP6Q2+UNYqF8cHgGoyGZ0Vj8rH777TujY/LwGRmMhmRGiqv6pQ90yvnT59Vsf/4W4jC3rlIVH/NCZ+22m8+5lrjLqEcVxU94VT56TKH1lJ2zc7PPSjji7HR/NMQKF6iKF53yxCmvdE09c8eWVS8mfPEzyoMj5tAhfuBqKV8bUr3jEr7iXUZd/CL5kUVSLjy0egfFO42y+OMO7D9wnJw/5AfVOyjeaZTFS/nqwgVywT01myneaTSIT1hW80Ge4p1Gl/j72qq3ULzT6BJfC8U7jQbxy5LH5dWb3RXfWmi1PQT7KIt/qKNw8G1Srqz5SWfFixjbg7COsviPfWfVvfv91iPxQTxSEdgehm2Uxe/dLeXsD63yR3zivAD/klcWf8RdlYezv+SP+CDY/gCNsvg79vr4C3LZMSO9Ed8iirIoWmwPwzbqV/VP3tQp5aqfT6ne7qr4ymleiILtQVhHz+f43TViOCuexCiLr23E2AbFO42BRoxtULzTsBEDFDZigMJGDFDYiAEKp2VBoXhQKB4UigeF4kGheFAoHhSKB4XiQaF4UCgeFGXxdePHKN5plMXXjR+jeKfRcqrfbfwYxTuNDvG7jx+jeKdRF18vfozinUZZfN34MYp3GvWeu3rxYxTvNMri68aPUbzTaLi4qxM/RvFOoy6+XvwYxTuNuvh68WMU7zTq4uvFj1G806iLrxc/RvFOo2d27sWXardRvNMoi39k9OOPHVtsOeHJ6h0U7zTK4o+dtnri5StXTh1fvYPinUZZ/KAuedDLUnbvU72D4p1GWfwpN8pzZkl5F+fj/UJZ/FOHjxxfPHnMAQuqd1C802j4OHfvdVfOnLe6ZjvFOw1XvQLFwKpXv+qJHzuMMcMuY2DVqy7Gj3kAV70ChategcJVr0DhqlegMH4MFMaP7RHry5ttD0ETvFt2D3gzrFCyPQo9IMaPNU0YSbkhfNv2MLQAGD/WPOHW+CEfL3m8+DEFkhd7WLY9DC3gxY8pEIWbZCl52fsPXvyYClHl4m6d7UHoAS9+jCQAxo+RGDZigML4MVAYP2adQhBYCDxlI4ZtAhEEFiJP2YhhmWGiQ8o+2aeasxHDMsXkV+yheDZiqDFUTJOyzUvxdaD4dFTe4Ctv8+l/vhyG0Rvqh6V46xSEKKb/6XJYej2eM1CF4j0jmRWOGwMUoXjPCDdUHiKKhyNxrqEngOI9483KtZ2GMz3Fe8eWKNLRA0TxoFA8KBQPCsWDwvgxUBg/Bgrjx0Bh/BgojB8DhfFjoDB+DBTGj4HC+DFQGD8GCuPHQGH8GCiMHwNF0+zc/bWbKN5pNImv+RRP8Y6jLH5yW4xow1jZMj8oi18xadRDS5a08wscz9Bwqp89Yg5P9d6h4z1+8diLKN43tFzcrbn63NqNFO80XPUKFAOrXt05KeFwxo+5jIFVrzoXJZx3lurYiEG46hUoXPUKFK56BQpXvQKF8WOgMH4MFN4tCwrjx0Bh/BgojB8DhfFjoDB+DBTGj4HC+DFQ2IgBCuPHQGH8GChsxACFjRigsBEDFDZigMJpWVAoHhSKB4XiQaF4UCgeFIoHheJBoXhQKB4UigeF8WOgMH4MFMaPgcL4MVAYPwYK48dAYfwYKIwfAyWH8WPfHD5ijqVDe0T+4sdGtl/46Zapdo7tEbmLH1te7JLyvj5Wju0TuYsfu37v+LHFwpHXR9F6C4dtktzFj71QfE3KP7Rmf+BSGEVhKfvjNkn+Vr3qGDD1wpYvZ3/ccEPlRR8aKr7hbd0Vc7jq1cX7f+D67I/6VuI81C4ophRW2Ki3Jle90kW4RcotRl7xm8K1UkaR3qJc9UoXUbh2bajZTg+l+M9J998UV73SRhSa8S7LsfPNronnqlfG2RKW5VbnTvVc9co85cq1XbRFb02uegWKgVWv5jF+zAMMrHr10rb4sZp1sIhDcNUrULjqFShc9QoUrnoFCuPHQGH8GCi8WxaU/DVikFTksBGDpIGNGKCwEQMUNmKAwkYM7yhFZQ1V2IjhGVvDMAo1tGGxEcMzkhYsDTduMH7MMxLnGhrwGD/mGYlzR8SzESND1oalraXwdeU6bMTwjbjldq16GTZiOEspNHnzLRsxVCgEBWO1o7BUMnRrTgynZZvneCECofAb6p1wk5T/NXXbNcWrEASVBxGYKb6h57brre/cVoqi/+mqT/HNI+LzfGBIvAwrjl/f5RUfxWtu6FptheKbJ3FuTHyi+Z3v8eviv4KSrpM/xTdPqyj0D0Q/U+XL0a6zMcm3Ntpuk6d4BVqEENktrJbcJl+meDzCaG1J20d7iveHTVEY6piKT6B4UCgeFIoHheJBoXhQKB4UL8T3DT7/t+gNbeWI9CNitCh+/e/v/lLfR1gi/YgYFZ8NN0vxZ3Nz04j4EDEq4ikpUaB4nfgQMSp+GIv/CcXrxIeI0YL4x78++QWPYj/S0a9gMzLJi4jRlnf9+J+58x6ICtOsHZ4Ro5YoiuMNtu80hhGjlkicF4316DYkhxGjfpCIL/gs3rWIUU/oK4qyjzB3P0Yjchcx6g3FyrWdvbf4/EWMknTkLmKUpINLoYDCpVBA4VIooHApFFAMLIVy75SEj56sPDhiDgNLoSz9XcI5ZygPjpiDS6GAwkwaUJhJA4oX7dVEP8ykAYWZNKAwkwYUZtKAwkwaUJhJAwozaUBhIwYobMQAhY0YoLARAxRm0oDCTBpQ2IgBCqdlQaF4UCgeFIoHheJBoXhQKB4UigeF4kGheFAoHhSKB4XiQaF4UHyIJiEG8CGaxBJRGO6S354vfIgmsUM5/I98I78JSD5Ek9ghirY/5BIfoknsQPG9k0U0iRVK4Sa5KXeBKDtgNEldeHHXKzmOJtm6bqvtIZiD0SSgMJoEFEaTgMJoEptMCwJbcUSMJrHIMCECW2mTmmbnltZuoviGJNlzlqKolMU/e/7RU54/quWwhdU7KL4hSeycpZhR9aVQzrz11MHXdF81pnoHxTckce6r+AHL5RNtXbJzUPUOim9IXxG0BmKAlWMriz/kdnmDWCgfHF69g+Ib06dyddfPzqGVxc/qt9++MzomD59RvYPinUb9qn7pA51y/vSagAqKdxtNH+fur91E8U6jSfw7J2V/w/gxD1AWP7ktRrTtzKR5blv82OnKgyPmUBa/YtKoh5Ysac/jfHyu0XCqnz1ijqzpv6F4x9HxHr947EUU7xtaLu7WXH1u7UaKdxomTYLCpElQeLcsKF4nTfYNgqLxg+QUn5MmCyIILPWv+I/PSZOiRcqhYpjpw+QTn5Mmk0MKnuybwuekSdEeP+xsYNmw0fQRc4TPSZOBKBTFjuOWwgqbTR8zN3idNFkQO6/t3grX5fl2du3kJmmyFFYeNoaZHlOF9ha7x89N0mQi/i1fxA8VFWzdPZWQm6TJt8Oy3OrNQgZxM31fsZs5zczIT9JkOV7AwpeVDJJvH6y+5Jk0aYXkQ6jf4pk02QyB6Kh8JrH5pSOTJu0QVC7urF7Xc1oWFIoHheJBoXhQKN4BOoqFjqyPSfH2Kcbf32bdVkDx9omlFxV+001B8dYZ1tNJlPGKKBRvnx7xx2d7UIq3jwimTQt4qsdjaCBEMDjjg3oQP9ZqZz2wnON8/Fgh/qwztNcfidssc5sWZQrX48cGi9Z4Kqu3HymHayv/1uk4GhCux48V4hEc3+swch4XZQjX48eSLzaG9jqMJCmK4vcQ1+PHOkSh8oLv9c7IKG6tzW9OmCGcjx9rqVzbBb2v5R/mOifMELmIH1tXWp/ZsfIC48dAYfwYKIwfA4XxY6AwfgwUPbNzL75Uu43inUZZ/COjH3/s2GLLCU9W76B4p1EWf+y01RMvX7ly6vjqHRTvNMriB3XJg16Wsnuf6h0U7zTK4k+5UZ4zS8q7TM3HY/BmFGU82aAs/qnDR44vnjzmgAXVOyg+PevDKAqzXcZFw8e5e6+7cua81TXbKT49yRxTtl1EjB9zgfAtmXVLgYH4sfk98WNHj2t6UHAk3QTZthQYiB97+u6EKVcoDw6GchiVI8/e4+vGj91ckzZL6rI2DKNsl2M1Fz9G8U5jLn6M4p3GXPyYTvEdQfb3GOUcc/FjGsV3iKAQZH0fcc4xFz+mUXy88mvPA9GFubtldYsvZH0jcb4xFz/GV7zTmIsf0yh+WPIev5e2esRk/JjOq/qhlat6XttpxVz8GD/HO425+DGKdxpz8WMU7zTm4sco3mnMxY9RvNOYix+jeKcxFz+mQ3x70GhRBNIk5uLHNIjvI4KC4De1RjAXP6ZBfLL2jd1AxtxiLn5Mh/g+kt/RG8Jc/Bhf8U7j9LRsn2RyZg+u7jaWShuVj4qB0+Jlvz27qo/jZbmqbTrcFr+HxNLLviSJWyZP4jcmzpPbkUgj8iRe9oj3JUrcLvkSH23ZkvGdSN6SK/GbojCMeFmfilyJJ+mheFAoHhSKB4XiQaF4UCgeFIoHheJBoXhQzImf9+GT9DB04Hu006a/5KB2/TXf/W79NdtHJ7/VDz5tSrw2Lv6T/pqj9Zd87HP6a173M/01z3ouzU9RfGooXjcUrxWK1wzF64bitULxmqF43VzyF/01d5uNqcYT5+mv+dOb9Nc8e2man3JB/Mu7zTNUYzc5eS7WXNmlv2a6YbognliA4kGheFAoHhSKB4XiQaF4UCgeFCvivx33CPzo/QMn9Kydt/OZlPsUWyo8pqXgcUKICSp1q8pKuWLy9l0a6+keZrp6FsSv+EXxYSn/uu/fl51+Qfz/bc/WfO2kmZWR/lFbQXngos7OV5uvW122wqQ2qb2e9mGmq2dB/LkjWiojnf1VKW9JplK2PZs7rXvi4qbE1yn4ak9kWtN1q8tWno9q019P9zBT1rNyqt/v4fhx6dwTZvb8P3k29xvdpz3TlPg6BRcOHDlwzCKVulVlF494KBavuZ7uYaasZ1H8PUfu//ue/yfP1lx64sxtb0p7aym4YNyjqy49RqXurmXXjJ2zJD7Va66ne5gp61kUL+XdO1bL3PFM5RW/m4KvFF5QqLtr2asvkkt2ZLDpradzmCnrWRN/9bVSLiuulu98JlXE1xRcMF/KrtZOhbq7lj23f/920f9+3fV0DzNlPWvi7+h4ds0Vn5DyvmXbnyU0L76m4D1DFnZPH6tSd9eylQ0aXvE19XQPM2U9e6f6Kw8dMq7yAbNt3vZnCfv0idPqb9FS8PuHDDljx/cDzdStKruLeH31dA8zXT1+cwcKxYNC8aBQPCgUDwrFg0LxoFA8KBQPCsWDQvGgUDwoFA8KxYNC8aBQPCgUDwrFg0LxoFA8KBQPCsWDQvGgUDwoFA8KxYNC8aBQPCgUDwrFg0LxoFA8KBQPCsWDQvGgUDwoFA8KxYNC8aBQPCgUDwrFg0LxoFA8KBQPCsWDQvGgUDwo/weNsPKlT1y8NwAAAABJRU5ErkJggg==" alt="plot of chunk unnamed-chunk-11"/></p>
  482. <p>Removing these sensors yields a nicer time series plot:</p>
  483. <pre><code class="r">pm25 %&gt;% filter(invalid == FALSE) %&gt;% plot()
  484. </code></pre>
  485. <p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-12"/></p>
  486. <p>Further analysis: comparison with LANUV data <code>TODO</code></p>
  487. </body>
  488. </html>